diff --git a/.gitattributes b/.gitattributes index 28df5f900b358436f0267334b3e3e9af33f917ba..b5b455d54bcb58b0b65547c917bd027e851d7d5f 100644 --- a/.gitattributes +++ b/.gitattributes @@ -53,3 +53,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.jpg filter=lfs diff=lfs merge=lfs -text *.jpeg filter=lfs diff=lfs merge=lfs -text *.webp filter=lfs diff=lfs merge=lfs -text +custom_nodes/ComfyUI-KJNodes/fonts/FreeMono.ttf filter=lfs diff=lfs merge=lfs -text +custom_nodes/ComfyUI-KJNodes/fonts/FreeMonoBoldOblique.otf filter=lfs diff=lfs merge=lfs -text +custom_nodes/ComfyUI-KJNodes/fonts/TTNorms-Black.otf filter=lfs diff=lfs merge=lfs -text diff --git a/custom_nodes/Civicomfy/.DS_Store b/custom_nodes/Civicomfy/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..26de10e10f121319e643e5af406d6fabbf903510 Binary files /dev/null and b/custom_nodes/Civicomfy/.DS_Store differ diff --git a/custom_nodes/Civicomfy/.gitattributes b/custom_nodes/Civicomfy/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..dfe0770424b2a19faf507a501ebfc23be8f54e7b --- /dev/null +++ b/custom_nodes/Civicomfy/.gitattributes @@ -0,0 +1,2 @@ +# Auto detect text files and perform LF normalization +* text=auto diff --git a/custom_nodes/Civicomfy/.github/workflows/publish.yml b/custom_nodes/Civicomfy/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..8e92e1f9caf921f4144100c4707b8879a50a6b6c --- /dev/null +++ b/custom_nodes/Civicomfy/.github/workflows/publish.yml @@ -0,0 +1,28 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main + - master + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'MoonGoblinDev' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + with: + submodules: true + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + ## Add your own personal access token to your Github Repository secrets and reference it here. + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} diff --git a/custom_nodes/Civicomfy/.gitignore b/custom_nodes/Civicomfy/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..3c94063a60c6c7b5c62a47be90567abd8985dbc3 --- /dev/null +++ b/custom_nodes/Civicomfy/.gitignore @@ -0,0 +1,166 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ +download_history.json +.DS_Store +/Old Reference +CLAUDE.md +web/.DS_Store +/tests diff --git a/custom_nodes/Civicomfy/LICENSE b/custom_nodes/Civicomfy/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..9ba933c9d2c3f48d454f15c5f2259446299f7020 --- /dev/null +++ b/custom_nodes/Civicomfy/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2025 MoonGoblin + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/custom_nodes/Civicomfy/README.md b/custom_nodes/Civicomfy/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d315129b8d4bc6af7dd0f172a773696170b9a470 --- /dev/null +++ b/custom_nodes/Civicomfy/README.md @@ -0,0 +1,52 @@ +# Civicomfy - Civitai Model Downloader for ComfyUI + +Civicomfy seamlessly integrates Civitai's vast model repository directly into ComfyUI, allowing you to search, download, and organize AI models without leaving your workflow. + +## Features + +- **Integrated Model Search**: Search Civitai's extensive library directly from ComfyUI +- **One-Click Downloads**: Download models with associated metadata and thumbnails +- **Automatic Organization**: Models are automatically saved to their appropriate directories +- **Clean UI**: Clean, intuitive interface that complements ComfyUI's aesthetic + +## Installation + +Git clone +```bash +cd ComfyUI/custom_nodes +git clone https://github.com/MoonGoblinDev/Civicomfy.git +``` + +Comfy-CLI +```bash +comfy node registry-install civicomfy +``` + +ComfyUI Manager + +Screenshot 2025-04-08 at 11 42 46 + +## Usage + +1. Start ComfyUI with Civicomfy installed +2. Access the Civicomfy panel from the Civicomfy menu button at the right top area. +3. Search for models +4. Click the download button on any model to save it to your local installation +5. Models become immediately available in ComfyUI nodes + +## Configuration + +- Enter your Civitai API Token in the setting + +## Screenshots +Screenshot 2025-04-08 at 11 24 40 +Screenshot 2025-04-08 at 11 23 17 +Screenshot 2025-04-08 at 11 25 15 +Screenshot 2025-04-08 at 11 25 24 + + + + +## Contributing + +Contributions are welcome! Please feel free to submit a Pull Request. diff --git a/custom_nodes/Civicomfy/__init__.py b/custom_nodes/Civicomfy/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..212f50416c0dfd1a7f208e80ae17733eb04b0aa1 --- /dev/null +++ b/custom_nodes/Civicomfy/__init__.py @@ -0,0 +1,110 @@ +# ================================================ +# File: __init__.py +# ================================================ + +import os + +# Define paths relative to this __init__.py file +EXTENSION_ROOT = os.path.dirname(os.path.realpath(__file__)) +WEB_PATH = os.path.join(EXTENSION_ROOT, "web") +JS_PATH = os.path.join(WEB_PATH, "js") +# CSS_PATH definition removed as it was unused and pointed to a non-existent directory. +JS_FILENAME = "civitaiDownloader.js" +CSS_FILENAME = "civitaiDownloader.css" +JS_FILE_PATH = os.path.join(JS_PATH, JS_FILENAME) +CSS_FILE_PATH = os.path.join(JS_PATH, CSS_FILENAME) + +# --- Import Core Components --- +# Import configurations and utility functions first +# Ensure config and helpers don't have side effects unsuitable for just checking files +try: + from .config import WEB_DIRECTORY as config_WEB_DIRECTORY + # Import downloader manager (creates the instance) + from .downloader import manager as download_manager + # Import server routes (registers the routes) + from .server import routes + imports_successful = True + print("[Civicomfy] Core modules imported successfully.") +except ImportError as e: + imports_successful = False + print("*"*80) + print(f"[Civicomfy] ERROR: Failed to import core modules: {e}") + print("Please ensure the file structure is correct and all required files exist.") + print("Extension will likely not function correctly.") + print("*"*80) +except Exception as e: + imports_successful = False + # Catch other potential init errors during import + import traceback + print("*"*80) + print(f"[Civicomfy] ERROR: An unexpected error occurred during module import:") + traceback.print_exc() + print("Extension will likely not function correctly.") + print("*"*80) + +# --- Check for Frontend Files --- +frontend_files_ok = True +if not os.path.exists(CSS_FILE_PATH): + print("*"*80) + print(f"[Civicomfy] WARNING: Frontend CSS file not found!") + print(f" Expected at: {CSS_FILE_PATH}") + print(" The downloader UI may not display correctly.") + print(f" Please ensure '{CSS_FILENAME}' is placed in the '{os.path.basename(JS_PATH)}' directory inside 'web'.") # Corrected path hint + print("*"*80) + frontend_files_ok = False + +if not os.path.exists(JS_FILE_PATH): + print("*"*80) + print(f"[Civicomfy] WARNING: Frontend JavaScript file not found!") + print(f" Expected at: {JS_FILE_PATH}") + print(" The downloader UI functionality will be missing.") + print(f" Please ensure '{JS_FILENAME}' is placed in the '{os.path.basename(JS_PATH)}' directory inside 'web'.") # Corrected path hint + print("*"*80) + frontend_files_ok = False + +# --- ComfyUI Registration --- +if imports_successful: + # Standard ComfyUI extension variables + # No custom nodes defined in this extension + NODE_CLASS_MAPPINGS = {} + NODE_DISPLAY_NAME_MAPPINGS = {} + + # Define the web directory for ComfyUI to serve + # The key is the path component in the URL: /extensions/Civicomfy/... + # The value is the directory path relative to this __init__.py file + WEB_DIRECTORY = "./web" # This tells ComfyUI to serve the ./web folder relative to this file + + # --- Startup Messages --- + print("-" * 30) + print("--- Civicomfy Custom Extension Loaded ---") + print(f"- Serving frontend files from: {os.path.abspath(WEB_PATH)} (Relative: {WEB_DIRECTORY})") + # Download manager and routes are initialized/registered upon import + print(f"- Download Manager Initialized: {'Yes' if 'download_manager' in locals() else 'No! Import failed.'}") + print(f"- API Endpoints Registered: {'Yes' if 'routes' in locals() else 'No! Import failed.'}") + if frontend_files_ok: + print("- Frontend files found.") + else: + print("- WARNING: Frontend files missing (see warnings above). UI may not work.") + print("- Look for 'Civicomfy' button in the ComfyUI menu.") + print("-" * 30) + + # Ensure default model-type directories exist at startup + try: + from .utils.helpers import get_model_dir + from .config import MODEL_TYPE_DIRS + created = [] + for key in MODEL_TYPE_DIRS.keys(): + path = get_model_dir(key) + created.append((key, path)) + print("[Civicomfy] Verified model type directories:") + for k, p in created: + print(f" - {k}: {p}") + except Exception as e: + print(f"[Civicomfy] Warning: Failed ensuring model directories at startup: {e}") + +else: + # If imports failed, don't register anything with ComfyUI + print("[Civicomfy] Initialization failed due to import errors. Extension inactive.") + NODE_CLASS_MAPPINGS = {} + NODE_DISPLAY_NAME_MAPPINGS = {} + WEB_DIRECTORY = None # Do not serve web directory if backend failed diff --git a/custom_nodes/Civicomfy/api/__init__.py b/custom_nodes/Civicomfy/api/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/custom_nodes/Civicomfy/api/civitai.py b/custom_nodes/Civicomfy/api/civitai.py new file mode 100644 index 0000000000000000000000000000000000000000..a2dbe2cf9e1362c19b75260431176bb65fe15028 --- /dev/null +++ b/custom_nodes/Civicomfy/api/civitai.py @@ -0,0 +1,255 @@ +# ================================================ +# File: api/civitai.py +# ================================================ +import requests +import json +from typing import List, Optional, Dict, Any, Union + +class CivitaiAPI: + """Simple wrapper for interacting with the Civitai API v1.""" + BASE_URL = "https://civitai.com/api/v1" + + def __init__(self, api_key: Optional[str] = None): + self.api_key = api_key + self.base_headers = {'Content-Type': 'application/json'} + if api_key: + self.base_headers["Authorization"] = f"Bearer {api_key}" + print("[Civitai API] Using API Key.") + else: + print("[Civitai API] No API Key provided.") + + def _get_request_headers(self, method: str, has_json_data: bool) -> Dict[str, str]: + """Returns headers for a specific request.""" + headers = self.base_headers.copy() + # Don't send content-type for GET/HEAD if no json_data + if method.upper() in ["GET", "HEAD"] and not has_json_data: + headers.pop('Content-Type', None) + return headers + + def _request(self, method: str, endpoint: str, params: Optional[Dict] = None, + json_data: Optional[Dict] = None, stream: bool = False, + allow_redirects: bool = True, timeout: int = 30) -> Union[Dict[str, Any], requests.Response, None]: + """Makes a request to the Civitai API and handles basic errors.""" + url = f"{self.BASE_URL}/{endpoint.lstrip('/')}" + request_headers = self._get_request_headers(method, json_data is not None) + + try: + response = requests.request( + method, + url, + headers=request_headers, + params=params, + json=json_data, + stream=stream, + allow_redirects=allow_redirects, + timeout=timeout + ) + response.raise_for_status() # Raise HTTPError for bad responses (4xx or 5xx) + + if stream: + return response # Return the response object for streaming + + # Handle No Content response (e.g., 204) + if response.status_code == 204 or not response.content: + return None + + return response.json() + + except requests.exceptions.HTTPError as http_err: + error_detail = None + status_code = http_err.response.status_code + try: + error_detail = http_err.response.json() + except json.JSONDecodeError: + error_detail = http_err.response.text[:200] # First 200 chars + print(f"Civitai API HTTP Error ({method} {url}): Status {status_code}, Response: {error_detail}") + # Return a structured error dictionary + return {"error": f"HTTP Error: {status_code}", "details": error_detail, "status_code": status_code} + + except requests.exceptions.RequestException as req_err: + print(f"Civitai API Request Error ({method} {url}): {req_err}") + return {"error": str(req_err), "details": None, "status_code": None} + + except json.JSONDecodeError as json_err: + print(f"Civitai API Error: Failed to decode JSON response from {url}: {json_err}") + # Include response text if possible and not streaming + response_text = response.text[:200] if not stream and hasattr(response, 'text') else "N/A" + return {"error": "Invalid JSON response", "details": response_text, "status_code": response.status_code if hasattr(response, 'status_code') else None} + + def get_model_info(self, model_id: int) -> Optional[Dict[str, Any]]: + """Gets information about a model by its ID. (GET /models/{id})""" + endpoint = f"/models/{model_id}" + result = self._request("GET", endpoint) + # Check if the result is an error dictionary + if isinstance(result, dict) and "error" in result: + return result # Propagate error dict + return result # Return model info dict or None + + def get_model_version_info(self, version_id: int) -> Optional[Dict[str, Any]]: + """Gets information about a specific model version by its ID. (GET /model-versions/{id})""" + endpoint = f"/model-versions/{version_id}" + result = self._request("GET", endpoint) + if isinstance(result, dict) and "error" in result: + return result + return result + + def search_models(self, query: str, types: Optional[List[str]] = None, + sort: str = 'Highest Rated', period: str = 'AllTime', + limit: int = 20, page: int = 1, + nsfw: Optional[bool] = None) -> Optional[Dict[str, Any]]: + """Searches for models on Civitai. (GET /models)""" + endpoint = "/models" + params = { + "limit": max(1, min(100, limit)), # Ensure limit is reasonable + "page": max(1, page), + "query": query, + "sort": sort, + "period": period + } + if types: + # `requests` handles lists by appending multiple key=value pairs, + # which matches the expectation for 'array' type in the API doc. + params["types"] = types + if nsfw is not None: + params["nsfw"] = str(nsfw).lower() # API expects string "true" or "false" + + result = self._request("GET", endpoint, params=params) + if isinstance(result, dict) and "error" in result: + return result + # Ensure structure is as expected before returning + if isinstance(result, dict) and "items" in result and "metadata" in result: + return result + else: + print(f"Warning: Unexpected search result format: {result}") + # Return a consistent empty structure on unexpected format + return {"items": [], "metadata": {"totalItems": 0, "currentPage": page, "pageSize": limit, "totalPages": 0}} + + def search_models_meili(self, query: str, types: Optional[List[str]] = None, + base_models: Optional[List[str]] = None, + sort: str = 'metrics.downloadCount:desc', # Default to Most Downloaded + limit: int = 20, page: int = 1, + nsfw: Optional[bool] = None) -> Optional[Dict[str, Any]]: + """Searches models using the Civitai Meilisearch endpoint.""" + meili_url = "https://search.civitai.com/multi-search" + headers = {'Content-Type': 'application/json'} + headers['Authorization'] = f'Bearer 8c46eb2508e21db1e9828a97968d91ab1ca1caa5f70a00e88a2ba1e286603b61' #Nothing harmful, everyone have the same meilisearch bearer token. I checked with 3 accounts + + offset = max(0, (page - 1) * limit) + + # Map simple sort terms to Meilisearch syntax + sort_mapping = { + "Relevancy": "id:desc", + "Most Downloaded": "metrics.downloadCount:desc", + "Highest Rated": "metrics.thumbsUpCount:desc", + "Most Liked": "metrics.favoriteCount:desc", + "Most Discussed": "metrics.commentCount:desc", + "Most Collected": "metrics.collectedCount:desc", + "Most Buzz": "metrics.tippedAmountCount:desc", + "Newest": "createdAt:desc", + } + meili_sort = [sort_mapping.get(sort, "metrics.downloadCount:desc")] + + + # --- Build Filters --- + # Meilisearch uses an array of filter groups. Filters within a group are OR'd, groups are AND'd. + filter_groups = [] + + # Type Filter Group (OR logic) + if types and isinstance(types, list) and len(types) > 0: + # Map internal type keys/display names to API type names if needed, + # but the provided example uses direct type names like "LORA". Let's assume frontend sends correct names. + # Ensure proper quoting for string values in the filter. + type_filters = [f'"type"="{t}"' for t in types] + filter_groups.append(type_filters) + + # Base Model Filter Group (OR logic) + if base_models and isinstance(base_models, list) and len(base_models) > 0: + base_model_filters = [f'"version.baseModel"="{bm}"' for bm in base_models] + filter_groups.append(base_model_filters) + + # NSFW Filter (applied as AND) - Meili typically uses boolean facets or numeric levels + # Let's filter by 'nsfwLevel' being acceptable (1=None, 2=Mild, 4=Mature) if NSFW is false or None. + # If NSFW is true, we don't add this filter (allow all levels). + # This might need adjustment based on exact Meili setup and desired behavior. + # An alternative is filtering on the 'nsfw' boolean field if it exists directly. + if nsfw is None or nsfw is False: + # Example: Allow levels 1, 2, 4 (adjust as needed) + # Meili syntax for multiple values: nsfwLevel IN [1, 2, 4] + filter_groups.append("nsfwLevel IN [1, 2, 4]") # Filter applied directly as AND + # Or maybe filter on the boolean `nsfw` field if it's indexed: + # filter_groups.append("nsfw = false") + + # Availability Filter (Public) + filter_groups.append("availability = Public") # Filter applied directly as AND + + # --- Construct Request Body --- + payload = { + "queries": [ + { + "q": query if query else "", # Send empty string "" if no query + "indexUid": "models_v9", + "facets": [ # Keep facets requested by frontend if needed for analytics/refinement UI + "category.name", + "checkpointType", + "fileFormats", + "lastVersionAtUnix", + "tags.name", + "type", + "user.username", + "version.baseModel", + "nsfwLevel" + ], + "attributesToHighlight": [], # Keep empty if not using highlighting + "highlightPreTag": "__ais-highlight__", + "highlightPostTag": "__/ais-highlight__", + "limit": max(1, min(100, limit)), # Ensure reasonable limit + "offset": offset, + "filter": filter_groups + } + ] + } + if(sort != "Relevancy"): + payload["queries"][0]["sort"] = meili_sort + + + try: + # print(f"DEBUG: Meili Search Payload: {json.dumps(payload, indent=2)}") # Debugging payload + response = requests.post(meili_url, headers=headers, json=payload, timeout=25) # Use reasonable timeout + response.raise_for_status() + + results_data = response.json() + # print(f"DEBUG: Meili Search Response: {json.dumps(results_data, indent=2)}") # Debugging response + + # Basic validation of response structure + if not results_data or not isinstance(results_data.get('results'), list) or not results_data['results']: + print(f"Warning: Meili search returned unexpected structure or empty results list: {results_data}") + # Return empty structure consistent with expected format downstream + return {"hits": [], "limit": limit, "offset": offset, "estimatedTotalHits": 0} + + # Return the content of the first result (assuming single query) + first_result = results_data['results'][0] + if isinstance(first_result, dict) and "hits" in first_result: + # Return the relevant part of the response + return first_result # Includes hits, processingTimeMs, limit, offset, estimatedTotalHits etc. + else: + print(f"Warning: Meili search first result structure invalid: {first_result}") + return {"hits": [], "limit": limit, "offset": offset, "estimatedTotalHits": 0} + + except requests.exceptions.HTTPError as http_err: + error_detail = None + status_code = http_err.response.status_code + try: + error_detail = http_err.response.json() + except json.JSONDecodeError: + error_detail = http_err.response.text[:200] + print(f"Civitai Meili Search HTTP Error ({meili_url}): Status {status_code}, Response: {error_detail}") + return {"error": f"Meili HTTP Error: {status_code}", "details": error_detail, "status_code": status_code} + + except requests.exceptions.RequestException as req_err: + print(f"Civitai Meili Search Request Error ({meili_url}): {req_err}") + return {"error": str(req_err), "details": None, "status_code": None} + + except json.JSONDecodeError as json_err: + print(f"Civitai Meili Search Error: Failed to decode JSON response from {meili_url}: {json_err}") + response_text = response.text[:200] if hasattr(response, 'text') else "N/A" + return {"error": "Invalid JSON response from Meili", "details": response_text, "status_code": response.status_code if hasattr(response, 'status_code') else None} \ No newline at end of file diff --git a/custom_nodes/Civicomfy/config.py b/custom_nodes/Civicomfy/config.py new file mode 100644 index 0000000000000000000000000000000000000000..fca4e6e032aed82c0cbb55d5ec2b681c9d34816c --- /dev/null +++ b/custom_nodes/Civicomfy/config.py @@ -0,0 +1,94 @@ +# ================================================ +# File: config.py +# ================================================ +import os +import folder_paths # Use ComfyUI's folder_paths + +# --- Configuration --- +MAX_CONCURRENT_DOWNLOADS = 3 +DEFAULT_CHUNK_SIZE = 1024 * 1024 # 1MB +DEFAULT_CONNECTIONS = 4 +DOWNLOAD_HISTORY_LIMIT = 100 +DOWNLOAD_TIMEOUT = 60 # Timeout for individual download chunks/requests (seconds) +HEAD_REQUEST_TIMEOUT = 25 # Timeout for initial HEAD request (seconds) +METADATA_DOWNLOAD_TIMEOUT = 20 # Timeout for downloading thumbnail (seconds) + +# --- Paths --- +# The root directory of *this specific plugin/extension* +# Calculated based on the location of this config.py file +PLUGIN_ROOT = os.path.dirname(os.path.realpath(__file__)) + +# Construct web paths relative to the plugin's root directory +WEB_DIRECTORY = os.path.join(PLUGIN_ROOT, "web") +JAVASCRIPT_PATH = os.path.join(WEB_DIRECTORY, "js") +CSS_PATH = os.path.join(WEB_DIRECTORY, "css") +# Corrected path construction to avoid issues with leading slashes +PLACEHOLDER_IMAGE_PATH = os.path.join(WEB_DIRECTORY, "images", "placeholder.jpeg") + +# Get ComfyUI directories using folder_paths +COMFYUI_ROOT_DIR = folder_paths.base_path +# MODELS_DIR removed; resolve per-type via folder_paths + +# --- Model Types --- +# Maps the internal key (lowercase) to a tuple: (display_name, folder_paths_type) +# The folder_paths_type is used by ComfyUI's folder_paths.get_directory_by_type(). +MODEL_TYPE_DIRS = { + "checkpoint": ("Checkpoint", "checkpoints"), + "diffusionmodels": ("Diffusion Models", "diffusers"), + "unet": ("Unet", "unet"), + "lora": ("Lora", "loras"), + "locon": ("LoCon", "loras"), + "lycoris": ("LyCORIS", "loras"), + "vae": ("VAE", "vae"), + "embedding": ("Embedding", "embeddings"), + "hypernetwork": ("Hypernetwork", "hypernetworks"), + "controlnet": ("ControlNet", "controlnet"), + "upscaler": ("Upscaler", "upscale_models"), + "motionmodule": ("Motion Module", "motion_models"), + "poses": ("Poses", "poses"), + "wildcards": ("Wildcards", "wildcards"), + # 'other' will save to a dedicated folder inside the Civicomfy extension directory + "other": ("Other", None) +} + +# Civitai API specific type mapping (for search filters) +# Maps internal key (lowercase) to Civitai API 'types' parameter value +CIVITAI_API_TYPE_MAP = { + "checkpoint": "Checkpoint", + "lora": "LORA", + "locon": "LoCon", + "lycoris": "LORA", # Civitai might group LyCORIS under LORA search type + "vae": "VAE", + "embedding": "TextualInversion", + "hypernetwork": "Hypernetwork", + "controlnet": "Controlnet", + "motionmodule": "MotionModule", + "poses": "Poses", + "wildcards": "Wildcards", + "upscaler": "Upscaler", + "unet": "UNET", + "diffusionmodels": "Checkpoint", # No specific type, map to checkpoint +} + +AVAILABLE_MEILI_BASE_MODELS = [ + "AuraFlow", "CogVideoX", "Flux.1 D", "Flux.1 S", "Hunyuan 1", "Hunyuan Video", + "Illustrious", "Kolors", "LTXV", "Lumina", "Mochi", "NoobAI", "ODOR", "Other", + "PixArt E", "PixArt a", "Playground v2", "Pony", "SD 1.4", "SD 1.5", + "SD 1.5 Hyper", "SD 1.5 LCM", "SD 2.0", "SD 2.0 768", "SD 2.1", "SD 2.1 768", + "SD 2.1 Unclip", "SD 3", "SD 3.5", "SD 3.5 Large", "SD 3.5 Large Turbo", + "SD 3.5 Medium", "SDXL 0.9", "SDXL 1.0", "SDXL 1.0 LCM", "SDXL Distilled", + "SDXL Hyper", "SDXL Lightning", "SDXL Turbo", "SVD", "SVD XT", "Stable Cascade", + "Wan Video" +] + +# --- Filename Suffixes --- +METADATA_SUFFIX = ".cminfo.json" +PREVIEW_SUFFIX = ".preview.jpeg" # Keep as requested, even if source is png/webp + +# --- Log Initial Paths for Verification --- +print("-" * 30) +print("[Civicomfy Config Initialized]") +print(f" - Plugin Root: {PLUGIN_ROOT}") +print(f" - Web Directory: {WEB_DIRECTORY}") +print(f" - ComfyUI Base Path: {COMFYUI_ROOT_DIR}") +print("-" * 30) diff --git a/custom_nodes/Civicomfy/download_history.json b/custom_nodes/Civicomfy/download_history.json new file mode 100644 index 0000000000000000000000000000000000000000..cf9ade3884c0a6c2b6fb2691b4b98bbdcbcb497c --- /dev/null +++ b/custom_nodes/Civicomfy/download_history.json @@ -0,0 +1,16036 @@ +[ + { + "url": "https://civitai.com/api/download/models/2083303", + "output_path": "/workspace/runpod-slim/ComfyUI/models/loras/NSFW-22-L-e8.safetensors", + "num_connections": 1, + "known_size": 613516752, + "api_key": "9f1cf3919aa41bd7b5cbd3a8f4e6895e", + "model_url_or_id": "https://civitai.com/models/1307155?modelVersionId=2083303", + "model_version_id": null, + "custom_filename": "", + "force_redownload": false, + "filename": "NSFW-22-L-e8.safetensors", + "model_name": "(wan 2.2 experimental) WAN General NSFW model", + "version_name": "2.2 LOW v0.08a (nightly)", + "thumbnail": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8062128b-6d5f-4f05-88fb-17df5c035d32/original=true/92426923.mp4?width=256", + "thumbnail_nsfw_level": 16, + "model_type": "loras", + "file_precision": null, + "file_model_size": null, + "file_format": "SafeTensor", + "civitai_model_id": 1307155, + "civitai_version_id": 2083303, + "civitai_file_id": 1979213, + "civitai_model_info": { + "id": 1307155, + "name": "(wan 2.2 experimental) WAN General NSFW model", + "description": "

🚨🚨🚨MISSION CRITICAL: PLEASE READ🚨🚨🚨

NIGHTLY STATUS: Experimental (Low & High, I have another training I want to try so I'll be back to run it more in a day or 2)

You shouldn't have to edit the blocks anymore, but I think the model needs more training and is slightly underbaked still But I still only have one video and one sane brain that can spend so much time training and not genning/gaming.

2.2 wan training nightly! but if im being honest, its not ready so unless you don't mind experimenting with something unfinished you can try it out. I know nsfwsks is still the \"trigger word\" but honestly I think you just want really descriptive prompting (the more you describe features in the prompt, the better imo) tomorrows run will be with the correct timesteps, and maybe some cleanup of the dataset.

I do recommend at least trying a couple seeds as well, some seeds will be bad.

Help me continue to feed the open source AI porn community, please consider visiting my kofi and helping me out! anything means alot to me! https://ko-fi.com/cubeyai

OUTDATED INFO FOR OLDER setups:

you have to adjust the blocks, which I haven't experimented enough with, but I believe improves the quality, so if want a workflow with the adjustment, click here:

https://civitai.com/articles/17635/22-block-guide-experimentation

\\/\\/\\/\\/ CIVIT GENERATION FILTER NOTICE \\/\\/\\/\\/

You're not allowed to make NSFW using i2v unless the image has been generated with a1111 or Civitai and still has the metadata. I'm getting reports that civit is blocking nsfw generations while some users seem to have no issue. It seems with the recent change that they also might be filtering real names used in prompts as well!!

_________________________________________________________________________________________________

2.1 Wan INFO:

><><seems to work fine with any 14B model still, skyreels V2, DF, Phantom and Vace, even causvid><><

>>>>BLOCKS= Using WanVideoWrapper, you can edit the blocks that are used for inference. SET Blocks 0-19 as True and the rest as False for best use!<<<<

Hope you enjoy, please consider donating as literally anything helps me out.


This LoRA works best with 14B T2V or 480P I2V, results with 720P I2V are poor so I do not recommend it at this time under more experimentation is completed.

Strength= I like 0.9~ for loras on wan so far

Trained on a 4090 using diffusion-pipe for T2V. can be loaded as T2V of I2V lora. Its just a collection of nsfw videos, so while missionary seems good, it'll do doggy, cowgirl, and more (probably just not really good) seems to be good enough on first try but I still have seem some where a second run is needed. I literally can't train and test at the same time so most of what you see is just my couple attempts I ran. there's not enough time in the day and I only have one GPU. and I have more epochs to try but I figured I'd get this out for others to try and I'll try to keep this one updated with other epochs. success not guaranteed.

By using this LoRA model, you acknowledge that you alone are responsible for your creations, and like any powerful tool, it demands ethical judgment and responsible use.

The examples above are mainly just the default workflow with a lora node added. prompts should include nsfwsks and description of the action \"penis goes in and out of vagina\"

", + "allowNoCredit": true, + "allowCommercialUse": "{RentCivit}", + "allowDerivatives": true, + "allowDifferentLicense": true, + "type": "LORA", + "minor": false, + "sfwOnly": false, + "poi": false, + "nsfw": true, + "nsfwLevel": 60, + "availability": "Public", + "userId": 40224, + "cosmetic": null, + "supportsGeneration": true, + "stats": { + "downloadCount": 301276, + "thumbsUpCount": 16033, + "thumbsDownCount": 17, + "commentCount": 476, + "tippedAmountCount": 17877 + }, + "creator": { + "username": "CubeyAI", + "image": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/5cc3bc43-6d2e-49cd-8b58-b531e66ebd75/width=96/CubeyAI.jpeg" + }, + "tags": [ + "sex", + "wan", + "video", + "nsfw", + "concept" + ], + "modelVersions": [ + { + "id": 2073605, + "index": 0, + "name": "2.2 HIGH v0.08a (nightly)", + "baseModel": "Wan Video 2.2 I2V-A14B", + "baseModelType": "Standard", + "createdAt": "2025-08-02T09:23:00.674Z", + "publishedAt": "2025-08-02T10:33:04.355Z", + "status": "Published", + "availability": "Public", + "nsfwLevel": 60, + "description": "

New training run with correct timestep_range and went to a later epoch

", + "covered": true, + "stats": { + "downloadCount": 130181, + "thumbsUpCount": 9950, + "thumbsDownCount": 12 + }, + "files": [ + { + "id": 1969798, + "sizeKB": 599137.453125, + "name": "NSFW-22-H-e8.safetensors", + "type": "Model", + "pickleScanResult": "Success", + "pickleScanMessage": "No Pickle imports", + "virusScanResult": "Success", + "virusScanMessage": null, + "scannedAt": "2025-09-27T00:39:14.106Z", + "metadata": { + "format": "SafeTensor" + }, + "hashes": { + "AutoV1": "2BA3AAA8", + "AutoV2": "34E2144D3C", + "SHA256": "34E2144D3CD65360F97D09CCBE03E1C39A096DF6C9234AF5FE3899D1B63CDA39", + "CRC32": "F59B29DC", + "BLAKE3": "8B0B53AE24E368824C30DB467D49C013E0974056D3EE2732658B7BB882F512F0", + "AutoV3": "6A745A2DB96D" + }, + "downloadUrl": "https://civitai.com/api/download/models/2073605", + "primary": true + } + ], + "images": [ + { + "url": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/4b7f5141-a778-4492-ba31-72ae7cfeec5b/original=true/91910752.mp4", + "nsfwLevel": 16, + 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"2025-08-01T08:42:51.481Z", + "status": "Published", + "availability": "Public", + "nsfwLevel": 60, + "description": "

IMPORTANT:

https://civitai.com/articles/17635/22-block-guide-experimentation

2.2 wan trained, but if im being honest, its not ready so unless you don't mind experimenting with something unfinished you can try it out. I know nsfwsks is still the \"trigger word\" but honestly I think you just want really descriptive prompting (the more you describe features in the prompt, the better imo) tomorrows run will be with the correct timesteps, and maybe some cleanup of the dataset.

The other reason im skeptical to post is because you have to adjust the blocks, which I haven't experimented enough with, but I believe improves the quality.

https://civitai.com/articles/17635/22-block-guide-experimentation

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The original file was not the correct LoRA. Please redownload to resolve this.

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🚨🚨🚨MISSION CRITICAL: PLEASE READ🚨🚨🚨

NIGHTLY STATUS: Experimental (Low & High, I have another training I want to try so I'll be back to run it more in a day or 2)

You shouldn't have to edit the blocks anymore, but I think the model needs more training and is slightly underbaked still But I still only have one video and one sane brain that can spend so much time training and not genning/gaming.

2.2 wan training nightly! but if im being honest, its not ready so unless you don't mind experimenting with something unfinished you can try it out. I know nsfwsks is still the \"trigger word\" but honestly I think you just want really descriptive prompting (the more you describe features in the prompt, the better imo) tomorrows run will be with the correct timesteps, and maybe some cleanup of the dataset.

I do recommend at least trying a couple seeds as well, some seeds will be bad.

Help me continue to feed the open source AI porn community, please consider visiting my kofi and helping me out! anything means alot to me! https://ko-fi.com/cubeyai

OUTDATED INFO FOR OLDER setups:

you have to adjust the blocks, which I haven't experimented enough with, but I believe improves the quality, so if want a workflow with the adjustment, click here:

https://civitai.com/articles/17635/22-block-guide-experimentation

\\/\\/\\/\\/ CIVIT GENERATION FILTER NOTICE \\/\\/\\/\\/

You're not allowed to make NSFW using i2v unless the image has been generated with a1111 or Civitai and still has the metadata. I'm getting reports that civit is blocking nsfw generations while some users seem to have no issue. It seems with the recent change that they also might be filtering real names used in prompts as well!!

_________________________________________________________________________________________________

2.1 Wan INFO:

><><seems to work fine with any 14B model still, skyreels V2, DF, Phantom and Vace, even causvid><><

>>>>BLOCKS= Using WanVideoWrapper, you can edit the blocks that are used for inference. SET Blocks 0-19 as True and the rest as False for best use!<<<<

Hope you enjoy, please consider donating as literally anything helps me out.


This LoRA works best with 14B T2V or 480P I2V, results with 720P I2V are poor so I do not recommend it at this time under more experimentation is completed.

Strength= I like 0.9~ for loras on wan so far

Trained on a 4090 using diffusion-pipe for T2V. can be loaded as T2V of I2V lora. Its just a collection of nsfw videos, so while missionary seems good, it'll do doggy, cowgirl, and more (probably just not really good) seems to be good enough on first try but I still have seem some where a second run is needed. I literally can't train and test at the same time so most of what you see is just my couple attempts I ran. there's not enough time in the day and I only have one GPU. and I have more epochs to try but I figured I'd get this out for others to try and I'll try to keep this one updated with other epochs. success not guaranteed.

By using this LoRA model, you acknowledge that you alone are responsible for your creations, and like any powerful tool, it demands ethical judgment and responsible use.

The examples above are mainly just the default workflow with a lora node added. prompts should include nsfwsks and description of the action \"penis goes in and out of vagina\"

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New training run with correct timestep_range and went to a later epoch

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IMPORTANT:

https://civitai.com/articles/17635/22-block-guide-experimentation

2.2 wan trained, but if im being honest, its not ready so unless you don't mind experimenting with something unfinished you can try it out. I know nsfwsks is still the \"trigger word\" but honestly I think you just want really descriptive prompting (the more you describe features in the prompt, the better imo) tomorrows run will be with the correct timesteps, and maybe some cleanup of the dataset.

The other reason im skeptical to post is because you have to adjust the blocks, which I haven't experimented enough with, but I believe improves the quality.

https://civitai.com/articles/17635/22-block-guide-experimentation

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The original file was not the correct LoRA. Please redownload to resolve this.

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Twerking concept LoRA.

Trained on 20 videos - 3 seconds.

Use this

A woman is twerking and shaking her ass.

It will also help to add the following: 

She has a curvy body and a huge ass.

Then customize to your liking.

All samples are upscaled using Topaz.

Only the first sample in the High Noise model contains the workflow, download the sample and drag and drop it in your ComfyUI.

If you enjoy these models and find them useful, please leave a thumbs up on both. It really motivates me to keep creating more! Feel free to also share some of the work you generated with them in this page; I’d love to see it.

Enjoy!

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{ + "id": 1953874, + "name": "Twerking", + "description": "

Twerking concept LoRA.

Trained on 20 videos - 3 seconds.

Use this

A woman is twerking and shaking her ass.

It will also help to add the following: 

She has a curvy body and a huge ass.

Then customize to your liking.

All samples are upscaled using Topaz.

Only the first sample in the High Noise model contains the workflow, download the sample and drag and drop it in your ComfyUI.

If you enjoy these models and find them useful, please leave a thumbs up on both. It really motivates me to keep creating more! Feel free to also share some of the work you generated with them in this page; I’d love to see it.

Enjoy!

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通義萬相AI生影片—使用指南-中文

--

PornMaster-wan 2.2_14b_I2V_69 position blowjob

--

範例影片為\"高噪聲和低噪聲\"的LORA一起使用.

這是我第一次訓練\"wan\"的lora，生成的效果可能會不夠好。

訓練影片來自Slop Twerk WAN 2.2 I2V，我將字幕重新填寫並將所有影片修改成每秒16幀。在雲端上使用NVIDIA RTX PRO 6000訓練此lora。

(注意:我並沒有訓練鏡頭從特寫拉遠到全身的影片，這是wan 2.2中內建的功能。)

Example video showing \"high noise and low noise\" LoRa used together.

This is my first time training \"wan\" lora, the generated effect may not be good enough.

The training videos are from \"Slop Twerk WAN 2.2 I2V\". I re-subtitled and modified all videos to 16 frames per second. This LoRa was trained on an NVIDIA RTX PRO 6000 in the cloud.

(Note: I did not train the video to zoom out from close-up to full body, this is a built-in function in wan 2.2.)

觸發詞:

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

wan2.2_t2v_A14b_high_noise_lora_rank64_lightx2v_4step_1217

wan2.2_t2v_A14b_low_noise_lora_rank64_lightx2v_4step_1217

--

我的其他檢查站和Lora。

My other checkpoints and Lora.

--

如果你喜歡我的lora，可以用\"buzz\"鼓勵我。

If you like my lora, you can encourage me with \"buzz\".

--

客製化lora:我的Telegram ID:@iamddtla0620

我的微信ID:iamddtla

我的line ID:iamddtla

時間寶貴，請直接說明來意，例如:訂製lora.

Customized lora: My Telegram ID: @iamddtla0620

My WeChat ID: iamddtla

My Line ID: iamddtla

Time is precious, please state your intention directly, for example: customized LORA.

請勿將此lora用於違法用途或是真實存在的人物。

Please do not use this lora for illegal purposes or for real people.

", + "allowNoCredit": false, + "allowCommercialUse": "{Image,RentCivit}", + "allowDerivatives": false, + "allowDifferentLicense": true, + "type": "LORA", + "minor": false, + "sfwOnly": false, + "poi": false, + "nsfw": true, + "nsfwLevel": 60, + "availability": "Public", + "userId": 73783, + "cosmetic": null, + "supportsGeneration": true, + "stats": { + "downloadCount": 6812, + "thumbsUpCount": 411, + "thumbsDownCount": 0, + "commentCount": 5, + "tippedAmountCount": 10 + }, + "creator": { + "username": "iamddtla", + "image": "https://lh3.googleusercontent.com/a/AEdFTp5bLRSxNNvnArWVr6Y8VLgAS3EP8lPrtSSagw_dEw=s96-c" + }, + "tags": [ + "butt", + "nude", + "vagina", + "slow twerk", + "concept" + ], + "modelVersions": [ + { + "id": 2325629, + "index": 0, + "name": "v1_low_noise", + "baseModel": "Wan Video 2.2 I2V-A14B", + "baseModelType": "Standard", + "createdAt": "2025-10-18T15:35:24.964Z", + "publishedAt": "2025-10-18T15:39:20.581Z", + "status": "Published", + "availability": "Public", + "nsfwLevel": 60, + "description": "

觸發詞(trigger words):

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

", + "trainedWords": [ + "twerking and ass shaking. twerks causing her ass to jiggle and shake." + ], + "covered": true, + "stats": { + "downloadCount": 3732, + "thumbsUpCount": 377, + "thumbsDownCount": 0 + }, + "files": [ + { + "id": 2215776, + "sizeKB": 299617.6875, + "name": "Pornmaster_wan 2.2_14b_I2V_ Slow Twerk_v1_low_noise.safetensors", + "type": "Model", + "pickleScanResult": "Success", + "pickleScanMessage": "No Pickle imports", + "virusScanResult": "Success", + "virusScanMessage": null, + "scannedAt": "2025-10-18T15:40:53.659Z", + "metadata": { + "format": "SafeTensor" + }, + "hashes": { + "AutoV1": "A31709C9", + "AutoV2": "9B96BA7D7A", + "SHA256": "9B96BA7D7A054BAEB181556EA5B28722A419DC8E68EFE6781B12832890987C3D", + "CRC32": "5AC6C103", + "BLAKE3": "BCB939F31E29AFAB56990387D9BE9D360B91FDB9D9BE495858A0ACE1D630D8CE", + "AutoV3": "E6466D173177" + }, + "downloadUrl": "https://civitai.com/api/download/models/2325629", + "primary": true + } + ], + "images": [ + { + "url": 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"2025-10-18T15:32:13.449Z", + "publishedAt": "2025-10-18T15:34:25.586Z", + "status": "Published", + "availability": "Public", + "nsfwLevel": 60, + "description": "

觸發詞:

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

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觸發詞:

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

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通義萬相AI生影片—使用指南-中文

--

PornMaster-wan 2.2_14b_I2V_69 position blowjob

--

範例影片為\"高噪聲和低噪聲\"的LORA一起使用.

這是我第一次訓練\"wan\"的lora，生成的效果可能會不夠好。

訓練影片來自Slop Twerk WAN 2.2 I2V，我將字幕重新填寫並將所有影片修改成每秒16幀。在雲端上使用NVIDIA RTX PRO 6000訓練此lora。

(注意:我並沒有訓練鏡頭從特寫拉遠到全身的影片，這是wan 2.2中內建的功能。)

Example video showing \"high noise and low noise\" LoRa used together.

This is my first time training \"wan\" lora, the generated effect may not be good enough.

The training videos are from \"Slop Twerk WAN 2.2 I2V\". I re-subtitled and modified all videos to 16 frames per second. This LoRa was trained on an NVIDIA RTX PRO 6000 in the cloud.

(Note: I did not train the video to zoom out from close-up to full body, this is a built-in function in wan 2.2.)

觸發詞:

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

wan2.2_t2v_A14b_high_noise_lora_rank64_lightx2v_4step_1217

wan2.2_t2v_A14b_low_noise_lora_rank64_lightx2v_4step_1217

--

我的其他檢查站和Lora。

My other checkpoints and Lora.

--

如果你喜歡我的lora，可以用\"buzz\"鼓勵我。

If you like my lora, you can encourage me with \"buzz\".

--

客製化lora:我的Telegram ID:@iamddtla0620

我的微信ID:iamddtla

我的line ID:iamddtla

時間寶貴，請直接說明來意，例如:訂製lora.

Customized lora: My Telegram ID: @iamddtla0620

My WeChat ID: iamddtla

My Line ID: iamddtla

Time is precious, please state your intention directly, for example: customized LORA.

請勿將此lora用於違法用途或是真實存在的人物。

Please do not use this lora for illegal purposes or for real people.

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觸發詞(trigger words):

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

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觸發詞:

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

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觸發詞(trigger words):

twerking and ass shaking. twerks causing her ass to jiggle and shake.

--

使用最新的加速器，可以讓生成的影片更穩定。

Using the latest accelerator can make the generated video more stable.

Wan_2_2_I2V_A14B_HIGH_lightx2v_4step_lora_v1030_rank_64_bf16

wan2.2_i2v_A14b_high_noise_lora_rank64_lightx2v_4step_1022

wan2.2_i2v_A14b_low_noise_lora_rank64_lightx2v_4step_1022

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Creates ripples/bounces on ass.
Just a wan 2.2 test .
Use with other loras .Bump LOW lora to 1.1-1.4 if not enough ripples added , could be just seed issue.
ass ripple. anal sex + back view / side view / from behind
Example was created with suggested ones below + lighting 2+2 steps.

Few stylized vid examples were used so it might not work from every angle.

Suggested behind/side doggy poses.

Change vid output to 20fps for more dynamic movement if needed.

Might train more poses on top later.

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Creates ripples/bounces on ass.
Just a wan 2.2 test .
Use with other loras .Bump LOW lora to 1.1-1.4 if not enough ripples added , could be just seed issue.
ass ripple. anal sex + back view / side view / from behind
Example was created with suggested ones below + lighting 2+2 steps.

Few stylized vid examples were used so it might not work from every angle.

Suggested behind/side doggy poses.

Change vid output to 20fps for more dynamic movement if needed.

Might train more poses on top later.

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Primarily trained on videos from a rear view so it probably will work better with images from behind.

Using only 4 steps produces okay results, using 8 steps total will work a lot better with a lightning LoRA

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Primarily trained on videos from a rear view so it probably will work better with images from behind.

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"description": "

GGUF MODELS For I2V v2.0 and T2V v2.0!

Great news for those that need GGUFs versions!

The user @BigDannyPt managed to convert SmoothMix WAN 2.2 Img2Vid v2.0 and SmoothMix WAN 2.2 Txt2Vid v2.0!!

Be sure to thank him for his efforts! =D

GGUF - SmoothMix WAN 2.2 Img2Vid v2.0

GGUF - SmoothMix WAN 2.2 Txt2Vid v2.0

SMOOTHMIX WAN 2.2 I2V v2.0 UPDATE!

For more info about the update and differences between versions check out this article.

Sorry for the irregular posts and updates. I’m currently pretty busy and need to reorganize a lot of things, so free time has been scarce. If everything goes smoothly, I expect to have considerably more free time starting in February. Yay ^^

Have fun!

SMOOTHMIX WAN 2.2 T2V v2.0 UPDATE!

ITS FINALLY DONE! T_T

SmoothMix WAN 2.2 Txt2Vid v2.0 is what the model should have been in the first place - now it can show what can really be done!

Smooth Mix Wan 2.2

A Smooth Mix version of the Wan 2.2 A14B!

I tried to make it as versatile as I could, I hope you guys like it!

Every video on the showcase used an image from my Gallery! All of them have a comment with a link to the source image used.

Key Points:

Recommended Settings

Use the resolution that your Setup can handle. As a start I recommend these:

After testing these resolutions adjust as needed.

Have fun! =)

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(I2V/T2V)", + "description": "

GGUF MODELS For I2V v2.0 and T2V v2.0!

Great news for those that need GGUFs versions!

The user @BigDannyPt managed to convert SmoothMix WAN 2.2 Img2Vid v2.0 and SmoothMix WAN 2.2 Txt2Vid v2.0!!

Be sure to thank him for his efforts! =D

GGUF - SmoothMix WAN 2.2 Img2Vid v2.0

GGUF - SmoothMix WAN 2.2 Txt2Vid v2.0

SMOOTHMIX WAN 2.2 I2V v2.0 UPDATE!

For more info about the update and differences between versions check out this article.

Sorry for the irregular posts and updates. I’m currently pretty busy and need to reorganize a lot of things, so free time has been scarce. If everything goes smoothly, I expect to have considerably more free time starting in February. Yay ^^

Have fun!

SMOOTHMIX WAN 2.2 T2V v2.0 UPDATE!

ITS FINALLY DONE! T_T

SmoothMix WAN 2.2 Txt2Vid v2.0 is what the model should have been in the first place - now it can show what can really be done!

Smooth Mix Wan 2.2

A Smooth Mix version of the Wan 2.2 A14B!

I tried to make it as versatile as I could, I hope you guys like it!

Every video on the showcase used an image from my Gallery! All of them have a comment with a link to the source image used.

Key Points:

Recommended Settings

Use the resolution that your Setup can handle. As a start I recommend these:

After testing these resolutions adjust as needed.

Have fun! =)

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Wan 2.2:

Download both the highnoise and lownoise loras, and plug them both into your workflow. The \"training images\" download contains the example I used for the previews.

T2V notes: I did not use the self forcing lora for the highnoise part of the workflow, because I find that it limits facial variety too much. In my testing, this happened with or without the missionary lora plugged in, so if you're having trouble with facial variety, you may have to disable the speed lora for the highnoise step.

I2V notes: This version should handle cases where the penis starts outside the vagina. It can handle cases where there's no man at all in the starting image, however, don't expect the penis to look very good in these cases. Wan still doesn't have a good idea of what they're supposed to look like. As with the T2V version, I found that using the speed loras for the highnoise step causes the results to be less good. For 5 seconds of video, the lightning lora seemed to cause the videos to be in slow motion when using it on the highnoise step. Maybe there are good settings that I just haven't found yet.

Wan2.1:

I2V version: While the T2V model can work really well as I2V, it seems to be picky about resolutions and aspect ratios and things like that. The specifically trained I2V model just seems to work better in more situations. So, it's becoming clear to me that providing an I2V model along with the T2V model is worth it. It uses the same training data as the T2V one, minus the static images.

Version 1.1 Updates: Trained at a higher resolution in an attempt to get higher quality outputs. I also added more training data so there's more movement and bouncing breasts.

Important parts of the prompt:

with her legs spread having sex with a man\n...\nA man is thrusting his penis back and forth inside her vagina at the bottom of the screen
{Movement is fast with bouncing breasts|Movement is slow}
Her breasts are {small|medium sized|large}

Sometimes it may help to put the things you don't want in the negatives. For example, if you want small breasts, putting large breasts in the negative could help.

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Wan 2.2:

Download both the highnoise and lownoise loras, and plug them both into your workflow. The \"training images\" download contains the example I used for the previews.

T2V notes: I did not use the self forcing lora for the highnoise part of the workflow, because I find that it limits facial variety too much. In my testing, this happened with or without the missionary lora plugged in, so if you're having trouble with facial variety, you may have to disable the speed lora for the highnoise step.

I2V notes: This version should handle cases where the penis starts outside the vagina. It can handle cases where there's no man at all in the starting image, however, don't expect the penis to look very good in these cases. Wan still doesn't have a good idea of what they're supposed to look like. As with the T2V version, I found that using the speed loras for the highnoise step causes the results to be less good. For 5 seconds of video, the lightning lora seemed to cause the videos to be in slow motion when using it on the highnoise step. Maybe there are good settings that I just haven't found yet.

Wan2.1:

I2V version: While the T2V model can work really well as I2V, it seems to be picky about resolutions and aspect ratios and things like that. The specifically trained I2V model just seems to work better in more situations. So, it's becoming clear to me that providing an I2V model along with the T2V model is worth it. It uses the same training data as the T2V one, minus the static images.

Version 1.1 Updates: Trained at a higher resolution in an attempt to get higher quality outputs. I also added more training data so there's more movement and bouncing breasts.

Important parts of the prompt:

with her legs spread having sex with a man\n...\nA man is thrusting his penis back and forth inside her vagina at the bottom of the screen
{Movement is fast with bouncing breasts|Movement is slow}
Her breasts are {small|medium sized|large}

Sometimes it may help to put the things you don't want in the negatives. For example, if you want small breasts, putting large breasts in the negative could help.

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The view is POV from above.", + "negativePrompt": "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" + }, + "availability": "Public", + "hasMeta": true, + "hasPositivePrompt": true, + "onSite": false, + "remixOfId": null + }, + { + "url": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/7cd881c5-1fd3-4c0e-8592-de154a12189f/original=true/93367576.mp4", + "nsfwLevel": 16, + "width": 1024, + "height": 752, + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "type": "video", + "metadata": { + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "size": 1558984, + "audio": false, + "width": 1024, + "height": 752, + "duration": 5.031, + "skipScannedAtReassignment": true + }, + "minor": false, + "poi": false, + "meta": { + "prompt": "A woman is lying on her back with her legs spread looking up at the viewer having sex with a man. She is moaning with pleasure. The nude man rapidly thrusts his penis back and forth inside her vagina. Movements are fast with bouncing breasts. The view is POV from above.", + "negativePrompt": "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" + }, + "availability": "Public", + "hasMeta": true, + "hasPositivePrompt": true, + "onSite": false, + "remixOfId": null + }, + { + "url": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/a20de387-d628-46fe-8441-1cc4cbc14053/original=true/93367580.mp4", + "nsfwLevel": 16, + "width": 1024, + "height": 736, + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "type": "video", + "metadata": { + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "size": 2216555, + "audio": false, + "width": 1024, + "height": 736, + "duration": 5.031, + "skipScannedAtReassignment": true + }, + "minor": false, + "poi": false, + "meta": { + "prompt": "A woman is lying on her back with her legs spread looking up at the viewer. A light-skinned man enters the frame from the bottom and you can see his legs and penis and he quickly inserts his penis into the woman's vagina. The rest of his body remains out of frame. He then starts thrusting back and forth inside the woman's vagina. Movements are fast with bouncing breasts. The view is POV from above.", + "negativePrompt": "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" + }, + "availability": "Public", + "hasMeta": true, + "hasPositivePrompt": true, + "onSite": false, + "remixOfId": null + }, + { + "url": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/7ef7126d-3311-470e-b536-22c5e3a3c22a/original=true/93367583.mp4", + "nsfwLevel": 16, + "width": 1024, + "height": 736, + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "type": "video", + "metadata": { + "hash": "U00000fQfQfQfQfQfQfQfQfQfQfQfQfQfQfQ", + "size": 1525102, + "audio": false, + "width": 1024, + "height": 736, + "duration": 5.031, + "skipScannedAtReassignment": true + }, + "minor": false, + "poi": false, + "meta": { + "prompt": "A woman is lying on her back with her legs spread looking up at the viewer. She is nude and is holding her legs back with her hands. A light-skinned man enters the frame from the bottom and slowly inserts his penis into the woman's vagina. The tip of the penis is red and thick. He then starts to thrust his penis back and forth in her vagina. The view is POV from above.", + "negativePrompt": "色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走" + }, + "availability": "Public", + "hasMeta": true, + "hasPositivePrompt": true, + "onSite": false, + "remixOfId": null + } + ], + "downloadUrl": "https://civitai.com/api/download/models/2098405" + }, + "civitai_primary_file": { + "id": 1994044, + "sizeKB": 299617.1640625, + "name": "wan2.2_i2v_highnoise_pov_missionary_v1.0.safetensors", + "type": "Model", + "pickleScanResult": "Success", + "pickleScanMessage": "No Pickle imports", + "virusScanResult": "Success", + "virusScanMessage": null, + "scannedAt": "2025-08-10T06:25:38.706", + "metadata": { + "format": "SafeTensor", + "size": null, + "fp": null + }, + "hashes": { + "AutoV1": "CCCC2602", + "AutoV2": "58CB4A22B1", + "SHA256": "58CB4A22B10C5DFCB43D631B97D36D6F9162F2FE6B1F5DB141C7931E828527A4", + "CRC32": "D3A0F422", + "BLAKE3": "1414213FF7062CFB20E85A8E9E8BF9067A053CB3E26C44355582B6AB26BFB46B", + "AutoV3": "717F5B53CB78" + }, + "primary": true, + "downloadUrl": "https://civitai.com/api/download/models/2098405" + }, + "id": "dl_1770733268328_0_wan2.2_i2v", + "status": "completed", + "added_time": "2026-02-10T14:21:08.328699+00:00", + "progress": 100.0, + "speed": 0.0, + "error": null, + "start_time": "2026-02-10T14:21:08.432305+00:00", + "end_time": "2026-02-10T14:21:13.000009+00:00", + "connection_type": "Single" + } +] \ No newline at end of file diff --git a/custom_nodes/Civicomfy/downloader/__init__.py b/custom_nodes/Civicomfy/downloader/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/custom_nodes/Civicomfy/downloader/chunk_downloader.py b/custom_nodes/Civicomfy/downloader/chunk_downloader.py new file mode 100644 index 0000000000000000000000000000000000000000..003e7bebb309d141785ea7e39482d0ba992368a2 --- /dev/null +++ b/custom_nodes/Civicomfy/downloader/chunk_downloader.py @@ -0,0 +1,574 @@ +# ================================================ +# File: downloader/chunk_downloader.py +# Multi-connection somehow still not working +# ================================================ + +import requests +import threading +import time +import shutil +from pathlib import Path +import os +from typing import Optional, Dict, Tuple, Union, TYPE_CHECKING + +# Import manager type hint without circular dependency during type checking +if TYPE_CHECKING: + from .manager import DownloadManager + +# Import config values +from ..config import DEFAULT_CHUNK_SIZE, DOWNLOAD_TIMEOUT, HEAD_REQUEST_TIMEOUT + +class ChunkDownloader: + """Handles downloading files in chunks using multiple connections or fallback.""" + # Constants + STATUS_UPDATE_INTERVAL = 0.5 + HEAD_REQUEST_TIMEOUT = HEAD_REQUEST_TIMEOUT + DOWNLOAD_TIMEOUT = DOWNLOAD_TIMEOUT + MIN_SIZE_FOR_MULTI_MB = 100 # Minimum file size for multi-connection download + + def __init__(self, url: str, output_path: str, num_connections: int = 4, + chunk_size: int = DEFAULT_CHUNK_SIZE, manager: 'DownloadManager' = None, + download_id: str = None, api_key: Optional[str] = None, + known_size: Optional[int] = None): + # URLs + self.initial_url = url + self.url = url + + # Paths + self.output_path = Path(output_path) + self.temp_dir = self.output_path.parent / f".{self.output_path.name}.parts_{download_id or int(time.time())}" + + # Download configuration + self.num_connections = max(1, num_connections) + self.chunk_size = chunk_size + self.manager = manager + self.download_id = download_id + self.api_key = api_key + self.known_size = known_size if known_size and known_size > 0 else None + + # Download state + self.total_size = self.known_size or 0 + self.downloaded = 0 + self.connection_type = "N/A" + self.error = None + + # Thread management + self.threads = [] + self.lock = threading.Lock() + self.cancel_event = threading.Event() + self.part_files = [] + + # Performance tracking + self._start_time = 0 + self._last_update_time = 0 + self._last_downloaded_bytes = 0 + self._speed = 0 + + def _get_request_headers(self, add_range: Optional[str] = None) -> Dict[str, str]: + """Constructs request headers with optional auth and range.""" + headers = {} + if self.api_key: + headers["Authorization"] = f"Bearer {self.api_key}" + if add_range: + headers['Range'] = add_range + return headers + + @property + def is_cancelled(self) -> bool: + """Check if download has been cancelled.""" + return self.cancel_event.is_set() + + def cancel(self): + """Signal the download to cancel.""" + if not self.is_cancelled: + print(f"[Downloader {self.download_id or 'N/A'}] Cancellation requested by user.") + self.cancel_event.set() + self.error = "Download cancelled by user" + if self.manager and self.download_id: + self.manager._update_download_status(self.download_id, status="cancelled", error=self.error) + + def _cleanup_temp(self, success: bool): + """Remove temporary directory and potentially the output file.""" + # Clean up temp directory + if self.temp_dir.exists(): + try: + shutil.rmtree(self.temp_dir) + except Exception as e: + print(f"[Downloader {self.download_id}] Warning: Could not remove temp directory {self.temp_dir}: {e}") + + # Remove output file if download failed + if not success and self.output_path.exists(): + try: + self.output_path.unlink() + print(f"[Downloader {self.download_id}] Removed incomplete/failed output file: {self.output_path}") + except Exception as e: + print(f"[Downloader {self.download_id}] Warning: Could not remove incomplete output file {self.output_path}: {e}") + + def _get_range_support_and_url(self) -> Tuple[str, bool]: + """Check for range support and get final URL after redirects.""" + final_url = self.initial_url + supports_ranges = False + + try: + request_headers = self._get_request_headers() + + print(f"[Downloader {self.download_id}] Checking range support/redirects for: {self.initial_url} (Timeout: {self.HEAD_REQUEST_TIMEOUT}s)") + response = requests.head( + self.initial_url, + allow_redirects=True, + timeout=self.HEAD_REQUEST_TIMEOUT, + headers=request_headers + ) + response.raise_for_status() + + # Update URL after redirects + final_url = response.url + self.url = final_url + + # Check range support + accept_ranges = response.headers.get('accept-ranges', 'none').lower() + supports_ranges = accept_ranges == 'bytes' + + # Get file size if not already known + if self.total_size <= 0: + head_size = int(response.headers.get('Content-Length', 0)) + if head_size > 0: + self.total_size = head_size + print(f"[Downloader {self.download_id}] Got file size from HEAD: {self.total_size} bytes") + + print(f"[Downloader {self.download_id}] HEAD Check OK - Final URL: {final_url}, Range Support: {supports_ranges}") + return final_url, supports_ranges + + except requests.exceptions.Timeout: + print(f"[Downloader {self.download_id}] Warning: HEAD request timed out. Proceeding with Single connection.") + return self.initial_url, False + + except requests.exceptions.RequestException as e: + http_error_details = "" + if hasattr(e, 'response') and e.response is not None: + status_code = e.response.status_code + http_error_details = f" (Status Code: {status_code})" + print(f"[Downloader {self.download_id}] Warning: HEAD request failed{http_error_details}. Proceeding with Single connection.") + return self.initial_url, False + + except Exception as e: + print(f"[Downloader {self.download_id}] Warning: Unexpected error during HEAD request: {e}. Proceeding with Single connection.") + return self.initial_url, False + + def _update_progress(self, chunk_len: int): + """Thread-safe update of download progress and speed calculation.""" + with self.lock: + self.downloaded += chunk_len + current_time = time.monotonic() + time_diff = current_time - self._last_update_time + + # Update speed and notify manager periodically + if time_diff >= self.STATUS_UPDATE_INTERVAL or self.downloaded == self.total_size: + progress = min((self.downloaded / self.total_size) * 100, 100.0) if self.total_size > 0 else 0 + + # Calculate speed + if time_diff > 0: + bytes_diff = self.downloaded - self._last_downloaded_bytes + self._speed = bytes_diff / time_diff + + self._last_update_time = current_time + self._last_downloaded_bytes = self.downloaded + + if self.manager and self.download_id: + self.manager._update_download_status( + self.download_id, + progress=progress, + speed=self._speed, + status="downloading" + ) + + def download_segment(self, segment_index: int, start_byte: int, end_byte: int): + """Downloads a specific segment of the file.""" + part_file_path = self.temp_dir / f"part_{segment_index}" + request_headers = self._get_request_headers(add_range=f'bytes={start_byte}-{end_byte}') + retries = 3 + + for current_try in range(retries): + if self.is_cancelled: + print(f"[Downloader {self.download_id}] Segment {segment_index} cancelled before request (Try {current_try+1}).") + # Ensure error is set if not already + if not self.error: self.error = "Cancelled during segment download" + return + + response = None + try: + response = requests.get(self.url, headers=request_headers, stream=True, timeout=self.DOWNLOAD_TIMEOUT) + response.raise_for_status() + + bytes_written_this_segment = 0 + with open(part_file_path, 'wb') as f: + for chunk in response.iter_content(self.chunk_size): + if self.is_cancelled: + print(f"[Downloader {self.download_id}] Segment {segment_index} cancelled mid-stream.") + # Ensure error is set if not already + if not self.error: self.error = "Cancelled during segment download" + + + if chunk: + bytes_written = f.write(chunk) + bytes_written_this_segment += bytes_written + self._update_progress(bytes_written) + + # Verify segment size + expected_size = (end_byte - start_byte) + 1 + if bytes_written_this_segment != expected_size: + if response: + response.close() + raise ValueError(f"Size mismatch. Expected {expected_size}, got {bytes_written_this_segment}") + + return # Success + + + except (requests.exceptions.RequestException, ValueError) as e: + # Handle HTTP status codes + status_code = None + error_msg_detail = f"{e}" + + if isinstance(e, requests.exceptions.RequestException) and hasattr(e, 'response') and e.response is not None: + status_code = e.response.status_code + if status_code == 401: + error_msg_detail += " (Unauthorized)" + elif status_code == 403: + error_msg_detail += " (Forbidden)" + elif status_code == 416: + error_msg_detail += " (Range Not Satisfiable)" + self.error = f"Segment {segment_index} failed: {error_msg_detail}" + self.cancel() + return + + print(f"[Downloader {self.download_id}] Warning: Segment {segment_index} failed (Try {current_try+1}/{retries}): {error_msg_detail}") + + if current_try >= retries - 1: # Last attempt failed + self.error = f"Segment {segment_index} failed after {retries} attempts: {error_msg_detail}" + self.cancel() + return + + # Exponential backoff before retry + time.sleep(min(2 ** current_try, 10)) + + except Exception as e: + self.error = f"Segment {segment_index} critical error: {e}" + print(f"[Downloader {self.download_id}] Error: {self.error}") + self.cancel() + return + + finally: + if response: + response.close() + + def merge_parts(self) -> bool: + """Merges all downloaded part files into the final output file.""" + print(f"[Downloader {self.download_id}] Merging {len(self.part_files)} parts for {self.output_path.name}...") + + # Check if we have parts to merge + if not self.part_files: + if self.is_cancelled: + self.error = self.error or "Cancelled before any parts downloaded." + elif not self.error: + self.error = "No part files were created to merge." + print(f"[Downloader {self.download_id}] Error during merge: {self.error}") + return False + + try: + # Sort part files numerically + sorted_part_files = sorted(self.part_files, key=lambda p: int(p.name.split('_')[-1])) + + with open(self.output_path, 'wb') as outfile: + for part_file in sorted_part_files: + # Check if part exists + if not part_file.exists(): + if self.is_cancelled: + self.error = self.error or "Cancelled during download, a part file is missing." + elif not self.error: + self.error = f"Merge failed, required part file is missing: {part_file}." + print(f"[Downloader {self.download_id}] Warning: Aborting merge. Missing part: {part_file.name}.") + return False + + # Copy part data to output file + try: + with open(part_file, 'rb') as infile: + shutil.copyfileobj(infile, outfile, length=1024*1024*2) # 2MB buffer + except Exception as copy_e: + self.error = f"Error copying data from part {part_file.name} during merge: {copy_e}" + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + + print(f"[Downloader {self.download_id}] Merging complete.") + + # Verify final file size + final_size = self.output_path.stat().st_size + if self.total_size > 0 and abs(final_size - self.total_size) > 1: + self.error = f"Merged size ({final_size}) differs significantly from expected ({self.total_size}). File may be corrupt." + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + elif self.total_size > 0 and final_size != self.total_size: + print(f"[Downloader {self.download_id}] Warning: Final merged size ({final_size}) differs slightly from expected ({self.total_size}).") + + return True + + except Exception as e: + self.error = f"Failed to merge parts: {e}" + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + + def fallback_download(self) -> bool: + """Fallback to standard single-connection download.""" + self.connection_type = "Single" + if self.manager and self.download_id: + self.manager._update_download_status(self.download_id, connection_type=self.connection_type, status="downloading") + + print(f"[Downloader {self.download_id}] Using standard single-connection download for {self.output_path.name}...") + + self._start_time = self._start_time or time.monotonic() + self._last_update_time = self._start_time + self._last_downloaded_bytes = 0 + self.downloaded = 0 + + response = None + + try: + request_headers = self._get_request_headers() + response = requests.get(self.url, stream=True, timeout=self.DOWNLOAD_TIMEOUT, + allow_redirects=True, headers=request_headers) + response.raise_for_status() + + # Update URL after potential redirects + final_get_url = response.url + if final_get_url != self.url: + print(f"[Downloader {self.download_id}] URL redirected during GET to: {final_get_url}") + self.url = final_get_url + + # Get/confirm file size + if self.total_size <= 0: + get_size = int(response.headers.get('Content-Length', 0)) + if get_size > 0: + self.total_size = get_size + print(f"[Downloader {self.download_id}] Obtained file size via fallback GET: {self.total_size}") + else: + print(f"[Downloader {self.download_id}] Warning: File size unknown. Progress may be inaccurate.") + + # Ensure output directory exists + self.output_path.parent.mkdir(parents=True, exist_ok=True) + + with open(self.output_path, 'wb') as f: + for chunk in response.iter_content(self.chunk_size): + if self.is_cancelled: + print(f"[Downloader {self.download_id}] Fallback download cancelled.") + return False + if chunk: + bytes_written = f.write(chunk) + self._update_progress(bytes_written) + + + + # Verify download size if known + if self.total_size > 0 and self.downloaded != self.total_size and not self.error: + print(f"[Downloader {self.download_id}] Warning: Size mismatch. Expected {self.total_size}, got {self.downloaded}.") + + print(f"[Downloader {self.download_id}] Fallback download completed.") + return not self.error + + except requests.exceptions.RequestException as e: + error_msg_detail = f"{e}" + if hasattr(e, 'response') and e.response is not None: + status_code = e.response.status_code + if status_code == 401: + error_msg_detail += " (Unauthorized - Check API Key?)" + elif status_code == 403: + error_msg_detail += " (Forbidden - Permissions Issue?)" + + if not self.error: + self.error = f"Fallback download failed: {error_msg_detail}" + print(f"[Downloader {self.download_id}] Error during fallback download: {self.error}") + return False + + except Exception as e: + if not self.error: + self.error = f"Fallback download failed: {e}" + print(f"[Downloader {self.download_id}] Error during fallback download: {self.error}") + return False + + finally: + if response: + response.close() + + def download(self) -> bool: + """Main download method that chooses between multi-connection or fallback approach.""" + self._start_time = time.monotonic() + self.downloaded = 0 + self.error = None + self.threads = [] + self.part_files = [] + success = False + + # Clean up any existing temp directory + if self.temp_dir.exists(): + print(f"[Downloader {self.download_id}] Warning: Removing leftover temp directory: {self.temp_dir}") + self._cleanup_temp(success=False) + + # Check range support and get final URL + final_url, supports_ranges = self._get_range_support_and_url() + + # Decide on download strategy + use_multi_connection = False + if supports_ranges and self.num_connections > 1 and self.total_size > 0: + if self.total_size > self.MIN_SIZE_FOR_MULTI_MB * 1024 * 1024: + use_multi_connection = True + else: + print(f"[Downloader {self.download_id}] File size ({self.total_size / (1024*1024):.2f} MB) below threshold for multi-connection.") + + expected_final_size = self.total_size + + try: + if use_multi_connection: + # Multi-connection download approach + success = self._do_multi_connection_download() + else: + # Single connection fallback + reason = "Range requests not supported" if not supports_ranges else \ + "Single connection requested" if self.num_connections <= 1 else \ + "File size unknown or too small" + print(f"[Downloader {self.download_id}] ({reason}). Using fallback single-connection download.") + success = self.fallback_download() + expected_final_size = self.total_size + + if not success and not self.error: + self.error = "Single connection download failed." + + except KeyboardInterrupt: + print(f"[Downloader {self.download_id}] Interrupted! Signalling cancellation.") + self.cancel() + if not self.error: + self.error = "Download interrupted by user." + success = False + + except Exception as e: + import traceback + print(f"--- Critical Error in Download {self.download_id} ('{self.output_path.name}') ---") + traceback.print_exc() + print("--- End Error ---") + + if not self.error: + self.error = f"Unexpected download error: {str(e)}" + + success = False + if not self.is_cancelled: + self.cancel() + + finally: + # Cleanup and final status update + self._cleanup_temp(success=success and not self.is_cancelled and not self.error) + + if self.manager and self.download_id: + final_status = "completed" if success else ("cancelled" if self.is_cancelled else "failed") + final_progress = 100.0 if success else ((self.downloaded / self.total_size * 100) if self.total_size > 0 else 0) + + self.manager._update_download_status( + self.download_id, + status=final_status, + progress=min(100.0, final_progress), + speed=0, + error=self.error, + connection_type=self.connection_type + ) + + return success and not self.error and not self.is_cancelled + + def _do_multi_connection_download(self) -> bool: + """Handle multi-connection download process.""" + self.connection_type = f"Multi ({self.num_connections})" + if self.manager and self.download_id: + self.manager._update_download_status(self.download_id, connection_type=self.connection_type, status="downloading") + + print(f"[Downloader {self.download_id}] Starting multi-connection download for {self.output_path.name} " + f"({self.total_size / (1024 * 1024):.2f} MB) using {self.num_connections} connections.") + + # Create temp directory + try: + if self.temp_dir.exists(): + shutil.rmtree(self.temp_dir) + self.temp_dir.mkdir(parents=True) + except Exception as e: + self.error = f"Failed to create temp directory: {e}" + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + + # Calculate segments + segment_size = self.total_size // self.num_connections + + # Handle small files with many connections + if segment_size == 0 and self.total_size > 0: + segment_size = self.total_size // min(self.num_connections, self.total_size) if self.total_size >= self.num_connections else self.total_size + if segment_size == 0: + segment_size = self.total_size + self.num_connections = 1 + print(f"[Downloader {self.download_id}] Warning: Forcing single connection for very small file.") + return self.fallback_download() + + # Create segments + segments = [] + current_byte = 0 + for i in range(self.num_connections): + if current_byte >= self.total_size: + break + + start_byte = current_byte + end_byte = min(current_byte + segment_size - 1, self.total_size - 1) + + # Ensure last segment goes to the end + if i == self.num_connections - 1: + end_byte = self.total_size - 1 + + # Ensure segment is valid + if start_byte <= end_byte < self.total_size: + segments.append((i, start_byte, end_byte)) + self.part_files.append(self.temp_dir / f"part_{i}") + else: + print(f"[Downloader {self.download_id}] Warning: Skipping invalid segment {i}, start={start_byte}, end={end_byte}") + + current_byte = end_byte + 1 + + if not segments: + self.error = f"No valid download segments calculated (Total Size: {self.total_size})." + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + + # Start download threads + for index, start, end in segments: + if self.is_cancelled: + break + thread = threading.Thread(target=self.download_segment, args=(index, start, end), daemon=True) + self.threads.append(thread) + thread.start() + + # Wait for threads to complete + active_threads = list(self.threads) + while active_threads and not self.is_cancelled: + joined_threads = [] + for t in active_threads: + t.join(timeout=0.2) + if not t.is_alive(): + joined_threads.append(t) + + active_threads = [t for t in active_threads if t not in joined_threads] + + # Handle download completion + if self.is_cancelled: + print(f"[Downloader {self.download_id}] Download stopped (cancelled).") + self.error = self.error or "Download cancelled." + return False + elif self.error: + print(f"[Downloader {self.download_id}] Download stopped (error): {self.error}") + return False + elif self.total_size > 0 and self.downloaded != self.total_size: + self.error = f"Multi-download size mismatch. Expected {self.total_size}, got {self.downloaded}." + print(f"[Downloader {self.download_id}] Error: {self.error}") + return False + + # Merge parts + return self.merge_parts() \ No newline at end of file diff --git a/custom_nodes/Civicomfy/downloader/manager.py b/custom_nodes/Civicomfy/downloader/manager.py new file mode 100644 index 0000000000000000000000000000000000000000..f254437b354d8421c485e26980c12c4625961d76 --- /dev/null +++ b/custom_nodes/Civicomfy/downloader/manager.py @@ -0,0 +1,929 @@ +# ================================================ +# File: downloader/manager.py +# ================================================ +import threading +import time +import datetime +import os +import json +import requests +import subprocess +import platform +import sys +from typing import List, Dict, Any, Optional, TYPE_CHECKING + +if TYPE_CHECKING: + from .chunk_downloader import ChunkDownloader + +from ..config import ( + MAX_CONCURRENT_DOWNLOADS, DOWNLOAD_HISTORY_LIMIT, DEFAULT_CONNECTIONS, + METADATA_SUFFIX, PREVIEW_SUFFIX, METADATA_DOWNLOAD_TIMEOUT, PLUGIN_ROOT +) +try: + from folder_paths import get_directory_by_type, get_valid_path, base_path + COMFY_PATHS_AVAILABLE = True +except ImportError: + print("[Civicomfy Manager] Warning: ComfyUI folder_paths not available. Path validation/opening might be limited.") + COMFY_PATHS_AVAILABLE = False + base_path = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "..")) + +# --- Define History File Path --- +# Place it in the root of the extension directory +HISTORY_FILE_PATH = os.path.join(PLUGIN_ROOT, "download_history.json") + +class DownloadManager: + """Manages a queue of downloads, running them concurrently and saving metadata.""" + + def __init__(self, max_concurrent: int = MAX_CONCURRENT_DOWNLOADS): + self.queue: List[Dict[str, Any]] = [] + self.active_downloads: Dict[str, Dict[str, Any]] = {} # {download_id: download_info} + # History now stores more complete dictionaries for retry functionality + self.history: List[Dict[str, Any]] = [] + self.lock: threading.Lock = threading.Lock() + self.max_concurrent: int = max(1, max_concurrent) + self.running: bool = True + self._load_history_from_file() + self._process_thread: threading.Thread = threading.Thread(target=self._process_queue, daemon=True) + print(f"Civitai Download Manager starting (Max Concurrent: {self.max_concurrent}).") + self._process_thread.start() + + # --- add_to_queue remains largely the same, ensuring all necessary fields are initialized --- + def add_to_queue(self, download_info: Dict[str, Any]) -> str: + """Adds a download task to the queue.""" + with self.lock: + # Generate a unique ID + timestamp = int(time.time() * 1000) + file_hint = os.path.basename(download_info.get('output_path', 'file'))[:10] + unique_num = sum(1 for item in self.queue if file_hint in item.get("id", "") or any(file_hint in h.get("id","") for h in self.history)) # Check history too + download_id = f"dl_{timestamp}_{unique_num}_{file_hint}" + + # Set initial status and info + download_info["id"] = download_id + download_info["status"] = "queued" + download_info["added_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + download_info["progress"] = 0 + download_info["speed"] = 0 + download_info["error"] = None + download_info["start_time"] = None + download_info["end_time"] = None + download_info["connection_type"] = "N/A" + + # --- Ensure all fields potentially needed for retry exist --- + # (Most were likely already filled by the calling route, but double-check) + required_for_retry = [ + 'url', 'output_path', 'num_connections', 'api_key', 'known_size', + 'civitai_model_info', 'civitai_version_info', 'civitai_primary_file', + 'thumbnail', 'filename', 'model_url_or_id', 'model_version_id', 'model_type', + 'custom_filename', 'force_redownload' # Add force_redownload too + ] + for key in required_for_retry: + if key not in download_info: + # Add default or None if missing. More robust handling might be needed + # depending on how routes.py prepares the dict. + if key in ['civitai_model_info', 'civitai_version_info', 'civitai_primary_file']: + download_info[key] = {} + elif key == 'num_connections': + download_info[key] = DEFAULT_CONNECTIONS + elif key == 'force_redownload': + download_info[key] = False # Default for new downloads + else: + download_info[key] = None + print(f"[Manager Warning] Queued item '{download_id}' missing '{key}', added default.") + + self.queue.append(download_info) + print(f"[Manager] Queued: {download_info.get('filename', 'N/A')} (ID: {download_id}, Size: {download_info.get('known_size', 'Unknown')})") + return download_id + + # --- cancel_download remains the same --- + def cancel_download(self, download_id: str) -> bool: + """Requests cancellation of a queued or active download.""" + # ... (no changes needed here) ... + print(f"[Manager] Received cancellation request for: {download_id}") # Moved print earlier + downloader_to_cancel: Optional['ChunkDownloader'] = None + found_in_active = False + + with self.lock: + # 1. Check queue first (can be fully handled under lock) + for i, item in enumerate(self.queue): + if item["id"] == download_id: + cancelled_info = self.queue.pop(i) + cancelled_info["status"] = "cancelled" + cancelled_info["end_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + cancelled_info["error"] = "Cancelled from queue" + self._add_to_history(cancelled_info) # _add_to_history is safe under lock + print(f"[Manager] Cancelled queued download: {download_id}") + return True # Cancelled from queue, we are done + + # 2. Check active downloads - Find the instance *under lock* + if download_id in self.active_downloads: + found_in_active = True + active_info = self.active_downloads[download_id] + downloader_to_cancel = active_info.get("downloader_instance") + current_status = active_info.get("status") + + # If downloader instance doesn't exist yet (status 'starting') + # or if already terminal, handle it here under lock + if not downloader_to_cancel and current_status == "starting": + print(f"[Manager] Marking 'starting' download as cancelled: {download_id}") + # Mark as cancelled, it won't start or will be caught by wrapper + active_info["status"] = "cancelled" + if not active_info.get("end_time"): + active_info["end_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + active_info["error"] = "Cancelled before download thread fully started" + # Don't assign downloader_to_cancel, let process_queue clean it up + downloader_to_cancel = None # Explicitly clear + # Indicate we handled it (or attempted to) + return True # Exit, processed within lock + elif current_status in ["completed", "failed", "cancelled"]: + print(f"[Manager] Download {download_id} is already in terminal state '{current_status}'. Cannot cancel.") + # Indicate we don't need to proceed further outside the lock + downloader_to_cancel = None # Explicitly clear + return False # Already finished/cancelled + + # If we found an instance and it's potentially running, + # store it to call cancel *after* releasing the lock. + print(f"[Manager] Found active downloader instance for {download_id}. Will signal outside lock.") + + # Lock is released automatically here when exiting 'with' + + # 3. Signal the downloader instance *outside* the lock + if downloader_to_cancel: + try: + # Check if already cancelled (to avoid duplicate logs/actions) - This check is thread-safe + if not downloader_to_cancel.is_cancelled: + print(f"[Manager] Calling downloader.cancel() for {download_id}") + downloader_to_cancel.cancel() # This can now call _update_download_status safely + print(f"[Manager] Signalled downloader.cancel() for {download_id}") + # Let the download thread's final status update handle moving to history + return True # Signal sent + else: + print(f"[Manager] Active download {download_id} was already cancelling.") + return True # Already in cancelling state is considered a success here + except Exception as e: + print(f"[Manager] Error calling downloader.cancel() for {download_id}: {e}") + # Update status to failed maybe? Or just log. + # Use _update_download_status directly here as we are outside the lock + self._update_download_status(download_id, status="failed", error=f"Error during cancel signaling: {e}") + return False # Failed to signal + + # 4. Handle cases where it wasn't in queue and wasn't running/starting + if not found_in_active: + print(f"[Manager] Could not cancel - ID not found in queue or active: {download_id}") + return False # Not found + + # It was found in active but was already terminal or couldn't be signalled + # Return value determined above + return False # Should have returned True earlier if successful + + # --- get_status remains the same (still strips data for UI) --- + def get_status(self) -> Dict[str, List[Dict[str, Any]]]: + """Returns the current state of the queue, active downloads, and history. + Strips sensitive/large data for UI efficiency.""" + with self.lock: + # Fields to exclude when sending status to UI + exclude_fields_for_ui = [ + 'downloader_instance', 'civitai_model_info', 'civitai_version_info', + 'api_key', # Don't send API key to frontend status + # Large potentially redundant fields: + 'url', 'output_path', 'custom_filename', 'model_url_or_id', + # Keep 'thumbnail', 'filename', 'model_name', 'version_name' etc for display + ] + + # Prepare active downloads list + active_list = [ + {k: v for k, v in item_data.items() if k not in exclude_fields_for_ui} + for item_id, item_data in self.active_downloads.items() + ] + + # Prepare history list similarly + history_list = [ + {k: v for k, v in item_data.items() if k not in exclude_fields_for_ui} + for item_data in self.history[:DOWNLOAD_HISTORY_LIMIT] + ] + + # Return copies + return { + "queue": [ + {k:v for k,v in item.items() if k not in exclude_fields_for_ui} + for item in self.queue + ], + "active": active_list, + "history": history_list, + } + + def _load_history_from_file(self): + """Loads download history from the JSON file.""" + # No lock needed here as it's called during __init__ before the thread starts + if not os.path.exists(HISTORY_FILE_PATH): + print(f"[Manager] History file not found ({HISTORY_FILE_PATH}). Starting with empty history.") + self.history = [] + return + + try: + with open(HISTORY_FILE_PATH, 'r', encoding='utf-8') as f: + loaded_data = json.load(f) + + if isinstance(loaded_data, list): + # Basic validation: Ensure items have IDs (optional but good) + validated_history = [item for item in loaded_data if isinstance(item, dict) and 'id' in item] + invalid_count = len(loaded_data) - len(validated_history) + if invalid_count > 0: + print(f"[Manager Warning] {invalid_count} items removed from loaded history due to missing 'id'.") + + # Ensure history limit + self.history = validated_history[:DOWNLOAD_HISTORY_LIMIT] + print(f"[Manager] Successfully loaded {len(self.history)} items from {HISTORY_FILE_PATH}.") + else: + print(f"[Manager Warning] History file ({HISTORY_FILE_PATH}) contained invalid data (not a list). Starting fresh.") + self.history = [] + # Optionally try to delete the corrupted file? + # try: os.remove(HISTORY_FILE_PATH) except Exception: pass + + except json.JSONDecodeError as e: + print(f"[Manager Error] Failed to parse history file ({HISTORY_FILE_PATH}): {e}. Starting fresh.") + self.history = [] + # Optionally try to delete the corrupted file? + except Exception as e: + print(f"[Manager Error] Failed to read history file ({HISTORY_FILE_PATH}): {e}. Starting fresh.") + self.history = [] + + # --- Save History Method --- + def _save_history_to_file(self): + """Saves the current in-memory history list to the JSON file.""" + # Assumes self.lock is HELD when this is called + history_to_save = self.history[:DOWNLOAD_HISTORY_LIMIT] # Ensure limit before saving + + try: + # Ensure directory exists (should already, but belt-and-suspenders) + os.makedirs(os.path.dirname(HISTORY_FILE_PATH), exist_ok=True) + + # Write atomically (write to temp then rename) to reduce corruption risk + temp_file_path = HISTORY_FILE_PATH + ".tmp" + with open(temp_file_path, 'w', encoding='utf-8') as f: + json.dump(history_to_save, f, indent=2, ensure_ascii=False) # Pretty print + + os.replace(temp_file_path, HISTORY_FILE_PATH) # Atomic rename/replace + # print(f"[Manager] Saved {len(history_to_save)} items to history file.") # Can be noisy + + except Exception as e: + # Log error, but don't crash the manager + print(f"[Manager Error] Failed to save history file ({HISTORY_FILE_PATH}): {e}") + # Attempt to remove temp file if it exists + if os.path.exists(temp_file_path): + try: os.remove(temp_file_path) + except Exception: pass + + # --- Updated _add_to_history Method --- + def _add_to_history(self, download_info: Dict[str, Any]): + """Adds a completed/failed/cancelled item to history (internal). + Stores most original parameters needed for potential retry. + NOW ALSO TRIGGERS SAVING HISTORY TO FILE.""" + # --- (Keep existing logic to prepare info_copy) --- + info_copy = { + k: v for k, v in download_info.items() + if k not in ['downloader_instance'] + } + if "end_time" not in info_copy or info_copy["end_time"] is None: + info_copy["end_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + if "status" not in info_copy: + info_copy["status"] = "unknown" + if info_copy["status"] != "completed" and not info_copy.get("error"): + info_copy["error"] = f"Finished with status '{info_copy['status']}' but no error recorded." + + # --- Update in-memory history --- + self.history.insert(0, info_copy) # Prepend + # Trim in-memory list (save will also respect limit) + if len(self.history) > DOWNLOAD_HISTORY_LIMIT: + self.history = self.history[:DOWNLOAD_HISTORY_LIMIT] + + # --- Trigger Save to File (still under lock) --- + self._save_history_to_file() # <--- Added call + + # --- Updated clear_history Method --- + def clear_history(self) -> Dict[str, Any]: + """Clears the download history (in-memory and the JSON file).""" + cleared_count = 0 + file_deleted = False + error_msg = None + + try: + with self.lock: + cleared_count = len(self.history) + if cleared_count > 0: + print(f"[Manager] Clearing {cleared_count} items from in-memory history.") + self.history = [] # Clear memory list first + + # Attempt to delete the history file + if os.path.exists(HISTORY_FILE_PATH): + try: + os.remove(HISTORY_FILE_PATH) + file_deleted = True + print(f"[Manager] Deleted history file: {HISTORY_FILE_PATH}") + except OSError as e: + error_msg = f"Failed to delete history file {HISTORY_FILE_PATH}: {e}" + print(f"[Manager Error] {error_msg}") + else: + print(f"[Manager] History file ({HISTORY_FILE_PATH}) did not exist, nothing to delete.") + file_deleted = True # Consider success if file wasn't there anyway + + else: + print("[Manager] History clear request received, but history was already empty.") + # Should we still check/delete the file just in case? Yes. + if os.path.exists(HISTORY_FILE_PATH): + try: + os.remove(HISTORY_FILE_PATH) + file_deleted = True + print(f"[Manager] Deleted potentially orphaned history file: {HISTORY_FILE_PATH}") + except OSError as e: + error_msg = f"Failed to delete potentially orphaned history file {HISTORY_FILE_PATH}: {e}" + print(f"[Manager Error] {error_msg}") + else: + file_deleted = True # Success if clear requested and neither memory/file had anything + + if error_msg: + return {"success": False, "error": f"History cleared from memory, but could not delete file: {error_msg}"} + elif cleared_count > 0: + return {"success": True, "message": f"Cleared {cleared_count} history items (memory and file)."} + else: + # If count was 0 but file deletion was attempted/succeeded + return {"success": True, "message": "History was already empty."} + + except Exception as e: + print(f"[Manager] Critical error during clear_history: {e}") + import traceback + traceback.print_exc() + return {"success": False, "error": f"Failed to clear history due to unexpected error: {e}"} + + # --- _process_queue remains the same --- + def _process_queue(self): + """Internal thread function to manage downloads.""" + # ... (no changes needed here) ... + print("[Manager] Process queue thread started.") + while self.running: + processed_something = False + with self.lock: + # 1. Check for finished/failed/cancelled active downloads to move to history + finished_ids = [ + dl_id for dl_id, info in self.active_downloads.items() + if info.get("status") in ["completed", "failed", "cancelled"] # Use .get() for safety + ] + for dl_id in finished_ids: + # Check if still in active_downloads before popping (might have been removed by another thread edge case?) + if dl_id in self.active_downloads: + finished_info = self.active_downloads.pop(dl_id) + self._add_to_history(finished_info) # Will now store more data + print(f"[Manager] Moved '{finished_info.get('filename', dl_id)}' to history (Status: {finished_info['status']})") + processed_something = True + else: + print(f"[Manager] Warning: Item {dl_id} intended for history was already removed from active list.") + + # 2. Start new downloads if slots available and queue has items + while len(self.active_downloads) < self.max_concurrent and self.queue: + download_info = self.queue.pop(0) + download_id = download_info["id"] + + # Double check if cancelled just before starting + if download_info["status"] == "cancelled": + # Ensure it has an end time before adding to history + if not download_info.get("end_time"): + download_info["end_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + self._add_to_history(download_info) + print(f"[Manager] Skipping cancelled item from queue: {download_id}") + processed_something = True + continue + + # Update status to 'starting' + download_info["status"] = "starting" + download_info["start_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + download_info["downloader_instance"] = None # Placeholder + + # Add to active downloads BEFORE starting thread + self.active_downloads[download_id] = download_info + + # Start download in a separate thread + thread = threading.Thread( + target=self._download_file_wrapper, + args=(download_info,), + daemon=True # Ensure thread exits if main program exits + ) + thread.start() + print(f"[Manager] Starting download thread for: {download_info.get('filename', 'N/A')} ({download_id})") + processed_something = True + + # Sleep only if nothing was processed to avoid busy-waiting + if not processed_something: + time.sleep(0.5) # Small delay before checking again + + print("[Manager] Process queue thread stopped.") + + # --- _update_download_status remains the same --- + def _update_download_status(self, download_id: str, status: Optional[str] = None, + progress: Optional[float] = None, speed: Optional[float] = None, + error: Optional[str] = None, connection_type: Optional[str] = None): + """Safely updates the status fields of an active download (thread-safe).""" + # ... (no changes needed here) ... + with self.lock: + if download_id in self.active_downloads: + item = self.active_downloads[download_id] + updated = False # Track if any field was actually updated + # Only update if value is provided + if status is not None and item.get("status") != status: + item["status"] = status + updated = True + # If status becomes terminal, record end time + if status in ["completed", "failed", "cancelled"] and not item.get("end_time"): + item["end_time"] = datetime.datetime.now(datetime.timezone.utc).isoformat() + if progress is not None: + # Clamp progress between 0 and 100 + clamped_progress = max(0.0, min(100.0, progress)) + # Only update if different enough to avoid excessive updates + if abs(item.get("progress", 0) - clamped_progress) > 0.01: + item["progress"] = clamped_progress + updated = True + if speed is not None: + clamped_speed = max(0.0, speed) # Speed cannot be negative + if item.get("speed") != clamped_speed: # Update if different + item["speed"] = clamped_speed + updated = True + if error is not None and item.get("error") != error: + # Update error only if it's new or different + item["error"] = str(error)[:500] # Limit length + updated = True + if connection_type is not None and connection_type != "N/A" and item.get("connection_type") != connection_type: # Only update if not N/A and different + item["connection_type"] = connection_type + updated = True + + # --- _save_civitai_metadata remains the same --- + def _save_civitai_metadata(self, download_info: Dict[str, Any]): + """Saves the .cminfo.json file.""" + # ... (no changes needed here) ... + output_path = download_info.get('output_path') + model_info = download_info.get('civitai_model_info', {}) + version_info = download_info.get('civitai_version_info', {}) + primary_file = download_info.get('civitai_primary_file', {}) + download_id = download_info.get('id', 'unknown') + + try: + file_meta = primary_file.get('metadata', {}) or {} # Ensure dict + creator_info = model_info.get('creator', {}) or {} + model_stats = model_info.get('stats', {}) or {} + version_stats = version_info.get('stats', {}) or {} + + metadata = { + "ModelId": model_info.get('id', version_info.get('modelId')) , # Use .get() on version info too + "ModelName": model_info.get('name', version_info.get('model',{}).get('name')), # Nested .get() + "ModelDescription": model_info.get('description'), + "CreatorUsername": creator_info.get('username'), + "Nsfw": model_info.get('nsfw', version_info.get('model',{}).get('nsfw')), + "Poi": model_info.get('poi', version_info.get('model',{}).get('poi')), + "AllowNoCredit": model_info.get('allowNoCredit', True), + "AllowCommercialUse": str(model_info.get('allowCommercialUse', 'Unknown')), # Ensure string + "AllowDerivatives": model_info.get('allowDerivatives', True), + "AllowDifferentLicense": model_info.get('allowDifferentLicense', True), + "Tags": model_info.get('tags', []), + "ModelType": model_info.get('type'), + "VersionId": version_info.get('id'), + "VersionName": version_info.get('name'), + "VersionDescription": version_info.get('description'), + "BaseModel": version_info.get('baseModel'), + "BaseModelType": version_info.get('baseModelType'), + "EarlyAccessDeadline": version_info.get('earlyAccessDeadline'), + "VersionPublishedAt": version_info.get('publishedAt'), + "VersionUpdatedAt": version_info.get('updatedAt'), + "VersionStatus": version_info.get('status'), + "IsPrimaryFile": primary_file.get('primary', False), + "PrimaryFileId": primary_file.get('id'), + "PrimaryFileName": primary_file.get('name'), + "FileMetadata": { + "fp": file_meta.get('fp'), + "size": file_meta.get('size'), + "format": file_meta.get('format', 'Unknown') + }, + "ImportedAt": datetime.datetime.now(datetime.timezone.utc).isoformat(), + "Hashes": primary_file.get('hashes', {}), + "TrainedWords": version_info.get('trainedWords', []), + "Stats": { + "downloadCount": version_stats.get('downloadCount', model_stats.get('downloadCount', 0)), + "rating": version_stats.get('rating', model_stats.get('rating', 0)), + "ratingCount": version_stats.get('ratingCount', model_stats.get('ratingCount', 0)), + "favoriteCount": version_stats.get('favoriteCount', model_stats.get('favoriteCount', 0)), # Correct source needed? Check API docs + "commentCount": version_stats.get('commentCount', model_stats.get('commentCount', 0)), # Correct source needed? Check API docs + "thumbsUpCount": version_stats.get('thumbsUpCount', 0), + }, + "DownloadUrlUsed": download_info.get('url'), + } + + base, _ = os.path.splitext(output_path) + meta_filename = base + METADATA_SUFFIX + meta_path = os.path.join(os.path.dirname(output_path), meta_filename) + + print(f"[Manager Meta {download_id}] Saving metadata to: {meta_path}") + with open(meta_path, 'w', encoding='utf-8') as f: + json.dump(metadata, f, indent=2, ensure_ascii=False) + print(f"[Manager Meta {download_id}] Metadata saved successfully.") + + except Exception as e: + import traceback + print(f"[Manager Meta {download_id}] Error saving metadata file {meta_path}: {e}") + # traceback.print_exc() # Uncomment for full trace + + # --- _download_and_save_preview remains the same --- + def _download_and_save_preview(self, download_info: Dict[str, Any]): + """Downloads and saves the .preview.jpeg file.""" + # ... (no changes needed here) ... + output_path = download_info.get('output_path') + thumbnail_url = download_info.get('thumbnail') + api_key = download_info.get('api_key') + download_id = download_info.get('id', 'unknown') + + if not output_path: + print(f"[Manager Preview {download_id}] Skipping preview download: Missing output path.") + return + if not thumbnail_url: + print(f"[Manager Preview {download_id}] Skipping preview download: No thumbnail URL provided.") + # Optionally try to find one in version_info images again? Might be redundant. + version_info = download_info.get('civitai_version_info', {}) + if version_info and isinstance(version_info.get('images'), list) and version_info['images']: + sorted_images = sorted([img for img in version_info['images'] if img and img.get("url")], key=lambda x: x.get('index', 0)) + img_data = next((img for img in sorted_images if img.get("type") == "image" and "/width=" in img.get("url","")), None) # Prefer image type with width param + if not img_data: img_data = next((img for img in sorted_images if img.get("type") == "image"), None) # Fallback to any image type + if not img_data: img_data = next((img for img in sorted_images), None) # Fallback to any image at all + if img_data and img_data.get('url'): + thumbnail_url = img_data['url'] + # Attempt to get a reasonable size (e.g. ~450px width) + if "/width=" in thumbnail_url: + thumbnail_url = thumbnail_url.split("/width=")[0] + "/width=450" + elif "/blob/" not in thumbnail_url: # Avoid adding params to blob URLs + separator = "&" if "?" in thumbnail_url else "?" + thumbnail_url += f"{separator}width=450" + print(f"[Manager Preview {download_id}] Found alternative thumbnail URL: {thumbnail_url}") + else: + print(f"[Manager Preview {download_id}] Still no thumbnail URL found in version info.") + return # Exit if still no URL + else: + return # Exit if no URL and no version info to search + + base, _ = os.path.splitext(output_path) + preview_filename = base + PREVIEW_SUFFIX + preview_path = os.path.join(os.path.dirname(output_path), preview_filename) + + print(f"[Manager Preview {download_id}] Downloading thumbnail from {thumbnail_url} to {preview_path}") + response = None + try: + headers = {} + if api_key: headers["Authorization"] = f"Bearer {api_key}" + response = requests.get(thumbnail_url, stream=True, headers=headers, timeout=METADATA_DOWNLOAD_TIMEOUT, allow_redirects=True) + response.raise_for_status() + content_type = response.headers.get('Content-Type', '').lower() + if not content_type.startswith('image/'): + print(f"[Manager Preview {download_id}] Warning: Thumbnail URL returned non-image content type '{content_type}'. Skipping save.") + return + with open(preview_path, 'wb') as f: + for chunk in response.iter_content(chunk_size=8192): f.write(chunk) + print(f"[Manager Preview {download_id}] Thumbnail downloaded successfully.") + except requests.exceptions.RequestException as e: + error_msg = f"Error downloading thumbnail {thumbnail_url}: {e}" + if hasattr(e, 'response') and e.response is not None: error_msg += f" (Status: {e.response.status_code})" + print(f"[Manager Preview {download_id}] {error_msg}") + except Exception as e: print(f"[Manager Preview {download_id}] Error saving thumbnail {preview_path}: {e}") + finally: + if response: response.close() + + # --- _download_file_wrapper remains the same --- + def _download_file_wrapper(self, download_info: Dict[str, Any]): + """Wraps the download execution, handles status updates, exceptions, and metadata saving.""" + # ... (no changes needed here) ... + download_id = download_info["id"] + filename = download_info.get('filename', download_id) + from .chunk_downloader import ChunkDownloader + downloader = None + success = False + final_status = "failed" + error_msg = None + + try: + print(f"[Downloader Wrapper {download_id}] Preparing download for '{filename}'.") + downloader = ChunkDownloader( + url=download_info["url"], + output_path=download_info["output_path"], + num_connections=download_info.get("num_connections", DEFAULT_CONNECTIONS), + manager=self, + download_id=download_id, + api_key=download_info.get("api_key"), + known_size=download_info.get("known_size") + ) + + with self.lock: + if download_id not in self.active_downloads or self.active_downloads[download_id]["status"] == "cancelled": + print(f"[Downloader Wrapper {download_id}] Download was cancelled before instance could be fully linked/started.") + self._update_download_status(download_id, status="cancelled", error="Cancelled before start") + return + + self.active_downloads[download_id]["downloader_instance"] = downloader + + self._update_download_status(download_id, status="downloading") + print(f"[Downloader Wrapper {download_id}] Starting download process for '{filename}'.") + success = downloader.download() # Blocking call + + error_msg = downloader.error + + if success: + final_status = "completed" + print(f"[Downloader Wrapper {download_id}] Download completed successfully for '{filename}'.") + try: + self._save_civitai_metadata(download_info) + self._download_and_save_preview(download_info) + except Exception as meta_err: + print(f"[Downloader Wrapper {download_id}] Error during post-download metadata/preview saving: {meta_err}") + + elif downloader.is_cancelled: + final_status = "cancelled" + error_msg = downloader.error or "Download cancelled" + print(f"[Downloader Wrapper {download_id}] Download cancelled for '{filename}'. Reason: {error_msg}") + else: + final_status = "failed" + error_msg = downloader.error or "Download failed with unknown error" + print(f"[Downloader Wrapper {download_id}] Download failed for '{filename}'. Error: {error_msg}") + + except Exception as e: + import traceback + print(f"--- Critical Error in Download Wrapper {download_id} ('{filename}') ---") + traceback.print_exc() + print("--- End Error ---") + final_status = "failed" + error_msg = f"Unexpected wrapper error: {str(e)}" + if downloader and not downloader.is_cancelled: + try: downloader.cancel() + except: pass + + finally: + final_progress_percent = 0 + conn_type = download_info.get("connection_type", "N/A") + + if downloader: + conn_type = downloader.connection_type + if downloader.total_size and downloader.total_size > 0: + final_progress_percent = (downloader.downloaded / downloader.total_size * 100) + if final_status == "completed": final_progress_percent = 100.0 + final_progress_percent = min(100.0, max(0.0, final_progress_percent)) + + print(f"[Downloader Wrapper {download_id}] Finalizing status: {final_status}, Error: {error_msg}") + self._update_download_status( + download_id, status=final_status, progress=final_progress_percent, + speed=0, error=error_msg, connection_type=conn_type + ) + if final_status == "completed": + print(f"[Manager] Download {download_id} completed ('{filename}'). Manual ComfyUI refresh may be needed for model list.") + + # --- NEW: Retry Download Method --- + def retry_download(self, original_download_id: str) -> Dict[str, Any]: + """Finds a failed/cancelled download in history and re-queues it.""" + with self.lock: + # Find the original download info in history + original_info = next((item for item in self.history if item.get("id") == original_download_id), None) + + if not original_info: + return {"success": False, "error": f"Original download ID '{original_download_id}' not found in history."} + + original_status = original_info.get("status") + if original_status not in ["failed", "cancelled"]: + return {"success": False, "error": f"Cannot retry download with status '{original_status}'. Only 'failed' or 'cancelled' are retryable."} + + # --- Prepare the new download info dictionary --- + # Make a deep copy to avoid modifying the history item directly + try: + retry_info = json.loads(json.dumps(original_info)) + print(retry_info) + except Exception as e: + return {"success": False, "error": f"Failed to copy original download data: {e}"} + + # Remove fields specific to the *previous* attempt + retry_info.pop("id", None) # Will get a new ID + retry_info.pop("status", None) + retry_info.pop("progress", None) + retry_info.pop("speed", None) + retry_info.pop("error", None) + retry_info.pop("start_time", None) + retry_info.pop("end_time", None) + retry_info.pop("added_time", None) + retry_info.pop("connection_type", None) + retry_info.pop("downloader_instance", None) + # --- Crucially: Set force_redownload to True for retry --- + # This ensures it overwrites the potentially corrupted/partial file from the previous attempt. + retry_info["force_redownload"] = True + + # --- Validate required fields for queuing (redundant check, but safe) --- + required_for_retry = [ + 'url', 'output_path', 'num_connections', 'api_key', 'known_size', + 'civitai_model_info', 'civitai_version_info', 'civitai_primary_file', + 'thumbnail', 'filename', 'model_url_or_id', 'model_version_id', 'model_type', + 'custom_filename', 'force_redownload' + ] + missing_keys = [key for key in required_for_retry if key not in retry_info or retry_info[key] is None and key != 'api_key' and key != 'custom_filename'] # Allow api_key/custom_filename to be None + #if missing_keys: + # return {"success": False, "error": f"Cannot retry: Original download data is missing required fields: {', '.join(missing_keys)}"} + + # --- Add the prepared info to the queue (outside the lock for add_to_queue's own lock) --- + # Note: add_to_queue acquires its own lock internally + try: + new_download_id = self.add_to_queue(retry_info) + if new_download_id: # Check if add_to_queue returned a valid ID (indicating success) + with self.lock: + original_len = len(self.history) + # Filter out the item matching the original ID + self.history = [item for item in self.history if item.get("id") != original_download_id] + items_removed = original_len - len(self.history) + + if items_removed == 1: + print(f"[Manager] Successfully removed original download '{original_download_id}' from history.") + return { + "success": True, + "message": f"Retry initiated. New download queued. Original removed from history.", + "new_download_id": new_download_id + } + + else: + # Should have been caught by the except block, but as a failsafe + print(f"[Manager] Retry queueing failed for '{original_download_id}' for an unknown reason (no ID returned).") + return {"success": False, "error": "Failed to queue retry (unknown internal error)."} + + except Exception as e: + print(f"[Manager] Error requeuing download for retry (Original ID: {original_download_id}): {e}") + return {"success": False, "error": f"Failed to queue retry: {e}"} + + # --- NEW: Open Containing Folder Method --- + def open_containing_folder(self, download_id: str) -> Dict[str, Any]: + """Opens the directory containing the specified completed download file.""" + file_path = None + with self.lock: + # Check history first (most likely location for completed items) + item_info = next((item for item in self.history if item.get("id") == download_id), None) + # Fallback to active (less likely, but possible if called very quickly after completion) + if not item_info and download_id in self.active_downloads: + item_info = self.active_downloads.get(download_id) + + if not item_info: + return {"success": False, "error": "Download ID not found."} + + if item_info.get("status") != "completed": + return {"success": False, "error": f"Cannot open path for download with status '{item_info.get('status')}'. Must be 'completed'."} + + file_path = item_info.get("output_path") # Get the full path to the file + + # --- Perform file operations outside the lock --- + if not file_path: + return {"success": False, "error": "Output path not found for this download."} + + # --- Security Check: Ensure the path is within expected ComfyUI directories --- + # (This is a basic check, might need refinement based on your setup) + is_safe_path = False + try: + # Get the absolute path + abs_file_path = os.path.abspath(file_path) + folder_path = os.path.dirname(abs_file_path) + + # Option 1: Check against ComfyUI's known directories (preferred) + if COMFY_PATHS_AVAILABLE: + # Check if the folder is within any known model type directory + known_types = [ + "checkpoints", "loras", "vae", "embeddings", "hypernetworks", + "controlnet", "upscale_models", "clip_vision", "gligen", "configs", + "unet", "diffusers", "motion_models", "poses", "wildcards" + ] + known_dirs = [os.path.abspath(get_directory_by_type(t)) for t in known_types if get_directory_by_type(t)] + # Also allow output and input directories + if get_directory_by_type("output"): known_dirs.append(os.path.abspath(get_directory_by_type("output"))) + if get_directory_by_type("input"): known_dirs.append(os.path.abspath(get_directory_by_type("input"))) + # Add the plugin's own 'other_models' directory as safe + known_dirs.append(os.path.abspath(os.path.join(PLUGIN_ROOT, "other_models"))) + # Add plugin-managed custom roots as safe + try: + import json as _json + _roots_file = os.path.join(PLUGIN_ROOT, "custom_roots.json") + if os.path.exists(_roots_file): + with open(_roots_file, 'r', encoding='utf-8') as _f: + _data = _json.load(_f) + if isinstance(_data, dict): + for _lst in _data.values(): + if isinstance(_lst, list): + for _p in _lst: + if isinstance(_p, str): + known_dirs.append(os.path.abspath(_p)) + except Exception as _e: + print(f"[Manager OpenPath] Warning: Failed to load custom roots: {_e}") + # Include all first-level subdirectories under models_dir as safe + try: + models_dir = getattr(__import__('folder_paths'), 'folder_paths').models_dir + except Exception: + models_dir = None + try: + if models_dir and os.path.isdir(models_dir): + for _name in os.listdir(models_dir): + _p = os.path.join(models_dir, _name) + if os.path.isdir(_p): + known_dirs.append(os.path.abspath(_p)) + except Exception as _e2: + print(f"[Manager OpenPath] Warning: Failed enumerating models_dir subfolders: {_e2}") + + for known_dir in known_dirs: + if os.path.commonpath([known_dir, folder_path]) == known_dir: + is_safe_path = True + break + else: + # Option 2: Fallback - Check if path is within the ComfyUI base directory + comfy_base = os.path.abspath(base_path) + if os.path.commonpath([comfy_base, folder_path]) == comfy_base: + is_safe_path = True + #print(f"[Manager OpenPath Warning] ComfyUI paths unavailable. Using base path check for {folder_path}") + + if not is_safe_path: + print(f"[Manager OpenPath Denied] Path '{folder_path}' is outside known safe ComfyUI directories.") + return {"success": False, "error": "Cannot open path: Directory is outside allowed locations."} + + # --- Open the directory --- + if not os.path.exists(folder_path): + return {"success": False, "error": f"Directory does not exist: {folder_path}"} + if not os.path.isdir(folder_path): + return {"success": False, "error": f"Path is not a directory: {folder_path}"} + + try: + system = platform.system() + print(f"[Manager OpenPath] Attempting to open folder '{folder_path}' on {system}...") + if system == "Windows": + # Use startfile for better handling of spaces etc. + os.startfile(folder_path) + elif system == "Darwin": # macOS + subprocess.check_call(["open", folder_path]) + elif system == "Linux": + # Use xdg-open, handle potential errors if command not found + try: + subprocess.check_call(["xdg-open", folder_path]) + except FileNotFoundError: + # Fallback for headless systems or if xdg-open isn't installed + print(f"[Manager OpenPath] 'xdg-open' not found. Cannot automatically open folder on this Linux system.") + return {"success": False, "error": "'xdg-open' command not found. Cannot open folder."} + else: + print(f"[Manager OpenPath] Unsupported operating system: {system}. Cannot open folder.") + return {"success": False, "error": f"Unsupported OS ({system}) for opening folder."} + + print(f"[Manager OpenPath] Successfully requested folder opening for '{folder_path}'.") + return {"success": True, "message": f"Opened directory: {folder_path}"} + + except Exception as e: + print(f"[Manager OpenPath] Failed to open directory '{folder_path}': {e}") + return {"success": False, "error": f"Failed to open directory: {e}"} + + except Exception as path_err: + # Catch errors during path validation itself + print(f"[Manager OpenPath] Error during path validation/retrieval for {download_id}: {path_err}") + return {"success": False, "error": f"Error processing path: {path_err}"} + +# --- Global Instance --- +manager = DownloadManager(max_concurrent=MAX_CONCURRENT_DOWNLOADS) + +# --- Graceful Shutdown --- +# (shutdown_manager remains the same) +def shutdown_manager(): + # ... (no changes) ... + print("[Manager] Shutdown requested.") + if manager: + manager.running = False + acquired_lock = False + try: acquired_lock = manager.lock.acquire(timeout=1.0) + except RuntimeError: pass # Lock might not be initialised if init failed + + if acquired_lock: + try: + active_ids = list(manager.active_downloads.keys()) + queue_ids = [item['id'] for item in manager.queue] + print(f"[Manager] Requesting cancellation for {len(active_ids)} active and {len(queue_ids)} queued downloads on shutdown...") + all_ids_to_cancel = active_ids + queue_ids + manager.lock.release() # Release lock BEFORE calling cancel_download + + for dl_id in all_ids_to_cancel: + try: + # Reuse cancel_download which handles both active and queued safely + manager.cancel_download(dl_id) + except Exception as e: + print(f"Error cancelling {dl_id} during shutdown: {e}") + except Exception as e: + print(f"[Manager] Error accessing lists during shutdown (after lock acquired): {e}") + try: manager.lock.release() # Ensure release on error + except RuntimeError: pass + # Give threads/tasks a brief moment to react + time.sleep(0.5) + else: + print("[Manager] Warning: Could not acquire lock to cancel downloads during shutdown.") + + # Attempt to join the manager's process thread (best effort) + try: + if manager._process_thread and manager._process_thread.is_alive(): + manager._process_thread.join(timeout=2.0) + if manager._process_thread.is_alive(): + print("[Manager] Warning: Process thread did not exit cleanly within timeout.") + except Exception as e: + print(f"[Manager] Error joining manager thread during shutdown: {e}") + print("[Manager] Shutdown complete.") + +import atexit +atexit.register(shutdown_manager) diff --git a/custom_nodes/Civicomfy/pyproject.toml b/custom_nodes/Civicomfy/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..63dd23d0659cff408e8676a1b428bf9cd8d16b6d --- /dev/null +++ b/custom_nodes/Civicomfy/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "civicomfy" +description = "Civicomfy seamlessly integrates Civitai's vast model repository directly into ComfyUI, allowing you to search, download, and organize AI models without leaving your workflow." +version = "1.0.9" +license = {file = "LICENSE"} + +[project.urls] +Repository = "https://github.com/MoonGoblinDev/Civicomfy" +# Used by Comfy Registry https://comfyregistry.org + +[tool.comfy] +PublisherId = "moongoblin" +DisplayName = "Civicomfy" +Icon = "" diff --git a/custom_nodes/Civicomfy/server/__init__.py b/custom_nodes/Civicomfy/server/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..406a5495761804a3421442a7c1ad954bb002fec1 --- /dev/null +++ b/custom_nodes/Civicomfy/server/__init__.py @@ -0,0 +1,5 @@ +# ================================================ +# File: server/__init__.py +# ================================================ +# Import the routes package to ensure all route decorators are executed. +from . import routes \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/CancelDownload.py b/custom_nodes/Civicomfy/server/routes/CancelDownload.py new file mode 100644 index 0000000000000000000000000000000000000000..545dd4ee92a647e930bdd3de2e53a00ce5b979fb --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/CancelDownload.py @@ -0,0 +1,44 @@ +# ================================================ +# File: server/routes/CancelDownload.py +# ================================================ +import json +from aiohttp import web +import server # ComfyUI server instance +from ..utils import get_request_json +from ...downloader.manager import manager as download_manager + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/cancel") +async def route_cancel_download(request): + """API Endpoint to cancel a download.""" + try: + data = await get_request_json(request) + download_id = data.get("download_id") + if not download_id: + print("not download id " + download_id) + raise web.HTTPBadRequest(reason="Missing 'download_id'") + + success = download_manager.cancel_download(download_id) + if success: + return web.json_response({ + "status": "cancelled", # Or "cancellation_requested" ? + "message": f"Cancellation requested for download ID: {download_id}.", + "download_id": download_id + }) + else: + # Might be already completed/failed/cancelled and in history, or invalid ID + raise web.HTTPNotFound(reason=f"Download ID {download_id} not found in active queue or running downloads.") + + except web.HTTPError as http_err: + # Consistent error handling + body_detail = "" + try: + body_detail = await http_err.text() if hasattr(http_err, 'text') else http_err.body.decode('utf-8', errors='ignore') if http_err.body else "" + if body_detail.startswith('{') and body_detail.endswith('}'): body_detail = json.loads(body_detail) + except Exception: pass + return web.json_response({"error": http_err.reason, "details": body_detail or "No details", "status_code": http_err.status}, status=http_err.status) + + except Exception as e: + print(f"Error cancelling download: {e}") + return web.json_response({"error": "Internal Server Error", "details": f"Failed to cancel download: {str(e)}", "status_code": 500}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/ClearHistory.py b/custom_nodes/Civicomfy/server/routes/ClearHistory.py new file mode 100644 index 0000000000000000000000000000000000000000..86634a60a16ea0d37e0d45d096b67dc9e487f506 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/ClearHistory.py @@ -0,0 +1,32 @@ +# ================================================ +# File: server/routes/ClearHistory.py +# ================================================ +import asyncio +from aiohttp import web + +import server # ComfyUI server instance +from ...downloader.manager import manager as download_manager + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/clear_history") +async def route_clear_history(request): + """API Endpoint to clear the download history.""" + if not download_manager: + return web.json_response({"error": "Download Manager not initialized"}, status=500) + + try: + # No request body needed for this action + print(f"[API Route /civitai/clear_history] Received clear history request.") + + # Call manager method in thread + result = await asyncio.to_thread(download_manager.clear_history) + + status_code = 200 if result.get("success") else 500 # Use 500 for internal clear error + return web.json_response(result, status=status_code) + + except Exception as e: + import traceback + print(f"Error handling /civitai/clear_history request: {e}") + # traceback.print_exc() # Uncomment for detailed logs + return web.json_response({"error": "Internal Server Error", "details": f"An unexpected error occurred: {str(e)}"}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/DownloadModel.py b/custom_nodes/Civicomfy/server/routes/DownloadModel.py new file mode 100644 index 0000000000000000000000000000000000000000..f083d47823edd7ff0187447fbc6138411edcee70 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/DownloadModel.py @@ -0,0 +1,470 @@ +# ================================================ +# File: server/routes/DownloadModel.py +# ================================================ +import os +import json +import traceback +import re +from aiohttp import web + +import server # ComfyUI server instance +from ..utils import get_request_json +from ...downloader.manager import manager as download_manager +from ...api.civitai import CivitaiAPI +from ...utils.helpers import get_model_dir, parse_civitai_input, sanitize_filename, select_primary_file +from ...config import METADATA_SUFFIX, PREVIEW_SUFFIX + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/download") +async def route_download_model(request): + """API Endpoint to initiate a download.""" + api_key = None # Define outside try block + model_info = None # Define here for broader scope + version_info = None + primary_file = None + target_model_id = None + target_version_id = None + try: + data = await get_request_json(request) + + model_url_or_id = data.get("model_url_or_id") + # 'model_type' defines the target directory category (e.g., 'lora', 'checkpoint') + model_type_value = data.get("model_type", "checkpoint") # Use as-is; may be a literal folder name + req_version_id = data.get("model_version_id") # Optional explicit version ID + explicit_save_root = (data.get("save_root") or "").strip() + custom_filename_input = data.get("custom_filename", "").strip() + selected_subdir = (data.get("subdir") or "").strip() + # Optional file selection overrides + req_file_id = data.get("file_id") + req_file_name_contains = data.get("file_name_contains", "").strip() + num_connections = int(data.get("num_connections", 4)) + force_redownload = bool(data.get("force_redownload", False)) + api_key = data.get("api_key", "") # Get API key from frontend settings + + if not model_url_or_id: + raise web.HTTPBadRequest(reason="Missing 'model_url_or_id'") + + # --- Input Parsing and Info Fetching --- + print(f"[Server Download] Request: {model_url_or_id}, SaveType: {model_type_value}, Version: {req_version_id}") + # Instantiate API with the key from the request (frontend settings) + api = CivitaiAPI(api_key or None) # Pass None if empty string + parsed_model_id, parsed_version_id = parse_civitai_input(model_url_or_id) + + # Determine the target version ID (request param > URL param) + target_version_id = None + if req_version_id and str(req_version_id).isdigit(): # Check if actually a number + try: + target_version_id = int(req_version_id) + except (ValueError, TypeError): + print(f"[Server Download] Warning: Invalid value provided for 'model_version_id': {req_version_id}. Ignoring.") + # Continue, will try to find latest if no version ID parsed from URL either + elif parsed_version_id: + target_version_id = parsed_version_id + # else: target_version_id remains None, we'll need model_id to find latest + + target_model_id = parsed_model_id + + # --- Get Model/Version Info from Civitai --- + # Store results in broader scope vars 'model_info' and 'version_info' + if target_version_id: + # Fetch version info directly using GET /model-versions/{id} + print(f"[Server Download] Fetching info for Version ID: {target_version_id}") + version_info_result = api.get_model_version_info(target_version_id) + if version_info_result and "error" not in version_info_result: + version_info = version_info_result # Assign to broader scope variable + # Infer model_id from version info if we didn't have it + if not target_model_id and version_info.get('modelId'): + target_model_id = version_info['modelId'] + print(f"[Server Download] Inferred Model ID {target_model_id} from Version ID {target_version_id}") + # Fetch model info as well for completeness if we only had version ID initially + model_info_result = api.get_model_info(target_model_id) + if model_info_result and "error" not in model_info_result: + model_info = model_info_result + else: + print(f"[Server Download] Warning: Could not fetch model info ({target_model_id}) after inferring from version.") + model_info = {} # Use empty dict as placeholder + else: + model_info_result = api.get_model_info(target_model_id) + if model_info_result and "error" not in model_info_result: + model_info = model_info_result + else: + print(f"[Server Download] Warning: Could not fetch model info ({target_model_id}) after inferring from version.") + model_info = {} # Use empty dict as placeholder + + else: + # Handle API error or not found for version ID + err_details = version_info_result.get('details') if isinstance(version_info_result, dict) else "Unknown API error" + status_code = version_info_result.get('status_code', 500) if isinstance(version_info_result, dict) else 500 + raise web.HTTPNotFound(reason=f"Civitai API Error: Version {target_version_id} not found or API error. Details: {err_details}", + body=json.dumps({"error": f"Version {target_version_id} not found or API error", "details": err_details})) + + elif target_model_id: + # Fetch model info (GET /models/{id}) to get the latest version + print(f"[Server Download] Fetching info for Model ID: {target_model_id} to find latest version.") + model_info_result = api.get_model_info(target_model_id) + if model_info_result and "error" not in model_info_result: + model_info = model_info_result # Assign to broader scope variable + versions = model_info.get("modelVersions") + if versions and isinstance(versions, list) and len(versions) > 0: + # Find the *best* default version (often marked as 'default' or just the first 'Published') + default_version_in_list = next((v for v in versions if v.get('status') == 'Published'), versions[0]) + if not default_version_in_list: # Should not happen if versions exist, but safety check + raise web.HTTPNotFound(reason=f"Model {target_model_id} found, but has no published versions listed.") + + partial_version_info = default_version_in_list # This is the partial version info dict from the list + target_version_id = partial_version_info.get('id') + if not target_version_id: + raise web.HTTPNotFound(reason=f"Model {target_model_id} found, but latest version has no ID.") + + print(f"[Server Download] Using latest/default Version ID {target_version_id} for Model ID {target_model_id}") + # Need to re-fetch full version details as model info often lacks file download URLs or full metadata + print(f"[Server Download] Fetching full details for selected Version ID: {target_version_id}") + full_version_info_result = api.get_model_version_info(target_version_id) + if full_version_info_result and "error" not in full_version_info_result: + version_info = full_version_info_result # Overwrite with full details + else: + # Log error but proceed with partial data if possible (will likely fail later if files missing) + err_details = full_version_info_result.get('details') if isinstance(full_version_info_result, dict) else "Unknown error getting full version" + print(f"[Server Download] Warning: Could not fetch full details for version {target_version_id}. Details: {err_details}. Download might fail if file info is missing.") + version_info = partial_version_info # Use the partial info from the model list + + else: + raise web.HTTPNotFound(reason=f"Model {target_model_id} found, but has no usable model versions listed.") + else: + # Handle API error or not found for model ID + err_details = model_info_result.get('details') if isinstance(model_info_result, dict) else "Unknown API error" + status_code = model_info_result.get('status_code', 500) if isinstance(model_info_result, dict) else 500 + raise web.HTTPNotFound(reason=f"Civitai API Error: Model {target_model_id} not found or API error. Details: {err_details}", + body=json.dumps({"error": f"Model {target_model_id} not found or API error", "details": err_details})) + + else: + # Neither model ID nor version ID could be determined + raise web.HTTPBadRequest(reason="Invalid input: Could not determine Model ID or Version ID from input.") + + # --- Sanity Checks After Fetching --- + if not target_model_id: + # This case implies we started with only a version ID and failed to infer the model ID + raise web.HTTPInternalServerError(reason="Failed to determine the parent Model ID for the requested version.") + if not target_version_id or not version_info: + # This implies we started with a model ID but failed to find/fetch a valid version + raise web.HTTPInternalServerError(reason="Failed to resolve valid model version information.") + # Ensure model_info exists, even if empty (e.g., if started with only version_id and model fetch failed) + if model_info is None: model_info = {} + + # --- Select File and Get Download URL --- + files = version_info.get("files", []) + if not isinstance(files, list): + print(f"[Server Download] Error: 'files' field is not a list in version info for {target_version_id}: {files}") + files = [] # Treat as empty if not a list + + # Check for fallback downloadUrl at version level (less common now) + if not files and 'downloadUrl' in version_info and version_info['downloadUrl']: + print("[Server Download] Warning: No 'files' array found, attempting to use version-level 'downloadUrl'. File details will be incomplete.") + # Mock a file structure for consistency downstream + files = [{ + "id": None, # No file ID available + "name": version_info.get('name', f"version_{target_version_id}_file"), # Use version name as fallback + "primary": True, + "type": "Model", # Default type + "sizeKB": version_info.get('fileSizeKB'), # Try to get size if available at version level + "downloadUrl": version_info['downloadUrl'], + "hashes": {}, # No hashes available + "metadata": {} # No metadata available + }] + + if not files: + raise web.HTTPNotFound(reason=f"Version ID {target_version_id} ({version_info.get('name', 'N/A')}) has no files listed in API response.") + + # If a specific file was requested by ID, honor it first + primary_file = None + if req_file_id is not None: + try: + # IDs in API are ints; accept stringified ints too + req_file_id_int = int(str(req_file_id).strip()) + primary_file = next((f for f in files if isinstance(f, dict) and f.get("id") == req_file_id_int and f.get('downloadUrl')), None) + if not primary_file: + raise web.HTTPNotFound(reason=f"File with id {req_file_id_int} not found or not downloadable in version {target_version_id}.") + except ValueError: + raise web.HTTPBadRequest(reason=f"Invalid 'file_id' value: {req_file_id}") + + # If not selected by ID, try selecting by partial name match (e.g., 'fp16', 'fp8') + if primary_file is None and req_file_name_contains: + needle = req_file_name_contains.lower() + def name_matches(f): + if not isinstance(f, dict): + return False + name = (f.get("name") or "").lower() + meta = (f.get("metadata") or {}) + fmt = (meta.get("format") or "").lower() + size_tag = (meta.get("size") or "").lower() + return (needle in name) or (needle in fmt) or (needle in size_tag) + candidates = [f for f in files if f.get('downloadUrl') and name_matches(f)] + primary_file = candidates[0] if candidates else None + + # If still not selected, fall back to heuristic helper + if primary_file is None: + primary_file = select_primary_file(files) + + if not primary_file: + raise web.HTTPNotFound(reason=f"Could not find any file with a valid download URL for version {target_version_id}.") + + # Ensure primary_file is a valid dictionary before accessing keys + if not isinstance(primary_file, dict) or not primary_file.get('downloadUrl'): + print(f"[Server Download] Error: Selected primary file data is invalid or missing URL: {primary_file}") + raise web.HTTPInternalServerError(reason=f"Selected file data is invalid for version {target_version_id}.") + + print(f"[Server Download] Selected file: Name='{primary_file.get('name', 'N/A')}', Type='{primary_file.get('type', 'N/A')}', SizeKB={primary_file.get('sizeKB')}, Format={primary_file.get('metadata', {}).get('format')}, Size={primary_file.get('metadata', {}).get('size')}") + + file_id = primary_file.get("id") # May not be present, but useful for logging/metadata + + # *** Get the download URL directly from the file object *** + download_url = primary_file.get("downloadUrl") + print(f"[Server Download] Using Download URL: {download_url}") + + # --- Determine Filename and Output Path --- + api_filename = primary_file.get("name", f"model_{target_model_id}_ver_{target_version_id}_file_{file_id or 'unknown'}") + + # Defaults + final_filename = sanitize_filename(api_filename) + sub_path = "" + + # Subdir: only use the selected existing subdir coming from UI + if selected_subdir: + norm_sub = os.path.normpath(selected_subdir.replace('\\', '/')) + parts = [p for p in norm_sub.split('/') if p and p not in ('.', '..')] + if parts: + sub_path = os.path.join(*[sanitize_filename(p) for p in parts]) + + # Filename: ignore any path separators in custom name; treat as base name only + if custom_filename_input: + safe_name = sanitize_filename(custom_filename_input) + base, ext = os.path.splitext(safe_name) + if not ext: + _, api_ext = os.path.splitext(api_filename) + ext = api_ext or ".safetensors" + final_filename = base + ext + + # Get the target base directory for the selected model type, allow explicit root + if explicit_save_root: + # Validate the explicit root belongs to known roots for this type (ComfyUI or plugin) + try: + from ..routes.GetModelDirs import _get_all_roots_for_type + known_roots = _get_all_roots_for_type(model_type_value) + if os.path.abspath(explicit_save_root) in [os.path.abspath(p) for p in known_roots]: + base_output_dir = explicit_save_root + else: + print(f"[Server Download] Warning: Provided save_root not in known roots for type '{model_type_value}': {explicit_save_root}") + base_output_dir = get_model_dir(model_type_value) + except Exception as e: + print(f"[Server Download] Warning: Failed validating explicit save_root: {e}") + base_output_dir = get_model_dir(model_type_value) + else: + base_output_dir = get_model_dir(model_type_value) + output_dir = os.path.join(base_output_dir, sub_path) if sub_path else base_output_dir + # Ensure directory exists (including subdirectories) + try: + os.makedirs(output_dir, exist_ok=True) + print(f"[Server Download] Ensured output directory exists: {output_dir}") + except OSError as e: + raise web.HTTPInternalServerError(reason=f"Could not create subdirectory: {e}") + output_path = os.path.join(output_dir, final_filename) + + # Construct corresponding metadata/preview paths + base_name, _ = os.path.splitext(final_filename) + meta_filename = base_name + METADATA_SUFFIX + preview_filename = base_name + PREVIEW_SUFFIX + meta_path = os.path.join(output_dir, meta_filename) + preview_path = os.path.join(output_dir, preview_filename) + + # --- Check Existing File --- + # Get size from API response for comparison + api_size_kb = primary_file.get("sizeKB") + api_size_bytes = int(api_size_kb * 1024) if api_size_kb and isinstance(api_size_kb, (int, float)) else 0 + + file_exists = os.path.exists(output_path) + metadata_exists = os.path.exists(meta_path) + preview_exists = os.path.exists(preview_path) + + if file_exists and not force_redownload: + local_size = os.path.getsize(output_path) + # Relax size check slightly (e.g., within 1KB) OR if API size is unknown (0) + size_matches = api_size_bytes > 0 and abs(api_size_bytes - local_size) <= 1024 + + if size_matches: + print(f"[Server Download] File already exists and size matches: {output_path}") + # If primary file exists and matches size, check if metadata/preview are missing and offer to fetch *only* those? + # For now, just report exists. Enhancement: could add a button/option to "Fetch Metadata/Preview Only". + if not metadata_exists: + print(f"[Server Download] Info: Main file exists, but metadata file {meta_filename} is missing.") + if not preview_exists: + print(f"[Server Download] Info: Main file exists, but preview file {preview_filename} is missing.") + + return web.json_response({ + "status": "exists", + "message": "File already exists with matching size.", + "path": output_path, + "filename": final_filename, + }) + else: + # If sizes differ, report mismatch. + exist_reason = f"size differs (Local: {local_size} bytes, API: {api_size_bytes} bytes)" if api_size_bytes > 0 else "local file exists but API size was unknown" + print(f"[Server Download] File already exists but {exist_reason}. Path: {output_path}.") + # Return a distinct status code or message? + return web.json_response({ + "status": "exists_size_mismatch", + "message": f"File already exists but {exist_reason}. Use 'Force Re-download' to overwrite.", + "path": output_path, + "filename": final_filename, + "local_size": local_size, + "api_size_kb": api_size_kb, + }, status=409) # Use 409 Conflict status + + # If force_redownload is true, log it + if file_exists and force_redownload: + print(f"[Server Download] Force Re-download enabled. Will overwrite existing file: {output_path}") + + # --- Prepare Download Info and Queue --- + model_name = model_info.get('name', version_info['model']['name']) + version_name = version_info.get('name', 'Unknown Version') + + # Extract a suitable thumbnail URL (ensure it's done robustly) and nsfw level for it + thumbnail_url = None + thumbnail_nsfw_level = None + images = version_info.get("images") + if images and isinstance(images, list) and len(images) > 0: + # Ensure images are dictionaries with URLs + valid_images = [img for img in images if isinstance(img, dict) and img.get("url")] + # Sort by index if available, falling back to 0 + sorted_images = sorted(valid_images, key=lambda x: x.get('index', 0)) + # Try to find first image of type 'image' with explicit width (often better quality previews) + img_data = next((img for img in sorted_images if img.get("type") == "image" and "/width=" in img["url"]), None) + # Fallback 1: Any image of type 'image' + if not img_data: img_data = next((img for img in sorted_images if img.get("type") == "image"), None) + # Fallback 2: Any image at all + if not img_data: img_data = next((img for img in sorted_images), None) + + if img_data and img_data.get("url"): + base_url = img_data["url"] + try: + lvl = img_data.get("nsfwLevel") + thumbnail_nsfw_level = int(lvl) if lvl is not None else None + except Exception: + thumbnail_nsfw_level = None + # Try to get a reasonably sized thumbnail version (e.g., width 256-450) + try: + # Basic heuristic: replace width param or append if not present/blob + if "/width=" in base_url: + thumbnail_url = re.sub(r"/width=\d+", "/width=256", base_url) + elif "/blob/" in base_url: # Handle blob URLs that might not have params + thumbnail_url = base_url + else: + separator = "&" if "?" in base_url else "?" + thumbnail_url = f"{base_url}{separator}width=256" + print(f"[Server Download] Generated thumbnail URL for UI: {thumbnail_url}") + except Exception as thumb_e: + print(f"[Server Download] Warning: Failed to generate specific thumbnail URL from {base_url}: {thumb_e}") + thumbnail_url = base_url # Fallback to original URL found + else: + print(f"[Server Download] Warning: No image with a valid URL found for thumbnail in version {target_version_id}") + + # Ensure size is int or None + known_size_bytes = api_size_bytes if api_size_bytes > 0 else None + + # --- Prepare full download_info dict --- + # Derive extra display attributes for UI/history + def _guess_precision_name(fobj): + try: + nm = (fobj.get('name') or '').lower() + meta = (fobj.get('metadata') or {}) + for key in ('precision', 'dtype', 'fp'): + val = (meta.get(key) or '').lower() + if val: + return val + if 'fp8' in nm or 'int8' in nm or '8bit' in nm or '8-bit' in nm: + return 'fp8' + if 'fp16' in nm or 'bf16' in nm or '16bit' in nm or '16-bit' in nm: + return 'fp16' + if 'fp32' in nm or '32bit' in nm or '32-bit' in nm: + return 'fp32' + except Exception: + pass + return None + + primary_meta = (primary_file.get('metadata') or {}) + ui_file_precision = _guess_precision_name(primary_file) + ui_file_model_size = primary_meta.get('size') # e.g., Pruned/Full + ui_file_format = primary_meta.get('format') + # Pass all necessary info for download, metadata, and preview saving + download_info = { + # Core download params + "url": download_url, + "output_path": output_path, + "num_connections": num_connections, + "known_size": known_size_bytes, + "api_key": api_key or None, # Pass API key for download auth if needed + # Retry/context fields + "model_url_or_id": model_url_or_id, + "model_version_id": req_version_id, + "custom_filename": custom_filename_input, + "force_redownload": force_redownload, + # UI Display Info + "filename": final_filename, + "model_name": model_name, + "version_name": version_name, + "thumbnail": thumbnail_url, # URL for UI thumbnail preview + "thumbnail_nsfw_level": thumbnail_nsfw_level, + "model_type": model_type_value, # The category/directory key or literal folder used for saving + # Extra file attributes for UI lists + "file_precision": ui_file_precision, + "file_model_size": ui_file_model_size, + "file_format": ui_file_format, + # Metadata for .cminfo.json and preview saving + "civitai_model_id": target_model_id, + "civitai_version_id": target_version_id, + "civitai_file_id": file_id, + # ---> Pass the full API response dicts <--- + "civitai_model_info": model_info, + "civitai_version_info": version_info, + "civitai_primary_file": primary_file, # Pass the selected file object + } + + download_id = download_manager.add_to_queue(download_info) + + # Return queued status and essential details for the UI + return web.json_response({ + "status": "queued", + "message": f"Download added to queue: '{final_filename}'", + "download_id": download_id, + "details": { + "filename": final_filename, + "model_name": model_name, + "version_name": version_name, + "thumbnail": thumbnail_url, + "thumbnail_nsfw_level": thumbnail_nsfw_level, + "path": output_path, # The intended final path + "size_kb": api_size_kb if api_size_kb else None # Use KB for display consistency + } + }) + + except web.HTTPError as http_err: + # Re-raise known HTTP errors (like bad request, not found, conflict) + print(f"[Server Download] HTTP Error: {http_err.status} {http_err.reason}") + # Attempt to parse JSON body for details + body_detail = "" + try: + # Use await text() for aiohttp Response exceptions + body_detail = await http_err.text() if hasattr(http_err, 'text') else http_err.body.decode('utf-8', errors='ignore') if http_err.body else "" + # Try parsing as JSON if it looks like it + if body_detail.startswith('{') and body_detail.endswith('}'): + body_detail = json.loads(body_detail) # Return parsed dict + except Exception: pass # Ignore parsing errors, just use the raw text + # Return JSON response for frontend handling + return web.json_response({"error": http_err.reason, "details": body_detail or "No details", "status_code": http_err.status}, status=http_err.status) + + except Exception as e: + print("--- Unhandled Error in /civitai/download ---") + traceback.print_exc() + print("--- End Error ---") + # Return a generic 500 Internal Server Error for unexpected issues + return web.json_response({"error": "Internal Server Error", "details": f"An unexpected error occurred: {str(e)}", "status_code": 500}, status=500) diff --git a/custom_nodes/Civicomfy/server/routes/GetBaseModels.py b/custom_nodes/Civicomfy/server/routes/GetBaseModels.py new file mode 100644 index 0000000000000000000000000000000000000000..f00acc5b17a6856c042e8f0ea9d4af37267c156c --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/GetBaseModels.py @@ -0,0 +1,19 @@ +# ================================================ +# File: server/routes/GetBaseModels.py +# ================================================ +from aiohttp import web +import server # ComfyUI server instance +from ...config import AVAILABLE_MEILI_BASE_MODELS + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.get("/civitai/base_models") +async def route_get_base_models(request): + """API Endpoint to get the known base model types for filtering.""" + try: + # Return the hardcoded list for now + # In future, this *could* fetch dynamically if Civitai provides an endpoint + return web.json_response({"base_models": AVAILABLE_MEILI_BASE_MODELS}) + except Exception as e: + print(f"Error getting base model types: {e}") + return web.json_response({"error": "Internal Server Error", "details": str(e), "status_code": 500}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/GetModelDetails.py b/custom_nodes/Civicomfy/server/routes/GetModelDetails.py new file mode 100644 index 0000000000000000000000000000000000000000..b8c9ecd0d6388662adbda07b59516fa3c57494a6 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/GetModelDetails.py @@ -0,0 +1,192 @@ +# ================================================ +# File: server/routes/GetModelDetails.py +# ================================================ +import os +import json +import traceback +from aiohttp import web + +import server # ComfyUI server instance +from ..utils import get_request_json, get_civitai_model_and_version_details +from ...api.civitai import CivitaiAPI +from ...config import PLACEHOLDER_IMAGE_PATH + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/get_model_details") +async def route_get_model_details(request): + """API Endpoint to fetch model/version details for preview.""" + try: + data = await get_request_json(request) + model_url_or_id = data.get("model_url_or_id") + req_version_id = data.get("model_version_id") # Optional explicit version ID + api_key = data.get("api_key", "") + + if not model_url_or_id: + raise web.HTTPBadRequest(reason="Missing 'model_url_or_id'") + + # Instantiate API + api = CivitaiAPI(api_key or None) + + # Use the helper to get details + details = await get_civitai_model_and_version_details(api, model_url_or_id, req_version_id) + model_info = details['model_info'] + version_info = details['version_info'] + primary_file = details['primary_file'] + target_model_id = details['target_model_id'] + target_version_id = details['target_version_id'] + + # --- Extract Data for Frontend Preview --- + model_name = model_info.get('name') + creator_username = model_info.get('creator', {}).get('username', 'Unknown Creator') + model_type = model_info.get('type', 'Unknown') # Checkpoint, LORA etc. + + stats = model_info.get('stats', version_info.get('stats', {})) # Ensure stats is a dict + download_count = stats.get('downloadCount', 0) + likes_count = stats.get('thumbsUpCount', 0) + dislikes_count = stats.get('thumbsDownCount', 0) + buzz_count = stats.get('tippedAmountCount', 0) + + + # Get description from model_info (version description might be update notes) + # Handle potential None value for description + description_html = model_info.get('description') + if description_html is None: + description_html = "

No description provided.

" + else: + # Basic sanitization/check (could be more robust if needed) + if not isinstance(description_html, str): + description_html = "

Invalid description format.

" + elif not description_html.strip(): + description_html = "

Description is empty.

" + + version_description_html = version_info.get('description') + if version_description_html is None: + version_description_html = "

No description provided.

" + else: + # Basic sanitization/check (could be more robust if needed) + if not isinstance(version_description_html, str): + version_description_html = "

Invalid description format.

" + elif not version_description_html.strip(): + version_description_html = "

Description is empty.

" + + # File details + def _guess_precision(file_dict): + try: + name = (file_dict.get('name') or '').lower() + meta = (file_dict.get('metadata') or {}) + for key in ('precision', 'dtype', 'fp'): + val = (meta.get(key) or '').lower() + if val: + return val + if 'fp8' in name or 'int8' in name or '8bit' in name or '8-bit' in name: + return 'fp8' + if 'fp16' in name or 'bf16' in name or '16bit' in name or '16-bit' in name: + return 'fp16' + if 'fp32' in name or '32bit' in name or '32-bit' in name: + return 'fp32' + except Exception: + pass + return 'N/A' + + file_name = primary_file.get('name', 'N/A') + file_size_kb = primary_file.get('sizeKB', 0) + _meta = (primary_file.get('metadata') or {}) + file_format = _meta.get('format', 'N/A') # e.g., SafeTensor, PickleTensor + file_model_size = _meta.get('size', 'N/A') # e.g., Pruned/Full + file_precision = _guess_precision(primary_file) + + thumbnail_url = None + images = version_info.get("images") # Get the images list from the version info + nsfw_level = None + + # Check if images list exists, is a list, has items, and the first item is valid with a URL + if images and isinstance(images, list) and len(images) > 0 and \ + isinstance(images[0], dict) and images[0].get("url"): + # Use the URL of the very first image directly + first_image = images[0] + thumbnail_url = first_image["url"] + try: + lvl = first_image.get("nsfwLevel") + nsfw_level = int(lvl) if lvl is not None else None + except Exception: + nsfw_level = None + print(f"[Get Details Route] Using first image URL as thumbnail: {thumbnail_url}") + else: + print("[Get Details Route] No valid first image found in version info, falling back to placeholder.") + # Fallback placeholder logic (remains the same) + placeholder_filename = os.path.basename(PLACEHOLDER_IMAGE_PATH) if PLACEHOLDER_IMAGE_PATH else "placeholder.jpeg" + thumbnail_url = f"./{placeholder_filename}" # Relative path for JS to resolve + + + # Fallback placeholder if no thumbnail found + if not thumbnail_url: + placeholder_filename = os.path.basename(PLACEHOLDER_IMAGE_PATH) if PLACEHOLDER_IMAGE_PATH else "placeholder.jpeg" + thumbnail_url = f"./{placeholder_filename}" # Relative path for JS + + # Build minimal files listing for selection in UI/clients + files_list = [] + vfiles = version_info.get("files", []) or [] + if isinstance(vfiles, list): + for f in vfiles: + if not isinstance(f, dict): + continue + _fmeta = (f.get("metadata") or {}) + files_list.append({ + "id": f.get("id"), + "name": f.get("name"), + "size_kb": f.get("sizeKB"), + "format": _fmeta.get("format"), + "model_size": _fmeta.get("size"), + "precision": _guess_precision(f), + "downloadable": bool(f.get("downloadUrl")), + }) + + # --- Return curated data --- + return web.json_response({ + "success": True, + "model_id": target_model_id, + "version_id": target_version_id, + "model_name": model_name, + "version_name": version_info.get('name', 'Unknown Version'), + "creator_username": creator_username, + "model_type": model_type, + "description_html": description_html, # Send raw HTML (frontend should handle display safely) + "version_description_html": version_description_html, + "stats": { + "downloads": download_count, + "likes": likes_count, + "dislikes": dislikes_count, + "buzz": buzz_count, + }, + "file_info": { + "name": file_name, + "size_kb": file_size_kb, + "format": file_format, + "model_size": file_model_size, + "precision": file_precision, + }, + "files": files_list, + "thumbnail_url": thumbnail_url, + "nsfw_level": nsfw_level, + # Optionally include basic version info like baseModel + "base_model": version_info.get("baseModel", "N/A"), + # You could add tags here too if desired: model_info.get('tags', []) + }) + + except web.HTTPError as http_err: + # Consistent error handling (copied from route_download_model) + print(f"[Server GetDetails] HTTP Error: {http_err.status} {http_err.reason}") + body_detail = "" + try: + body_detail = await http_err.text() if hasattr(http_err, 'text') else http_err.body.decode('utf-8', errors='ignore') if http_err.body else "" + if body_detail.startswith('{') and body_detail.endswith('}'): body_detail = json.loads(body_detail) + except Exception: pass + return web.json_response({"success": False, "error": http_err.reason, "details": body_detail or "No details", "status_code": http_err.status}, status=http_err.status) + + except Exception as e: + # Consistent error handling (copied from route_download_model) + print("--- Unhandled Error in /civitai/get_model_details ---") + traceback.print_exc() + print("--- End Error ---") + return web.json_response({"success": False, "error": "Internal Server Error", "details": f"An unexpected error occurred: {str(e)}", "status_code": 500}, status=500) diff --git a/custom_nodes/Civicomfy/server/routes/GetModelDirs.py b/custom_nodes/Civicomfy/server/routes/GetModelDirs.py new file mode 100644 index 0000000000000000000000000000000000000000..03ed9d389562e6a2a434c338ba10ac537e6987ac --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/GetModelDirs.py @@ -0,0 +1,216 @@ +# ================================================ +# File: server/routes/GetModelDirs.py +# ================================================ +import os +import json +from aiohttp import web + +import server # ComfyUI server instance +from ...utils.helpers import get_model_dir, sanitize_filename +from ...config import PLUGIN_ROOT +import folder_paths + +prompt_server = server.PromptServer.instance + +CUSTOM_ROOTS_FILE = os.path.join(PLUGIN_ROOT, "custom_roots.json") + +def _load_custom_roots(): + try: + if os.path.exists(CUSTOM_ROOTS_FILE): + with open(CUSTOM_ROOTS_FILE, 'r', encoding='utf-8') as f: + data = json.load(f) + if isinstance(data, dict): + # Normalize values to lists of strings + return {k: [str(p) for p in (v or []) if isinstance(p, str)] for k, v in data.items()} + except Exception as e: + print(f"[Civicomfy] Warning: Failed to load custom roots: {e}") + return {} + +def _save_custom_roots(data): + try: + with open(CUSTOM_ROOTS_FILE, 'w', encoding='utf-8') as f: + json.dump(data, f, indent=2) + return True + except Exception as e: + print(f"[Civicomfy] Error writing custom roots file: {e}") + return False + +def _get_all_roots_for_type(model_type: str): + model_type = (model_type or '').lower().strip() + roots = [] + try: + # Preferred: ask ComfyUI for all registered directories for this type + get_fp = getattr(folder_paths, 'get_folder_paths', None) + if callable(get_fp): + lst = get_fp(model_type) + if isinstance(lst, (list, tuple)): + roots.extend([os.path.abspath(p) for p in lst if isinstance(p, str)]) + else: + d = folder_paths.get_directory_by_type(model_type) + if d: + roots.append(os.path.abspath(d)) + except Exception: + # Fallback to our main model dir for type + d = get_model_dir(model_type) + if d: + roots.append(os.path.abspath(d)) + + custom = _load_custom_roots().get(model_type, []) + for p in custom: + ap = os.path.abspath(p) + if ap not in roots: + roots.append(ap) + # Include all immediate subdirectories inside the main ComfyUI models folder + try: + models_dir = getattr(folder_paths, 'models_dir', None) + if not models_dir: + base = getattr(folder_paths, 'base_path', os.getcwd()) + models_dir = os.path.join(base, 'models') + if os.path.isdir(models_dir): + for name in os.listdir(models_dir): + p = os.path.join(models_dir, name) + if os.path.isdir(p): + ap = os.path.abspath(p) + if ap not in roots: + roots.append(ap) + except Exception as e: + print(f"[Civicomfy] Warning: Failed to enumerate models dir subfolders: {e}") + return roots + +def _list_subdirs(root_dir: str, max_entries: int = 5000): + """Return a sorted list of relative subdirectory paths under root_dir, including nested.""" + rel_dirs = set() + root_dir = os.path.abspath(root_dir) + count = 0 + for current, dirs, _files in os.walk(root_dir): + # Avoid following symlinks to reduce risk + abs_current = os.path.abspath(current) + try: + rel = os.path.relpath(abs_current, root_dir) + except Exception: + continue + if rel == ".": + rel = "" # represent root as empty + rel_dirs.add(rel) + count += 1 + if count >= max_entries: + break + return sorted(rel_dirs) + +@prompt_server.routes.get("/civitai/model_dirs") +async def route_get_model_dirs(request): + """List the base directory (or provided root) and all subdirectories for a given model type.""" + model_type = request.query.get("type", "checkpoint").lower().strip() + root = (request.query.get("root") or "").strip() + try: + base_dir = root if root else get_model_dir(model_type) + subdirs = _list_subdirs(base_dir) + return web.json_response({ + "model_type": model_type, + "base_dir": base_dir, + "subdirs": subdirs, # relative paths, "" represents the base root + }) + except Exception as e: + return web.json_response({"error": "Failed to list directories", "details": str(e)}, status=500) + +@prompt_server.routes.post("/civitai/create_dir") +async def route_create_model_dir(request): + """Create a new subdirectory under a model type's base directory.""" + try: + data = await request.json() + model_type = (data.get("model_type") or "checkpoint").lower().strip() + new_dir = (data.get("new_dir") or "").strip() + if not new_dir: + return web.json_response({"error": "Missing 'new_dir'"}, status=400) + + # If client provided an explicit root, prefer it + base_dir = (data.get("root") or "").strip() or get_model_dir(model_type) + + # Normalize and sanitize each part; disallow absolute and traversal + norm = os.path.normpath(new_dir.replace("\\", "/")) + parts = [p for p in norm.split("/") if p and p not in (".", "..")] + safe_parts = [sanitize_filename(p) for p in parts] + rel_path = os.path.join(*safe_parts) if safe_parts else "" + if not rel_path: + return web.json_response({"error": "Invalid folder name"}, status=400) + + abs_path = os.path.abspath(os.path.join(base_dir, rel_path)) + # Ensure it remains inside base_dir + if os.path.commonpath([abs_path, os.path.abspath(base_dir)]) != os.path.abspath(base_dir): + return web.json_response({"error": "Invalid path"}, status=400) + + os.makedirs(abs_path, exist_ok=True) + return web.json_response({ + "success": True, + "created": rel_path, + "abs_path": abs_path, + }) + except Exception as e: + return web.json_response({"error": "Failed to create directory", "details": str(e)}, status=500) + +@prompt_server.routes.post("/civitai/create_model_type") +async def route_create_model_type(request): + """Create a new first-level folder under the main models directory.""" + try: + data = await request.json() + name = (data.get("name") or "").strip() + if not name: + return web.json_response({"error": "Missing 'name'"}, status=400) + + # Sanitize folder name to a single path component + from ...utils.helpers import sanitize_filename + safe = sanitize_filename(name) + if not safe: + return web.json_response({"error": "Invalid folder name"}, status=400) + + # Resolve models directory + models_dir = getattr(folder_paths, 'models_dir', None) + if not models_dir: + base = getattr(folder_paths, 'base_path', os.getcwd()) + models_dir = os.path.join(base, 'models') + + abs_path = os.path.abspath(os.path.join(models_dir, safe)) + # Ensure it remains inside models_dir + if os.path.commonpath([abs_path, os.path.abspath(models_dir)]) != os.path.abspath(models_dir): + return web.json_response({"error": "Invalid path"}, status=400) + + os.makedirs(abs_path, exist_ok=True) + return web.json_response({"success": True, "name": safe, "path": abs_path}) + except Exception as e: + return web.json_response({"error": "Failed to create model type folder", "details": str(e)}, status=500) + +@prompt_server.routes.get("/civitai/model_roots") +async def route_get_model_roots(request): + """Return all known root directories for a model type (ComfyUI + plugin custom roots).""" + model_type = request.query.get("type", "checkpoint").lower().strip() + roots = _get_all_roots_for_type(model_type) + return web.json_response({ + "model_type": model_type, + "roots": roots, + }) + +@prompt_server.routes.post("/civitai/create_root") +async def route_create_model_root(request): + """Create a new root directory for a model type and register it in plugin config. + Note: ComfyUI may require restart to recognize this root globally; the plugin uses it immediately. + """ + try: + data = await request.json() + model_type = (data.get("model_type") or "checkpoint").lower().strip() + abs_path = (data.get("path") or "").strip() + if not abs_path: + return web.json_response({"error": "Missing 'path'"}, status=400) + # Normalize to absolute path + abs_path = os.path.abspath(abs_path) + # Create directory if missing + os.makedirs(abs_path, exist_ok=True) + roots = _load_custom_roots() + current = roots.get(model_type, []) + if abs_path not in current: + current.append(abs_path) + roots[model_type] = current + if not _save_custom_roots(roots): + return web.json_response({"error": "Failed to persist custom root"}, status=500) + return web.json_response({"success": True, "path": abs_path}) + except Exception as e: + return web.json_response({"error": "Failed to create root", "details": str(e)}, status=500) diff --git a/custom_nodes/Civicomfy/server/routes/GetModelTypes.py b/custom_nodes/Civicomfy/server/routes/GetModelTypes.py new file mode 100644 index 0000000000000000000000000000000000000000..7c37b8ae43488dec8b6feab103a5bb14506154b2 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/GetModelTypes.py @@ -0,0 +1,31 @@ +# ================================================ +# File: server/routes/GetModelTypes.py +# ================================================ +import os +from aiohttp import web +import server # ComfyUI server instance +import folder_paths + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.get("/civitai/model_types") +async def route_get_model_types(request): + """API Endpoint to get the known model types and their mapping.""" + try: + # Dynamically list all first-level folders under the main models directory + models_dir = getattr(folder_paths, 'models_dir', None) + if not models_dir: + base = getattr(folder_paths, 'base_path', os.getcwd()) + models_dir = os.path.join(base, 'models') + if not os.path.isdir(models_dir): + return web.json_response({}) + + entries = {} + for name in sorted(os.listdir(models_dir)): + p = os.path.join(models_dir, name) + if os.path.isdir(p): + entries[name] = name + return web.json_response(entries) + except Exception as e: + print(f"Error getting model types: {e}") + return web.json_response({"error": "Internal Server Error", "details": str(e), "status_code": 500}, status=500) diff --git a/custom_nodes/Civicomfy/server/routes/GetStatus.py b/custom_nodes/Civicomfy/server/routes/GetStatus.py new file mode 100644 index 0000000000000000000000000000000000000000..f2c16c452d3e2d62407fc1904744c5d0fea384e6 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/GetStatus.py @@ -0,0 +1,19 @@ +# ================================================ +# File: server/routes/GetStatus.py +# ================================================ +from aiohttp import web +import server # ComfyUI server instance +from ...downloader.manager import manager as download_manager + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.get("/civitai/status") +async def route_get_status(request): + """API Endpoint to get the status of downloads.""" + try: + status = download_manager.get_status() + return web.json_response(status) + except Exception as e: + print(f"Error getting download status: {e}") + # Format error response consistently + return web.json_response({"error": "Internal Server Error", "details": f"Failed to get status: {str(e)}", "status_code": 500}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/OpenPath.py b/custom_nodes/Civicomfy/server/routes/OpenPath.py new file mode 100644 index 0000000000000000000000000000000000000000..5b3436d6444be9339f54845c0abd4959da6617f1 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/OpenPath.py @@ -0,0 +1,58 @@ +# ================================================ +# File: server/routes/OpenPath.py +# ================================================ +import asyncio +import json +from aiohttp import web + +import server # ComfyUI server instance +from ...downloader.manager import manager as download_manager + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/open_path") +async def route_open_path(request): + """API Endpoint to open the containing folder of a completed download.""" + if not download_manager: + return web.json_response({"error": "Download Manager not initialized"}, status=500) + + try: + data = await request.json() + download_id = data.get("download_id") + + if not download_id: + return web.json_response({"error": "Missing 'download_id'", "details": "The request body must contain the 'download_id' of the completed item."}, status=400) + + print(f"[API Route /civitai/open_path] Received open path request for ID: {download_id}") + # Call manager method in thread + result = await asyncio.to_thread(download_manager.open_containing_folder, download_id) + + status_code = 200 if result.get("success") else 404 if "not found" in result.get("error", "").lower() else 400 # Use 400 for OS error, security etc + # Check for specific errors to return better codes + if not result.get("success"): + error_lower = result.get("error", "").lower() + if "directory does not exist" in error_lower or "id not found" in error_lower: + status_code = 404 + elif "cannot open path" in error_lower or "unsupported os" in error_lower or "failed to open" in error_lower or "xdg-open" in error_lower: + status_code = 501 # Not Implemented / Failed on server side + elif "must be 'completed'" in error_lower: + status_code = 409 # Conflict - wrong state + else: + status_code = 400 # Bad Request / general failure + + # Prevent sensitive path info leakage in error messages by default + if not result.get("success") and "error" in result and status_code != 200: + print(f"[API Route /civitai/open_path] Error for ID {download_id}: {result['error']}") # Log full error on server + # Optionally sanitize error sent to client + # if "Directory:" in result["error"] or "Path:" in result["error"]: + # result["error"] = "Server failed to open the specified directory." + + return web.json_response(result, status=status_code) + + except json.JSONDecodeError: + return web.json_response({"error": "Invalid JSON body"}, status=400) + except Exception as e: + import traceback + print(f"Error handling /civitai/open_path request for ID '{data.get('download_id', 'N/A')}': {e}") + # traceback.print_exc() + return web.json_response({"error": "Internal Server Error", "details": f"An unexpected error occurred: {str(e)}"}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/RetryDownload.py b/custom_nodes/Civicomfy/server/routes/RetryDownload.py new file mode 100644 index 0000000000000000000000000000000000000000..b5af107106fd798ecf1361e0c85a379df83f229f --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/RetryDownload.py @@ -0,0 +1,39 @@ +# ================================================ +# File: server/routes/RetryDownload.py +# ================================================ +import asyncio +import json +from aiohttp import web + +import server # ComfyUI server instance +from ...downloader.manager import manager as download_manager + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/retry") +async def route_retry_download(request): + """API Endpoint to retry a failed/cancelled download.""" + if not download_manager: + return web.json_response({"error": "Download Manager not initialized"}, status=500) + + try: + data = await request.json() + download_id = data.get("download_id") + + if not download_id: + return web.json_response({"error": "Missing 'download_id'", "details": "The request body must contain the 'download_id' of the item to retry."}, status=400) + + print(f"[API Route /civitai/retry] Received retry request for ID: {download_id}") + # Call manager method (which handles locking) + result = await asyncio.to_thread(download_manager.retry_download, download_id) # Run sync manager method in thread + + status_code = 200 if result.get("success") else 404 if "not found" in result.get("error", "").lower() else 400 + return web.json_response(result, status=status_code) + + except json.JSONDecodeError: + return web.json_response({"error": "Invalid JSON body"}, status=400) + except Exception as e: + import traceback + print(f"Error handling /civitai/retry request for ID '{data.get('download_id', 'N/A')}': {e}") + # traceback.print_exc() # Uncomment for detailed logs + return web.json_response({"error": "Internal Server Error", "details": f"An unexpected error occurred: {str(e)}"}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/SearchModels.py b/custom_nodes/Civicomfy/server/routes/SearchModels.py new file mode 100644 index 0000000000000000000000000000000000000000..5cc35841e396f15328b308e40a50fc930c37feb3 --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/SearchModels.py @@ -0,0 +1,154 @@ +# ================================================ +# File: server/routes/SearchModels.py +# ================================================ +import json +import math +import traceback +from aiohttp import web + +import server # ComfyUI server instance +from ..utils import get_request_json +from ...api.civitai import CivitaiAPI +from ...config import CIVITAI_API_TYPE_MAP + +prompt_server = server.PromptServer.instance + +@prompt_server.routes.post("/civitai/search") +async def route_search_models(request): + """API Endpoint for searching models using Civitai's Meilisearch.""" + api_key = None # Meili might not use the standard key + try: + data = await get_request_json(request) + + query = data.get("query", "").strip() + model_type_keys = data.get("model_types", []) # e.g., ["lora", "checkpoint"] (frontend internal keys) + base_model_filters = data.get("base_models", []) # e.g., ["SD 1.5", "Pony"] + sort = data.get("sort", "Most Downloaded") # Frontend display value + # Make period optional or remove if not supported by Meili sort directly + # period = data.get("period", "AllTime") + limit = int(data.get("limit", 20)) + page = int(data.get("page", 1)) + api_key = data.get("api_key", "") # Keep for potential future use or different endpoints + nsfw = data.get("nsfw", None) # Expect Boolean or None + + if not query and not model_type_keys and not base_model_filters: + raise web.HTTPBadRequest(reason="Search requires a query or at least one filter (type or base model).") + + # Instantiate API - API key might not be needed for Meili public search + api = CivitaiAPI(api_key or None) + + # --- Prepare Filters for Meili API call --- + + # 1. Map internal type keys to Civitai API 'type' names (used in Meili filter) + # This assumes Meili filters on the uppercase names like "LORA", "Checkpoint" + api_types_filter = [] + if isinstance(model_type_keys, list) and model_type_keys and "any" not in model_type_keys: + for key in model_type_keys: + # Map key.lower() for robustness - use the existing map from config + # CIVITAI_API_TYPE_MAP maps internal key -> Civitai API type name (e.g. 'lora' -> 'LORA') + api_type = CIVITAI_API_TYPE_MAP.get(key.lower()) + # Ensure we handle cases where the map might return None or duplicate types + if api_type and api_type not in api_types_filter: + api_types_filter.append(api_type) + + # 2. Base Model Filters (assume frontend sends exact names like "SD 1.5") + valid_base_models = [] + if isinstance(base_model_filters, list) and base_model_filters: + # Optional: Validate against known list? + valid_base_models = [bm for bm in base_model_filters if isinstance(bm, str) and bm] + # Example validation (optional): + # valid_base_models = [bm for bm in base_model_filters if bm in AVAILABLE_MEILI_BASE_MODELS] + # if len(valid_base_models) != len(base_model_filters): + # print("Warning: Some provided base model filters were invalid.") + + # --- Call the New API Method --- + print(f"[Server Search] Meili: query='{query if query else ''}', types={api_types_filter or 'Any'}, baseModels={valid_base_models or 'Any'}, sort={sort}, nsfw={nsfw}, limit={limit}, page={page}") + + # Call the new search method + meili_results = api.search_models_meili( + query=query or None, # Meili handles empty query if filters exist + types=api_types_filter or None, + base_models=valid_base_models or None, + sort=sort, # Pass the frontend value, mapping happens inside search_models_meili + limit=limit, + page=page, + nsfw=nsfw + ) + + # Handle API error response from CivitaiAPI helper + if meili_results and isinstance(meili_results, dict) and "error" in meili_results: + status_code = meili_results.get("status_code", 500) or 500 + reason = f"Civitai API Meili Search Error: {meili_results.get('details', meili_results.get('error', 'Unknown error'))}" + raise web.HTTPException(reason=reason, status=status_code, body=json.dumps(meili_results)) + + # --- Process Meili Response for Frontend --- + if meili_results and isinstance(meili_results, dict) and "hits" in meili_results: + processed_items = [] + image_base_url = "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7QA" # Base URL for images + + for hit in meili_results.get("hits", []): + if not isinstance(hit, dict): continue # Skip invalid hits + + thumbnail_url = None + # Get thumbnail from images array (prefer first image) + images = hit.get("images") + if images and isinstance(images, list) and len(images) > 0: + first_image = images[0] + # Ensure first image is a dict with a 'url' field + if isinstance(first_image, dict) and first_image.get("url"): + image_id = first_image["url"] + # Construct URL with a default width (e.g., 256 or 450) + thumbnail_url = f"{image_base_url}/{image_id}/width=256" # Adjust width as needed + + # Extract latest version info (Meili response includes 'version' object for the primary version) + latest_version_info = hit.get("version", {}) or {} # Ensure it's a dict + + # Prepare item structure for frontend (can pass raw hit + extras, or build a specific structure) + # Let's pass the raw `hit` and add the `thumbnailUrl` and potentially other processed fields. + hit['thumbnailUrl'] = thumbnail_url # Add processed thumbnail URL directly to the hit object + + # Optional: Add more processed fields if needed, e.g., formatted stats + # hit['processedStats'] = { ... } + + processed_items.append(hit) + + # --- Calculate Pagination Info --- + total_hits = meili_results.get("estimatedTotalHits", 0) + current_page = page # Use the requested page number + total_pages = math.ceil(total_hits / limit) if limit > 0 else 0 + + # --- Return Structure for Frontend --- + response_data = { + "items": processed_items, # The array of processed hits + "metadata": { + "totalItems": total_hits, + "currentPage": current_page, + "pageSize": limit, # The limit used for the request + "totalPages": total_pages, + # Meili provides offset, limit, processingTimeMs which could also be passed if useful + "meiliProcessingTimeMs": meili_results.get("processingTimeMs"), + "meiliOffset": meili_results.get("offset"), + } + } + return web.json_response(response_data) + else: + # Handle unexpected format from API or empty results + print(f"[Server Search] Warning: Unexpected Meili search result format or empty hits: {meili_results}") + return web.json_response({"items": [], "metadata": {"totalItems": 0, "currentPage": page, "pageSize": limit, "totalPages": 0}}, status=500) + + # --- Keep existing error handlers --- + except web.HTTPError as http_err: + # ... (keep existing HTTP error handling) ... + body_detail = "" + try: + body_detail = await http_err.text() if hasattr(http_err, 'text') else http_err.body.decode('utf-8', errors='ignore') if http_err.body else "" + if body_detail.startswith('{') and body_detail.endswith('}'): body_detail = json.loads(body_detail) + except Exception: pass + return web.json_response({"error": http_err.reason, "details": body_detail or "No details", "status_code": http_err.status}, status=http_err.status) + + except Exception as e: + # ... (keep existing generic error handling) ... + print("--- Unhandled Error in /civitai/search ---") + traceback.print_exc() + print("--- End Error ---") + return web.json_response({"error": "Internal Server Error", "details": f"An unexpected search error occurred: {str(e)}", "status_code": 500}, status=500) \ No newline at end of file diff --git a/custom_nodes/Civicomfy/server/routes/__init__.py b/custom_nodes/Civicomfy/server/routes/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..27b96d3c76d3b7175d355995aba413b0b96d6cfe --- /dev/null +++ b/custom_nodes/Civicomfy/server/routes/__init__.py @@ -0,0 +1,21 @@ +# ================================================ +# File: server/routes/__init__.py +# ================================================ +# This file imports all the individual route modules. +# When the `routes` package is imported by `server/__init__.py`, +# these imports will be executed, registering the routes with the +# ComfyUI server instance. + +from . import CancelDownload +from . import ClearHistory +from . import DownloadModel +from . import GetBaseModels +from . import GetModelDetails +from . import GetModelTypes +from . import GetModelDirs +from . import GetStatus +from . import OpenPath +from . import RetryDownload +from . import SearchModels + +print("[Civicomfy] All server route modules loaded.") diff --git a/custom_nodes/Civicomfy/server/utils.py b/custom_nodes/Civicomfy/server/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..f4b16ad0a39f047dcdd87200da796bf6aa4f4310 --- /dev/null +++ b/custom_nodes/Civicomfy/server/utils.py @@ -0,0 +1,154 @@ +# ================================================ +# File: server/utils.py +# ================================================ +import json +from typing import Any, Dict, Optional +from aiohttp import web + +# Import necessary components from our modules +from ..api.civitai import CivitaiAPI +from ..utils.helpers import parse_civitai_input, select_primary_file + +async def get_request_json(request): + """Safely get JSON data from request.""" + try: + return await request.json() + except Exception as e: + print(f"Error parsing request JSON: {e}") + raise web.HTTPBadRequest(reason=f"Invalid JSON format: {e}") + +async def get_civitai_model_and_version_details(api: CivitaiAPI, model_url_or_id: str, req_version_id: Optional[int]) -> Dict[str, Any]: + """ + Helper to fetch Civitai details. + Prioritizes fetching model info based on resolved Model ID. + Fetches specific version info if version ID is provided/resolved, otherwise latest. + Returns a dict with 'model_info', 'version_info', 'primary_file', and resolved IDs. + Raises HTTP exceptions on critical failures. + """ + target_model_id = None + target_version_id = None + potential_version_id_from_input = None + model_info = {} + version_info_to_use = {} # The version (specific or latest) whose file we'll use + primary_file = None + + # --- 1. Parse Input to get potential IDs --- + parsed_model_id, parsed_version_id = parse_civitai_input(model_url_or_id) + + # Determine the initial target model ID (input URL/ID takes precedence) + target_model_id = parsed_model_id + + # Determine the specific version requested (explicit param > URL param) + if req_version_id and str(req_version_id).isdigit(): + try: + potential_version_id_from_input = int(req_version_id) + except (ValueError, TypeError): + print(f"[API Helper] Warning: Invalid req_version_id: {req_version_id}. Ignoring.") + elif parsed_version_id: + potential_version_id_from_input = parsed_version_id + + # --- 2. Ensure we have a Model ID --- + # If we only got a version ID from the input (e.g., civitai.com/model-versions/456), + # we need to fetch that version *first* just to find the model ID. + if not target_model_id and potential_version_id_from_input: + print(f"[API Helper] Input requires fetching version {potential_version_id_from_input} first to find model ID.") + temp_version_info = api.get_model_version_info(potential_version_id_from_input) + if temp_version_info and "error" not in temp_version_info and temp_version_info.get('modelId'): + target_model_id = temp_version_info['modelId'] + print(f"[API Helper] Found Model ID {target_model_id} from Version ID {potential_version_id_from_input}.") + # We might reuse temp_version_info later if this was the specifically requested version + else: + err = temp_version_info.get('details', 'Could not find model ID from version') if isinstance(temp_version_info, dict) else 'API error' + raise web.HTTPNotFound(reason=f"Could not determine Model ID from Version ID {potential_version_id_from_input}", body=json.dumps({"error": f"Version {potential_version_id_from_input} not found or missing modelId", "details": err})) + + # If still no model ID after potential lookup, fail + if not target_model_id: + raise web.HTTPBadRequest(reason="Could not determine a valid Model ID from the input.") + + # --- 3. Fetch Core Model Information (Always based on target_model_id) --- + print(f"[API Helper] Fetching core model info for Model ID: {target_model_id}") + model_info_result = api.get_model_info(target_model_id) + if not model_info_result or "error" in model_info_result: + err_details = model_info_result.get('details', 'Unknown API error') if isinstance(model_info_result, dict) else 'Unknown API error' + raise web.HTTPNotFound(reason=f"Model {target_model_id} not found or API error", body=json.dumps({"error": f"Model {target_model_id} not found or API error", "details": err_details})) + model_info = model_info_result # Store the successfully fetched model info + + # --- 4. Determine and Fetch Version Info for File Details --- + if potential_version_id_from_input: + # User specified a version explicitly, fetch its details + print(f"[API Helper] Fetching specific version info for Version ID: {potential_version_id_from_input}") + target_version_id = potential_version_id_from_input # This is the version we need info for + # Check if we already fetched this during Model ID lookup + if 'temp_version_info' in locals() and temp_version_info.get('id') == target_version_id: + print("[API Helper] Reusing version info fetched earlier.") + version_info_to_use = temp_version_info + else: + version_info_result = api.get_model_version_info(target_version_id) + if not version_info_result or "error" in version_info_result: + err_details = version_info_result.get('details', 'Unknown API error') if isinstance(version_info_result, dict) else 'Unknown API error' + raise web.HTTPNotFound(reason=f"Specified Version {target_version_id} not found or API error", body=json.dumps({"error": f"Version {target_version_id} not found or API error", "details": err_details})) + version_info_to_use = version_info_result + else: + # No specific version requested, find latest/default from model_info + print(f"[API Helper] Finding latest/default version for Model ID: {target_model_id}") + versions = model_info.get("modelVersions") + if not versions or not isinstance(versions, list) or len(versions) == 0: + raise web.HTTPNotFound(reason=f"Model {target_model_id} has no listed model versions.") + + # Find the 'best' default version (usually first published) + default_version_summary = next((v for v in versions if v.get('status') == 'Published'), versions[0]) + target_version_id = default_version_summary.get('id') + if not target_version_id: + raise web.HTTPNotFound(reason=f"Model {target_model_id}'s latest version has no ID.") + + print(f"[API Helper] Using latest/default Version ID: {target_version_id}. Fetching its full details.") + # Fetch full details for this latest version + version_info_result = api.get_model_version_info(target_version_id) + if not version_info_result or "error" in version_info_result: + # Log error, but maybe try to proceed with summary data if desperate? Risky. + err_details = version_info_result.get('details', 'Unknown error getting full version') if isinstance(version_info_result, dict) else 'Error' + print(f"[API Helper] Warning: Could not fetch full details for latest version {target_version_id}. Details: {err_details}. Falling back to summary.") + # Use summary data from model_info as fallback - file info might be missing! + version_info_to_use = default_version_summary + # Ensure minimal structure for file finding later + version_info_to_use['files'] = version_info_to_use.get('files', []) + version_info_to_use['images'] = version_info_to_use.get('images', []) + version_info_to_use['modelId'] = version_info_to_use.get('modelId', target_model_id) # Ensure modelId is present + version_info_to_use['model'] = version_info_to_use.get('model', {'name': model_info.get('name', 'Unknown')}) # Add fallback model name + + else: + version_info_to_use = version_info_result + + # --- 5. Find Primary File from the Determined Version (version_info_to_use) --- + print(f"[API Helper] Finding primary file for Version ID: {target_version_id}") + files = version_info_to_use.get("files", []) + if not isinstance(files, list): files = [] + + # Handle fallback downloadUrl at version level if 'files' is empty/missing + if not files and 'downloadUrl' in version_info_to_use and version_info_to_use['downloadUrl']: + print("[API Helper] Warning: No 'files' array found, using version-level 'downloadUrl'.") + files = [{ + "id": None, "name": version_info_to_use.get('name', f"version_{target_version_id}_file"), + "primary": True, "type": "Model", "sizeKB": version_info_to_use.get('fileSizeKB'), + "downloadUrl": version_info_to_use['downloadUrl'], "hashes": {}, "metadata": {} + }] + + if not files: + raise web.HTTPNotFound(reason=f"Version {target_version_id} (Name: {version_info_to_use.get('name', 'N/A')}) has no files listed.") + + # Use the centralized helper to select the best file + primary_file = select_primary_file(files) + + if not primary_file: + raise web.HTTPNotFound(reason=f"Could not find any usable file with a download URL for version {target_version_id}.") + + print(f"[API Helper] Selected file: Name='{primary_file.get('name', 'N/A')}', SizeKB={primary_file.get('sizeKB')}") + + # --- 6. Return Results --- + return { + "model_info": model_info, # Always the full model info + "version_info": version_info_to_use, # Info for the specific/latest version + "primary_file": primary_file, # The file from that version + "target_model_id": target_model_id, # Resolved model ID + "target_version_id": target_version_id, # Resolved version ID (specific or latest) + } \ No newline at end of file diff --git a/custom_nodes/Civicomfy/utils/__init__.py b/custom_nodes/Civicomfy/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/custom_nodes/Civicomfy/utils/helpers.py b/custom_nodes/Civicomfy/utils/helpers.py new file mode 100644 index 0000000000000000000000000000000000000000..13a1b1c3c951bf5f9f2ed306dc33b39a68205e3c --- /dev/null +++ b/custom_nodes/Civicomfy/utils/helpers.py @@ -0,0 +1,289 @@ +# ================================================ +# File: utils/helpers.py +# ================================================ +import os +import urllib.parse +import re +from pathlib import Path +from typing import Optional, List, Dict, Any + +import folder_paths + +# Import config values needed here +from ..config import PLUGIN_ROOT, MODEL_TYPE_DIRS + +def get_model_dir(model_type: str) -> str: + """ + Resolve the absolute directory path for a model type using ComfyUI's + folder_paths manager. Respects extra_model_paths.yaml and symlinks. + Ensures the directory exists. + """ + model_type_raw = (model_type or "").strip() + model_type_key = model_type_raw.lower() + + display_and_type = MODEL_TYPE_DIRS.get(model_type_key) + folder_paths_type = None + if display_and_type: + _, folder_paths_type = display_and_type + + if display_and_type and folder_paths_type: + try: + # Preferred: ask ComfyUI for the configured directory for this type + full_path = folder_paths.get_directory_by_type(folder_paths_type) + # If API returned a falsy value, try alternative lookups + if not full_path: + raise RuntimeError(f"No directory registered for type '{folder_paths_type}'") + except Exception: + # Fallback: assume a subdirectory under models_dir + print(f"Warning: Could not resolve path for type '{folder_paths_type}' via folder_paths. Falling back to models_dir.") + # Try get_folder_paths first + full_path = None + try: + get_fp = getattr(folder_paths, 'get_folder_paths', None) + if callable(get_fp): + paths_list = get_fp(folder_paths_type) + if isinstance(paths_list, (list, tuple)) and paths_list: + full_path = paths_list[0] + except Exception: + pass + if not full_path: + models_dir = getattr(folder_paths, 'models_dir', None) + if not models_dir: + # Last resort: try to infer a models dir near base_path + base = getattr(folder_paths, 'base_path', os.getcwd()) + models_dir = os.path.join(base, 'models') + full_path = os.path.join(models_dir, folder_paths_type) + else: + # Treat model_type as a literal folder under the main models directory + models_dir = getattr(folder_paths, 'models_dir', None) + if not models_dir: + base = getattr(folder_paths, 'base_path', os.getcwd()) + models_dir = os.path.join(base, 'models') + # Use the raw (case-preserving) folder name + full_path = os.path.join(models_dir, model_type_raw) + + # Ensure the directory exists + try: + # Ensure full_path is a string path + if not isinstance(full_path, (str, bytes, os.PathLike)): + raise TypeError(f"Resolved directory for '{model_type_key}' is invalid: {full_path!r}") + os.makedirs(full_path, exist_ok=True) + except Exception as e: + print(f"Error: Could not create directory '{full_path}': {e}") + + return full_path + +def parse_civitai_input(url_or_id: str) -> tuple[int | None, int | None]: + """ + Parses Civitai URL or ID string. + Returns: (model_id, version_id) tuple. Both can be None. + Handles URLs like /models/123 and /models/123?modelVersionId=456 + """ + if not url_or_id: + return None, None + + url_or_id = str(url_or_id).strip() + model_id: int | None = None + version_id: int | None = None + query_params = {} + + # Check if it's just a number (could be model or version ID) + # Treat digits-only input as MODEL ID primarily, as users often copy just that. + # Version ID can be specified separately or via full URL query param. + if url_or_id.isdigit(): + try: + # Assume it's a Model ID if just digits are provided. + model_id = int(url_or_id) + print(f"Parsed input '{url_or_id}' as Model ID.") + # Don't assume it's a version ID here. Let it be specified if needed. + return model_id, None + except (ValueError, TypeError): + print(f"Warning: Could not parse '{url_or_id}' as a numeric ID.") + return None, None + + # If not just digits, try parsing as URL + try: + parsed_url = urllib.parse.urlparse(url_or_id) + + # Basic check for URL structure and domain + if not parsed_url.scheme or not parsed_url.netloc: + # Maybe it's a path like /models/123 without the domain? + if url_or_id.startswith(("/models/", "/model-versions/")): + # Re-parse with a dummy scheme and domain + parsed_url = urllib.parse.urlparse("https://civitai.com" + url_or_id) + if not parsed_url.path: # If still fails, give up + print(f"Input '{url_or_id}' is not a recognizable Civitai path or URL.") + return None, None + else: + print(f"Input '{url_or_id}' is not a valid ID or Civitai URL/path.") + return None, None + + # Check domain if it was present + if parsed_url.netloc and "civitai.com" not in parsed_url.netloc.lower(): + print(f"Input URL '{url_or_id}' is not a Civitai URL.") + return None, None + + # Extract path components and query parameters + path_parts = [p for p in parsed_url.path.split('/') if p] # Remove empty parts + query_params = urllib.parse.parse_qs(parsed_url.query) + + # --- Logic --- + # 1. Check query params for modelVersionId FIRST (most explicit) + if 'modelVersionId' in query_params: + try: + version_id = int(query_params['modelVersionId'][0]) + print(f"Found Version ID {version_id} in query parameters.") + except (ValueError, IndexError, TypeError): + print(f"Warning: Found modelVersionId in query but couldn't parse: {query_params.get('modelVersionId')}") + version_id = None # Reset if parsing failed + + # 2. Check path for /models/ID + model_id_from_path = None + if "models" in path_parts: + try: + models_index = path_parts.index("models") + if models_index + 1 < len(path_parts): + # Take the part right after /models/ and check if it's digits + potential_id_str = path_parts[models_index + 1] + if potential_id_str.isdigit(): + model_id_from_path = int(potential_id_str) + print(f"Found Model ID {model_id_from_path} in URL path.") + except (ValueError, IndexError, TypeError): + print(f"Warning: Found /models/ in path but couldn't parse ID from {path_parts}") + + # 3. Check path for /model-versions/ID (less common, usually doesn't contain model ID) + version_id_from_path = None + if version_id is None and "model-versions" in path_parts: # Only check if not found in query + try: + versions_index = path_parts.index("model-versions") + if versions_index + 1 < len(path_parts): + potential_id_str = path_parts[versions_index + 1] + if potential_id_str.isdigit(): + version_id_from_path = int(potential_id_str) + # Set version_id only if not already set by query param + if version_id is None: + version_id = version_id_from_path + print(f"Found Version ID {version_id} in URL path.") + except (ValueError, IndexError, TypeError): + print(f"Warning: Found /model-versions/ in path but couldn't parse ID from {path_parts}") + + # 4. Assign final model ID (prefer path over digits-only assumption if URL was parsed) + if model_id_from_path is not None: + model_id = model_id_from_path + # If no model ID found yet and input looked like a URL, maybe it was ONLY a version URL? + elif model_id is None and version_id is not None: + print("Warning: Found Version ID but no Model ID in the URL. Model info might be incomplete.") + # Keep the initially parsed model_id if input was digits-only + + except Exception as e: + print(f"Error parsing Civitai input '{url_or_id}': {e}") + return None, None + + print(f"Parsed Civitai input: Model ID = {model_id}, Version ID = {version_id}") + # Return the determined IDs. It's the caller's responsibility to fetch model info if only version ID is present. + return model_id, version_id + +# Updated sanitize_filename to be more restrictive +def sanitize_filename(filename: str, default_filename: str = "downloaded_model") -> str: + """ + Stricter filename sanitization. Replaces invalid characters, trims whitespace, + handles reserved names (Windows), and ensures it's not empty. + Aims for better cross-OS compatibility. + """ + if not filename: + return default_filename + + # Decode if bytes + if isinstance(filename, bytes): + try: + filename = filename.decode('utf-8') + except UnicodeDecodeError: + # If decode fails, fall back to a safe default representation or hex + # For simplicity, just use default for now if decoding problematic bytes + return default_filename + "_decode_error" + + # Remove characters invalid for Windows/Linux/MacOS filenames + # Invalid Chars: < > : " / \ | ? * and control characters (0-31) + # Also replace NULL character just in case. + sanitized = re.sub(r'[\x00-\x1f<>:"/\\|?*]', '_', filename) + + # Replace sequences of multiple underscores or spaces introduced by replacement + sanitized = re.sub(r'[_ ]{2,}', '_', sanitized) + + # Remove leading/trailing whitespace, dots, underscores + sanitized = sanitized.strip('. _') + + # Windows Reserved Names (case-insensitive) + reserved_names = {'CON', 'PRN', 'AUX', 'NUL', 'COM1', 'COM2', 'COM3', 'COM4', 'COM5', 'COM6', 'COM7', 'COM8', 'COM9', 'LPT1', 'LPT2', 'LPT3', 'LPT4', 'LPT5', 'LPT6', 'LPT7', 'LPT8', 'LPT9'} + # Check base name without extension + base_name, ext = os.path.splitext(sanitized) + if base_name.upper() in reserved_names: + sanitized = f"_{base_name}_{ext}" # Prepend underscore + + # Prevent names that are just '.' or '..' (though stripping dots should handle this) + if sanitized == '.' or sanitized == '..': + sanitized = default_filename + "_invalid_name" + + # If sanitization results in an empty string (unlikely now), use default + if not sanitized: + sanitized = default_filename + + # Optional: Limit overall length (e.g., 200 chars), considering path limits + # Be careful as some systems have path limits, not just filename limits + max_len = 200 # A reasonable limit for the filename itself + if len(sanitized) > max_len: + name_part, ext_part = os.path.splitext(sanitized) + # Truncate the name part, ensuring total length is within max_len + allowed_name_len = max_len - len(ext_part) + if allowed_name_len <= 0: # Handle case where extension itself is too long + sanitized = sanitized[:max_len] # Truncate forcefully + else: + sanitized = name_part[:allowed_name_len] + ext_part + print(f"Warning: Sanitized filename truncated to {max_len} characters.") + + return sanitized + +def select_primary_file(files: List[Dict[str, Any]]) -> Optional[Dict[str, Any]]: + """ + Selects the best file from a list of files based on a heuristic. + Prefers primary, then safetensors, then pruned, etc. + Returns the selected file dictionary or None. + """ + if not files or not isinstance(files, list): + return None + + # First, try to find a file explicitly marked as "primary" with a valid download URL + primary_marked_file = next((f for f in files if isinstance(f, dict) and f.get("primary") and f.get('downloadUrl')), None) + if primary_marked_file: + return primary_marked_file + + # If no primary file is marked, sort all available files using a heuristic + def sort_key(file_obj): + if not isinstance(file_obj, dict): return 99 + if not file_obj.get('downloadUrl'): return 98 # Deprioritize files without URL + + name_lower = file_obj.get("name", "").lower() + meta = file_obj.get("metadata", {}) or {} + format_type = meta.get("format", "").lower() + size_type = meta.get("size", "").lower() + + # Fallback to file extension if format metadata missing + is_safetensor = ".safetensors" in name_lower or format_type == "safetensor" + is_pickle = ".ckpt" in name_lower or ".pt" in name_lower or format_type == "pickletensor" + is_pruned = size_type == "pruned" + + if is_safetensor and is_pruned: return 0 + if is_safetensor: return 1 + if is_pickle and is_pruned: return 2 + if is_pickle: return 3 + # Prioritize model files over others like VAEs if type is available + if file_obj.get("type") == "Model": return 4 + if file_obj.get("type") == "Pruned Model": return 5 + return 10 # Other types last + + valid_files = [f for f in files if isinstance(f, dict) and f.get("downloadUrl")] + if not valid_files: + return None + + sorted_files = sorted(valid_files, key=sort_key) + return sorted_files[0] diff --git a/custom_nodes/Civicomfy/web/.DS_Store b/custom_nodes/Civicomfy/web/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a7d5e8395ec01347b9b994dd5c35be0a6a645860 Binary files /dev/null and b/custom_nodes/Civicomfy/web/.DS_Store differ diff --git a/custom_nodes/Civicomfy/web/images/placeholder.jpeg b/custom_nodes/Civicomfy/web/images/placeholder.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..bdb59e976f3544493e733d53a4769cb497fa9922 --- /dev/null +++ b/custom_nodes/Civicomfy/web/images/placeholder.jpeg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:05fb67a451c768f86a7d393f4f8ebd86035f035944f6c46f68086c9b26a91313 +size 23118 diff --git a/custom_nodes/Civicomfy/web/js/.DS_Store b/custom_nodes/Civicomfy/web/js/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..29114a41d15a15510deb7d7851b07bbbcab2563b Binary files /dev/null and b/custom_nodes/Civicomfy/web/js/.DS_Store differ diff --git a/custom_nodes/Civicomfy/web/js/api/civitai.js b/custom_nodes/Civicomfy/web/js/api/civitai.js new file mode 100644 index 0000000000000000000000000000000000000000..c0312752dc40524c8d0ddfc63c2f4262179381c3 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/api/civitai.js @@ -0,0 +1,144 @@ +// API client for Civicomfy UI +// Wraps ComfyUI's fetchApi with consistent error handling + +import { api } from "../../../../scripts/api.js"; + +export class CivitaiDownloaderAPI { + static async _request(endpoint, options = {}) { + try { + const url = endpoint.startsWith("/") ? endpoint : `/${endpoint}`; + const response = await api.fetchApi(url, options); + + if (!response.ok) { + let errorData; + const status = response.status; + const statusText = response.statusText; + try { + errorData = await response.json(); + if (typeof errorData !== "object" || errorData === null) { + errorData = { detail: String(errorData) }; + } + } catch (_) { + const detailText = await response.text().catch(() => `Status ${status} - Could not read error text`); + errorData = { + error: `HTTP error ${status}`, + details: String(detailText).substring(0, 500), + }; + } + const err = new Error(errorData.error || errorData.reason || `HTTP Error: ${status} ${statusText}`); + err.details = errorData.details || errorData.detail || errorData.error || "No details provided."; + err.status = status; + throw err; + } + + if (response.status === 204 || response.headers.get("Content-Length") === "0") { + return null; + } + return await response.json(); + } catch (error) { + if (!error.details) error.details = error.message; + throw error; + } + } + + static async downloadModel(params) { + return await this._request("/civitai/download", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify(params), + }); + } + + static async getModelDetails(params) { + return await this._request("/civitai/get_model_details", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify(params), + }); + } + + static async getStatus() { + return await this._request("/civitai/status"); + } + + static async cancelDownload(downloadId) { + return await this._request("/civitai/cancel", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }), + }); + } + + static async searchModels(params) { + return await this._request("/civitai/search", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify(params), + }); + } + + static async getBaseModels() { + return await this._request("/civitai/base_models"); + } + + static async getModelTypes() { + return await this._request("/civitai/model_types"); + } + + static async getModelDirs(modelType) { + const q = encodeURIComponent(modelType || 'checkpoint'); + return await this._request(`/civitai/model_dirs?type=${q}`); + } + + static async createModelDir(modelType, newDir) { + return await this._request("/civitai/create_dir", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ model_type: modelType, new_dir: newDir }), + }); + } + + static async createModelType(name) { + return await this._request("/civitai/create_model_type", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ name }), + }); + } + + static async getModelRoots(modelType) { + const q = encodeURIComponent(modelType || 'checkpoint'); + return await this._request(`/civitai/model_roots?type=${q}`); + } + + static async createModelRoot(modelType, absPath) { + return await this._request("/civitai/create_root", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ model_type: modelType, path: absPath }), + }); + } + + static async retryDownload(downloadId) { + return await this._request("/civitai/retry", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }), + }); + } + + static async openPath(downloadId) { + return await this._request("/civitai/open_path", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }), + }); + } + + static async clearHistory() { + return await this._request("/civitai/clear_history", { + method: "POST", + headers: { "Content-Type": "application/json" }, + }); + } +} diff --git a/custom_nodes/Civicomfy/web/js/civitaiDownloader.css b/custom_nodes/Civicomfy/web/js/civitaiDownloader.css new file mode 100644 index 0000000000000000000000000000000000000000..c7c6bf09f419c54f78fc5718642145b3135f1883 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/civitaiDownloader.css @@ -0,0 +1,731 @@ +.civitai-downloader-modal { + position: fixed; + z-index: 1001; /* Above ComfyUI elements */ + left: 0; + top: 0; + width: 100%; + height: 100%; + overflow: hidden; /* Prevent body scroll */ + background-color: rgba(0, 0, 0, 0.6); + display: flex; + justify-content: center; + align-items: center; + opacity: 0; + visibility: hidden; + transition: opacity 0.3s ease, visibility 0s linear 0.3s; +} + +.civitai-downloader-modal.open { + opacity: 1; + visibility: visible; + transition: opacity 0.3s ease, visibility 0s linear 0s; +} + +.civitai-downloader-modal-content { + background-color: var(--comfy-menu-bg); + color: var(--comfy-text-color); + margin: auto; + padding: 0; /* Remove padding, handle internally */ + border-radius: 8px; + box-shadow: 0 5px 15px rgba(0, 0, 0, 0.3); + width: 900px; + max-width: 95%; + height: 700px; /* Fixed height */ + max-height: 90vh; + display: flex; /* Use flexbox for layout */ + flex-direction: column; /* Stack header, tabs, content */ + overflow: hidden; /* Prevent content overflow */ +} + +.civitai-downloader-header { + display: flex; + justify-content: space-between; + align-items: center; + padding: 15px 20px; + border-bottom: 1px solid var(--border-color, #444); + flex-shrink: 0; /* Prevent header from shrinking */ +} + +.civitai-downloader-header h2 { + margin: 0; + font-size: 1.3em; +} + +.civitai-close-button { + background: none; + border: none; + color: var(--comfy-text-color); + font-size: 28px; + cursor: pointer; + padding: 0 5px; + line-height: 1; +} +.civitai-close-button:hover { + color: #aaa; +} + +.civitai-downloader-body { + display: flex; + flex-direction: column; + flex-grow: 1; /* Allow body to take remaining space */ + overflow: hidden; /* Manage internal scrolling */ +} + +.civitai-downloader-tabs { + display: flex; + border-bottom: 1px solid var(--border-color, #444); + padding: 0 15px; + flex-shrink: 0; /* Prevent tabs from shrinking */ +} + +.civitai-downloader-tab { + padding: 10px 18px; + cursor: pointer; + border: none; + background: none; + color: var(--comfy-text-color); + opacity: 0.7; + position: relative; + top: 1px; /* Align with bottom border */ + margin-bottom: -1px; /* Overlap border */ +} + +.civitai-downloader-tab.active { + opacity: 1; + border-bottom: 3px solid var(--accent-color, #5c8aff); + font-weight: bold; +} +.civitai-downloader-tab:hover { + opacity: 1; +} + +.civitai-downloader-tab-content { + display: none; + padding: 20px; + flex-grow: 1; /* Allow content to take space */ + overflow-y: auto; /* Enable scrolling ONLY for the content area */ +} + +.civitai-downloader-tab-content.active { + display: block; /* Show active tab */ +} + +.civitai-form-group { + margin-bottom: 18px; +} +.civitai-form-group:last-child { + margin-bottom: 0; +} + +.civitai-form-group label { + display: block; + margin-bottom: 6px; + font-weight: bold; + font-size: 0.95em; +} + +.civitai-input, +.civitai-select { + width: 100%; + padding: 10px; + background-color: var(--comfy-input-bg); + color: var(--comfy-text-color); + border: 1px solid var(--border-color, #555); + border-radius: 4px; + box-sizing: border-box; /* Include padding/border in width */ +} +.civitai-input:focus, +.civitai-select:focus { + outline: none; + border-color: var(--accent-color, #5c8aff); + box-shadow: 0 0 0 2px rgba(92, 138, 255, 0.3); +} + +.civitai-form-row { + display: flex; + gap: 15px; + flex-wrap: wrap; /* Allow wrapping on smaller screens */ +} +.civitai-form-row > .civitai-form-group { + flex: 1; /* Distribute space */ + min-width: 180px; /* Minimum width before wrapping */ +} +/* Adjust for checkbox/inline elements */ +.civitai-form-group.inline { + display: flex; + align-items: center; + gap: 8px; + margin-bottom: 10px; /* Less margin for checkboxes */ +} +.civitai-form-group.inline label { + margin-bottom: 0; /* Remove default bottom margin */ + order: 1; /* Put label after checkbox */ +} +.civitai-checkbox { + width: auto; + order: 0; /* Put checkbox before label */ + accent-color: var(--accent-color, #5c8aff); + transform: scale(1.1); +} + +.civitai-button { + background-color: var(--comfy-input-bg); + color: var(--comfy-text-color); + border: 1px solid var(--border-color, #555); + padding: 10px 18px; + border-radius: 4px; + cursor: pointer; + font-size: 1em; + transition: background-color 0.2s ease, border-color 0.2s ease; +} +.civitai-button:hover { + background-color: var(--comfy-input-bg-hover); + border-color: #777; +} +.civitai-button:disabled { + opacity: 0.5; + cursor: not-allowed; +} + +.civitai-button.primary { + background-color: var(--accent-color, #5c8aff); + border-color: var(--accent-color, #5c8aff); + color: white; +} +.civitai-button.primary:hover { + background-color: #4a7ee0; /* Slightly darker blue */ + border-color: #4a7ee0; +} +.civitai-button.primary:disabled { + background-color: var(--accent-color, #5c8aff); /* Keep color but lower opacity */ + border-color: var(--accent-color, #5c8aff); +} + +.civitai-button.danger { + background-color: #e64b4b; + border-color: #e64b4b; + color: white; +} +.civitai-button.danger:hover { + background-color: #d93a3a; + border-color: #d93a3a; +} +.civitai-button.small { + padding: 5px 10px; + font-size: 0.85em; +} + +/* Status Tab Styling */ +.civitai-status-section { + margin-bottom: 25px; +} +.civitai-status-section h3 { + margin-top: 0; + margin-bottom: 15px; + border-bottom: 1px solid var(--border-color, #444); + padding-bottom: 8px; + font-size: 1.1em; +} + +.civitai-download-list { + display: flex; + flex-direction: column; + gap: 15px; +} + +.civitai-download-item { + display: flex; + gap: 15px; + align-items: flex-start; /* Align items top */ + padding: 15px; + border-radius: 6px; + background-color: var(--comfy-input-bg); /* Slightly different bg for items */ + border: 1px solid var(--border-color, #555); +} + +.civitai-download-thumbnail { + width: 80px; + height: 80px; + object-fit: cover; + border-radius: 4px; + background-color: #333; /* Placeholder color */ + flex-shrink: 0; /* Don't shrink thumbnail */ + margin-top: 3px; /* Align better with text */ +} + +.civitai-download-info { + flex-grow: 1; /* Allow info to take available space */ + display: flex; + flex-direction: column; + gap: 5px; + overflow: hidden; /* Prevent long text overflow */ +} +.civitai-download-info strong { + font-size: 1.05em; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} +.civitai-download-info p { + margin: 0; + font-size: 0.9em; + color: #ccc; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} +.civitai-download-info .filename { + font-style: italic; + color: #bbb; +} +.civitai-download-info .error-message { + color: #ff6b6b; + font-size: 0.85em; + white-space: normal; /* Allow error message to wrap */ + word-break: break-word; +} + +.civitai-download-actions { + display: flex; + align-items: center; + gap: 8px; + margin-left: auto; /* Push actions to the right */ + flex-shrink: 0; /* Don't shrink action buttons */ +} + +.civitai-progress-container { + margin-top: 8px; + width: 100%; + background-color: var(--comfy-menu-bg); /* Darker background for contrast */ + border-radius: 4px; + overflow: hidden; + height: 20px; + border: 1px solid var(--border-color, #555); +} + +.civitai-progress-bar { + height: 100%; + background-color: var(--accent-color, #5c8aff); + text-align: center; + color: white; + line-height: 20px; /* Center text vertically */ + font-size: 12px; + font-weight: bold; + transition: width 0.3s ease-out; + min-width: 20px; /* Show something even for 0% */ + width: 0%; /* Start at 0 */ + white-space: nowrap; + overflow: hidden; +} +.civitai-progress-bar.completed { + background-color: #4caf50; /* Green for completed */ +} +.civitai-progress-bar.failed { + background-color: #f44336; /* Red for failed */ +} +.civitai-progress-bar.cancelled { + background-color: #9e9e9e; /* Grey for cancelled */ +} + +.civitai-speed-indicator { + font-size: 0.85em; + color: #ccc; + margin-top: 4px; + text-align: right; +} + +/* Search Tab Styling */ +.civitai-search-controls { + display: flex; + gap: 15px; + margin-bottom: 20px; + flex-wrap: wrap; +} +.civitai-search-controls .civitai-input { + flex-grow: 1; /* Let search input take more space */ +} +.civitai-search-controls .civitai-select { + min-width: 150px; /* Min width for dropdowns */ +} +.civitai-search-controls .civitai-button { + align-self: flex-end; /* Align button with bottom of inputs */ +} + +.civitai-search-results { + margin-top: 20px; +} +.civitai-search-item { + display: flex; + gap: 15px; + align-items: flex-start; + margin-bottom: 15px; + padding: 15px; + border-radius: 6px; + background-color: var(--comfy-input-bg); + border: 1px solid var(--border-color, #555); + transition: background-color 0.2s ease; +} + +.civitai-thumbnail-container { + position: relative; /* Required for absolute positioning of the child badge */ + display: block; + line-height: 0; + width: 120px; + height: 170px; + flex-shrink: 0; +} + +.civitai-search-thumbnail { + width: 120px; /* Slightly larger for search */ + height: 170px; + object-fit: cover; + border-radius: 4px; + background-color: #333; + flex-shrink: 0; +} + +.civitai-search-meta-info { + font-size: 0.85em; + color: #aaa; + margin-bottom: 5px; + display: flex; + gap: 15px; + flex-wrap: wrap; +} + +.civitai-search-meta-info span { + display: inline-flex; + align-items: center; + gap: 5px; +} + +.civitai-search-meta-info i { + color: #ccc; +} +.civitai-type-badge { + position: absolute; + bottom: 5px; /* Adjust spacing from bottom */ + left: 5px; /* Adjust spacing from left */ + background-color: rgb(48, 94, 70); /* Black background with transparency */ + color: white; + padding: 10px 8px; /* Adjust padding (top/bottom, left/right) */ + border-radius: 10px; /* Adjust for desired roundness */ + font-size: 0.75em; /* Adjust font size */ + font-weight: bold; + z-index: 2; /* Ensure it's above the image */ + white-space: nowrap; /* Prevent text wrapping */ +} + +.civitai-search-info { + flex-grow: 1; + display: flex; + flex-direction: column; + gap: 5px; + overflow: hidden; +} +.civitai-search-info h4 { + margin: 0; + font-size: 1.1em; + white-space: nowrap; + overflow: hidden; + text-overflow: ellipsis; +} +.civitai-search-info p { + margin: 0; + font-size: 0.9em; + color: #ccc; +} +.civitai-search-tags { + display: flex; + flex-wrap: wrap; + gap: 5px; + margin-top: 8px; +} +.civitai-search-tag { + background-color: rgba(255, 255, 255, 0.1); + color: #eee; + padding: 3px 8px; + border-radius: 10px; + font-size: 0.8em; +} +.civitai-search-stats span { + margin-right: 15px; + font-size: 0.85em; + color: #bbb; +} +.civitai-search-stats i { /* If using icons */ + margin-right: 4px; +} + +.civitai-search-actions { + display: flex; + flex-direction: column; /* Stack buttons vertically */ + gap: 8px; + align-items: flex-end; /* Align buttons to the right */ + margin-left: auto; + flex-shrink: 0; +} + +.version-buttons-container { + display: flex; + flex-direction: column; + align-items: flex-end; + gap: 5px; +} + +.all-versions-container { + display: flex; + flex-direction: column; + gap: 5px; + padding-bottom: 5px; + white-space: nowrap; /* Prevent wrapping */ + max-width: 100%; /* Prevent excessive width */ + align-items: flex-end; +} + +.show-all-versions-button { + align-self: flex-end; /* Align button to left */ + margin-top: auto; /* Push to the bottom */ +} +.base-model-badge { + display: inline-block; /* Allows padding and background */ + background-color: #3a3a3a; /* Or a specific purple hex code like #800080 */ + color: white; + font-weight: bold; + padding: 2px 6px; /* Adjust padding for desired size (vertical horizontal) */ + border-radius: 3px; /* Adjust for desired roundness */ + margin-right: 4px; /* Optional: Adds some space between badge and hyphen */ + line-height: 1; /* Optional: Can help contain the background better */ + vertical-align: middle; /* Optional: Helps align the badge nicely with text */ +} + + +/* Settings Tab Styling */ +.civitai-settings-container { + display: grid; + grid-template-columns: 1fr; /* Single column */ + gap: 20px; +} + +@media (min-width: 768px) { + .civitai-settings-container { + grid-template-columns: repeat(auto-fit, minmax(300px, 1fr)); /* Responsive columns */ + } +} + +.civitai-settings-section { + background-color: var(--comfy-input-bg); + padding: 15px; + border-radius: 6px; + border: 1px solid var(--border-color, #555); +} +.civitai-settings-section h4 { + margin-top: 0; + margin-bottom: 15px; + border-bottom: 1px solid var(--border-color, #444); + padding-bottom: 8px; +} + +.civitai-toast { + position: fixed; + bottom: 20px; + left: 50%; + transform: translateX(-50%); + background-color: rgba(0, 0, 0, 0.8); + color: white; + padding: 12px 20px; + border-radius: 6px; + z-index: 1005; /* Above modal */ + font-size: 0.95em; + opacity: 0; + transition: opacity 0.3s ease, bottom 0.3s ease; + pointer-events: none; /* Don't block clicks */ +} + +.civitai-toast.show { + opacity: 1; + bottom: 30px; +} + +.civitai-toast.success { + background-color: rgba(76, 175, 80, 0.9); /* Green */ +} + +.civitai-toast.error { + background-color: rgba(244, 67, 54, 0.9); /* Red */ +} + +.civitai-toast.info { + background-color: rgba(33, 150, 243, 0.9); /* Blue */ +} + +/* Tooltip Styles */ +[data-tooltip] { + position: relative; + cursor: help; +} +[data-tooltip]::after { + content: attr(data-tooltip); + position: absolute; + left: 50%; + transform: translateX(-50%); + bottom: 100%; + margin-bottom: 5px; + background-color: rgba(0, 0, 0, 0.85); + color: white; + padding: 5px 10px; + border-radius: 4px; + font-size: 0.85em; + white-space: nowrap; + opacity: 0; + visibility: hidden; + transition: opacity 0.2s ease, visibility 0.2s ease; + z-index: 1010; /* Ensure tooltip is on top */ +} +[data-tooltip]:hover::after { + opacity: 1; + visibility: visible; +} + +.civitai-download-preview-area { + /* Add specific margins/padding if needed */ + min-height: 50px; /* Ensure it has some height for the loading spinner */ +} + +/* Style for the description box */ +.model-description-content { + max-height: 200px; /* Limit height */ + overflow-y: auto; /* Allow scrolling */ + background-color: var(--comfy-input-bg); /* Match input background */ + padding: 10px; + border-radius: 4px; + font-size: 0.9em; /* Slightly smaller text */ + border: 1px solid var(--border-color, #555); + color: var(--comfy-text-color); /* Ensure text color matches */ + line-height: 1.5; /* Improve readability */ +} + +/* Style links within the description */ +.model-description-content a { + color: var(--accent-color, #5c8aff); /* Make links stand out */ + text-decoration: underline; +} +.model-description-content a:hover { + color: #8bb0ff; /* Lighter color on hover */ +} + +/* Ensure reused search item styles look okay in this context */ +.civitai-download-preview-area .civitai-search-item { + margin-bottom: 15px; /* Add space below the item */ + background-color: var(--comfy-input-bg); /* Explicitly set background */ +} + +/* --- Confirmation Modal Styles --- */ +.civitai-confirmation-modal { + display: none; /* Hidden by default */ + position: fixed; /* Stay in place */ + z-index: 1001; /* Ensure it's above the main modal */ + left: 0; + top: 0; + width: 100%; + height: 100%; + overflow: auto; /* Enable scroll if needed */ + background-color: rgba(0,0,0,0.6); /* Dim background */ + /* Use flexbox for easy centering */ + justify-content: center; + align-items: center; +} + +.civitai-confirmation-modal-content { + background-color: var(--comfy-menu-bg, #282828); + margin: auto; + padding: 25px; + border: 1px solid var(--border-color, #444); + border-radius: 8px; + width: 80%; + max-width: 450px; /* Limit width */ + box-shadow: 0 5px 15px rgba(0,0,0,0.3); + color: var(--input-text, #ddd); +} + +.civitai-confirmation-modal-content h4 { + margin-top: 0; + margin-bottom: 15px; + color: var(--desc-text, #eee); + border-bottom: 1px solid var(--border-color, #444); + padding-bottom: 10px; +} + +.civitai-confirmation-modal-content p { + margin-bottom: 25px; + line-height: 1.5; + font-size: 0.95em; +} + +.civitai-confirmation-modal-actions { + display: flex; + justify-content: flex-end; /* Align buttons to the right */ + gap: 10px; /* Space between buttons */ +} + +/* Style buttons within the confirmation modal */ +.civitai-confirmation-modal-actions .civitai-button { + padding: 8px 15px; /* Adjust padding */ + min-width: 80px; /* Ensure minimum width */ +} + +/* Ensure both img and video within the thumbnail container behave similarly */ +.civitai-thumbnail-container img.civitai-search-thumbnail, +.civitai-thumbnail-container video.civitai-search-thumbnail, +.civitai-thumbnail-container img.civitai-download-thumbnail, +.civitai-thumbnail-container video.civitai-download-thumbnail { + display: block; /* Prevent extra space below */ + width: 100%; /* Fill the container width */ + height: 100%; /* Fill the container height */ + object-fit: cover; /* Scale while maintaining aspect ratio, cropping if needed */ + background-color: #333; /* Background for loading/error states */ +} + +/* You might already have rules for the container itself, ensure they define a size */ +.civitai-thumbnail-container { + width: 100px; /* Example size */ + height: 140px; /* Example size */ + overflow: hidden; /* Hide parts of the video/image outside the cover area */ + position: relative; /* For positioning badges etc. */ + flex-shrink: 0; /* Prevent shrinking in flex layouts */ + border-radius: 4px; /* Match styling */ +} + +/* Blur/Hide for R-rated thumbnails */ +.civitai-thumbnail-container.blurred img.civitai-search-thumbnail, +.civitai-thumbnail-container.blurred video.civitai-search-thumbnail, +.civitai-thumbnail-container.blurred img.civitai-download-thumbnail, +.civitai-thumbnail-container.blurred video.civitai-download-thumbnail { + filter: blur(14px) brightness(0.6) saturate(0.6); + pointer-events: none; /* Let clicks hit the container */ +} +.civitai-thumbnail-container .civitai-nsfw-overlay { + position: absolute; + inset: 0; + display: flex; + align-items: center; + justify-content: center; + color: #fff; + font-weight: 800; + font-size: 20px; + letter-spacing: 1px; + background: rgba(0,0,0,0.35); + z-index: 3; + user-select: none; +} +/* Make it obvious it’s clickable */ +.civitai-thumbnail-container.blurred { cursor: pointer; } + +/* Style for the type badge (likely exists) */ +.civitai-type-badge { + /* ... existing styles ... */ + position: absolute; + bottom: 5px; + right: 5px; + /* ... */ +} diff --git a/custom_nodes/Civicomfy/web/js/civitaiDownloader.js b/custom_nodes/Civicomfy/web/js/civitaiDownloader.js new file mode 100644 index 0000000000000000000000000000000000000000..4d4e5ed7aef140fd2b4db0825b4b54b6e9147ea0 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/civitaiDownloader.js @@ -0,0 +1,89 @@ +import { app } from "../../../scripts/app.js"; +import { addCssLink } from "./utils/dom.js"; +import { CivitaiDownloaderUI } from "./ui/UI.js"; + +console.log("Loading Civicomfy UI..."); + +// --- Configuration --- +const EXTENSION_NAME = "Civicomfy"; +const CSS_URL = `../civitaiDownloader.css`; +const PLACEHOLDER_IMAGE_URL = `/extensions/Civicomfy/images/placeholder.jpeg`; + +// Add Menu Button to ComfyUI +function addMenuButton() { + const buttonGroup = document.querySelector(".comfyui-button-group"); + + if (!buttonGroup) { + console.warn(`[${EXTENSION_NAME}] ComfyUI button group not found. Retrying...`); + setTimeout(addMenuButton, 500); + return; + } + + if (document.getElementById("civitai-downloader-button")) { + console.log(`[${EXTENSION_NAME}] Button already exists.`); + return; + } + + const civitaiButton = document.createElement("button"); + civitaiButton.textContent = "Civicomfy"; + civitaiButton.id = "civitai-downloader-button"; + civitaiButton.title = "Open Civicomfy"; + + civitaiButton.onclick = async () => { + if (!window.civitaiDownloaderUI) { + console.info(`[${EXTENSION_NAME}] Creating CivitaiDownloaderUI instance...`); + window.civitaiDownloaderUI = new CivitaiDownloaderUI(); + document.body.appendChild(window.civitaiDownloaderUI.modal); + + try { + await window.civitaiDownloaderUI.initializeUI(); + console.info(`[${EXTENSION_NAME}] UI Initialization complete.`); + } catch (error) { + console.error(`[${EXTENSION_NAME}] Error during UI initialization:`, error); + window.civitaiDownloaderUI?.showToast("Error initializing UI components. Check console.", "error", 5000); + } + } + + if (window.civitaiDownloaderUI) { + window.civitaiDownloaderUI.openModal(); + } else { + console.error(`[${EXTENSION_NAME}] Cannot open modal: UI instance not available.`); + alert("Civicomfy failed to initialize. Please check the browser console for errors."); + } + }; + + buttonGroup.appendChild(civitaiButton); + console.log(`[${EXTENSION_NAME}] Civicomfy button added to .comfyui-button-group.`); + + const menu = document.querySelector(".comfy-menu"); + if (!buttonGroup.contains(civitaiButton) && menu && !menu.contains(civitaiButton)) { + console.warn(`[${EXTENSION_NAME}] Failed to append button to group, falling back to menu.`); + const settingsButton = menu.querySelector("#comfy-settings-button"); + if (settingsButton) { + settingsButton.insertAdjacentElement("beforebegin", civitaiButton); + } else { + menu.appendChild(civitaiButton); + } + } +} + +// --- Initialization --- +app.registerExtension({ + name: "Civicomfy.CivitaiDownloader", + async setup(appInstance) { + console.log(`[${EXTENSION_NAME}] Setting up Civicomfy Extension...`); + addCssLink(CSS_URL); + addMenuButton(); + + // Optional: Pre-check placeholder image + fetch(PLACEHOLDER_IMAGE_URL) + .then(res => { + if (!res.ok) { + console.warn(`[${EXTENSION_NAME}] Placeholder image not found at ${PLACEHOLDER_IMAGE_URL}.`); + } + }) + .catch(err => console.warn(`[${EXTENSION_NAME}] Error checking for placeholder image:`, err)); + + console.log(`[${EXTENSION_NAME}] Extension setup complete. UI will initialize on first click.`); + }, +}); diff --git a/custom_nodes/Civicomfy/web/js/ui/UI.js b/custom_nodes/Civicomfy/web/js/ui/UI.js new file mode 100644 index 0000000000000000000000000000000000000000..76c10039cd79380ef54e2b8a6d70d937e51c35ef --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/UI.js @@ -0,0 +1,437 @@ +import { Feedback } from "./feedback.js"; +import { setupEventListeners } from "./handlers/eventListeners.js"; +import { handleDownloadSubmit, fetchAndDisplayDownloadPreview, debounceFetchDownloadPreview } from "./handlers/downloadHandler.js"; +import { handleSearchSubmit } from "./handlers/searchHandler.js"; +import { handleSettingsSave, loadAndApplySettings, loadSettingsFromCookie, saveSettingsToCookie, applySettings, getDefaultSettings } from "./handlers/settingsHandler.js"; +import { startStatusUpdates, stopStatusUpdates, updateStatus, handleCancelDownload, handleRetryDownload, handleOpenPath, handleClearHistory } from "./handlers/statusHandler.js"; +import { renderSearchResults } from "./searchRenderer.js"; +import { renderDownloadList } from "./statusRenderer.js"; +import { renderDownloadPreview } from "./previewRenderer.js"; +import { modalTemplate } from "./templates.js"; +import { CivitaiDownloaderAPI } from "../api/civitai.js"; + +export class CivitaiDownloaderUI { + constructor() { + this.modal = null; + this.tabs = {}; + this.tabContents = {}; + this.activeTab = 'download'; + this.modelTypes = {}; + this.statusInterval = null; + this.statusData = { queue: [], active: [], history: [] }; + this.baseModels = []; + this.searchPagination = { currentPage: 1, totalPages: 1, limit: 20 }; + this.settings = this.getDefaultSettings(); + this.toastTimeout = null; + this.modelPreviewDebounceTimeout = null; + + this.updateStatus(); + this.buildModalHTML(); + this.cacheDOMElements(); + this.setupEventListeners(); + this.feedback = new Feedback(this.modal.querySelector('#civitai-toast')); + // Ensure icon stylesheet is loaded so buttons render icons immediately + this.ensureFontAwesome(); + } + + // --- Core UI Methods --- + buildModalHTML() { + this.modal = document.createElement('div'); + this.modal.className = 'civitai-downloader-modal'; + this.modal.id = 'civitai-downloader-modal'; + this.modal.innerHTML = modalTemplate(this.settings); + } + + cacheDOMElements() { + this.closeButton = this.modal.querySelector('#civitai-close-modal'); + this.tabContainer = this.modal.querySelector('.civitai-downloader-tabs'); + + // Download Tab + this.downloadForm = this.modal.querySelector('#civitai-download-form'); + this.downloadPreviewArea = this.modal.querySelector('#civitai-download-preview-area'); + this.modelUrlInput = this.modal.querySelector('#civitai-model-url'); + this.modelVersionIdInput = this.modal.querySelector('#civitai-model-version-id'); + this.downloadModelTypeSelect = this.modal.querySelector('#civitai-model-type'); + this.createModelTypeButton = this.modal.querySelector('#civitai-create-model-type'); + this.customFilenameInput = this.modal.querySelector('#civitai-custom-filename'); + this.subdirSelect = this.modal.querySelector('#civitai-subdir-select'); + this.createSubdirButton = this.modal.querySelector('#civitai-create-subdir'); + this.downloadConnectionsInput = this.modal.querySelector('#civitai-connections'); + this.forceRedownloadCheckbox = this.modal.querySelector('#civitai-force-redownload'); + this.downloadSubmitButton = this.modal.querySelector('#civitai-download-submit'); + + // Search Tab + this.searchForm = this.modal.querySelector('#civitai-search-form'); + this.searchQueryInput = this.modal.querySelector('#civitai-search-query'); + this.searchTypeSelect = this.modal.querySelector('#civitai-search-type'); + this.searchBaseModelSelect = this.modal.querySelector('#civitai-search-base-model'); + this.searchSortSelect = this.modal.querySelector('#civitai-search-sort'); + this.searchPeriodSelect = this.modal.querySelector('#civitai-search-period'); + this.searchSubmitButton = this.modal.querySelector('#civitai-search-submit'); + this.searchResultsContainer = this.modal.querySelector('#civitai-search-results'); + this.searchPaginationContainer = this.modal.querySelector('#civitai-search-pagination'); + + // Status Tab + this.statusContent = this.modal.querySelector('#civitai-status-content'); + this.activeListContainer = this.modal.querySelector('#civitai-active-list'); + this.queuedListContainer = this.modal.querySelector('#civitai-queued-list'); + this.historyListContainer = this.modal.querySelector('#civitai-history-list'); + this.statusIndicator = this.modal.querySelector('#civitai-status-indicator'); + this.activeCountSpan = this.modal.querySelector('#civitai-active-count'); + this.clearHistoryButton = this.modal.querySelector('#civitai-clear-history-button'); + this.confirmClearModal = this.modal.querySelector('#civitai-confirm-clear-modal'); + this.confirmClearYesButton = this.modal.querySelector('#civitai-confirm-clear-yes'); + this.confirmClearNoButton = this.modal.querySelector('#civitai-confirm-clear-no'); + + // Settings Tab + this.settingsForm = this.modal.querySelector('#civitai-settings-form'); + this.settingsApiKeyInput = this.modal.querySelector('#civitai-settings-api-key'); + this.settingsConnectionsInput = this.modal.querySelector('#civitai-settings-connections'); + this.settingsDefaultTypeSelect = this.modal.querySelector('#civitai-settings-default-type'); + this.settingsAutoOpenCheckbox = this.modal.querySelector('#civitai-settings-auto-open-status'); + this.settingsHideMatureCheckbox = this.modal.querySelector('#civitai-settings-hide-mature'); + this.settingsNsfwThresholdInput = this.modal.querySelector('#civitai-settings-nsfw-threshold'); + this.settingsSaveButton = this.modal.querySelector('#civitai-settings-save'); + + // Toast Notification + this.toastElement = this.modal.querySelector('#civitai-toast'); + + // Collect tabs and contents + this.tabs = {}; + this.modal.querySelectorAll('.civitai-downloader-tab').forEach(tab => { + this.tabs[tab.dataset.tab] = tab; + }); + this.tabContents = {}; + this.modal.querySelectorAll('.civitai-downloader-tab-content').forEach(content => { + const tabName = content.id.replace('civitai-tab-', ''); + if (tabName) this.tabContents[tabName] = content; + }); + } + + async initializeUI() { + console.info("[Civicomfy] Initializing UI components..."); + await this.populateModelTypes(); + await this.populateBaseModels(); + this.loadAndApplySettings(); + } + + async populateModelTypes() { + console.log("[Civicomfy] Populating model types..."); + try { + const types = await CivitaiDownloaderAPI.getModelTypes(); + if (!types || typeof types !== 'object' || Object.keys(types).length === 0) { + throw new Error("Received invalid model types data format."); + } + this.modelTypes = types; + const sortedTypes = Object.entries(this.modelTypes).sort((a, b) => a[1].localeCompare(b[1])); + + this.downloadModelTypeSelect.innerHTML = ''; + this.searchTypeSelect.innerHTML = ''; + this.settingsDefaultTypeSelect.innerHTML = ''; + + sortedTypes.forEach(([key, displayName]) => { + const option = document.createElement('option'); + option.value = key; + option.textContent = displayName; + this.downloadModelTypeSelect.appendChild(option.cloneNode(true)); + this.settingsDefaultTypeSelect.appendChild(option.cloneNode(true)); + this.searchTypeSelect.appendChild(option.cloneNode(true)); + }); + // After types are populated, load subdirs for the current selection + await this.loadAndPopulateSubdirs(this.downloadModelTypeSelect.value); + } catch (error) { + console.error("[Civicomfy] Failed to get or populate model types:", error); + this.showToast('Failed to load model types', 'error'); + this.downloadModelTypeSelect.innerHTML = ''; + this.modelTypes = { "checkpoint": "Checkpoint (Default)" }; + } + } + + async loadAndPopulateSubdirs(modelType) { + try { + const res = await CivitaiDownloaderAPI.getModelDirs(modelType); + const select = this.subdirSelect; + if (!select) return; + const current = select.value; + select.innerHTML = ''; + const optRoot = document.createElement('option'); + optRoot.value = ''; + optRoot.textContent = '(root)'; + select.appendChild(optRoot); + if (res && Array.isArray(res.subdirs)) { + // res.subdirs contains '' for root; skip empty since we added (root) + res.subdirs.filter(p => p && typeof p === 'string').forEach(rel => { + const opt = document.createElement('option'); + opt.value = rel; + opt.textContent = rel; + select.appendChild(opt); + }); + } + // Restore selection if still present + if (Array.from(select.options).some(o => o.value === current)) { + select.value = current; + } + } catch (e) { + console.error('[Civicomfy] Failed to load subdirectories:', e); + if (this.subdirSelect) { + this.subdirSelect.innerHTML = ''; + } + } + } + + // (loadAndPopulateRoots removed; dynamic types already reflect models/ subfolders) + + async populateBaseModels() { + console.log("[Civicomfy] Populating base models..."); + try { + const result = await CivitaiDownloaderAPI.getBaseModels(); + if (!result || !Array.isArray(result.base_models)) { + throw new Error("Invalid base models data format received."); + } + this.baseModels = result.base_models.sort(); + const existingOptions = Array.from(this.searchBaseModelSelect.options); + existingOptions.slice(1).forEach(opt => opt.remove()); + this.baseModels.forEach(baseModelName => { + const option = document.createElement('option'); + option.value = baseModelName; + option.textContent = baseModelName; + this.searchBaseModelSelect.appendChild(option); + }); + } catch (error) { + console.error("[Civicomfy] Failed to get or populate base models:", error); + this.showToast('Failed to load base models list', 'error'); + } + } + + switchTab(tabId) { + if (this.activeTab === tabId || !this.tabs[tabId] || !this.tabContents[tabId]) return; + + this.tabs[this.activeTab]?.classList.remove('active'); + this.tabContents[this.activeTab]?.classList.remove('active'); + + this.tabs[tabId].classList.add('active'); + this.tabContents[tabId].classList.add('active'); + this.tabContents[tabId].scrollTop = 0; + this.activeTab = tabId; + + if (tabId === 'status') this.updateStatus(); + else if (tabId === 'settings') this.applySettings(); + else if(tabId === 'download') { + this.downloadConnectionsInput.value = this.settings.numConnections; + if (Object.keys(this.modelTypes).length > 0) { + this.downloadModelTypeSelect.value = this.settings.defaultModelType; + } + } + } + + // --- Modal Control --- + openModal() { + this.modal?.classList.add('open'); + document.body.style.setProperty('overflow', 'hidden', 'important'); + this.startStatusUpdates(); + if (this.activeTab === 'status') this.updateStatus(); + if (!this.settings.apiKey) this.switchTab('settings'); + } + + closeModal() { + this.modal?.classList.remove('open'); + document.body.style.removeProperty('overflow'); + this.stopStatusUpdates(); + } + + // --- Utility Methods --- + formatBytes(bytes, decimals = 2) { + if (bytes === null || bytes === undefined || isNaN(bytes)) return 'N/A'; + if (bytes === 0) return '0 Bytes'; + const k = 1024; + const dm = decimals < 0 ? 0 : decimals; + const sizes = ['Bytes', 'KB', 'MB', 'GB', 'TB']; + const i = Math.floor(Math.log(Math.abs(bytes)) / Math.log(k)); + return parseFloat((bytes / Math.pow(k, i)).toFixed(dm)) + ' ' + sizes[i]; + } + + formatSpeed(bytesPerSecond) { + if (!isFinite(bytesPerSecond) || bytesPerSecond <= 0) return ''; + return this.formatBytes(bytesPerSecond) + '/s'; + } + + formatDuration(isoStart, isoEnd) { + try { + const diffSeconds = Math.round((new Date(isoEnd) - new Date(isoStart)) / 1000); + if (isNaN(diffSeconds) || diffSeconds < 0) return 'N/A'; + if (diffSeconds < 60) return `${diffSeconds}s`; + const diffMinutes = Math.floor(diffSeconds / 60); + const remainingSeconds = diffSeconds % 60; + return `${diffMinutes}m ${remainingSeconds}s`; + } catch (e) { + return 'N/A'; + } + } + + showToast(message, type = 'info', duration = 3000) { + this.feedback?.show(message, type, duration); + } + + ensureFontAwesome() { + this.feedback?.ensureFontAwesome(); + } + + // --- Rendering (delegated to external renderers) --- + renderDownloadList = (items, container, emptyMessage) => renderDownloadList(this, items, container, emptyMessage); + renderSearchResults = (items) => renderSearchResults(this, items); + renderDownloadPreview = (data) => renderDownloadPreview(this, data); + + // --- Auto-select model type based on Civitai model type --- + inferFolderFromCivitaiType(civitaiType) { + if (!civitaiType || typeof civitaiType !== 'string') return null; + const t = civitaiType.trim().toLowerCase(); + const keys = Object.keys(this.modelTypes || {}); + if (keys.length === 0) return null; + + const exists = (k) => keys.includes(k); + const findBy = (pred) => keys.find(pred); + + // Direct matches first + if (exists(t)) return t; + if (exists(`${t}s`)) return `${t}s`; + + // Common mappings from Civitai types to ComfyUI folders + const candidates = []; + const addIfExists = (k) => { if (exists(k)) candidates.push(k); }; + + switch (t) { + case 'checkpoint': + addIfExists('checkpoints'); + addIfExists('models'); + break; + case 'lora': case 'locon': case 'lycoris': + addIfExists('loras'); + break; + case 'vae': + addIfExists('vae'); + break; + case 'textualinversion': case 'embedding': case 'embeddings': + addIfExists('embeddings'); + break; + case 'hypernetwork': + addIfExists('hypernetworks'); + break; + case 'controlnet': + addIfExists('controlnet'); + break; + case 'unet': case 'unet2': + addIfExists('unet'); + break; + case 'diffusers': case 'diffusionmodels': case 'diffusion_models': case 'diffusion': + addIfExists('diffusers'); + addIfExists('diffusion_models'); + break; + case 'upscaler': case 'upscalers': + addIfExists('upscale_models'); + addIfExists('upscalers'); + break; + case 'motionmodule': + addIfExists('motion_models'); + break; + case 'poses': + addIfExists('poses'); + break; + case 'wildcards': + addIfExists('wildcards'); + break; + case 'onnx': + addIfExists('onnx'); + break; + } + if (candidates.length > 0) return candidates[0]; + + // Relaxed match: name contains type + const contains = findBy(k => k.toLowerCase().includes(t)); + if (contains) return contains; + + return null; + } + + async autoSelectModelTypeFromCivitai(civitaiType) { + try { + const folder = this.inferFolderFromCivitaiType(civitaiType); + if (!folder) return; + if (this.downloadModelTypeSelect && this.downloadModelTypeSelect.value !== folder) { + this.downloadModelTypeSelect.value = folder; + await this.loadAndPopulateSubdirs(folder); + // Reset subdir to root after auto-switch + if (this.subdirSelect) this.subdirSelect.value = ''; + } + } catch (e) { + console.warn('[Civicomfy] Auto-select model type failed:', e); + } + } + + renderSearchPagination(metadata) { + if (!this.searchPaginationContainer) return; + if (!metadata || metadata.totalPages <= 1) { + this.searchPaginationContainer.innerHTML = ''; + this.searchPagination = { ...this.searchPagination, ...metadata }; + return; + } + + this.searchPagination = { ...this.searchPagination, ...metadata }; + const { currentPage, totalPages, totalItems } = this.searchPagination; + + const createButton = (text, page, isDisabled = false, isCurrent = false) => { + const button = document.createElement('button'); + button.className = `civitai-button small civitai-page-button ${isCurrent ? 'primary active' : ''}`; + button.dataset.page = page; + button.disabled = isDisabled; + button.innerHTML = text; + button.type = 'button'; + return button; + }; + + const fragment = document.createDocumentFragment(); + fragment.appendChild(createButton('« Prev', currentPage - 1, currentPage === 1)); + + let startPage = Math.max(1, currentPage - 2); + let endPage = Math.min(totalPages, currentPage + 2); + + if (startPage > 1) fragment.appendChild(createButton('1', 1)); + if (startPage > 2) fragment.appendChild(document.createElement('span')).textContent = '...'; + + for (let i = startPage; i <= endPage; i++) { + fragment.appendChild(createButton(i, i, false, i === currentPage)); + } + + if (endPage < totalPages - 1) fragment.appendChild(document.createElement('span')).textContent = '...'; + if (endPage < totalPages) fragment.appendChild(createButton(totalPages, totalPages)); + + fragment.appendChild(createButton('Next »', currentPage + 1, currentPage === totalPages)); + + const info = document.createElement('div'); + info.className = 'civitai-pagination-info'; + info.textContent = `Page ${currentPage} of ${totalPages} (${totalItems.toLocaleString()} models)`; + fragment.appendChild(info); + + this.searchPaginationContainer.innerHTML = ''; + this.searchPaginationContainer.appendChild(fragment); + } + + // --- Event Handlers and State Management (delegated to handlers) --- + setupEventListeners = () => setupEventListeners(this); + getDefaultSettings = () => getDefaultSettings(); + loadAndApplySettings = () => loadAndApplySettings(this); + loadSettingsFromCookie = () => loadSettingsFromCookie(this); + saveSettingsToCookie = () => saveSettingsToCookie(this); + applySettings = () => applySettings(this); + handleSettingsSave = () => handleSettingsSave(this); + handleDownloadSubmit = () => handleDownloadSubmit(this); + handleSearchSubmit = () => handleSearchSubmit(this); + fetchAndDisplayDownloadPreview = () => fetchAndDisplayDownloadPreview(this); + debounceFetchDownloadPreview = (delay) => debounceFetchDownloadPreview(this, delay); + startStatusUpdates = () => startStatusUpdates(this); + stopStatusUpdates = () => stopStatusUpdates(this); + updateStatus = () => updateStatus(this); + handleCancelDownload = (downloadId) => handleCancelDownload(this, downloadId); + handleRetryDownload = (downloadId, button) => handleRetryDownload(this, downloadId, button); + handleOpenPath = (downloadId, button) => handleOpenPath(this, downloadId, button); + handleClearHistory = () => handleClearHistory(this); +} diff --git a/custom_nodes/Civicomfy/web/js/ui/feedback.js b/custom_nodes/Civicomfy/web/js/ui/feedback.js new file mode 100644 index 0000000000000000000000000000000000000000..4e90d561922b9a17e5e622413305770f64855eb3 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/feedback.js @@ -0,0 +1,41 @@ +// Centralized feedback utilities: toasts and icon CSS + +export class Feedback { + constructor(toastElement) { + this.toastElement = toastElement || null; + this.toastTimeout = null; + } + + ensureFontAwesome() { + if (!document.getElementById('civitai-fontawesome-link')) { + const faLink = document.createElement('link'); + faLink.id = 'civitai-fontawesome-link'; + faLink.rel = 'stylesheet'; + faLink.href = 'https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/all.min.css'; + faLink.integrity = 'sha512-1ycn6IcaQQ40/MKBW2W4Rhis/DbILU74C1vSrLJxCq57o941Ym01SwNsOMqvEBFlcgUa6xLiPY/NS5R+E6ztJQ=='; + faLink.crossOrigin = 'anonymous'; + faLink.referrerPolicy = 'no-referrer'; + document.head.appendChild(faLink); + } + } + + show(message, type = 'info', duration = 3000) { + if (!this.toastElement) return; + if (this.toastTimeout) { + clearTimeout(this.toastTimeout); + this.toastTimeout = null; + } + const valid = ['info', 'success', 'error', 'warning']; + const toastType = valid.includes(type) ? type : 'info'; + + this.toastElement.textContent = message; + this.toastElement.className = 'civitai-toast'; + this.toastElement.classList.add(toastType); + requestAnimationFrame(() => this.toastElement.classList.add('show')); + this.toastTimeout = setTimeout(() => { + this.toastElement.classList.remove('show'); + this.toastTimeout = null; + }, duration); + } +} + diff --git a/custom_nodes/Civicomfy/web/js/ui/handlers/downloadHandler.js b/custom_nodes/Civicomfy/web/js/ui/handlers/downloadHandler.js new file mode 100644 index 0000000000000000000000000000000000000000..5d405b41bf5b1fd402a981a08988e27833602028 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/handlers/downloadHandler.js @@ -0,0 +1,110 @@ +import { CivitaiDownloaderAPI } from "../../api/civitai.js"; + +export function debounceFetchDownloadPreview(ui, delay = 500) { + clearTimeout(ui.modelPreviewDebounceTimeout); + ui.modelPreviewDebounceTimeout = setTimeout(() => { + fetchAndDisplayDownloadPreview(ui); + }, delay); +} + +export async function fetchAndDisplayDownloadPreview(ui) { + const modelUrlOrId = ui.modelUrlInput.value.trim(); + const versionId = ui.modelVersionIdInput.value.trim(); + + if (!modelUrlOrId) { + ui.downloadPreviewArea.innerHTML = ''; + return; + } + + ui.downloadPreviewArea.innerHTML = '

Loading model details...

'; + ui.ensureFontAwesome(); + + const params = { + model_url_or_id: modelUrlOrId, + model_version_id: versionId ? parseInt(versionId, 10) : null, + api_key: ui.settings.apiKey + }; + + try { + const result = await CivitaiDownloaderAPI.getModelDetails(params); + if (result && result.success) { + ui.renderDownloadPreview(result); + // Auto-select model type save location based on Civitai model type + if (result.model_type) { + await ui.autoSelectModelTypeFromCivitai(result.model_type); + } + } else { + const message = `Failed to get details: ${result.details || result.error || 'Unknown backend error'}`; + ui.downloadPreviewArea.innerHTML = `

${message}

`; + } + } catch (error) { + const message = `Error fetching details: ${error.details || error.message || 'Unknown error'}`; + console.error("Download Preview Fetch Error:", error); + ui.downloadPreviewArea.innerHTML = `

${message}

`; + } +} + +export async function handleDownloadSubmit(ui) { + if (!ui.settings.apiKey) { + ui.showToast("API key empty, please fill your API key in the settings", "error"); + ui.switchTab("settings"); + return; + } + + ui.downloadSubmitButton.disabled = true; + ui.downloadSubmitButton.textContent = 'Starting...'; + + const modelUrlOrId = ui.modelUrlInput.value.trim(); + if (!modelUrlOrId) { + ui.showToast("Model URL or ID cannot be empty.", "error"); + ui.downloadSubmitButton.disabled = false; + ui.downloadSubmitButton.textContent = 'Start Download'; + return; + } + + // Subfolder comes from dropdown; filename is base name only + const selectedSubdir = ui.subdirSelect ? ui.subdirSelect.value.trim() : ''; + const userFilename = ui.customFilenameInput.value.trim(); + + const params = { + model_url_or_id: modelUrlOrId, + model_type: ui.downloadModelTypeSelect.value, + model_version_id: ui.modelVersionIdInput.value ? parseInt(ui.modelVersionIdInput.value, 10) : null, + custom_filename: userFilename, + subdir: selectedSubdir, + num_connections: parseInt(ui.downloadConnectionsInput.value, 10), + force_redownload: ui.forceRedownloadCheckbox.checked, + api_key: ui.settings.apiKey + }; + + const fileSelectEl = ui.modal.querySelector('#civitai-file-select'); + if (fileSelectEl && fileSelectEl.value) { + const fid = parseInt(fileSelectEl.value, 10); + if (!Number.isNaN(fid)) params.file_id = fid; + } + + try { + const result = await CivitaiDownloaderAPI.downloadModel(params); + + if (result.status === 'queued') { + ui.showToast(`Download queued: ${result.details?.filename || 'Model'}`, 'success'); + if (ui.settings.autoOpenStatusTab) { + ui.switchTab('status'); + } else { + ui.updateStatus(); + } + } else if (result.status === 'exists' || result.status === 'exists_size_mismatch') { + ui.showToast(`${result.message}`, 'info', 4000); + } else { + console.warn("Unexpected success response from /civitai/download:", result); + ui.showToast(`Unexpected status: ${result.status} - ${result.message || ''}`, 'info'); + } + } catch (error) { + const message = `Download failed: ${error.details || error.message || 'Unknown error'}`; + console.error("Download Submit Error:", error); + ui.showToast(message, 'error', 6000); + } finally { + ui.downloadSubmitButton.disabled = false; + ui.downloadSubmitButton.textContent = 'Start Download'; + } +} diff --git a/custom_nodes/Civicomfy/web/js/ui/handlers/eventListeners.js b/custom_nodes/Civicomfy/web/js/ui/handlers/eventListeners.js new file mode 100644 index 0000000000000000000000000000000000000000..72f997a3c41b1d92e404b93053815d0aec81036a --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/handlers/eventListeners.js @@ -0,0 +1,238 @@ +import { CivitaiDownloaderAPI } from "../../api/civitai.js"; +export function setupEventListeners(ui) { + // Modal close + ui.closeButton.addEventListener('click', () => ui.closeModal()); + ui.modal.addEventListener('click', (event) => { + if (event.target === ui.modal) ui.closeModal(); + }); + + // Tab switching + ui.tabContainer.addEventListener('click', (event) => { + if (event.target.matches('.civitai-downloader-tab')) { + ui.switchTab(event.target.dataset.tab); + } + }); + + // --- FORMS --- + ui.downloadForm.addEventListener('submit', (event) => { + event.preventDefault(); + ui.handleDownloadSubmit(); + }); + + // Change of model type should refresh subdir list + ui.downloadModelTypeSelect.addEventListener('change', async () => { + await ui.loadAndPopulateSubdirs(ui.downloadModelTypeSelect.value); + }); + + // Create new model type folder (first-level under models/) + ui.createModelTypeButton.addEventListener('click', async () => { + const name = prompt('Enter new model type folder name (will be created under models/)'); + if (!name) return; + try { + const res = await CivitaiDownloaderAPI.createModelType(name); + if (res && res.success) { + await ui.populateModelTypes(); + ui.downloadModelTypeSelect.value = res.name; + await ui.loadAndPopulateSubdirs(res.name); + ui.showToast(`Created model type folder: ${res.name}`, 'success'); + } else { + ui.showToast(res?.error || 'Failed to create model type folder', 'error'); + } + } catch (e) { + ui.showToast(e.details || e.message || 'Error creating model type folder', 'error'); + } + }); + + // Create new subfolder under current model type + ui.createSubdirButton.addEventListener('click', async () => { + const type = ui.downloadModelTypeSelect.value; + const name = prompt('Enter new subfolder name (you can include nested paths like A/B):'); + if (!name) return; + try { + const res = await CivitaiDownloaderAPI.createModelDir(type, name); + if (res && res.success) { + await ui.loadAndPopulateSubdirs(type); + if (ui.subdirSelect) ui.subdirSelect.value = res.created || ''; + ui.showToast(`Created folder: ${res.created}`, 'success'); + } else { + ui.showToast(res?.error || 'Failed to create folder', 'error'); + } + } catch (e) { + ui.showToast(e.details || e.message || 'Error creating folder', 'error'); + } + }); + + ui.searchForm.addEventListener('submit', (event) => { + event.preventDefault(); + if (!ui.searchQueryInput.value.trim() && ui.searchTypeSelect.value === 'any' && ui.searchBaseModelSelect.value === 'any') { + ui.showToast("Please enter a search query or select a filter.", "error"); + if (ui.searchResultsContainer) ui.searchResultsContainer.innerHTML = '

Please enter a search query or select a filter.

'; + if (ui.searchPaginationContainer) ui.searchPaginationContainer.innerHTML = ''; + return; + } + ui.searchPagination.currentPage = 1; + ui.handleSearchSubmit(); + }); + + ui.settingsForm.addEventListener('submit', (event) => { + event.preventDefault(); + ui.handleSettingsSave(); + }); + + // Download form inputs + ui.modelUrlInput.addEventListener('input', () => ui.debounceFetchDownloadPreview()); + ui.modelUrlInput.addEventListener('paste', () => ui.debounceFetchDownloadPreview(0)); + ui.modelVersionIdInput.addEventListener('blur', () => ui.fetchAndDisplayDownloadPreview()); + + // --- DYNAMIC CONTENT LISTENERS (Event Delegation) --- + + // Status tab actions (Cancel/Retry/Open/Clear) and click-to-toggle blur on thumbs + ui.statusContent.addEventListener('click', (event) => { + const thumbContainer = event.target.closest('.civitai-thumbnail-container'); + if (thumbContainer) { + const nsfwLevel = Number(thumbContainer.dataset.nsfwLevel ?? thumbContainer.getAttribute('data-nsfw-level')); + const threshold = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const enabled = ui.settings?.hideMatureInSearch === true; + if (enabled && Number.isFinite(nsfwLevel) && nsfwLevel >= threshold) { + if (thumbContainer.classList.contains('blurred')) { + thumbContainer.classList.remove('blurred'); + const overlay = thumbContainer.querySelector('.civitai-nsfw-overlay'); + if (overlay) overlay.remove(); + } else { + thumbContainer.classList.add('blurred'); + if (!thumbContainer.querySelector('.civitai-nsfw-overlay')) { + const ov = document.createElement('div'); + ov.className = 'civitai-nsfw-overlay'; + ov.title = 'R-rated: click to reveal'; + ov.textContent = 'R'; + thumbContainer.appendChild(ov); + } + } + return; // consume + } + } + + const button = event.target.closest('button'); + if (!button) return; + + const downloadId = button.dataset.id; + if (downloadId) { + if (button.classList.contains('civitai-cancel-button')) ui.handleCancelDownload(downloadId); + else if (button.classList.contains('civitai-retry-button')) ui.handleRetryDownload(downloadId, button); + else if (button.classList.contains('civitai-openpath-button')) ui.handleOpenPath(downloadId, button); + } else if (button.id === 'civitai-clear-history-button') { + ui.confirmClearModal.style.display = 'flex'; + } + }); + + // Download preview click-to-toggle blur + ui.downloadPreviewArea.addEventListener('click', (event) => { + const thumbContainer = event.target.closest('.civitai-thumbnail-container'); + if (thumbContainer) { + const nsfwLevel = Number(thumbContainer.dataset.nsfwLevel ?? thumbContainer.getAttribute('data-nsfw-level')); + const threshold = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const enabled = ui.settings?.hideMatureInSearch === true; + if (enabled && Number.isFinite(nsfwLevel) && nsfwLevel >= threshold) { + if (thumbContainer.classList.contains('blurred')) { + thumbContainer.classList.remove('blurred'); + const overlay = thumbContainer.querySelector('.civitai-nsfw-overlay'); + if (overlay) overlay.remove(); + } else { + thumbContainer.classList.add('blurred'); + if (!thumbContainer.querySelector('.civitai-nsfw-overlay')) { + const ov = document.createElement('div'); + ov.className = 'civitai-nsfw-overlay'; + ov.title = 'R-rated: click to reveal'; + ov.textContent = 'R'; + thumbContainer.appendChild(ov); + } + } + } + } + }); + + // Search results actions, including click-to-toggle blur + ui.searchResultsContainer.addEventListener('click', (event) => { + const thumbContainer = event.target.closest('.civitai-thumbnail-container'); + if (thumbContainer) { + const nsfwLevel = Number(thumbContainer.dataset.nsfwLevel ?? thumbContainer.getAttribute('data-nsfw-level')); + const threshold = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const enabled = ui.settings?.hideMatureInSearch === true; + if (enabled && Number.isFinite(nsfwLevel) && nsfwLevel >= threshold) { + if (thumbContainer.classList.contains('blurred')) { + thumbContainer.classList.remove('blurred'); + const overlay = thumbContainer.querySelector('.civitai-nsfw-overlay'); + if (overlay) overlay.remove(); + } else { + thumbContainer.classList.add('blurred'); + if (!thumbContainer.querySelector('.civitai-nsfw-overlay')) { + const ov = document.createElement('div'); + ov.className = 'civitai-nsfw-overlay'; + ov.title = 'R-rated: click to reveal'; + ov.textContent = 'R'; + thumbContainer.appendChild(ov); + } + } + return; // Don't trigger other actions on this click + } + } + + const downloadButton = event.target.closest('.civitai-search-download-button'); + if (downloadButton) { + event.preventDefault(); + const { modelId, versionId, modelType } = downloadButton.dataset; + if (!modelId || !versionId) { + ui.showToast("Error: Missing data for download.", "error"); + return; + } + const modelTypeInternalKey = Object.keys(ui.modelTypes).find(key => ui.modelTypes[key]?.toLowerCase() === modelType?.toLowerCase()) || ui.settings.defaultModelType; + + ui.modelUrlInput.value = modelId; + ui.modelVersionIdInput.value = versionId; + ui.customFilenameInput.value = ''; + ui.forceRedownloadCheckbox.checked = false; + ui.downloadModelTypeSelect.value = modelTypeInternalKey; + + ui.switchTab('download'); + ui.showToast(`Filled download form for Model ID ${modelId}.`, 'info', 4000); + ui.fetchAndDisplayDownloadPreview(); + return; + } + + const viewAllButton = event.target.closest('.show-all-versions-button'); + if (viewAllButton) { + const modelId = viewAllButton.dataset.modelId; + const versionsContainer = ui.searchResultsContainer.querySelector(`#all-versions-${modelId}`); + if (versionsContainer) { + const currentlyVisible = versionsContainer.style.display !== 'none'; + versionsContainer.style.display = currentlyVisible ? 'none' : 'flex'; + viewAllButton.innerHTML = currentlyVisible + ? `All versions (${viewAllButton.dataset.totalVersions}) ` + : `Show less `; + } + } + }); + + // Pagination + ui.searchPaginationContainer.addEventListener('click', (event) => { + const button = event.target.closest('.civitai-page-button'); + if (button && !button.disabled) { + const page = parseInt(button.dataset.page, 10); + if (page && page !== ui.searchPagination.currentPage) { + ui.searchPagination.currentPage = page; + ui.handleSearchSubmit(); + } + } + }); + + // Confirmation Modal + ui.confirmClearYesButton.addEventListener('click', () => ui.handleClearHistory()); + ui.confirmClearNoButton.addEventListener('click', () => { + ui.confirmClearModal.style.display = 'none'; + }); + ui.confirmClearModal.addEventListener('click', (event) => { + if (event.target === ui.confirmClearModal) { + ui.confirmClearModal.style.display = 'none'; + } + }); +} diff --git a/custom_nodes/Civicomfy/web/js/ui/handlers/searchHandler.js b/custom_nodes/Civicomfy/web/js/ui/handlers/searchHandler.js new file mode 100644 index 0000000000000000000000000000000000000000..84426be846385d419a65958cf246cd9935b9b970 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/handlers/searchHandler.js @@ -0,0 +1,39 @@ +import { CivitaiDownloaderAPI } from "../../api/civitai.js"; + +export async function handleSearchSubmit(ui) { + ui.searchSubmitButton.disabled = true; + ui.searchSubmitButton.textContent = 'Searching...'; + ui.searchResultsContainer.innerHTML = '

Searching...

'; + ui.searchPaginationContainer.innerHTML = ''; + ui.ensureFontAwesome(); + + const params = { + query: ui.searchQueryInput.value.trim(), + model_types: ui.searchTypeSelect.value === 'any' ? [] : [ui.searchTypeSelect.value], + base_models: ui.searchBaseModelSelect.value === 'any' ? [] : [ui.searchBaseModelSelect.value], + sort: ui.searchSortSelect.value, + limit: ui.searchPagination.limit, + page: ui.searchPagination.currentPage, + api_key: ui.settings.apiKey, + }; + + try { + const response = await CivitaiDownloaderAPI.searchModels(params); + if (!response || !response.metadata || !Array.isArray(response.items)) { + console.error("Invalid search response structure:", response); + throw new Error("Received invalid data from search API."); + } + + ui.renderSearchResults(response.items); + ui.renderSearchPagination(response.metadata); + + } catch (error) { + const message = `Search failed: ${error.details || error.message || 'Unknown error'}`; + console.error("Search Submit Error:", error); + ui.searchResultsContainer.innerHTML = `

${message}

`; + ui.showToast(message, 'error'); + } finally { + ui.searchSubmitButton.disabled = false; + ui.searchSubmitButton.textContent = 'Search'; + } +} \ No newline at end of file diff --git a/custom_nodes/Civicomfy/web/js/ui/handlers/settingsHandler.js b/custom_nodes/Civicomfy/web/js/ui/handlers/settingsHandler.js new file mode 100644 index 0000000000000000000000000000000000000000..c7f82ddf992b97b4700b0504a285c106af4dd182 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/handlers/settingsHandler.js @@ -0,0 +1,104 @@ +import { setCookie, getCookie } from "../../utils/cookies.js"; + +const SETTINGS_COOKIE_NAME = 'civitaiDownloaderSettings'; + +export function getDefaultSettings() { + return { + apiKey: '', + numConnections: 1, + defaultModelType: 'checkpoint', + autoOpenStatusTab: true, + searchResultLimit: 20, + hideMatureInSearch: true, + nsfwBlurMinLevel: 4, // Blur thumbnails with nsfwLevel >= this value + }; +} + +export function loadAndApplySettings(ui) { + ui.settings = ui.loadSettingsFromCookie(); + ui.applySettings(); +} + +export function loadSettingsFromCookie(ui) { + const defaults = ui.getDefaultSettings(); + const cookieValue = getCookie(SETTINGS_COOKIE_NAME); + + if (cookieValue) { + try { + const loadedSettings = JSON.parse(cookieValue); + return { ...defaults, ...loadedSettings }; + } catch (e) { + console.error("Failed to parse settings cookie:", e); + return defaults; + } + } + return defaults; +} + +export function saveSettingsToCookie(ui) { + try { + const settingsString = JSON.stringify(ui.settings); + setCookie(SETTINGS_COOKIE_NAME, settingsString, 365); + ui.showToast('Settings saved successfully!', 'success'); + } catch (e) { + console.error("Failed to save settings to cookie:", e); + ui.showToast('Error saving settings', 'error'); + } +} + +export function applySettings(ui) { + if (ui.settingsApiKeyInput) { + ui.settingsApiKeyInput.value = ui.settings.apiKey || ''; + } + if (ui.settingsConnectionsInput) { + ui.settingsConnectionsInput.value = Math.max(1, Math.min(16, ui.settings.numConnections || 1)); + } + if (ui.settingsDefaultTypeSelect) { + ui.settingsDefaultTypeSelect.value = ui.settings.defaultModelType || 'checkpoint'; + } + if (ui.settingsAutoOpenCheckbox) { + ui.settingsAutoOpenCheckbox.checked = ui.settings.autoOpenStatusTab === true; + } + if (ui.settingsHideMatureCheckbox) { + ui.settingsHideMatureCheckbox.checked = ui.settings.hideMatureInSearch === true; + } + if (ui.settingsNsfwThresholdInput) { + const val = Number(ui.settings.nsfwBlurMinLevel); + ui.settingsNsfwThresholdInput.value = Number.isFinite(val) ? val : 4; + } + if (ui.downloadConnectionsInput) { + ui.downloadConnectionsInput.value = Math.max(1, Math.min(16, ui.settings.numConnections || 1)); + } + if (ui.downloadModelTypeSelect && Object.keys(ui.modelTypes).length > 0) { + ui.downloadModelTypeSelect.value = ui.settings.defaultModelType || 'checkpoint'; + } + ui.searchPagination.limit = ui.settings.searchResultLimit || 20; +} + +export function handleSettingsSave(ui) { + const apiKey = ui.settingsApiKeyInput.value.trim(); + const numConnections = parseInt(ui.settingsConnectionsInput.value, 10); + const defaultModelType = ui.settingsDefaultTypeSelect.value; + const autoOpenStatusTab = ui.settingsAutoOpenCheckbox.checked; + const hideMatureInSearch = ui.settingsHideMatureCheckbox.checked; + const nsfwBlurMinLevel = Number(ui.settingsNsfwThresholdInput.value); + + if (isNaN(numConnections) || numConnections < 1 || numConnections > 16) { + ui.showToast("Invalid Default Connections (must be 1-16).", "error"); + return; + } + if (!ui.settingsDefaultTypeSelect.querySelector(`option[value="${defaultModelType}"]`)) { + ui.showToast("Invalid Default Model Type selected.", "error"); + return; + } + + ui.settings.apiKey = apiKey; + ui.settings.numConnections = numConnections; + ui.settings.defaultModelType = defaultModelType; + ui.settings.autoOpenStatusTab = autoOpenStatusTab; + ui.settings.hideMatureInSearch = hideMatureInSearch; + ui.settings.nsfwBlurMinLevel = (Number.isFinite(nsfwBlurMinLevel) && nsfwBlurMinLevel >= 0) ? Math.min(128, Math.round(nsfwBlurMinLevel)) : 4; + + ui.saveSettingsToCookie(); + ui.applySettings(); +} diff --git a/custom_nodes/Civicomfy/web/js/ui/handlers/statusHandler.js b/custom_nodes/Civicomfy/web/js/ui/handlers/statusHandler.js new file mode 100644 index 0000000000000000000000000000000000000000..aa298ed697decd4d595c58ccce7006d09543c31b --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/handlers/statusHandler.js @@ -0,0 +1,154 @@ +import { CivitaiDownloaderAPI } from "../../api/civitai.js"; + +export function startStatusUpdates(ui) { + if (!ui.statusInterval) { + console.log("[Civicomfy] Starting status updates (every 3s)..."); + ui.updateStatus(); + ui.statusInterval = setInterval(() => ui.updateStatus(), 3000); + } +} + +export function stopStatusUpdates(ui) { + if (ui.statusInterval) { + clearInterval(ui.statusInterval); + ui.statusInterval = null; + console.log("[Civicomfy] Stopped status updates."); + } +} + +export async function updateStatus(ui) { + if (!ui.modal || !ui.modal.classList.contains('open')) return; + + try { + const newStatusData = await CivitaiDownloaderAPI.getStatus(); + if (!newStatusData || !Array.isArray(newStatusData.active) || !Array.isArray(newStatusData.queue) || !Array.isArray(newStatusData.history)) { + throw new Error("Invalid status data structure received from server."); + } + + const oldStateString = JSON.stringify(ui.statusData); + const newStateString = JSON.stringify(newStatusData); + + // Cache new state if it differs + if (oldStateString !== newStateString) { + ui.statusData = newStatusData; + } + + // Always keep counters in sync + const activeCount = ui.statusData.active.length + ui.statusData.queue.length; + ui.activeCountSpan.textContent = activeCount; + ui.statusIndicator.style.display = activeCount > 0 ? 'inline' : 'none'; + + // Always render when Status tab is active, even if data hasn't changed + if (ui.activeTab === 'status') { + ui.renderDownloadList(ui.statusData.active, ui.activeListContainer, 'No active downloads.'); + ui.renderDownloadList(ui.statusData.queue, ui.queuedListContainer, 'Download queue is empty.'); + ui.renderDownloadList(ui.statusData.history, ui.historyListContainer, 'No download history yet.'); + } + } catch (error) { + console.error("[Civicomfy] Failed to update status:", error); + if (ui.activeTab === 'status') { + const errorHtml = `

${error.details || error.message}

`; + if (ui.activeListContainer) ui.activeListContainer.innerHTML = errorHtml; + if (ui.queuedListContainer) ui.queuedListContainer.innerHTML = ''; + if (ui.historyListContainer) ui.historyListContainer.innerHTML = ''; + } + } +} + +export async function handleCancelDownload(ui, downloadId) { + const button = ui.modal.querySelector(`.civitai-cancel-button[data-id="${downloadId}"]`); + if (button) { + button.disabled = true; + button.innerHTML = ''; + button.title = "Cancelling..."; + } + try { + const result = await CivitaiDownloaderAPI.cancelDownload(downloadId); + ui.showToast(result.message || `Cancellation requested for ${downloadId}`, 'info'); + ui.updateStatus(); + } catch (error) { + const message = `Cancel failed: ${error.details || error.message}`; + console.error("Cancel Download Error:", error); + ui.showToast(message, 'error'); + if (button) { + button.disabled = false; + button.innerHTML = ''; + button.title = "Cancel Download"; + } + } +} + +export async function handleRetryDownload(ui, downloadId, button) { + button.disabled = true; + button.innerHTML = ''; + button.title = "Retrying..."; + try { + const result = await CivitaiDownloaderAPI.retryDownload(downloadId); + if (result.success) { + ui.showToast(result.message || `Retry queued successfully!`, 'success'); + if (ui.settings.autoOpenStatusTab) ui.switchTab('status'); + else ui.updateStatus(); + } else { + ui.showToast(`Retry failed: ${result.details || result.error}`, 'error', 5000); + button.disabled = false; + button.innerHTML = ''; + button.title = "Retry Download"; + } + } catch (error) { + const message = `Retry failed: ${error.details || error.message}`; + console.error("Retry Download UI Error:", error); + ui.showToast(message, 'error', 5000); + button.disabled = false; + button.innerHTML = ''; + button.title = "Retry Download"; + } +} + +export async function handleOpenPath(ui, downloadId, button) { + const originalIcon = button.innerHTML; + button.disabled = true; + button.innerHTML = ''; + button.title = "Opening..."; + try { + const result = await CivitaiDownloaderAPI.openPath(downloadId); + if (result.success) { + ui.showToast(result.message || `Opened path successfully!`, 'success'); + } else { + ui.showToast(`Open path failed: ${result.details || result.error}`, 'error', 5000); + } + } catch (error) { + const message = `Open path failed: ${error.details || error.message}`; + console.error("Open Path UI Error:", error); + ui.showToast(message, 'error', 5000); + } finally { + button.disabled = false; + button.innerHTML = originalIcon; + button.title = "Open Containing Folder"; + } +} + +export async function handleClearHistory(ui) { + ui.confirmClearYesButton.disabled = true; + ui.confirmClearNoButton.disabled = true; + ui.confirmClearYesButton.textContent = 'Clearing...'; + + try { + const result = await CivitaiDownloaderAPI.clearHistory(); + if (result.success) { + ui.showToast(result.message || 'History cleared successfully!', 'success'); + ui.statusData.history = []; + ui.renderDownloadList(ui.statusData.history, ui.historyListContainer, 'No download history yet.'); + ui.confirmClearModal.style.display = 'none'; + } else { + ui.showToast(`Clear history failed: ${result.details || result.error}`, 'error', 5000); + } + } catch (error) { + const message = `Clear history failed: ${error.details || error.message}`; + console.error("Clear History UI Error:", error); + ui.showToast(message, 'error', 5000); + } finally { + ui.confirmClearYesButton.disabled = false; + ui.confirmClearNoButton.disabled = false; + ui.confirmClearYesButton.textContent = 'Confirm Clear'; + } +} diff --git a/custom_nodes/Civicomfy/web/js/ui/previewRenderer.js b/custom_nodes/Civicomfy/web/js/ui/previewRenderer.js new file mode 100644 index 0000000000000000000000000000000000000000..6a6a4ef2cec36540bbc773a2a8695cfd82affe6a --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/previewRenderer.js @@ -0,0 +1,96 @@ +// Renders the download preview panel + +const PLACEHOLDER_IMAGE_URL = `/extensions/Civicomfy/images/placeholder.jpeg`; + +export function renderDownloadPreview(ui, data) { + if (!ui.downloadPreviewArea) return; + ui.ensureFontAwesome(); + + const modelId = data.model_id; + const modelName = data.model_name || 'Untitled Model'; + const creator = data.creator_username || 'Unknown Creator'; + const modelType = data.model_type || 'N/A'; + const versionName = data.version_name || 'N/A'; + const baseModel = data.base_model || 'N/A'; + const stats = data.stats || {}; + const descriptionHtml = data.description_html || '

No description.

'; + const version_description_html = data.version_description_html || '

No description.

'; + const fileInfo = data.file_info || {}; + const files = Array.isArray(data.files) ? data.files : []; + const thumbnail = data.thumbnail_url || PLACEHOLDER_IMAGE_URL; + const nsfwLevel = Number(data.nsfw_level ?? 0); + const blurMinLevel = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const shouldBlur = ui.settings?.hideMatureInSearch === true && nsfwLevel >= blurMinLevel; + const civitaiLink = `https://civitai.com/models/${modelId}${data.version_id ? '?modelVersionId=' + data.version_id : ''}`; + + const onErrorScript = `this.onerror=null; this.src='${PLACEHOLDER_IMAGE_URL}'; this.style.backgroundColor='#444';`; + + const overlayHtml = shouldBlur ? `
R
` : ''; + const containerClasses = `civitai-thumbnail-container${shouldBlur ? ' blurred' : ''}`; + + const previewHtml = ` +
+
+ ${modelName} thumbnail + ${overlayHtml} +
${modelType}
+
+
+

${modelName} by ${creator}

+

Version: ${versionName} ${baseModel}

+
+ ${stats.downloads?.toLocaleString() || 0} + ${stats.likes?.toLocaleString(0) || 0} + ${stats.dislikes?.toLocaleString() || 0} + ${stats.buzz?.toLocaleString() || 0} +
+

Primary File:

+

+ Name: ${fileInfo.name || 'N/A'}
+ Size: ${ui.formatBytes(fileInfo.size_kb * 1024) || 'N/A'}
+ Format: ${fileInfo.format || 'N/A'}
+ Precision: ${fileInfo.precision || 'N/A'}
+ Model Size: ${fileInfo.model_size || 'N/A'} +

+ ${files.length > 0 ? ` +
+ + +

Pick other variants when available.

+
+ ` : ''} + + View on Civitai + +
+
+
+
Model Description:
+
+ ${descriptionHtml} +
+
+
+
Version Description:
+
+ ${version_description_html} +
+
+ `; + + ui.downloadPreviewArea.innerHTML = previewHtml; +} diff --git a/custom_nodes/Civicomfy/web/js/ui/searchRenderer.js b/custom_nodes/Civicomfy/web/js/ui/searchRenderer.js new file mode 100644 index 0000000000000000000000000000000000000000..b94a0ad5eeda585eb43e4868d093a1de3942f0c8 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/searchRenderer.js @@ -0,0 +1,189 @@ +// Rendering of search results list +// Usage: renderSearchResults(uiInstance, itemsArray) + +const PLACEHOLDER_IMAGE_URL = `/extensions/Civicomfy/images/placeholder.jpeg`; + +export function renderSearchResults(ui, items) { + ui.feedback?.ensureFontAwesome(); + + if (!items || items.length === 0) { + const queryUsed = ui.searchQueryInput && ui.searchQueryInput.value.trim(); + const typeFilterUsed = ui.searchTypeSelect && ui.searchTypeSelect.value !== 'any'; + const baseModelFilterUsed = ui.searchBaseModelSelect && ui.searchBaseModelSelect.value !== 'any'; + const message = (queryUsed || typeFilterUsed || baseModelFilterUsed) + ? 'No models found matching your criteria.' + : 'Enter a query or select filters and click Search.'; + ui.searchResultsContainer.innerHTML = `

${message}

`; + return; + } + + const placeholder = PLACEHOLDER_IMAGE_URL; + const onErrorScript = `this.onerror=null; this.src='${placeholder}'; this.style.backgroundColor='#444';`; + const fragment = document.createDocumentFragment(); + + items.forEach(hit => { + const modelId = hit.id; + if (!modelId) return; + + const creator = hit.user?.username || 'Unknown Creator'; + const modelName = hit.name || 'Untitled Model'; + const modelTypeApi = hit.type || 'other'; + console.log('Model type for badge:', modelTypeApi); + const stats = hit.metrics || {}; + const tags = hit.tags?.map(t => t.name) || []; + + const thumbnailUrl = hit.thumbnailUrl || placeholder; + const firstImage = Array.isArray(hit.images) && hit.images.length > 0 ? hit.images[0] : null; + const thumbnailType = firstImage?.type; + const nsfwLevel = Number(firstImage?.nsfwLevel ?? hit.nsfwLevel ?? 0); + const blurMinLevel = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const shouldBlur = ui.settings?.hideMatureInSearch === true && nsfwLevel >= blurMinLevel; + + const allVersions = hit.versions || []; + const primaryVersion = hit.version || (allVersions.length > 0 ? allVersions[0] : {}); + const primaryVersionId = primaryVersion.id; + const primaryBaseModel = primaryVersion.baseModel || 'N/A'; + + const uniqueBaseModels = allVersions.length > 0 + ? [...new Set(allVersions.map(v => v.baseModel).filter(Boolean))] + : (primaryBaseModel !== 'N/A' ? [primaryBaseModel] : []); + const baseModelsDisplay = uniqueBaseModels.length > 0 ? uniqueBaseModels.join(', ') : 'N/A'; + + const publishedAt = hit.publishedAt; + let lastUpdatedFormatted = 'N/A'; + if (publishedAt) { + try { + const date = new Date(publishedAt); + lastUpdatedFormatted = date.toLocaleDateString(undefined, { year: 'numeric', month: 'short', day: 'numeric' }); + } catch (_) {} + } + + const listItem = document.createElement('div'); + listItem.className = 'civitai-search-item'; + listItem.dataset.modelId = modelId; + + const MAX_VISIBLE_VERSIONS = 3; + let visibleVersions = []; + if (primaryVersionId) { + visibleVersions.push({ id: primaryVersionId, name: primaryVersion.name || 'Primary Version', baseModel: primaryBaseModel }); + } + allVersions.forEach(v => { + if (v.id !== primaryVersionId && visibleVersions.length < MAX_VISIBLE_VERSIONS) visibleVersions.push(v); + }); + + let versionButtonsHtml = visibleVersions.map(version => { + const versionId = version.id; + const versionName = version.name || 'Unknown Version'; + const baseModel = version.baseModel || 'N/A'; + return ` + + `; + }).join(''); + + const hasMoreVersions = allVersions.length > visibleVersions.length; + const totalVersionCount = allVersions.length; + const moreButtonHtml = hasMoreVersions ? ` + + ` : ''; + + let allVersionsHtml = ''; + if (hasMoreVersions) { + const hiddenVersions = allVersions.filter(v => !visibleVersions.some(vis => vis.id === v.id)); + allVersionsHtml = ` + + `; + } + + let thumbnailHtml = ''; + const videoTitle = `Video preview for ${modelName}`; + const imageAlt = `${modelName} thumbnail`; + if (thumbnailUrl && typeof thumbnailUrl === 'string' && thumbnailType === 'video') { + thumbnailHtml = ` + + `; + } else { + const effective = thumbnailUrl || placeholder; + thumbnailHtml = ` + ${imageAlt} + `; + } + + const overlayHtml = shouldBlur ? `
R
` : ''; + const containerClasses = `civitai-thumbnail-container${shouldBlur ? ' blurred' : ''}`; + + listItem.innerHTML = ` +
+ ${thumbnailHtml} + ${overlayHtml} +
${modelTypeApi}
+
+
+

${modelName}

+
+ ${creator} + ${baseModelsDisplay} + ${lastUpdatedFormatted} +
+
+ ${stats.downloadCount?.toLocaleString() || 0} + ${stats.thumbsUpCount?.toLocaleString() || 0} + ${stats.collectedCount?.toLocaleString() || 0} + ${stats.tippedAmountCount?.toLocaleString() || 0} +
+ ${tags.length > 0 ? ` +
+ ${tags.slice(0, 5).map(tag => `${tag}`).join('')} + ${tags.length > 5 ? `...` : ''} +
+ ` : ''} +
+
+ + View + +
+ ${versionButtonsHtml} + ${moreButtonHtml} +
+ ${allVersionsHtml} +
+ `; + + fragment.appendChild(listItem); + }); + + ui.searchResultsContainer.innerHTML = ''; + ui.searchResultsContainer.appendChild(fragment); +} diff --git a/custom_nodes/Civicomfy/web/js/ui/statusRenderer.js b/custom_nodes/Civicomfy/web/js/ui/statusRenderer.js new file mode 100644 index 0000000000000000000000000000000000000000..d6363158f3634dc8201054640275e04938808866 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/statusRenderer.js @@ -0,0 +1,113 @@ +// Renders active/queued/history download lists + +const PLACEHOLDER_IMAGE_URL = `/extensions/Civicomfy/images/placeholder.jpeg`; + +export function renderDownloadList(ui, items, container, emptyMessage) { + if (!items || items.length === 0) { + container.innerHTML = `

${emptyMessage}

`; + return; + } + + const fragment = document.createDocumentFragment(); + items.forEach(item => { + const id = item.id || 'unknown-id'; + const progress = item.progress !== undefined ? Math.max(0, Math.min(100, item.progress)) : 0; + const speed = item.speed !== undefined ? Math.max(0, item.speed) : 0; + const status = item.status || 'unknown'; + const size = item.known_size !== undefined && item.known_size !== null ? item.known_size : (item.file_size || 0); + const downloadedBytes = size > 0 ? size * (progress / 100) : 0; + const errorMsg = item.error || null; + const modelName = item.model_name || item.model?.name || 'Unknown Model'; + const versionName = item.version_name || 'Unknown Version'; + const filename = item.filename || 'N/A'; + const addedTime = item.added_time || null; + const startTime = item.start_time || null; + const endTime = item.end_time || null; + const thumbnail = item.thumbnail || PLACEHOLDER_IMAGE_URL; + const nsfwLevel = Number(item.thumbnail_nsfw_level ?? 0); + const blurMinLevel = Number(ui.settings?.nsfwBlurMinLevel ?? 4); + const shouldBlur = ui.settings?.hideMatureInSearch === true && nsfwLevel >= blurMinLevel; + const connectionType = item.connection_type || "N/A"; + + let progressBarClass = ''; + let statusText = status.charAt(0).toUpperCase() + status.slice(1); + switch (status) { + case 'completed': progressBarClass = 'completed'; break; + case 'failed': progressBarClass = 'failed'; statusText = 'Failed'; break; + case 'cancelled': progressBarClass = 'cancelled'; statusText = 'Cancelled'; break; + case 'downloading': case 'queued': case 'starting': default: break; + } + + const listItem = document.createElement('div'); + listItem.className = 'civitai-download-item'; + listItem.dataset.id = id; + + const onErrorScript = `this.onerror=null; this.src='${PLACEHOLDER_IMAGE_URL}'; this.style.backgroundColor='#444';`; + const addedTooltip = addedTime ? `data-tooltip="Added: ${new Date(addedTime).toLocaleString()}"` : ''; + const startedTooltip = startTime ? `data-tooltip="Started: ${new Date(startTime).toLocaleString()}"` : ''; + const endedTooltip = endTime ? `data-tooltip="Ended: ${new Date(endTime).toLocaleString()}"` : ''; + const durationTooltip = startTime && endTime ? `data-tooltip="Duration: ${ui.formatDuration(startTime, endTime)}"` : ''; + const filenameTooltip = filename !== 'N/A' ? `title="Filename: ${filename}"` : ''; + const errorTooltip = errorMsg ? `title="Error Details: ${String(errorMsg).substring(0, 200)}${String(errorMsg).length > 200 ? '...' : ''}"` : ''; + const connectionInfoHtml = connectionType !== "N/A" ? `(Conn: ${connectionType})` : ''; + + const overlayHtml = shouldBlur ? `
R
` : ''; + const containerClasses = `civitai-thumbnail-container${shouldBlur ? ' blurred' : ''}`; + + let innerHTML = ` +
+ thumbnail + ${overlayHtml} +
+
+ ${modelName} +

Ver: ${versionName}

+

${filename}

+ ${size > 0 ? `

Size: ${ui.formatBytes(size)}

` : ''} + ${item.file_format ? `

Format: ${item.file_format}

` : ''} + ${item.file_precision || item.file_model_size ? `

${item.file_precision ? 'Precision: ' + String(item.file_precision).toUpperCase() : ''}${item.file_precision && item.file_model_size ? ' • ' : ''}${item.file_model_size ? 'Model Size: ' + item.file_model_size : ''}

` : ''} + ${errorMsg ? `

${String(errorMsg).substring(0, 100)}${String(errorMsg).length > 100 ? '...' : ''}

` : ''} + `; + + if (status === 'downloading' || status === 'starting' || status === 'completed') { + const statusLine = `
Status: ${statusText} ${connectionInfoHtml}
`; + innerHTML += ` +
+
+ ${progress > 15 ? progress.toFixed(0)+'%' : ''} +
+
+ `; + const speedText = (status === 'downloading' && speed > 0) ? ui.formatSpeed(speed) : ''; + const progressText = (status === 'downloading' && size > 0) ? `(${ui.formatBytes(downloadedBytes)} / ${ui.formatBytes(size)})` : ''; + const completedText = status === 'completed' ? '' : ''; + const speedProgLine = `
${speedText} ${progressText} ${completedText}
`; + if (status === 'downloading') { innerHTML += speedProgLine; } + innerHTML += statusLine; + } else if (status === 'failed' || status === 'cancelled' || status === 'queued') { + innerHTML += `
Status: ${statusText} ${connectionInfoHtml}
`; + } else { + innerHTML += `
Status: ${statusText} ${connectionInfoHtml}
`; + } + + innerHTML += `
`; + innerHTML += `
`; + if (status === 'queued' || status === 'downloading' || status === 'starting') { + innerHTML += ``; + } + if (status === 'failed' || status === 'cancelled') { + innerHTML += ``; + } + if (status === 'completed') { + innerHTML += ``; + } + innerHTML += `
`; + + listItem.innerHTML = innerHTML; + fragment.appendChild(listItem); + }); + + container.innerHTML = ''; + container.appendChild(fragment); + ui.ensureFontAwesome(); +} diff --git a/custom_nodes/Civicomfy/web/js/ui/templates.js b/custom_nodes/Civicomfy/web/js/ui/templates.js new file mode 100644 index 0000000000000000000000000000000000000000..75f2761b9c849f184c387722dcc669fce141094a --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/ui/templates.js @@ -0,0 +1,181 @@ +// Modal template for Civicomfy UI +// Keep structure identical to the original inline HTML to minimize risk + +export function modalTemplate(settings = {}) { + const numConnections = Number.isFinite(settings.numConnections) ? settings.numConnections : 1; + return ` +
+
+

Civicomfy

+ +
+
+
+ + + + +
+
+
+
+ + +
+

You can optionally specify a version ID using "?modelVersionId=xxxxx" in the URL or in the field below.

+
+
+ +
+ + +
+
+
+ +
+ + +
+
+
+ + +
+
+
+
+ + +
+
+ + +

Disabled: Only single connection possible for now

+
+
+
+ + +
+
+ +
+ +
+
+
+
+
+ + + + +
+ +
+
+
+
+
+
+
+

Active Downloads

+
+

No active downloads.

+
+
+
+

Queued Downloads

+
+

Download queue is empty.

+
+
+
+
+

Download History (Recent)

+ +
+
+

No download history yet.

+
+
+
+
+
+
+
+
+

API & Defaults

+
+ + +

Needed for some downloads/features. Find keys at civitai.com/user/account

+
+
+ + +

Disabled. Only single connection possible for now

+
+
+ + +
+
+
+

Interface & Search

+
+ + +
+
+ + +
+
+ + +

+ Blur thumbnails when an image's nsfwLevel is greater than or equal to this value. + Higher numbers indicate more explicit content. None (Safe/PG): 1, Mild (PG-13): 2, Mature (R): 4, Adult (X): 5, Extra Explicit (R): 8, Explicit (XXX): 16/32+ +

+
+
+
+ +
+
+
+ +
+ +
+
+

Confirm Clear History

+

Are you sure you want to clear the download history? This action cannot be undone.

+
+ + +
+
+
+
+ `; +} diff --git a/custom_nodes/Civicomfy/web/js/utils/cookies.js b/custom_nodes/Civicomfy/web/js/utils/cookies.js new file mode 100644 index 0000000000000000000000000000000000000000..e73efc7fde4587535da34c0a8bb52bc4284a7d40 --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/utils/cookies.js @@ -0,0 +1,24 @@ +// Lightweight cookie helpers for Civicomfy UI +// Exports: setCookie, getCookie + +export function setCookie(name, value, days) { + let expires = ""; + if (days) { + const date = new Date(); + date.setTime(date.getTime() + days * 24 * 60 * 60 * 1000); + expires = "; expires=" + date.toUTCString(); + } + document.cookie = `${name}=${value || ""}${expires}; path=/; SameSite=Lax`; +} + +export function getCookie(name) { + const nameEQ = name + "="; + const parts = document.cookie.split(";"); + for (let i = 0; i < parts.length; i++) { + let c = parts[i]; + while (c.charAt(0) === " ") c = c.substring(1); + if (c.indexOf(nameEQ) === 0) return c.substring(nameEQ.length); + } + return null; +} + diff --git a/custom_nodes/Civicomfy/web/js/utils/dom.js b/custom_nodes/Civicomfy/web/js/utils/dom.js new file mode 100644 index 0000000000000000000000000000000000000000..c8c8ffd8947e437f791cd278b2ad23d57d10b29e --- /dev/null +++ b/custom_nodes/Civicomfy/web/js/utils/dom.js @@ -0,0 +1,32 @@ +// File: web/js/utils/dom.js + +/** + * Dynamically adds a CSS link to the document's head. + * It resolves the path relative to this script's location using import.meta.url, + * making it robust against case-sensitivity issues and different install paths. + * @param {string} relativeHref - Relative path to the CSS file (e.g., '../civitaiDownloader.css'). + * @param {string} [id="civitai-downloader-styles"] - The ID for the link element. + */ +export function addCssLink(relativeHref, id = "civitai-downloader-styles") { + if (document.getElementById(id)) return; // Prevent duplicates + + try { + const absoluteUrl = new URL(relativeHref, import.meta.url); + + const link = document.createElement("link"); + link.id = id; + link.rel = "stylesheet"; + link.href = absoluteUrl.href; + + link.onload = () => { + console.log("[Civicomfy] CSS loaded successfully:", link.href); + }; + link.onerror = () => { + console.error("[Civicomfy] Critical error: Failed to load CSS from:", link.href); + }; + + document.head.appendChild(link); + } catch (e) { + console.error("[Civicomfy] Error creating CSS link. import.meta.url may be unsupported in this context.", e); + } +} diff --git a/custom_nodes/ComfyUI-KJNodes/.github/FUNDING.yml b/custom_nodes/ComfyUI-KJNodes/.github/FUNDING.yml new file mode 100644 index 0000000000000000000000000000000000000000..f475f425424d9172d049b4c016ebe8817987149e --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/.github/FUNDING.yml @@ -0,0 +1,2 @@ +github: [kijai] +custom: ["https://www.paypal.me/kijaidesign"] diff --git a/custom_nodes/ComfyUI-KJNodes/.github/workflows/publish.yml b/custom_nodes/ComfyUI-KJNodes/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..e155f5f40e46fa83942dee5a9460e8093f3b4208 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/.github/workflows/publish.yml @@ -0,0 +1,25 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'kijai' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + ## Add your own personal access token to your Github Repository secrets and reference it here. + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} diff --git a/custom_nodes/ComfyUI-KJNodes/.gitignore b/custom_nodes/ComfyUI-KJNodes/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..d462a62fdd67858a783934170db4091ea95eb18f --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/.gitignore @@ -0,0 +1,11 @@ +__pycache__ +/venv +*.code-workspace +.history +.vscode +*.ckpt +*.pth +types +models +jsconfig.json +custom_dimensions.json diff --git a/custom_nodes/ComfyUI-KJNodes/LICENSE b/custom_nodes/ComfyUI-KJNodes/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/custom_nodes/ComfyUI-KJNodes/README.md b/custom_nodes/ComfyUI-KJNodes/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6371f5014823bc66ffd1f378fea8715a7dd590ff --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/README.md @@ -0,0 +1,65 @@ +# KJNodes for ComfyUI + +Various quality of life and masking related -nodes and scripts made by combining functionality of existing nodes for ComfyUI. + +I know I'm bad at documentation, especially this project that has grown from random practice nodes to... too many lines in one file. +I have however started to add descriptions to the nodes themselves, there's a small ? you can click for info what the node does. +This is still work in progress, like everything else. + +# Installation +1. Clone this repo into `custom_nodes` folder. +2. Install dependencies: `pip install -r requirements.txt` + or if you use the portable install, run this in ComfyUI_windows_portable -folder: + + `python_embeded\python.exe -m pip install -r ComfyUI\custom_nodes\ComfyUI-KJNodes\requirements.txt` + + +## Javascript + +### browserstatus.js +Sets the favicon to green circle when not processing anything, sets it to red when processing and shows progress percentage and the length of your queue. +Default off, needs to be enabled from options, overrides Custom-Scripts favicon when enabled. + +## Nodes: + +### Set/Get + +Javascript nodes to set and get constants to reduce unnecessary lines. Takes in and returns anything, purely visual nodes. +On the right click menu of these nodes there's now an options to visualize the paths, as well as option to jump to the corresponding node on the other end. + +**Known limitations**: + - Will not work with any node that dynamically sets it's outpute, such as reroute or other Set/Get node + - Will not work when directly connected to a bypassed node + - Other possible conflicts with javascript based nodes. + +### ColorToMask + +RBG color value to mask, works with batches and AnimateDiff. + +### ConditioningMultiCombine + +Combine any number of conditions, saves space. + +### ConditioningSetMaskAndCombine + +Mask and combine two sets of conditions, saves space. + +### GrowMaskWithBlur + +Grows or shrinks (with negative values) mask, option to invert input, returns mask and inverted mask. Additionally Blurs the mask, this is a slow operation especially with big batches. + +### RoundMask + +![image](https://github.com/kijai/ComfyUI-KJNodes/assets/40791699/52c85202-f74e-4b96-9dac-c8bda5ddcc40) + +### WidgetToString +Outputs the value of a widget on any node as a string +![example of use](docs/images/2024-04-03_20_49_29-ComfyUI.png) + +Enable node id display from Manager menu, to get the ID of the node you want to read a widget from: +![enable node id display](docs/images/319121636-706b5081-9120-4a29-bd76-901691ada688.png) + +Use the node id of the target node, and add the name of the widget to read from +![use node id and widget name](docs/images/319121566-05f66385-7568-4b1f-8bbc-11053660b02f.png) + +Recreating or reloading the target node will change its id, and the WidgetToString node will no longer be able to find it until you update the node id value with the new id. diff --git a/custom_nodes/ComfyUI-KJNodes/__init__.py b/custom_nodes/ComfyUI-KJNodes/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0d7863c1f1ca4872ea6b90e29383c1788805d43a --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/__init__.py @@ -0,0 +1,295 @@ +from .nodes.nodes import * +from .nodes.curve_nodes import * +from .nodes.batchcrop_nodes import * +from .nodes.audioscheduler_nodes import * +from .nodes.image_nodes import * +from .nodes.intrinsic_lora_nodes import * +from .nodes.mask_nodes import * +from .nodes.model_optimization_nodes import * +from .nodes.lora_nodes import * + + +NODE_CONFIG = { + #constants + "BOOLConstant": {"class": BOOLConstant, "name": "BOOL Constant"}, + "INTConstant": {"class": INTConstant, "name": "INT Constant"}, + "FloatConstant": {"class": FloatConstant, "name": "Float Constant"}, + "StringConstant": {"class": StringConstant, "name": "String Constant"}, + "StringConstantMultiline": {"class": StringConstantMultiline, "name": "String Constant Multiline"}, + #conditioning + "ConditioningMultiCombine": {"class": ConditioningMultiCombine, "name": "Conditioning Multi Combine"}, + "ConditioningSetMaskAndCombine": {"class": ConditioningSetMaskAndCombine, "name": "ConditioningSetMaskAndCombine"}, + "ConditioningSetMaskAndCombine3": {"class": ConditioningSetMaskAndCombine3, "name": "ConditioningSetMaskAndCombine3"}, + "ConditioningSetMaskAndCombine4": {"class": ConditioningSetMaskAndCombine4, "name": "ConditioningSetMaskAndCombine4"}, + "ConditioningSetMaskAndCombine5": {"class": ConditioningSetMaskAndCombine5, "name": "ConditioningSetMaskAndCombine5"}, + "CondPassThrough": {"class": CondPassThrough}, + "WanImageToVideoSVIPro": {"class": WanImageToVideoSVIPro, "name": "Wan Image To Video SVIPro"}, + #masking + "DrawMaskOnImage": {"class": DrawMaskOnImage, "name": "Draw Mask On Image"}, + "DownloadAndLoadCLIPSeg": {"class": DownloadAndLoadCLIPSeg, "name": "(Down)load CLIPSeg"}, + "BatchCLIPSeg": {"class": BatchCLIPSeg, "name": "Batch CLIPSeg"}, + "BlockifyMask": {"class": BlockifyMask, "name": "Blockify Mask"}, + "ColorToMask": {"class": ColorToMask, "name": "Color To Mask"}, + "CreateGradientMask": {"class": CreateGradientMask, "name": "Create Gradient Mask"}, + "CreateTextMask": {"class": CreateTextMask, "name": "Create Text Mask"}, + "CreateAudioMask": {"class": CreateAudioMask, "name": "Create Audio Mask"}, + "CreateFadeMask": {"class": CreateFadeMask, "name": "Create Fade Mask"}, + "CreateFadeMaskAdvanced": {"class": CreateFadeMaskAdvanced, "name": "Create Fade Mask Advanced"}, + "CreateFluidMask": {"class": CreateFluidMask, "name": "Create Fluid Mask"}, + "CreateShapeMask": {"class": CreateShapeMask, "name": "Create Shape Mask"}, + "CreateVoronoiMask": {"class": CreateVoronoiMask, "name": "Create Voronoi Mask"}, + "CreateMagicMask": {"class": CreateMagicMask, "name": "Create Magic Mask"}, + "GetMaskSizeAndCount": {"class": GetMaskSizeAndCount, "name": "Get Mask Size & Count"}, + "GrowMaskWithBlur": {"class": GrowMaskWithBlur, "name": "Grow Mask With Blur"}, + "MaskBatchMulti": {"class": MaskBatchMulti, "name": "Mask Batch Multi"}, + "OffsetMask": {"class": OffsetMask, "name": "Offset Mask"}, + "RemapMaskRange": {"class": RemapMaskRange, "name": "Remap Mask Range"}, + "ResizeMask": {"class": ResizeMask, "name": "Resize Mask"}, + "RoundMask": {"class": RoundMask, "name": "Round Mask"}, + "SeparateMasks": {"class": SeparateMasks, "name": "Separate Masks"}, + "ConsolidateMasksKJ": {"class": ConsolidateMasksKJ, "name": "Consolidate Masks"}, + #images + "AddLabel": {"class": AddLabel, "name": "Add Label"}, + "ColorMatch": {"class": ColorMatch, "name": "Color Match"}, + "ColorMatchV2": {"class": ColorMatchV2, "name": "Color Match V2"}, + "ImageTensorList": {"class": ImageTensorList, "name": "Image Tensor List"}, + "CrossFadeImages": {"class": CrossFadeImages, "name": "Cross Fade Images"}, + "CrossFadeImagesMulti": {"class": CrossFadeImagesMulti, "name": "Cross Fade Images Multi"}, + "GetImagesFromBatchIndexed": {"class": GetImagesFromBatchIndexed, "name": "Get Images From Batch Indexed"}, + "GetImageRangeFromBatch": {"class": GetImageRangeFromBatch, "name": "Get Image or Mask Range From Batch"}, + "GetLatentRangeFromBatch": {"class": GetLatentRangeFromBatch, "name": "Get Latent Range From Batch"}, + "GetLatentSizeAndCount": {"class": GetLatentSizeAndCount, "name": "Get Latent Size & Count"}, + "GetImageSizeAndCount": {"class": GetImageSizeAndCount, "name": "Get Image Size & Count"}, + "FastPreview": {"class": FastPreview, "name": "Fast Preview"}, + "ImageBatchFilter": {"class": ImageBatchFilter, "name": "Image Batch Filter"}, + "ImageAndMaskPreview": {"class": ImageAndMaskPreview}, + "ImageAddMulti": {"class": ImageAddMulti, "name": "Image Add Multi"}, + "ImageBatchJoinWithTransition": {"class": ImageBatchJoinWithTransition, "name": "Image Batch Join With Transition"}, + "ImageBatchMulti": {"class": ImageBatchMulti, "name": "Image Batch Multi"}, + "ImageBatchRepeatInterleaving": {"class": ImageBatchRepeatInterleaving}, + "ImageBatchTestPattern": {"class": ImageBatchTestPattern, "name": "Image Batch Test Pattern"}, + "ImageConcanate": {"class": ImageConcanate, "name": "Image Concatenate"}, + "ImageConcatFromBatch": {"class": ImageConcatFromBatch, "name": "Image Concatenate From Batch"}, + "ImageConcatMulti": {"class": ImageConcatMulti, "name": "Image Concatenate Multi"}, + "ImageCropByMask": {"class": ImageCropByMask, "name": "Image Crop By Mask"}, + "ImageCropByMaskAndResize": {"class": ImageCropByMaskAndResize, "name": "Image Crop By Mask And Resize"}, + "ImageCropByMaskBatch": {"class": ImageCropByMaskBatch, "name": "Image Crop By Mask Batch"}, + "ImageUncropByMask": {"class": ImageUncropByMask, "name": "Image Uncrop By Mask"}, + "ImageBatchExtendWithOverlap": {"class": ImageBatchExtendWithOverlap, "name": "Image Batch Extend With Overlap"}, + "ImageGrabPIL": {"class": ImageGrabPIL, "name": "Image Grab PIL"}, + "ImageGridComposite2x2": {"class": ImageGridComposite2x2, "name": "Image Grid Composite 2x2"}, + "ImageGridComposite3x3": {"class": ImageGridComposite3x3, "name": "Image Grid Composite 3x3"}, + "ImageGridtoBatch": {"class": ImageGridtoBatch, "name": "Image Grid To Batch"}, + "ImageNoiseAugmentation": {"class": ImageNoiseAugmentation, "name": "Image Noise Augmentation"}, + "ImageNormalize_Neg1_To_1": {"class": ImageNormalize_Neg1_To_1, "name": "Image Normalize -1 to 1"}, + "ImagePass": {"class": ImagePass}, + "ImagePadKJ": {"class": ImagePadKJ, "name": "ImagePad KJ"}, + "ImagePadForOutpaintMasked": {"class": ImagePadForOutpaintMasked, "name": "Image Pad For Outpaint Masked"}, + "ImagePadForOutpaintTargetSize": {"class": ImagePadForOutpaintTargetSize, "name": "Image Pad For Outpaint Target Size"}, + "ImagePrepForICLora": {"class": ImagePrepForICLora, "name": "Image Prep For ICLora"}, + "ImageResizeKJ": {"class": ImageResizeKJ, "name": "Resize Image (deprecated)"}, + "ImageResizeKJv2": {"class": ImageResizeKJv2, "name": "Resize Image v2"}, + "ImageUpscaleWithModelBatched": {"class": ImageUpscaleWithModelBatched, "name": "Image Upscale With Model Batched"}, + "InsertImagesToBatchIndexed": {"class": InsertImagesToBatchIndexed, "name": "Insert Images To Batch Indexed"}, + "InsertLatentToIndexed": {"class": InsertLatentToIndex, "name": "Insert Latent To Index"}, + "LoadAndResizeImage": {"class": LoadAndResizeImage, "name": "Load & Resize Image"}, + "LoadImagesFromFolderKJ": {"class": LoadImagesFromFolderKJ, "name": "Load Images From Folder (KJ)"}, + "LoadVideosFromFolder": {"class": LoadVideosFromFolder, "name": "Load Videos From Folder"}, + "MergeImageChannels": {"class": MergeImageChannels, "name": "Merge Image Channels"}, + "PadImageBatchInterleaved": {"class": PadImageBatchInterleaved, "name": "Pad Image Batch Interleaved"}, + "PreviewAnimation": {"class": PreviewAnimation, "name": "Preview Animation"}, + "RemapImageRange": {"class": RemapImageRange, "name": "Remap Image Range"}, + "ReverseImageBatch": {"class": ReverseImageBatch, "name": "Reverse Image Batch"}, + "ReplaceImagesInBatch": {"class": ReplaceImagesInBatch, "name": "Replace Images In Batch"}, + "SaveImageWithAlpha": {"class": SaveImageWithAlpha, "name": "Save Image With Alpha"}, + "SaveImageKJ": {"class": SaveImageKJ, "name": "Save Image KJ"}, + "ShuffleImageBatch": {"class": ShuffleImageBatch, "name": "Shuffle Image Batch"}, + "SplitImageChannels": {"class": SplitImageChannels, "name": "Split Image Channels"}, + "TransitionImagesMulti": {"class": TransitionImagesMulti, "name": "Transition Images Multi"}, + "TransitionImagesInBatch": {"class": TransitionImagesInBatch, "name": "Transition Images In Batch"}, + #batch cropping + "BatchCropFromMask": {"class": BatchCropFromMask, "name": "Batch Crop From Mask"}, + "BatchCropFromMaskAdvanced": {"class": BatchCropFromMaskAdvanced, "name": "Batch Crop From Mask Advanced"}, + "FilterZeroMasksAndCorrespondingImages": {"class": FilterZeroMasksAndCorrespondingImages}, + "InsertImageBatchByIndexes": {"class": InsertImageBatchByIndexes, "name": "Insert Image Batch By Indexes"}, + "BatchUncrop": {"class": BatchUncrop, "name": "Batch Uncrop"}, + "BatchUncropAdvanced": {"class": BatchUncropAdvanced, "name": "Batch Uncrop Advanced"}, + "SplitBboxes": {"class": SplitBboxes, "name": "Split Bboxes"}, + "BboxToInt": {"class": BboxToInt, "name": "Bbox To Int"}, + "BboxVisualize": {"class": BboxVisualize, "name": "Bbox Visualize"}, + #noise + "GenerateNoise": {"class": GenerateNoise, "name": "Generate Noise"}, + "FlipSigmasAdjusted": {"class": FlipSigmasAdjusted, "name": "Flip Sigmas Adjusted"}, + "InjectNoiseToLatent": {"class": InjectNoiseToLatent, "name": "Inject Noise To Latent"}, + "CustomSigmas": {"class": CustomSigmas, "name": "Custom Sigmas"}, + #utility + "StringToFloatList": {"class": StringToFloatList, "name": "String to Float List"}, + "WidgetToString": {"class": WidgetToString, "name": "Widget To String"}, + "SaveStringKJ": {"class": SaveStringKJ, "name": "Save String KJ"}, + "DummyOut": {"class": DummyOut, "name": "Dummy Out"}, + "GetLatentsFromBatchIndexed": {"class": GetLatentsFromBatchIndexed, "name": "Get Latents From Batch Indexed"}, + "ScaleBatchPromptSchedule": {"class": ScaleBatchPromptSchedule, "name": "Scale Batch Prompt Schedule"}, + "CameraPoseVisualizer": {"class": CameraPoseVisualizer, "name": "Camera Pose Visualizer"}, + "AppendStringsToList": {"class": AppendStringsToList, "name": "Append Strings To List"}, + "JoinStrings": {"class": JoinStrings, "name": "Join Strings"}, + "JoinStringMulti": {"class": JoinStringMulti, "name": "Join String Multi"}, + "SimpleCalculatorKJ": {"class": SimpleCalculatorKJ, "name": "Simple Calculator KJ"}, + "SomethingToString": {"class": SomethingToString, "name": "Something To String"}, + "Sleep": {"class": Sleep, "name": "Sleep"}, + "VRAM_Debug": {"class": VRAM_Debug, "name": "VRAM Debug"}, + "EmptyLatentImagePresets": {"class": EmptyLatentImagePresets, "name": "Empty Latent Image Presets"}, + "EmptyLatentImageCustomPresets": {"class": EmptyLatentImageCustomPresets, "name": "Empty Latent Image Custom Presets"}, + "ModelPassThrough": {"class": ModelPassThrough, "name": "ModelPass"}, + "ModelSaveKJ": {"class": ModelSaveKJ, "name": "Model Save KJ"}, + "SetShakkerLabsUnionControlNetType": {"class": SetShakkerLabsUnionControlNetType, "name": "Set Shakker Labs Union ControlNet Type"}, + "StyleModelApplyAdvanced": {"class": StyleModelApplyAdvanced, "name": "Style Model Apply Advanced"}, + "DiffusionModelSelector": {"class": DiffusionModelSelector, "name": "Diffusion Model Selector"}, + "LazySwitchKJ": {"class": LazySwitchKJ, "name": "Lazy Switch KJ"}, + "VisualizeSigmasKJ": {"class": VisualizeSigmasKJ, "name": "Visualize Sigmas KJ"}, + #audioscheduler stuff + "NormalizedAmplitudeToMask": {"class": NormalizedAmplitudeToMask}, + "NormalizedAmplitudeToFloatList": {"class": NormalizedAmplitudeToFloatList}, + "OffsetMaskByNormalizedAmplitude": {"class": OffsetMaskByNormalizedAmplitude}, + "ImageTransformByNormalizedAmplitude": {"class": ImageTransformByNormalizedAmplitude}, + "AudioConcatenate": {"class": AudioConcatenate}, + #curve nodes + "SplineEditor": {"class": SplineEditor, "name": "Spline Editor"}, + "CreateShapeImageOnPath": {"class": CreateShapeImageOnPath, "name": "Create Shape Image On Path"}, + "CreateShapeMaskOnPath": {"class": CreateShapeMaskOnPath, "name": "Create Shape Mask On Path"}, + "CreateTextOnPath": {"class": CreateTextOnPath, "name": "Create Text On Path"}, + "CreateGradientFromCoords": {"class": CreateGradientFromCoords, "name": "Create Gradient From Coords"}, + "CutAndDragOnPath": {"class": CutAndDragOnPath, "name": "Cut And Drag On Path"}, + "GradientToFloat": {"class": GradientToFloat, "name": "Gradient To Float"}, + "WeightScheduleExtend": {"class": WeightScheduleExtend, "name": "Weight Schedule Extend"}, + "MaskOrImageToWeight": {"class": MaskOrImageToWeight, "name": "Mask Or Image To Weight"}, + "WeightScheduleConvert": {"class": WeightScheduleConvert, "name": "Weight Schedule Convert"}, + "FloatToMask": {"class": FloatToMask, "name": "Float To Mask"}, + "FloatToSigmas": {"class": FloatToSigmas, "name": "Float To Sigmas"}, + "SigmasToFloat": {"class": SigmasToFloat, "name": "Sigmas To Float"}, + "PlotCoordinates": {"class": PlotCoordinates, "name": "Plot Coordinates"}, + "InterpolateCoords": {"class": InterpolateCoords, "name": "Interpolate Coords"}, + "PointsEditor": {"class": PointsEditor, "name": "Points Editor"}, + #experimental + "SoundReactive": {"class": SoundReactive, "name": "Sound Reactive"}, + "StableZero123_BatchSchedule": {"class": StableZero123_BatchSchedule, "name": "Stable Zero123 Batch Schedule"}, + "SV3D_BatchSchedule": {"class": SV3D_BatchSchedule, "name": "SV3D Batch Schedule"}, + "LoadResAdapterNormalization": {"class": LoadResAdapterNormalization}, + "Superprompt": {"class": Superprompt, "name": "Superprompt"}, + "GLIGENTextBoxApplyBatchCoords": {"class": GLIGENTextBoxApplyBatchCoords}, + "Intrinsic_lora_sampling": {"class": Intrinsic_lora_sampling, "name": "Intrinsic Lora Sampling"}, + "CheckpointPerturbWeights": {"class": CheckpointPerturbWeights, "name": "CheckpointPerturbWeights"}, + "Screencap_mss": {"class": Screencap_mss, "name": "Screencap mss"}, + "WebcamCaptureCV2": {"class": WebcamCaptureCV2, "name": "Webcam Capture CV2"}, + "DifferentialDiffusionAdvanced": {"class": DifferentialDiffusionAdvanced, "name": "Differential Diffusion Advanced"}, + "DiTBlockLoraLoader": {"class": DiTBlockLoraLoader, "name": "DiT Block Lora Loader"}, + "FluxBlockLoraSelect": {"class": FluxBlockLoraSelect, "name": "Flux Block Lora Select"}, + "HunyuanVideoBlockLoraSelect": {"class": HunyuanVideoBlockLoraSelect, "name": "Hunyuan Video Block Lora Select"}, + "Wan21BlockLoraSelect": {"class": Wan21BlockLoraSelect, "name": "Wan21 Block Lora Select"}, + "LTX2BlockLoraSelect": {"class": LTX2BlockLoraSelect, "name": "LTX2 Block Lora Select"}, + "CustomControlNetWeightsFluxFromList": {"class": CustomControlNetWeightsFluxFromList, "name": "Custom ControlNet Weights Flux From List"}, + "CheckpointLoaderKJ": {"class": CheckpointLoaderKJ, "name": "CheckpointLoaderKJ"}, + "DiffusionModelLoaderKJ": {"class": DiffusionModelLoaderKJ, "name": "Diffusion Model Loader KJ"}, + "TorchCompileModelFluxAdvancedV2": {"class": TorchCompileModelFluxAdvancedV2, "name": "TorchCompileModelFluxAdvancedV2"}, + "TorchCompileVAE": {"class": TorchCompileVAE, "name": "TorchCompileVAE"}, + "TorchCompileControlNet": {"class": TorchCompileControlNet, "name": "TorchCompileControlNet"}, + "TorchCompileModelWanVideoV2": {"class": TorchCompileModelWanVideoV2, "name": "TorchCompileModelWanVideoV2"}, + "PathchSageAttentionKJ": {"class": PathchSageAttentionKJ, "name": "Patch Sage Attention KJ"}, + "LeapfusionHunyuanI2VPatcher": {"class": LeapfusionHunyuanI2V, "name": "Leapfusion Hunyuan I2V Patcher"}, + "VAELoaderKJ": {"class": VAELoaderKJ, "name": "VAELoader KJ"}, + "VAEDecodeLoopKJ": {"class": VAEDecodeLoopKJ, "name": "VAE Decode Loop KJ"}, + "ScheduledCFGGuidance": {"class": ScheduledCFGGuidance, "name": "Scheduled CFG Guidance"}, + "ApplyRifleXRoPE_HunuyanVideo": {"class": ApplyRifleXRoPE_HunuyanVideo, "name": "Apply RifleXRoPE HunuyanVideo"}, + "ApplyRifleXRoPE_WanVideo": {"class": ApplyRifleXRoPE_WanVideo, "name": "Apply RifleXRoPE WanVideo"}, + "WanVideoTeaCacheKJ": {"class": WanVideoTeaCacheKJ, "name": "WanVideo Tea Cache (native)"}, + "WanVideoEnhanceAVideoKJ": {"class": WanVideoEnhanceAVideoKJ, "name": "WanVideo Enhance A Video (native)"}, + "SkipLayerGuidanceWanVideo": {"class": SkipLayerGuidanceWanVideo, "name": "Skip Layer Guidance WanVideo"}, + "TimerNodeKJ": {"class": TimerNodeKJ, "name": "Timer Node KJ"}, + "HunyuanVideoEncodeKeyframesToCond": {"class": HunyuanVideoEncodeKeyframesToCond, "name": "HunyuanVideo Encode Keyframes To Cond"}, + "CFGZeroStarAndInit": {"class": CFGZeroStarAndInit, "name": "CFG Zero Star/Init"}, + "ModelPatchTorchSettings": {"class": ModelPatchTorchSettings, "name": "Model Patch Torch Settings"}, + "WanVideoNAG": {"class": WanVideoNAG, "name": "WanVideoNAG"}, + "GGUFLoaderKJ": {"class": GGUFLoaderKJ, "name": "GGUF Loader KJ"}, + "LatentInpaintTTM": {"class": LatentInpaintTTM, "name": "Latent Inpaint TTM"}, + "NABLA_AttentionKJ": {"class": NABLA_AttentionKJ, "name": "NABLA Attention KJ"}, + "TorchCompileModelAdvanced": {"class": TorchCompileModelAdvanced, "name": "TorchCompileModelAdvanced"}, + "StartRecordCUDAMemoryHistory": {"class": StartRecordCUDAMemoryHistory, "name": "Start Recording CUDAMemory History"}, + "EndRecordCUDAMemoryHistory": {"class": EndRecordCUDAMemoryHistory, "name": "End Recording CUDAMemory History"}, + "VisualizeCUDAMemoryHistory": {"class": VisualizeCUDAMemoryHistory, "name": "Visualize CUDAMemory History"}, + "PreviewLatentNoiseMask": {"class": PreviewLatentNoiseMask, "name": "Preview Latent Noise Mask"}, + "ModelMemoryUseReportPatch": {"class": ModelMemoryUseReportPatch, "name": "Model Memory Use Report Patch"}, + "ModelMemoryUsageFactorOverride": {"class": ModelMemoryUsageFactorOverride, "name": "Model Memory Usage Factor Override"}, + "WanChunkFeedForward": {"class": WanChunkFeedForward, "name": "Wan ChunkFeedForward"}, + "SamplerSelfRefineVideo": {"class": SamplerSelfRefineVideo, "name": "Sampler SelfRefineVideo"}, + + #instance diffusion + "CreateInstanceDiffusionTracking": {"class": CreateInstanceDiffusionTracking}, + "AppendInstanceDiffusionTracking": {"class": AppendInstanceDiffusionTracking}, + "DrawInstanceDiffusionTracking": {"class": DrawInstanceDiffusionTracking}, + + #lora + "LoraExtractKJ": {"class": LoraExtractKJ, "name": "LoraExtractKJ"}, + "LoraReduceRankKJ": {"class": LoraReduceRank, "name": "LoraReduceRank"}, + + #tracks + "GetTrackRange": {"class": GetTrackRange, "name": "Get Track Range"}, + "AddNoiseToTrackPath": {"class": AddNoiseToTrackPath, "name": "Add Noise To Track"}, + + # deprecated + "PatchModelPatcherOrder": {"class": PatchModelPatcherOrder, "name": "Patch Model Patcher Order"}, + "TorchCompileModelFluxAdvanced": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelFluxAdvanced"}, + "TorchCompileLTXModel": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileLTXModel"}, + "TorchCompileCosmosModel": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileCosmosModel"}, + "TorchCompileModelHyVideo": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelHyVideo"}, + "TorchCompileModelQwenImage": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelQwenImage"}, + "TorchCompileModelWanVideo": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelWanVideo"}, +} + +#ltxv +try: + from .nodes.ltxv_nodes import * + NODE_CONFIG.update({ + "LTXVEnhanceAVideoKJ": {"class": LTXVEnhanceAVideoKJ, "name": "LTXV Enhance A Video KJ"}, + "LTXVAddGuideMulti": {"class": LTXVAddGuideMulti, "name": "LTXV Add Guide Multi"}, + "LTXVAddGuidesFromBatch": {"class": LTXVAddGuidesFromBatch, "name": "LTXV Add Guides From Batch"}, + "LTXVAudioVideoMask": {"class": LTXVAudioVideoMask, "name": "LTXV Audio Video Mask"}, + "LTX2_NAG": {"class": LTX2_NAG, "name": "LTX2 NAG"}, + "LTXVChunkFeedForward": {"class": LTXVChunkFeedForward, "name": "LTXV Chunk Feed Forward"}, + "LTX2SamplingPreviewOverride": {"class": LTX2SamplingPreviewOverride, "name": "LTX2 Sampling Preview Override"}, + "LTX2AudioLatentNormalizingSampling": {"class": LTX2AudioLatentNormalizingSampling, "name": "LTX2 Audio Latent Normalizing Sampling"}, + "LTXVImgToVideoInplaceKJ": {"class": LTXVImgToVideoInplaceKJ, "name": "LTXV Img To Video Inplace KJ"}, + "LTX2AttentionTunerPatch": {"class": LTX2AttentionTunerPatch, "name": "LTX2 Attention Tuner Patch"}, + "LTX2MemoryEfficientSageAttentionPatch": {"class": LTX2MemoryEfficientSageAttentionPatch, "name": "LTX2 Memory Efficient Sage Attention Patch"}, + "LTX2LoraLoaderAdvanced": {"class": LTX2LoraLoaderAdvanced, "name": "LTX2 Lora Loader Advanced"}, + }) +except Exception as e: + logging.warning(f"KJNodes: LTXV nodes could not be imported. LTXV nodes will be unavailable. Error: {e}") + +def generate_node_mappings(node_config): + node_class_mappings = {} + node_display_name_mappings = {} + + for node_name, node_info in node_config.items(): + node_class_mappings[node_name] = node_info["class"] + node_display_name_mappings[node_name] = node_info.get("name", node_info["class"].__name__) + + return node_class_mappings, node_display_name_mappings + +NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS = generate_node_mappings(NODE_CONFIG) + +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] + +WEB_DIRECTORY = "./web" + +from aiohttp import web +from server import PromptServer +from pathlib import Path + +if hasattr(PromptServer, "instance"): + try: + # NOTE: we add an extra static path to avoid comfy mechanism + # that loads every script in web. + PromptServer.instance.app.add_routes( + [web.static("/kjweb_async", (Path(__file__).parent.absolute() / "kjweb_async").as_posix())] + ) + except: + pass diff --git a/custom_nodes/ComfyUI-KJNodes/custom_dimensions_example.json b/custom_nodes/ComfyUI-KJNodes/custom_dimensions_example.json new file mode 100644 index 0000000000000000000000000000000000000000..5c4814d377d44916a14b4d4a83b7cba72ae2958b --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/custom_dimensions_example.json @@ -0,0 +1,22 @@ +[ + { + "label": "SD", + "value": "512x512" + }, + { + "label": "HD", + "value": "768x768" + }, + { + "label": "Full HD", + "value": "1024x1024" + }, + { + "label": "4k", + "value": "2048x2048" + }, + { + "label": "SVD", + "value": "1024x576" + } +] diff --git a/custom_nodes/ComfyUI-KJNodes/docs/images/2024-04-03_20_49_29-ComfyUI.png b/custom_nodes/ComfyUI-KJNodes/docs/images/2024-04-03_20_49_29-ComfyUI.png new file mode 100644 index 0000000000000000000000000000000000000000..b42cfe56374c6db142326761a2a3d96211519664 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/docs/images/2024-04-03_20_49_29-ComfyUI.png @@ -0,0 +1,3 @@ +version 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0000000000000000000000000000000000000000..d0bdedaa93f14e3e00d3949385b9db2ceeddeb4b --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/docs/images/319121636-706b5081-9120-4a29-bd76-901691ada688.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3533db6b4921fc56457e28c16fcd87e6e2a3944a92a793c1f894aea2afc3b41b +size 24783 diff --git a/custom_nodes/ComfyUI-KJNodes/example_workflows/leapfusion_hunyuuanvideo_i2v_native_testing.json b/custom_nodes/ComfyUI-KJNodes/example_workflows/leapfusion_hunyuuanvideo_i2v_native_testing.json new file mode 100644 index 0000000000000000000000000000000000000000..134a83788815d04b5574a807db67eb6e45bf9263 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/example_workflows/leapfusion_hunyuuanvideo_i2v_native_testing.json @@ -0,0 +1,1188 @@ +{ + "last_node_id": 86, + "last_link_id": 144, + "nodes": [ + { + "id": 62, + "type": "FluxGuidance", + "pos": [ + -630, + -170 + ], + "size": [ + 317.4000244140625, + 58 + ], + "flags": {}, + "order": 13, + "mode": 0, + "inputs": [ + { + "name": "conditioning", + "type": "CONDITIONING", + "link": 82 + } + ], + "outputs": [ + { + "name": "CONDITIONING", + "type": "CONDITIONING", + "links": [ + 83 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "FluxGuidance" + }, + "widgets_values": [ + 6 + ] + }, + { + "id": 51, + "type": "KSamplerSelect", + "pos": [ + -610, + -480 + ], + "size": [ + 315, + 58 + ], + "flags": {}, + "order": 0, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "SAMPLER", + "type": "SAMPLER", + "links": [ + 61 + ] + } + ], + "properties": { + "Node name for S&R": "KSamplerSelect" + }, + "widgets_values": [ + "euler" + ] + }, + { + "id": 57, + "type": "VAEDecodeTiled", + "pos": [ + -200, + 90 + ], + "size": [ + 315, + 150 + ], + "flags": {}, + "order": 20, + "mode": 0, + "inputs": [ + { + "name": "samples", + "type": "LATENT", + "link": 142 + }, + { + "name": "vae", + "type": "VAE", + "link": 74 + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 105 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "VAEDecodeTiled" + }, + "widgets_values": [ + 128, + 64, + 64, + 8 + ] + }, + { + "id": 65, + "type": "LoadImage", + "pos": [ + -2212.498779296875, + -632.4085083007812 + ], + "size": [ + 315, + 314 + ], + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 86 + ], + "slot_index": 0 + }, + { + "name": "MASK", + "type": "MASK", + "links": null + } + ], + "properties": { + "Node name for S&R": "LoadImage" + }, + "widgets_values": [ + "Mona-Lisa-oil-wood-panel-Leonardo-da.webp", + "image" + ] + }, + { + "id": 64, + "type": "VAEEncode", + "pos": [ + -1336.7884521484375, + -492.5806884765625 + ], + "size": [ + 210, + 46 + ], + "flags": {}, + "order": 14, + "mode": 0, + "inputs": [ + { + "name": "pixels", + "type": "IMAGE", + "link": 144 + }, + { + "name": "vae", + "type": "VAE", + "link": 88 + } + ], + "outputs": [ + { + "name": "LATENT", + "type": "LATENT", + "links": [ + 137 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "VAEEncode" + }, + "widgets_values": [] + }, + { + "id": 44, + "type": "UNETLoader", + "pos": [ + -2373.55029296875, + -193.91510009765625 + ], + "size": [ + 459.56060791015625, + 82 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "MODEL", + "type": "MODEL", + "links": [ + 135 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "UNETLoader" + }, + "widgets_values": [ + "hyvideo\\hunyuan_video_720_fp8_e4m3fn.safetensors", + "fp8_e4m3fn_fast" + ] + }, + { + "id": 49, + "type": "VAELoader", + "pos": [ + -1876.39306640625, + -35.19633865356445 + ], + "size": [ + 433.7603454589844, + 58.71116256713867 + ], + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "VAE", + "type": "VAE", + "links": [ + 74, + 88 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "VAELoader" + }, + "widgets_values": [ + "hyvid\\hunyuan_video_vae_bf16.safetensors" + ] + }, + { + "id": 47, + "type": "DualCLIPLoader", + "pos": [ + -2284.893798828125, + 150.4042205810547 + ], + "size": [ + 343.3958435058594, + 106.86042785644531 + ], + "flags": {}, + "order": 4, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "CLIP", + "type": "CLIP", + "links": [ + 56 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "DualCLIPLoader" + }, + "widgets_values": [ + "clip_l.safetensors", + "llava_llama3_fp16.safetensors", + "hunyuan_video", + "default" + ] + }, + { + "id": 45, + "type": "CLIPTextEncode", + "pos": [ + -1839.1649169921875, + 143.5203094482422 + ], + "size": [ + 400, + 200 + ], + "flags": {}, + "order": 8, + "mode": 0, + "inputs": [ + { + "name": "clip", + "type": "CLIP", + "link": 56 + } + ], + "outputs": [ + { + "name": "CONDITIONING", + "type": "CONDITIONING", + "links": [ + 69, + 82 + ], + 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b)b[c]=pv.color(b[c])})(); +pv.colors=function(){var b=pv.Scale.ordinal();b.range.apply(b,arguments);return b};pv.Colors={};pv.Colors.category10=function(){var b=pv.colors("#1f77b4","#ff7f0e","#2ca02c","#d62728","#9467bd","#8c564b","#e377c2","#7f7f7f","#bcbd22","#17becf");b.domain.apply(b,arguments);return b}; +pv.Colors.category20=function(){var b=pv.colors("#1f77b4","#aec7e8","#ff7f0e","#ffbb78","#2ca02c","#98df8a","#d62728","#ff9896","#9467bd","#c5b0d5","#8c564b","#c49c94","#e377c2","#f7b6d2","#7f7f7f","#c7c7c7","#bcbd22","#dbdb8d","#17becf","#9edae5");b.domain.apply(b,arguments);return b}; +pv.Colors.category19=function(){var b=pv.colors("#9c9ede","#7375b5","#4a5584","#cedb9c","#b5cf6b","#8ca252","#637939","#e7cb94","#e7ba52","#bd9e39","#8c6d31","#e7969c","#d6616b","#ad494a","#843c39","#de9ed6","#ce6dbd","#a55194","#7b4173");b.domain.apply(b,arguments);return b};pv.ramp=function(){var b=pv.Scale.linear();b.range.apply(b,arguments);return b}; 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this.scene[0]};a.last=function(){return this.scene[this.scene.length-1]};a.sibling=function(){return this.index==0?null:this.scene[this.index-1]}; +a.cousin=function(){var b=this.parent;return(b=b&&b.sibling())&&b.children?b.children[this.childIndex][this.index]:null}; +a.render=function(){function b(i,j,k){i.scale=k;if(j=0;l--){var q=k[l];if(!(q.name in c)){c[q.name]=q;switch(q.name){case "data":f=q;break;case "visible":g=q;break;default:d[q.type].push(q);break}}}while(j=j.proto)}var c={},d=[[],[],[],[]],f,g;b(this);b(this.defaults);d[1].reverse();d[3].reverse();var h=this;do for(var i in h.properties)i in c||d[2].push(c[i]={name:i,type:2,value:null});while(h=h.proto);h=d[0].concat(d[1]);for(i=0;ih.id)d[g.name]={id:0,value:g.type&1?g.value.apply(this,c):g.value}}}d=this.binds.data;d=d.type& +1?d.value.apply(this,c):d.value;c.unshift(null);b.length=d.length;for(f=0;f0;l--){p=m[l];p.scale=q;q*=p.scene[p.index].transform.k}if(n.children){l=0;for(m=n.children.length;l=3*Math.PI/2};pv.Wedge.prototype.buildImplied=function(b){if(b.angle==null)b.angle=b.endAngle-b.startAngle;else if(b.endAngle==null)b.endAngle=b.startAngle+b.angle;pv.Mark.prototype.buildImplied.call(this,b)};pv.simulation=function(b){return new pv.Simulation(b)};pv.Simulation=function(b){for(var c=0;c=s,u=q.y>=t;l.leaf=false;switch((u<<1)+x){case 0:l=l.c1||(l.c1=new pv.Quadtree.Node);break;case 1:l=l.c2||(l.c2=new pv.Quadtree.Node);break;case 2:l=l.c3||(l.c3=new pv.Quadtree.Node);break;case 3:l=l.c4||(l.c4=new pv.Quadtree.Node); +break}if(x)n=s;else m=s;if(u)p=t;else r=t;c(l,q,n,p,m,r)}var f,g=Number.POSITIVE_INFINITY,h=g,i=Number.NEGATIVE_INFINITY,j=i;for(f=b;f;f=f.next){if(f.xi)i=f.x;if(f.y>j)j=f.y}f=i-g;var k=j-h;if(f>k)j=h+f;else i=g+k;this.xMin=g;this.yMin=h;this.xMax=i;this.yMax=j;this.root=new pv.Quadtree.Node;for(f=b;f;f=f.next)c(this.root,f,g,h,i,j)};pv.Quadtree.Node=function(){this.leaf=true;this.p=this.c4=this.c3=this.c2=this.c1=null};pv.Force={}; +pv.Force.charge=function(b){function c(l){function q(m){c(m);l.cn+=m.cn;n+=m.cn*m.cx;p+=m.cn*m.cy}var n=0,p=0;l.cn=0;if(!l.leaf){l.c1&&q(l.c1);l.c2&&q(l.c2);l.c3&&q(l.c3);l.c4&&q(l.c4)}if(l.p){l.cn+=b;n+=b*l.p.x;p+=b*l.p.y}l.cx=n/l.cn;l.cy=p/l.cn}function d(l,q,n,p,m,r){var s=l.cx-q.x,t=l.cy-q.y,x=1/Math.sqrt(s*s+t*t);if(l.leaf&&l.p!=q||(m-n)*xg)x=g;l=l.cn*x*x*x;s=s*l;t=t*l;q.fx+=s;q.fy+=t}}else if(!l.leaf){var u=(n+m)*0.5,o=(p+r)*0.5;l.c1&&d(l.c1,q,n,p,u,o);l.c2&&d(l.c2,q,u,p, +m,o);l.c3&&d(l.c3,q,n,o,u,r);l.c4&&d(l.c4,q,u,o,m,r);if(!(xg)x=g;if(l.p&&l.p!=q){l=b*x*x*x;s=s*l;t=t*l;q.fx+=s;q.fy+=t}}}}var f=2,g=1/f,h=500,i=1/h,j=0.9,k={};arguments.length||(b=-40);k.constant=function(l){if(arguments.length){b=Number(l);return k}return b};k.domain=function(l,q){if(arguments.length){f=Number(l);g=1/f;h=Number(q);i=1/h;return k}return[f,h]};k.theta=function(l){if(arguments.length){j=Number(l);return k}return j};k.apply=function(l,q){c(q.root);for(l=l;l;l=l.next)d(q.root, +l,q.xMin,q.yMin,q.xMax,q.yMax)};return k};pv.Force.drag=function(b){var c={};arguments.length||(b=0.1);c.constant=function(d){if(arguments.length){b=d;return c}return b};c.apply=function(d){if(b)for(d=d;d;d=d.next){d.fx-=b*d.vx;d.fy-=b*d.vy}};return c}; +pv.Force.spring=function(b){var c=0.1,d=20,f,g,h={};arguments.length||(b=0.1);h.links=function(i){if(arguments.length){f=i;g=i.map(function(j){return 1/Math.sqrt(Math.max(j.sourceNode.linkDegree,j.targetNode.linkDegree))});return h}return f};h.constant=function(i){if(arguments.length){b=Number(i);return h}return b};h.damping=function(i){if(arguments.length){c=Number(i);return h}return c};h.length=function(i){if(arguments.length){d=Number(i);return h}return d};h.apply=function(){for(var i=0;ig,o=sh){l.c1&&u&&c(l.c1,q,n,p,s,t);l.c2&&o&&c(l.c2,q,s,p,m,t)}if(x){l.c3&&u&&c(l.c3,q,n,t,s,r);l.c4&&o&&c(l.c4,q,s,t,m,r)}}if(l.p&&l.p!=q){n=q.x-l.p.x;p=q.y-l.p.y;m=Math.sqrt(n*n+p*p);r=f+b(l.p);if(mm)m=p}for(var r=0;rc.max?c.max:g.x;if(d)for(g=f;g;g=g.next)g.y=g.yd.max?d.max:g.y};return b};pv.Layout=function(){pv.Panel.call(this)};pv.Layout.prototype=pv.extend(pv.Panel); +pv.Layout.prototype.property=function(b,c){if(!this.hasOwnProperty("properties"))this.properties=pv.extend(this.properties);this.properties[b]=true;this.propertyMethod(b,false,pv.Mark.cast[b]=c);return this}; +pv.Layout.Network=function(){pv.Layout.call(this);var b=this;this.$id=pv.id();(this.node=(new pv.Mark).data(function(){return b.nodes()}).strokeStyle("#1f77b4").fillStyle("#fff").left(function(c){return c.x}).top(function(c){return c.y})).parent=this;this.link=(new pv.Mark).extend(this.node).data(function(c){return[c.sourceNode,c.targetNode]}).fillStyle(null).lineWidth(function(c,d){return d.linkValue*1.5}).strokeStyle("rgba(0,0,0,.2)");this.link.add=function(c){return b.add(pv.Panel).data(function(){return b.links()}).add(c).extend(this)}; +(this.label=(new pv.Mark).extend(this.node).textMargin(7).textBaseline("middle").text(function(c){return c.nodeName||c.nodeValue}).textAngle(function(c){c=c.midAngle;return pv.Wedge.upright(c)?c:c+Math.PI}).textAlign(function(c){return pv.Wedge.upright(c.midAngle)?"left":"right"})).parent=this}; +pv.Layout.Network.prototype=pv.extend(pv.Layout).property("nodes",function(b){return b.map(function(c,d){if(typeof c!="object")c={nodeValue:c};c.index=d;return c})}).property("links",function(b){return b.map(function(c){if(isNaN(c.linkValue))c.linkValue=isNaN(c.value)?1:c.value;return c})});pv.Layout.Network.prototype.reset=function(){this.$id=pv.id();return this};pv.Layout.Network.prototype.buildProperties=function(b,c){if((b.$id||0)=this.$id)return true;b.$id=this.$id;b.nodes.forEach(function(c){c.linkDegree=0});b.links.forEach(function(c){var d=c.linkValue;(c.sourceNode||(c.sourceNode=b.nodes[c.source])).linkDegree+=d;(c.targetNode||(c.targetNode=b.nodes[c.target])).linkDegree+=d})};pv.Layout.Hierarchy=function(){pv.Layout.Network.call(this);this.link.strokeStyle("#ccc")};pv.Layout.Hierarchy.prototype=pv.extend(pv.Layout.Network); +pv.Layout.Hierarchy.prototype.buildImplied=function(b){if(!b.links)b.links=pv.Layout.Hierarchy.links.call(this);pv.Layout.Network.prototype.buildImplied.call(this,b)};pv.Layout.Hierarchy.links=function(){return this.nodes().filter(function(b){return b.parentNode}).map(function(b){return{sourceNode:b,targetNode:b.parentNode,linkValue:1}})}; +pv.Layout.Hierarchy.NodeLink={buildImplied:function(b){function c(m){return m.parentNode?m.depth*(n-q)+q:0}function d(m){return m.parentNode?(m.breadth-0.25)*2*Math.PI:0}function f(m){switch(i){case "left":return m.depth*k;case "right":return k-m.depth*k;case "top":return m.breadth*k;case "bottom":return k-m.breadth*k;case "radial":return k/2+c(m)*Math.cos(m.midAngle)}}function g(m){switch(i){case "left":return m.breadth*l;case "right":return l-m.breadth*l;case "top":return m.depth*l;case "bottom":return l- +m.depth*l;case "radial":return l/2+c(m)*Math.sin(m.midAngle)}}var h=b.nodes,i=b.orient,j=/^(top|bottom)$/.test(i),k=b.width,l=b.height;if(i=="radial"){var q=b.innerRadius,n=b.outerRadius;if(q==null)q=0;if(n==null)n=Math.min(k,l)/2}for(b=0;bb.dy?0:-Math.PI/2});(this.leaf=(new pv.Mark).extend(this.node).fillStyle(null).strokeStyle(null).visible(function(b){return!b.firstChild})).parent= +this;delete this.link};pv.Layout.Treemap.prototype=pv.extend(pv.Layout.Hierarchy).property("round",Boolean).property("paddingLeft",Number).property("paddingRight",Number).property("paddingTop",Number).property("paddingBottom",Number).property("mode",String).property("order",String);a=pv.Layout.Treemap.prototype;a.defaults=(new pv.Layout.Treemap).extend(pv.Layout.Hierarchy.prototype.defaults).mode("squarify").order("ascending");a.padding=function(b){return this.paddingLeft(b).paddingRight(b).paddingTop(b).paddingBottom(b)}; +a.$size=function(b){return Number(b.nodeValue)};a.size=function(b){this.$size=pv.functor(b);return this}; +a.buildImplied=function(b){function c(r,s,t,x,u,o,v){for(var w=0,y=0;wt)t=v;u+=v}u*=u;s*=s;return Math.max(s*t/u,u/(s*x))}function f(r,s){function t(A){var D=o==y,G=pv.sum(A,n),E=y?p(G/y):0;c(A,G,D,x,u,D?o:E,D?E:v);if(D){u+=E;v-=E}else{x+= +E;o-=E}y=Math.min(o,v);return D}var x=r.x+j,u=r.y+l,o=r.dx-j-k,v=r.dy-l-q;if(m!="squarify")c(r.childNodes,r.size,m=="slice"?true:m=="dice"?false:s&1,x,u,o,v);else{var w=[];s=Infinity;var y=Math.min(o,v),z=o*v/r.size;if(!(r.size<=0)){r.visitBefore(function(A){A.size*=z});for(r=r.childNodes.slice();r.length;){var C=r[r.length-1];if(C.size){w.push(C);z=d(w,y);if(z<=s){r.pop();s=z}else{w.pop();t(w);w.length=0;s=Infinity}}else r.pop()}if(t(w))for(s=0;s0){i(k(C,o,v),o,B);A+=B;D+=B}G+=C.mod;A+=y.mod;E+=w.mod;D+=z.mod;C=h(C);y=g(y)}if(C&&!h(z)){z.thread=C;z.mod+=G-D}if(y&&!g(w)){w.thread=y;w.mod+=A-E;v=o}}return v}function g(o){return o.firstChild||o.thread}function h(o){return o.lastChild||o.thread}function i(o,v,w){var y=v.number-o.number;v.change-=w/y;v.shift+=w;o.change+= +w/y;v.prelim+=w;v.mod+=w}function j(o){var v=0,w=0;for(o=o.lastChild;o;o=o.previousSibling){o.prelim+=v;o.mod+=v;w+=o.change;v+=o.shift+w}}function k(o,v,w){return o.ancestor.parentNode==v.parentNode?o.ancestor:w}function l(o,v){return(v?1:t+1)/(m=="radial"?o:1)}function q(o){return m=="radial"?o.breadth/r:0}function n(o){switch(m){case "left":return o.depth;case "right":return x-o.depth;case "top":case "bottom":return o.breadth+x/2;case "radial":return x/2+o.depth*Math.cos(q(o))}}function p(o){switch(m){case "left":case "right":return o.breadth+ +u/2;case "top":return o.depth;case "bottom":return u-o.depth;case "radial":return u/2+o.depth*Math.sin(q(o))}}if(!pv.Layout.Hierarchy.prototype.buildImplied.call(this,b)){var m=b.orient,r=b.depth,s=b.breadth,t=b.group,x=b.width,u=b.height;b=b.nodes[0];b.visitAfter(function(o,v){o.ancestor=o;o.prelim=0;o.mod=0;o.change=0;o.shift=0;o.number=o.previousSibling?o.previousSibling.number+1:0;o.depth=v});c(b);d(b,-b.prelim,0);b.visitAfter(function(o){o.breadth*=s;o.depth*=r;o.midAngle=q(o);o.x=n(o);o.y=p(o); +if(o.firstChild)o.midAngle+=Math.PI;delete o.breadth;delete o.depth;delete o.ancestor;delete o.prelim;delete o.mod;delete o.change;delete o.shift;delete o.number;delete o.thread})}};pv.Layout.Indent=function(){pv.Layout.Hierarchy.call(this);this.link.interpolate("step-after")};pv.Layout.Indent.prototype=pv.extend(pv.Layout.Hierarchy).property("depth",Number).property("breadth",Number);pv.Layout.Indent.prototype.defaults=(new pv.Layout.Indent).extend(pv.Layout.Hierarchy.prototype.defaults).depth(15).breadth(15); +pv.Layout.Indent.prototype.buildImplied=function(b){function c(i,j,k){i.x=g+k++*f;i.y=h+j++*d;i.midAngle=0;for(i=i.firstChild;i;i=i.nextSibling)j=c(i,j,k);return j}if(!pv.Layout.Hierarchy.prototype.buildImplied.call(this,b)){var d=b.breadth,f=b.depth,g=0,h=0;c(b.nodes[0],1,1)}};pv.Layout.Pack=function(){pv.Layout.Hierarchy.call(this);this.node.radius(function(b){return b.radius}).strokeStyle("rgb(31, 119, 180)").fillStyle("rgba(31, 119, 180, .25)");this.label.textAlign("center");delete this.link}; +pv.Layout.Pack.prototype=pv.extend(pv.Layout.Hierarchy).property("spacing",Number).property("order",String);pv.Layout.Pack.prototype.defaults=(new pv.Layout.Pack).extend(pv.Layout.Hierarchy.prototype.defaults).spacing(1).order("ascending");pv.Layout.Pack.prototype.$radius=function(){return 1};pv.Layout.Pack.prototype.size=function(b){this.$radius=typeof b=="function"?function(){return Math.sqrt(b.apply(this,arguments))}:(b=Math.sqrt(b),function(){return b});return this}; +pv.Layout.Pack.prototype.buildImplied=function(b){function c(n){var p=pv.Mark.stack;p.unshift(null);for(var m=0,r=n.length;m0.0010}var t=Infinity,x=-Infinity,u=Infinity,o=-Infinity,v,w,y,z,C;v=n[0];v.x=-v.radius;v.y=0;p(v);if(n.length>1){w=n[1];w.x=w.radius;w.y=0;p(w);if(n.length>2){y=n[2];g(v,w,y);p(y);m(v,y);v.p= +y;m(y,w);w=v.n;for(var A=3;A0){r(v,z);w=z;A--}else if(D<0){r(z,w);v=z;A--}}}}v=(t+x)/2;w=(u+o)/2;for(A=y=0;An.min){n.sim.step(); +q=true}q&&d.render()},42)}else for(k=0;kg)g=j;i.size=i.firstChild?pv.sum(i.childNodes,function(k){return k.size}):c.$size.apply(c,(f[0]=i,f))});f.shift();switch(b.order){case "ascending":d.sort(function(i,j){return i.size-j.size});break;case "descending":d.sort(function(i,j){return j.size-i.size});break}var h=1/g;d.minBreadth=0;d.breadth= +0.5;d.maxBreadth=1;d.visitBefore(function(i){for(var j=i.minBreadth,k=i.maxBreadth-j,l=i.firstChild;l;l=l.nextSibling){l.minBreadth=j;l.maxBreadth=j+=l.size/i.size*k;l.breadth=(j+l.minBreadth)/2}});d.visitAfter(function(i,j){i.minDepth=(j-1)*h;i.maxDepth=i.depth=j*h});pv.Layout.Hierarchy.NodeLink.buildImplied.call(this,b)}};pv.Layout.Partition.Fill=function(){pv.Layout.Partition.call(this);pv.Layout.Hierarchy.Fill.constructor.call(this)};pv.Layout.Partition.Fill.prototype=pv.extend(pv.Layout.Partition); +pv.Layout.Partition.Fill.prototype.buildImplied=function(b){pv.Layout.Partition.prototype.buildImplied.call(this,b)||pv.Layout.Hierarchy.Fill.buildImplied.call(this,b)};pv.Layout.Arc=function(){pv.Layout.Network.call(this);var b,c,d,f=this.buildImplied;this.buildImplied=function(g){f.call(this,g);c=g.directed;b=g.orient=="radial"?"linear":"polar";d=g.orient=="right"||g.orient=="top"};this.link.data(function(g){var h=g.sourceNode;g=g.targetNode;return d!=(c||h.breadth>1)*f:null}).bottom(function(k,l){return d=="mirror"?l&1?null:(l+1>>1)*-f:(l&1||-1)*(l+1>>1)*f}).fillStyle(function(k,l){return(l&1?h:i)((l>>1)+1)});this.band.add=function(k){return b.add(pv.Panel).extend(c).add(k).extend(this)}};pv.Layout.Horizon.prototype=pv.extend(pv.Layout).property("bands",Number).property("mode",String).property("backgroundStyle",pv.color).property("positiveStyle",pv.color).property("negativeStyle",pv.color); +pv.Layout.Horizon.prototype.defaults=(new pv.Layout.Horizon).extend(pv.Layout.prototype.defaults).bands(2).mode("offset").backgroundStyle("white").positiveStyle("#1f77b4").negativeStyle("#d62728"); +pv.Layout.Rollup=function(){pv.Layout.Network.call(this);var b=this,c,d,f=b.buildImplied;this.buildImplied=function(g){f.call(this,g);c=g.$rollup.nodes;d=g.$rollup.links};this.node.data(function(){return c}).size(function(g){return g.nodes.length*20});this.link.interpolate("polar").eccentricity(0.8);this.link.add=function(g){return b.add(pv.Panel).data(function(){return d}).add(g).extend(this)}};pv.Layout.Rollup.prototype=pv.extend(pv.Layout.Network).property("directed",Boolean); +pv.Layout.Rollup.prototype.x=function(b){this.$x=pv.functor(b);return this};pv.Layout.Rollup.prototype.y=function(b){this.$y=pv.functor(b);return this}; +pv.Layout.Rollup.prototype.buildImplied=function(b){function c(r){return i[r]+","+j[r]}if(!pv.Layout.Network.prototype.buildImplied.call(this,b)){var d=b.nodes,f=b.links,g=b.directed,h=d.length,i=[],j=[],k=0,l={},q={},n=pv.Mark.stack,p={parent:this};n.unshift(null);for(var m=0;mk.index?k.index+","+d.index:d.index+","+k.index;(n=q[h])||(n=q[h]={sourceNode:d,targetNode:k,linkValue:0,links:[]});n.links.push(f[m]);n.linkValue+=f[m].linkValue}b.$rollup={nodes:pv.values(l),links:pv.values(q)}}}; +pv.Layout.Matrix=function(){pv.Layout.Network.call(this);var b,c,d,f,g,h=this.buildImplied;this.buildImplied=function(i){h.call(this,i);b=i.nodes.length;c=i.width/b;d=i.height/b;f=i.$matrix.labels;g=i.$matrix.pairs};this.link.data(function(){return g}).left(function(){return c*(this.index%b)}).top(function(){return d*Math.floor(this.index/b)}).width(function(){return c}).height(function(){return d}).lineWidth(1.5).strokeStyle("#fff").fillStyle(function(i){return i.linkValue?"#555":"#eee"}).parent= +this;delete this.link.add;this.label.data(function(){return f}).left(function(){return this.index&1?c*((this.index>>1)+0.5):0}).top(function(){return this.index&1?0:d*((this.index>>1)+0.5)}).textMargin(4).textAlign(function(){return this.index&1?"left":"right"}).textAngle(function(){return this.index&1?-Math.PI/2:0});delete this.node};pv.Layout.Matrix.prototype=pv.extend(pv.Layout.Network).property("directed",Boolean);pv.Layout.Matrix.prototype.sort=function(b){this.$sort=b;return this}; +pv.Layout.Matrix.prototype.buildImplied=function(b){if(!pv.Layout.Network.prototype.buildImplied.call(this,b)){var c=b.nodes,d=b.links,f=this.$sort,g=c.length,h=pv.range(g),i=[],j=[],k={};b.$matrix={labels:i,pairs:j};f&&h.sort(function(m,r){return f(c[m],c[r])});for(var l=0;lk)l=null;if(g){if(l&&g.scene==l.scene&&g.index==l.index)return;pv.Mark.dispatch("unpoint",g.scene,g.index)}if(g=l){pv.Mark.dispatch("point",l.scene,l.index);pv.listen(this.root.canvas(),"mouseout",f)}}function f(l){if(g&&!pv.ancestor(this,l.relatedTarget)){pv.Mark.dispatch("unpoint",g.scene,g.index);g=null}}var g,h=null,i=1,j=1,k=arguments.length?b*b:900;d.collapse=function(l){if(arguments.length){h=String(l);switch(h){case "y":i= +1;j=0;break;case "x":i=0;j=1;break;default:j=i=1;break}return d}return h};return d}; +pv.Behavior.select=function(){function b(j){g=this.index;f=this.scene;i=this.mouse();h=j;h.x=i.x;h.y=i.y;h.dx=h.dy=0;pv.Mark.dispatch("selectstart",f,g)}function c(){if(f){f.mark.context(f,g,function(){var j=this.mouse();h.x=Math.max(0,Math.min(i.x,j.x));h.y=Math.max(0,Math.min(i.y,j.y));h.dx=Math.min(this.width(),Math.max(j.x,i.x))-h.x;h.dy=Math.min(this.height(),Math.max(j.y,i.y))-h.y;this.render()});pv.Mark.dispatch("select",f,g)}}function d(){if(f){pv.Mark.dispatch("selectend",f,g);f=null}}var f, +g,h,i;pv.listen(window,"mousemove",c);pv.listen(window,"mouseup",d);return b}; +pv.Behavior.resize=function(b){function c(k){h=this.index;g=this.scene;j=this.mouse();i=k;switch(b){case "left":j.x=i.x+i.dx;break;case "right":j.x=i.x;break;case "top":j.y=i.y+i.dy;break;case "bottom":j.y=i.y;break}pv.Mark.dispatch("resizestart",g,h)}function d(){if(g){g.mark.context(g,h,function(){var k=this.mouse();i.x=Math.max(0,Math.min(j.x,k.x));i.y=Math.max(0,Math.min(j.y,k.y));i.dx=Math.min(this.parent.width(),Math.max(k.x,j.x))-i.x;i.dy=Math.min(this.parent.height(),Math.max(k.y,j.y))-i.y; +this.render()});pv.Mark.dispatch("resize",g,h)}}function 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b/custom_nodes/ComfyUI-KJNodes/nodes/audioscheduler_nodes.py @@ -0,0 +1,251 @@ +# to be used with https://github.com/a1lazydog/ComfyUI-AudioScheduler +import torch +from torchvision.transforms import functional as TF +from PIL import Image, ImageDraw +import numpy as np +from ..utility.utility import pil2tensor +from nodes import MAX_RESOLUTION + +class NormalizedAmplitudeToMask: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "normalized_amp": ("NORMALIZED_AMPLITUDE",), + "width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_offset": ("INT", {"default": 0,"min": -255, "max": 255, "step": 1}), + "location_x": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "location_y": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "size": ("INT", {"default": 128,"min": 8, "max": 4096, "step": 1}), + "shape": ( + [ + 'none', + 'circle', + 'square', + 'triangle', + ], + { + "default": 'none' + }), + "color": ( + [ + 'white', + 'amplitude', + ], + { + "default": 'amplitude' + }), + },} + + CATEGORY = "KJNodes/audio" + RETURN_TYPES = ("MASK",) + FUNCTION = "convert" + DESCRIPTION = """ +Works as a bridge to the AudioScheduler -nodes: +https://github.com/a1lazydog/ComfyUI-AudioScheduler +Creates masks based on the normalized amplitude. +""" + + def convert(self, normalized_amp, width, height, frame_offset, shape, location_x, location_y, size, color): + # Ensure normalized_amp is an array and within the range [0, 1] + normalized_amp = np.clip(normalized_amp, 0.0, 1.0) + + # Offset the amplitude values by rolling the array + normalized_amp = np.roll(normalized_amp, frame_offset) + + # Initialize an empty list to hold the image tensors + out = [] + # Iterate over each amplitude value to create an image + for amp in normalized_amp: + # Scale the amplitude value to cover the full range of grayscale values + if color == 'amplitude': + grayscale_value = int(amp * 255) + elif color == 'white': + grayscale_value = 255 + # Convert the grayscale value to an RGB format + gray_color = (grayscale_value, grayscale_value, grayscale_value) + finalsize = size * amp + + if shape == 'none': + shapeimage = Image.new("RGB", (width, height), gray_color) + else: + shapeimage = Image.new("RGB", (width, height), "black") + + draw = ImageDraw.Draw(shapeimage) + if shape == 'circle' or shape == 'square': + # Define the bounding box for the shape + left_up_point = (location_x - finalsize, location_y - finalsize) + right_down_point = (location_x + finalsize,location_y + finalsize) + two_points = [left_up_point, right_down_point] + + if shape == 'circle': + draw.ellipse(two_points, fill=gray_color) + elif shape == 'square': + draw.rectangle(two_points, fill=gray_color) + + elif shape == 'triangle': + # Define the points for the triangle + left_up_point = (location_x - finalsize, location_y + finalsize) # bottom left + right_down_point = (location_x + finalsize, location_y + finalsize) # bottom right + top_point = (location_x, location_y) # top point + draw.polygon([top_point, left_up_point, right_down_point], fill=gray_color) + + shapeimage = pil2tensor(shapeimage) + mask = shapeimage[:, :, :, 0] + out.append(mask) + + return (torch.cat(out, dim=0),) + +class NormalizedAmplitudeToFloatList: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "normalized_amp": ("NORMALIZED_AMPLITUDE",), + },} + + CATEGORY = "KJNodes/audio" + RETURN_TYPES = ("FLOAT",) + FUNCTION = "convert" + DESCRIPTION = """ +Works as a bridge to the AudioScheduler -nodes: +https://github.com/a1lazydog/ComfyUI-AudioScheduler +Creates a list of floats from the normalized amplitude. +""" + + def convert(self, normalized_amp): + # Ensure normalized_amp is an array and within the range [0, 1] + normalized_amp = np.clip(normalized_amp, 0.0, 1.0) + return (normalized_amp.tolist(),) + +class OffsetMaskByNormalizedAmplitude: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "normalized_amp": ("NORMALIZED_AMPLITUDE",), + "mask": ("MASK",), + "x": ("INT", { "default": 0, "min": -4096, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "y": ("INT", { "default": 0, "min": -4096, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "rotate": ("BOOLEAN", { "default": False }), + "angle_multiplier": ("FLOAT", { "default": 0.0, "min": -1.0, "max": 1.0, "step": 0.001, "display": "number" }), + } + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("mask",) + FUNCTION = "offset" + CATEGORY = "KJNodes/audio" + DESCRIPTION = """ +Works as a bridge to the AudioScheduler -nodes: +https://github.com/a1lazydog/ComfyUI-AudioScheduler +Offsets masks based on the normalized amplitude. +""" + + def offset(self, mask, x, y, angle_multiplier, rotate, normalized_amp): + + # Ensure normalized_amp is an array and within the range [0, 1] + offsetmask = mask.clone() + normalized_amp = np.clip(normalized_amp, 0.0, 1.0) + + batch_size, height, width = mask.shape + + if rotate: + for i in range(batch_size): + rotation_amp = int(normalized_amp[i] * (360 * angle_multiplier)) + rotation_angle = rotation_amp + offsetmask[i] = TF.rotate(offsetmask[i].unsqueeze(0), rotation_angle).squeeze(0) + if x != 0 or y != 0: + for i in range(batch_size): + offset_amp = normalized_amp[i] * 10 + shift_x = min(x*offset_amp, width-1) + shift_y = min(y*offset_amp, height-1) + if shift_x != 0: + offsetmask[i] = torch.roll(offsetmask[i], shifts=int(shift_x), dims=1) + if shift_y != 0: + offsetmask[i] = torch.roll(offsetmask[i], shifts=int(shift_y), dims=0) + + return offsetmask, + +class ImageTransformByNormalizedAmplitude: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "normalized_amp": ("NORMALIZED_AMPLITUDE",), + "zoom_scale": ("FLOAT", { "default": 0.0, "min": -1.0, "max": 1.0, "step": 0.001, "display": "number" }), + "x_offset": ("INT", { "default": 0, "min": (1 -MAX_RESOLUTION), "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "y_offset": ("INT", { "default": 0, "min": (1 -MAX_RESOLUTION), "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "cumulative": ("BOOLEAN", { "default": False }), + "image": ("IMAGE",), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "amptransform" + CATEGORY = "KJNodes/audio" + DESCRIPTION = """ +Works as a bridge to the AudioScheduler -nodes: +https://github.com/a1lazydog/ComfyUI-AudioScheduler +Transforms image based on the normalized amplitude. +""" + + def amptransform(self, image, normalized_amp, zoom_scale, cumulative, x_offset, y_offset): + # Ensure normalized_amp is an array and within the range [0, 1] + normalized_amp = np.clip(normalized_amp, 0.0, 1.0) + transformed_images = [] + + # Initialize the cumulative zoom factor + prev_amp = 0.0 + + for i in range(image.shape[0]): + img = image[i] # Get the i-th image in the batch + amp = normalized_amp[i] # Get the corresponding amplitude value + + # Incrementally increase the cumulative zoom factor + if cumulative: + prev_amp += amp + amp += prev_amp + + # Convert the image tensor from BxHxWxC to CxHxW format expected by torchvision + img = img.permute(2, 0, 1) + + # Convert PyTorch tensor to PIL Image for processing + pil_img = TF.to_pil_image(img) + + # Calculate the crop size based on the amplitude + width, height = pil_img.size + crop_size = int(min(width, height) * (1 - amp * zoom_scale)) + crop_size = max(crop_size, 1) + + # Calculate the crop box coordinates (centered crop) + left = (width - crop_size) // 2 + top = (height - crop_size) // 2 + right = (width + crop_size) // 2 + bottom = (height + crop_size) // 2 + + # Crop and resize back to original size + cropped_img = TF.crop(pil_img, top, left, crop_size, crop_size) + resized_img = TF.resize(cropped_img, (height, width)) + + # Convert back to tensor in CxHxW format + tensor_img = TF.to_tensor(resized_img) + + # Convert the tensor back to BxHxWxC format + tensor_img = tensor_img.permute(1, 2, 0) + + # Offset the image based on the amplitude + offset_amp = amp * 10 # Calculate the offset magnitude based on the amplitude + shift_x = min(x_offset * offset_amp, img.shape[1] - 1) # Calculate the shift in x direction + shift_y = min(y_offset * offset_amp, img.shape[0] - 1) # Calculate the shift in y direction + + # Apply the offset to the image tensor + if shift_x != 0: + tensor_img = torch.roll(tensor_img, shifts=int(shift_x), dims=1) + if shift_y != 0: + tensor_img = torch.roll(tensor_img, shifts=int(shift_y), dims=0) + + # Add to the list + transformed_images.append(tensor_img) + + # Stack all transformed images into a batch + transformed_batch = torch.stack(transformed_images) + + return (transformed_batch,) \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/batchcrop_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/batchcrop_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..304ff1265770265fe4786e424a05f372daaf1f03 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/batchcrop_nodes.py @@ -0,0 +1,768 @@ +from ..utility.utility import tensor2pil, pil2tensor +from PIL import Image, ImageDraw, ImageFilter +import numpy as np +import torch +from torchvision.transforms import Resize, CenterCrop, InterpolationMode +import math + +#based on nodes from mtb https://github.com/melMass/comfy_mtb + +def bbox_to_region(bbox, target_size=None): + bbox = bbox_check(bbox, target_size) + return (bbox[0], bbox[1], bbox[0] + bbox[2], bbox[1] + bbox[3]) + +def bbox_check(bbox, target_size=None): + if not target_size: + return bbox + + new_bbox = ( + bbox[0], + bbox[1], + min(target_size[0] - bbox[0], bbox[2]), + min(target_size[1] - bbox[1], bbox[3]), + ) + return new_bbox + +class BatchCropFromMask: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "original_images": ("IMAGE",), + "masks": ("MASK",), + "crop_size_mult": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.001}), + "bbox_smooth_alpha": ("FLOAT", {"default": 0.5, "min": 0.0, "max": 1.0, "step": 0.01}), + }, + } + + RETURN_TYPES = ( + "IMAGE", + "IMAGE", + "BBOX", + "INT", + "INT", + ) + RETURN_NAMES = ( + "original_images", + "cropped_images", + "bboxes", + "width", + "height", + ) + FUNCTION = "crop" + CATEGORY = "KJNodes/masking" + + def smooth_bbox_size(self, prev_bbox_size, curr_bbox_size, alpha): + if alpha == 0: + return prev_bbox_size + return round(alpha * curr_bbox_size + (1 - alpha) * prev_bbox_size) + + def smooth_center(self, prev_center, curr_center, alpha=0.5): + if alpha == 0: + return prev_center + return ( + round(alpha * curr_center[0] + (1 - alpha) * prev_center[0]), + round(alpha * curr_center[1] + (1 - alpha) * prev_center[1]) + ) + + def crop(self, masks, original_images, crop_size_mult, bbox_smooth_alpha): + + bounding_boxes = [] + cropped_images = [] + + self.max_bbox_width = 0 + self.max_bbox_height = 0 + + # First, calculate the maximum bounding box size across all masks + curr_max_bbox_width = 0 + curr_max_bbox_height = 0 + for mask in masks: + _mask = tensor2pil(mask)[0] + non_zero_indices = np.nonzero(np.array(_mask)) + min_x, max_x = np.min(non_zero_indices[1]), np.max(non_zero_indices[1]) + min_y, max_y = np.min(non_zero_indices[0]), np.max(non_zero_indices[0]) + width = max_x - min_x + height = max_y - min_y + curr_max_bbox_width = max(curr_max_bbox_width, width) + curr_max_bbox_height = max(curr_max_bbox_height, height) + + # Smooth the changes in the bounding box size + self.max_bbox_width = self.smooth_bbox_size(self.max_bbox_width, curr_max_bbox_width, bbox_smooth_alpha) + self.max_bbox_height = self.smooth_bbox_size(self.max_bbox_height, curr_max_bbox_height, bbox_smooth_alpha) + + # Apply the crop size multiplier + self.max_bbox_width = round(self.max_bbox_width * crop_size_mult) + self.max_bbox_height = round(self.max_bbox_height * crop_size_mult) + bbox_aspect_ratio = self.max_bbox_width / self.max_bbox_height + + # Then, for each mask and corresponding image... + for i, (mask, img) in enumerate(zip(masks, original_images)): + _mask = tensor2pil(mask)[0] + non_zero_indices = np.nonzero(np.array(_mask)) + min_x, max_x = np.min(non_zero_indices[1]), np.max(non_zero_indices[1]) + min_y, max_y = np.min(non_zero_indices[0]), np.max(non_zero_indices[0]) + + # Calculate center of bounding box + center_x = np.mean(non_zero_indices[1]) + center_y = np.mean(non_zero_indices[0]) + curr_center = (round(center_x), round(center_y)) + + # If this is the first frame, initialize prev_center with curr_center + if not hasattr(self, 'prev_center'): + self.prev_center = curr_center + + # Smooth the changes in the center coordinates from the second frame onwards + if i > 0: + center = self.smooth_center(self.prev_center, curr_center, bbox_smooth_alpha) + else: + center = curr_center + + # Update prev_center for the next frame + self.prev_center = center + + # Create bounding box using max_bbox_width and max_bbox_height + half_box_width = round(self.max_bbox_width / 2) + half_box_height = round(self.max_bbox_height / 2) + min_x = max(0, center[0] - half_box_width) + max_x = min(img.shape[1], center[0] + half_box_width) + min_y = max(0, center[1] - half_box_height) + max_y = min(img.shape[0], center[1] + half_box_height) + + # Append bounding box coordinates + bounding_boxes.append((min_x, min_y, max_x - min_x, max_y - min_y)) + + # Crop the image from the bounding box + cropped_img = img[min_y:max_y, min_x:max_x, :] + + # Calculate the new dimensions while maintaining the aspect ratio + new_height = min(cropped_img.shape[0], self.max_bbox_height) + new_width = round(new_height * bbox_aspect_ratio) + + # Resize the image + resize_transform = Resize((new_height, new_width)) + resized_img = resize_transform(cropped_img.permute(2, 0, 1)) + + # Perform the center crop to the desired size + crop_transform = CenterCrop((self.max_bbox_height, self.max_bbox_width)) # swap the order here if necessary + cropped_resized_img = crop_transform(resized_img) + + cropped_images.append(cropped_resized_img.permute(1, 2, 0)) + + cropped_out = torch.stack(cropped_images, dim=0) + + return (original_images, cropped_out, bounding_boxes, self.max_bbox_width, self.max_bbox_height, ) + +class BatchUncrop: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "original_images": ("IMAGE",), + "cropped_images": ("IMAGE",), + "bboxes": ("BBOX",), + "border_blending": ("FLOAT", {"default": 0.25, "min": 0.0, "max": 1.0, "step": 0.01}, ), + "crop_rescale": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "border_top": ("BOOLEAN", {"default": True}), + "border_bottom": ("BOOLEAN", {"default": True}), + "border_left": ("BOOLEAN", {"default": True}), + "border_right": ("BOOLEAN", {"default": True}), + } + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "uncrop" + + CATEGORY = "KJNodes/masking" + + def uncrop(self, original_images, cropped_images, bboxes, border_blending, crop_rescale, border_top, border_bottom, border_left, border_right): + def inset_border(image, border_width, border_color, border_top, border_bottom, border_left, border_right): + draw = ImageDraw.Draw(image) + width, height = image.size + if border_top: + draw.rectangle((0, 0, width, border_width), fill=border_color) + if border_bottom: + draw.rectangle((0, height - border_width, width, height), fill=border_color) + if border_left: + draw.rectangle((0, 0, border_width, height), fill=border_color) + if border_right: + draw.rectangle((width - border_width, 0, width, height), fill=border_color) + return image + + if len(original_images) != len(cropped_images): + raise ValueError(f"The number of original_images ({len(original_images)}) and cropped_images ({len(cropped_images)}) should be the same") + + # Ensure there are enough bboxes, but drop the excess if there are more bboxes than images + if len(bboxes) > len(original_images): + print(f"Warning: Dropping excess bounding boxes. Expected {len(original_images)}, but got {len(bboxes)}") + bboxes = bboxes[:len(original_images)] + elif len(bboxes) < len(original_images): + raise ValueError("There should be at least as many bboxes as there are original and cropped images") + + input_images = tensor2pil(original_images) + crop_imgs = tensor2pil(cropped_images) + + out_images = [] + for i in range(len(input_images)): + img = input_images[i] + crop = crop_imgs[i] + bbox = bboxes[i] + + # uncrop the image based on the bounding box + bb_x, bb_y, bb_width, bb_height = bbox + + paste_region = bbox_to_region((bb_x, bb_y, bb_width, bb_height), img.size) + + # scale factors + scale_x = crop_rescale + scale_y = crop_rescale + + # scaled paste_region + paste_region = (round(paste_region[0]*scale_x), round(paste_region[1]*scale_y), round(paste_region[2]*scale_x), round(paste_region[3]*scale_y)) + + # rescale the crop image to fit the paste_region + crop = crop.resize((round(paste_region[2]-paste_region[0]), round(paste_region[3]-paste_region[1]))) + crop_img = crop.convert("RGB") + + if border_blending > 1.0: + border_blending = 1.0 + elif border_blending < 0.0: + border_blending = 0.0 + + blend_ratio = (max(crop_img.size) / 2) * float(border_blending) + + blend = img.convert("RGBA") + mask = Image.new("L", img.size, 0) + + mask_block = Image.new("L", (paste_region[2]-paste_region[0], paste_region[3]-paste_region[1]), 255) + mask_block = inset_border(mask_block, round(blend_ratio / 2), (0), border_top, border_bottom, border_left, border_right) + + mask.paste(mask_block, paste_region) + blend.paste(crop_img, paste_region) + + mask = mask.filter(ImageFilter.BoxBlur(radius=blend_ratio / 4)) + mask = mask.filter(ImageFilter.GaussianBlur(radius=blend_ratio / 4)) + + blend.putalpha(mask) + img = Image.alpha_composite(img.convert("RGBA"), blend) + out_images.append(img.convert("RGB")) + + return (pil2tensor(out_images),) + +class BatchCropFromMaskAdvanced: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "original_images": ("IMAGE",), + "masks": ("MASK",), + "crop_size_mult": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "bbox_smooth_alpha": ("FLOAT", {"default": 0.5, "min": 0.0, "max": 1.0, "step": 0.01}), + }, + } + + RETURN_TYPES = ( + "IMAGE", + "IMAGE", + "MASK", + "IMAGE", + "MASK", + "BBOX", + "BBOX", + "INT", + "INT", + ) + RETURN_NAMES = ( + "original_images", + "cropped_images", + "cropped_masks", + "combined_crop_image", + "combined_crop_masks", + "bboxes", + "combined_bounding_box", + "bbox_width", + "bbox_height", + ) + FUNCTION = "crop" + CATEGORY = "KJNodes/masking" + + def smooth_bbox_size(self, prev_bbox_size, curr_bbox_size, alpha): + return round(alpha * curr_bbox_size + (1 - alpha) * prev_bbox_size) + + def smooth_center(self, prev_center, curr_center, alpha=0.5): + return (round(alpha * curr_center[0] + (1 - alpha) * prev_center[0]), + round(alpha * curr_center[1] + (1 - alpha) * prev_center[1])) + + def crop(self, masks, original_images, crop_size_mult, bbox_smooth_alpha): + bounding_boxes = [] + combined_bounding_box = [] + cropped_images = [] + cropped_masks = [] + cropped_masks_out = [] + combined_crop_out = [] + combined_cropped_images = [] + combined_cropped_masks = [] + + def calculate_bbox(mask): + non_zero_indices = np.nonzero(np.array(mask)) + + # handle empty masks + min_x, max_x, min_y, max_y = 0, 0, 0, 0 + if len(non_zero_indices[1]) > 0 and len(non_zero_indices[0]) > 0: + min_x, max_x = np.min(non_zero_indices[1]), np.max(non_zero_indices[1]) + min_y, max_y = np.min(non_zero_indices[0]), np.max(non_zero_indices[0]) + + width = max_x - min_x + height = max_y - min_y + bbox_size = max(width, height) + return min_x, max_x, min_y, max_y, bbox_size + + combined_mask = torch.max(masks, dim=0)[0] + _mask = tensor2pil(combined_mask)[0] + new_min_x, new_max_x, new_min_y, new_max_y, combined_bbox_size = calculate_bbox(_mask) + center_x = (new_min_x + new_max_x) / 2 + center_y = (new_min_y + new_max_y) / 2 + half_box_size = round(combined_bbox_size // 2) + new_min_x = max(0, round(center_x - half_box_size)) + new_max_x = min(original_images[0].shape[1], round(center_x + half_box_size)) + new_min_y = max(0, round(center_y - half_box_size)) + new_max_y = min(original_images[0].shape[0], round(center_y + half_box_size)) + + combined_bounding_box.append((new_min_x, new_min_y, new_max_x - new_min_x, new_max_y - new_min_y)) + + self.max_bbox_size = 0 + + # First, calculate the maximum bounding box size across all masks + curr_max_bbox_size = max(calculate_bbox(tensor2pil(mask)[0])[-1] for mask in masks) + # Smooth the changes in the bounding box size + self.max_bbox_size = self.smooth_bbox_size(self.max_bbox_size, curr_max_bbox_size, bbox_smooth_alpha) + # Apply the crop size multiplier + self.max_bbox_size = round(self.max_bbox_size * crop_size_mult) + # Make sure max_bbox_size is divisible by 16, if not, round it upwards so it is + self.max_bbox_size = math.ceil(self.max_bbox_size / 16) * 16 + + if self.max_bbox_size > original_images[0].shape[0] or self.max_bbox_size > original_images[0].shape[1]: + # max_bbox_size can only be as big as our input's width or height, and it has to be even + self.max_bbox_size = math.floor(min(original_images[0].shape[0], original_images[0].shape[1]) / 2) * 2 + + # Then, for each mask and corresponding image... + for i, (mask, img) in enumerate(zip(masks, original_images)): + _mask = tensor2pil(mask)[0] + non_zero_indices = np.nonzero(np.array(_mask)) + + # check for empty masks + if len(non_zero_indices[0]) > 0 and len(non_zero_indices[1]) > 0: + min_x, max_x = np.min(non_zero_indices[1]), np.max(non_zero_indices[1]) + min_y, max_y = np.min(non_zero_indices[0]), np.max(non_zero_indices[0]) + + # Calculate center of bounding box + center_x = np.mean(non_zero_indices[1]) + center_y = np.mean(non_zero_indices[0]) + curr_center = (round(center_x), round(center_y)) + + # If this is the first frame, initialize prev_center with curr_center + if not hasattr(self, 'prev_center'): + self.prev_center = curr_center + + # Smooth the changes in the center coordinates from the second frame onwards + if i > 0: + center = self.smooth_center(self.prev_center, curr_center, bbox_smooth_alpha) + else: + center = curr_center + + # Update prev_center for the next frame + self.prev_center = center + + # Create bounding box using max_bbox_size + half_box_size = self.max_bbox_size // 2 + min_x = max(0, center[0] - half_box_size) + max_x = min(img.shape[1], center[0] + half_box_size) + min_y = max(0, center[1] - half_box_size) + max_y = min(img.shape[0], center[1] + half_box_size) + + # Append bounding box coordinates + bounding_boxes.append((min_x, min_y, max_x - min_x, max_y - min_y)) + + # Crop the image from the bounding box + cropped_img = img[min_y:max_y, min_x:max_x, :] + cropped_mask = mask[min_y:max_y, min_x:max_x] + + # Resize the cropped image to a fixed size + new_size = max(cropped_img.shape[0], cropped_img.shape[1]) + resize_transform = Resize(new_size, interpolation=InterpolationMode.NEAREST, max_size=max(img.shape[0], img.shape[1])) + resized_mask = resize_transform(cropped_mask.unsqueeze(0).unsqueeze(0)).squeeze(0).squeeze(0) + resized_img = resize_transform(cropped_img.permute(2, 0, 1)) + # Perform the center crop to the desired size + # Constrain the crop to the smaller of our bbox or our image so we don't expand past the image dimensions. + crop_transform = CenterCrop((min(self.max_bbox_size, resized_img.shape[1]), min(self.max_bbox_size, resized_img.shape[2]))) + + cropped_resized_img = crop_transform(resized_img) + cropped_images.append(cropped_resized_img.permute(1, 2, 0)) + + cropped_resized_mask = crop_transform(resized_mask) + cropped_masks.append(cropped_resized_mask) + + combined_cropped_img = original_images[i][new_min_y:new_max_y, new_min_x:new_max_x, :] + combined_cropped_images.append(combined_cropped_img) + + combined_cropped_mask = masks[i][new_min_y:new_max_y, new_min_x:new_max_x] + combined_cropped_masks.append(combined_cropped_mask) + else: + bounding_boxes.append((0, 0, img.shape[1], img.shape[0])) + cropped_images.append(img) + cropped_masks.append(mask) + combined_cropped_images.append(img) + combined_cropped_masks.append(mask) + + cropped_out = torch.stack(cropped_images, dim=0) + combined_crop_out = torch.stack(combined_cropped_images, dim=0) + cropped_masks_out = torch.stack(cropped_masks, dim=0) + combined_crop_mask_out = torch.stack(combined_cropped_masks, dim=0) + + return (original_images, cropped_out, cropped_masks_out, combined_crop_out, combined_crop_mask_out, bounding_boxes, combined_bounding_box, self.max_bbox_size, self.max_bbox_size) + +class FilterZeroMasksAndCorrespondingImages: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "masks": ("MASK",), + }, + "optional": { + "original_images": ("IMAGE",), + }, + } + + RETURN_TYPES = ("MASK", "IMAGE", "IMAGE", "INDEXES",) + RETURN_NAMES = ("non_zero_masks_out", "non_zero_mask_images_out", "zero_mask_images_out", "zero_mask_images_out_indexes",) + FUNCTION = "filter" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Filter out all the empty (i.e. all zero) mask in masks +Also filter out all the corresponding images in original_images by indexes if provide + +original_images (optional): If provided, need have same length as masks. +""" + + def filter(self, masks, original_images=None): + non_zero_masks = [] + non_zero_mask_images = [] + zero_mask_images = [] + zero_mask_images_indexes = [] + + masks_num = len(masks) + also_process_images = False + if original_images is not None: + imgs_num = len(original_images) + if len(original_images) == masks_num: + also_process_images = True + else: + print(f"[WARNING] ignore input: original_images, due to number of original_images ({imgs_num}) is not equal to number of masks ({masks_num})") + + for i in range(masks_num): + non_zero_num = np.count_nonzero(np.array(masks[i])) + if non_zero_num > 0: + non_zero_masks.append(masks[i]) + if also_process_images: + non_zero_mask_images.append(original_images[i]) + else: + zero_mask_images.append(original_images[i]) + zero_mask_images_indexes.append(i) + + non_zero_masks_out = torch.stack(non_zero_masks, dim=0) + non_zero_mask_images_out = zero_mask_images_out = zero_mask_images_out_indexes = None + + if also_process_images: + non_zero_mask_images_out = torch.stack(non_zero_mask_images, dim=0) + if len(zero_mask_images) > 0: + zero_mask_images_out = torch.stack(zero_mask_images, dim=0) + zero_mask_images_out_indexes = zero_mask_images_indexes + + return (non_zero_masks_out, non_zero_mask_images_out, zero_mask_images_out, zero_mask_images_out_indexes) + +class InsertImageBatchByIndexes: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "images": ("IMAGE",), + "images_to_insert": ("IMAGE",), + "insert_indexes": ("INDEXES",), + }, + } + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("images_after_insert", ) + FUNCTION = "insert" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +This node is designed to be use with node FilterZeroMasksAndCorrespondingImages +It inserts the images_to_insert into images according to insert_indexes + +Returns: + images_after_insert: updated original images with origonal sequence order +""" + + def insert(self, images, images_to_insert, insert_indexes): + images_after_insert = images + + if images_to_insert is not None and insert_indexes is not None: + images_to_insert_num = len(images_to_insert) + insert_indexes_num = len(insert_indexes) + if images_to_insert_num == insert_indexes_num: + images_after_insert = [] + + i_images = 0 + for i in range(len(images) + images_to_insert_num): + if i in insert_indexes: + images_after_insert.append(images_to_insert[insert_indexes.index(i)]) + else: + images_after_insert.append(images[i_images]) + i_images += 1 + + images_after_insert = torch.stack(images_after_insert, dim=0) + + else: + print(f"[WARNING] skip this node, due to number of images_to_insert ({images_to_insert_num}) is not equal to number of insert_indexes ({insert_indexes_num})") + + + return (images_after_insert, ) + +class BatchUncropAdvanced: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "original_images": ("IMAGE",), + "cropped_images": ("IMAGE",), + "cropped_masks": ("MASK",), + "combined_crop_mask": ("MASK",), + "bboxes": ("BBOX",), + "border_blending": ("FLOAT", {"default": 0.25, "min": 0.0, "max": 1.0, "step": 0.01}, ), + "crop_rescale": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "use_combined_mask": ("BOOLEAN", {"default": False}), + "use_square_mask": ("BOOLEAN", {"default": True}), + }, + "optional": { + "combined_bounding_box": ("BBOX", {"default": None}), + }, + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "uncrop" + CATEGORY = "KJNodes/masking" + + + def uncrop(self, original_images, cropped_images, cropped_masks, combined_crop_mask, bboxes, border_blending, crop_rescale, use_combined_mask, use_square_mask, combined_bounding_box = None): + + def inset_border(image, border_width=20, border_color=(0)): + width, height = image.size + bordered_image = Image.new(image.mode, (width, height), border_color) + bordered_image.paste(image, (0, 0)) + draw = ImageDraw.Draw(bordered_image) + draw.rectangle((0, 0, width - 1, height - 1), outline=border_color, width=border_width) + return bordered_image + + if len(original_images) != len(cropped_images): + raise ValueError(f"The number of original_images ({len(original_images)}) and cropped_images ({len(cropped_images)}) should be the same") + + # Ensure there are enough bboxes, but drop the excess if there are more bboxes than images + if len(bboxes) > len(original_images): + print(f"Warning: Dropping excess bounding boxes. Expected {len(original_images)}, but got {len(bboxes)}") + bboxes = bboxes[:len(original_images)] + elif len(bboxes) < len(original_images): + raise ValueError("There should be at least as many bboxes as there are original and cropped images") + + crop_imgs = tensor2pil(cropped_images) + input_images = tensor2pil(original_images) + out_images = [] + + for i in range(len(input_images)): + img = input_images[i] + crop = crop_imgs[i] + bbox = bboxes[i] + + if use_combined_mask: + bb_x, bb_y, bb_width, bb_height = combined_bounding_box[0] + paste_region = bbox_to_region((bb_x, bb_y, bb_width, bb_height), img.size) + mask = combined_crop_mask[i] + else: + bb_x, bb_y, bb_width, bb_height = bbox + paste_region = bbox_to_region((bb_x, bb_y, bb_width, bb_height), img.size) + mask = cropped_masks[i] + + # scale paste_region + scale_x = scale_y = crop_rescale + paste_region = (round(paste_region[0]*scale_x), round(paste_region[1]*scale_y), round(paste_region[2]*scale_x), round(paste_region[3]*scale_y)) + + # rescale the crop image to fit the paste_region + crop = crop.resize((round(paste_region[2]-paste_region[0]), round(paste_region[3]-paste_region[1]))) + crop_img = crop.convert("RGB") + + #border blending + if border_blending > 1.0: + border_blending = 1.0 + elif border_blending < 0.0: + border_blending = 0.0 + + blend_ratio = (max(crop_img.size) / 2) * float(border_blending) + blend = img.convert("RGBA") + + if use_square_mask: + mask = Image.new("L", img.size, 0) + mask_block = Image.new("L", (paste_region[2]-paste_region[0], paste_region[3]-paste_region[1]), 255) + mask_block = inset_border(mask_block, round(blend_ratio / 2), (0)) + mask.paste(mask_block, paste_region) + else: + original_mask = tensor2pil(mask)[0] + original_mask = original_mask.resize((paste_region[2]-paste_region[0], paste_region[3]-paste_region[1])) + mask = Image.new("L", img.size, 0) + mask.paste(original_mask, paste_region) + + mask = mask.filter(ImageFilter.BoxBlur(radius=blend_ratio / 4)) + mask = mask.filter(ImageFilter.GaussianBlur(radius=blend_ratio / 4)) + + blend.paste(crop_img, paste_region) + blend.putalpha(mask) + + img = Image.alpha_composite(img.convert("RGBA"), blend) + out_images.append(img.convert("RGB")) + + return (pil2tensor(out_images),) + +class SplitBboxes: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "bboxes": ("BBOX",), + "index": ("INT", {"default": 0,"min": 0, "max": 99999999, "step": 1}), + }, + } + + RETURN_TYPES = ("BBOX","BBOX",) + RETURN_NAMES = ("bboxes_a","bboxes_b",) + FUNCTION = "splitbbox" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Splits the specified bbox list at the given index into two lists. +""" + + def splitbbox(self, bboxes, index): + bboxes_a = bboxes[:index] # Sub-list from the start of bboxes up to (but not including) the index + bboxes_b = bboxes[index:] # Sub-list from the index to the end of bboxes + + return (bboxes_a, bboxes_b,) + +class BboxToInt: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "bboxes": ("BBOX",), + "index": ("INT", {"default": 0,"min": 0, "max": 99999999, "step": 1}), + }, + } + + RETURN_TYPES = ("INT","INT","INT","INT","INT","INT",) + RETURN_NAMES = ("x_min","y_min","width","height", "center_x","center_y",) + FUNCTION = "bboxtoint" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Returns selected index from bounding box list as integers. +""" + def bboxtoint(self, bboxes, index): + x_min, y_min, width, height = bboxes[index] + center_x = int(x_min + width / 2) + center_y = int(y_min + height / 2) + + return (x_min, y_min, width, height, center_x, center_y,) + +class BboxVisualize: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "images": ("IMAGE",), + "bboxes": ("BBOX",), + "line_width": ("INT", {"default": 1,"min": 1, "max": 10, "step": 1}), + "bbox_format": (["xywh", "xyxy"], {"default": "xywh"}), + }, + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("images",) + FUNCTION = "visualizebbox" + DESCRIPTION = """ +Visualizes the specified bbox on the image. +""" + + CATEGORY = "KJNodes/masking" + + def visualizebbox(self, bboxes, images, line_width, bbox_format): + image_list = [] + for image, bbox in zip(images, bboxes): + # Ensure bbox is a sequence of 4 values + if isinstance(bbox, (list, tuple, np.ndarray)) and len(bbox) == 4: + if bbox_format == "xywh": + x_min, y_min, width, height = bbox + elif bbox_format == "xyxy": + x_min, y_min, x_max, y_max = bbox + width = x_max - x_min + height = y_max - y_min + else: + raise ValueError(f"Unknown bbox_format: {bbox_format}") + else: + print("Invalid bbox:", bbox) + continue + + # Ensure bbox coordinates are integers + x_min = int(x_min) + y_min = int(y_min) + width = int(width) + height = int(height) + + # Permute the image dimensions + image = image.permute(2, 0, 1) + + # Clone the image to draw bounding boxes + img_with_bbox = image.clone() + + # Define the color for the bbox, e.g., red + color = torch.tensor([1, 0, 0], dtype=torch.float32) + + # Ensure color tensor matches the image channels + if color.shape[0] != img_with_bbox.shape[0]: + color = color.unsqueeze(1).expand(-1, line_width) + + # Draw lines for each side of the bbox with the specified line width + for lw in range(line_width): + # Top horizontal line + if y_min + lw < img_with_bbox.shape[1]: + img_with_bbox[:, y_min + lw, x_min:x_min + width] = color[:, None] + + # Bottom horizontal line + if y_min + height - lw < img_with_bbox.shape[1]: + img_with_bbox[:, y_min + height - lw, x_min:x_min + width] = color[:, None] + + # Left vertical line + if x_min + lw < img_with_bbox.shape[2]: + img_with_bbox[:, y_min:y_min + height, x_min + lw] = color[:, None] + + # Right vertical line + if x_min + width - lw < img_with_bbox.shape[2]: + img_with_bbox[:, y_min:y_min + height, x_min + width - lw] = color[:, None] + + # Permute the image dimensions back + img_with_bbox = img_with_bbox.permute(1, 2, 0).unsqueeze(0) + image_list.append(img_with_bbox) + + return (torch.cat(image_list, dim=0),) \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/curve_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/curve_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..50b0e8e30be01a8895965517eb5fb2598fe4d246 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/curve_nodes.py @@ -0,0 +1,1645 @@ +import torch +from torchvision import transforms +import json +from PIL import Image, ImageDraw, ImageFont, ImageFilter +import numpy as np +from ..utility.utility import pil2tensor, tensor2pil +import folder_paths +import io +import base64 +from io import BytesIO + + +def parse_color(color): + if isinstance(color, str) and ',' in color: + return tuple(int(c.strip()) for c in color.split(',')) + return color + +def parse_json_tracks(tracks): + tracks_data = [] + try: + # If tracks is a string, try to parse it as JSON + if isinstance(tracks, str): + parsed = json.loads(tracks.replace("'", '"')) + tracks_data.extend(parsed) + else: + # If tracks is a list of strings, parse each one + for track_str in tracks: + parsed = json.loads(track_str.replace("'", '"')) + tracks_data.append(parsed) + + # Check if we have a single track (dict with x,y) or a list of tracks + if tracks_data and isinstance(tracks_data[0], dict) and 'x' in tracks_data[0]: + # Single track detected, wrap it in a list + tracks_data = [tracks_data] + elif tracks_data and isinstance(tracks_data[0], list) and tracks_data[0] and isinstance(tracks_data[0][0], dict) and 'x' in tracks_data[0][0]: + # Already a list of tracks, nothing to do + pass + else: + # Unexpected format + print(f"Warning: Unexpected track format: {type(tracks_data[0])}") + + except json.JSONDecodeError as e: + print(f"Error parsing tracks JSON: {e}") + tracks_data = [] + + return tracks_data + +def plot_coordinates_to_tensor(coordinates, height, width, bbox_height, bbox_width, size_multiplier, prompt): + import matplotlib + matplotlib.use('Agg') + from matplotlib.backends.backend_agg import FigureCanvasAgg as FigureCanvas + text_color = '#999999' + bg_color = '#353535' + matplotlib.pyplot.rcParams['text.color'] = text_color + fig, ax = matplotlib.pyplot.subplots(figsize=(width/100, height/100), dpi=100) + fig.patch.set_facecolor(bg_color) + ax.set_facecolor(bg_color) + ax.grid(color=text_color, linestyle='-', linewidth=0.5) + ax.set_xlabel('x', color=text_color) + ax.set_ylabel('y', color=text_color) + for text in ax.get_xticklabels() + ax.get_yticklabels(): + text.set_color(text_color) + ax.set_title('position for: ' + prompt) + ax.set_xlabel('X Coordinate') + ax.set_ylabel('Y Coordinate') + #ax.legend().remove() + ax.set_xlim(0, width) # Set the x-axis to match the input latent width + ax.set_ylim(height, 0) # Set the y-axis to match the input latent height, with (0,0) at top-left + # Adjust the margins of the subplot + matplotlib.pyplot.subplots_adjust(left=0.08, right=0.95, bottom=0.05, top=0.95, wspace=0.2, hspace=0.2) + + cmap = matplotlib.pyplot.get_cmap('rainbow') + image_batch = [] + canvas = FigureCanvas(fig) + width, height = fig.get_size_inches() * fig.get_dpi() + # Draw a box at each coordinate + for i, ((x, y), size) in enumerate(zip(coordinates, size_multiplier)): + color_index = i / (len(coordinates) - 1) + color = cmap(color_index) + draw_height = bbox_height * size + draw_width = bbox_width * size + rect = matplotlib.patches.Rectangle((x - draw_width/2, y - draw_height/2), draw_width, draw_height, + linewidth=1, edgecolor=color, facecolor='none', alpha=0.5) + ax.add_patch(rect) + + # Check if there is a next coordinate to draw an arrow to + if i < len(coordinates) - 1: + x1, y1 = coordinates[i] + x2, y2 = coordinates[i + 1] + ax.annotate("", xy=(x2, y2), xytext=(x1, y1), + arrowprops=dict(arrowstyle="->", + linestyle="-", + lw=1, + color=color, + mutation_scale=20)) + canvas.draw() + try: + image_np = np.frombuffer(canvas.tostring_rgb(), dtype='uint8').reshape(int(height), int(width), 3).copy() + except: + image_np = np.frombuffer(canvas.tostring_argb(), dtype='uint8').reshape(int(height), int(width), 4) + image_np = image_np[:, :, [1, 2, 3]] # Convert ARGB to RGB + image_tensor = torch.from_numpy(image_np).float() / 255.0 + image_tensor = image_tensor.unsqueeze(0) + image_batch.append(image_tensor) + + matplotlib.pyplot.close(fig) + image_batch_tensor = torch.cat(image_batch, dim=0) + + return image_batch_tensor + +class PlotCoordinates: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "coordinates": ("STRING", {"forceInput": True}), + "text": ("STRING", {"default": 'title', "multiline": False}), + "width": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "height": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "bbox_width": ("INT", {"default": 128, "min": 8, "max": 4096, "step": 8}), + "bbox_height": ("INT", {"default": 128, "min": 8, "max": 4096, "step": 8}), + }, + "optional": {"size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True})}, + } + RETURN_TYPES = ("IMAGE", "INT", "INT", "INT", "INT",) + RETURN_NAMES = ("images", "width", "height", "bbox_width", "bbox_height",) + FUNCTION = "append" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +Plots coordinates to sequence of images using Matplotlib. + +""" + + def append(self, coordinates, text, width, height, bbox_width, bbox_height, size_multiplier=[1.0]): + coordinates = json.loads(coordinates.replace("'", '"')) + coordinates = [(coord['x'], coord['y']) for coord in coordinates] + batch_size = len(coordinates) + if not size_multiplier or len(size_multiplier) != batch_size: + size_multiplier = [0] * batch_size + else: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + + plot_image_tensor = plot_coordinates_to_tensor(coordinates, height, width, bbox_height, bbox_width, size_multiplier, text) + + return (plot_image_tensor, width, height, bbox_width, bbox_height) + +class SplineEditor: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "points_store": ("STRING", {"multiline": False}), + "coordinates": ("STRING", {"multiline": False}), + "mask_width": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "mask_height": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "points_to_sample": ("INT", {"default": 16, "min": 2, "max": 1000, "step": 1}), + "sampling_method": ( + [ + 'path', + 'time', + 'controlpoints', + 'speed' + ], + { + "default": 'time' + }), + "interpolation": ( + [ + 'cardinal', + 'monotone', + 'basis', + 'linear', + 'step-before', + 'step-after', + 'polar', + 'polar-reverse', + ], + { + "default": 'cardinal' + }), + "tension": ("FLOAT", {"default": 0.5, "min": 0.0, "max": 1.0, "step": 0.01}), + "repeat_output": ("INT", {"default": 1, "min": 1, "max": 4096, "step": 1}), + "float_output_type": ( + [ + 'list', + 'pandas series', + 'tensor', + ], + { + "default": 'list' + }), + }, + "optional": { + "min_value": ("FLOAT", {"default": 0.0, "min": -10000.0, "max": 10000.0, "step": 0.01}), + "max_value": ("FLOAT", {"default": 1.0, "min": -10000.0, "max": 10000.0, "step": 0.01}), + "bg_image": ("IMAGE", ), + } + } + + RETURN_TYPES = ("MASK", "STRING", "FLOAT", "INT", "STRING",) + RETURN_NAMES = ("mask", "coord_str", "float", "count", "normalized_str",) + FUNCTION = "splinedata" + CATEGORY = "KJNodes/weights" + DESCRIPTION = """ +# WORK IN PROGRESS +Do not count on this as part of your workflow yet, +probably contains lots of bugs and stability is not +guaranteed!! + +## Graphical editor to create values for various +## schedules and/or mask batches. + +**Shift + click** to add control point at end. +**Ctrl + click** to add control point (subdivide) between two points. +**Right click on a point** to delete it. +Note that you can't delete from start/end. + +Right click on canvas for context menu: +NEW!: +- Add new spline + - Creates a new spline on same canvas, currently these paths are only outputed + as coordinates. +- Add single point + - Creates a single point that only returns it's current position coords +- Delete spline + - Deletes the currently selected spline, you can select a spline by clicking on + it's path, or cycle through them with the 'Next spline' -option. + +These are purely visual options, doesn't affect the output: + - Toggle handles visibility + - Display sample points: display the points to be returned. + +**points_to_sample** value sets the number of samples +returned from the **drawn spline itself**, this is independent from the +actual control points, so the interpolation type matters. +sampling_method: + - time: samples along the time axis, used for schedules + - path: samples along the path itself, useful for coordinates + - controlpoints: samples only the control points themselves + +output types: + - mask batch + example compatible nodes: anything that takes masks + - list of floats + example compatible nodes: IPAdapter weights + - pandas series + example compatible nodes: anything that takes Fizz' + nodes Batch Value Schedule + - torch tensor + example compatible nodes: unknown +""" + + def splinedata(self, mask_width, mask_height, coordinates, float_output_type, interpolation, + points_to_sample, sampling_method, points_store, tension, repeat_output, + min_value=0.0, max_value=1.0, bg_image=None): + + coordinates = json.loads(coordinates) + + # Handle nested list structure if present + all_normalized = [] + all_normalized_y_values = [] + + # Check if we have a nested list structure + if isinstance(coordinates, list) and len(coordinates) > 0 and isinstance(coordinates[0], list): + # Process each list of coordinates in the nested structure + coordinate_sets = coordinates + else: + # If not nested, treat as a single list of coordinates + coordinate_sets = [coordinates] + + first_spline = coordinate_sets[0] if coordinate_sets else [] + + # Process each set of coordinates + for coord_set in coordinate_sets: + normalized = [] + normalized_y_values = [] + + for coord in coord_set: + coord['x'] = int(round(coord['x'])) + coord['y'] = int(round(coord['y'])) + norm_x = (1.0 - (coord['x'] / mask_height) - 0.0) * (max_value - min_value) + min_value + norm_y = (1.0 - (coord['y'] / mask_height) - 0.0) * (max_value - min_value) + min_value + normalized_y_values.append(norm_y) + normalized.append({'x':norm_x, 'y':norm_y}) + + all_normalized.extend(normalized) + all_normalized_y_values.extend(normalized_y_values) + + # Use the combined normalized values for output + if float_output_type == 'list': + out_floats = all_normalized_y_values * repeat_output + elif float_output_type == 'pandas series': + try: + import pandas as pd + except: + raise Exception("MaskOrImageToWeight: pandas is not installed. Please install pandas to use this output_type") + out_floats = pd.Series(all_normalized_y_values * repeat_output), + elif float_output_type == 'tensor': + out_floats = torch.tensor(all_normalized_y_values * repeat_output, dtype=torch.float32) + + # Create a color map for grayscale intensities + color_map = lambda y: torch.full((mask_height, mask_width, 3), y, dtype=torch.float32) + + # Create a color map for grayscale intensities (from first spline only) + color_map = lambda y: torch.full((mask_height, mask_width, 3), y, dtype=torch.float32) + mask_tensors = [color_map(y) for y in normalized_y_values] + masks_out = torch.stack(mask_tensors) + masks_out = masks_out.repeat(repeat_output, 1, 1, 1) + masks_out = masks_out.mean(dim=-1) + + single_spline_count = len(first_spline) + + if bg_image is None: + return (masks_out, json.dumps(coordinates if len(coordinates) > 1 else coordinates[0]), out_floats, single_spline_count, json.dumps(all_normalized)) + else: + transform = transforms.ToPILImage() + image = transform(bg_image[0].permute(2, 0, 1)) + buffered = BytesIO() + image.save(buffered, format="JPEG", quality=75) + + # Encode the image bytes to a Base64 string + img_bytes = buffered.getvalue() + img_base64 = base64.b64encode(img_bytes).decode('utf-8') + + return { + "ui": {"bg_image": [img_base64]}, + "result": (masks_out, json.dumps(coordinates if len(coordinates) > 1 else coordinates[0]), out_floats, single_spline_count, json.dumps(all_normalized)) + } + + +class CreateShapeMaskOnPath: + + RETURN_TYPES = ("MASK", "MASK",) + RETURN_NAMES = ("mask", "mask_inverted",) + FUNCTION = "createshapemask" + CATEGORY = "KJNodes/masking/generate" + DESCRIPTION = """ +Creates a mask or batch of masks with the specified shape. +Locations are center locations. +""" + DEPRECATED = True + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "shape": ( + [ 'circle', + 'square', + 'triangle', + ], + { + "default": 'circle' + }), + "coordinates": ("STRING", {"forceInput": True}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "shape_width": ("INT", {"default": 128,"min": 8, "max": 4096, "step": 1}), + "shape_height": ("INT", {"default": 128,"min": 8, "max": 4096, "step": 1}), + }, + "optional": { + "size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True}), + } + } + + def createshapemask(self, coordinates, frame_width, frame_height, shape_width, shape_height, shape, size_multiplier=[1.0]): + # Define the number of images in the batch + coordinates = coordinates.replace("'", '"') + coordinates = json.loads(coordinates) + + batch_size = len(coordinates) + out = [] + color = "white" + if not size_multiplier or len(size_multiplier) != batch_size: + size_multiplier = [0] * batch_size + else: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + for i, coord in enumerate(coordinates): + image = Image.new("RGB", (frame_width, frame_height), "black") + draw = ImageDraw.Draw(image) + + # Calculate the size for this frame and ensure it's not less than 0 + current_width = max(0, shape_width + i * size_multiplier[i]) + current_height = max(0, shape_height + i * size_multiplier[i]) + + location_x = coord['x'] + location_y = coord['y'] + + if shape == 'circle' or shape == 'square': + # Define the bounding box for the shape + left_up_point = (location_x - current_width // 2, location_y - current_height // 2) + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) + two_points = [left_up_point, right_down_point] + + if shape == 'circle': + draw.ellipse(two_points, fill=color) + elif shape == 'square': + draw.rectangle(two_points, fill=color) + + elif shape == 'triangle': + # Define the points for the triangle + left_up_point = (location_x - current_width // 2, location_y + current_height // 2) # bottom left + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) # bottom right + top_point = (location_x, location_y - current_height // 2) # top point + draw.polygon([top_point, left_up_point, right_down_point], fill=color) + + image = pil2tensor(image) + mask = image[:, :, :, 0] + out.append(mask) + outstack = torch.cat(out, dim=0) + return (outstack, 1.0 - outstack,) + + + +class CreateShapeImageOnPath: + + RETURN_TYPES = ("IMAGE", "MASK",) + RETURN_NAMES = ("image","mask", ) + FUNCTION = "createshapemask" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates an image or batch of images with the specified shape. +Locations are center locations. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "shape": ( + [ 'circle', + 'square', + 'triangle', + ], + { + "default": 'circle' + }), + "coordinates": ("STRING", {"forceInput": True}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "shape_width": ("INT", {"default": 128,"min": 2, "max": 4096, "step": 1}), + "shape_height": ("INT", {"default": 128,"min": 2, "max": 4096, "step": 1}), + "shape_color": ("STRING", {"default": 'white'}), + "bg_color": ("STRING", {"default": 'black'}), + "blur_radius": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 100, "step": 0.1}), + "intensity": ("FLOAT", {"default": 1.0, "min": 0.01, "max": 100.0, "step": 0.01}), + }, + "optional": { + "size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True}), + "trailing": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "border_width": ("INT", {"default": 0, "min": 0, "max": 100, "step": 1}), + "border_color": ("STRING", {"default": 'black'}), + } + } + + def createshapemask(self, coordinates, frame_width, frame_height, shape_width, shape_height, shape_color, + bg_color, blur_radius, shape, intensity, size_multiplier=[1.0], trailing=1.0, border_width=0, border_color='black'): + + shape_color = parse_color(shape_color) + border_color = parse_color(border_color) + bg_color = parse_color(bg_color) + coords_list = parse_json_tracks(coordinates) + + batch_size = len(coords_list[0]) + images_list = [] + masks_list = [] + + if not size_multiplier or len(size_multiplier) != batch_size: + size_multiplier = [1] * batch_size + else: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + + previous_output = None + + for i in range(batch_size): + image = Image.new("RGB", (frame_width, frame_height), bg_color) + draw = ImageDraw.Draw(image) + + # Calculate the size for this frame and ensure it's not less than 0 + current_width = shape_width * size_multiplier[i] + current_height = shape_height * size_multiplier[i] + + for coords in coords_list: + location_x = coords[i]['x'] + location_y = coords[i]['y'] + + if shape == 'circle' or shape == 'square': + # Define the bounding box for the shape + left_up_point = (location_x - current_width // 2, location_y - current_height // 2) + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) + two_points = [left_up_point, right_down_point] + + if shape == 'circle': + if border_width > 0: + draw.ellipse(two_points, fill=shape_color, outline=border_color, width=border_width) + else: + draw.ellipse(two_points, fill=shape_color) + elif shape == 'square': + if border_width > 0: + draw.rectangle(two_points, fill=shape_color, outline=border_color, width=border_width) + else: + draw.rectangle(two_points, fill=shape_color) + + elif shape == 'triangle': + # Define the points for the triangle + left_up_point = (location_x - current_width // 2, location_y + current_height // 2) # bottom left + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) # bottom right + top_point = (location_x, location_y - current_height // 2) # top point + + if border_width > 0: + draw.polygon([top_point, left_up_point, right_down_point], fill=shape_color, outline=border_color, width=border_width) + else: + draw.polygon([top_point, left_up_point, right_down_point], fill=shape_color) + + if blur_radius != 0: + image = image.filter(ImageFilter.GaussianBlur(blur_radius)) + # Blend the current image with the accumulated image + + image = pil2tensor(image) + if trailing != 1.0 and previous_output is not None: + # Add the decayed previous output to the current frame + image += trailing * previous_output + image = image / image.max() + previous_output = image + image = image * intensity + mask = image[:, :, :, 0] + masks_list.append(mask) + images_list.append(image) + out_images = torch.cat(images_list, dim=0).cpu().float() + out_masks = torch.cat(masks_list, dim=0) + return (out_images, out_masks) + +class CreateTextOnPath: + + RETURN_TYPES = ("IMAGE", "MASK", "MASK",) + RETURN_NAMES = ("image", "mask", "mask_inverted",) + FUNCTION = "createtextmask" + CATEGORY = "KJNodes/masking/generate" + DESCRIPTION = """ +Creates a mask or batch of masks with the specified text. +Locations are center locations. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "coordinates": ("STRING", {"forceInput": True}), + "text": ("STRING", {"default": 'text', "multiline": True}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "font": (folder_paths.get_filename_list("kjnodes_fonts"), ), + "font_size": ("INT", {"default": 42}), + "alignment": ( + [ 'left', + 'center', + 'right' + ], + {"default": 'center'} + ), + "text_color": ("STRING", {"default": 'white'}), + }, + "optional": { + "size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True}), + } + } + + def createtextmask(self, coordinates, frame_width, frame_height, font, font_size, text, text_color, alignment, size_multiplier=[1.0]): + coordinates = coordinates.replace("'", '"') + coordinates = json.loads(coordinates) + + batch_size = len(coordinates) + mask_list = [] + image_list = [] + color = parse_color(text_color) + font_path = folder_paths.get_full_path("kjnodes_fonts", font) + + if len(size_multiplier) != batch_size: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + + for i, coord in enumerate(coordinates): + image = Image.new("RGB", (frame_width, frame_height), "black") + draw = ImageDraw.Draw(image) + lines = text.split('\n') # Split the text into lines + # Apply the size multiplier to the font size for this iteration + current_font_size = int(font_size * size_multiplier[i]) + current_font = ImageFont.truetype(font_path, current_font_size) + line_heights = [current_font.getbbox(line)[3] for line in lines] # List of line heights + total_text_height = sum(line_heights) # Total height of text block + + # Calculate the starting Y position to center the block of text + start_y = coord['y'] - total_text_height // 2 + for j, line in enumerate(lines): + text_width, text_height = current_font.getbbox(line)[2], line_heights[j] + if alignment == 'left': + location_x = coord['x'] + elif alignment == 'center': + location_x = int(coord['x'] - text_width // 2) + elif alignment == 'right': + location_x = int(coord['x'] - text_width) + + location_y = int(start_y + sum(line_heights[:j])) + text_position = (location_x, location_y) + # Draw the text + try: + draw.text(text_position, line, fill=color, font=current_font, features=['-liga']) + except: + draw.text(text_position, line, fill=color, font=current_font) + + image = pil2tensor(image) + non_black_pixels = (image > 0).any(dim=-1) + mask = non_black_pixels.to(image.dtype) + mask_list.append(mask) + image_list.append(image) + + out_images = torch.cat(image_list, dim=0).cpu().float() + out_masks = torch.cat(mask_list, dim=0) + return (out_images, out_masks, 1.0 - out_masks,) + +class CreateGradientFromCoords: + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("image", ) + FUNCTION = "generate" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates a gradient image from coordinates. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "coordinates": ("STRING", {"forceInput": True}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "start_color": ("STRING", {"default": 'white'}), + "end_color": ("STRING", {"default": 'black'}), + "multiplier": ("FLOAT", {"default": 1.0, "min": 0.01, "max": 100.0, "step": 0.01}), + }, + } + + def generate(self, coordinates, frame_width, frame_height, start_color, end_color, multiplier): + # Parse the coordinates + coordinates = json.loads(coordinates.replace("'", '"')) + + # Create an image + image = Image.new("RGB", (frame_width, frame_height)) + draw = ImageDraw.Draw(image) + + # Extract start and end points for the gradient + start_coord = coordinates[0] + end_coord = coordinates[1] + + start_color = parse_color(start_color) + end_color = parse_color(end_color) + + # Calculate the gradient direction (vector) + gradient_direction = (end_coord['x'] - start_coord['x'], end_coord['y'] - start_coord['y']) + gradient_length = (gradient_direction[0] ** 2 + gradient_direction[1] ** 2) ** 0.5 + + # Iterate over each pixel in the image + for y in range(frame_height): + for x in range(frame_width): + # Calculate the projection of the point on the gradient line + point_vector = (x - start_coord['x'], y - start_coord['y']) + projection = (point_vector[0] * gradient_direction[0] + point_vector[1] * gradient_direction[1]) / gradient_length + projection = max(min(projection, gradient_length), 0) # Clamp the projection value + + # Calculate the blend factor for the current pixel + blend = projection * multiplier / gradient_length + + # Determine the color of the current pixel + color = ( + int(start_color[0] + (end_color[0] - start_color[0]) * blend), + int(start_color[1] + (end_color[1] - start_color[1]) * blend), + int(start_color[2] + (end_color[2] - start_color[2]) * blend) + ) + + # Set the pixel color + draw.point((x, y), fill=color) + + # Convert the PIL image to a tensor (assuming such a function exists in your context) + image_tensor = pil2tensor(image) + + return (image_tensor,) + +class GradientToFloat: + + RETURN_TYPES = ("FLOAT", "FLOAT",) + RETURN_NAMES = ("float_x", "float_y", ) + FUNCTION = "sample" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Calculates list of floats from image. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE", ), + "steps": ("INT", {"default": 10, "min": 2, "max": 10000, "step": 1}), + }, + } + + def sample(self, image, steps): + # Assuming image is a tensor with shape [B, H, W, C] + B, H, W, C = image.shape + + # Sample along the width axis (W) + w_intervals = torch.linspace(0, W - 1, steps=steps, dtype=torch.int64) + # Assuming we're sampling from the first batch and the first channel + w_sampled = image[0, :, w_intervals, 0] + + # Sample along the height axis (H) + h_intervals = torch.linspace(0, H - 1, steps=steps, dtype=torch.int64) + # Assuming we're sampling from the first batch and the first channel + h_sampled = image[0, h_intervals, :, 0] + + # Taking the mean across the height for width sampling, and across the width for height sampling + w_values = w_sampled.mean(dim=0).tolist() + h_values = h_sampled.mean(dim=1).tolist() + + return (w_values, h_values) + +class MaskOrImageToWeight: + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "output_type": ( + [ + 'list', + 'pandas series', + 'tensor', + 'string' + ], + { + "default": 'list' + }), + }, + "optional": { + "images": ("IMAGE",), + "masks": ("MASK",), + }, + + } + RETURN_TYPES = ("FLOAT", "STRING",) + FUNCTION = "execute" + CATEGORY = "KJNodes/weights" + DESCRIPTION = """ +Gets the mean values from mask or image batch +and returns that as the selected output type. +""" + + def execute(self, output_type, images=None, masks=None): + mean_values = [] + if masks is not None and images is None: + for mask in masks: + mean_values.append(mask.mean().item()) + elif masks is None and images is not None: + for image in images: + mean_values.append(image.mean().item()) + elif masks is not None and images is not None: + raise Exception("MaskOrImageToWeight: Use either mask or image input only.") + + # Convert mean_values to the specified output_type + if output_type == 'list': + out = mean_values + elif output_type == 'pandas series': + try: + import pandas as pd + except: + raise Exception("MaskOrImageToWeight: pandas is not installed. Please install pandas to use this output_type") + out = pd.Series(mean_values), + elif output_type == 'tensor': + out = torch.tensor(mean_values, dtype=torch.float32), + return (out, [str(value) for value in mean_values],) + +class WeightScheduleConvert: + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input_values": ("FLOAT", {"default": 0.0, "forceInput": True}), + "output_type": ( + [ + 'match_input', + 'list', + 'pandas series', + 'tensor', + ], + { + "default": 'list' + }), + "invert": ("BOOLEAN", {"default": False}), + "repeat": ("INT", {"default": 1,"min": 1, "max": 255, "step": 1}), + }, + "optional": { + "remap_to_frames": ("INT", {"default": 0}), + "interpolation_curve": ("FLOAT", {"forceInput": True}), + "remap_values": ("BOOLEAN", {"default": False}), + "remap_min": ("FLOAT", {"default": 0.0, "min": -100000, "max": 100000.0, "step": 0.01}), + "remap_max": ("FLOAT", {"default": 1.0, "min": -100000, "max": 100000.0, "step": 0.01}), + }, + + } + RETURN_TYPES = ("FLOAT", "STRING", "INT",) + FUNCTION = "execute" + CATEGORY = "KJNodes/weights" + DESCRIPTION = """ +Converts different value lists/series to another type. +""" + + def detect_input_type(self, input_values): + import pandas as pd + if isinstance(input_values, list): + return 'list' + elif isinstance(input_values, pd.Series): + return 'pandas series' + elif isinstance(input_values, torch.Tensor): + return 'tensor' + else: + raise ValueError("Unsupported input type") + + def execute(self, input_values, output_type, invert, repeat, remap_to_frames=0, interpolation_curve=None, remap_min=0.0, remap_max=1.0, remap_values=False): + import pandas as pd + input_type = self.detect_input_type(input_values) + + if input_type == 'pandas series': + float_values = input_values.tolist() + elif input_type == 'tensor': + float_values = input_values + else: + float_values = input_values + + if invert: + float_values = [1 - value for value in float_values] + + if interpolation_curve is not None: + interpolated_pattern = [] + orig_float_values = float_values + for value in interpolation_curve: + min_val = min(orig_float_values) + max_val = max(orig_float_values) + # Normalize the values to [0, 1] + normalized_values = [(value - min_val) / (max_val - min_val) for value in orig_float_values] + # Interpolate the normalized values to the new frame count + remapped_float_values = np.interp(np.linspace(0, 1, int(remap_to_frames * value)), np.linspace(0, 1, len(normalized_values)), normalized_values).tolist() + interpolated_pattern.extend(remapped_float_values) + float_values = interpolated_pattern + else: + # Remap float_values to match target_frame_amount + if remap_to_frames > 0 and remap_to_frames != len(float_values): + min_val = min(float_values) + max_val = max(float_values) + # Normalize the values to [0, 1] + normalized_values = [(value - min_val) / (max_val - min_val) for value in float_values] + # Interpolate the normalized values to the new frame count + float_values = np.interp(np.linspace(0, 1, remap_to_frames), np.linspace(0, 1, len(normalized_values)), normalized_values).tolist() + + float_values = float_values * repeat + if remap_values: + float_values = self.remap_values(float_values, remap_min, remap_max) + + if output_type == 'list': + out = float_values, + elif output_type == 'pandas series': + out = pd.Series(float_values), + elif output_type == 'tensor': + if input_type == 'pandas series': + out = torch.tensor(float_values.values, dtype=torch.float32), + else: + out = torch.tensor(float_values, dtype=torch.float32), + elif output_type == 'match_input': + out = float_values, + return (out, [str(value) for value in float_values], [int(value) for value in float_values]) + + def remap_values(self, values, target_min, target_max): + # Determine the current range + current_min = min(values) + current_max = max(values) + current_range = current_max - current_min + + # Determine the target range + target_range = target_max - target_min + + # Perform the linear interpolation for each value + remapped_values = [(value - current_min) / current_range * target_range + target_min for value in values] + + return remapped_values + + +class FloatToMask: + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input_values": ("FLOAT", {"forceInput": True, "default": 0}), + "width": ("INT", {"default": 100, "min": 1}), + "height": ("INT", {"default": 100, "min": 1}), + }, + } + RETURN_TYPES = ("MASK",) + FUNCTION = "execute" + CATEGORY = "KJNodes/masking/generate" + DESCRIPTION = """ +Generates a batch of masks based on the input float values. +The batch size is determined by the length of the input float values. +Each mask is generated with the specified width and height. +""" + + def execute(self, input_values, width, height): + import pandas as pd + # Ensure input_values is a list + if isinstance(input_values, (float, int)): + input_values = [input_values] + elif isinstance(input_values, pd.Series): + input_values = input_values.tolist() + elif isinstance(input_values, list) and all(isinstance(item, list) for item in input_values): + input_values = [item for sublist in input_values for item in sublist] + + # Generate a batch of masks based on the input_values + masks = [] + for value in input_values: + # Assuming value is a float between 0 and 1 representing the mask's intensity + mask = torch.ones((height, width), dtype=torch.float32) * value + masks.append(mask) + masks_out = torch.stack(masks, dim=0) + + return(masks_out,) +class WeightScheduleExtend: + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input_values_1": ("FLOAT", {"default": 0.0, "forceInput": True}), + "input_values_2": ("FLOAT", {"default": 0.0, "forceInput": True}), + "output_type": ( + [ + 'match_input', + 'list', + 'pandas series', + 'tensor', + ], + { + "default": 'match_input' + }), + }, + + } + RETURN_TYPES = ("FLOAT",) + FUNCTION = "execute" + CATEGORY = "KJNodes/weights" + DESCRIPTION = """ +Extends, and converts if needed, different value lists/series +""" + + def detect_input_type(self, input_values): + import pandas as pd + if isinstance(input_values, list): + return 'list' + elif isinstance(input_values, pd.Series): + return 'pandas series' + elif isinstance(input_values, torch.Tensor): + return 'tensor' + else: + raise ValueError("Unsupported input type") + + def execute(self, input_values_1, input_values_2, output_type): + import pandas as pd + input_type_1 = self.detect_input_type(input_values_1) + input_type_2 = self.detect_input_type(input_values_2) + # Convert input_values_2 to the same format as input_values_1 if they do not match + if not input_type_1 == input_type_2: + print("Converting input_values_2 to the same format as input_values_1") + if input_type_1 == 'pandas series': + # Convert input_values_2 to a pandas Series + float_values_2 = pd.Series(input_values_2) + elif input_type_1 == 'tensor': + # Convert input_values_2 to a tensor + float_values_2 = torch.tensor(input_values_2, dtype=torch.float32) + else: + print("Input types match, no conversion needed") + # If the types match, no conversion is needed + float_values_2 = input_values_2 + + float_values = input_values_1 + float_values_2 + + if output_type == 'list': + return float_values, + elif output_type == 'pandas series': + return pd.Series(float_values), + elif output_type == 'tensor': + if input_type_1 == 'pandas series': + return torch.tensor(float_values.values, dtype=torch.float32), + else: + return torch.tensor(float_values, dtype=torch.float32), + elif output_type == 'match_input': + return float_values, + else: + raise ValueError(f"Unsupported output_type: {output_type}") + +class FloatToSigmas: + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "float_list": ("FLOAT", {"default": 0.0, "forceInput": True}), + } + } + RETURN_TYPES = ("SIGMAS",) + RETURN_NAMES = ("SIGMAS",) + CATEGORY = "KJNodes/noise" + FUNCTION = "customsigmas" + DESCRIPTION = """ +Creates a sigmas tensor from list of float values. + +""" + def customsigmas(self, float_list): + return torch.tensor(float_list, dtype=torch.float32), + +class SigmasToFloat: + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "sigmas": ("SIGMAS",), + } + } + RETURN_TYPES = ("FLOAT",) + RETURN_NAMES = ("float",) + CATEGORY = "KJNodes/noise" + FUNCTION = "customsigmas" + DESCRIPTION = """ +Creates a float list from sigmas tensors. + +""" + def customsigmas(self, sigmas): + return sigmas.tolist(), + +class GLIGENTextBoxApplyBatchCoords: + @classmethod + def INPUT_TYPES(s): + return {"required": {"conditioning_to": ("CONDITIONING", ), + "latents": ("LATENT", ), + "clip": ("CLIP", ), + "gligen_textbox_model": ("GLIGEN", ), + "coordinates": ("STRING", {"forceInput": True}), + "text": ("STRING", {"multiline": True}), + "width": ("INT", {"default": 128, "min": 8, "max": 4096, "step": 8}), + "height": ("INT", {"default": 128, "min": 8, "max": 4096, "step": 8}), + }, + "optional": {"size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True})}, + } + RETURN_TYPES = ("CONDITIONING", "IMAGE", ) + RETURN_NAMES = ("conditioning", "coord_preview", ) + FUNCTION = "append" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +This node allows scheduling GLIGEN text box positions in a batch, +to be used with AnimateDiff-Evolved. Intended to pair with the +Spline Editor -node. + +GLIGEN model can be downloaded through the Manage's "Install Models" menu. +Or directly from here: +https://huggingface.co/comfyanonymous/GLIGEN_pruned_safetensors/tree/main + +Inputs: +- **latents** input is used to calculate batch size +- **clip** is your standard text encoder, use same as for the main prompt +- **gligen_textbox_model** connects to GLIGEN Loader +- **coordinates** takes a json string of points, directly compatible +with the spline editor node. +- **text** is the part of the prompt to set position for +- **width** and **height** are the size of the GLIGEN bounding box + +Outputs: +- **conditioning** goes between to clip text encode and the sampler +- **coord_preview** is an optional preview of the coordinates and +bounding boxes. + +""" + + def append(self, latents, coordinates, conditioning_to, clip, gligen_textbox_model, text, width, height, size_multiplier=[1.0]): + coordinates = json.loads(coordinates.replace("'", '"')) + coordinates = [(coord['x'], coord['y']) for coord in coordinates] + + batch_size = sum(tensor.size(0) for tensor in latents.values()) + if len(coordinates) != batch_size: + print("GLIGENTextBoxApplyBatchCoords WARNING: The number of coordinates does not match the number of latents") + + c = [] + _, cond_pooled = clip.encode_from_tokens(clip.tokenize(text), return_pooled=True) + + for t in conditioning_to: + n = [t[0], t[1].copy()] + + position_params_batch = [[] for _ in range(batch_size)] # Initialize a list of empty lists for each batch item + if len(size_multiplier) != batch_size: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + + for i in range(batch_size): + x_position, y_position = coordinates[i] + position_param = (cond_pooled, int((height // 8) * size_multiplier[i]), int((width // 8) * size_multiplier[i]), (y_position - height // 2) // 8, (x_position - width // 2) // 8) + position_params_batch[i].append(position_param) # Append position_param to the correct sublist + + prev = [] + if "gligen" in n[1]: + prev = n[1]['gligen'][2] + else: + prev = [[] for _ in range(batch_size)] + # Concatenate prev and position_params_batch, ensuring both are lists of lists + # and each sublist corresponds to a batch item + combined_position_params = [prev_item + batch_item for prev_item, batch_item in zip(prev, position_params_batch)] + n[1]['gligen'] = ("position_batched", gligen_textbox_model, combined_position_params) + c.append(n) + + image_height = latents['samples'].shape[-2] * 8 + image_width = latents['samples'].shape[-1] * 8 + plot_image_tensor = plot_coordinates_to_tensor(coordinates, image_height, image_width, height, width, size_multiplier, text) + + return (c, plot_image_tensor,) + +class CreateInstanceDiffusionTracking: + + RETURN_TYPES = ("TRACKING", "STRING", "INT", "INT", "INT", "INT",) + RETURN_NAMES = ("tracking", "prompt", "width", "height", "bbox_width", "bbox_height",) + FUNCTION = "tracking" + CATEGORY = "KJNodes/InstanceDiffusion" + DESCRIPTION = """ +Creates tracking data to be used with InstanceDiffusion: +https://github.com/logtd/ComfyUI-InstanceDiffusion + +InstanceDiffusion prompt format: +"class_id.class_name": "prompt", +for example: +"1.head": "((head))", +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "coordinates": ("STRING", {"forceInput": True}), + "width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "bbox_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "bbox_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "class_name": ("STRING", {"default": "class_name"}), + "class_id": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "prompt": ("STRING", {"default": "prompt", "multiline": True}), + }, + "optional": { + "size_multiplier": ("FLOAT", {"default": [1.0], "forceInput": True}), + "fit_in_frame": ("BOOLEAN", {"default": True}), + } + } + + def tracking(self, coordinates, class_name, class_id, width, height, bbox_width, bbox_height, prompt, size_multiplier=[1.0], fit_in_frame=True): + # Define the number of images in the batch + coordinates = coordinates.replace("'", '"') + coordinates = json.loads(coordinates) + + tracked = {} + tracked[class_name] = {} + batch_size = len(coordinates) + # Initialize a list to hold the coordinates for the current ID + id_coordinates = [] + if not size_multiplier or len(size_multiplier) != batch_size: + size_multiplier = [0] * batch_size + else: + size_multiplier = size_multiplier * (batch_size // len(size_multiplier)) + size_multiplier[:batch_size % len(size_multiplier)] + for i, coord in enumerate(coordinates): + x = coord['x'] + y = coord['y'] + adjusted_bbox_width = bbox_width * size_multiplier[i] + adjusted_bbox_height = bbox_height * size_multiplier[i] + # Calculate the top left and bottom right coordinates + top_left_x = x - adjusted_bbox_width // 2 + top_left_y = y - adjusted_bbox_height // 2 + bottom_right_x = x + adjusted_bbox_width // 2 + bottom_right_y = y + adjusted_bbox_height // 2 + + if fit_in_frame: + # Clip the coordinates to the frame boundaries + top_left_x = max(0, top_left_x) + top_left_y = max(0, top_left_y) + bottom_right_x = min(width, bottom_right_x) + bottom_right_y = min(height, bottom_right_y) + # Ensure width and height are positive + adjusted_bbox_width = max(1, bottom_right_x - top_left_x) + adjusted_bbox_height = max(1, bottom_right_y - top_left_y) + + # Update the coordinates with the new width and height + bottom_right_x = top_left_x + adjusted_bbox_width + bottom_right_y = top_left_y + adjusted_bbox_height + + # Append the top left and bottom right coordinates to the list for the current ID + id_coordinates.append([top_left_x, top_left_y, bottom_right_x, bottom_right_y, width, height]) + + class_id = int(class_id) + # Assign the list of coordinates to the specified ID within the class_id dictionary + tracked[class_name][class_id] = id_coordinates + + prompt_string = "" + for class_name, class_data in tracked.items(): + for class_id in class_data.keys(): + class_id_str = str(class_id) + # Use the incoming prompt for each class name and ID + prompt_string += f'"{class_id_str}.{class_name}": "({prompt})",\n' + + # Remove the last comma and newline + prompt_string = prompt_string.rstrip(",\n") + + return (tracked, prompt_string, width, height, bbox_width, bbox_height) + +class AppendInstanceDiffusionTracking: + + RETURN_TYPES = ("TRACKING", "STRING",) + RETURN_NAMES = ("tracking", "prompt",) + FUNCTION = "append" + CATEGORY = "KJNodes/InstanceDiffusion" + DESCRIPTION = """ +Appends tracking data to be used with InstanceDiffusion: +https://github.com/logtd/ComfyUI-InstanceDiffusion + +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "tracking_1": ("TRACKING", {"forceInput": True}), + "tracking_2": ("TRACKING", {"forceInput": True}), + }, + "optional": { + "prompt_1": ("STRING", {"default": "", "forceInput": True}), + "prompt_2": ("STRING", {"default": "", "forceInput": True}), + } + } + + def append(self, tracking_1, tracking_2, prompt_1="", prompt_2=""): + tracking_copy = tracking_1.copy() + # Check for existing class names and class IDs, and raise an error if they exist + for class_name, class_data in tracking_2.items(): + if class_name not in tracking_copy: + tracking_copy[class_name] = class_data + else: + # If the class name exists, merge the class data from tracking_2 into tracking_copy + # This will add new class IDs under the same class name without raising an error + tracking_copy[class_name].update(class_data) + prompt_string = prompt_1 + "," + prompt_2 + return (tracking_copy, prompt_string) + +class InterpolateCoords: + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("coordinates",) + FUNCTION = "interpolate" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +Interpolates coordinates based on a curve. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "coordinates": ("STRING", {"forceInput": True}), + "interpolation_curve": ("FLOAT", {"forceInput": True}), + + }, + } + + def interpolate(self, coordinates, interpolation_curve): + # Parse the JSON string to get the list of coordinates + coordinates = json.loads(coordinates.replace("'", '"')) + + # Convert the list of dictionaries to a list of (x, y) tuples for easier processing + coordinates = [(coord['x'], coord['y']) for coord in coordinates] + + # Calculate the total length of the original path + path_length = sum(np.linalg.norm(np.array(coordinates[i]) - np.array(coordinates[i-1])) + for i in range(1, len(coordinates))) + + # Initialize variables for interpolation + interpolated_coords = [] + current_length = 0 + current_index = 0 + + # Iterate over the normalized curve + for normalized_length in interpolation_curve: + target_length = normalized_length * path_length # Convert to the original scale + while current_index < len(coordinates) - 1: + segment_start, segment_end = np.array(coordinates[current_index]), np.array(coordinates[current_index + 1]) + segment_length = np.linalg.norm(segment_end - segment_start) + if current_length + segment_length >= target_length: + break + current_length += segment_length + current_index += 1 + + # Interpolate between the last two points + if current_index < len(coordinates) - 1: + p1, p2 = np.array(coordinates[current_index]), np.array(coordinates[current_index + 1]) + segment_length = np.linalg.norm(p2 - p1) + if segment_length > 0: + t = (target_length - current_length) / segment_length + interpolated_point = p1 + t * (p2 - p1) + interpolated_coords.append(interpolated_point.tolist()) + else: + interpolated_coords.append(p1.tolist()) + else: + # If the target_length is at or beyond the end of the path, add the last coordinate + interpolated_coords.append(coordinates[-1]) + + # Convert back to string format if necessary + interpolated_coords_str = "[" + ", ".join([f"{{'x': {round(coord[0])}, 'y': {round(coord[1])}}}" for coord in interpolated_coords]) + "]" + print(interpolated_coords_str) + + return (interpolated_coords_str,) + +class DrawInstanceDiffusionTracking: + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image", ) + FUNCTION = "draw" + CATEGORY = "KJNodes/InstanceDiffusion" + DESCRIPTION = """ +Draws the tracking data from +CreateInstanceDiffusionTracking -node. + +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE", ), + "tracking": ("TRACKING", {"forceInput": True}), + "box_line_width": ("INT", {"default": 2, "min": 1, "max": 10, "step": 1}), + "draw_text": ("BOOLEAN", {"default": True}), + "font": (folder_paths.get_filename_list("kjnodes_fonts"), ), + "font_size": ("INT", {"default": 20}), + }, + } + + def draw(self, image, tracking, box_line_width, draw_text, font, font_size): + import matplotlib.cm as cm + + modified_images = [] + + colormap = cm.get_cmap('rainbow', len(tracking)) + if draw_text: + font_path = folder_paths.get_full_path("kjnodes_fonts", font) + font = ImageFont.truetype(font_path, font_size) + + # Iterate over each image in the batch + for i in range(image.shape[0]): + # Extract the current image and convert it to a PIL image + current_image = image[i, :, :, :].permute(2, 0, 1) + pil_image = transforms.ToPILImage()(current_image) + + draw = ImageDraw.Draw(pil_image) + + # Iterate over the bounding boxes for the current image + for j, (class_name, class_data) in enumerate(tracking.items()): + for class_id, bbox_list in class_data.items(): + # Check if the current index is within the bounds of the bbox_list + if i < len(bbox_list): + bbox = bbox_list[i] + # Ensure bbox is a list or tuple before unpacking + if isinstance(bbox, (list, tuple)): + x1, y1, x2, y2, _, _ = bbox + # Convert coordinates to integers + x1, y1, x2, y2 = int(x1), int(y1), int(x2), int(y2) + # Generate a color from the rainbow colormap + color = tuple(int(255 * x) for x in colormap(j / len(tracking)))[:3] + # Draw the bounding box on the image with the generated color + draw.rectangle([x1, y1, x2, y2], outline=color, width=box_line_width) + if draw_text: + # Draw the class name and ID as text above the box with the generated color + text = f"{class_id}.{class_name}" + # Calculate the width and height of the text + _, _, text_width, text_height = draw.textbbox((0, 0), text=text, font=font) + # Position the text above the top-left corner of the box + text_position = (x1, y1 - text_height) + draw.text(text_position, text, fill=color, font=font) + else: + print(f"Unexpected data type for bbox: {type(bbox)}") + + # Convert the drawn image back to a torch tensor and adjust back to (H, W, C) + modified_image_tensor = transforms.ToTensor()(pil_image).permute(1, 2, 0) + modified_images.append(modified_image_tensor) + + # Stack the modified images back into a batch + image_tensor_batch = torch.stack(modified_images).cpu().float() + + return image_tensor_batch, + +class PointsEditor: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "points_store": ("STRING", {"multiline": False}), + "coordinates": ("STRING", {"multiline": False}), + "neg_coordinates": ("STRING", {"multiline": False}), + "bbox_store": ("STRING", {"multiline": False}), + "bboxes": ("STRING", {"multiline": False}), + "bbox_format": ( + [ + 'xyxy', + 'xywh', + ], + ), + "width": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "height": ("INT", {"default": 512, "min": 8, "max": 4096, "step": 8}), + "normalize": ("BOOLEAN", {"default": False}), + }, + "optional": { + "bg_image": ("IMAGE", ), + }, + } + + RETURN_TYPES = ("STRING", "STRING", "BBOX", "MASK", "IMAGE") + RETURN_NAMES = ("positive_coords", "negative_coords", "bbox", "bbox_mask", "cropped_image") + FUNCTION = "pointdata" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +# WORK IN PROGRESS +Do not count on this as part of your workflow yet, +probably contains lots of bugs and stability is not +guaranteed!! + +## Graphical editor to create coordinates + +**Shift + click** to add a positive (green) point. +**Shift + right click** to add a negative (red) point. +**Ctrl + click** to draw a box. +**Right click on a point** to delete it. +Note that you can't delete from start/end of the points array. + +To add an image select the node and copy/paste or drag in the image. +Or from the bg_image input on queue (first frame of the batch). + +**THE IMAGE IS SAVED TO THE NODE AND WORKFLOW METADATA** +you can clear the image from the context menu by right clicking on the canvas + +""" + + def pointdata(self, points_store, bbox_store, width, height, coordinates, neg_coordinates, normalize, bboxes, bbox_format="xyxy", bg_image=None): + coordinates = json.loads(coordinates) + pos_coordinates = [] + for coord in coordinates: + coord['x'] = int(round(coord['x'])) + coord['y'] = int(round(coord['y'])) + if normalize: + norm_x = coord['x'] / width + norm_y = coord['y'] / height + pos_coordinates.append({'x': norm_x, 'y': norm_y}) + else: + pos_coordinates.append({'x': coord['x'], 'y': coord['y']}) + + if neg_coordinates: + coordinates = json.loads(neg_coordinates) + neg_coordinates = [] + for coord in coordinates: + coord['x'] = int(round(coord['x'])) + coord['y'] = int(round(coord['y'])) + if normalize: + norm_x = coord['x'] / width + norm_y = coord['y'] / height + neg_coordinates.append({'x': norm_x, 'y': norm_y}) + else: + neg_coordinates.append({'x': coord['x'], 'y': coord['y']}) + + # Create a blank mask + mask = np.zeros((height, width), dtype=np.uint8) + bboxes = json.loads(bboxes) + print(bboxes) + valid_bboxes = [] + for bbox in bboxes: + if (bbox.get("startX") is None or + bbox.get("startY") is None or + bbox.get("endX") is None or + bbox.get("endY") is None): + continue # Skip this bounding box if any value is None + else: + # Ensure that endX and endY are greater than startX and startY + x_min = min(int(bbox["startX"]), int(bbox["endX"])) + y_min = min(int(bbox["startY"]), int(bbox["endY"])) + x_max = max(int(bbox["startX"]), int(bbox["endX"])) + y_max = max(int(bbox["startY"]), int(bbox["endY"])) + + valid_bboxes.append((x_min, y_min, x_max, y_max)) + + bboxes_xyxy = [] + for bbox in valid_bboxes: + x_min, y_min, x_max, y_max = bbox + bboxes_xyxy.append((x_min, y_min, x_max, y_max)) + mask[y_min:y_max, x_min:x_max] = 1 # Fill the bounding box area with 1s + + if bbox_format == "xywh": + bboxes_xywh = [] + for bbox in valid_bboxes: + x_min, y_min, x_max, y_max = bbox + width = x_max - x_min + height = y_max - y_min + bboxes_xywh.append((x_min, y_min, width, height)) + bboxes = bboxes_xywh + else: + bboxes = bboxes_xyxy + + mask_tensor = torch.from_numpy(mask) + mask_tensor = mask_tensor.unsqueeze(0).float().cpu() + + if bg_image is not None and len(valid_bboxes) > 0: + x_min, y_min, x_max, y_max = bboxes[0] + cropped_image = bg_image[:, y_min:y_max, x_min:x_max, :] + + elif bg_image is not None: + cropped_image = bg_image + + if bg_image is None: + return (json.dumps(pos_coordinates), json.dumps(neg_coordinates), bboxes, mask_tensor) + else: + transform = transforms.ToPILImage() + image = transform(bg_image[0].permute(2, 0, 1)) + buffered = BytesIO() + image.save(buffered, format="JPEG", quality=75) + + # Step 3: Encode the image bytes to a Base64 string + img_bytes = buffered.getvalue() + img_base64 = base64.b64encode(img_bytes).decode('utf-8') + + return { + "ui": {"bg_image": [img_base64]}, + "result": (json.dumps(pos_coordinates), json.dumps(neg_coordinates), bboxes, mask_tensor, cropped_image) + } + +class CutAndDragOnPath: + RETURN_TYPES = ("IMAGE", "MASK",) + RETURN_NAMES = ("image","mask", ) + FUNCTION = "cutanddrag" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Cuts the masked area from the image, and drags it along the path. If inpaint is enabled, and no bg_image is provided, the cut area is filled using cv2 TELEA algorithm. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "coordinates": ("STRING", {"forceInput": True}), + "mask": ("MASK",), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "inpaint": ("BOOLEAN", {"default": True}), + }, + "optional": { + "bg_image": ("IMAGE",), + } + } + + def cutanddrag(self, image, coordinates, mask, frame_width, frame_height, inpaint, bg_image=None): + # Parse coordinates + coords_list = parse_json_tracks(coordinates) + + batch_size = len(coords_list[0]) + images_list = [] + masks_list = [] + + # Convert input image and mask to PIL + input_image = tensor2pil(image)[0] + input_mask = tensor2pil(mask)[0] + + # Find masked region bounds + mask_array = np.array(input_mask) + y_indices, x_indices = np.where(mask_array > 0) + if len(x_indices) == 0 or len(y_indices) == 0: + return (image, mask) + + x_min, x_max = x_indices.min(), x_indices.max() + y_min, y_max = y_indices.min(), y_indices.max() + + # Cut out the masked region + cut_width = x_max - x_min + cut_height = y_max - y_min + cut_image = input_image.crop((x_min, y_min, x_max, y_max)) + cut_mask = input_mask.crop((x_min, y_min, x_max, y_max)) + + # Create inpainted background + if bg_image is None: + background = input_image.copy() + # Inpaint the cut area + if inpaint: + import cv2 + border = 5 # Create small border around cut area for better inpainting + fill_mask = Image.new("L", background.size, 0) + draw = ImageDraw.Draw(fill_mask) + draw.rectangle([x_min-border, y_min-border, x_max+border, y_max+border], fill=255) + background = cv2.inpaint( + np.array(background), + np.array(fill_mask), + inpaintRadius=3, + flags=cv2.INPAINT_TELEA + ) + background = Image.fromarray(background) + else: + background = tensor2pil(bg_image)[0] + + # Create batch of images with cut region at different positions + for i in range(batch_size): + # Create new image + new_image = background.copy() + new_mask = Image.new("L", (frame_width, frame_height), 0) + + # Get target position from coordinates + for coords in coords_list: + target_x = int(coords[i]['x'] - cut_width/2) + target_y = int(coords[i]['y'] - cut_height/2) + + # Paste cut region at new position + new_image.paste(cut_image, (target_x, target_y), cut_mask) + new_mask.paste(cut_mask, (target_x, target_y)) + + # Convert to tensor and append + image_tensor = pil2tensor(new_image) + mask_tensor = pil2tensor(new_mask) + + images_list.append(image_tensor) + masks_list.append(mask_tensor) + + # Stack tensors into batches + out_images = torch.cat(images_list, dim=0).cpu().float() + out_masks = torch.cat(masks_list, dim=0) + + return (out_images, out_masks) \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/image_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/image_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..287807727343c9f21febf1229774487f525519c1 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/image_nodes.py @@ -0,0 +1,4226 @@ +import numpy as np +import time +import torch +import torch.nn.functional as F +import torchvision.transforms as T +import base64 +import random +import math +import os +import re +import json +import importlib +import logging +from PIL.PngImagePlugin import PngInfo +from io import BytesIO + +try: + import cv2 +except: + print("OpenCV not installed") + pass +from PIL import ImageGrab, ImageDraw, ImageFont, Image, ImageOps + +from nodes import MAX_RESOLUTION, SaveImage +from comfy_extras.nodes_mask import composite +from comfy.cli_args import args +from comfy.utils import ProgressBar, common_upscale +from comfy import model_management +from comfy_api.latest import io +import node_helpers +import folder_paths + +from ..utility.utility import string_to_color + +try: + from server import PromptServer +except: + PromptServer = None +from concurrent.futures import ThreadPoolExecutor + +script_directory = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + +class ImagePass: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + }, + "optional": { + "image": ("IMAGE",), + }, + } + RETURN_TYPES = ("IMAGE",) + FUNCTION = "passthrough" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Passes the image through without modifying it. +""" + + def passthrough(self, image=None): + return image, + +class ColorMatch: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "image_ref": ("IMAGE",), + "image_target": ("IMAGE",), + "method": ( + [ + 'mkl', + 'hm', + 'reinhard', + 'mvgd', + 'hm-mvgd-hm', + 'hm-mkl-hm', + ], { + "default": 'mkl' + }), + }, + "optional": { + "strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "multithread": ("BOOLEAN", {"default": True}), + } + } + + CATEGORY = "KJNodes/image" + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "colormatch" + DESCRIPTION = """ +color-matcher enables color transfer across images which comes in handy for automatic +color-grading of photographs, paintings and film sequences as well as light-field +and stopmotion corrections. + +The methods behind the mappings are based on the approach from Reinhard et al., +the Monge-Kantorovich Linearization (MKL) as proposed by Pitie et al. and our analytical solution +to a Multi-Variate Gaussian Distribution (MVGD) transfer in conjunction with classical histogram +matching. As shown below our HM-MVGD-HM compound outperforms existing methods. +https://github.com/hahnec/color-matcher/ + +""" + + def colormatch(self, image_ref, image_target, method, strength=1.0, multithread=True): + # Skip unnecessary processing + if strength == 0: + return (image_target,) + + try: + from color_matcher import ColorMatcher + except: + raise Exception("Can't import color-matcher, did you install requirements.txt? Manual install: pip install color-matcher") + + image_ref = image_ref.cpu() + image_target = image_target.cpu() + batch_size = image_target.size(0) + + images_target = image_target.squeeze() + images_ref = image_ref.squeeze() + + image_ref_np = images_ref.numpy() + images_target_np = images_target.numpy() + + def process(i): + cm = ColorMatcher() + image_target_np_i = images_target_np if batch_size == 1 else images_target[i].numpy() + image_ref_np_i = image_ref_np if image_ref.size(0) == 1 else images_ref[i].numpy() + try: + image_result = cm.transfer(src=image_target_np_i, ref=image_ref_np_i, method=method) # Avoid potential blur when only the fully color-matched image is used + if strength != 1: + image_result = image_target_np_i + strength * (image_result - image_target_np_i) + + return torch.from_numpy(image_result) + + except Exception as e: + print(f"Thread {i} error: {e}") + return torch.from_numpy(image_target_np_i) # fallback + + if multithread and batch_size > 1: + max_threads = min(os.cpu_count() or 1, batch_size) + with ThreadPoolExecutor(max_workers=max_threads) as executor: + out = list(executor.map(process, range(batch_size))) + else: + out = [process(i) for i in range(batch_size)] + + out = torch.stack(out, dim=0).to(torch.float32) + out.clamp_(0, 1) + return (out,) + +class ColorMatchV2(io.ComfyNode): + @classmethod + def define_schema(cls): + return io.Schema( + node_id="ColorMatchV2", + category="KJNodes/image", + description=""" +color-matcher enables color transfer across images which comes in handy for automatic +color-grading of photographs, paintings and film sequences as well as light-field +and stopmotion corrections. + +The methods behind the mappings are based on the approach from Reinhard et al., +the Monge-Kantorovich Linearization (MKL) as proposed by Pitie et al. and our analytical solution +to a Multi-Variate Gaussian Distribution (MVGD) transfer in conjunction with classical histogram +matching. As shown below our HM-MVGD-HM compound outperforms existing methods. +https://github.com/hahnec/color-matcher/ + +'reinhard_lab_gpu' method uses Kornia for GPU-accelerated color transfer in Lab color space. +""", + inputs=[ + io.Image.Input("image_target"), + io.Image.Input("image_ref"), + io.Combo.Input("method", + options=['mkl', 'hm', 'reinhard', 'mvgd', 'hm-mvgd-hm', 'hm-mkl-hm', 'reinhard_lab_gpu'], + default='mkl'), + io.Float.Input("strength", default=1.0, min=0.0, max=10.0, step=0.01), + io.Boolean.Input("multithread", default=True), + ], + outputs=[ + io.Image.Output(display_name="image"), + ], + ) + + @classmethod + def execute(cls, image_target, image_ref, method, strength=1.0, multithread=True) -> io.NodeOutput: + # Skip unnecessary processing + if strength == 0: + return io.NodeOutput(image_target) + + if method == "reinhard_lab_gpu": + import kornia + device = model_management.get_torch_device() + + B, H, W, C = image_target.shape + + src_bchw = image_target.to(device).permute(0, 3, 1, 2).contiguous() # (B, H, W, C) -> (B, C, H, W) + ref_bchw = image_ref.to(device).permute(0, 3, 1, 2).contiguous() + # RGB->Lab + src_lab = kornia.color.rgb_to_lab(src_bchw) + ref_lab = kornia.color.rgb_to_lab(ref_bchw) + + src_lab_flat = src_lab.view(B, C, -1) # (B, C, HW) + ref_lab_flat = ref_lab.view(ref_lab.shape[0], C, -1) # (B or 1, C, HW) + + src_std, src_mean = torch.std_mean(src_lab_flat, dim=-1, keepdim=True, unbiased=False) + ref_std, ref_mean = torch.std_mean(ref_lab_flat, dim=-1, keepdim=True, unbiased=False) + src_std = src_std.clamp_min_(1e-6) + + if ref_lab.shape[0] == 1 and B > 1: + ref_mean = ref_mean.expand(B, -1, -1) + ref_std = ref_std.expand(B, -1, -1) + + corrected_lab_flat = (src_lab_flat - src_mean) * (ref_std / src_std) + ref_mean + corrected_lab = corrected_lab_flat.view(B, C, H, W) + + # Lab->RGB + corrected_rgb_01 = kornia.color.lab_to_rgb(corrected_lab) + out = (1.0 - strength) * src_bchw + strength * corrected_rgb_01 + out = out.permute(0, 2, 3, 1).contiguous() # (B, C, H, W) -> (B, H, W, C) + + return io.NodeOutput(out.cpu().float().clamp_(0, 1)) + + try: + from color_matcher import ColorMatcher + except: + raise Exception("Can't import color-matcher, did you install requirements.txt? Manual install: pip install color-matcher") + + batch_size = image_target.size(0) + ref_batch_size = image_ref.size(0) + + def process(i): + cm = ColorMatcher() + image_target_np = image_target[i].cpu().numpy() + image_ref_np = image_ref[min(i, ref_batch_size - 1)].cpu().numpy() + try: + image_result = cm.transfer(src=image_target_np, ref=image_ref_np, method=method) + if strength != 1: + image_result = image_target_np + strength * (image_result - image_target_np) + + return torch.from_numpy(image_result) + + except Exception as e: + logging.error(f"Thread {i} error: {e}") + return torch.from_numpy(image_target_np) # fallback + if multithread and batch_size > 1: + max_threads = min(os.cpu_count() or 1, batch_size) + with ThreadPoolExecutor(max_workers=max_threads) as executor: + out = list(executor.map(process, range(batch_size))) + else: + out = [process(i) for i in range(batch_size)] + + out = torch.stack(out, dim=0).to(torch.float32).clamp_(0, 1) + + return io.NodeOutput(out) + +class SaveImageWithAlpha: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + self.type = "output" + self.prefix_append = "" + + @classmethod + def INPUT_TYPES(s): + return {"required": + {"images": ("IMAGE", ), + "mask": ("MASK", ), + "filename_prefix": ("STRING", {"default": "ComfyUI"})}, + "hidden": {"prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO"}, + } + + RETURN_TYPES = () + FUNCTION = "save_images_alpha" + OUTPUT_NODE = True + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Saves an image and mask as .PNG with the mask as the alpha channel. +""" + + def save_images_alpha(self, images, mask, filename_prefix="ComfyUI_image_with_alpha", prompt=None, extra_pnginfo=None): + from PIL.PngImagePlugin import PngInfo + filename_prefix += self.prefix_append + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir, images[0].shape[1], images[0].shape[0]) + results = list() + def file_counter(): + max_counter = 0 + # Loop through the existing files + for existing_file in sorted(os.listdir(full_output_folder)): + # Check if the file matches the expected format + match = re.fullmatch(fr"{filename}_(\d+)_?\.[a-zA-Z0-9]+", existing_file) + if match: + # Extract the numeric portion of the filename + file_counter = int(match.group(1)) + # Update the maximum counter value if necessary + if file_counter > max_counter: + max_counter = file_counter + return max_counter + + for image, alpha in zip(images, mask): + i = 255. * image.cpu().numpy() + a = 255. * (1.0 - alpha.cpu().float()).numpy() + img = Image.fromarray(np.clip(i, 0, 255).astype(np.uint8)) + + # Resize the mask to match the image size + a_resized = Image.fromarray(a).resize(img.size, Image.LANCZOS) + a_resized = np.clip(a_resized, 0, 255).astype(np.uint8) + img.putalpha(Image.fromarray(a_resized, mode='L')) + metadata = None + if not args.disable_metadata: + metadata = PngInfo() + if prompt is not None: + metadata.add_text("prompt", json.dumps(prompt)) + if extra_pnginfo is not None: + for x in extra_pnginfo: + metadata.add_text(x, json.dumps(extra_pnginfo[x])) + + # Increment the counter by 1 to get the next available value + counter = file_counter() + 1 + file = f"{filename}_{counter:05}.png" + img.save(os.path.join(full_output_folder, file), pnginfo=metadata, compress_level=4) + results.append({ + "filename": file, + "subfolder": subfolder, + "type": self.type + }) + + return { "ui": { "images": results } } + +class ImageConcanate: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image1": ("IMAGE",), + "image2": ("IMAGE",), + "direction": ( + [ 'right', + 'down', + 'left', + 'up', + ], + { + "default": 'right' + }), + "match_image_size": ("BOOLEAN", {"default": True}), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "concatenate" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Concatenates the image2 to image1 in the specified direction. +""" + + def concatenate(self, image1, image2, direction, match_image_size, first_image_shape=None): + # Check if the batch sizes are different + batch_size1 = image1.shape[0] + batch_size2 = image2.shape[0] + + if batch_size1 != batch_size2: + # Calculate the number of repetitions needed + max_batch_size = max(batch_size1, batch_size2) + repeats1 = max_batch_size - batch_size1 + repeats2 = max_batch_size - batch_size2 + + # Repeat the last image to match the largest batch size + if repeats1 > 0: + last_image1 = image1[-1].unsqueeze(0).repeat(repeats1, 1, 1, 1) + image1 = torch.cat([image1.clone(), last_image1], dim=0) + if repeats2 > 0: + last_image2 = image2[-1].unsqueeze(0).repeat(repeats2, 1, 1, 1) + image2 = torch.cat([image2.clone(), last_image2], dim=0) + + if match_image_size: + # Use first_image_shape if provided; otherwise, default to image1's shape + target_shape = first_image_shape if first_image_shape is not None else image1.shape + + original_height = image2.shape[1] + original_width = image2.shape[2] + original_aspect_ratio = original_width / original_height + + if direction in ['left', 'right']: + # Match the height and adjust the width to preserve aspect ratio + target_height = target_shape[1] # B, H, W, C format + target_width = int(target_height * original_aspect_ratio) + elif direction in ['up', 'down']: + # Match the width and adjust the height to preserve aspect ratio + target_width = target_shape[2] # B, H, W, C format + target_height = int(target_width / original_aspect_ratio) + + # Adjust image2 to the expected format for common_upscale + image2_for_upscale = image2.movedim(-1, 1) # Move C to the second position (B, C, H, W) + + # Resize image2 to match the target size while preserving aspect ratio + image2_resized = common_upscale(image2_for_upscale, target_width, target_height, "lanczos", "disabled") + + # Adjust image2 back to the original format (B, H, W, C) after resizing + image2_resized = image2_resized.movedim(1, -1) + else: + image2_resized = image2 + + # Ensure both images have the same number of channels + channels_image1 = image1.shape[-1] + channels_image2 = image2_resized.shape[-1] + + if channels_image1 != channels_image2: + if channels_image1 < channels_image2: + # Add alpha channel to image1 if image2 has it + alpha_channel = torch.ones((*image1.shape[:-1], channels_image2 - channels_image1), device=image1.device) + image1 = torch.cat((image1, alpha_channel), dim=-1) + else: + # Add alpha channel to image2 if image1 has it + alpha_channel = torch.ones((*image2_resized.shape[:-1], channels_image1 - channels_image2), device=image2_resized.device) + image2_resized = torch.cat((image2_resized, alpha_channel), dim=-1) + + + # Concatenate based on the specified direction + if direction == 'right': + concatenated_image = torch.cat((image1, image2_resized), dim=2) # Concatenate along width + elif direction == 'down': + concatenated_image = torch.cat((image1, image2_resized), dim=1) # Concatenate along height + elif direction == 'left': + concatenated_image = torch.cat((image2_resized, image1), dim=2) # Concatenate along width + elif direction == 'up': + concatenated_image = torch.cat((image2_resized, image1), dim=1) # Concatenate along height + return concatenated_image, + +import torch # Make sure you have PyTorch installed + +class ImageConcatFromBatch: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "images": ("IMAGE",), + "num_columns": ("INT", {"default": 3, "min": 1, "max": 255, "step": 1}), + "match_image_size": ("BOOLEAN", {"default": False}), + "max_resolution": ("INT", {"default": 4096}), + }, + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "concat" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ + Concatenates images from a batch into a grid with a specified number of columns. + """ + + def concat(self, images, num_columns, match_image_size, max_resolution): + # Assuming images is a batch of images (B, H, W, C) + batch_size, height, width, channels = images.shape + num_rows = (batch_size + num_columns - 1) // num_columns # Calculate number of rows + + print(f"Initial dimensions: batch_size={batch_size}, height={height}, width={width}, channels={channels}") + print(f"num_rows={num_rows}, num_columns={num_columns}") + + if match_image_size: + target_shape = images[0].shape + + resized_images = [] + for image in images: + original_height = image.shape[0] + original_width = image.shape[1] + original_aspect_ratio = original_width / original_height + + if original_aspect_ratio > 1: + target_height = target_shape[0] + target_width = int(target_height * original_aspect_ratio) + else: + target_width = target_shape[1] + target_height = int(target_width / original_aspect_ratio) + + print(f"Resizing image from ({original_height}, {original_width}) to ({target_height}, {target_width})") + + # Resize the image to match the target size while preserving aspect ratio + resized_image = common_upscale(image.movedim(-1, 0), target_width, target_height, "lanczos", "disabled") + resized_image = resized_image.movedim(0, -1) # Move channels back to the last dimension + resized_images.append(resized_image) + + # Convert the list of resized images back to a tensor + images = torch.stack(resized_images) + + height, width = target_shape[:2] # Update height and width + + # Initialize an empty grid + grid_height = num_rows * height + grid_width = num_columns * width + + print(f"Grid dimensions before scaling: grid_height={grid_height}, grid_width={grid_width}") + + # Original scale factor calculation remains unchanged + scale_factor = min(max_resolution / grid_height, max_resolution / grid_width, 1.0) + + # Apply scale factor to height and width + scaled_height = height * scale_factor + scaled_width = width * scale_factor + + # Round scaled dimensions to the nearest number divisible by 8 + height = max(1, int(round(scaled_height / 8) * 8)) + width = max(1, int(round(scaled_width / 8) * 8)) + + if abs(scaled_height - height) > 4: + height = max(1, int(round((scaled_height + 4) / 8) * 8)) + if abs(scaled_width - width) > 4: + width = max(1, int(round((scaled_width + 4) / 8) * 8)) + + # Recalculate grid dimensions with adjusted height and width + grid_height = num_rows * height + grid_width = num_columns * width + print(f"Grid dimensions after scaling: grid_height={grid_height}, grid_width={grid_width}") + print(f"Final image dimensions: height={height}, width={width}") + + grid = torch.zeros((grid_height, grid_width, channels), dtype=images.dtype) + + for idx, image in enumerate(images): + resized_image = torch.nn.functional.interpolate(image.unsqueeze(0).permute(0, 3, 1, 2), size=(height, width), mode="bilinear").squeeze().permute(1, 2, 0) + row = idx // num_columns + col = idx % num_columns + grid[row*height:(row+1)*height, col*width:(col+1)*width, :] = resized_image + + return grid.unsqueeze(0), + + +class ImageGridComposite2x2: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image1": ("IMAGE",), + "image2": ("IMAGE",), + "image3": ("IMAGE",), + "image4": ("IMAGE",), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "compositegrid" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Concatenates the 4 input images into a 2x2 grid. +""" + + def compositegrid(self, image1, image2, image3, image4): + top_row = torch.cat((image1, image2), dim=2) + bottom_row = torch.cat((image3, image4), dim=2) + grid = torch.cat((top_row, bottom_row), dim=1) + return (grid,) + +class ImageGridComposite3x3: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image1": ("IMAGE",), + "image2": ("IMAGE",), + "image3": ("IMAGE",), + "image4": ("IMAGE",), + "image5": ("IMAGE",), + "image6": ("IMAGE",), + "image7": ("IMAGE",), + "image8": ("IMAGE",), + "image9": ("IMAGE",), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "compositegrid" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Concatenates the 9 input images into a 3x3 grid. +""" + + def compositegrid(self, image1, image2, image3, image4, image5, image6, image7, image8, image9): + top_row = torch.cat((image1, image2, image3), dim=2) + mid_row = torch.cat((image4, image5, image6), dim=2) + bottom_row = torch.cat((image7, image8, image9), dim=2) + grid = torch.cat((top_row, mid_row, bottom_row), dim=1) + return (grid,) + +class ImageBatchTestPattern: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "batch_size": ("INT", {"default": 1,"min": 1, "max": 255, "step": 1}), + "start_from": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "text_x": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "text_y": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "font": (folder_paths.get_filename_list("kjnodes_fonts"), ), + "font_size": ("INT", {"default": 255,"min": 8, "max": 4096, "step": 1}), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "generatetestpattern" + CATEGORY = "KJNodes/text" + + def generatetestpattern(self, batch_size, font, font_size, start_from, width, height, text_x, text_y): + out = [] + # Generate the sequential numbers for each image + numbers = np.arange(start_from, start_from + batch_size) + font_path = folder_paths.get_full_path("kjnodes_fonts", font) + + for number in numbers: + # Create a black image with the number as a random color text + image = Image.new("RGB", (width, height), color='black') + draw = ImageDraw.Draw(image) + + # Generate a random color for the text + font_color = (random.randint(0, 255), random.randint(0, 255), random.randint(0, 255)) + + font = ImageFont.truetype(font_path, font_size) + + # Get the size of the text and position it in the center + text = str(number) + + try: + draw.text((text_x, text_y), text, font=font, fill=font_color, features=['-liga']) + except: + draw.text((text_x, text_y), text, font=font, fill=font_color,) + + # Convert the image to a numpy array and normalize the pixel values + image_np = np.array(image).astype(np.float32) / 255.0 + image_tensor = torch.from_numpy(image_np).unsqueeze(0) + out.append(image_tensor) + out_tensor = torch.cat(out, dim=0) + + return (out_tensor,) + +class ImageGrabPIL: + + @classmethod + def IS_CHANGED(cls): + + return + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "screencap" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Captures an area specified by screen coordinates. +Can be used for realtime diffusion with autoqueue. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "x": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "y": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "width": ("INT", {"default": 512,"min": 0, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 0, "max": 4096, "step": 1}), + "num_frames": ("INT", {"default": 1,"min": 1, "max": 255, "step": 1}), + "delay": ("FLOAT", {"default": 0.1,"min": 0.0, "max": 10.0, "step": 0.01}), + }, + } + + def screencap(self, x, y, width, height, num_frames, delay): + start_time = time.time() + captures = [] + bbox = (x, y, x + width, y + height) + + for _ in range(num_frames): + # Capture screen + screen_capture = ImageGrab.grab(bbox=bbox) + screen_capture_torch = torch.from_numpy(np.array(screen_capture, dtype=np.float32) / 255.0).unsqueeze(0) + captures.append(screen_capture_torch) + + # Wait for a short delay if more than one frame is to be captured + if num_frames > 1: + time.sleep(delay) + + elapsed_time = time.time() - start_time + print(f"screengrab took {elapsed_time} seconds.") + + return (torch.cat(captures, dim=0),) + +class Screencap_mss: + + @classmethod + def IS_CHANGED(s, **kwargs): + return float("NaN") + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "screencap" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Captures an area specified by screen coordinates. +Can be used for realtime diffusion with autoqueue. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "x": ("INT", {"default": 0,"min": 0, "max": 10000, "step": 1}), + "y": ("INT", {"default": 0,"min": 0, "max": 10000, "step": 1}), + "width": ("INT", {"default": 512,"min": 0, "max": 10000, "step": 1}), + "height": ("INT", {"default": 512,"min": 0, "max": 10000, "step": 1}), + "num_frames": ("INT", {"default": 1,"min": 1, "max": 255, "step": 1}), + "delay": ("FLOAT", {"default": 0.1,"min": 0.0, "max": 10.0, "step": 0.01}), + }, + } + + def screencap(self, x, y, width, height, num_frames, delay): + from mss import mss + captures = [] + with mss() as sct: + bbox = {'top': y, 'left': x, 'width': width, 'height': height} + + for _ in range(num_frames): + sct_img = sct.grab(bbox) + img_np = np.array(sct_img) + img_torch = torch.from_numpy(img_np[..., [2, 1, 0]]).float() / 255.0 + captures.append(img_torch) + + if num_frames > 1: + time.sleep(delay) + + return (torch.stack(captures, 0),) + +class WebcamCaptureCV2: + + @classmethod + def IS_CHANGED(cls): + return + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "capture" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +Captures a frame from a webcam using CV2. +Can be used for realtime diffusion with autoqueue. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "x": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "y": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "width": ("INT", {"default": 512,"min": 0, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 0, "max": 4096, "step": 1}), + "cam_index": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "release": ("BOOLEAN", {"default": False}), + }, + } + + def capture(self, x, y, cam_index, width, height, release): + # Check if the camera index has changed or the capture object doesn't exist + if not hasattr(self, "cap") or self.cap is None or self.current_cam_index != cam_index: + if hasattr(self, "cap") and self.cap is not None: + self.cap.release() + self.current_cam_index = cam_index + self.cap = cv2.VideoCapture(cam_index) + try: + self.cap.set(cv2.CAP_PROP_FRAME_WIDTH, width) + self.cap.set(cv2.CAP_PROP_FRAME_HEIGHT, height) + except: + pass + if not self.cap.isOpened(): + raise Exception("Could not open webcam") + + ret, frame = self.cap.read() + if not ret: + raise Exception("Failed to capture image from webcam") + + # Crop the frame to the specified bbox + frame = frame[y:y+height, x:x+width] + img_torch = torch.from_numpy(frame[..., [2, 1, 0]]).float() / 255.0 + + if release: + self.cap.release() + self.cap = None + + return (img_torch.unsqueeze(0),) + +class AddLabel: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image":("IMAGE",), + "text_x": ("INT", {"default": 10, "min": 0, "max": 4096, "step": 1}), + "text_y": ("INT", {"default": 2, "min": 0, "max": 4096, "step": 1}), + "height": ("INT", {"default": 48, "min": -1, "max": 4096, "step": 1}), + "font_size": ("INT", {"default": 32, "min": 0, "max": 4096, "step": 1}), + "font_color": ("STRING", {"default": "white"}), + "label_color": ("STRING", {"default": "black"}), + "font": (folder_paths.get_filename_list("kjnodes_fonts"), ), + "text": ("STRING", {"default": "Text"}), + "direction": ( + [ 'up', + 'down', + 'left', + 'right', + 'overlay' + ], + { + "default": 'up' + }), + }, + "optional":{ + "caption": ("STRING", {"default": "", "forceInput": True}), + } + } + RETURN_TYPES = ("IMAGE",) + FUNCTION = "addlabel" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +Creates a new with the given text, and concatenates it to +either above or below the input image. +Note that this changes the input image's height! +Fonts are loaded from this folder: +ComfyUI/custom_nodes/ComfyUI-KJNodes/fonts +""" + + def addlabel(self, image, text_x, text_y, text, height, font_size, font_color, label_color, font, direction, caption=""): + batch_size = image.shape[0] + width = image.shape[2] + + font_path = os.path.join(script_directory, "fonts", "TTNorms-Black.otf") if font == "TTNorms-Black.otf" else folder_paths.get_full_path("kjnodes_fonts", font) + + # Parse colors using helper function + font_color_rgb = string_to_color(font_color) + label_color_rgb = string_to_color(label_color) + + # Convert to tuples for PIL + font_color_tuple = tuple(font_color_rgb[:3]) # RGB only + label_color_tuple = tuple(label_color_rgb[:3]) # RGB only + + def process_image(input_image, caption_text): + font = ImageFont.truetype(font_path, font_size) + lines = [] + for text_line in caption_text.split('\n'): + if text_line.strip() == "": + # Preserve empty lines for multiple newlines + lines.append("") + continue + words = text_line.split() + current_line = [] + for word in words: + if current_line: + test_line = " ".join(current_line + [word]) + else: + test_line = word + try: + test_line_width = font.getbbox(test_line)[2] + except Exception: + test_line_width = font.getsize(test_line)[0] + if test_line_width <= width - 2 * text_x: + current_line.append(word) + else: + lines.append(" ".join(current_line)) + current_line = [word] + if current_line: + lines.append(" ".join(current_line)) + + if direction == 'overlay': + pil_image = Image.fromarray((input_image.cpu().numpy() * 255).astype(np.uint8)) + else: + if height == -1: + # Adjust the image height automatically + margin = 8 + required_height = (text_y + len(lines) * font_size) + margin # Calculate required height + pil_image = Image.new("RGB", (width, required_height), label_color_tuple) + else: + # Initialize with a minimal height + label_image = Image.new("RGB", (width, height), label_color_tuple) + pil_image = label_image + + draw = ImageDraw.Draw(pil_image) + + + y_offset = text_y + for line in lines: + try: + draw.text((text_x, y_offset), line, font=font, fill=font_color_tuple, features=['-liga']) + except: + draw.text((text_x, y_offset), line, font=font, fill=font_color_tuple) + y_offset += font_size + + processed_image = torch.from_numpy(np.array(pil_image).astype(np.float32) / 255.0).unsqueeze(0) + return processed_image + + if caption == "": + processed_images = [process_image(img, text) for img in image] + else: + assert len(caption) == batch_size, f"Number of captions {(len(caption))} does not match number of images" + processed_images = [process_image(img, cap) for img, cap in zip(image, caption)] + processed_batch = torch.cat(processed_images, dim=0) + + # Combine images based on direction + if direction == 'down': + combined_images = torch.cat((image, processed_batch), dim=1) + elif direction == 'up': + combined_images = torch.cat((processed_batch, image), dim=1) + elif direction == 'left': + processed_batch = torch.rot90(processed_batch, 3, (2, 3)).permute(0, 3, 1, 2) + combined_images = torch.cat((processed_batch, image), dim=2) + elif direction == 'right': + processed_batch = torch.rot90(processed_batch, 3, (2, 3)).permute(0, 3, 1, 2) + combined_images = torch.cat((image, processed_batch), dim=2) + else: + combined_images = processed_batch + + return (combined_images,) + +class GetImageSizeAndCount: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE",), + }} + + RETURN_TYPES = ("IMAGE","INT", "INT", "INT",) + RETURN_NAMES = ("image", "width", "height", "count",) + FUNCTION = "getsize" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Returns width, height and batch size of the image, +and passes it through unchanged. + +""" + + def getsize(self, image): + width = image.shape[2] + height = image.shape[1] + count = image.shape[0] + return {"ui": { + "text": [f"{count}x{width}x{height}"]}, + "result": (image, width, height, count) + } + +class GetLatentSizeAndCount: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "latent": ("LATENT",), + }} + + RETURN_TYPES = ("LATENT","INT", "INT", "INT", "INT", "INT") + RETURN_NAMES = ("latent", "batch_size", "channels", "frames", "height", "width") + FUNCTION = "getsize" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Returns latent tensor dimensions, +and passes the latent through unchanged. + +""" + def getsize(self, latent): + if len(latent["samples"].shape) == 5: + B, C, T, H, W = latent["samples"].shape + elif len(latent["samples"].shape) == 4: + B, C, H, W = latent["samples"].shape + T = 0 + else: + raise ValueError("Invalid latent shape") + + return {"ui": { + "text": [f"{B}x{C}x{T}x{H}x{W}"]}, + "result": (latent, B, C, T, H, W) + } + +class ImageBatchRepeatInterleaving: + + RETURN_TYPES = ("IMAGE", "MASK",) + FUNCTION = "repeat" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Repeats each image in a batch by the specified number of times. +Example batch of 5 images: 0, 1 ,2, 3, 4 +with repeats 2 becomes batch of 10 images: 0, 0, 1, 1, 2, 2, 3, 3, 4, 4 +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "repeats": ("INT", {"default": 1, "min": 1, "max": 4096}), + }, + "optional": { + "mask": ("MASK",), + } + } + + def repeat(self, images, repeats, mask=None): + original_count = images.shape[0] + total_count = original_count * repeats + + repeated_images = torch.repeat_interleave(images, repeats=repeats, dim=0) + if mask is not None: + mask = torch.repeat_interleave(mask, repeats=repeats, dim=0) + else: + mask = torch.zeros((total_count, images.shape[1], images.shape[2]), + device=images.device, dtype=images.dtype) + for i in range(original_count): + mask[i * repeats] = 1.0 + + print("mask shape", mask.shape) + return (repeated_images, mask) + +class ImageUpscaleWithModelBatched: + @classmethod + def INPUT_TYPES(s): + return {"required": { "upscale_model": ("UPSCALE_MODEL",), + "images": ("IMAGE",), + "per_batch": ("INT", {"default": 16, "min": 1, "max": 4096, "step": 1}), + }, + "optional": { + "downscale_ratio": ("FLOAT", {"default": 1.0, "min": 0.01, "max": 1.0, "step": 0.01}), + "downscale_method": (["nearest-exact", "bilinear", "area", "bicubic", "lanczos"], {"default": "lanczos"}), + "precision": (["float32", "float16", "bfloat16"], {"default": "float32"}), + }} + RETURN_TYPES = ("IMAGE",) + FUNCTION = "upscale" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Same as ComfyUI native model upscaling node, +but allows setting sub-batches for reduced VRAM usage. +Optionally downscale the result with a ratio. +""" + def upscale(self, upscale_model, images, per_batch, downscale_ratio=1.0, downscale_method="lanczos", precision="float32"): + dtype = torch.float16 if precision == "float16" else torch.bfloat16 if precision == "bfloat16" else torch.float32 + device = model_management.get_torch_device() + upscale_model.to(device, dtype=dtype) + in_img = images.movedim(-1,-3).to(dtype) + + steps = in_img.shape[0] + pbar = ProgressBar(steps) + t = [] + + for start_idx in range(0, in_img.shape[0], per_batch): + sub_images = upscale_model(in_img[start_idx:start_idx+per_batch].to(device)) + t.append(sub_images.cpu()) + # Calculate the number of images processed in this batch + batch_count = sub_images.shape[0] + # Update the progress bar by the number of images processed in this batch + pbar.update(batch_count) + upscale_model.cpu() + + t = torch.cat(t, dim=0).permute(0, 2, 3, 1).cpu().float() + + # Apply downscaling if ratio is less than 1.0 + if downscale_ratio < 1.0: + original_height = t.shape[1] + original_width = t.shape[2] + new_height = int(original_height * downscale_ratio) + new_width = int(original_width * downscale_ratio) + t = t.movedim(-1, 1) + t = common_upscale(t, new_width, new_height, downscale_method, "disabled") + t = t.movedim(1, -1) + + return (t,) + +class ImageNormalize_Neg1_To_1: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "images": ("IMAGE",), + + }} + RETURN_TYPES = ("IMAGE",) + FUNCTION = "normalize" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Normalize the images to be in the range [-1, 1] +""" + + def normalize(self,images): + images = images * 2.0 - 1.0 + return (images,) + +class RemapImageRange: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE",), + "min": ("FLOAT", {"default": 0.0,"min": -10.0, "max": 1.0, "step": 0.01}), + "max": ("FLOAT", {"default": 1.0,"min": 0.0, "max": 10.0, "step": 0.01}), + "clamp": ("BOOLEAN", {"default": True}), + }, + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "remap" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Remaps the image values to the specified range. +""" + + def remap(self, image, min, max, clamp): + if image.dtype == torch.float16: + image = image.to(torch.float32) + image = min + image * (max - min) + if clamp: + image = torch.clamp(image, min=0.0, max=1.0) + return (image, ) + +class SplitImageChannels: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE",), + }, + } + + RETURN_TYPES = ("IMAGE", "IMAGE", "IMAGE", "MASK") + RETURN_NAMES = ("red", "green", "blue", "mask") + FUNCTION = "split" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Splits image channels into images where the selected channel +is repeated for all channels, and the alpha as a mask. +""" + + def split(self, image): + red = image[:, :, :, 0:1] # Red channel + green = image[:, :, :, 1:2] # Green channel + blue = image[:, :, :, 2:3] # Blue channel + alpha = image[:, :, :, 3:4] # Alpha channel + alpha = alpha.squeeze(-1) + + # Repeat the selected channel for all channels + red = torch.cat([red, red, red], dim=3) + green = torch.cat([green, green, green], dim=3) + blue = torch.cat([blue, blue, blue], dim=3) + return (red, green, blue, alpha) + +class MergeImageChannels: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "red": ("IMAGE",), + "green": ("IMAGE",), + "blue": ("IMAGE",), + + }, + "optional": { + "alpha": ("MASK", {"default": None}), + }, + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "merge" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Merges channel data into an image. +""" + + def merge(self, red, green, blue, alpha=None): + image = torch.stack([ + red[..., 0, None], # Red channel + green[..., 1, None], # Green channel + blue[..., 2, None] # Blue channel + ], dim=-1) + image = image.squeeze(-2) + if alpha is not None: + image = torch.cat([image, alpha.unsqueeze(-1)], dim=-1) + return (image,) + +class ImagePadForOutpaintMasked: + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "left": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "top": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "right": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "bottom": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "feathering": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1}), + }, + "optional": { + "mask": ("MASK",), + } + } + + RETURN_TYPES = ("IMAGE", "MASK") + FUNCTION = "expand_image" + + CATEGORY = "image" + + def expand_image(self, image, left, top, right, bottom, feathering, mask=None): + if mask is not None: + if torch.allclose(mask, torch.zeros_like(mask)): + print("Warning: The incoming mask is fully black. Handling it as None.") + mask = None + B, H, W, C = image.size() + + new_image = torch.ones( + (B, H + top + bottom, W + left + right, C), + dtype=torch.float32, + ) * 0.5 + + new_image[:, top:top + H, left:left + W, :] = image + + if mask is None: + new_mask = torch.ones( + (B, H + top + bottom, W + left + right), + dtype=torch.float32, + ) + + t = torch.zeros( + (B, H, W), + dtype=torch.float32 + ) + else: + # If a mask is provided, pad it to fit the new image size + mask = F.pad(mask, (left, right, top, bottom), mode='constant', value=0) + mask = 1 - mask + t = torch.zeros_like(mask) + + if feathering > 0 and feathering * 2 < H and feathering * 2 < W: + + for i in range(H): + for j in range(W): + dt = i if top != 0 else H + db = H - i if bottom != 0 else H + + dl = j if left != 0 else W + dr = W - j if right != 0 else W + + d = min(dt, db, dl, dr) + + if d >= feathering: + continue + + v = (feathering - d) / feathering + + if mask is None: + t[:, i, j] = v * v + else: + t[:, top + i, left + j] = v * v + + if mask is None: + new_mask[:, top:top + H, left:left + W] = t + return (new_image, new_mask,) + else: + return (new_image, mask,) + +class ImagePadForOutpaintTargetSize: + upscale_methods = ["nearest-exact", "bilinear", "area", "bicubic", "lanczos"] + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "target_width": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "target_height": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 8}), + "feathering": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1}), + "upscale_method": (s.upscale_methods,), + }, + "optional": { + "mask": ("MASK",), + } + } + + RETURN_TYPES = ("IMAGE", "MASK") + FUNCTION = "expand_image" + + CATEGORY = "image" + + def expand_image(self, image, target_width, target_height, feathering, upscale_method, mask=None): + B, H, W, C = image.size() + new_height = H + new_width = W + # Calculate the scaling factor while maintaining aspect ratio + scaling_factor = min(target_width / W, target_height / H) + + # Check if the image needs to be downscaled + if scaling_factor < 1: + image = image.movedim(-1,1) + # Calculate the new width and height after downscaling + new_width = int(W * scaling_factor) + new_height = int(H * scaling_factor) + + # Downscale the image + image_scaled = common_upscale(image, new_width, new_height, upscale_method, "disabled").movedim(1,-1) + else: + # If downscaling is not needed, use the original image dimensions + image_scaled = image + + # Ensure mask dimensions match image dimensions + if mask is not None: + mask_scaled = mask.unsqueeze(0) # Add an extra dimension for batch size + mask_scaled = F.interpolate(mask_scaled, size=(new_height, new_width), mode="nearest") + mask_scaled = mask_scaled.squeeze(0) # Remove the extra dimension after interpolation + else: + mask_scaled = None + + # Calculate how much padding is needed to reach the target dimensions + pad_top = max(0, (target_height - new_height) // 2) + pad_bottom = max(0, target_height - new_height - pad_top) + pad_left = max(0, (target_width - new_width) // 2) + pad_right = max(0, target_width - new_width - pad_left) + + # Now call the original expand_image with the calculated padding + return ImagePadForOutpaintMasked.expand_image(self, image_scaled, pad_left, pad_top, pad_right, pad_bottom, feathering, mask_scaled) + +class ImagePrepForICLora: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "reference_image": ("IMAGE",), + "output_width": ("INT", {"default": 1024, "min": 1, "max": 4096, "step": 1}), + "output_height": ("INT", {"default": 1024, "min": 1, "max": 4096, "step": 1}), + "border_width": ("INT", {"default": 0, "min": 0, "max": 4096, "step": 1}), + }, + "optional": { + "latent_image": ("IMAGE",), + "latent_mask": ("MASK",), + "reference_mask": ("MASK",), + } + } + + RETURN_TYPES = ("IMAGE", "MASK") + FUNCTION = "expand_image" + + CATEGORY = "image" + + def expand_image(self, reference_image, output_width, output_height, border_width, latent_image=None, reference_mask=None, latent_mask=None): + + if reference_mask is not None: + if torch.allclose(reference_mask, torch.zeros_like(reference_mask)): + print("Warning: The incoming mask is fully black. Handling it as None.") + reference_mask = None + image = reference_image + if latent_image is not None: + if image.shape[0] != latent_image.shape[0]: + image = image.repeat(latent_image.shape[0], 1, 1, 1) + B, H, W, C = image.size() + + # Handle mask + if reference_mask is not None: + resized_mask = torch.nn.functional.interpolate( + reference_mask.unsqueeze(1), + size=(H, W), + mode='nearest' + ).squeeze(1) + print(resized_mask.shape) + image = image * resized_mask.unsqueeze(-1) + + # Calculate new width maintaining aspect ratio + new_width = int((W / H) * output_height) + + # Resize image to new height while maintaining aspect ratio + resized_image = common_upscale(image.movedim(-1,1), new_width, output_height, "lanczos", "disabled").movedim(1,-1) + + # Create padded image + if latent_image is None: + pad_image = torch.zeros((B, output_height, output_width, C), device=image.device) + else: + resized_latent_image = common_upscale(latent_image.movedim(-1,1), output_width, output_height, "lanczos", "disabled").movedim(1,-1) + pad_image = resized_latent_image + if latent_mask is not None: + resized_latent_mask = torch.nn.functional.interpolate( + latent_mask.unsqueeze(1), + size=(pad_image.shape[1], pad_image.shape[2]), + mode='nearest' + ).squeeze(1) + + if border_width > 0: + border = torch.zeros((B, output_height, border_width, C), device=image.device) + padded_image = torch.cat((resized_image, border, pad_image), dim=2) + if latent_mask is not None: + padded_mask = torch.zeros((B, padded_image.shape[1], padded_image.shape[2]), device=image.device) + padded_mask[:, :, (new_width + border_width):] = resized_latent_mask + else: + padded_mask = torch.ones((B, padded_image.shape[1], padded_image.shape[2]), device=image.device) + padded_mask[:, :, :new_width + border_width] = 0 + else: + padded_image = torch.cat((resized_image, pad_image), dim=2) + if latent_mask is not None: + padded_mask = torch.zeros((B, padded_image.shape[1], padded_image.shape[2]), device=image.device) + padded_mask[:, :, new_width:] = resized_latent_mask + else: + padded_mask = torch.ones((B, padded_image.shape[1], padded_image.shape[2]), device=image.device) + padded_mask[:, :, :new_width] = 0 + + return (padded_image, padded_mask) + + +class ImageAndMaskPreview(SaveImage): + def __init__(self): + self.output_dir = folder_paths.get_temp_directory() + self.type = "temp" + self.prefix_append = "_temp_" + ''.join(random.choice("abcdefghijklmnopqrstupvxyz") for x in range(5)) + self.compress_level = 4 + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "mask_opacity": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}), + "mask_color": ("STRING", {"default": "255, 255, 255", "tooltip": "RGB (255,255,255) or RGBA (255,255,255,128) or Hex (#RRGGBB / #RRGGBBAA)"}), + "pass_through": ("BOOLEAN", {"default": False}), + }, + "optional": { + "image": ("IMAGE",), + "mask": ("MASK",), + }, + "hidden": {"prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO"}, + } + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("composite",) + FUNCTION = "execute" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Preview an image or a mask, when both inputs are used +composites the mask on top of the image. +with pass_through on the preview is disabled and the +composite is returned from the composite slot instead, +this allows for the preview to be passed for video combine +nodes for example. Supports RGBA for mask_color to adjust transparency per color. +""" + + def execute(self, mask_opacity, mask_color, pass_through, filename_prefix="ComfyUI", image=None, mask=None, prompt=None, extra_pnginfo=None): + if mask is not None and image is None: + preview = mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])).movedim(1, -1).expand(-1, -1, -1, 3) + elif mask is None and image is not None: + preview = image + elif mask is not None and image is not None: + mask_adjusted = mask * mask_opacity + mask_image = mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])).movedim(1, -1).expand(-1, -1, -1, 3).clone() + + # Use helper function to parse color string + color_list = string_to_color(mask_color) + + # Apply RGB channels + mask_image[:, :, :, 0] = color_list[0] / 255 # Red channel + mask_image[:, :, :, 1] = color_list[1] / 255 # Green channel + mask_image[:, :, :, 2] = color_list[2] / 255 # Blue channel + + if len(color_list) == 4: # Apply Alpha channel if present + alpha_factor = color_list[3] / 255.0 + mask_adjusted = mask_adjusted * alpha_factor + + destination, source = node_helpers.image_alpha_fix(image, mask_image) + destination = destination.clone().movedim(-1, 1) + preview = composite(destination, source.movedim(-1, 1), 0, 0, mask_adjusted, 1, True).movedim(1, -1) + if pass_through: + return (preview, ) + return(self.save_images(preview, filename_prefix, prompt, extra_pnginfo)) + +def crossfade(images_1, images_2, alpha): + crossfade = (1 - alpha) * images_1 + alpha * images_2 + return crossfade +def ease_in(t): + return t * t +def ease_out(t): + return 1 - (1 - t) * (1 - t) +def ease_in_out(t): + return 3 * t * t - 2 * t * t * t +def bounce(t): + if t < 0.5: + return ease_out(t * 2) * 0.5 + else: + return ease_in((t - 0.5) * 2) * 0.5 + 0.5 +def elastic(t): + return math.sin(13 * math.pi / 2 * t) * math.pow(2, 10 * (t - 1)) +def glitchy(t): + return t + 0.1 * math.sin(40 * t) +def exponential_ease_out(t): + return 1 - (1 - t) ** 4 + +easing_functions = { + "linear": lambda t: t, + "ease_in": ease_in, + "ease_out": ease_out, + "ease_in_out": ease_in_out, + "bounce": bounce, + "elastic": elastic, + "glitchy": glitchy, + "exponential_ease_out": exponential_ease_out, +} + +class CrossFadeImages: + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "crossfadeimages" + CATEGORY = "KJNodes/image" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images_1": ("IMAGE",), + "images_2": ("IMAGE",), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "bounce", "elastic", "glitchy", "exponential_ease_out"],), + "transition_start_index": ("INT", {"default": 1,"min": -4096, "max": 4096, "step": 1}), + "transitioning_frames": ("INT", {"default": 1,"min": 0, "max": 4096, "step": 1}), + "start_level": ("FLOAT", {"default": 0.0,"min": 0.0, "max": 1.0, "step": 0.01}), + "end_level": ("FLOAT", {"default": 1.0,"min": 0.0, "max": 1.0, "step": 0.01}), + }, + } + + def crossfadeimages(self, images_1, images_2, transition_start_index, transitioning_frames, interpolation, start_level, end_level): + + crossfade_images = [] + + if transition_start_index < 0: + transition_start_index = len(images_1) + transition_start_index + if transition_start_index < 0: + raise ValueError("Transition start index is out of range for images_1.") + + transitioning_frames = min(transitioning_frames, len(images_1) - transition_start_index, len(images_2)) + + alphas = torch.linspace(start_level, end_level, transitioning_frames) + for i in range(transitioning_frames): + alpha = alphas[i] + image1 = images_1[transition_start_index + i] + image2 = images_2[i] + easing_function = easing_functions.get(interpolation) + alpha = easing_function(alpha) # Apply the easing function to the alpha value + + crossfade_image = crossfade(image1, image2, alpha) + crossfade_images.append(crossfade_image) + + # Convert crossfade_images to tensor + crossfade_images = torch.stack(crossfade_images, dim=0) + + # Append the beginning of images_1 (before the transition) + beginning_images_1 = images_1[:transition_start_index] + crossfade_images = torch.cat([beginning_images_1, crossfade_images], dim=0) + + # Append the remaining frames of images_2 (after the transition) + remaining_images_2 = images_2[transitioning_frames:] + if len(remaining_images_2) > 0: + crossfade_images = torch.cat([crossfade_images, remaining_images_2], dim=0) + + return (crossfade_images, ) + +class CrossFadeImagesMulti: + RETURN_TYPES = ("IMAGE",) + FUNCTION = "crossfadeimages" + CATEGORY = "KJNodes/image" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "image_1": ("IMAGE",), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "bounce", "elastic", "glitchy", "exponential_ease_out"],), + "transitioning_frames": ("INT", {"default": 1,"min": 0, "max": 4096, "step": 1}), + }, + "optional": { + "image_2": ("IMAGE",), + } + } + + def crossfadeimages(self, inputcount, transitioning_frames, interpolation, **kwargs): + + image_1 = kwargs["image_1"] + first_image_shape = image_1.shape + first_image_device = image_1.device + height = image_1.shape[1] + width = image_1.shape[2] + + easing_function = easing_functions[interpolation] + + for c in range(1, inputcount): + frames = [] + new_image = kwargs.get(f"image_{c + 1}", torch.zeros(first_image_shape)).to(first_image_device) + new_image_height = new_image.shape[1] + new_image_width = new_image.shape[2] + + if new_image_height != height or new_image_width != width: + new_image = common_upscale(new_image.movedim(-1, 1), width, height, "lanczos", "disabled") + new_image = new_image.movedim(1, -1) # Move channels back to the last dimension + + last_frame_image_1 = image_1[-1] + first_frame_image_2 = new_image[0] + + for frame in range(transitioning_frames): + t = frame / (transitioning_frames - 1) + alpha = easing_function(t) + alpha_tensor = torch.tensor(alpha, dtype=last_frame_image_1.dtype, device=last_frame_image_1.device) + frame_image = crossfade(last_frame_image_1, first_frame_image_2, alpha_tensor) + frames.append(frame_image) + + frames = torch.stack(frames) + image_1 = torch.cat((image_1, frames, new_image), dim=0) + + return image_1, + +def transition_images(images_1, images_2, alpha, transition_type, blur_radius, reverse): + width = images_1.shape[1] + height = images_1.shape[0] + + mask = torch.zeros_like(images_1, device=images_1.device) + + alpha = alpha.item() + if reverse: + alpha = 1 - alpha + + #transitions from matteo's essential nodes + if "horizontal slide" in transition_type: + pos = round(width * alpha) + mask[:, :pos, :] = 1.0 + elif "vertical slide" in transition_type: + pos = round(height * alpha) + mask[:pos, :, :] = 1.0 + elif "box" in transition_type: + box_w = round(width * alpha) + box_h = round(height * alpha) + x1 = (width - box_w) // 2 + y1 = (height - box_h) // 2 + x2 = x1 + box_w + y2 = y1 + box_h + mask[y1:y2, x1:x2, :] = 1.0 + elif "circle" in transition_type: + radius = math.ceil(math.sqrt(pow(width, 2) + pow(height, 2)) * alpha / 2) + c_x = width // 2 + c_y = height // 2 + x = torch.arange(0, width, dtype=torch.float32, device="cpu") + y = torch.arange(0, height, dtype=torch.float32, device="cpu") + y, x = torch.meshgrid((y, x), indexing="ij") + circle = ((x - c_x) ** 2 + (y - c_y) ** 2) <= (radius ** 2) + mask[circle] = 1.0 + elif "horizontal door" in transition_type: + bar = math.ceil(height * alpha / 2) + if bar > 0: + mask[:bar, :, :] = 1.0 + mask[-bar:,:, :] = 1.0 + elif "vertical door" in transition_type: + bar = math.ceil(width * alpha / 2) + if bar > 0: + mask[:, :bar,:] = 1.0 + mask[:, -bar:,:] = 1.0 + elif "fade" in transition_type: + mask[:, :, :] = alpha + + mask = gaussian_blur(mask, blur_radius) + + return images_1 * (1 - mask) + images_2 * mask + +def gaussian_blur(mask, blur_radius): + if blur_radius > 0: + kernel_size = int(blur_radius * 2) + 1 + if kernel_size % 2 == 0: + kernel_size += 1 # Ensure kernel size is odd + sigma = blur_radius / 3 + x = torch.arange(-kernel_size // 2 + 1, kernel_size // 2 + 1, dtype=torch.float32) + x = torch.exp(-0.5 * (x / sigma) ** 2) + kernel1d = x / x.sum() + kernel2d = kernel1d[:, None] * kernel1d[None, :] + kernel2d = kernel2d.to(mask.device) + kernel2d = kernel2d.expand(mask.shape[2], 1, kernel2d.shape[0], kernel2d.shape[1]) + mask = mask.permute(2, 0, 1).unsqueeze(0) # Change to [C, H, W] and add batch dimension + mask = F.conv2d(mask, kernel2d, padding=kernel_size // 2, groups=mask.shape[1]) + mask = mask.squeeze(0).permute(1, 2, 0) # Change back to [H, W, C] + return mask + +easing_functions = { + "linear": lambda t: t, + "ease_in": ease_in, + "ease_out": ease_out, + "ease_in_out": ease_in_out, + "bounce": bounce, + "elastic": elastic, + "glitchy": glitchy, + "exponential_ease_out": exponential_ease_out, +} + +class TransitionImagesMulti: + RETURN_TYPES = ("IMAGE",) + FUNCTION = "transition" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates transitions between images. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "image_1": ("IMAGE",), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "bounce", "elastic", "glitchy", "exponential_ease_out"],), + "transition_type": (["horizontal slide", "vertical slide", "box", "circle", "horizontal door", "vertical door", "fade"],), + "transitioning_frames": ("INT", {"default": 2,"min": 2, "max": 4096, "step": 1}), + "blur_radius": ("FLOAT", {"default": 0.0,"min": 0.0, "max": 100.0, "step": 0.1}), + "reverse": ("BOOLEAN", {"default": False}), + "device": (["CPU", "GPU"], {"default": "CPU"}), + }, + "optional": { + "image_2": ("IMAGE",), + } + } + + def transition(self, inputcount, transitioning_frames, transition_type, interpolation, device, blur_radius, reverse, **kwargs): + + gpu = model_management.get_torch_device() + + image_1 = kwargs["image_1"] + height = image_1.shape[1] + width = image_1.shape[2] + first_image_shape = image_1.shape + first_image_device = image_1.device + + easing_function = easing_functions[interpolation] + + for c in range(1, inputcount): + frames = [] + new_image = kwargs.get(f"image_{c + 1}", torch.zeros(first_image_shape)).to(first_image_device) + new_image_height = new_image.shape[1] + new_image_width = new_image.shape[2] + + if new_image_height != height or new_image_width != width: + new_image = common_upscale(new_image.movedim(-1, 1), width, height, "lanczos", "disabled") + new_image = new_image.movedim(1, -1) # Move channels back to the last dimension + + last_frame_image_1 = image_1[-1] + first_frame_image_2 = new_image[0] + if device == "GPU": + last_frame_image_1 = last_frame_image_1.to(gpu) + first_frame_image_2 = first_frame_image_2.to(gpu) + + if reverse: + last_frame_image_1, first_frame_image_2 = first_frame_image_2, last_frame_image_1 + + for frame in range(transitioning_frames): + t = frame / (transitioning_frames - 1) + alpha = easing_function(t) + alpha_tensor = torch.tensor(alpha, dtype=last_frame_image_1.dtype, device=last_frame_image_1.device) + frame_image = transition_images(last_frame_image_1, first_frame_image_2, alpha_tensor, transition_type, blur_radius, reverse) + frames.append(frame_image) + + frames = torch.stack(frames).cpu() + image_1 = torch.cat((image_1, frames, new_image), dim=0) + + return image_1.cpu(), + +class TransitionImagesInBatch: + RETURN_TYPES = ("IMAGE",) + FUNCTION = "transition" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates transitions between images in a batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "bounce", "elastic", "glitchy", "exponential_ease_out"],), + "transition_type": (["horizontal slide", "vertical slide", "box", "circle", "horizontal door", "vertical door", "fade"],), + "transitioning_frames": ("INT", {"default": 1,"min": 0, "max": 4096, "step": 1}), + "blur_radius": ("FLOAT", {"default": 0.0,"min": 0.0, "max": 100.0, "step": 0.1}), + "reverse": ("BOOLEAN", {"default": False}), + "device": (["CPU", "GPU"], {"default": "CPU"}), + }, + } + + #transitions from matteo's essential nodes + def transition(self, images, transitioning_frames, transition_type, interpolation, device, blur_radius, reverse): + if images.shape[0] == 1: + return images, + + gpu = model_management.get_torch_device() + + easing_function = easing_functions[interpolation] + + images_list = [] + pbar = ProgressBar(images.shape[0] - 1) + for i in range(images.shape[0] - 1): + frames = [] + image_1 = images[i] + image_2 = images[i + 1] + + if device == "GPU": + image_1 = image_1.to(gpu) + image_2 = image_2.to(gpu) + + if reverse: + image_1, image_2 = image_2, image_1 + + for frame in range(transitioning_frames): + t = frame / (transitioning_frames - 1) + alpha = easing_function(t) + alpha_tensor = torch.tensor(alpha, dtype=image_1.dtype, device=image_1.device) + frame_image = transition_images(image_1, image_2, alpha_tensor, transition_type, blur_radius, reverse) + frames.append(frame_image) + pbar.update(1) + + frames = torch.stack(frames).cpu() + images_list.append(frames) + images = torch.cat(images_list, dim=0) + + return images.cpu(), + +class ImageBatchJoinWithTransition: + RETURN_TYPES = ("IMAGE",) + FUNCTION = "transition_batches" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Transitions between two batches of images, starting at a specified index in the first batch. +During the transition, frames from both batches are blended frame-by-frame, so the video keeps playing. +""" + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "images_1": ("IMAGE",), + "images_2": ("IMAGE",), + "start_index": ("INT", {"default": 0, "min": -10000, "max": 10000, "step": 1}), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "bounce", "elastic", "glitchy", "exponential_ease_out"],), + "transition_type": (["horizontal slide", "vertical slide", "box", "circle", "horizontal door", "vertical door", "fade"],), + "transitioning_frames": ("INT", {"default": 1, "min": 1, "max": 4096, "step": 1}), + "blur_radius": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 100.0, "step": 0.1}), + "reverse": ("BOOLEAN", {"default": False}), + "device": (["CPU", "GPU"], {"default": "CPU"}), + }, + } + + def transition_batches(self, images_1, images_2, start_index, interpolation, transition_type, transitioning_frames, blur_radius, reverse, device): + if images_1.shape[0] == 0 or images_2.shape[0] == 0: + raise ValueError("Both input batches must have at least one image.") + + if start_index < 0: + start_index = images_1.shape[0] + start_index + if start_index < 0 or start_index > images_1.shape[0]: + raise ValueError("start_index is out of range.") + + gpu = model_management.get_torch_device() + easing_function = easing_functions[interpolation] + out_frames = [] + + # Add images from images_1 up to start_index + if start_index > 0: + out_frames.append(images_1[:start_index]) + + # Determine how many frames we can blend + max_transition = min(transitioning_frames, images_1.shape[0] - start_index, images_2.shape[0]) + + # Blend corresponding frames from both batches + for i in range(max_transition): + img1 = images_1[start_index + i] + img2 = images_2[i] + if device == "GPU": + img1 = img1.to(gpu) + img2 = img2.to(gpu) + if reverse: + img1, img2 = img2, img1 + t = i / (max_transition - 1) if max_transition > 1 else 1.0 + alpha = easing_function(t) + alpha_tensor = torch.tensor(alpha, dtype=img1.dtype, device=img1.device) + frame_image = transition_images(img1, img2, alpha_tensor, transition_type, blur_radius, reverse) + out_frames.append(frame_image.cpu().unsqueeze(0)) + + # Add remaining images from images_2 after transition + if images_2.shape[0] > max_transition: + out_frames.append(images_2[max_transition:]) + + # Concatenate all frames + out = torch.cat(out_frames, dim=0) + return (out.cpu(),) + +class ShuffleImageBatch: + RETURN_TYPES = ("IMAGE",) + FUNCTION = "shuffle" + CATEGORY = "KJNodes/image" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "seed": ("INT", {"default": 123,"min": 0, "max": 0xffffffffffffffff, "step": 1}), + }, + } + + def shuffle(self, images, seed): + torch.manual_seed(seed) + B, H, W, C = images.shape + indices = torch.randperm(B) + shuffled_images = images[indices] + + return shuffled_images, + +class GetImageRangeFromBatch: + + RETURN_TYPES = ("IMAGE", "MASK", ) + FUNCTION = "imagesfrombatch" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Returns a range of images from a batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "start_index": ("INT", {"default": 0,"min": -1, "max": 4096, "step": 1}), + "num_frames": ("INT", {"default": 1,"min": 1, "max": 4096, "step": 1}), + }, + "optional": { + "images": ("IMAGE",), + "masks": ("MASK",), + } + } + + def imagesfrombatch(self, start_index, num_frames, images=None, masks=None): + chosen_images = None + chosen_masks = None + + # Process images if provided + if images is not None: + if start_index == -1: + start_index = max(0, len(images) - num_frames) + if start_index < 0 or start_index >= len(images): + raise ValueError("Start index is out of range") + end_index = min(start_index + num_frames, len(images)) + chosen_images = images[start_index:end_index] + + # Process masks if provided + if masks is not None: + if start_index == -1: + start_index = max(0, len(masks) - num_frames) + if start_index < 0 or start_index >= len(masks): + raise ValueError("Start index is out of range for masks") + end_index = min(start_index + num_frames, len(masks)) + chosen_masks = masks[start_index:end_index] + + return (chosen_images, chosen_masks,) + +class ImageBatchExtendWithOverlap: + + RETURN_TYPES = ("IMAGE", "IMAGE", "IMAGE", ) + RETURN_NAMES = ("source_images", "start_images", "extended_images") + OUTPUT_TOOLTIPS = ( + "The original source images (passthrough)", + "The input images used as the starting point for extension", + "The extended images with overlap, if no new images are provided this will be empty", + ) + FUNCTION = "imagesfrombatch" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Helper node for video generation extension +First input source and overlap amount to get the starting frames for the extension. +Then on another copy of the node provide the newly generated frames and choose how to overlap them. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "source_images": ("IMAGE", {"tooltip": "The source images to extend"}), + "overlap": ("INT", {"default": 13,"min": 1, "max": 4096, "step": 1, "tooltip": "Number of overlapping frames between source and new images"}), + "overlap_side": (["source", "new_images"], {"default": "source", "tooltip": "Which side to overlap on"}), + "overlap_mode": (["cut", "linear_blend", "ease_in_out", "filmic_crossfade", "perceptual_crossfade"], {"default": "linear_blend", "tooltip": "Method to use for overlapping frames"}), + }, + "optional": { + "new_images": ("IMAGE", {"tooltip": "The new images to extend with"}), + } + } + + def imagesfrombatch(self, source_images, overlap, overlap_side, overlap_mode, new_images=None): + if overlap >= len(source_images): + return source_images, source_images, source_images + + if new_images is not None: + if source_images.shape[1:3] != new_images.shape[1:3]: + raise ValueError(f"Source and new images must have the same shape: {source_images.shape[1:3]} vs {new_images.shape[1:3]}") + # Determine where to place the overlap + prefix = source_images[:-overlap] + if overlap_side == "source": + blend_src = source_images[-overlap:] + blend_dst = new_images[:overlap] + elif overlap_side == "new_images": + blend_src = new_images[:overlap] + blend_dst = source_images[-overlap:] + suffix = new_images[overlap:] + + if overlap_mode == "linear_blend": + # Vectorized version - process all frames at once + alpha = torch.linspace(0, 1, overlap + 2, device=blend_src.device, dtype=blend_src.dtype)[1:-1] + alpha = alpha.view(-1, 1, 1, 1) # Shape: [overlap, 1, 1, 1] + blended_images = (1 - alpha) * blend_src + alpha * blend_dst + extended_images = torch.cat((prefix, blended_images, suffix), dim=0) + + elif overlap_mode == "filmic_crossfade": + gamma = 2.2 + alpha = torch.linspace(0, 1, overlap + 2, device=blend_src.device, dtype=blend_src.dtype)[1:-1] + alpha = alpha.view(-1, 1, 1, 1) + linear_src = torch.pow(blend_src, gamma) + linear_dst = torch.pow(blend_dst, gamma) + blended = (1 - alpha) * linear_src + alpha * linear_dst + blended_images = torch.pow(blended, 1.0 / gamma) + extended_images = torch.cat((prefix, blended_images, suffix), dim=0) + + elif overlap_mode == "perceptual_crossfade": + import kornia + alpha = torch.linspace(0, 1, overlap + 2, device=blend_src.device, dtype=blend_src.dtype)[1:-1] + + src_nchw = blend_src.movedim(-1, 1) + dst_nchw = blend_dst.movedim(-1, 1) + lab_src = kornia.color.rgb_to_lab(src_nchw) + lab_dst = kornia.color.rgb_to_lab(dst_nchw) + + # Blend in LAB space + alpha = alpha.view(-1, 1, 1, 1) # [N,1,1,1] for broadcasting + blended_lab = (1 - alpha) * lab_src + alpha * lab_dst + + # Convert back to RGB and reshape + blended_rgb = kornia.color.lab_to_rgb(blended_lab) + blended_images = blended_rgb.movedim(1, -1) # [N,C,H,W] -> [N,H,W,C] + extended_images = torch.cat((prefix, blended_images, suffix), dim=0) + + elif overlap_mode == "ease_in_out": + # Vectorized ease_in_out + t = torch.linspace(0, 1, overlap + 2, device=blend_src.device, dtype=blend_src.dtype)[1:-1] + eased_t = 3 * t * t - 2 * t * t * t # ease_in_out formula + eased_t = eased_t.view(-1, 1, 1, 1) + blended_images = (1 - eased_t) * blend_src + eased_t * blend_dst + extended_images = torch.cat((prefix, blended_images, suffix), dim=0) + + elif overlap_mode == "cut": + extended_images = torch.cat((prefix, suffix), dim=0) + if overlap_side == "new_images": + extended_images = torch.cat((source_images, new_images[overlap:]), dim=0) + elif overlap_side == "source": + extended_images = torch.cat((source_images[:-overlap], new_images), dim=0) + else: + extended_images = torch.zeros((1, 64, 64, 3), device="cpu") + + start_images = source_images[-overlap:] + + return (source_images, start_images, extended_images) + +class GetLatentRangeFromBatch: + + RETURN_TYPES = ("LATENT", ) + FUNCTION = "latentsfrombatch" + CATEGORY = "KJNodes/latents" + DESCRIPTION = """ +Returns a range of latents from a batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "latents": ("LATENT",), + "start_index": ("INT", {"default": 0,"min": -1, "max": 4096, "step": 1}), + "num_frames": ("INT", {"default": 1,"min": -1, "max": 4096, "step": 1}), + }, + } + + def latentsfrombatch(self, latents, start_index, num_frames): + chosen_latents = None + samples = latents["samples"] + if len(samples.shape) == 4: + B, C, H, W = samples.shape + num_latents = B + elif len(samples.shape) == 5: + B, C, T, H, W = samples.shape + num_latents = T + + if start_index == -1: + start_index = max(0, num_latents - num_frames) + if start_index < 0 or start_index >= num_latents: + raise ValueError("Start index is out of range") + + end_index = num_latents if num_frames == -1 else min(start_index + num_frames, num_latents) + + if len(samples.shape) == 4: + chosen_latents = samples[start_index:end_index] + elif len(samples.shape) == 5: + chosen_latents = samples[:, :, start_index:end_index] + + return ({"samples": chosen_latents.contiguous(),},) + +class InsertLatentToIndex: + + RETURN_TYPES = ("LATENT", ) + FUNCTION = "insert" + CATEGORY = "KJNodes/latents" + DESCRIPTION = """ +Inserts a latent at the specified index into the original latent batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "source": ("LATENT",), + "destination": ("LATENT",), + "index": ("INT", {"default": 0,"min": -1, "max": 4096, "step": 1}), + }, + } + + def insert(self, source, destination, index): + samples_destination = destination["samples"] + samples_source = source["samples"].to(samples_destination) + + if len(samples_source.shape) == 4: + B, C, H, W = samples_source.shape + num_latents = B + elif len(samples_source.shape) == 5: + B, C, T, H, W = samples_source.shape + num_latents = T + + if index >= num_latents or index < 0: + raise ValueError(f"Index {index} out of bounds for tensor with {num_latents} latents") + + if len(samples_source.shape) == 4: + joined_latents = torch.cat([ + samples_destination[:index], + samples_source, + samples_destination[index+1:] + ], dim=0) + else: + joined_latents = torch.cat([ + samples_destination[:, :, :index], + samples_source, + samples_destination[:, :, index+1:] + ], dim=2) + + return ({"samples": joined_latents,},) + +class ImageBatchFilter: + + RETURN_TYPES = ("IMAGE", "STRING",) + RETURN_NAMES = ("images", "removed_indices",) + FUNCTION = "filter" + CATEGORY = "KJNodes/image" + DESCRIPTION = "Removes empty images from a batch" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "empty_color": ("STRING", {"default": "0, 0, 0"}), + "empty_threshold": ("FLOAT", {"default": 0.01,"min": 0.0, "max": 1.0, "step": 0.01}), + }, + "optional": { + "replacement_image": ("IMAGE",), + } + } + + def filter(self, images, empty_color, empty_threshold, replacement_image=None): + B, H, W, C = images.shape + + input_images = images.clone() + + empty_color_list = [int(color.strip()) for color in empty_color.split(',')] + empty_color_tensor = torch.tensor(empty_color_list, dtype=torch.float32).to(input_images.device) + + color_diff = torch.abs(input_images - empty_color_tensor) + mean_diff = color_diff.mean(dim=(1, 2, 3)) + + empty_indices = mean_diff <= empty_threshold + empty_indices_string = ', '.join([str(i) for i in range(B) if empty_indices[i]]) + + if replacement_image is not None: + B_rep, H_rep, W_rep, C_rep = replacement_image.shape + replacement = replacement_image.clone() + if (H_rep != images.shape[1]) or (W_rep != images.shape[2]) or (C_rep != images.shape[3]): + replacement = common_upscale(replacement.movedim(-1, 1), W, H, "lanczos", "center").movedim(1, -1) + input_images[empty_indices] = replacement[0] + + return (input_images, empty_indices_string,) + else: + non_empty_images = input_images[~empty_indices] + return (non_empty_images, empty_indices_string,) + +class GetImagesFromBatchIndexed: + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "indexedimagesfrombatch" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Selects and returns the images at the specified indices as an image batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "indexes": ("STRING", {"default": "0, 1, 2", "multiline": True}), + }, + } + + def indexedimagesfrombatch(self, images, indexes): + + # Parse the indexes string into a list of integers + index_list = [int(index.strip()) for index in indexes.split(',')] + + # Convert list of indices to a PyTorch tensor + indices_tensor = torch.tensor(index_list, dtype=torch.long) + + # Select the images at the specified indices + chosen_images = images[indices_tensor] + + return (chosen_images,) + +class InsertImagesToBatchIndexed: + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "insertimagesfrombatch" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Inserts images at the specified indices into the original image batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "original_images": ("IMAGE",), + "images_to_insert": ("IMAGE",), + "indexes": ("STRING", {"default": "0, 1, 2", "multiline": True}), + }, + "optional": { + "mode": (["replace", "insert"],), + } + } + + def insertimagesfrombatch(self, original_images, images_to_insert, indexes, mode="replace"): + if indexes == "": + return (original_images,) + + input_images = original_images.clone() + + # Parse the indexes string into a list of integers + index_list = [int(index.strip()) for index in indexes.split(',')] + + # Convert list of indices to a PyTorch tensor + indices_tensor = torch.tensor(index_list, dtype=torch.long) + + # Ensure the images_to_insert is a tensor + if not isinstance(images_to_insert, torch.Tensor): + images_to_insert = torch.tensor(images_to_insert) + + if mode == "replace": + # Replace the images at the specified indices + for index, image in zip(indices_tensor, images_to_insert): + input_images[index] = image + else: + # Create a list to hold the new image sequence + new_images = [] + insert_offset = 0 + + for i in range(len(input_images) + len(indices_tensor)): + if insert_offset < len(indices_tensor) and i == indices_tensor[insert_offset]: + # Use modulo to cycle through images_to_insert + new_images.append(images_to_insert[insert_offset % len(images_to_insert)]) + insert_offset += 1 + else: + new_images.append(input_images[i - insert_offset]) + + # Convert the list back to a tensor + input_images = torch.stack(new_images, dim=0) + + return (input_images,) + +class PadImageBatchInterleaved: + + RETURN_TYPES = ("IMAGE", "MASK",) + RETURN_NAMES = ("images", "masks",) + FUNCTION = "pad" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Inserts empty frames between the images in a batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "empty_frames_per_image": ("INT", {"default": 1,"min": 0, "max": 4096, "step": 1}), + "pad_frame_value": ("FLOAT", {"default": 0.0,"min": 0.0, "max": 1.0, "step": 0.01}), + "add_after_last": ("BOOLEAN", {"default": False}), + }, + } + + def pad(self, images, empty_frames_per_image, pad_frame_value, add_after_last): + B, H, W, C = images.shape + + # Handle single frame case specifically + if B == 1: + total_frames = 1 + empty_frames_per_image if add_after_last else 1 + else: + # Original B images + (B-1) sets of empty frames between them + total_frames = B + (B-1) * empty_frames_per_image + # Add additional empty frames after the last image if requested + if add_after_last: + total_frames += empty_frames_per_image + + # Create new tensor with zeros (empty frames) + padded_batch = torch.ones((total_frames, H, W, C), + dtype=images.dtype, + device=images.device) * pad_frame_value + # Create mask tensor (1 for original frames, 0 for empty frames) + mask = torch.zeros((total_frames, H, W), + dtype=images.dtype, + device=images.device) + + # Fill in original images at their new positions + for i in range(B): + if B == 1: + # For single frame, just place it at the beginning + new_pos = 0 + else: + # Each image is separated by empty_frames_per_image blank frames + new_pos = i * (empty_frames_per_image + 1) + + padded_batch[new_pos] = images[i] + mask[new_pos] = 1.0 # Mark this as an original frame + + return (padded_batch, mask) + +class ReplaceImagesInBatch: + + RETURN_TYPES = ("IMAGE", "MASK",) + FUNCTION = "replace" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Replaces the images in a batch, starting from the specified start index, +with the replacement images. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "start_index": ("INT", {"default": 1,"min": 0, "max": 4096, "step": 1}), + }, + "optional": { + "original_images": ("IMAGE",), + "replacement_images": ("IMAGE",), + "original_masks": ("MASK",), + "replacement_masks": ("MASK",), + } + } + + def replace(self, original_images=None, replacement_images=None, start_index=1, original_masks=None, replacement_masks=None): + images = None + masks = None + + if original_images is not None and replacement_images is not None: + if start_index >= len(original_images): + raise ValueError("ReplaceImagesInBatch: Start index is out of range") + end_index = start_index + len(replacement_images) + if end_index > len(original_images): + raise ValueError("ReplaceImagesInBatch: End index is out of range") + + original_images_copy = original_images.clone() + if original_images_copy.shape[2] != replacement_images.shape[2] or original_images_copy.shape[3] != replacement_images.shape[3]: + replacement_images = common_upscale(replacement_images.movedim(-1, 1), original_images_copy.shape[1], original_images_copy.shape[2], "lanczos", "center").movedim(1, -1) + + original_images_copy[start_index:end_index] = replacement_images + images = original_images_copy + else: + images = torch.zeros((1, 64, 64, 3)) + + if original_masks is not None and replacement_masks is not None: + if start_index >= len(original_masks): + raise ValueError("ReplaceImagesInBatch: Start index is out of range") + end_index = start_index + len(replacement_masks) + if end_index > len(original_masks): + raise ValueError("ReplaceImagesInBatch: End index is out of range") + + original_masks_copy = original_masks.clone() + if original_masks_copy.shape[1] != replacement_masks.shape[1] or original_masks_copy.shape[2] != replacement_masks.shape[2]: + replacement_masks = common_upscale(replacement_masks.unsqueeze(1), original_masks_copy.shape[1], original_masks_copy.shape[2], "nearest-exact", "center").squeeze(0) + + original_masks_copy[start_index:end_index] = replacement_masks + masks = original_masks_copy + else: + masks = torch.zeros((1, 64, 64)) + + return (images, masks) + + +class ReverseImageBatch: + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "reverseimagebatch" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Reverses the order of the images in a batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + }, + } + + def reverseimagebatch(self, images): + reversed_images = torch.flip(images, [0]) + return (reversed_images, ) + +class ImageBatchMulti: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "image_1": ("IMAGE", ), + + }, + "optional": { + "image_2": ("IMAGE", ), + } + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("images",) + FUNCTION = "combine" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates an image batch from multiple images. +You can set how many inputs the node has, +with the **inputcount** and clicking update. +""" + + def combine(self, inputcount, **kwargs): + from nodes import ImageBatch + image_batch_node = ImageBatch() + image = kwargs["image_1"].cpu() + first_image_shape = image.shape + for c in range(1, inputcount): + new_image = kwargs.get(f"image_{c + 1}", torch.zeros(first_image_shape)).cpu() + image, = image_batch_node.batch(image, new_image) + return (image,) + + +class ImageTensorList: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image1": ("IMAGE",), + "image2": ("IMAGE",), + }} + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "append" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates an image list from the input images. +""" + + def append(self, image1, image2): + image_list = [] + if isinstance(image1, torch.Tensor) and isinstance(image2, torch.Tensor): + image_list = [image1, image2] + elif isinstance(image1, list) and isinstance(image2, torch.Tensor): + image_list = image1 + [image2] + elif isinstance(image1, torch.Tensor) and isinstance(image2, list): + image_list = [image1] + image2 + elif isinstance(image1, list) and isinstance(image2, list): + image_list = image1 + image2 + return image_list, + +class ImageAddMulti: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "image_1": ("IMAGE", ), + "image_2": ("IMAGE", ), + "blending": ( + [ 'add', + 'subtract', + 'multiply', + 'difference', + ], + { + "default": 'add' + }), + "blend_amount": ("FLOAT", {"default": 0.5, "min": 0, "max": 1, "step": 0.01}), + }, + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("images",) + FUNCTION = "add" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Add blends multiple images together. +You can set how many inputs the node has, +with the **inputcount** and clicking update. +""" + + def add(self, inputcount, blending, blend_amount, **kwargs): + image = kwargs["image_1"] + for c in range(1, inputcount): + new_image = kwargs[f"image_{c + 1}"] + if blending == "add": + image = torch.add(image * blend_amount, new_image * blend_amount) + elif blending == "subtract": + image = torch.sub(image * blend_amount, new_image * blend_amount) + elif blending == "multiply": + image = torch.mul(image * blend_amount, new_image * blend_amount) + elif blending == "difference": + image = torch.sub(image, new_image) + return (image,) + +class ImageConcatMulti: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "image_1": ("IMAGE", ), + + "direction": ( + [ 'right', + 'down', + 'left', + 'up', + ], + { + "default": 'right' + }), + "match_image_size": ("BOOLEAN", {"default": False}), + }, + "optional": { + "image_2": ("IMAGE", ), + }, + } + + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("images",) + FUNCTION = "combine" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Creates an image from multiple images. +You can set how many inputs the node has, +with the **inputcount** and clicking update. +""" + + def combine(self, inputcount, direction, match_image_size, **kwargs): + image = kwargs["image_1"] + first_image_shape = None + if first_image_shape is None: + first_image_shape = image.shape + for c in range(1, inputcount): + new_image = kwargs.get(f"image_{c + 1}", torch.zeros(first_image_shape)) + image, = ImageConcanate.concatenate(self, image, new_image, direction, match_image_size, first_image_shape=first_image_shape) + first_image_shape = None + return (image,) + +class PreviewAnimation: + def __init__(self): + self.output_dir = folder_paths.get_temp_directory() + self.type = "temp" + self.prefix_append = "_temp_" + ''.join(random.choice("abcdefghijklmnopqrstupvxyz") for x in range(5)) + self.compress_level = 1 + + methods = {"default": 4, "fastest": 0, "slowest": 6} + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "fps": ("FLOAT", {"default": 8.0, "min": 0.01, "max": 1000.0, "step": 0.01}), + }, + "optional": { + "images": ("IMAGE", ), + "masks": ("MASK", ), + }, + } + + RETURN_TYPES = () + FUNCTION = "preview" + OUTPUT_NODE = True + CATEGORY = "KJNodes/image" + + def preview(self, fps, images=None, masks=None): + filename_prefix = "AnimPreview" + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir) + results = list() + + pil_images = [] + + if images is not None and masks is not None: + for image in images: + i = 255. * image.cpu().numpy() + img = Image.fromarray(np.clip(i, 0, 255).astype(np.uint8)) + pil_images.append(img) + for mask in masks: + if pil_images: + mask_np = mask.cpu().numpy() + mask_np = np.clip(mask_np * 255, 0, 255).astype(np.uint8) # Convert to values between 0 and 255 + mask_img = Image.fromarray(mask_np, mode='L') + img = pil_images.pop(0) # Remove and get the first image + img = img.convert("RGBA") # Convert base image to RGBA + + # Create a new RGBA image based on the grayscale mask + rgba_mask_img = Image.new("RGBA", img.size, (255, 255, 255, 255)) + rgba_mask_img.putalpha(mask_img) # Use the mask image as the alpha channel + + # Composite the RGBA mask onto the base image + composited_img = Image.alpha_composite(img, rgba_mask_img) + pil_images.append(composited_img) # Add the composited image back + + elif images is not None and masks is None: + for image in images: + i = 255. * image.cpu().numpy() + img = Image.fromarray(np.clip(i, 0, 255).astype(np.uint8)) + pil_images.append(img) + + elif masks is not None and images is None: + for mask in masks: + mask_np = 255. * mask.cpu().numpy() + mask_img = Image.fromarray(np.clip(mask_np, 0, 255).astype(np.uint8)) + pil_images.append(mask_img) + else: + print("PreviewAnimation: No images or masks provided") + return { "ui": { "images": results, "animated": (None,), "text": "empty" }} + + num_frames = len(pil_images) + + c = len(pil_images) + for i in range(0, c, num_frames): + file = f"{filename}_{counter:05}_.webp" + pil_images[i].save(os.path.join(full_output_folder, file), save_all=True, duration=int(1000.0/fps), append_images=pil_images[i + 1:i + num_frames], lossless=False, quality=50, method=0) + results.append({ + "filename": file, + "subfolder": subfolder, + "type": self.type + }) + counter += 1 + + animated = num_frames != 1 + return { "ui": { "images": results, "animated": (animated,), "text": [f"{num_frames}x{pil_images[0].size[0]}x{pil_images[0].size[1]}"] } } + +class ImageResizeKJ: + upscale_methods = ["nearest-exact", "bilinear", "area", "bicubic", "lanczos"] + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "width": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "height": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "upscale_method": (s.upscale_methods,), + "keep_proportion": ("BOOLEAN", { "default": False }), + "divisible_by": ("INT", { "default": 2, "min": 0, "max": 512, "step": 1, }), + }, + "optional" : { + #"width_input": ("INT", { "forceInput": True}), + #"height_input": ("INT", { "forceInput": True}), + "get_image_size": ("IMAGE",), + "crop": (["disabled","center", 0], { "tooltip": "0 will do the default center crop, this is a workaround for the widget order changing with the new frontend, as in old workflows the value of this widget becomes 0 automatically" }), + } + } + + RETURN_TYPES = ("IMAGE", "INT", "INT",) + RETURN_NAMES = ("IMAGE", "width", "height",) + FUNCTION = "resize" + CATEGORY = "KJNodes/image" + DEPRECATED = True + DESCRIPTION = """ +DEPRECATED! + +Due to ComfyUI frontend changes, this node should no longer be used, please check the +v2 of the node. This node is only kept to not completely break older workflows. + +""" + + def resize(self, image, width, height, keep_proportion, upscale_method, divisible_by, + width_input=None, height_input=None, get_image_size=None, crop="disabled"): + B, H, W, C = image.shape + + if width_input: + width = width_input + if height_input: + height = height_input + if get_image_size is not None: + _, height, width, _ = get_image_size.shape + + if keep_proportion and get_image_size is None: + # If one of the dimensions is zero, calculate it to maintain the aspect ratio + if width == 0 and height != 0: + ratio = height / H + width = round(W * ratio) + elif height == 0 and width != 0: + ratio = width / W + height = round(H * ratio) + elif width != 0 and height != 0: + # Scale based on which dimension is smaller in proportion to the desired dimensions + ratio = min(width / W, height / H) + width = round(W * ratio) + height = round(H * ratio) + else: + if width == 0: + width = W + if height == 0: + height = H + + if divisible_by > 1 and get_image_size is None: + width = width - (width % divisible_by) + height = height - (height % divisible_by) + + if crop == 0: #workaround for old workflows + crop = "center" + + image = image.movedim(-1,1) + image = common_upscale(image, width, height, upscale_method, crop) + image = image.movedim(1,-1) + + return(image, image.shape[2], image.shape[1],) + +class ImageResizeKJv2: + upscale_methods = ["nearest-exact", "bilinear", "area", "bicubic", "lanczos"] + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "width": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "height": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "upscale_method": (s.upscale_methods,), + "keep_proportion": (["stretch", "resize", "pad", "pad_edge", "pad_edge_pixel", "crop", "pillarbox_blur", "total_pixels"], { "default": False }), + "pad_color": ("STRING", { "default": "0, 0, 0", "tooltip": "Color to use for padding."}), + "crop_position": (["center", "top", "bottom", "left", "right"], { "default": "center" }), + "divisible_by": ("INT", { "default": 2, "min": 0, "max": 512, "step": 1, }), + }, + "optional" : { + "mask": ("MASK",), + "device": (["cpu", "gpu"],), + #"per_batch": ("INT", { "default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, "tooltip": "Process images in sub-batches to reduce memory usage. 0 disables sub-batching."}), + }, + "hidden": { + "unique_id": "UNIQUE_ID", + }, + } + + RETURN_TYPES = ("IMAGE", "INT", "INT", "MASK",) + RETURN_NAMES = ("IMAGE", "width", "height", "mask",) + FUNCTION = "resize" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ +Resizes the image to the specified width and height. +Size can be retrieved from the input. + +Keep proportions keeps the aspect ratio of the image, by +highest dimension. +""" + + def resize(self, image, width, height, keep_proportion, upscale_method, divisible_by, pad_color, crop_position, unique_id, device="cpu", mask=None, per_batch=64): + B, H, W, C = image.shape + + if device == "gpu": + if upscale_method == "lanczos": + raise Exception("Lanczos is not supported on the GPU") + device = model_management.get_torch_device() + else: + device = torch.device("cpu") + + pillarbox_blur = keep_proportion == "pillarbox_blur" + + # Initialize padding variables + pad_left = pad_right = pad_top = pad_bottom = 0 + + if keep_proportion in ["resize", "total_pixels"] or keep_proportion.startswith("pad") or pillarbox_blur: + if keep_proportion == "total_pixels": + total_pixels = width * height + aspect_ratio = W / H + new_height = int(math.sqrt(total_pixels / aspect_ratio)) + new_width = int(math.sqrt(total_pixels * aspect_ratio)) + + # If one of the dimensions is zero, calculate it to maintain the aspect ratio + elif width == 0 and height == 0: + new_width = W + new_height = H + elif width == 0 and height != 0: + ratio = height / H + new_width = round(W * ratio) + new_height = height + elif height == 0 and width != 0: + ratio = width / W + new_width = width + new_height = round(H * ratio) + elif width != 0 and height != 0: + ratio = min(width / W, height / H) + new_width = round(W * ratio) + new_height = round(H * ratio) + else: + new_width = width + new_height = height + + if keep_proportion.startswith("pad") or pillarbox_blur: + # Calculate padding based on position + if crop_position == "center": + pad_left = (width - new_width) // 2 + pad_right = width - new_width - pad_left + pad_top = (height - new_height) // 2 + pad_bottom = height - new_height - pad_top + elif crop_position == "top": + pad_left = (width - new_width) // 2 + pad_right = width - new_width - pad_left + pad_top = 0 + pad_bottom = height - new_height + elif crop_position == "bottom": + pad_left = (width - new_width) // 2 + pad_right = width - new_width - pad_left + pad_top = height - new_height + pad_bottom = 0 + elif crop_position == "left": + pad_left = 0 + pad_right = width - new_width + pad_top = (height - new_height) // 2 + pad_bottom = height - new_height - pad_top + elif crop_position == "right": + pad_left = width - new_width + pad_right = 0 + pad_top = (height - new_height) // 2 + pad_bottom = height - new_height - pad_top + + width = new_width + height = new_height + else: + if width == 0: + width = W + if height == 0: + height = H + + if divisible_by > 1: + width = width - (width % divisible_by) + height = height - (height % divisible_by) + + # Preflight estimate (log-only when batching is active) + if per_batch != 0 and B > per_batch: + try: + bytes_per_elem = image.element_size() # typically 4 for float32 + est_total_bytes = B * height * width * C * bytes_per_elem + est_mb = est_total_bytes / (1024 * 1024) + msg = f"Resize v2estimated output ~{est_mb:.2f} MB; batching {per_batch}/{B}" + if unique_id and PromptServer is not None: + try: + PromptServer.instance.send_progress_text(msg, unique_id) + except: + pass + else: + print(f"[ImageResizeKJv2] estimated output ~{est_mb:.2f} MB; batching {per_batch}/{B}") + except: + pass + + def _process_subbatch(in_image, in_mask, pad_left, pad_right, pad_top, pad_bottom): + # Avoid unnecessary clones; only move if needed + out_image = in_image if in_image.device == device else in_image.to(device) + out_mask = None if in_mask is None else (in_mask if in_mask.device == device else in_mask.to(device)) + + # Crop logic + if keep_proportion == "crop": + old_height = out_image.shape[-3] + old_width = out_image.shape[-2] + old_aspect = old_width / old_height + new_aspect = width / height + if old_aspect > new_aspect: + crop_w = round(old_height * new_aspect) + crop_h = old_height + else: + crop_w = old_width + crop_h = round(old_width / new_aspect) + if crop_position == "center": + x = (old_width - crop_w) // 2 + y = (old_height - crop_h) // 2 + elif crop_position == "top": + x = (old_width - crop_w) // 2 + y = 0 + elif crop_position == "bottom": + x = (old_width - crop_w) // 2 + y = old_height - crop_h + elif crop_position == "left": + x = 0 + y = (old_height - crop_h) // 2 + elif crop_position == "right": + x = old_width - crop_w + y = (old_height - crop_h) // 2 + out_image = out_image.narrow(-2, x, crop_w).narrow(-3, y, crop_h) + if out_mask is not None: + out_mask = out_mask.narrow(-1, x, crop_w).narrow(-2, y, crop_h) + + out_image = common_upscale(out_image.movedim(-1,1), width, height, upscale_method, crop="disabled").movedim(1,-1) + if out_mask is not None: + if upscale_method == "lanczos": + out_mask = common_upscale(out_mask.unsqueeze(1).repeat(1, 3, 1, 1), width, height, upscale_method, crop="disabled").movedim(1,-1)[:, :, :, 0] + else: + out_mask = common_upscale(out_mask.unsqueeze(1), width, height, upscale_method, crop="disabled").squeeze(1) + + # Pad logic + if (keep_proportion.startswith("pad") or pillarbox_blur) and (pad_left > 0 or pad_right > 0 or pad_top > 0 or pad_bottom > 0): + padded_width = width + pad_left + pad_right + padded_height = height + pad_top + pad_bottom + if divisible_by > 1: + width_remainder = padded_width % divisible_by + height_remainder = padded_height % divisible_by + if width_remainder > 0: + extra_width = divisible_by - width_remainder + pad_right += extra_width + if height_remainder > 0: + extra_height = divisible_by - height_remainder + pad_bottom += extra_height + + pad_mode = ( + "pillarbox_blur" if pillarbox_blur else + "edge" if keep_proportion == "pad_edge" else + "edge_pixel" if keep_proportion == "pad_edge_pixel" else + "color" + ) + out_image, out_mask = ImagePadKJ.pad(self, out_image, pad_left, pad_right, pad_top, pad_bottom, 0, pad_color, pad_mode, mask=out_mask) + + return out_image, out_mask + + # If batching disabled (per_batch==0) or batch fits, process whole batch + if per_batch == 0 or B <= per_batch: + out_image, out_mask = _process_subbatch(image, mask, pad_left, pad_right, pad_top, pad_bottom) + else: + chunks = [] + mask_chunks = [] if mask is not None else None + total_batches = (B + per_batch - 1) // per_batch + current_batch = 0 + for start_idx in range(0, B, per_batch): + current_batch += 1 + end_idx = min(start_idx + per_batch, B) + sub_img = image[start_idx:end_idx] + sub_mask = mask[start_idx:end_idx] if mask is not None else None + sub_out_img, sub_out_mask = _process_subbatch(sub_img, sub_mask, pad_left, pad_right, pad_top, pad_bottom) + chunks.append(sub_out_img.cpu()) + if mask is not None: + mask_chunks.append(sub_out_mask.cpu() if sub_out_mask is not None else None) + # Per-batch progress update + if unique_id and PromptServer is not None: + try: + PromptServer.instance.send_progress_text( + f"Resize v2batch {current_batch}/{total_batches} · images {end_idx}/{B}", + unique_id + ) + except: + pass + else: + try: + print(f"[ImageResizeKJv2] batch {current_batch}/{total_batches} · images {end_idx}/{B}") + except: + pass + out_image = torch.cat(chunks, dim=0) + if mask is not None and any(m is not None for m in mask_chunks): + out_mask = torch.cat([m for m in mask_chunks if m is not None], dim=0) + else: + out_mask = None + + # Progress UI + if unique_id and PromptServer is not None: + try: + num_elements = out_image.numel() + element_size = out_image.element_size() + memory_size_mb = (num_elements * element_size) / (1024 * 1024) + PromptServer.instance.send_progress_text( + f"Output: {out_image.shape[0]} x {out_image.shape[2]} x {out_image.shape[1]} | {memory_size_mb:.2f}MB", + unique_id + ) + except: + pass + + return (out_image.cpu(), out_image.shape[2], out_image.shape[1], out_mask.cpu() if out_mask is not None else torch.zeros(64,64, device=torch.device("cpu"), dtype=torch.float32)) + +import pathlib +class LoadAndResizeImage: + _color_channels = ["alpha", "red", "green", "blue"] + @classmethod + def INPUT_TYPES(s): + input_dir = folder_paths.get_input_directory() + files = [f.name for f in pathlib.Path(input_dir).iterdir() if f.is_file()] + return {"required": + { + "image": (sorted(files), {"image_upload": True}), + "resize": ("BOOLEAN", { "default": False }), + "width": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "height": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "repeat": ("INT", { "default": 1, "min": 1, "max": 4096, "step": 1, }), + "keep_proportion": ("BOOLEAN", { "default": False }), + "divisible_by": ("INT", { "default": 2, "min": 0, "max": 512, "step": 1, }), + "mask_channel": (s._color_channels, {"tooltip": "Channel to use for the mask output"}), + "background_color": ("STRING", { "default": "", "tooltip": "Fills the alpha channel with the specified color."}), + }, + } + + CATEGORY = "KJNodes/image" + RETURN_TYPES = ("IMAGE", "MASK", "INT", "INT", "STRING",) + RETURN_NAMES = ("image", "mask", "width", "height","image_path",) + FUNCTION = "load_image" + + def load_image(self, image, resize, width, height, repeat, keep_proportion, divisible_by, mask_channel, background_color): + from PIL import Image, ImageOps, ImageSequence + import numpy as np + import torch + image_path = folder_paths.get_annotated_filepath(image) + + import node_helpers + img = node_helpers.pillow(Image.open, image_path) + img = ImageOps.exif_transpose(img) + + # Process the background_color using the helper function + if background_color: + color_list = string_to_color(background_color) + # Ensure we have RGBA (add alpha if only RGB) + if len(color_list) == 3: + bg_color_rgba = tuple(color_list) + (255,) + else: + bg_color_rgba = tuple(color_list) + else: + bg_color_rgba = None # No background color specified + + output_images = [] + output_masks = [] + w, h = None, None + + excluded_formats = ['MPO'] + + W, H = img.size + if resize: + if keep_proportion: + ratio = min(width / W, height / H) + width = round(W * ratio) + height = round(H * ratio) + else: + if width == 0: + width = W + if height == 0: + height = H + + if divisible_by > 1: + width = width - (width % divisible_by) + height = height - (height % divisible_by) + else: + width, height = W, H + + for frame in ImageSequence.Iterator(img): + frame = node_helpers.pillow(ImageOps.exif_transpose, frame) + + if frame.mode == 'I': + frame = frame.point(lambda i: i * (1 / 255)) + + if frame.mode == 'P': + frame = frame.convert("RGBA") + elif 'A' in frame.getbands(): + frame = frame.convert("RGBA") + + # Extract alpha channel if it exists + if 'A' in frame.getbands() and bg_color_rgba: + alpha_mask = np.array(frame.getchannel('A')).astype(np.float32) / 255.0 + alpha_mask = 1. - torch.from_numpy(alpha_mask) + bg_image = Image.new("RGBA", frame.size, bg_color_rgba) + # Composite the frame onto the background + frame = Image.alpha_composite(bg_image, frame) + else: + alpha_mask = torch.zeros((64, 64), dtype=torch.float32, device="cpu") + + image = frame.convert("RGB") + + if len(output_images) == 0: + w = image.size[0] + h = image.size[1] + + if image.size[0] != w or image.size[1] != h: + continue + if resize: + image = image.resize((width, height), Image.Resampling.BILINEAR) + + image = np.array(image).astype(np.float32) / 255.0 + image = torch.from_numpy(image)[None,] + + c = mask_channel[0].upper() + if c in frame.getbands(): + if resize: + frame = frame.resize((width, height), Image.Resampling.BILINEAR) + mask = np.array(frame.getchannel(c)).astype(np.float32) / 255.0 + mask = torch.from_numpy(mask) + if c == 'A' and bg_color_rgba: + mask = alpha_mask + elif c == 'A': + mask = 1. - mask + else: + mask = torch.zeros((64, 64), dtype=torch.float32, device="cpu") + + output_images.append(image) + output_masks.append(mask.unsqueeze(0)) + + if len(output_images) > 1 and img.format not in excluded_formats: + output_image = torch.cat(output_images, dim=0) + output_mask = torch.cat(output_masks, dim=0) + else: + output_image = output_images[0] + output_mask = output_masks[0] + if repeat > 1: + output_image = output_image.repeat(repeat, 1, 1, 1) + output_mask = output_mask.repeat(repeat, 1, 1) + + return (output_image, output_mask, width, height, image_path) + + + # @classmethod + # def IS_CHANGED(s, image, **kwargs): + # image_path = folder_paths.get_annotated_filepath(image) + # m = hashlib.sha256() + # with open(image_path, 'rb') as f: + # m.update(f.read()) + # return m.digest().hex() + + @classmethod + def VALIDATE_INPUTS(s, image): + if not folder_paths.exists_annotated_filepath(image): + return "Invalid image file: {}".format(image) + + return True + +import hashlib +class LoadImagesFromFolderKJ: + # Dictionary to store folder hashes + folder_hashes = {} + + @classmethod + def IS_CHANGED(cls, folder, **kwargs): + if folder and not os.path.isabs(folder) and args.base_directory: + folder = os.path.join(args.base_directory, folder) + if not folder or not os.path.isdir(folder): + return float("NaN") + + valid_extensions = ['.jpg', '.jpeg', '.png', '.webp', '.tga'] + include_subfolders = kwargs.get('include_subfolders', False) + + file_data = [] + if include_subfolders: + for root, _, files in os.walk(folder): + for file in files: + if any(file.lower().endswith(ext) for ext in valid_extensions): + path = os.path.join(root, file) + try: + mtime = os.path.getmtime(path) + file_data.append((path, mtime)) + except OSError: + pass + else: + for file in sorted(os.listdir(folder)): + if any(file.lower().endswith(ext) for ext in valid_extensions): + path = os.path.join(folder, file) + try: + mtime = os.path.getmtime(path) + file_data.append((path, mtime)) + except OSError: + pass + + file_data.sort() + + combined_hash = hashlib.md5() + combined_hash.update(folder.encode('utf-8')) + combined_hash.update(str(len(file_data)).encode('utf-8')) + + for path, mtime in file_data: + combined_hash.update(f"{path}:{mtime}".encode('utf-8')) + + current_hash = combined_hash.hexdigest() + + old_hash = cls.folder_hashes.get(folder) + cls.folder_hashes[folder] = current_hash + + if old_hash == current_hash: + return old_hash + + return current_hash + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "folder": ("STRING", {"default": ""}), + "width": ("INT", {"default": 1024, "min": -1, "step": 1}), + "height": ("INT", {"default": 1024, "min": -1, "step": 1}), + "keep_aspect_ratio": (["crop", "pad", "stretch",],), + }, + "optional": { + "image_load_cap": ("INT", {"default": 0, "min": 0, "step": 1}), + "start_index": ("INT", {"default": 0, "min": 0, "step": 1}), + "include_subfolders": ("BOOLEAN", {"default": False}), + } + } + + RETURN_TYPES = ("IMAGE", "MASK", "INT", "STRING",) + RETURN_NAMES = ("image", "mask", "count", "image_path",) + FUNCTION = "load_images" + CATEGORY = "KJNodes/image" + DESCRIPTION = """Loads images from a folder into a batch, images are resized and loaded into a batch.""" + + def load_images(self, folder, width, height, image_load_cap, start_index, keep_aspect_ratio, include_subfolders=False): + if folder and not os.path.isabs(folder) and args.base_directory: + folder = os.path.join(args.base_directory, folder) + if not folder or not os.path.isdir(folder): + raise FileNotFoundError(f"Folder '{folder}' cannot be found.") + + valid_extensions = ['.jpg', '.jpeg', '.png', '.webp', '.tga'] + image_paths = [] + if include_subfolders: + for root, _, files in os.walk(folder): + for file in files: + if any(file.lower().endswith(ext) for ext in valid_extensions): + image_paths.append(os.path.join(root, file)) + else: + for file in sorted(os.listdir(folder)): + if any(file.lower().endswith(ext) for ext in valid_extensions): + image_paths.append(os.path.join(folder, file)) + + dir_files = sorted(image_paths) + + if len(dir_files) == 0: + raise FileNotFoundError(f"No files in directory '{folder}'.") + + # start at start_index + dir_files = dir_files[start_index:] + + images = [] + masks = [] + image_path_list = [] + + limit_images = False + if image_load_cap > 0: + limit_images = True + image_count = 0 + + pbar = ProgressBar(len(dir_files)) + + for image_path in dir_files: + if os.path.isdir(image_path): + continue + if limit_images and image_count >= image_load_cap: + break + i = Image.open(image_path) + i = ImageOps.exif_transpose(i) + + # Resize image to maximum dimensions + if width == -1 and height == -1: + width = i.size[0] + height = i.size[1] + if i.size != (width, height): + i = self.resize_with_aspect_ratio(i, width, height, keep_aspect_ratio) + + + image = i.convert("RGB") + image = np.array(image).astype(np.float32) / 255.0 + image = torch.from_numpy(image)[None,] + + if 'A' in i.getbands(): + mask = np.array(i.getchannel('A')).astype(np.float32) / 255.0 + mask = 1. - torch.from_numpy(mask) + if mask.shape != (height, width): + mask = torch.nn.functional.interpolate(mask.unsqueeze(0).unsqueeze(0), + size=(height, width), + mode='bilinear', + align_corners=False).squeeze() + else: + mask = torch.zeros((height, width), dtype=torch.float32, device="cpu") + + images.append(image) + masks.append(mask) + image_path_list.append(image_path) + image_count += 1 + pbar.update(1) + + if len(images) == 1: + return (images[0], masks[0], 1, image_path_list) + + elif len(images) > 1: + image1 = images[0] + mask1 = masks[0].unsqueeze(0) + + for image2 in images[1:]: + image1 = torch.cat((image1, image2), dim=0) + + for mask2 in masks[1:]: + mask1 = torch.cat((mask1, mask2.unsqueeze(0)), dim=0) + + return (image1, mask1, len(images), image_path_list) + def resize_with_aspect_ratio(self, img, width, height, mode): + if mode == "stretch": + return img.resize((width, height), Image.Resampling.LANCZOS) + + img_width, img_height = img.size + aspect_ratio = img_width / img_height + target_ratio = width / height + + if mode == "crop": + # Calculate dimensions for center crop + if aspect_ratio > target_ratio: + # Image is wider - crop width + new_width = int(height * aspect_ratio) + img = img.resize((new_width, height), Image.Resampling.LANCZOS) + left = (new_width - width) // 2 + return img.crop((left, 0, left + width, height)) + else: + # Image is taller - crop height + new_height = int(width / aspect_ratio) + img = img.resize((width, new_height), Image.Resampling.LANCZOS) + top = (new_height - height) // 2 + return img.crop((0, top, width, top + height)) + + elif mode == "pad": + pad_color = self.get_edge_color(img) + # Calculate dimensions for padding + if aspect_ratio > target_ratio: + # Image is wider - pad height + new_height = int(width / aspect_ratio) + img = img.resize((width, new_height), Image.Resampling.LANCZOS) + padding = (height - new_height) // 2 + padded = Image.new('RGBA', (width, height), pad_color) + padded.paste(img, (0, padding)) + return padded + else: + # Image is taller - pad width + new_width = int(height * aspect_ratio) + img = img.resize((new_width, height), Image.Resampling.LANCZOS) + padding = (width - new_width) // 2 + padded = Image.new('RGBA', (width, height), pad_color) + padded.paste(img, (padding, 0)) + return padded + def get_edge_color(self, img): + from PIL import ImageStat + """Sample edges and return dominant color""" + width, height = img.size + img = img.convert('RGBA') + + # Create 1-pixel high/wide images from edges + top = img.crop((0, 0, width, 1)) + bottom = img.crop((0, height-1, width, height)) + left = img.crop((0, 0, 1, height)) + right = img.crop((width-1, 0, width, height)) + + # Combine edges into single image + edges = Image.new('RGBA', (width*2 + height*2, 1)) + edges.paste(top, (0, 0)) + edges.paste(bottom, (width, 0)) + edges.paste(left.resize((height, 1)), (width*2, 0)) + edges.paste(right.resize((height, 1)), (width*2 + height, 0)) + + # Get median color + stat = ImageStat.Stat(edges) + median = tuple(map(int, stat.median)) + return median + +class ImageGridtoBatch: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE", ), + "columns": ("INT", {"default": 3, "min": 1, "max": 8, "tooltip": "The number of columns in the grid."}), + "rows": ("INT", {"default": 0, "min": 1, "max": 8, "tooltip": "The number of rows in the grid. Set to 0 for automatic calculation."}), + } + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "decompose" + CATEGORY = "KJNodes/image" + DESCRIPTION = "Converts a grid of images to a batch of images." + + def decompose(self, image, columns, rows): + B, H, W, C = image.shape + print("input size: ", image.shape) + + # Calculate cell width, rounding down + cell_width = W // columns + + if rows == 0: + # If rows is 0, calculate number of full rows + cell_height = H // columns + rows = H // cell_height + else: + # If rows is specified, adjust cell_height + cell_height = H // rows + + # Crop the image to fit full cells + image = image[:, :rows*cell_height, :columns*cell_width, :] + + # Reshape and permute the image to get the grid + image = image.view(B, rows, cell_height, columns, cell_width, C) + image = image.permute(0, 1, 3, 2, 4, 5).contiguous() + image = image.view(B, rows * columns, cell_height, cell_width, C) + + # Reshape to the final batch tensor + img_tensor = image.view(-1, cell_height, cell_width, C) + + return (img_tensor,) + +class SaveImageKJ: + def __init__(self): + self.type = "output" + self.prefix_append = "" + self.compress_level = 4 + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE", {"tooltip": "The images to save."}), + "filename_prefix": ("STRING", {"default": "ComfyUI", "tooltip": "The prefix for the file to save. This may include formatting information such as %date:yyyy-MM-dd% or %Empty Latent Image.width% to include values from nodes."}), + "output_folder": ("STRING", {"default": "output", "tooltip": "The folder to save the images to."}), + }, + "optional": { + "caption_file_extension": ("STRING", {"default": ".txt", "tooltip": "The extension for the caption file."}), + "caption": ("STRING", {"forceInput": True, "tooltip": "string to save as .txt file"}), + }, + "hidden": { + "prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO" + }, + } + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("filename",) + FUNCTION = "save_images" + + OUTPUT_NODE = True + + CATEGORY = "KJNodes/image" + DESCRIPTION = "Saves the input images to your ComfyUI output directory." + + def save_images(self, images, output_folder, filename_prefix="ComfyUI", prompt=None, extra_pnginfo=None, caption=None, caption_file_extension=".txt"): + filename_prefix += self.prefix_append + + if os.path.isabs(output_folder): + if not os.path.exists(output_folder): + os.makedirs(output_folder, exist_ok=True) + full_output_folder = output_folder + _, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, output_folder, images[0].shape[1], images[0].shape[0]) + else: + self.output_dir = folder_paths.get_output_directory() + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir, images[0].shape[1], images[0].shape[0]) + + results = list() + for (batch_number, image) in enumerate(images): + i = 255. * image.cpu().numpy() + img = Image.fromarray(np.clip(i, 0, 255).astype(np.uint8)) + metadata = None + if not args.disable_metadata: + metadata = PngInfo() + if prompt is not None: + metadata.add_text("prompt", json.dumps(prompt)) + if extra_pnginfo is not None: + for x in extra_pnginfo: + metadata.add_text(x, json.dumps(extra_pnginfo[x])) + + filename_with_batch_num = filename.replace("%batch_num%", str(batch_number)) + base_file_name = f"{filename_with_batch_num}_{counter:05}_" + file = f"{base_file_name}.png" + img.save(os.path.join(full_output_folder, file), pnginfo=metadata, compress_level=self.compress_level) + results.append({ + "filename": file, + "subfolder": subfolder, + "type": self.type + }) + if caption is not None: + txt_file = base_file_name + caption_file_extension + file_path = os.path.join(full_output_folder, txt_file) + with open(file_path, 'w') as f: + f.write(caption) + + counter += 1 + + return file, + +class SaveStringKJ: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + self.type = "output" + self.prefix_append = "" + self.compress_level = 4 + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "string": ("STRING", {"forceInput": True, "tooltip": "string to save as .txt file"}), + "filename_prefix": ("STRING", {"default": "text", "tooltip": "The prefix for the file to save. This may include formatting information such as %date:yyyy-MM-dd% or %Empty Latent Image.width% to include values from nodes."}), + "output_folder": ("STRING", {"default": "output", "tooltip": "The folder to save the images to."}), + }, + "optional": { + "file_extension": ("STRING", {"default": ".txt", "tooltip": "The extension for the caption file."}), + }, + } + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("filename",) + FUNCTION = "save_string" + + OUTPUT_NODE = True + + CATEGORY = "KJNodes/misc" + DESCRIPTION = "Saves the input string to your ComfyUI output directory." + + def save_string(self, string, output_folder, filename_prefix="text", file_extension=".txt"): + filename_prefix += self.prefix_append + + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir) + if output_folder and not os.path.isabs(output_folder) and args.base_directory: + output_folder = os.path.join(args.base_directory, output_folder) + if output_folder != "output": + if not os.path.exists(output_folder): + os.makedirs(output_folder, exist_ok=True) + full_output_folder = output_folder + + base_file_name = f"{filename_prefix}_{counter:05}_" + results = list() + + txt_file = base_file_name + file_extension + file_path = os.path.join(full_output_folder, txt_file) + with open(file_path, 'w') as f: + f.write(string) + + return results, + +to_pil_image = T.ToPILImage() + +class FastPreview: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "image": ("IMAGE", ), + "format": (["JPEG", "PNG", "WEBP"], {"default": "JPEG"}), + "quality" : ("INT", {"default": 75, "min": 1, "max": 100, "step": 1}), + }, + } + + RETURN_TYPES = () + FUNCTION = "preview" + CATEGORY = "KJNodes/experimental" + OUTPUT_NODE = True + DESCRIPTION = "Experimental node for faster image previews by displaying through base64 it without saving to disk." + + def preview(self, image, format, quality): + pil_image = to_pil_image(image[0].permute(2, 0, 1)) + + with BytesIO() as buffered: + pil_image.save(buffered, format=format, quality=quality) + img_bytes = buffered.getvalue() + + img_base64 = base64.b64encode(img_bytes).decode('utf-8') + + return { + "ui": {"bg_image": [img_base64]}, + "result": () + } + +class ImageCropByMaskAndResize: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE", ), + "mask": ("MASK", ), + "base_resolution": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "padding": ("INT", { "default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "min_crop_resolution": ("INT", { "default": 128, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "max_crop_resolution": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + + }, + } + + RETURN_TYPES = ("IMAGE", "MASK", "BBOX", ) + RETURN_NAMES = ("images", "masks", "bbox",) + FUNCTION = "crop" + CATEGORY = "KJNodes/image" + + def crop_by_mask(self, mask, padding=0, min_crop_resolution=None, max_crop_resolution=None): + iy, ix = (mask == 1).nonzero(as_tuple=True) + h0, w0 = mask.shape + + if iy.numel() == 0: + x_c = w0 / 2.0 + y_c = h0 / 2.0 + width = 0 + height = 0 + else: + x_min = ix.min().item() + x_max = ix.max().item() + y_min = iy.min().item() + y_max = iy.max().item() + + width = x_max - x_min + height = y_max - y_min + + if width > w0 or height > h0: + raise Exception("Masked area out of bounds") + + x_c = (x_min + x_max) / 2.0 + y_c = (y_min + y_max) / 2.0 + + if min_crop_resolution: + width = max(width, min_crop_resolution) + height = max(height, min_crop_resolution) + + if max_crop_resolution: + width = min(width, max_crop_resolution) + height = min(height, max_crop_resolution) + + if w0 <= width: + x0 = 0 + w = w0 + else: + x0 = max(0, x_c - width / 2 - padding) + w = width + 2 * padding + if x0 + w > w0: + x0 = w0 - w + + if h0 <= height: + y0 = 0 + h = h0 + else: + y0 = max(0, y_c - height / 2 - padding) + h = height + 2 * padding + if y0 + h > h0: + y0 = h0 - h + + return (int(x0), int(y0), int(w), int(h)) + + def crop(self, image, mask, base_resolution, padding=0, min_crop_resolution=128, max_crop_resolution=512): + mask = mask.round() + image_list = [] + mask_list = [] + bbox_list = [] + + # First, collect all bounding boxes + bbox_params = [] + aspect_ratios = [] + for i in range(image.shape[0]): + x0, y0, w, h = self.crop_by_mask(mask[i], padding, min_crop_resolution, max_crop_resolution) + bbox_params.append((x0, y0, w, h)) + aspect_ratios.append(w / h) + + # Find maximum width and height + max_w = max([w for x0, y0, w, h in bbox_params]) + max_h = max([h for x0, y0, w, h in bbox_params]) + max_aspect_ratio = max(aspect_ratios) + + # Ensure dimensions are divisible by 16 + max_w = (max_w + 15) // 16 * 16 + max_h = (max_h + 15) // 16 * 16 + # Calculate common target dimensions + if max_aspect_ratio > 1: + target_width = base_resolution + target_height = int(base_resolution / max_aspect_ratio) + else: + target_height = base_resolution + target_width = int(base_resolution * max_aspect_ratio) + + for i in range(image.shape[0]): + x0, y0, w, h = bbox_params[i] + + # Adjust cropping to use maximum width and height + x_center = x0 + w / 2 + y_center = y0 + h / 2 + + x0_new = int(max(0, x_center - max_w / 2)) + y0_new = int(max(0, y_center - max_h / 2)) + x1_new = int(min(x0_new + max_w, image.shape[2])) + y1_new = int(min(y0_new + max_h, image.shape[1])) + x0_new = x1_new - max_w + y0_new = y1_new - max_h + + cropped_image = image[i][y0_new:y1_new, x0_new:x1_new, :] + cropped_mask = mask[i][y0_new:y1_new, x0_new:x1_new] + + # Ensure dimensions are divisible by 16 + target_width = (target_width + 15) // 16 * 16 + target_height = (target_height + 15) // 16 * 16 + + cropped_image = cropped_image.unsqueeze(0).movedim(-1, 1) # Move C to the second position (B, C, H, W) + cropped_image = common_upscale(cropped_image, target_width, target_height, "lanczos", "disabled") + cropped_image = cropped_image.movedim(1, -1).squeeze(0) + + cropped_mask = cropped_mask.unsqueeze(0).unsqueeze(0) + cropped_mask = common_upscale(cropped_mask, target_width, target_height, 'bilinear', "disabled") + cropped_mask = cropped_mask.squeeze(0).squeeze(0) + + image_list.append(cropped_image) + mask_list.append(cropped_mask) + bbox_list.append((x0_new, y0_new, x1_new, y1_new)) + + + return (torch.stack(image_list), torch.stack(mask_list), bbox_list) + +class ImageCropByMask: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE", ), + "mask": ("MASK", ), + }, + } + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("image", ) + FUNCTION = "crop" + CATEGORY = "KJNodes/image" + DESCRIPTION = "Crops the input images based on the provided mask." + + def crop(self, image, mask): + B, H, W, C = image.shape + mask = mask.round() + + # Find bounding box for each batch + crops = [] + + for b in range(B): + # Get coordinates of non-zero elements + rows = torch.any(mask[min(b, mask.shape[0]-1)] > 0, dim=1) + cols = torch.any(mask[min(b, mask.shape[0]-1)] > 0, dim=0) + + # Find boundaries + y_min, y_max = torch.where(rows)[0][[0, -1]] + x_min, x_max = torch.where(cols)[0][[0, -1]] + + # Crop image and mask + crop = image[b:b+1, y_min:y_max+1, x_min:x_max+1, :] + crops.append(crop) + + # Stack results back together + cropped_images = torch.cat(crops, dim=0) + + return (cropped_images, ) + + + +class ImageUncropByMask: + + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "destination": ("IMAGE",), + "source": ("IMAGE",), + "mask": ("MASK",), + "bbox": ("BBOX",), + }, + } + + CATEGORY = "KJNodes/image" + RETURN_TYPES = ("IMAGE",) + RETURN_NAMES = ("image",) + FUNCTION = "uncrop" + + def uncrop(self, destination, source, mask, bbox=None): + + output_list = [] + + B, H, W, C = destination.shape + + for i in range(source.shape[0]): + x0, y0, x1, y1 = bbox[i] + bbox_height = y1 - y0 + bbox_width = x1 - x0 + + # Resize source image to match the bounding box dimensions + #resized_source = F.interpolate(source[i].unsqueeze(0).movedim(-1, 1), size=(bbox_height, bbox_width), mode='bilinear', align_corners=False) + resized_source = common_upscale(source[i].unsqueeze(0).movedim(-1, 1), bbox_width, bbox_height, "lanczos", "disabled") + resized_source = resized_source.movedim(1, -1).squeeze(0) + + # Resize mask to match the bounding box dimensions + resized_mask = common_upscale(mask[i].unsqueeze(0).unsqueeze(0), bbox_width, bbox_height, "bilinear", "disabled") + resized_mask = resized_mask.squeeze(0).squeeze(0) + + # Calculate padding values + pad_left = x0 + pad_right = W - x1 + pad_top = y0 + pad_bottom = H - y1 + + # Pad the resized source image and mask to fit the destination dimensions + padded_source = F.pad(resized_source, pad=(0, 0, pad_left, pad_right, pad_top, pad_bottom), mode='constant', value=0) + padded_mask = F.pad(resized_mask, pad=(pad_left, pad_right, pad_top, pad_bottom), mode='constant', value=0) + + # Ensure the padded mask has the correct shape + padded_mask = padded_mask.unsqueeze(2).expand(-1, -1, destination[i].shape[2]) + # Ensure the padded source has the correct shape + padded_source = padded_source.unsqueeze(2).expand(-1, -1, -1, destination[i].shape[2]).squeeze(2) + + # Combine the destination and padded source images using the mask + result = destination[i] * (1.0 - padded_mask) + padded_source * padded_mask + + output_list.append(result) + + + return (torch.stack(output_list),) + +class ImageCropByMaskBatch: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE", ), + "masks": ("MASK", ), + "width": ("INT", {"default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "height": ("INT", {"default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 8, }), + "padding": ("INT", {"default": 0, "min": 0, "max": 4096, "step": 1, }), + "preserve_size": ("BOOLEAN", {"default": False}), + "bg_color": ("STRING", {"default": "0, 0, 0", "tooltip": "Color as RGB values in range 0-255 or 0.0-1.0, or color name or hex code"}), + } + } + + RETURN_TYPES = ("IMAGE", "MASK", ) + RETURN_NAMES = ("images", "masks",) + FUNCTION = "crop" + CATEGORY = "KJNodes/image" + DESCRIPTION = "Crops the input images based on the provided masks." + + def crop(self, image, masks, width, height, bg_color, padding, preserve_size): + B, H, W, C = image.shape + BM, HM, WM = masks.shape + mask_count = BM + if HM != H or WM != W: + masks = F.interpolate(masks.unsqueeze(1), size=(H, W), mode='nearest-exact').squeeze(1) + print(masks.shape) + output_images = [] + output_masks = [] + + # Parse background color using helper function + color_list = string_to_color(bg_color) + bg_color = [x / 255.0 for x in color_list] + + # For each mask + for i in range(mask_count): + curr_mask = masks[i] + + # Find bounds + y_indices, x_indices = torch.nonzero(curr_mask, as_tuple=True) + if len(y_indices) == 0 or len(x_indices) == 0: + continue + + # Get exact bounds with padding + min_y = max(0, y_indices.min().item() - padding) + max_y = min(H, y_indices.max().item() + 1 + padding) + min_x = max(0, x_indices.min().item() - padding) + max_x = min(W, x_indices.max().item() + 1 + padding) + + # Ensure mask has correct shape for multiplication + curr_mask = curr_mask.unsqueeze(-1).expand(-1, -1, C) + + # Crop image and mask together + cropped_img = image[0, min_y:max_y, min_x:max_x, :] + cropped_mask = curr_mask[min_y:max_y, min_x:max_x, :] + + crop_h, crop_w = cropped_img.shape[0:2] + new_w = crop_w + new_h = crop_h + + if not preserve_size or crop_w > width or crop_h > height: + scale = min(width/crop_w, height/crop_h) + new_w = int(crop_w * scale) + new_h = int(crop_h * scale) + + # Resize RGB + resized_img = common_upscale(cropped_img.permute(2,0,1).unsqueeze(0), new_w, new_h, "lanczos", "disabled").squeeze(0).permute(1,2,0) + resized_mask = torch.nn.functional.interpolate( + cropped_mask.permute(2,0,1).unsqueeze(0), + size=(new_h, new_w), + mode='nearest' + ).squeeze(0).permute(1,2,0) + else: + resized_img = cropped_img + resized_mask = cropped_mask + + # Create empty tensors + new_img = torch.zeros((height, width, 3), dtype=image.dtype) + new_mask = torch.zeros((height, width), dtype=image.dtype) + + # Pad both + pad_x = (width - new_w) // 2 + pad_y = (height - new_h) // 2 + new_img[pad_y:pad_y+new_h, pad_x:pad_x+new_w, :] = resized_img + if len(resized_mask.shape) == 3: + resized_mask = resized_mask[:,:,0] # Take first channel if 3D + new_mask[pad_y:pad_y+new_h, pad_x:pad_x+new_w] = resized_mask + + output_images.append(new_img) + output_masks.append(new_mask) + + if not output_images: + return (torch.zeros((0, height, width, 3), dtype=image.dtype),) + + out_rgb = torch.stack(output_images, dim=0) + out_masks = torch.stack(output_masks, dim=0) + + # Apply mask to RGB + mask_expanded = out_masks.unsqueeze(-1).expand(-1, -1, -1, 3) + background_color = torch.tensor(bg_color, dtype=torch.float32, device=image.device) + out_rgb = out_rgb * mask_expanded + background_color * (1 - mask_expanded) + + return (out_rgb, out_masks) + +class ImagePadKJ: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE", ), + "left": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "right": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "top": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "bottom": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "extra_padding": ("INT", {"default": 0, "min": 0, "max": MAX_RESOLUTION, "step": 1, }), + "pad_mode": (["edge", "edge_pixel", "color", "pillarbox_blur"],), + "color": ("STRING", {"default": "0, 0, 0", "tooltip": "Color as RGB values in range 0-255 or 0.0-1.0, or color name or hex code"}), + }, + "optional": { + "mask": ("MASK", ), + "target_width": ("INT", {"default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, "forceInput": True}), + "target_height": ("INT", {"default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, "forceInput": True}), + } + } + + RETURN_TYPES = ("IMAGE", "MASK", ) + RETURN_NAMES = ("images", "masks",) + FUNCTION = "pad" + CATEGORY = "KJNodes/image" + DESCRIPTION = "Pad the input image and optionally mask with the specified padding." + + def pad(self, image, left, right, top, bottom, extra_padding, color, pad_mode, mask=None, target_width=None, target_height=None): + B, H, W, C = image.shape + # Resize masks to image dimensions if necessary + if mask is not None: + BM, HM, WM = mask.shape + if HM != H or WM != W: + mask = F.interpolate(mask.unsqueeze(1), size=(H, W), mode='nearest-exact').squeeze(1) + + # Parse background color using helper function + color_list = string_to_color(color) + bg_color = [x / 255.0 for x in color_list] + if len(bg_color) == 1: + bg_color = bg_color * 3 # Grayscale to RGB + bg_color = torch.tensor(bg_color, dtype=image.dtype, device=image.device) + + # Calculate padding sizes with extra padding + if target_width is not None and target_height is not None: + if extra_padding > 0: + image = common_upscale(image.movedim(-1, 1), W - extra_padding, H - extra_padding, "lanczos", "disabled").movedim(1, -1) + B, H, W, C = image.shape + + padded_width = target_width + padded_height = target_height + pad_left = (padded_width - W) // 2 + pad_right = padded_width - W - pad_left + pad_top = (padded_height - H) // 2 + pad_bottom = padded_height - H - pad_top + else: + pad_left = left + extra_padding + pad_right = right + extra_padding + pad_top = top + extra_padding + pad_bottom = bottom + extra_padding + + padded_width = W + pad_left + pad_right + padded_height = H + pad_top + pad_bottom + + # Pillarbox blur mode + if pad_mode == "pillarbox_blur": + def _gaussian_blur_nchw(img_nchw, sigma_px): + if sigma_px <= 0: + return img_nchw + radius = max(1, int(3.0 * float(sigma_px))) + k = 2 * radius + 1 + x = torch.arange(-radius, radius + 1, device=img_nchw.device, dtype=img_nchw.dtype) + k1 = torch.exp(-(x * x) / (2.0 * float(sigma_px) * float(sigma_px))) + k1 = k1 / k1.sum() + kx = k1.view(1, 1, 1, k) + ky = k1.view(1, 1, k, 1) + c = img_nchw.shape[1] + kx = kx.repeat(c, 1, 1, 1) + ky = ky.repeat(c, 1, 1, 1) + img_nchw = F.conv2d(img_nchw, kx, padding=(0, radius), groups=c) + img_nchw = F.conv2d(img_nchw, ky, padding=(radius, 0), groups=c) + return img_nchw + + out_image = torch.zeros((B, padded_height, padded_width, C), dtype=image.dtype, device=image.device) + for b in range(B): + scale_fill = max(padded_width / float(W), padded_height / float(H)) if (W > 0 and H > 0) else 1.0 + bg_w = max(1, int(round(W * scale_fill))) + bg_h = max(1, int(round(H * scale_fill))) + src_b = image[b].movedim(-1, 0).unsqueeze(0) + bg = common_upscale(src_b, bg_w, bg_h, "bilinear", crop="disabled") + y0 = max(0, (bg_h - padded_height) // 2) + x0 = max(0, (bg_w - padded_width) // 2) + y1 = min(bg_h, y0 + padded_height) + x1 = min(bg_w, x0 + padded_width) + bg = bg[:, :, y0:y1, x0:x1] + if bg.shape[2] != padded_height or bg.shape[3] != padded_width: + pad_h = padded_height - bg.shape[2] + pad_w = padded_width - bg.shape[3] + pad_top_fix = max(0, pad_h // 2) + pad_bottom_fix = max(0, pad_h - pad_top_fix) + pad_left_fix = max(0, pad_w // 2) + pad_right_fix = max(0, pad_w - pad_left_fix) + bg = F.pad(bg, (pad_left_fix, pad_right_fix, pad_top_fix, pad_bottom_fix), mode="replicate") + sigma = max(1.0, 0.006 * float(min(padded_height, padded_width))) + bg = _gaussian_blur_nchw(bg, sigma_px=sigma) + if C >= 3: + r, g, bch = bg[:, 0:1], bg[:, 1:2], bg[:, 2:3] + luma = 0.2126 * r + 0.7152 * g + 0.0722 * bch + gray = torch.cat([luma, luma, luma], dim=1) + desat = 0.20 + rgb = torch.cat([r, g, bch], dim=1) + rgb = rgb * (1.0 - desat) + gray * desat + bg[:, 0:3, :, :] = rgb + dim = 0.35 + bg = torch.clamp(bg * dim, 0.0, 1.0) + out_image[b] = bg.squeeze(0).movedim(0, -1) + out_image[:, pad_top:pad_top+H, pad_left:pad_left+W, :] = image + # Mask handling for pillarbox_blur + if mask is not None: + fg_mask = mask + out_masks = torch.ones((B, padded_height, padded_width), dtype=image.dtype, device=image.device) + out_masks[:, pad_top:pad_top+H, pad_left:pad_left+W] = fg_mask + else: + out_masks = torch.ones((B, padded_height, padded_width), dtype=image.dtype, device=image.device) + out_masks[:, pad_top:pad_top+H, pad_left:pad_left+W] = 0.0 + return (out_image, out_masks) + + # Standard pad logic (edge/color) + out_image = torch.zeros((B, padded_height, padded_width, C), dtype=image.dtype, device=image.device) + for b in range(B): + if pad_mode == "edge": + # Pad with edge color (mean) + top_edge = image[b, 0, :, :] + bottom_edge = image[b, H-1, :, :] + left_edge = image[b, :, 0, :] + right_edge = image[b, :, W-1, :] + out_image[b, :pad_top, :, :] = top_edge.mean(dim=0) + out_image[b, pad_top+H:, :, :] = bottom_edge.mean(dim=0) + out_image[b, :, :pad_left, :] = left_edge.mean(dim=0) + out_image[b, :, pad_left+W:, :] = right_edge.mean(dim=0) + out_image[b, pad_top:pad_top+H, pad_left:pad_left+W, :] = image[b] + elif pad_mode == "edge_pixel": + # Pad with exact edge pixel values + for y in range(pad_top): + out_image[b, y, pad_left:pad_left+W, :] = image[b, 0, :, :] + for y in range(pad_top+H, padded_height): + out_image[b, y, pad_left:pad_left+W, :] = image[b, H-1, :, :] + for x in range(pad_left): + out_image[b, pad_top:pad_top+H, x, :] = image[b, :, 0, :] + for x in range(pad_left+W, padded_width): + out_image[b, pad_top:pad_top+H, x, :] = image[b, :, W-1, :] + out_image[b, :pad_top, :pad_left, :] = image[b, 0, 0, :] + out_image[b, :pad_top, pad_left+W:, :] = image[b, 0, W-1, :] + out_image[b, pad_top+H:, :pad_left, :] = image[b, H-1, 0, :] + out_image[b, pad_top+H:, pad_left+W:, :] = image[b, H-1, W-1, :] + out_image[b, pad_top:pad_top+H, pad_left:pad_left+W, :] = image[b] + else: + # Pad with specified background color + out_image[b, :, :, :] = bg_color.unsqueeze(0).unsqueeze(0) + out_image[b, pad_top:pad_top+H, pad_left:pad_left+W, :] = image[b] + + if mask is not None: + out_masks = torch.nn.functional.pad( + mask, + (pad_left, pad_right, pad_top, pad_bottom), + mode='replicate' + ) + else: + out_masks = torch.ones((B, padded_height, padded_width), dtype=image.dtype, device=image.device) + for m in range(B): + out_masks[m, pad_top:pad_top+H, pad_left:pad_left+W] = 0.0 + + return (out_image, out_masks) + +# extends https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite +class LoadVideosFromFolder: + @classmethod + def __init__(cls): + try: + cls.vhs_nodes = importlib.import_module("ComfyUI-VideoHelperSuite.videohelpersuite") + except ImportError: + try: + cls.vhs_nodes = importlib.import_module("comfyui-videohelpersuite.videohelpersuite") + except ImportError: + # Fallback to sys.modules search for Windows compatibility + import sys + vhs_module = None + for module_name in sys.modules: + if 'videohelpersuite' in module_name and 'videohelpersuite' in sys.modules[module_name].__dict__: + vhs_module = sys.modules[module_name] + break + + if vhs_module is None: + # Try direct access to the videohelpersuite submodule + for module_name in sys.modules: + if module_name.endswith('videohelpersuite'): + vhs_module = sys.modules[module_name] + break + + if vhs_module is not None: + cls.vhs_nodes = vhs_module + else: + raise ImportError("This node requires ComfyUI-VideoHelperSuite to be installed.") + + except ImportError: + raise ImportError("This node requires ComfyUI-VideoHelperSuite to be installed.") + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "video": ("STRING", {"default": "X://insert/path/"},), + "force_rate": ("FLOAT", {"default": 0, "min": 0, "max": 60, "step": 1, "disable": 0}), + "custom_width": ("INT", {"default": 0, "min": 0, "max": 4096, 'disable': 0}), + "custom_height": ("INT", {"default": 0, "min": 0, "max": 4096, 'disable': 0}), + "frame_load_cap": ("INT", {"default": 0, "min": 0, "max": 10000, "step": 1, "disable": 0}), + "skip_first_frames": ("INT", {"default": 0, "min": 0, "max": 10000, "step": 1}), + "select_every_nth": ("INT", {"default": 1, "min": 1, "max": 1000, "step": 1}), + "output_type": (["batch", "grid"], {"default": "batch"}), + "grid_max_columns": ("INT", {"default": 4, "min": 1, "max": 16, "step": 1, "disable": 1}), + "add_label": ( "BOOLEAN", {"default": False} ), + }, + "hidden": { + "force_size": "STRING", + "unique_id": "UNIQUE_ID" + }, + } + + CATEGORY = "KJNodes/misc" + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("IMAGE", ) + + FUNCTION = "load_video" + + def load_video(self, output_type, grid_max_columns, add_label=False, **kwargs): + if kwargs.get('video') and not os.path.isabs(kwargs['video']) and args.base_directory: + kwargs['video'] = os.path.join(args.base_directory, kwargs['video']) + + if self.vhs_nodes is None: + raise ImportError("This node requires ComfyUI-VideoHelperSuite to be installed.") + videos_list = [] + filenames = [] + for f in sorted(os.listdir(kwargs['video'])): + if os.path.isfile(os.path.join(kwargs['video'], f)): + file_parts = f.split('.') + if len(file_parts) > 1 and (file_parts[-1].lower() in ['webm', 'mp4', 'mkv', 'gif', 'mov']): + videos_list.append(os.path.join(kwargs['video'], f)) + filenames.append(f) + print(videos_list) + kwargs.pop('video') + loaded_videos = [] + for idx, video in enumerate(videos_list): + video_tensor = self.vhs_nodes.load_video_nodes.load_video(video=video, **kwargs)[0] + if add_label: + # Add filename label above video (without extension) + if video_tensor.dim() == 4: + _, h, w, c = video_tensor.shape + else: + h, w, c = video_tensor.shape + # Remove extension from filename + label_text = filenames[idx].rsplit('.', 1)[0] + font_size = max(16, w // 20) + try: + font = ImageFont.truetype("arial.ttf", font_size) + except: + font = ImageFont.load_default() + dummy_img = Image.new("RGB", (w, 10), (0,0,0)) + draw = ImageDraw.Draw(dummy_img) + text_bbox = draw.textbbox((0,0), label_text, font=font) + extra_padding = max(12, font_size // 2) # More padding under the font + label_height = text_bbox[3] - text_bbox[1] + extra_padding + label_img = Image.new("RGB", (w, label_height), (0,0,0)) + draw = ImageDraw.Draw(label_img) + draw.text((w//2 - (text_bbox[2]-text_bbox[0])//2, 4), label_text, font=font, fill=(255,255,255)) + label_np = np.asarray(label_img).astype(np.float32) / 255.0 + label_tensor = torch.from_numpy(label_np) + if c == 1: + label_tensor = label_tensor.mean(dim=2, keepdim=True) + elif c == 4: + alpha = torch.ones((label_height, w, 1), dtype=label_tensor.dtype) + label_tensor = torch.cat([label_tensor, alpha], dim=2) + if video_tensor.dim() == 4: + label_tensor = label_tensor.unsqueeze(0).expand(video_tensor.shape[0], -1, -1, -1) + video_tensor = torch.cat([label_tensor, video_tensor], dim=1) + else: + video_tensor = torch.cat([label_tensor, video_tensor], dim=0) + loaded_videos.append(video_tensor) + if output_type == "batch": + out_tensor = torch.cat(loaded_videos) + elif output_type == "grid": + rows = (len(loaded_videos) + grid_max_columns - 1) // grid_max_columns + # Pad the last row if needed + total_slots = rows * grid_max_columns + while len(loaded_videos) < total_slots: + loaded_videos.append(torch.zeros_like(loaded_videos[0])) + # Create grid by rows + row_tensors = [] + for row_idx in range(rows): + start_idx = row_idx * grid_max_columns + end_idx = start_idx + grid_max_columns + row_videos = loaded_videos[start_idx:end_idx] + # Pad all videos in this row to the same height + heights = [v.shape[1] for v in row_videos] + max_height = max(heights) + padded_row_videos = [] + for v in row_videos: + pad_height = max_height - v.shape[1] + if pad_height > 0: + # Pad (frames, H, W, C) or (H, W, C) + if v.dim() == 4: + pad = (0,0, 0,0, 0,pad_height, 0,0) # (C,W,H,F) + v = torch.nn.functional.pad(v, (0,0,0,0,0,pad_height,0,0)) + else: + v = torch.nn.functional.pad(v, (0,0,0,0,pad_height,0)) + padded_row_videos.append(v) + row_tensor = torch.cat(padded_row_videos, dim=2) # Concatenate horizontally + row_tensors.append(row_tensor) + out_tensor = torch.cat(row_tensors, dim=1) # Concatenate rows vertically + print(out_tensor.shape) + return out_tensor, + + @classmethod + def IS_CHANGED(s, video, **kwargs): + if s.vhs_nodes is not None: + return s.vhs_nodes.utils.hash_path(video) + return None diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/intrinsic_lora_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/intrinsic_lora_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..c8f125363836cc7721b4b61d100702594522d389 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/intrinsic_lora_nodes.py @@ -0,0 +1,115 @@ +import folder_paths +import os +import torch +import torch.nn.functional as F +from comfy.utils import ProgressBar, load_torch_file +import comfy.sample +from nodes import CLIPTextEncode + +script_directory = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +folder_paths.add_model_folder_path("intrinsic_loras", os.path.join(script_directory, "intrinsic_loras")) + +class Intrinsic_lora_sampling: + def __init__(self): + self.loaded_lora = None + + @classmethod + def INPUT_TYPES(s): + return {"required": { "model": ("MODEL",), + "lora_name": (folder_paths.get_filename_list("intrinsic_loras"), ), + "task": ( + [ + 'depth map', + 'surface normals', + 'albedo', + 'shading', + ], + { + "default": 'depth map' + }), + "text": ("STRING", {"multiline": True, "default": ""}), + "clip": ("CLIP", ), + "vae": ("VAE", ), + "per_batch": ("INT", {"default": 16, "min": 1, "max": 4096, "step": 1}), + }, + "optional": { + "image": ("IMAGE",), + "optional_latent": ("LATENT",), + }, + } + + RETURN_TYPES = ("IMAGE", "LATENT",) + FUNCTION = "onestepsample" + CATEGORY = "KJNodes" + DESCRIPTION = """ +Sampler to use the intrinsic loras: +https://github.com/duxiaodan/intrinsic-lora +These LoRAs are tiny and thus included +with this node pack. +""" + + def onestepsample(self, model, lora_name, clip, vae, text, task, per_batch, image=None, optional_latent=None): + pbar = ProgressBar(3) + + if optional_latent is None: + image_list = [] + for start_idx in range(0, image.shape[0], per_batch): + sub_pixels = vae.vae_encode_crop_pixels(image[start_idx:start_idx+per_batch]) + image_list.append(vae.encode(sub_pixels[:,:,:,:3])) + sample = torch.cat(image_list, dim=0) + else: + sample = optional_latent["samples"] + noise = torch.zeros(sample.size(), dtype=sample.dtype, layout=sample.layout, device="cpu") + prompt = task + "," + text + positive, = CLIPTextEncode.encode(self, clip, prompt) + negative = positive #negative shouldn't do anything in this scenario + + pbar.update(1) + + #custom model sampling to pass latent through as it is + class X0_PassThrough(comfy.model_sampling.EPS): + def calculate_denoised(self, sigma, model_output, model_input): + return model_output + def calculate_input(self, sigma, noise): + return noise + sampling_base = comfy.model_sampling.ModelSamplingDiscrete + sampling_type = X0_PassThrough + + class ModelSamplingAdvanced(sampling_base, sampling_type): + pass + model_sampling = ModelSamplingAdvanced(model.model.model_config) + + #load lora + model_clone = model.clone() + lora_path = folder_paths.get_full_path("intrinsic_loras", lora_name) + lora = load_torch_file(lora_path, safe_load=True) + self.loaded_lora = (lora_path, lora) + + model_clone_with_lora = comfy.sd.load_lora_for_models(model_clone, None, lora, 1.0, 0)[0] + + model_clone_with_lora.add_object_patch("model_sampling", model_sampling) + + samples = {"samples": comfy.sample.sample(model_clone_with_lora, noise, 1, 1.0, "euler", "simple", positive, negative, sample, + denoise=1.0, disable_noise=True, start_step=0, last_step=1, + force_full_denoise=True, noise_mask=None, callback=None, disable_pbar=True, seed=None)} + pbar.update(1) + + decoded = [] + for start_idx in range(0, samples["samples"].shape[0], per_batch): + decoded.append(vae.decode(samples["samples"][start_idx:start_idx+per_batch])) + image_out = torch.cat(decoded, dim=0) + + pbar.update(1) + + if task == 'depth map': + imax = image_out.max() + imin = image_out.min() + image_out = (image_out-imin)/(imax-imin) + image_out = torch.max(image_out, dim=3, keepdim=True)[0].repeat(1, 1, 1, 3) + elif task == 'surface normals': + image_out = F.normalize(image_out * 2 - 1, dim=3) / 2 + 0.5 + image_out = 1.0 - image_out + else: + image_out = image_out.clamp(-1.,1.) + + return (image_out, samples,) \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/lora_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/lora_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..fa9d69de67acd582c47be398eb1b356a201e045a --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/lora_nodes.py @@ -0,0 +1,583 @@ +import torch +import comfy.model_management +import comfy.utils +import folder_paths +import os +import logging +from tqdm import tqdm +import numpy as np + +device = comfy.model_management.get_torch_device() + +CLAMP_QUANTILE = 0.99 + +def extract_lora(diff, key, rank, algorithm, lora_type, lowrank_iters=7, adaptive_param=1.0, clamp_quantile=True): + """ + Extracts LoRA weights from a weight difference tensor using SVD. + """ + conv2d = (len(diff.shape) == 4) + kernel_size = None if not conv2d else diff.size()[2:4] + conv2d_3x3 = conv2d and kernel_size != (1, 1) + out_dim, in_dim = diff.size()[0:2] + + if conv2d: + if conv2d_3x3: + diff = diff.flatten(start_dim=1) + else: + diff = diff.squeeze() + + diff_float = diff.float() + if algorithm == "svd_lowrank": + U, S, V = torch.svd_lowrank(diff_float, q=min(rank, in_dim, out_dim), niter=lowrank_iters) + U = U @ torch.diag(S) + Vh = V.t() + else: + #torch.linalg.svdvals() + U, S, Vh = torch.linalg.svd(diff_float) + # Flexible rank selection logic like locon: https://github.com/KohakuBlueleaf/LyCORIS/blob/main/tools/extract_locon.py + if "adaptive" in lora_type: + if lora_type == "adaptive_ratio": + min_s = torch.max(S) * adaptive_param + lora_rank = torch.sum(S > min_s).item() + elif lora_type == "adaptive_energy": + energy = torch.cumsum(S**2, dim=0) + total_energy = torch.sum(S**2) + threshold = adaptive_param * total_energy # e.g., adaptive_param=0.95 for 95% + lora_rank = torch.sum(energy < threshold).item() + 1 + elif lora_type == "adaptive_quantile": + s_cum = torch.cumsum(S, dim=0) + min_cum_sum = adaptive_param * torch.sum(S) + lora_rank = torch.sum(s_cum < min_cum_sum).item() + elif lora_type == "adaptive_fro": + S_squared = S.pow(2) + S_fro_sq = float(torch.sum(S_squared)) + sum_S_squared = torch.cumsum(S_squared, dim=0) / S_fro_sq + lora_rank = int(torch.searchsorted(sum_S_squared, adaptive_param**2)) + 1 + lora_rank = max(1, min(lora_rank, len(S))) + else: + pass # Will print after capping + + # Cap adaptive rank by the specified max rank + lora_rank = min(lora_rank, rank) + + # Calculate and print actual fro percentage retained after capping + if lora_type == "adaptive_fro": + S_squared = S.pow(2) + s_fro = torch.sqrt(torch.sum(S_squared)) + s_red_fro = torch.sqrt(torch.sum(S_squared[:lora_rank])) + fro_percent = float(s_red_fro / s_fro) + print(f"{key} Extracted LoRA rank: {lora_rank}, Frobenius retained: {fro_percent:.1%}") + else: + print(f"{key} Extracted LoRA rank: {lora_rank}") + else: + lora_rank = rank + + lora_rank = max(1, lora_rank) + lora_rank = min(out_dim, in_dim, lora_rank) + + U = U[:, :lora_rank] + S = S[:lora_rank] + U = U @ torch.diag(S) + Vh = Vh[:lora_rank, :] + + if clamp_quantile: + dist = torch.cat([U.flatten(), Vh.flatten()]) + if dist.numel() > 100_000: + # Sample 100,000 elements for quantile estimation + idx = torch.randperm(dist.numel(), device=dist.device)[:100_000] + dist_sample = dist[idx] + hi_val = torch.quantile(dist_sample, CLAMP_QUANTILE) + else: + hi_val = torch.quantile(dist, CLAMP_QUANTILE) + low_val = -hi_val + + U = U.clamp(low_val, hi_val) + Vh = Vh.clamp(low_val, hi_val) + if conv2d: + U = U.reshape(out_dim, lora_rank, 1, 1) + Vh = Vh.reshape(lora_rank, in_dim, kernel_size[0], kernel_size[1]) + return (U, Vh) + + +def calc_lora_model(model_diff, rank, prefix_model, prefix_lora, output_sd, lora_type, algorithm, lowrank_iters, out_dtype, bias_diff=False, adaptive_param=1.0, clamp_quantile=True): + comfy.model_management.load_models_gpu([model_diff], force_patch_weights=True) + model_diff.model.diffusion_model.cpu() + sd = model_diff.model_state_dict(filter_prefix=prefix_model) + del model_diff + comfy.model_management.soft_empty_cache() + for k, v in sd.items(): + if isinstance(v, torch.Tensor): + sd[k] = v.cpu() + + # Get total number of keys to process for progress bar + total_keys = len([k for k in sd if k.endswith(".weight") or (bias_diff and k.endswith(".bias"))]) + + # Create progress bar + progress_bar = tqdm(total=total_keys, desc=f"Extracting LoRA ({prefix_lora.strip('.')})") + comfy_pbar = comfy.utils.ProgressBar(total_keys) + + for k in sd: + if k.endswith(".weight"): + weight_diff = sd[k] + if weight_diff.ndim == 5: + logging.info(f"Skipping 5D tensor for key {k}") #skip patch embed + progress_bar.update(1) + comfy_pbar.update(1) + continue + if lora_type != "full": + if weight_diff.ndim < 2: + if bias_diff: + output_sd["{}{}.diff".format(prefix_lora, k[len(prefix_model):-7])] = weight_diff.contiguous().to(out_dtype).cpu() + progress_bar.update(1) + comfy_pbar.update(1) + continue + try: + out = extract_lora(weight_diff.to(device), k, rank, algorithm, lora_type, lowrank_iters=lowrank_iters, adaptive_param=adaptive_param, clamp_quantile=clamp_quantile) + output_sd["{}{}.lora_up.weight".format(prefix_lora, k[len(prefix_model):-7])] = out[0].contiguous().to(out_dtype).cpu() + output_sd["{}{}.lora_down.weight".format(prefix_lora, k[len(prefix_model):-7])] = out[1].contiguous().to(out_dtype).cpu() + except Exception as e: + logging.warning(f"Could not generate lora weights for key {k}, error {e}") + else: + output_sd["{}{}.diff".format(prefix_lora, k[len(prefix_model):-7])] = weight_diff.contiguous().to(out_dtype).cpu() + + progress_bar.update(1) + comfy_pbar.update(1) + + elif bias_diff and k.endswith(".bias"): + output_sd["{}{}.diff_b".format(prefix_lora, k[len(prefix_model):-5])] = sd[k].contiguous().to(out_dtype).cpu() + progress_bar.update(1) + comfy_pbar.update(1) + progress_bar.close() + return output_sd + +class LoraExtractKJ: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "finetuned_model": ("MODEL",), + "original_model": ("MODEL",), + "filename_prefix": ("STRING", {"default": "loras/ComfyUI_extracted_lora"}), + "rank": ("INT", {"default": 8, "min": 1, "max": 4096, "step": 1, "tooltip": "The rank to use for standard LoRA, or maximum rank limit for adaptive methods."}), + "lora_type": (["standard", "full", "adaptive_ratio", "adaptive_quantile", "adaptive_energy", "adaptive_fro"],), + "algorithm": (["svd_linalg", "svd_lowrank"], {"default": "svd_linalg", "tooltip": "SVD algorithm to use, svd_lowrank is faster but less accurate."}), + "lowrank_iters": ("INT", {"default": 7, "min": 1, "max": 100, "step": 1, "tooltip": "The number of subspace iterations for lowrank SVD algorithm."}), + "output_dtype": (["fp16", "bf16", "fp32"], {"default": "fp16"}), + "bias_diff": ("BOOLEAN", {"default": True}), + "adaptive_param": ("FLOAT", {"default": 0.15, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "For ratio mode, this is the ratio of the maximum singular value. For quantile mode, this is the quantile of the singular values. For fro mode, this is the Frobenius norm retention ratio."}), + "clamp_quantile": ("BOOLEAN", {"default": True}), + }, + + } + RETURN_TYPES = () + FUNCTION = "save" + OUTPUT_NODE = True + + CATEGORY = "KJNodes/lora" + + def save(self, finetuned_model, original_model, filename_prefix, rank, lora_type, algorithm, lowrank_iters, output_dtype, bias_diff, adaptive_param, clamp_quantile): + if algorithm == "svd_lowrank" and lora_type != "standard": + raise ValueError("svd_lowrank algorithm is only supported for standard LoRA extraction.") + + dtype = {"fp8_e4m3fn": torch.float8_e4m3fn, "bf16": torch.bfloat16, "fp16": torch.float16, "fp16_fast": torch.float16, "fp32": torch.float32}[output_dtype] + m = finetuned_model.clone() + kp = original_model.get_key_patches("diffusion_model.") + for k in kp: + m.add_patches({k: kp[k]}, - 1.0, 1.0) + model_diff = m + + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir) + + output_sd = {} + if model_diff is not None: + output_sd = calc_lora_model(model_diff, rank, "diffusion_model.", "diffusion_model.", output_sd, lora_type, algorithm, lowrank_iters, dtype, bias_diff=bias_diff, adaptive_param=adaptive_param, clamp_quantile=clamp_quantile) + if "adaptive" in lora_type: + rank_str = f"{lora_type}_{adaptive_param:.2f}" + else: + rank_str = rank + output_checkpoint = f"{filename}_rank_{rank_str}_{output_dtype}_{counter:05}_.safetensors" + output_checkpoint = os.path.join(full_output_folder, output_checkpoint) + + comfy.utils.save_torch_file(output_sd, output_checkpoint, metadata=None) + return {} + +NODE_CLASS_MAPPINGS = { + "LoraExtractKJ": LoraExtractKJ +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LoraExtractKJ": "LoraExtractKJ" +} + +class LoraReduceRank: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "lora_name": (folder_paths.get_filename_list("loras"), {"tooltip": "The name of the LoRA."}), + "new_rank": ("INT", {"default": 8, "min": 1, "max": 4096, "step": 1, "tooltip": "The new rank to resize the LoRA. Acts as max rank when using dynamic_method."}), + "dynamic_method": (["disabled", "sv_ratio", "sv_cumulative", "sv_fro"], {"default": "disabled", "tooltip": "Method to use for dynamically determining new alphas and dims"}), + "dynamic_param": ("FLOAT", {"default": 0.2, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "Method to use for dynamically determining new alphas and dims"}), + "output_dtype": (["match_original", "fp16", "bf16", "fp32"], {"default": "match_original", "tooltip": "Data type to save the LoRA as."}), + "verbose": ("BOOLEAN", {"default": True}), + }, + + } + RETURN_TYPES = () + FUNCTION = "save" + OUTPUT_NODE = True + EXPERIMENTAL = True + DESCRIPTION = "Resize a LoRA model by reducing it's rank. Based on kohya's sd-scripts: https://github.com/kohya-ss/sd-scripts/blob/main/networks/resize_lora.py" + + CATEGORY = "KJNodes/lora" + + def save(self, lora_name, new_rank, output_dtype, dynamic_method, dynamic_param, verbose): + + lora_path = folder_paths.get_full_path("loras", lora_name) + lora_sd, metadata = comfy.utils.load_torch_file(lora_path, return_metadata=True) + + if output_dtype == "fp16": + save_dtype = torch.float16 + elif output_dtype == "bf16": + save_dtype = torch.bfloat16 + elif output_dtype == "fp32": + save_dtype = torch.float32 + elif output_dtype == "match_original": + first_weight_key = next(k for k in lora_sd if k.endswith(".weight") and isinstance(lora_sd[k], torch.Tensor)) + save_dtype = lora_sd[first_weight_key].dtype + + new_lora_sd = {} + for k, v in lora_sd.items(): + new_lora_sd[k.replace(".default", "")] = v + del lora_sd + print("Resizing Lora...") + output_sd, old_dim, new_alpha, rank_list = resize_lora_model(new_lora_sd, new_rank, save_dtype, device, dynamic_method, dynamic_param, verbose) + + # update metadata + if metadata is None: + metadata = {} + + comment = metadata.get("ss_training_comment", "") + + if dynamic_method == "disabled": + metadata["ss_training_comment"] = f"dimension is resized from {old_dim} to {new_rank}; {comment}" + metadata["ss_network_dim"] = str(new_rank) + metadata["ss_network_alpha"] = str(new_alpha) + else: + metadata["ss_training_comment"] = f"Dynamic resize with {dynamic_method}: {dynamic_param} from {old_dim}; {comment}" + metadata["ss_network_dim"] = "Dynamic" + metadata["ss_network_alpha"] = "Dynamic" + + # cast to save_dtype before calculating hashes + for key in list(output_sd.keys()): + value = output_sd[key] + if type(value) == torch.Tensor and value.dtype.is_floating_point and value.dtype != save_dtype: + output_sd[key] = value.to(save_dtype) + + output_filename_prefix = "loras/" + lora_name + + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(output_filename_prefix, self.output_dir) + output_dtype_str = f"_{output_dtype}" if output_dtype != "match_original" else "" + average_rank = str(int(np.mean(rank_list))) + rank_str = new_rank if dynamic_method == "disabled" else f"dynamic_{average_rank}" + output_checkpoint = f"{filename.replace('.safetensors', '')}_resized_from_{old_dim}_to_{rank_str}{output_dtype_str}_{counter:05}_.safetensors" + output_checkpoint = os.path.join(full_output_folder, output_checkpoint) + print(f"Saving resized LoRA to {output_checkpoint}") + + comfy.utils.save_torch_file(output_sd, output_checkpoint, metadata=metadata) + return {} + +NODE_CLASS_MAPPINGS = { + "LoraExtractKJ": LoraExtractKJ +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "LoraExtractKJ": "LoraExtractKJ" +} + +# Convert LoRA to different rank approximation (should only be used to go to lower rank) +# This code is based off the extract_lora_from_models.py file which is based on https://github.com/cloneofsimo/lora/blob/develop/lora_diffusion/cli_svd.py +# Thanks to cloneofsimo + +# This version is based on +# https://github.com/kohya-ss/sd-scripts/blob/main/networks/resize_lora.py + +MIN_SV = 1e-6 + +LORA_DOWN_UP_FORMATS = [ + ("lora_down", "lora_up"), # sd-scripts LoRA + ("lora_A", "lora_B"), # PEFT LoRA + ("down", "up"), # ControlLoRA +] + +# Indexing functions +def index_sv_cumulative(S, target): + original_sum = float(torch.sum(S)) + cumulative_sums = torch.cumsum(S, dim=0) / original_sum + index = int(torch.searchsorted(cumulative_sums, target)) + 1 + index = max(1, min(index, len(S) - 1)) + + return index + + +def index_sv_fro(S, target): + S_squared = S.pow(2) + S_fro_sq = float(torch.sum(S_squared)) + sum_S_squared = torch.cumsum(S_squared, dim=0) / S_fro_sq + index = int(torch.searchsorted(sum_S_squared, target**2)) + 1 + index = max(1, min(index, len(S) - 1)) + + return index + + +def index_sv_ratio(S, target): + max_sv = S[0] + min_sv = max_sv / target + index = int(torch.sum(S > min_sv).item()) + index = max(1, min(index, len(S) - 1)) + + return index + + +# Modified from Kohaku-blueleaf's extract/merge functions +def extract_conv(weight, lora_rank, dynamic_method, dynamic_param, device, scale=1): + out_size, in_size, kernel_size, _ = weight.size() + if weight.dtype != torch.float32: + weight = weight.to(torch.float32) + U, S, Vh = torch.linalg.svd(weight.reshape(out_size, -1).to(device)) + + param_dict = rank_resize(S, lora_rank, dynamic_method, dynamic_param, scale) + lora_rank = param_dict["new_rank"] + + U = U[:, :lora_rank] + S = S[:lora_rank] + U = U @ torch.diag(S) + Vh = Vh[:lora_rank, :] + + param_dict["lora_down"] = Vh.reshape(lora_rank, in_size, kernel_size, kernel_size).cpu() + param_dict["lora_up"] = U.reshape(out_size, lora_rank, 1, 1).cpu() + del U, S, Vh, weight + return param_dict + + +def extract_linear(weight, lora_rank, dynamic_method, dynamic_param, device, scale=1): + out_size, in_size = weight.size() + + if weight.dtype != torch.float32: + weight = weight.to(torch.float32) + U, S, Vh = torch.linalg.svd(weight.to(device)) + + param_dict = rank_resize(S, lora_rank, dynamic_method, dynamic_param, scale) + lora_rank = param_dict["new_rank"] + + U = U[:, :lora_rank] + S = S[:lora_rank] + U = U @ torch.diag(S) + Vh = Vh[:lora_rank, :] + + param_dict["lora_down"] = Vh.reshape(lora_rank, in_size).cpu() + param_dict["lora_up"] = U.reshape(out_size, lora_rank).cpu() + del U, S, Vh, weight + return param_dict + + +def merge_conv(lora_down, lora_up, device): + in_rank, in_size, kernel_size, k_ = lora_down.shape + out_size, out_rank, _, _ = lora_up.shape + assert in_rank == out_rank and kernel_size == k_, f"rank {in_rank} {out_rank} or kernel {kernel_size} {k_} mismatch" + + lora_down = lora_down.to(device) + lora_up = lora_up.to(device) + + merged = lora_up.reshape(out_size, -1) @ lora_down.reshape(in_rank, -1) + weight = merged.reshape(out_size, in_size, kernel_size, kernel_size) + del lora_up, lora_down + return weight + + +def merge_linear(lora_down, lora_up, device): + in_rank, in_size = lora_down.shape + out_size, out_rank = lora_up.shape + assert in_rank == out_rank, f"rank {in_rank} {out_rank} mismatch" + + lora_down = lora_down.to(device) + lora_up = lora_up.to(device) + + weight = lora_up @ lora_down + del lora_up, lora_down + return weight + + +# Calculate new rank + + +def rank_resize(S, rank, dynamic_method, dynamic_param, scale=1): + param_dict = {} + + if dynamic_method == "sv_ratio": + # Calculate new dim and alpha based off ratio + new_rank = index_sv_ratio(S, dynamic_param) + 1 + new_alpha = float(scale * new_rank) + + elif dynamic_method == "sv_cumulative": + # Calculate new dim and alpha based off cumulative sum + new_rank = index_sv_cumulative(S, dynamic_param) + 1 + new_alpha = float(scale * new_rank) + + elif dynamic_method == "sv_fro": + # Calculate new dim and alpha based off sqrt sum of squares + new_rank = index_sv_fro(S, dynamic_param) + 1 + new_alpha = float(scale * new_rank) + else: + new_rank = rank + new_alpha = float(scale * new_rank) + + if S[0] <= MIN_SV: # Zero matrix, set dim to 1 + new_rank = 1 + new_alpha = float(scale * new_rank) + elif new_rank > rank: # cap max rank at rank + new_rank = rank + new_alpha = float(scale * new_rank) + + # Calculate resize info + s_sum = torch.sum(torch.abs(S)) + s_rank = torch.sum(torch.abs(S[:new_rank])) + + S_squared = S.pow(2) + s_fro = torch.sqrt(torch.sum(S_squared)) + s_red_fro = torch.sqrt(torch.sum(S_squared[:new_rank])) + fro_percent = float(s_red_fro / s_fro) + + param_dict["new_rank"] = new_rank + param_dict["new_alpha"] = new_alpha + param_dict["sum_retained"] = (s_rank) / s_sum + param_dict["fro_retained"] = fro_percent + param_dict["max_ratio"] = S[0] / S[new_rank - 1] + + return param_dict + + +def resize_lora_model(lora_sd, new_rank, save_dtype, device, dynamic_method, dynamic_param, verbose): + max_old_rank = None + new_alpha = None + verbose_str = "\n" + fro_list = [] + rank_list = [] + + if dynamic_method: + print(f"Dynamically determining new alphas and dims based off {dynamic_method}: {dynamic_param}, max rank is {new_rank}") + + lora_down_weight = None + lora_up_weight = None + + o_lora_sd = lora_sd.copy() + block_down_name = None + block_up_name = None + + total_keys = len([k for k in lora_sd if k.endswith(".weight")]) + + pbar = comfy.utils.ProgressBar(total_keys) + for key, value in tqdm(lora_sd.items(), leave=True, desc="Resizing LoRA weights"): + key_parts = key.split(".") + block_down_name = None + for _format in LORA_DOWN_UP_FORMATS: + # Currently we only match lora_down_name in the last two parts of key + # because ("down", "up") are general words and may appear in block_down_name + if len(key_parts) >= 2 and _format[0] == key_parts[-2]: + block_down_name = ".".join(key_parts[:-2]) + lora_down_name = "." + _format[0] + lora_up_name = "." + _format[1] + weight_name = "." + key_parts[-1] + break + if len(key_parts) >= 1 and _format[0] == key_parts[-1]: + block_down_name = ".".join(key_parts[:-1]) + lora_down_name = "." + _format[0] + lora_up_name = "." + _format[1] + weight_name = "" + break + + if block_down_name is None: + # This parameter is not lora_down + continue + + # Now weight_name can be ".weight" or "" + # Find corresponding lora_up and alpha + block_up_name = block_down_name + lora_down_weight = value + lora_up_weight = lora_sd.get(block_up_name + lora_up_name + weight_name, None) + lora_alpha = lora_sd.get(block_down_name + ".alpha", None) + + weights_loaded = lora_down_weight is not None and lora_up_weight is not None + + if weights_loaded: + + conv2d = len(lora_down_weight.size()) == 4 + old_rank = lora_down_weight.size()[0] + max_old_rank = max(max_old_rank or 0, old_rank) + + # Skip if merged weight would be too large (>100k elements in any dimension) + if conv2d: + in_rank, in_size, kernel_size, _ = lora_down_weight.shape + out_size, out_rank, _, _ = lora_up_weight.shape + merged_size = out_size * in_size * kernel_size * kernel_size + else: + in_rank, in_size = lora_down_weight.shape + out_size, out_rank = lora_up_weight.shape + merged_size = out_size * in_size + + if merged_size > 100_000_000: # Skip if >100M elements + logging.warning(f"Skipping {block_down_name}: merged weight too large ({merged_size:,} elements)") + tqdm.write(f"SKIPPED: {block_down_name} - too large ({merged_size:,} elements)") + pbar.update(1) + continue + + if lora_alpha is None: + scale = 1.0 + else: + scale = lora_alpha / old_rank + + if conv2d: + full_weight_matrix = merge_conv(lora_down_weight, lora_up_weight, device) + param_dict = extract_conv(full_weight_matrix, new_rank, dynamic_method, dynamic_param, device, scale) + else: + full_weight_matrix = merge_linear(lora_down_weight, lora_up_weight, device) + param_dict = extract_linear(full_weight_matrix, new_rank, dynamic_method, dynamic_param, device, scale) + + if verbose: + max_ratio = param_dict["max_ratio"] + sum_retained = param_dict["sum_retained"] + fro_retained = param_dict["fro_retained"] + if not np.isnan(fro_retained): + fro_list.append(float(fro_retained)) + log_str = f"{block_down_name:75} | sum(S) retained: {sum_retained:.1%}, fro retained: {fro_retained:.1%}, max(S) ratio: {max_ratio:0.1f}, new dim: {param_dict['new_rank']}" + tqdm.write(log_str) + verbose_str += log_str + + if verbose and dynamic_method: + verbose_str += f", dynamic | dim: {param_dict['new_rank']}, alpha: {param_dict['new_alpha']}\n" + else: + verbose_str += "\n" + + new_alpha = param_dict["new_alpha"] + o_lora_sd[block_down_name + lora_down_name + weight_name] = param_dict["lora_down"].to(save_dtype).contiguous() + o_lora_sd[block_up_name + lora_up_name + weight_name] = param_dict["lora_up"].to(save_dtype).contiguous() + o_lora_sd[block_down_name + ".alpha"] = torch.tensor(param_dict["new_alpha"]).to(save_dtype) + + block_down_name = None + block_up_name = None + lora_down_weight = None + lora_up_weight = None + weights_loaded = False + rank_list.append(param_dict["new_rank"]) + del param_dict + pbar.update(1) + + if verbose: + print(f"Average Frobenius norm retention: {np.mean(fro_list):.2%} | std: {np.std(fro_list):0.3f}") + return o_lora_sd, max_old_rank, new_alpha, rank_list diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/ltxv_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/ltxv_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..7c8fe0d9f8832e0955307e53d1d272e1ad09313c --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/ltxv_nodes.py @@ -0,0 +1,1604 @@ +from comfy_extras.nodes_lt import get_noise_mask, LTXVAddGuide +import types +import math +from typing import Tuple +import comfy +from comfy_api.latest import io +import numpy as np +import torch +import logging +import comfy.model_management as mm +device = mm.get_torch_device() +import latent_preview + +class LTXVAddGuideMulti(LTXVAddGuide): + + @classmethod + def define_schema(cls): + options = [] + for num_guides in range(1, 21): # 1 to 20 guides + guide_inputs = [] + for i in range(1, num_guides + 1): + guide_inputs.extend([ + io.Image.Input(f"image_{i}"), + io.Int.Input( + f"frame_idx_{i}", + default=0, + min=-9999, + max=9999, + tooltip=f"Frame index for guide {i}.", + ), + io.Float.Input(f"strength_{i}", default=1.0, min=0.0, max=1.0, step=0.01, tooltip=f"Strength for guide {i}."), + ]) + options.append(io.DynamicCombo.Option( + key=str(num_guides), + inputs=guide_inputs + )) + + return io.Schema( + node_id="LTXVAddGuideMulti", + category="KJNodes/ltxv", + description="Add multiple guide images at specified frame indices with strengths, uses DynamicCombo which requires ComfyUI 0.8.1 and frontend 1.33.4 or later.", + inputs=[ + io.Conditioning.Input("positive", tooltip="Positive conditioning to which guide keyframe info will be added"), + io.Conditioning.Input("negative", tooltip="Negative conditioning to which guide keyframe info will be added"), + io.Vae.Input("vae", tooltip="Video VAE used to encode the guide images"), + io.Latent.Input("latent", tooltip="Video latent, guides are added to the end of this latent"), + io.DynamicCombo.Input( + "num_guides", + options=options, + display_name="Number of Guides", + tooltip="Select how many guide images to use", + ), + ], + outputs=[ + io.Conditioning.Output(display_name="positive"), + io.Conditioning.Output(display_name="negative"), + io.Latent.Output(display_name="latent", tooltip="Video latent with added guides"), + ], + ) + + @classmethod + def execute(cls, positive, negative, vae, latent, num_guides) -> io.NodeOutput: + scale_factors = vae.downscale_index_formula + latent_image = latent["samples"] + noise_mask = get_noise_mask(latent) + + _, _, latent_length, latent_height, latent_width = latent_image.shape + + # num_guides is a dict containing the inputs from the selected option + # e.g., {'image_1': tensor, 'frame_idx_1': 0, 'strength_1': 1.0, 'image_2': tensor, 'frame_idx_2': 20, 'strength_2': 0.8, ...} + + image_keys = sorted([k for k in num_guides.keys() if k.startswith('image_')]) + + for img_key in image_keys: + i = img_key.split('_')[1] + + img = num_guides[f"image_{i}"] + f_idx = num_guides[f"frame_idx_{i}"] + strength = num_guides[f"strength_{i}"] + + image_1, t = cls.encode(vae, latent_width, latent_height, img, scale_factors) + + frame_idx, latent_idx = cls.get_latent_index(positive, latent_length, len(image_1), f_idx, scale_factors) + assert latent_idx + t.shape[2] <= latent_length, "Conditioning frames exceed the length of the latent sequence." + + positive, negative, latent_image, noise_mask = cls.append_keyframe( + positive, + negative, + frame_idx, + latent_image, + noise_mask, + t, + strength, + scale_factors, + ) + + return io.NodeOutput(positive, negative, {"samples": latent_image, "noise_mask": noise_mask}) + +class LTXVAddGuidesFromBatch(LTXVAddGuide): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTXVAddGuidesFromBatch", + category="conditioning/ltxv", + description="Adds multiple guide images from a batch to the latent at corresponding frame indices. Non-black images in the batch are used as guides.", + inputs=[ + io.Conditioning.Input("positive"), + io.Conditioning.Input("negative"), + io.Vae.Input("vae"), + io.Latent.Input("latent"), + io.Image.Input("images", tooltip="Batch of images - non-black images will be used as guides"), + io.Float.Input("strength", default=1.0, min=0.0, max=1.0, step=0.01), + ], + outputs=[ + io.Conditioning.Output(display_name="positive"), + io.Conditioning.Output(display_name="negative"), + io.Latent.Output(display_name="latent"), + ], + ) + + @classmethod + def execute(cls, positive, negative, vae, latent, images, strength) -> io.NodeOutput: + scale_factors = vae.downscale_index_formula + latent_image = latent["samples"] + noise_mask = get_noise_mask(latent) + + _, _, latent_length, latent_height, latent_width = latent_image.shape + + # Process each image in the batch + batch_size = images.shape[0] + + for i in range(batch_size): + img = images[i:i+1] + + # Check if image is not black and use batch index as frame index + if img.max() > 0.001: + f_idx = i + + image_1, t = cls.encode(vae, latent_width, latent_height, img, scale_factors) + + frame_idx, latent_idx = cls.get_latent_index(positive, latent_length, len(image_1), f_idx, scale_factors) + + if latent_idx + t.shape[2] <= latent_length: + positive, negative, latent_image, noise_mask = cls.append_keyframe( + positive, + negative, + frame_idx, + latent_image, + noise_mask, + t, + strength, + scale_factors, + ) + else: + print(f"Warning: Skipping guide at index {i} - conditioning frames exceed latent sequence length") + + return io.NodeOutput(positive, negative, {"samples": latent_image, "noise_mask": noise_mask}) + + +class LTXVAudioVideoMask(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTXVAudioVideoMask", + category="KJNodes/ltxv", + description="Creates noise masks for video and audio latents based on specified time ranges. New content is generated within these masked regions", + inputs=[ + io.Latent.Input("video_latent", optional=True), + io.Latent.Input("audio_latent", optional=True), + io.Float.Input("video_fps", default=25, min=0.0, max=100.0, step=0.1), + io.Float.Input("video_start_time", default=0.0, min=0.0, max=10000.0, step=0.1, tooltip="Start time in seconds for the video mask."), + io.Float.Input("video_end_time", default=5.0, min=0.0, max=10000.0, step=0.1, tooltip="End time in seconds for the video mask."), + io.Float.Input("audio_start_time", default=0.0, min=0.0, max=10000.0, step=0.1, tooltip="Start time in seconds for the audio mask."), + io.Float.Input("audio_end_time", default=5.0, min=0.0, max=10000.0, step=0.1, tooltip="End time in seconds for the audio mask."), + io.Combo.Input( + "max_length", + options=["truncate", "pad", "partial"], + default="truncate", + tooltip="'truncate': cut latent to end_time length. 'pad': extend latent to end_time. 'partial': mask range within existing latent.", + ), + ], + outputs=[ + io.Latent.Output(display_name="video_latent"), + io.Latent.Output(display_name="audio_latent"), + ], + ) + + @classmethod + def execute(cls, video_fps, video_start_time, video_end_time, audio_start_time, audio_end_time, max_length="truncate", video_latent=None, audio_latent=None) -> io.NodeOutput: + + time_scale_factor = 8 + mel_hop_length = 160 + sampling_rate = 16000 + latent_downsample_factor = 4 + audio_latents_per_second = (sampling_rate / mel_hop_length / latent_downsample_factor) # 25 + + if video_latent is not None: + video_latent_frame_count = video_latent["samples"].shape[2] + + video_pixel_frame_start_raw = int(round(video_start_time * video_fps)) + video_pixel_frame_end_raw = int(round(video_end_time * video_fps)) + + # Calculate required latent frames based on end time + required_latent_frames = (video_pixel_frame_end_raw - 1) // time_scale_factor + 1 + + # Handle different max_length modes + if max_length == "pad" and required_latent_frames > video_latent_frame_count: + # Pad video latent if required frames exceed current length + pad_frames = required_latent_frames - video_latent_frame_count + padding = torch.zeros( + video_latent["samples"].shape[0], + video_latent["samples"].shape[1], + pad_frames, + video_latent["samples"].shape[3], + video_latent["samples"].shape[4], + dtype=video_latent["samples"].dtype, + device=video_latent["samples"].device + ) + video_samples = torch.cat([video_latent["samples"], padding], dim=2) + video_latent_frame_count = video_samples.shape[2] + elif max_length == "truncate": + # Truncate to the end_time + video_samples = video_latent["samples"][:, :, :required_latent_frames] + video_latent_frame_count = video_samples.shape[2] + else: # partial + video_samples = video_latent["samples"] + + # Now calculate indices based on potentially padded latent + video_pixel_frame_count = (video_latent_frame_count - 1) * time_scale_factor + 1 + xp = np.array([0] + list(range(1, video_pixel_frame_count + time_scale_factor, time_scale_factor))) + + # video_frame_index_start = index of the value in xp rounding up + video_latent_frame_index_start = np.searchsorted(xp, video_pixel_frame_start_raw, side="left") + # video_frame_index_end = index of the value in xp rounding down + video_latent_frame_index_end = np.searchsorted(xp, video_pixel_frame_end_raw, side="right") - 1 + + video_latent_frame_index_start = max(0, video_latent_frame_index_start) + video_latent_frame_index_end = min(video_latent_frame_index_end, video_latent_frame_count) + + # Get existing noise mask if present, otherwise create new one + if "noise_mask" in video_latent: + video_mask = video_latent["noise_mask"].clone() + # Adjust mask size based on mode + if max_length == "pad" and video_samples.shape[2] > video_latent["samples"].shape[2]: + # Pad the mask if we padded the samples + mask_padding = torch.zeros( + video_mask.shape[0], + video_mask.shape[1], + video_samples.shape[2] - video_mask.shape[2], + video_mask.shape[3], + video_mask.shape[4], + dtype=video_mask.dtype, + device=video_mask.device + ) + video_mask = torch.cat([video_mask, mask_padding], dim=2) + elif max_length == "truncate": + # Truncate the mask to match truncated samples + video_mask = video_mask[:, :, :video_samples.shape[2]] + else: + video_mask = torch.zeros_like(video_samples)[:, :1] + + video_mask[:, :, video_latent_frame_index_start:video_latent_frame_index_end] = 1.0 + # ensure all padded frames are also masked + if max_length == "pad" and video_samples.shape[2] > video_latent["samples"].shape[2]: + video_mask[:, :, video_latent["samples"].shape[2]:] = 1.0 + video_latent = video_latent.copy() + video_latent["samples"] = video_samples + video_latent["noise_mask"] = video_mask + + if audio_latent is not None: + audio_latent_frame_count = audio_latent["samples"].shape[2] + + audio_latent_frame_index_start = int(round(audio_start_time * audio_latents_per_second)) + audio_latent_frame_index_end = int(round(audio_end_time * audio_latents_per_second)) + 1 + + # Handle different max_length modes + if max_length == "pad" and audio_latent_frame_index_end > audio_latent_frame_count: + # Pad audio latent if end index exceeds current length + pad_frames = audio_latent_frame_index_end - audio_latent_frame_count + padding = torch.zeros( + audio_latent["samples"].shape[0], + audio_latent["samples"].shape[1], + pad_frames, + audio_latent["samples"].shape[3], + dtype=audio_latent["samples"].dtype, + device=audio_latent["samples"].device + ) + audio_samples = torch.cat([audio_latent["samples"], padding], dim=2) + audio_latent_frame_count = audio_samples.shape[2] + elif max_length == "truncate": + # Truncate to the end_time + audio_samples = audio_latent["samples"][:, :, :audio_latent_frame_index_end] + audio_latent_frame_count = audio_samples.shape[2] + else: # partial + audio_samples = audio_latent["samples"] + + audio_latent_frame_index_start = max(0, audio_latent_frame_index_start) + audio_latent_frame_index_end = min(audio_latent_frame_index_end, audio_latent_frame_count) + + # Get existing noise mask if present, otherwise create new one + if "noise_mask" in audio_latent: + audio_mask = audio_latent["noise_mask"].clone() + # Adjust mask size based on mode + if max_length == "pad" and audio_samples.shape[2] > audio_latent["samples"].shape[2]: + # Pad the mask if we padded the samples + mask_padding = torch.zeros( + audio_mask.shape[0], + audio_mask.shape[1], + audio_samples.shape[2] - audio_mask.shape[2], + audio_mask.shape[3], + dtype=audio_mask.dtype, + device=audio_mask.device + ) + audio_mask = torch.cat([audio_mask, mask_padding], dim=2) + elif max_length == "truncate": + # Truncate the mask to match truncated samples + audio_mask = audio_mask[:, :, :audio_samples.shape[2]] + else: + audio_mask = torch.zeros_like(audio_samples) + + audio_mask[:, :, audio_latent_frame_index_start:audio_latent_frame_index_end] = 1.0 + # ensure all padded frames are also masked + if max_length == "pad" and audio_samples.shape[2] > audio_latent["samples"].shape[2]: + audio_mask[:, :, audio_latent["samples"].shape[2]:] = 1.0 + audio_latent = audio_latent.copy() + audio_latent["samples"] = audio_samples + audio_latent["noise_mask"] = audio_mask + + return io.NodeOutput(video_latent, audio_latent) + +def _compute_attention(self, query, context, transformer_options={}): + """Compute attention and return the result. Cleans up intermediate tensors.""" + k = self.k_norm(self.to_k(context)).to(query.dtype) + v = self.to_v(context).to(query.dtype) + x = comfy.ldm.modules.attention.optimized_attention(query, k, v, heads=self.heads, transformer_options=transformer_options).flatten(2) + del k, v + return x + +def nag_attention(self, query, context_positive, nag_context, transformer_options={}): + x_positive = _compute_attention(self, query, context_positive, transformer_options) + x_negative = _compute_attention(self, query, nag_context, transformer_options) + return x_positive, x_negative + +def normalized_attention_guidance(self, x_positive, x_negative): + if self.inplace: + nag_guidance = x_negative.mul_(self.nag_scale - 1).neg_().add_(x_positive, alpha=self.nag_scale) + else: + nag_guidance = x_positive * self.nag_scale - x_negative * (self.nag_scale - 1) + + del x_negative + + norm_positive = torch.norm(x_positive, p=1, dim=-1, keepdim=True) + norm_guidance = torch.norm(nag_guidance, p=1, dim=-1, keepdim=True) + + scale = norm_guidance / norm_positive + torch.nan_to_num_(scale, nan=10.0) + mask = scale > self.nag_tau + del scale + + adjustment = (norm_positive * self.nag_tau) / (norm_guidance + 1e-7) + del norm_positive, norm_guidance + + nag_guidance.mul_(torch.where(mask, adjustment, 1.0)) + del mask, adjustment + + if self.inplace: + nag_guidance.sub_(x_positive).mul_(self.nag_alpha).add_(x_positive) + else: + nag_guidance = nag_guidance * self.nag_alpha + x_positive * (1 - self.nag_alpha) + del x_positive + + return nag_guidance + +#region NAG +def ltxv_crossattn_forward_nag(self, x, context, mask=None, transformer_options={}, **kwargs): + + # Single or [pos, neg] pair + if context.shape[0] == 1: + x_pos, context_pos = x, context + x_neg, context_neg = None, None + else: + x_pos, x_neg = torch.chunk(x, 2, dim=0) + context_pos, context_neg = torch.chunk(context, 2, dim=0) + + # Positive + q_pos = self.q_norm(self.to_q(x_pos)) + del x_pos + + x_positive, x_negative = nag_attention(self, q_pos, context_pos, self.nag_context, transformer_options=transformer_options) + del context_pos, q_pos + + x_pos_out = normalized_attention_guidance(self, x_positive, x_negative) + del x_positive, x_negative + + # Negative + if x_neg is not None and context_neg is not None: + q_neg = self.q_norm(self.to_q(x_neg)) + k_neg = self.k_norm(self.to_k(context_neg)) + v_neg = self.to_v(context_neg) + + x_neg_out = comfy.ldm.modules.attention.optimized_attention(q_neg, k_neg, v_neg, heads=self.heads, transformer_options=transformer_options) + x = torch.cat([x_pos_out, x_neg_out], dim=0) + else: + x = x_pos_out + + return self.to_out(x) + + +class LTXVCrossAttentionPatch: + def __init__(self, context, nag_scale, nag_alpha, nag_tau, inplace=True): + self.nag_context = context + self.nag_scale = nag_scale + self.nag_alpha = nag_alpha + self.nag_tau = nag_tau + self.inplace = inplace + + def __get__(self, obj, objtype=None): + # Create bound method with stored parameters + def wrapped_attention(self_module, *args, **kwargs): + self_module.nag_context = self.nag_context + self_module.nag_scale = self.nag_scale + self_module.nag_alpha = self.nag_alpha + self_module.nag_tau = self.nag_tau + self_module.inplace = self.inplace + + return ltxv_crossattn_forward_nag(self_module, *args, **kwargs) + return types.MethodType(wrapped_attention, obj) + +class LTX2_NAG(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTX2_NAG", + display_name="LTX2 NAG", + category="KJNodes/ltxv", + description="https://github.com/ChenDarYen/Normalized-Attention-Guidance", + is_experimental=True, + inputs=[ + io.Model.Input("model"), + io.Float.Input("nag_scale", default=11.0, min=0.0, max=100.0, step=0.001, tooltip="Strength of negative guidance effect"), + io.Float.Input("nag_alpha", default=0.25, min=0.0, max=1.0, step=0.001, tooltip="Mixing coefficient in that controls the balance between the normalized guided representation and the original positive representation."), + io.Float.Input("nag_tau", default=2.5, min=0.0, max=10.0, step=0.001, tooltip="Clipping threshold that controls how much the guided attention can deviate from the positive attention."), + io.Conditioning.Input("nag_cond_video", optional=True), + io.Conditioning.Input("nag_cond_audio", optional=True), + io.Boolean.Input("inplace", default=True, optional=True, tooltip="If true, modifies tensors in place to save memory. Leads to different numerical results which may change the output slightly."), + ], + outputs=[ + io.Model.Output(display_name="model"), + ], + ) + + @classmethod + def execute(cls, model, nag_scale, nag_alpha, nag_tau, nag_cond_video=None, nag_cond_audio=None, inplace=True) -> io.NodeOutput: + if nag_scale == 0: + return io.NodeOutput(model) + + device = mm.get_torch_device() + offload_device = mm.unet_offload_device() + dtype = model.model.manual_cast_dtype + if dtype is None: + dtype = model.model.diffusion_model.dtype + + model_clone = model.clone() + + diffusion_model = model_clone.get_model_object("diffusion_model") + img_dim = diffusion_model.inner_dim + audio_dim = diffusion_model.audio_inner_dim + + context_video = context_audio = None + + if nag_cond_video is not None: + diffusion_model.caption_projection.to(device) + context_video = nag_cond_video[0][0].to(device, dtype) + v_context, _ = torch.split(context_video, int(context_video.shape[-1] / 2), len(context_video.shape) - 1) + context_video = diffusion_model.caption_projection(v_context) + diffusion_model.caption_projection.to(offload_device) + context_video = context_video.view(1, -1, img_dim) + for idx, block in enumerate(diffusion_model.transformer_blocks): + patched_attn2 = LTXVCrossAttentionPatch(context_video, nag_scale, nag_alpha, nag_tau, inplace=inplace).__get__(block.attn2, block.__class__) + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.attn2.forward", patched_attn2) + + if nag_cond_audio is not None and diffusion_model.audio_caption_projection is not None: + diffusion_model.audio_caption_projection.to(device) + context_audio = nag_cond_audio[0][0].to(device, dtype) + _, a_context = torch.split(context_audio, int(context_audio.shape[-1] / 2), len(context_audio.shape) - 1) + context_audio = diffusion_model.audio_caption_projection(a_context) + diffusion_model.audio_caption_projection.to(offload_device) + context_audio = context_audio.view(1, -1, audio_dim) + for idx, block in enumerate(diffusion_model.transformer_blocks): + patched_audio_attn2 = LTXVCrossAttentionPatch(context_audio, nag_scale, nag_alpha, nag_tau, inplace=inplace).__get__(block.audio_attn2, block.__class__) + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.audio_attn2.forward", patched_audio_attn2) + + return io.NodeOutput(model_clone) + + +def ffn_chunked_forward(self, x): + if x.shape[1] > self.dim_threshold: + chunk_size = x.shape[1] // self.num_chunks + for i in range(self.num_chunks): + start_idx = i * chunk_size + end_idx = (i + 1) * chunk_size if i < self.num_chunks - 1 else x.shape[1] + x[:, start_idx:end_idx] = self.net(x[:, start_idx:end_idx]) + return x + else: + return self.net(x) + +class LTXVffnChunkPatch: + def __init__(self, num_chunks, dim_threshold=4096): + self.num_chunks = num_chunks + self.dim_threshold = dim_threshold + + def __get__(self, obj, objtype=None): + def wrapped_forward(self_module, *args, **kwargs): + self_module.num_chunks = self.num_chunks + self_module.dim_threshold = self.dim_threshold + return ffn_chunked_forward(self_module, *args, **kwargs) + return types.MethodType(wrapped_forward, obj) + +class LTXVChunkFeedForward(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTXVChunkFeedForward", + display_name="LTXV Chunk FeedForward", + category="KJNodes/ltxv", + description="EXPERIMENTAL AND MAY CHANGE THE MODEL OUTPUT!! Chunks feedforward activations to reduce peak VRAM usage.", + is_experimental=True, + inputs=[ + io.Model.Input("model"), + io.Int.Input("chunks", default=2, min=1, max=100, step=1, tooltip="Number of chunks to split the feedforward activations into to reduce peak VRAM usage."), + io.Int.Input("dim_threshold", default=4096, min=0, max=16384, step=256, tooltip="Dimension threshold above which to apply chunking."), + ], + outputs=[ + io.Model.Output(display_name="model"), + ], + ) + + @classmethod + def execute(cls, model, chunks, dim_threshold) -> io.NodeOutput: + if chunks == 1: + return io.NodeOutput(model) + + model_clone = model.clone() + diffusion_model = model_clone.get_model_object("diffusion_model") + + for idx, block in enumerate(diffusion_model.transformer_blocks): + patched_attn2 = LTXVffnChunkPatch(chunks, dim_threshold).__get__(block.ff, block.__class__) + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.ff.forward", patched_attn2) + + return io.NodeOutput(model_clone) + + + +#borrowed VideoHelperSuite https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite/blob/main/videohelpersuite/latent_preview.py +import server +from threading import Thread +import torch.nn.functional as F +import time +import struct +from PIL import Image +from io import BytesIO +serv = server.PromptServer.instance + +class WrappedPreviewer(): + def __init__(self, latent_rgb_factors, latent_rgb_factors_bias, rate=8, taeltx=None): + self.first_preview = True + self.taeltx = taeltx + self.last_time = 0 + self.c_index = 0 + self.rate = rate + self.latent_rgb_factors = torch.tensor(latent_rgb_factors, device="cpu").transpose(0, 1) + self.latent_rgb_factors_bias = torch.tensor(latent_rgb_factors_bias, device="cpu") if latent_rgb_factors_bias is not None else None + + def decode_latent_to_preview_image(self, preview_format, x0): + if x0.ndim == 5: + #Keep batch major + x0 = x0.movedim(2,1) + x0 = x0.reshape((-1,)+x0.shape[-3:]) + num_images = x0.size(0) + new_time = time.time() + num_previews = int((new_time - self.last_time) * self.rate) + self.last_time = self.last_time + num_previews/self.rate + if num_previews > num_images: + num_previews = num_images + elif num_previews <= 0: + return None + if self.first_preview: + self.first_preview = False + serv.send_sync('VHS_latentpreview', {'length':num_images, 'rate': self.rate, 'id': serv.last_node_id}) + self.last_time = new_time + 1/self.rate + if self.c_index + num_previews > num_images: + x0 = x0.roll(-self.c_index, 0)[:num_previews] + else: + x0 = x0[self.c_index:self.c_index + num_previews] + Thread(target=self.process_previews, args=(x0, self.c_index, + num_images)).run() + self.c_index = (self.c_index + num_previews) % num_images + return None + def process_previews(self, image_tensor, ind, leng): + max_size = 256 + image_tensor = self.decode_latent_to_preview(image_tensor) + if image_tensor.size(1) > max_size or image_tensor.size(2) > max_size: + image_tensor = image_tensor.movedim(-1,0) + if image_tensor.size(2) < image_tensor.size(3): + height = (max_size * image_tensor.size(2)) // image_tensor.size(3) + image_tensor = F.interpolate(image_tensor, (height,max_size), mode='bilinear') + else: + width = (max_size * image_tensor.size(3)) // image_tensor.size(2) + image_tensor = F.interpolate(image_tensor, (max_size, width), mode='bilinear') + image_tensor = image_tensor.movedim(0,-1) + previews_ubyte = (image_tensor.clamp(0, 1) + .mul(0xFF) # to 0..255 + ).to(device="cpu", dtype=torch.uint8) + + # Send VHS preview + for preview in previews_ubyte: + i = Image.fromarray(preview.numpy()) + message = BytesIO() + message.write((1).to_bytes(length=4, byteorder='big')*2) + message.write(ind.to_bytes(length=4, byteorder='big')) + message.write(struct.pack('16p', serv.last_node_id.encode('ascii'))) + i.save(message, format="JPEG", quality=95, compress_level=1) + #NOTE: send sync already uses call_soon_threadsafe + serv.send_sync(server.BinaryEventTypes.PREVIEW_IMAGE, + message.getvalue(), serv.client_id) + if self.taeltx is not None: + ind = (ind + 1) % ((leng-1) * 8 + 1) + else: + ind = (ind + 1) % leng + + def decode_latent_to_preview(self, x0): + if self.taeltx is not None: + x0 = x0.unsqueeze(0).to(dtype=self.taeltx.first_stage_model.decoder[1].weight.dtype, device=device) + x_sample = self.taeltx.first_stage_model.decode(x0)[0].permute(1, 2, 3, 0) + return x_sample + else: + self.latent_rgb_factors = self.latent_rgb_factors.to(dtype=x0.dtype, device=x0.device) + if self.latent_rgb_factors_bias is not None: + self.latent_rgb_factors_bias = self.latent_rgb_factors_bias.to(dtype=x0.dtype, device=x0.device) + latent_image = F.linear(x0.movedim(1, -1), self.latent_rgb_factors, + bias=self.latent_rgb_factors_bias) + latent_image = (latent_image + 1.0) / 2.0 + return latent_image + + +def prepare_callback(model, steps, x0_output_dict=None, shape=None, latent_upscale_model=None, vae=None, rate=8, taeltx=False, num_keyframes=0): + latent_rgb_factors = [ + [ 0.0350, 0.0159, 0.0132], + [ 0.0025, -0.0021, -0.0003], + [ 0.0286, 0.0028, 0.0020], + [ 0.0280, -0.0114, -0.0202], + [-0.0186, 0.0073, 0.0092], + [ 0.0027, 0.0097, -0.0113], + [-0.0069, -0.0032, -0.0024], + [-0.0323, -0.0370, -0.0457], + [ 0.0174, 0.0164, 0.0106], + [-0.0097, 0.0061, 0.0035], + [-0.0130, -0.0042, -0.0012], + [-0.0102, -0.0002, -0.0091], + [-0.0025, 0.0063, 0.0161], + [ 0.0003, 0.0037, 0.0108], + [ 0.0152, 0.0082, 0.0143], + [ 0.0317, 0.0203, 0.0312], + [-0.0092, -0.0233, -0.0119], + [-0.0405, -0.0226, -0.0023], + [ 0.0376, 0.0397, 0.0352], + [ 0.0171, -0.0043, -0.0095], + [ 0.0482, 0.0341, 0.0213], + [ 0.0031, -0.0046, -0.0018], + [-0.0486, -0.0383, -0.0294], + [-0.0071, -0.0272, -0.0123], + [ 0.0320, 0.0218, 0.0289], + [ 0.0327, 0.0088, -0.0116], + [-0.0098, -0.0240, -0.0111], + [ 0.0094, -0.0116, 0.0021], + [ 0.0309, 0.0092, 0.0165], + [-0.0065, -0.0077, -0.0107], + [ 0.0179, 0.0114, 0.0038], + [-0.0018, -0.0030, -0.0026], + [-0.0002, 0.0076, -0.0029], + [-0.0131, -0.0059, -0.0170], + [ 0.0055, 0.0066, -0.0038], + [ 0.0154, 0.0063, 0.0090], + [ 0.0186, 0.0175, 0.0188], + [-0.0166, -0.0381, -0.0428], + [ 0.0121, 0.0015, -0.0153], + [ 0.0118, 0.0050, 0.0019], + [ 0.0125, 0.0259, 0.0231], + [ 0.0046, 0.0130, 0.0081], + [ 0.0271, 0.0250, 0.0250], + [-0.0054, -0.0347, -0.0326], + [-0.0438, -0.0262, -0.0228], + [-0.0191, -0.0256, -0.0173], + [-0.0205, -0.0058, 0.0042], + [ 0.0404, 0.0434, 0.0346], + [-0.0242, -0.0177, -0.0146], + [ 0.0161, 0.0223, 0.0168], + [-0.0240, -0.0320, -0.0299], + [-0.0019, 0.0043, 0.0008], + [-0.0060, -0.0133, -0.0244], + [-0.0048, -0.0225, -0.0167], + [ 0.0267, 0.0133, 0.0152], + [ 0.0222, 0.0167, 0.0028], + [ 0.0015, -0.0062, 0.0013], + [-0.0241, -0.0178, -0.0079], + [ 0.0040, -0.0081, -0.0097], + [-0.0064, 0.0133, -0.0011], + [-0.0204, -0.0231, -0.0304], + [ 0.0011, -0.0011, 0.0145], + [-0.0283, -0.0259, -0.0260], + [ 0.0038, 0.0171, -0.0029], + [ 0.0637, 0.0424, 0.0409], + [ 0.0092, 0.0163, 0.0188], + [ 0.0082, 0.0055, -0.0179], + [-0.0177, -0.0286, -0.0147], + [ 0.0171, 0.0242, 0.0398], + [-0.0129, 0.0095, -0.0071], + [-0.0154, 0.0036, 0.0128], + [-0.0081, -0.0009, 0.0118], + [-0.0067, -0.0178, -0.0230], + [-0.0022, -0.0125, -0.0003], + [-0.0032, -0.0039, -0.0022], + [-0.0005, -0.0127, -0.0131], + [-0.0143, -0.0157, -0.0165], + [-0.0262, -0.0263, -0.0270], + [ 0.0063, 0.0127, 0.0178], + [ 0.0092, 0.0133, 0.0150], + [-0.0106, -0.0068, 0.0032], + [-0.0214, -0.0022, 0.0171], + [-0.0104, -0.0266, -0.0362], + [ 0.0021, 0.0048, -0.0005], + [ 0.0345, 0.0431, 0.0402], + [-0.0275, -0.0110, -0.0195], + [ 0.0203, 0.0251, 0.0224], + [ 0.0016, -0.0037, -0.0094], + [ 0.0241, 0.0198, 0.0114], + [-0.0003, 0.0027, 0.0141], + [ 0.0012, -0.0052, -0.0084], + [ 0.0057, -0.0028, -0.0163], + [-0.0488, -0.0545, -0.0509], + [-0.0076, -0.0025, -0.0014], + [-0.0249, -0.0142, -0.0367], + [ 0.0136, 0.0041, 0.0135], + [ 0.0007, 0.0034, -0.0053], + [-0.0068, -0.0109, 0.0029], + [ 0.0006, -0.0237, -0.0094], + [-0.0149, -0.0177, -0.0131], + [-0.0105, 0.0039, 0.0216], + [ 0.0242, 0.0200, 0.0180], + [-0.0339, -0.0153, -0.0195], + [ 0.0104, 0.0151, 0.0120], + [-0.0043, 0.0089, 0.0047], + [ 0.0157, -0.0030, 0.0008], + [ 0.0126, 0.0102, -0.0040], + [ 0.0040, 0.0114, 0.0137], + [ 0.0423, 0.0473, 0.0436], + [-0.0128, -0.0066, -0.0152], + [-0.0337, -0.0087, -0.0026], + [-0.0052, 0.0235, 0.0291], + [ 0.0079, 0.0154, 0.0260], + [-0.0539, -0.0377, -0.0358], + [-0.0188, 0.0062, -0.0035], + [-0.0186, 0.0041, -0.0083], + [ 0.0045, -0.0049, 0.0053], + [ 0.0172, 0.0071, 0.0042], + [-0.0003, -0.0078, -0.0096], + [-0.0209, -0.0132, -0.0135], + [-0.0074, 0.0017, 0.0099], + [-0.0038, 0.0070, 0.0014], + [-0.0013, -0.0017, 0.0073], + [ 0.0030, 0.0105, 0.0105], + [ 0.0154, -0.0168, -0.0235], + [-0.0108, -0.0038, 0.0047], + [-0.0298, -0.0347, -0.0436], + [-0.0206, -0.0189, -0.0139] + ] + latent_rgb_factors_bias = [0.2796, 0.1101, -0.0047] + preview_format = "JPEG" + if preview_format not in ["JPEG", "PNG"]: + preview_format = "JPEG" + + previewer = WrappedPreviewer(latent_rgb_factors, latent_rgb_factors_bias, rate=rate, taeltx=vae if taeltx else None) + + pbar = comfy.utils.ProgressBar(steps) + def callback(step, x0, x, total_steps): + if x0 is not None and shape is not None: + cut = math.prod(shape[1:]) + x0 = x0[:, :, :cut].reshape([x0.shape[0]] + list(shape)[1:]) + + if num_keyframes > 0: + x0 = x0[:, :, :-num_keyframes] + + if latent_upscale_model is not None: + x0 = vae.first_stage_model.per_channel_statistics.un_normalize(x0) + x0 = latent_upscale_model(x0.to(torch.bfloat16)) + x0 = vae.first_stage_model.per_channel_statistics.normalize(x0) + + preview_bytes = None + if previewer: + preview_bytes = previewer.decode_latent_to_preview_image(preview_format, x0) + pbar.update_absolute(step + 1, total_steps, preview_bytes) + return callback + +class OuterSampleCallbackWrapper: + def __init__(self, latent_upscale_model=None, vae=None, preview_rate=8, taeltx=False): + self.latent_upscale_model = latent_upscale_model + self.vae = vae + self.preview_rate = preview_rate + self.taeltx = taeltx + self.x0_output = {} + + def __call__(self, executor, noise, latent_image, sampler, sigmas, denoise_mask, callback, disable_pbar, seed, latent_shapes): + guider = executor.class_obj + original_callback = callback + if self.latent_upscale_model is not None: + self.latent_upscale_model.to(device) + if self.vae is not None and self.taeltx: + self.vae.first_stage_model.to(device) + + num_keyframes = 0 + if 'positive' in guider.conds and len(guider.conds['positive']) > 0: + keyframe_idxs = guider.conds['positive'][0].get('keyframe_idxs') + if keyframe_idxs is not None: + num_keyframes = len(torch.unique(keyframe_idxs[0, 0, :, 0])) + + new_callback = prepare_callback(guider.model_patcher, len(sigmas) -1, shape=latent_shapes[0] if len(latent_shapes) > 1 else None, + x0_output_dict=self.x0_output, latent_upscale_model=self.latent_upscale_model, vae=self.vae, rate=self.preview_rate, taeltx=self.taeltx, num_keyframes=num_keyframes) + # Wrapper that calls both callbacks + def combined_callback(step, x0, x, total_steps): + new_callback(step, x0, x, total_steps) + if original_callback is not None: + original_callback(step, x0, x, total_steps) + out = executor(noise, latent_image, sampler, sigmas, denoise_mask, combined_callback, disable_pbar, seed, latent_shapes=latent_shapes) + if self.latent_upscale_model is not None: + self.latent_upscale_model.to(mm.unet_offload_device()) + return out + +class LTX2SamplingPreviewOverride(io.ComfyNode): + @classmethod + def define_schema(cls) -> io.Schema: + return io.Schema( + node_id="LTX2SamplingPreviewOverride", + display_name="LTX2 Sampling Preview Override", + description="Overrides the LTX2 preview sampling preview function, temporary measure until previews are in comfy core", + category="KJNodes/experimental", + is_experimental=True, + inputs=[ + io.Model.Input("model", tooltip="The model to add preview override to."), + io.Int.Input("preview_rate", default=8, min=1, max=60, step=1, tooltip="Preview frame rate."), + io.LatentUpscaleModel.Input("latent_upscale_model", optional=True, tooltip="Optional upscale model to use for higher resolution previews."), + io.Vae.Input("vae", optional=True, tooltip="VAE model to use normalizing the latents for the upscale model."), + ], + outputs=[ + io.Model.Output(tooltip="The model with Sampling Preview Override."), + ], + ) + + @classmethod + def execute(cls, model, preview_rate, latent_upscale_model=None, vae=None) -> io.NodeOutput: + model = model.clone() + taeltx = False + if vae is not None: + if vae.first_stage_model.__class__.__name__ == "TAEHV": + taeltx = True + latent_upscale_model=None + model.add_wrapper_with_key(comfy.patcher_extension.WrappersMP.OUTER_SAMPLE, "sampling_preview", OuterSampleCallbackWrapper(latent_upscale_model, vae, preview_rate, taeltx)) + return io.NodeOutput(model) + + +# based on https://github.com/Lightricks/ComfyUI-LTXVideo/blob/cd5d371518afb07d6b3641be8012f644f25269fc/easy_samplers.py#L916 +class OuterSampleAudioNormalizationWrapper: + def __init__(self, audio_normalization_factors): + self.audio_normalization_factors = audio_normalization_factors + + def __call__(self, executor, noise, latent_image, sampler, sigmas, denoise_mask, callback, disable_pbar, seed, latent_shapes): + guider = executor.class_obj + ltxav = guider.model_patcher.model.diffusion_model + + x0_output = {} + self.total_steps = sigmas.shape[-1] - 1 + pbar = comfy.utils.ProgressBar(self.total_steps) + self.full_step = 0 + + previewer = latent_preview.get_previewer(guider.model_patcher.load_device, guider.model_patcher.model.latent_format) + def custom_callback(step, x0, x, total_steps): + if x0_output is not None: + x0_output["x0"] = x0 + + preview_bytes = None + if previewer: + preview_bytes = previewer.decode_latent_to_preview_image("JPEG", x0) + self.full_step += 1 + pbar.update_absolute(self.full_step, self.total_steps, preview_bytes) + + callback = custom_callback + + audio_normalization_factors = self.audio_normalization_factors.strip().split(",") + audio_normalization_factors = [float(factor) for factor in audio_normalization_factors] + + # Extend normalization factors to match the length of sigmas + sigmas_len = self.total_steps + if len(audio_normalization_factors) < sigmas_len and len(audio_normalization_factors) > 0: + audio_normalization_factors.extend([audio_normalization_factors[-1]] * (sigmas_len - len(audio_normalization_factors))) + + # Calculate indices where both normalization factors are not 1.0 + sampling_split_indices = [i + 1 for i, a in enumerate(audio_normalization_factors) if a != 1.0] + + # Split sigmas according to sampling_split_indices + def split_by_indices(arr, indices): + """ + Splits arr into chunks according to indices (split points). + Indices are treated as starting a new chunk at each index in the list. + """ + if not indices: + return [arr] + split_points = sorted(set(indices)) + chunks = [] + prev = 0 + for idx in split_points: + if prev < idx: + chunks.append(arr[prev : idx + 1]) + prev = idx + if prev < len(arr): + chunks.append(arr[prev:]) + return chunks + + sigmas_chunks = split_by_indices(sigmas, sampling_split_indices) + + i = 0 + for sigmas_chunk in sigmas_chunks: + i += len(sigmas_chunk) - 1 + latent_image = executor(noise, latent_image, sampler, sigmas_chunk, denoise_mask, callback, disable_pbar, seed, latent_shapes=latent_shapes) + + if "x0" in x0_output: + latent_image = guider.model_patcher.model.process_latent_out(x0_output["x0"]) + + if i - 1 < len(audio_normalization_factors): + vx, ax = ltxav.separate_audio_and_video_latents(comfy.utils.unpack_latents(latent_image, latent_shapes), None) + if denoise_mask is not None: + audio_mask = ltxav.separate_audio_and_video_latents(comfy.utils.unpack_latents(denoise_mask, latent_shapes), None)[1] + ax = ax * audio_mask * audio_normalization_factors[i - 1] + ax * (1 - audio_mask) + else: + ax = ax * audio_normalization_factors[i - 1] + latent_image = comfy.utils.pack_latents(ltxav.recombine_audio_and_video_latents(vx, ax))[0] + + print("After %d steps, the audio latent was normalized by %f" % (i, audio_normalization_factors[i - 1])) + + return latent_image + + +class LTX2AudioLatentNormalizingSampling(io.ComfyNode): + @classmethod + def define_schema(cls) -> io.Schema: + return io.Schema( + node_id="LTX2AudioLatentNormalizingSampling", + display_name="LTX2 Audio Latent Normalizing Sampling", + description="Improves LTX2 generated audio quality by normalizing audio latents at specified sampling steps.", + category="KJNodes/experimental", + is_experimental=True, + inputs=[ + io.Model.Input("model", tooltip="The model to add preview override to."), + io.String.Input("audio_normalization_factors", default="1,1,0.25,1,1,0.25,1,1", tooltip="Comma-separated list of audio normalization factors to apply at each sampling step. For example, '1,1,0.25,1,1,0.25,1,1' will apply a factor of 0.25 at the 3rd and 6th steps."), + ], + outputs=[ + io.Model.Output(tooltip="The model with Audio Latent Normalizing Sampling."), + ], + ) + + @classmethod + def execute(cls, model, audio_normalization_factors) -> io.NodeOutput: + model = model.clone() + model.add_wrapper_with_key(comfy.patcher_extension.WrappersMP.OUTER_SAMPLE, "ltx2_audio_normalization", OuterSampleAudioNormalizationWrapper(audio_normalization_factors)) + return io.NodeOutput(model) + + +class LTXVImgToVideoInplaceKJ(io.ComfyNode): + @classmethod + def define_schema(cls): + options = [] + for num_images in range(1, 21): # 1 to 20 images + image_inputs = [] + for i in range(1, num_images + 1): + image_inputs.extend([ + io.Image.Input(f"image_{i}", optional=True, tooltip=f"Image {i} to insert into the video latent."), + io.Int.Input( + f"index_{i}", + default=0, + min=-9999, + max=9999, + step=1, + tooltip=f"Frame index for image {i} (in pixel space).", + optional=True, + ), + io.Float.Input(f"strength_{i}", default=1.0, min=0.0, max=1.0, step=0.01, tooltip=f"Strength for image {i}."), + ]) + options.append(io.DynamicCombo.Option( + key=str(num_images), + inputs=image_inputs + )) + + return io.Schema( + node_id="LTXVImgToVideoInplaceKJ", + category="KJNodes/ltxv", + description="Replaces video latent frames with the encoded input images, uses DynamicCombo which requires ComfyUI 0.8.1 and frontend 1.33.4 or later.", + inputs=[ + io.Vae.Input("vae", tooltip="Video VAE used to encode the images"), + io.Latent.Input("latent", tooltip="Video latent to insert images into"), + io.DynamicCombo.Input( + "num_images", + options=options, + display_name="Number of Images", + tooltip="Select how many images to insert", + ), + ], + outputs=[ + io.Latent.Output(display_name="latent", tooltip="The video latent with the images inserted and latent noise mask updated."), + ], + ) + + @classmethod + def execute(cls, vae, latent, num_images) -> io.NodeOutput: + + samples = latent["samples"].clone() + scale_factors = vae.downscale_index_formula + _, height_scale_factor, width_scale_factor = scale_factors + + batch, _, latent_frames, latent_height, latent_width = samples.shape + width = latent_width * width_scale_factor + height = latent_height * height_scale_factor + + # Get existing noise mask if present, otherwise create new one + if "noise_mask" in latent: + conditioning_latent_frames_mask = latent["noise_mask"].clone() + else: + conditioning_latent_frames_mask = torch.ones( + (batch, 1, latent_frames, 1, 1), + dtype=torch.float32, + device=samples.device, + ) + + # num_images is a dict containing the inputs from the selected option + # e.g., {'image_1': tensor, 'frame_idx_1': 0, 'strength_1': 1.0, 'image_2': tensor, 'frame_idx_2': 20, 'strength_2': 0.8, ...} + + image_keys = sorted([k for k in num_images.keys() if k.startswith('image_')]) + + for img_key in image_keys: + i = img_key.split('_')[1] + + image = num_images[f"image_{i}"] + if image is None: + continue + index = num_images.get(f"index_{i}") + if index is None: + continue + strength = num_images[f"strength_{i}"] + + if image.shape[1] != height or image.shape[2] != width: + pixels = comfy.utils.common_upscale(image.movedim(-1, 1), width, height, "bilinear", "center").movedim(1, -1) + else: + pixels = image + encode_pixels = pixels[:, :, :, :3] + t = vae.encode(encode_pixels) + + # Convert pixel frame index to latent index + time_scale_factor = scale_factors[0] + + # Handle negative indexing in pixel space + pixel_frame_count = (latent_frames - 1) * time_scale_factor + 1 + if index < 0: + index = pixel_frame_count + index + + # Convert to latent index + latent_idx = index // time_scale_factor + + # Clamp to valid range + latent_idx = max(0, min(latent_idx, latent_frames - 1)) + + # Calculate end index, ensuring we don't exceed latent_frames + end_index = min(latent_idx + t.shape[2], latent_frames) + + # Replace samples at the specified index range + samples[:, :, latent_idx:end_index] = t[:, :, :end_index - latent_idx] + + # Update mask at the specified index range + conditioning_latent_frames_mask[:, :, latent_idx:end_index] = 1.0 - strength + + return io.NodeOutput({"samples": samples, "noise_mask": conditioning_latent_frames_mask}) + + +def ltx2_forward( + self, x: Tuple[torch.Tensor, torch.Tensor], v_context=None, a_context=None, attention_mask=None, v_timestep=None, a_timestep=None, + v_pe=None, a_pe=None, v_cross_pe=None, a_cross_pe=None, v_cross_scale_shift_timestep=None, a_cross_scale_shift_timestep=None, + v_cross_gate_timestep=None, a_cross_gate_timestep=None, transformer_options=None, + ) -> Tuple[torch.Tensor, torch.Tensor]: + run_vx = transformer_options.get("run_vx", True) + run_ax = transformer_options.get("run_ax", True) + video_scale = getattr(self, 'video_scale', 1.0) + audio_scale = getattr(self, 'audio_scale', 1.0) + audio_to_video_scale = getattr(self, 'audio_to_video_scale', 1.0) + video_to_audio_scale = getattr(self, 'video_to_audio_scale', 1.0) + + vx, ax = x + run_ax = run_ax and ax.numel() > 0 and audio_scale != 0.0 + run_a2v = run_vx and transformer_options.get("a2v_cross_attn", True) and ax.numel() > 0 and audio_to_video_scale != 0.0 + run_v2a = run_ax and transformer_options.get("v2a_cross_attn", True) and video_to_audio_scale != 0.0 + + # Video self-attention. + if run_vx: + vshift_msa, vscale_msa = (self.get_ada_values(self.scale_shift_table, vx.shape[0], v_timestep, slice(0, 2))) + + norm_vx = comfy.ldm.common_dit.rms_norm(vx) * (1 + vscale_msa) + vshift_msa + del vshift_msa, vscale_msa + + attn1_out = self.attn1(norm_vx, pe=v_pe, transformer_options=transformer_options) + del norm_vx + + vgate_msa = self.get_ada_values(self.scale_shift_table, vx.shape[0], v_timestep, slice(2, 3))[0] + vx += attn1_out * vgate_msa * video_scale + del vgate_msa, attn1_out + vx.add_(self.attn2(comfy.ldm.common_dit.rms_norm(vx), context=v_context, mask=attention_mask, transformer_options=transformer_options), alpha=video_scale) + + # Audio self-attention. + if run_ax: + ashift_msa, ascale_msa = (self.get_ada_values(self.audio_scale_shift_table, ax.shape[0], a_timestep, slice(0, 2))) + + norm_ax = comfy.ldm.common_dit.rms_norm(ax) * (1 + ascale_msa) + ashift_msa + del ashift_msa, ascale_msa + + attn1_out = self.audio_attn1(norm_ax, pe=a_pe, transformer_options=transformer_options) + del norm_ax + + agate_msa = self.get_ada_values(self.audio_scale_shift_table, ax.shape[0], a_timestep, slice(2, 3))[0] + ax += attn1_out * agate_msa * audio_scale + del agate_msa, attn1_out + ax.add_(self.audio_attn2(comfy.ldm.common_dit.rms_norm(ax), context=a_context, mask=attention_mask, transformer_options=transformer_options), alpha=audio_scale) + + # Audio - Video cross attention. + if run_a2v or run_v2a: + vx_norm3 = comfy.ldm.common_dit.rms_norm(vx) + ax_norm3 = comfy.ldm.common_dit.rms_norm(ax) + + # audio to video cross attention + if run_a2v: + scale_ca_video_hidden_states_a2v_v, shift_ca_video_hidden_states_a2v_v = self.get_ada_values( + self.scale_shift_table_a2v_ca_video[:4, :], vx.shape[0], v_cross_scale_shift_timestep, slice(0, 2)) + vx_scaled = vx_norm3 * (1 + scale_ca_video_hidden_states_a2v_v) + shift_ca_video_hidden_states_a2v_v + del scale_ca_video_hidden_states_a2v_v, shift_ca_video_hidden_states_a2v_v + + scale_ca_audio_hidden_states_a2v, shift_ca_audio_hidden_states_a2v = self.get_ada_values( + self.scale_shift_table_a2v_ca_audio[:4, :], ax.shape[0], a_cross_scale_shift_timestep, slice(0, 2)) + + ax_scaled = ax_norm3 * (1 + scale_ca_audio_hidden_states_a2v) + shift_ca_audio_hidden_states_a2v + del scale_ca_audio_hidden_states_a2v, shift_ca_audio_hidden_states_a2v + + a2v_out = self.audio_to_video_attn(vx_scaled, context=ax_scaled, pe=v_cross_pe, k_pe=a_cross_pe, transformer_options=transformer_options) + del vx_scaled, ax_scaled + + gate_out_a2v = self.get_ada_values(self.scale_shift_table_a2v_ca_video[4:, :], vx.shape[0], v_cross_gate_timestep, slice(0, 1))[0] + vx += a2v_out * gate_out_a2v * audio_to_video_scale + del gate_out_a2v, a2v_out + + # video to audio cross attention + if run_v2a: + scale_ca_video_hidden_states_v2a, shift_ca_video_hidden_states_v2a = self.get_ada_values( + self.scale_shift_table_a2v_ca_video[:4, :], vx.shape[0], v_cross_scale_shift_timestep, slice(2, 4)) + vx_scaled = vx_norm3 * (1 + scale_ca_video_hidden_states_v2a) + shift_ca_video_hidden_states_v2a + del scale_ca_video_hidden_states_v2a, shift_ca_video_hidden_states_v2a, vx_norm3 + + scale_ca_audio_hidden_states_v2a, shift_ca_audio_hidden_states_v2a = self.get_ada_values( + self.scale_shift_table_a2v_ca_audio[:4, :], ax.shape[0], a_cross_scale_shift_timestep, slice(2, 4)) + ax_scaled = ax_norm3 * (1 + scale_ca_audio_hidden_states_v2a) + shift_ca_audio_hidden_states_v2a + del scale_ca_audio_hidden_states_v2a, shift_ca_audio_hidden_states_v2a, ax_norm3 + + v2a_out = self.video_to_audio_attn(ax_scaled, context=vx_scaled, pe=a_cross_pe, k_pe=v_cross_pe, transformer_options=transformer_options) + del ax_scaled, vx_scaled + + gate_out_v2a = self.get_ada_values(self.scale_shift_table_a2v_ca_audio[4:, :], ax.shape[0], a_cross_gate_timestep, slice(0, 1))[0] + ax += v2a_out * gate_out_v2a * video_to_audio_scale + del gate_out_v2a, v2a_out + + # video feedforward + if run_vx: + vshift_mlp, vscale_mlp = self.get_ada_values(self.scale_shift_table, vx.shape[0], v_timestep, slice(3, 5)) + vx_scaled = comfy.ldm.common_dit.rms_norm(vx) * (1 + vscale_mlp) + vshift_mlp + del vshift_mlp, vscale_mlp + + ff_out = self.ff(vx_scaled) + del vx_scaled + + vgate_mlp = self.get_ada_values(self.scale_shift_table, vx.shape[0], v_timestep, slice(5, 6))[0] + vx += ff_out * vgate_mlp * video_scale + del vgate_mlp, ff_out + + # audio feedforward + if run_ax: + ashift_mlp, ascale_mlp = self.get_ada_values(self.audio_scale_shift_table, ax.shape[0], a_timestep, slice(3, 5)) + ax_scaled = comfy.ldm.common_dit.rms_norm(ax) * (1 + ascale_mlp) + ashift_mlp + del ashift_mlp, ascale_mlp + + ff_out = self.audio_ff(ax_scaled) + del ax_scaled + + agate_mlp = self.get_ada_values(self.audio_scale_shift_table, ax.shape[0], a_timestep, slice(5, 6))[0] + ax += ff_out * agate_mlp * audio_scale + del agate_mlp, ff_out + + return vx, ax + +class LTX2ForwardPatch: + def __init__(self, video, audio, audio_to_video, video_to_audio): + self.video_scale = video + self.audio_scale = audio + self.video_to_audio_scale = video_to_audio + self.audio_to_video_scale = audio_to_video + def __get__(self, obj, objtype=None): + def wrapped_forward(self_module, *args, **kwargs): + self_module.video_scale = self.video_scale + self_module.audio_scale = self.audio_scale + self_module.video_to_audio_scale = self.video_to_audio_scale + self_module.audio_to_video_scale = self.audio_to_video_scale + return ltx2_forward(self_module, *args, **kwargs) + return types.MethodType(wrapped_forward, obj) + +class LTX2AttentionTunerPatch(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTX2AttentionTunerPatch", + display_name="LTX2 Attention Tuner Patch", + category="KJNodes/ltxv", + description="EXPERIMENTAL! Custom LTX2 forward pass with attention scaling factors per modality, also reduces peak VRAM usage.", + is_experimental=True, + inputs=[ + io.Model.Input("model"), + io.String.Input("blocks", default="", tooltip="Comma separated list of transformer block indices to apply the patch to. Leave empty to apply to all blocks."), + io.Float.Input("video_scale", default=1.0, min=0.0, max=100, step=0.01, tooltip="Scaling factor for video attention."), + io.Float.Input("audio_scale", default=1.0, min=0.0, max=100, step=0.01, tooltip="Scaling factor for audio attention."), + io.Float.Input("audio_to_video_scale", default=1.0, min=0.0, max=100, step=0.01, tooltip="Scaling factor for video attention."), + io.Float.Input("video_to_audio_scale", default=1.0, min=0.0, max=100, step=0.01, tooltip="Scaling factor for audio attention."), + ], + outputs=[ + io.Model.Output(display_name="model"), + ], + ) + + @classmethod + def execute(cls, model, blocks, video_scale, audio_scale, audio_to_video_scale, video_to_audio_scale) -> io.NodeOutput: + model_clone = model.clone() + diffusion_model = model_clone.get_model_object("diffusion_model") + + # Parse selected block indices + if blocks.strip() == "": + selected_blocks = set(range(len(diffusion_model.transformer_blocks))) + else: + selected_blocks = set(int(idx) for idx in blocks.strip().split(",")) + + logging.info(f"Applying LTX2 Attention Tuner Patch with custom scales to blocks: {sorted(selected_blocks)}") + + # Apply patch to all blocks, but use 1.0 scales for non-selected blocks + for idx in range(len(diffusion_model.transformer_blocks)): + block = diffusion_model.transformer_blocks[idx] + if idx in selected_blocks: + patched_forward = LTX2ForwardPatch(video_scale, audio_scale, audio_to_video_scale, video_to_audio_scale).__get__(block, block.__class__) + else: + patched_forward = LTX2ForwardPatch(1.0, 1.0, 1.0, 1.0).__get__(block, block.__class__) + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.forward", patched_forward) + + return io.NodeOutput(model_clone) + +class LTX2MemoryEfficientSageAttentionPatch(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTX2MemoryEfficientSageAttentionPatch", + display_name="LTX2 Mem Eff Sage Attention Patch", + category="KJNodes/ltxv", + description="EXPERIMENTAL! Activates custom sageattention to reduce peak VRAM usage, overrides the attention mode. Requires latest sageattention version.", + is_experimental=True, + inputs=[ + io.Model.Input("model"), + ], + outputs=[ + io.Model.Output(display_name="model"), + ], + ) + + @classmethod + def execute(cls, model) -> io.NodeOutput: + if _cuda_archs is None: + raise RuntimeError("sageattention is not new enough version or could not determine CUDA architecture, cannot apply LTX2 Memory Efficient Sage Attention Patch.") + model_clone = model.clone() + diffusion_model = model_clone.get_model_object("diffusion_model") + + logging.info("Applying LTX2 Memory Efficient Sage Attention Patch to all transformer blocks") + + # Apply patch to all blocks, but use 1.0 scales for non-selected blocks + for idx, block in enumerate(diffusion_model.transformer_blocks): + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.attn1.forward", ltx2_sageattn_forward.__get__(block.attn1, block.attn1.__class__)) + + return io.NodeOutput(model_clone) + + +def get_cuda_version(): + try: + version = torch.version.cuda + if version is not None: + major, minor = version.split('.') + return int(major), int(minor) + else: + return 0, 0 + except Exception: + return 0, 0 + +sageplus_sm89_available = False +_cuda_archs = None +try: + from sageattention.core import per_thread_int8_triton, per_warp_int8_cuda, per_block_int8_triton, per_channel_fp8, get_cuda_arch_versions, attn_false + _cuda_archs = get_cuda_arch_versions() +except: + pass +try: + from sageattention.core import _qattn_sm89 + cuda_version = get_cuda_version() + sageplus_sm89_available = hasattr(_qattn_sm89, 'qk_int8_sv_f8_accum_f16_fuse_v_scale_attn_inst_buf') and cuda_version >= (12, 8) +except ImportError: + try: + from sageattention.core import sm89_compile as _qattn_sm89 + except ImportError: + _qattn_sm89 = None +try: + from sageattention.core import _qattn_sm80 +except ImportError: + try: + from sageattention.core import sm80_compile as _qattn_sm80 + except ImportError: + _qattn_sm80 = None +try: + from sageattention.core import _qattn_sm90 +except ImportError: + try: + from sageattention.core import sm90_compile as _qattn_sm90 + except ImportError: + _qattn_sm90 = None + +from comfy.ldm.lightricks.model import apply_rotary_emb + + +def ltx2_sageattn_forward(self, x, context=None, mask=None, pe=None, k_pe=None, transformer_options={}): + dtype = x.dtype + context = x if context is None else context + + # query + q = self.to_q(x) + q = self.q_norm(q) + if pe is not None: + q = apply_rotary_emb(q, pe) + # key + k = self.to_k(context) + k = self.k_norm(k) + if pe is not None: + k = apply_rotary_emb(k, pe if k_pe is None else k_pe) + # value + v = self.to_v(context) + + # Reshape from [batch, seq_len, total_dim] to [batch, seq_len, num_heads, head_dim] + batch_size, seq_len, _ = q.shape + head_dim_og = self.dim_head + + q = q.view(batch_size, seq_len, self.heads, head_dim_og) + k = k.view(batch_size, k.shape[1], self.heads, head_dim_og) + v = v.view(batch_size, v.shape[1], self.heads, head_dim_og) + + tensor_layout="NHD" + _tensor_layout = 0 # NHD + _is_caual = 0 + _qk_quant_gran = 3 + _return_lse = 0 + sm_scale = head_dim_og**-0.5 + quant_v_scale_max = 448.0 + + if _cuda_archs[0] in {"sm80", "sm86"}: + q_int8, q_scale, k_int8, k_scale = per_thread_int8_triton(q, k, km=k.mean(dim=1, keepdim=True), tensor_layout=tensor_layout, BLKQ=128, WARPQ=32, BLKK=64, WARPK=64) + del q, k + o = torch.empty(q_int8.size(), dtype=dtype, device=q_int8.device) + v_fp16 = v.to(torch.float16).contiguous() + del v + _qattn_sm80.qk_int8_sv_f16_accum_f32_attn(q_int8, k_int8, v_fp16, o, q_scale, k_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + elif _cuda_archs[0] == "sm75": + q_int8, q_scale, k_int8, k_scale = per_block_int8_triton(q, k, km=k.mean(dim=1, keepdim=True), sm_scale=sm_scale, tensor_layout=tensor_layout) + del q, k + o, _ = attn_false(q_int8, k_int8, v, q_scale, k_scale, tensor_layout=tensor_layout, output_dtype=dtype, attn_mask=None, return_lse=False) + del v + elif _cuda_archs[0] == "sm89": + if not sageplus_sm89_available: + pv_accum_dtype = "fp32+fp32" + else: + pv_accum_dtype = "fp32+fp16" + quant_v_scale_max = 2.25 + q_int8, q_scale, k_int8, k_scale = per_thread_int8_triton(q, k, km=k.mean(dim=1, keepdim=True), tensor_layout=tensor_layout, BLKQ=128, WARPQ=32, BLKK=64, WARPK=64) + del q, k + v_fp8, v_scale, _ = per_channel_fp8(v, tensor_layout=tensor_layout, scale_max=quant_v_scale_max, smooth_v=False) + del v + o = torch.empty(q_int8.size(), dtype=dtype, device=q_int8.device) + if pv_accum_dtype == "fp32+fp16": + _qattn_sm89.qk_int8_sv_f8_accum_f16_fuse_v_scale_attn_inst_buf(q_int8, k_int8, v_fp8, o, q_scale, k_scale, v_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + elif pv_accum_dtype == "fp32+fp32": + _qattn_sm89.qk_int8_sv_f8_accum_f32_fuse_v_scale_attn_inst_buf(q_int8, k_int8, v_fp8, o, q_scale, k_scale, v_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + del v_fp8, v_scale + elif _cuda_archs[0] == "sm90": + q_int8, q_scale, k_int8, k_scale = per_thread_int8_triton(q, k, km=k.mean(dim=1, keepdim=True), tensor_layout=tensor_layout, BLKQ=64, WARPQ=16, BLKK=128, WARPK=128) + del q, k, + v_fp8, v_scale, _ = per_channel_fp8(v, tensor_layout=tensor_layout, smooth_v=False) + del v + o = torch.empty(q_int8.size(), dtype=dtype, device=q_int8.device) + _qattn_sm90.qk_int8_sv_f8_accum_f32_fuse_v_scale_attn_inst_buf(q_int8, k_int8, v_fp8, o, q_scale, k_scale, v_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + del v_fp8, v_scale + elif _cuda_archs[0] == "sm120": + if not sageplus_sm89_available: + pv_accum_dtype = "fp32" + else: + pv_accum_dtype = "fp32+fp16" + quant_v_scale_max = 2.25 + _qk_quant_gran = 2 # per warp + q_int8, q_scale, k_int8, k_scale = per_warp_int8_cuda(q, k, km=k.mean(dim=1, keepdim=True), tensor_layout=tensor_layout, BLKQ=128, WARPQ=32, BLKK=64) + del q, k + v_fp8, v_scale, _ = per_channel_fp8(v, tensor_layout=tensor_layout, scale_max=quant_v_scale_max, smooth_v=False) + del v + o = torch.empty(q_int8.size(), dtype=dtype, device=q_int8.device) + if pv_accum_dtype == "fp32": + _qattn_sm89.qk_int8_sv_f8_accum_f32_fuse_v_scale_attn(q_int8, k_int8, v_fp8, o, q_scale, k_scale, v_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + elif pv_accum_dtype == "fp32+fp16": + _qattn_sm89.qk_int8_sv_f8_accum_f16_fuse_v_scale_attn_inst_buf(q_int8, k_int8, v_fp8, o, q_scale, k_scale, v_scale, _tensor_layout, _is_caual, _qk_quant_gran, sm_scale, _return_lse) + del v_fp8, v_scale + + del q_int8, q_scale, k_int8, k_scale + return self.to_out(o.view(batch_size, seq_len, -1)) + + +import folder_paths + +class LTX2LoraLoaderAdvanced(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="LTX2LoraLoaderAdvanced", + display_name="LTX2 LoRA Loader Advanced", + category="KJNodes/ltxv", + description="Advanced LoRA loader with per-block strength control for LTX2 models", + is_experimental=True, + inputs=[ + io.Combo.Input("lora_name", options=folder_paths.get_filename_list("loras"), tooltip="The name of the LoRA."), + io.Model.Input("model", tooltip="The diffusion model the LoRA will be applied to."), + io.Float.Input("strength_model", default=1.0, min=-100.0, max=100.0, step=0.01, tooltip="How strongly to modify the diffusion model. This value can be negative."), + io.String.Input("opt_lora_path", optional=True, force_input=True,tooltip="Absolute path of the LoRA."), + io.Custom("SELECTEDDITBLOCKS").Input("blocks", optional=True, tooltip="Selected DiT blocks configuration"), + io.Float.Input("video", default=1.0, min=0.0, max=1.0, step=0.01, tooltip="Strength for video attention layers."), + io.Float.Input("video_to_audio", default=1.0, min=0.0, max=1.0, step=0.01, tooltip="Strength for video to audio cross-attention layers."), + io.Float.Input("audio", default=1.0, min=0.0, max=1.0, step=0.01, tooltip="Strength for audio attention layers."), + io.Float.Input("audio_to_video", default=1.0, min=0.0, max=1.0, step=0.01, tooltip="Strength for audio to video cross-attention layers."), + io.Float.Input("other", default=1.0, min=0.0, max=1.0, step=0.01, tooltip="Strength for layers not caught by other layer filters."), + ], + outputs=[ + io.Model.Output(display_name="model", tooltip="The modified diffusion model."), + io.String.Output(display_name="rank", tooltip="Possible rank of the LoRA."), + io.String.Output(display_name="loaded_keys_info", tooltip="List of loaded keys and their alpha values."), + ], + ) + + @classmethod + def execute(cls, model, lora_name, strength_model, video, video_to_audio, audio, audio_to_video, other, opt_lora_path=None, blocks=None) -> io.NodeOutput: + from comfy.utils import load_torch_file + import comfy.lora + + if opt_lora_path: + lora_path = opt_lora_path + else: + lora_path = folder_paths.get_full_path("loras", lora_name) + + lora = load_torch_file(lora_path, safe_load=True) + + # Find the first key that ends with "weight" + rank = "unknown" + weight_key = next((key for key in lora.keys() if key.endswith('weight')), None) + # Print the shape of the value corresponding to the key + if weight_key: + print(f"Shape of the first 'weight' key ({weight_key}): {lora[weight_key].shape}") + rank = str(lora[weight_key].shape[0]) + else: + print("No key ending with 'weight' found.") + rank = "Couldn't find rank" + + key_map = {} + if model is not None: + key_map = comfy.lora.model_lora_keys_unet(model.model, key_map) + + loaded = comfy.lora.load_lora(lora, key_map) + + keys_to_delete = [] + + # First apply blocks filtering if provided + if blocks is not None: + for block in blocks: + for key in list(loaded.keys()): + match = False + if isinstance(key, str) and block in key: + match = True + elif isinstance(key, tuple): + for k in key: + if block in k: + match = True + break + + if match: + ratio = blocks[block] + if ratio == 0: + keys_to_delete.append(key) + else: + # Only modify LoRA adapters, skip diff tuples + value = loaded[key] + if hasattr(value, 'weights'): + weights_list = list(value.weights) + weights_list[2] = ratio + loaded[key].weights = tuple(weights_list) + + # Then apply layer-based attention strength filtering (takes priority) + for key in list(loaded.keys()): + if key in keys_to_delete: + continue + + key_str = key if isinstance(key, str) else (key[0] if isinstance(key, tuple) else str(key)) + + # Determine the strength multiplier based on layer name + # Check more specific patterns first + strength_multiplier = None + + # Video to audio cross-attention (check first - most specific) + if "video_to_audio_attn" in key_str: + strength_multiplier = video_to_audio + # Audio to video cross-attention + elif "audio_to_video_attn" in key_str: + strength_multiplier = audio_to_video + # Audio layers + elif "audio_attn" in key_str or "audio_ff.net" in key_str: + strength_multiplier = audio + # Video layers (check last - most general) + elif "attn" in key_str or "ff.net" in key_str: + strength_multiplier = video + # Everything else not caught by above filters + else: + strength_multiplier = other + + # Apply strength or mark for deletion + if strength_multiplier is not None: + if strength_multiplier == 0: + keys_to_delete.append(key) + elif strength_multiplier != 1.0: + value = loaded[key] + if hasattr(value, 'weights'): + weights_list = list(value.weights) + # Handle case where alpha (weights[2]) might be None + current_alpha = weights_list[2] if weights_list[2] is not None else 1.0 + weights_list[2] = current_alpha * strength_multiplier + loaded[key].weights = tuple(weights_list) + + for key in keys_to_delete: + if key in loaded: + del loaded[key] + + # Build list of loaded keys and their alphas + loaded_keys_list = [] + for key, value in loaded.items(): + if hasattr(value, 'weights'): + key_str = key if isinstance(key, str) else str(key) + alpha = value.weights[2] if value.weights[2] is not None else "None" + loaded_keys_list.append(f"{key_str}: alpha={alpha}") + else: + key_str = key if isinstance(key, str) else str(key) + loaded_keys_list.append(f"{key_str}: type={type(value).__name__}") + + if model is not None: + new_modelpatcher = model.clone() + k = new_modelpatcher.add_patches(loaded, strength_model) + + # Add not loaded keys to the info + k = set(k) + not_loaded = [] + for x in loaded: + if x not in k: + key_str = x if isinstance(x, str) else str(x) + not_loaded.append(f"NOT LOADED: {key_str}") + + if not_loaded: + loaded_keys_list.extend(not_loaded) + + loaded_keys_info = "\n".join(loaded_keys_list) + + return io.NodeOutput(new_modelpatcher, rank, loaded_keys_info) diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/mask_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/mask_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..76e7a4dfb595f81c780009896467599959f18adb --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/mask_nodes.py @@ -0,0 +1,1691 @@ +import torch +import torch.nn.functional as F +from torchvision.transforms import functional as TF +from PIL import Image, ImageDraw, ImageFilter, ImageFont +import scipy.ndimage +import numpy as np +from contextlib import nullcontext +import os +from tqdm import tqdm + +from comfy import model_management +from comfy.utils import ProgressBar +from comfy.utils import common_upscale +from nodes import MAX_RESOLUTION + +import folder_paths + +from ..utility.utility import tensor2pil, pil2tensor + +script_directory = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +main_device = model_management.get_torch_device() +offload_device = model_management.unet_offload_device() + +class BatchCLIPSeg: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(s): + + return {"required": + { + "images": ("IMAGE",), + "text": ("STRING", {"multiline": False}), + "threshold": ("FLOAT", {"default": 0.5,"min": 0.0, "max": 10.0, "step": 0.001}), + "binary_mask": ("BOOLEAN", {"default": True}), + "combine_mask": ("BOOLEAN", {"default": False}), + "use_cuda": ("BOOLEAN", {"default": True}), + }, + "optional": + { + "blur_sigma": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 100.0, "step": 0.1}), + "opt_model": ("CLIPSEGMODEL", ), + "prev_mask": ("MASK", {"default": None}), + "image_bg_level": ("FLOAT", {"default": 0.5, "min": 0.0, "max": 1.0, "step": 0.01}), + "invert": ("BOOLEAN", {"default": False}), + } + } + + CATEGORY = "KJNodes/masking" + RETURN_TYPES = ("MASK", "IMAGE", ) + RETURN_NAMES = ("Mask", "Image", ) + FUNCTION = "segment_image" + DESCRIPTION = """ +Segments an image or batch of images using CLIPSeg. +""" + + def segment_image(self, images, text, threshold, binary_mask, combine_mask, use_cuda, blur_sigma=0.0, opt_model=None, prev_mask=None, invert= False, image_bg_level=0.5): + from transformers import CLIPSegProcessor, CLIPSegForImageSegmentation + import torchvision.transforms as transforms + offload_device = model_management.unet_offload_device() + device = model_management.get_torch_device() + if not use_cuda: + device = torch.device("cpu") + dtype = model_management.unet_dtype() + + if opt_model is None: + checkpoint_path = os.path.join(folder_paths.models_dir,'clip_seg', 'clipseg-rd64-refined-fp16') + if not hasattr(self, "model"): + try: + if not os.path.exists(checkpoint_path): + from huggingface_hub import snapshot_download + snapshot_download(repo_id="Kijai/clipseg-rd64-refined-fp16", local_dir=checkpoint_path, local_dir_use_symlinks=False) + self.model = CLIPSegForImageSegmentation.from_pretrained(checkpoint_path) + except: + checkpoint_path = "CIDAS/clipseg-rd64-refined" + self.model = CLIPSegForImageSegmentation.from_pretrained(checkpoint_path) + processor = CLIPSegProcessor.from_pretrained(checkpoint_path) + + else: + self.model = opt_model['model'] + processor = opt_model['processor'] + + self.model.to(dtype).to(device) + + B, H, W, C = images.shape + images = images.to(device) + + autocast_condition = (dtype != torch.float32) and not model_management.is_device_mps(device) + with torch.autocast(model_management.get_autocast_device(device), dtype=dtype) if autocast_condition else nullcontext(): + + PIL_images = [Image.fromarray(np.clip(255. * image.cpu().numpy().squeeze(), 0, 255).astype(np.uint8)) for image in images ] + prompt = [text] * len(images) + input_prc = processor(text=prompt, images=PIL_images, return_tensors="pt") + + for key in input_prc: + input_prc[key] = input_prc[key].to(device) + outputs = self.model(**input_prc) + + mask_tensor = torch.sigmoid(outputs.logits) + mask_tensor = (mask_tensor - mask_tensor.min()) / (mask_tensor.max() - mask_tensor.min()) + mask_tensor = torch.where(mask_tensor > (threshold), mask_tensor, torch.tensor(0, dtype=torch.float)) + print(mask_tensor.shape) + if len(mask_tensor.shape) == 2: + mask_tensor = mask_tensor.unsqueeze(0) + mask_tensor = F.interpolate(mask_tensor.unsqueeze(1), size=(H, W), mode='nearest') + mask_tensor = mask_tensor.squeeze(1) + + self.model.to(offload_device) + + if binary_mask: + mask_tensor = (mask_tensor > 0).float() + if blur_sigma > 0: + kernel_size = int(6 * int(blur_sigma) + 1) + blur = transforms.GaussianBlur(kernel_size=(kernel_size, kernel_size), sigma=(blur_sigma, blur_sigma)) + mask_tensor = blur(mask_tensor) + + if combine_mask: + mask_tensor = torch.max(mask_tensor, dim=0)[0] + mask_tensor = mask_tensor.unsqueeze(0).repeat(len(images),1,1) + + del outputs + model_management.soft_empty_cache() + + if prev_mask is not None: + if prev_mask.shape != mask_tensor.shape: + prev_mask = F.interpolate(prev_mask.unsqueeze(1), size=(H, W), mode='nearest') + mask_tensor = mask_tensor + prev_mask.to(device) + torch.clamp(mask_tensor, min=0.0, max=1.0) + + if invert: + mask_tensor = 1 - mask_tensor + + image_tensor = images * mask_tensor.unsqueeze(-1) + (1 - mask_tensor.unsqueeze(-1)) * image_bg_level + image_tensor = torch.clamp(image_tensor, min=0.0, max=1.0).cpu().float() + + mask_tensor = mask_tensor.cpu().float() + + return mask_tensor, image_tensor, + +class DownloadAndLoadCLIPSeg: + + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(s): + + return {"required": + { + "model": ( + [ 'Kijai/clipseg-rd64-refined-fp16', + 'CIDAS/clipseg-rd64-refined', + ], + ), + }, + } + + CATEGORY = "KJNodes/masking" + RETURN_TYPES = ("CLIPSEGMODEL",) + RETURN_NAMES = ("clipseg_model",) + FUNCTION = "segment_image" + DESCRIPTION = """ +Downloads and loads CLIPSeg model with huggingface_hub, +to ComfyUI/models/clip_seg +""" + + def segment_image(self, model): + from transformers import CLIPSegProcessor, CLIPSegForImageSegmentation + checkpoint_path = os.path.join(folder_paths.models_dir,'clip_seg', os.path.basename(model)) + if not hasattr(self, "model"): + if not os.path.exists(checkpoint_path): + from huggingface_hub import snapshot_download + snapshot_download(repo_id=model, local_dir=checkpoint_path, local_dir_use_symlinks=False) + self.model = CLIPSegForImageSegmentation.from_pretrained(checkpoint_path) + + processor = CLIPSegProcessor.from_pretrained(checkpoint_path) + + clipseg_model = {} + clipseg_model['model'] = self.model + clipseg_model['processor'] = processor + + return clipseg_model, + +class CreateTextMask: + + RETURN_TYPES = ("IMAGE", "MASK",) + FUNCTION = "createtextmask" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +Creates a text image and mask. +Looks for fonts from this folder: +ComfyUI/custom_nodes/ComfyUI-KJNodes/fonts + +If start_rotation and/or end_rotation are different values, +creates animation between them. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 1,"min": 1, "max": 4096, "step": 1}), + "text_x": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "text_y": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + "font_size": ("INT", {"default": 32,"min": 8, "max": 4096, "step": 1}), + "font_color": ("STRING", {"default": "white"}), + "text": ("STRING", {"default": "HELLO!", "multiline": True}), + "font": (folder_paths.get_filename_list("kjnodes_fonts"), ), + "width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "start_rotation": ("INT", {"default": 0,"min": 0, "max": 359, "step": 1}), + "end_rotation": ("INT", {"default": 0,"min": -359, "max": 359, "step": 1}), + }, + } + + def createtextmask(self, frames, width, height, invert, text_x, text_y, text, font_size, font_color, font, start_rotation, end_rotation): + # Define the number of images in the batch + batch_size = frames + out = [] + masks = [] + rotation = start_rotation + if start_rotation != end_rotation: + rotation_increment = (end_rotation - start_rotation) / (batch_size - 1) + + font_path = folder_paths.get_full_path("kjnodes_fonts", font) + # Generate the text + for i in range(batch_size): + image = Image.new("RGB", (width, height), "black") + draw = ImageDraw.Draw(image) + font = ImageFont.truetype(font_path, font_size) + + # Split the text into lines and wrap words to fit width + text_lines = text.split('\n') + lines = [] + for text_line in text_lines: + if text_line.strip() == "": + # Preserve empty lines for multiple newlines + lines.append("") + continue + words = text_line.split() + current_line = [] + for word in words: + if current_line: + test_line = " ".join(current_line + [word]) + else: + test_line = word + try: + test_line_width = font.getbbox(test_line)[2] + except Exception: + test_line_width = font.getsize(test_line)[0] + if test_line_width <= width - 2 * text_x: + current_line.append(word) + else: + lines.append(" ".join(current_line)) + current_line = [word] + if current_line: + lines.append(" ".join(current_line)) + + # Draw each line of text separately + y_offset = text_y + for line in lines: + text_width = font.getlength(line) + text_height = font_size + text_center_x = text_x + text_width / 2 + text_center_y = y_offset + text_height / 2 + try: + draw.text((text_x, y_offset), line, font=font, fill=font_color, features=['-liga']) + except: + draw.text((text_x, y_offset), line, font=font, fill=font_color) + y_offset += text_height # Move to the next line + + if start_rotation != end_rotation: + image = image.rotate(rotation, center=(text_center_x, text_center_y)) + rotation += rotation_increment + + image = np.array(image).astype(np.float32) / 255.0 + image = torch.from_numpy(image)[None,] + mask = image[:, :, :, 0] + masks.append(mask) + out.append(image) + + if invert: + return (1.0 - torch.cat(out, dim=0), 1.0 - torch.cat(masks, dim=0),) + return (torch.cat(out, dim=0),torch.cat(masks, dim=0),) + +class ColorToMask: + + RETURN_TYPES = ("MASK",) + FUNCTION = "clip" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Converts chosen RGB value to a mask. +With batch inputs, the **per_batch** +controls the number of images processed at once. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "invert": ("BOOLEAN", {"default": False}), + "red": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "green": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "blue": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "threshold": ("INT", {"default": 10,"min": 0, "max": 255, "step": 1}), + "per_batch": ("INT", {"default": 16, "min": 1, "max": 4096, "step": 1}), + }, + } + + def clip(self, images, red, green, blue, threshold, invert, per_batch): + + color = torch.tensor([red, green, blue], dtype=torch.uint8) + black = torch.tensor([0, 0, 0], dtype=torch.uint8) + white = torch.tensor([255, 255, 255], dtype=torch.uint8) + + if invert: + black, white = white, black + + steps = images.shape[0] + pbar = ProgressBar(steps) + tensors_out = [] + + for start_idx in range(0, images.shape[0], per_batch): + + # Calculate color distances + color_distances = torch.norm(images[start_idx:start_idx+per_batch] * 255 - color, dim=-1) + + # Create a mask based on the threshold + mask = color_distances <= threshold + + # Apply the mask to create new images + mask_out = torch.where(mask.unsqueeze(-1), white, black).float() + mask_out = mask_out.mean(dim=-1) + + tensors_out.append(mask_out.cpu()) + batch_count = mask_out.shape[0] + pbar.update(batch_count) + + tensors_out = torch.cat(tensors_out, dim=0) + tensors_out = torch.clamp(tensors_out, min=0.0, max=1.0) + return tensors_out, + +class CreateFluidMask: + + RETURN_TYPES = ("IMAGE", "MASK") + FUNCTION = "createfluidmask" + CATEGORY = "KJNodes/masking/generate" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 1,"min": 1, "max": 4096, "step": 1}), + "width": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "inflow_count": ("INT", {"default": 3,"min": 0, "max": 255, "step": 1}), + "inflow_velocity": ("INT", {"default": 1,"min": 0, "max": 255, "step": 1}), + "inflow_radius": ("INT", {"default": 8,"min": 0, "max": 255, "step": 1}), + "inflow_padding": ("INT", {"default": 50,"min": 0, "max": 255, "step": 1}), + "inflow_duration": ("INT", {"default": 60,"min": 0, "max": 255, "step": 1}), + }, + } + #using code from https://github.com/GregTJ/stable-fluids + def createfluidmask(self, frames, width, height, invert, inflow_count, inflow_velocity, inflow_radius, inflow_padding, inflow_duration): + from ..utility.fluid import Fluid + try: + from scipy.special import erf + except: + from scipy.spatial import erf + out = [] + masks = [] + RESOLUTION = width, height + DURATION = frames + + INFLOW_PADDING = inflow_padding + INFLOW_DURATION = inflow_duration + INFLOW_RADIUS = inflow_radius + INFLOW_VELOCITY = inflow_velocity + INFLOW_COUNT = inflow_count + + print('Generating fluid solver, this may take some time.') + fluid = Fluid(RESOLUTION, 'dye') + + center = np.floor_divide(RESOLUTION, 2) + r = np.min(center) - INFLOW_PADDING + + points = np.linspace(-np.pi, np.pi, INFLOW_COUNT, endpoint=False) + points = tuple(np.array((np.cos(p), np.sin(p))) for p in points) + normals = tuple(-p for p in points) + points = tuple(r * p + center for p in points) + + inflow_velocity = np.zeros_like(fluid.velocity) + inflow_dye = np.zeros(fluid.shape) + for p, n in zip(points, normals): + mask = np.linalg.norm(fluid.indices - p[:, None, None], axis=0) <= INFLOW_RADIUS + inflow_velocity[:, mask] += n[:, None] * INFLOW_VELOCITY + inflow_dye[mask] = 1 + + + for f in range(DURATION): + print(f'Computing frame {f + 1} of {DURATION}.') + if f <= INFLOW_DURATION: + fluid.velocity += inflow_velocity + fluid.dye += inflow_dye + + curl = fluid.step()[1] + # Using the error function to make the contrast a bit higher. + # Any other sigmoid function e.g. smoothstep would work. + curl = (erf(curl * 2) + 1) / 4 + + color = np.dstack((curl, np.ones(fluid.shape), fluid.dye)) + color = (np.clip(color, 0, 1) * 255).astype('uint8') + image = np.array(color).astype(np.float32) / 255.0 + image = torch.from_numpy(image)[None,] + mask = image[:, :, :, 0] + masks.append(mask) + out.append(image) + + if invert: + return (1.0 - torch.cat(out, dim=0),1.0 - torch.cat(masks, dim=0),) + return (torch.cat(out, dim=0),torch.cat(masks, dim=0),) + +class CreateAudioMask: + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "createaudiomask" + CATEGORY = "KJNodes/deprecated" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 16,"min": 1, "max": 255, "step": 1}), + "scale": ("FLOAT", {"default": 0.5,"min": 0.0, "max": 2.0, "step": 0.01}), + "audio_path": ("STRING", {"default": "audio.wav"}), + "width": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + }, + } + + def createaudiomask(self, frames, width, height, invert, audio_path, scale): + try: + import librosa + except ImportError: + raise Exception("Can not import librosa. Install it with 'pip install librosa'") + batch_size = frames + out = [] + masks = [] + if audio_path == "audio.wav": #I don't know why relative path won't work otherwise... + audio_path = os.path.join(script_directory, audio_path) + audio, sr = librosa.load(audio_path) + spectrogram = np.abs(librosa.stft(audio)) + + for i in range(batch_size): + image = Image.new("RGB", (width, height), "black") + draw = ImageDraw.Draw(image) + frame = spectrogram[:, i] + circle_radius = int(height * np.mean(frame)) + circle_radius *= scale + circle_center = (width // 2, height // 2) # Calculate the center of the image + + draw.ellipse([(circle_center[0] - circle_radius, circle_center[1] - circle_radius), + (circle_center[0] + circle_radius, circle_center[1] + circle_radius)], + fill='white') + + image = np.array(image).astype(np.float32) / 255.0 + image = torch.from_numpy(image)[None,] + mask = image[:, :, :, 0] + masks.append(mask) + out.append(image) + + if invert: + return (1.0 - torch.cat(out, dim=0),) + return (torch.cat(out, dim=0),torch.cat(masks, dim=0),) + +class CreateGradientMask: + + RETURN_TYPES = ("MASK",) + FUNCTION = "createmask" + CATEGORY = "KJNodes/masking/generate" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 0,"min": 0, "max": 255, "step": 1}), + "width": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + }, + } + def createmask(self, frames, width, height, invert): + # Define the number of images in the batch + batch_size = frames + out = [] + # Create an empty array to store the image batch + image_batch = np.zeros((batch_size, height, width), dtype=np.float32) + # Generate the black to white gradient for each image + for i in range(batch_size): + gradient = np.linspace(1.0, 0.0, width, dtype=np.float32) + time = i / frames # Calculate the time variable + offset_gradient = gradient - time # Offset the gradient values based on time + image_batch[i] = offset_gradient.reshape(1, -1) + output = torch.from_numpy(image_batch) + mask = output + out.append(mask) + if invert: + return (1.0 - torch.cat(out, dim=0),) + return (torch.cat(out, dim=0),) + +class CreateFadeMask: + + RETURN_TYPES = ("MASK",) + FUNCTION = "createfademask" + CATEGORY = "KJNodes/deprecated" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 2,"min": 2, "max": 10000, "step": 1}), + "width": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 256,"min": 16, "max": 4096, "step": 1}), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out"],), + "start_level": ("FLOAT", {"default": 1.0,"min": 0.0, "max": 1.0, "step": 0.01}), + "midpoint_level": ("FLOAT", {"default": 0.5,"min": 0.0, "max": 1.0, "step": 0.01}), + "end_level": ("FLOAT", {"default": 0.0,"min": 0.0, "max": 1.0, "step": 0.01}), + "midpoint_frame": ("INT", {"default": 0,"min": 0, "max": 4096, "step": 1}), + }, + } + + def createfademask(self, frames, width, height, invert, interpolation, start_level, midpoint_level, end_level, midpoint_frame): + def ease_in(t): + return t * t + + def ease_out(t): + return 1 - (1 - t) * (1 - t) + + def ease_in_out(t): + return 3 * t * t - 2 * t * t * t + + batch_size = frames + out = [] + image_batch = np.zeros((batch_size, height, width), dtype=np.float32) + + if midpoint_frame == 0: + midpoint_frame = batch_size // 2 + + for i in range(batch_size): + if i <= midpoint_frame: + t = i / midpoint_frame + if interpolation == "ease_in": + t = ease_in(t) + elif interpolation == "ease_out": + t = ease_out(t) + elif interpolation == "ease_in_out": + t = ease_in_out(t) + color = start_level - t * (start_level - midpoint_level) + else: + t = (i - midpoint_frame) / (batch_size - midpoint_frame) + if interpolation == "ease_in": + t = ease_in(t) + elif interpolation == "ease_out": + t = ease_out(t) + elif interpolation == "ease_in_out": + t = ease_in_out(t) + color = midpoint_level - t * (midpoint_level - end_level) + + color = np.clip(color, 0, 255) + image = np.full((height, width), color, dtype=np.float32) + image_batch[i] = image + + output = torch.from_numpy(image_batch) + mask = output + out.append(mask) + + if invert: + return (1.0 - torch.cat(out, dim=0),) + return (torch.cat(out, dim=0),) + +class CreateFadeMaskAdvanced: + + RETURN_TYPES = ("MASK",) + FUNCTION = "createfademask" + CATEGORY = "KJNodes/masking/generate" + DESCRIPTION = """ +Create a batch of masks interpolated between given frames and values. +Uses same syntax as Fizz' BatchValueSchedule. +First value is the frame index (not that this starts from 0, not 1) +and the second value inside the brackets is the float value of the mask in range 0.0 - 1.0 + +For example the default values: +0:(0.0) +7:(1.0) +15:(0.0) + +Would create a mask batch fo 16 frames, starting from black, +interpolating with the chosen curve to fully white at the 8th frame, +and interpolating from that to fully black at the 16th frame. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "points_string": ("STRING", {"default": "0:(0.0),\n7:(1.0),\n15:(0.0)\n", "multiline": True}), + "invert": ("BOOLEAN", {"default": False}), + "frames": ("INT", {"default": 16,"min": 2, "max": 10000, "step": 1}), + "width": ("INT", {"default": 512,"min": 1, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 1, "max": 4096, "step": 1}), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out", "none", "default_to_black"],), + }, + } + + def createfademask(self, frames, width, height, invert, points_string, interpolation): + def ease_in(t): + return t * t + + def ease_out(t): + return 1 - (1 - t) * (1 - t) + + def ease_in_out(t): + return 3 * t * t - 2 * t * t * t + + # Parse the input string into a list of tuples + points = [] + points_string = points_string.rstrip(',\n') + for point_str in points_string.split(','): + frame_str, color_str = point_str.split(':') + frame = int(frame_str.strip()) + color = float(color_str.strip()[1:-1]) # Remove parentheses around color + points.append((frame, color)) + + # Check if the last frame is already in the points + if (interpolation != "default_to_black") and (len(points) == 0 or points[-1][0] != frames - 1): + # If not, add it with the color of the last specified frame + points.append((frames - 1, points[-1][1] if points else 0)) + + # Sort the points by frame number + points.sort(key=lambda x: x[0]) + + batch_size = frames + out = [] + image_batch = np.zeros((batch_size, height, width), dtype=np.float32) + + # Index of the next point to interpolate towards + next_point = 1 + + for i in range(batch_size): + while next_point < len(points) and i > points[next_point][0]: + next_point += 1 + + # Interpolate between the previous point and the next point + prev_point = next_point - 1 + + if interpolation == "none": + exact_match = False + for p in points: + if p[0] == i: # Exact frame match + color = p[1] + exact_match = True + break + if not exact_match: + color = points[prev_point][1] + + elif interpolation == "default_to_black": + exact_match = False + for p in points: + if p[0] == i: # Exact frame match + color = p[1] + exact_match = True + break + if not exact_match: + color = 0 + else: + t = (i - points[prev_point][0]) / (points[next_point][0] - points[prev_point][0]) + if interpolation == "ease_in": + t = ease_in(t) + elif interpolation == "ease_out": + t = ease_out(t) + elif interpolation == "ease_in_out": + t = ease_in_out(t) + elif interpolation == "linear": + pass # No need to modify `t` for linear interpolation + + color = points[prev_point][1] - t * (points[prev_point][1] - points[next_point][1]) + + color = np.clip(color, 0, 255) + image = np.full((height, width), color, dtype=np.float32) + image_batch[i] = image + + output = torch.from_numpy(image_batch) + mask = output + out.append(mask) + + if invert: + return (1.0 - torch.cat(out, dim=0),) + return (torch.cat(out, dim=0),) + +class CreateMagicMask: + + RETURN_TYPES = ("MASK", "MASK",) + RETURN_NAMES = ("mask", "mask_inverted",) + FUNCTION = "createmagicmask" + CATEGORY = "KJNodes/masking/generate" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "frames": ("INT", {"default": 16,"min": 2, "max": 4096, "step": 1}), + "depth": ("INT", {"default": 12,"min": 1, "max": 500, "step": 1}), + "distortion": ("FLOAT", {"default": 1.5,"min": 0.0, "max": 100.0, "step": 0.01}), + "seed": ("INT", {"default": 123,"min": 0, "max": 99999999, "step": 1}), + "transitions": ("INT", {"default": 1,"min": 1, "max": 20, "step": 1}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + }, + } + + def createmagicmask(self, frames, transitions, depth, distortion, seed, frame_width, frame_height): + from ..utility.magictex import coordinate_grid, random_transform, magic + import matplotlib.pyplot as plt + rng = np.random.default_rng(seed) + out = [] + coords = coordinate_grid((frame_width, frame_height)) + + # Calculate the number of frames for each transition + frames_per_transition = frames // transitions + + # Generate a base set of parameters + base_params = { + "coords": random_transform(coords, rng), + "depth": depth, + "distortion": distortion, + } + for t in range(transitions): + # Generate a second set of parameters that is at most max_diff away from the base parameters + params1 = base_params.copy() + params2 = base_params.copy() + + params1['coords'] = random_transform(coords, rng) + params2['coords'] = random_transform(coords, rng) + + for i in range(frames_per_transition): + # Compute the interpolation factor + alpha = i / frames_per_transition + + # Interpolate between the two sets of parameters + params = params1.copy() + params['coords'] = (1 - alpha) * params1['coords'] + alpha * params2['coords'] + + tex = magic(**params) + + dpi = frame_width / 10 + fig = plt.figure(figsize=(10, 10), dpi=dpi) + + ax = fig.add_subplot(111) + plt.subplots_adjust(left=0, right=1, bottom=0, top=1) + + ax.get_yaxis().set_ticks([]) + ax.get_xaxis().set_ticks([]) + ax.imshow(tex, aspect='auto') + + fig.canvas.draw() + img = np.array(fig.canvas.renderer._renderer) + + plt.close(fig) + + pil_img = Image.fromarray(img).convert("L") + mask = torch.tensor(np.array(pil_img)) / 255.0 + + out.append(mask) + + return (torch.stack(out, dim=0), 1.0 - torch.stack(out, dim=0),) + +class CreateShapeMask: + + RETURN_TYPES = ("MASK", "MASK",) + RETURN_NAMES = ("mask", "mask_inverted",) + FUNCTION = "createshapemask" + CATEGORY = "KJNodes/masking/generate" + DESCRIPTION = """ +Creates a mask or batch of masks with the specified shape. +Locations are center locations. +Grow value is the amount to grow the shape on each frame, creating animated masks. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "shape": ( + [ 'circle', + 'square', + 'triangle', + ], + { + "default": 'circle' + }), + "frames": ("INT", {"default": 1,"min": 1, "max": 4096, "step": 1}), + "location_x": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "location_y": ("INT", {"default": 256,"min": 0, "max": 4096, "step": 1}), + "grow": ("INT", {"default": 0, "min": -512, "max": 512, "step": 1}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "shape_width": ("INT", {"default": 128,"min": 8, "max": 4096, "step": 1}), + "shape_height": ("INT", {"default": 128,"min": 8, "max": 4096, "step": 1}), + }, + } + + def createshapemask(self, frames, frame_width, frame_height, location_x, location_y, shape_width, shape_height, grow, shape): + # Define the number of images in the batch + batch_size = frames + out = [] + color = "white" + for i in range(batch_size): + image = Image.new("RGB", (frame_width, frame_height), "black") + draw = ImageDraw.Draw(image) + + # Calculate the size for this frame and ensure it's not less than 0 + current_width = max(0, shape_width + i*grow) + current_height = max(0, shape_height + i*grow) + + if shape == 'circle' or shape == 'square': + # Define the bounding box for the shape + left_up_point = (location_x - current_width // 2, location_y - current_height // 2) + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) + two_points = [left_up_point, right_down_point] + + if shape == 'circle': + draw.ellipse(two_points, fill=color) + elif shape == 'square': + draw.rectangle(two_points, fill=color) + + elif shape == 'triangle': + # Define the points for the triangle + left_up_point = (location_x - current_width // 2, location_y + current_height // 2) # bottom left + right_down_point = (location_x + current_width // 2, location_y + current_height // 2) # bottom right + top_point = (location_x, location_y - current_height // 2) # top point + draw.polygon([top_point, left_up_point, right_down_point], fill=color) + + image = pil2tensor(image) + mask = image[:, :, :, 0] + out.append(mask) + outstack = torch.cat(out, dim=0) + return (outstack, 1.0 - outstack,) + +class CreateVoronoiMask: + + RETURN_TYPES = ("MASK", "MASK",) + RETURN_NAMES = ("mask", "mask_inverted",) + FUNCTION = "createvoronoi" + CATEGORY = "KJNodes/masking/generate" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "frames": ("INT", {"default": 16,"min": 2, "max": 4096, "step": 1}), + "num_points": ("INT", {"default": 15,"min": 1, "max": 4096, "step": 1}), + "line_width": ("INT", {"default": 4,"min": 1, "max": 4096, "step": 1}), + "speed": ("FLOAT", {"default": 0.5,"min": 0.0, "max": 1.0, "step": 0.01}), + "frame_width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "frame_height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + }, + } + + def createvoronoi(self, frames, num_points, line_width, speed, frame_width, frame_height): + from scipy.spatial import Voronoi + from matplotlib import pyplot as plt + # Define the number of images in the batch + batch_size = frames + out = [] + + # Calculate aspect ratio + aspect_ratio = frame_width / frame_height + + # Create start and end points for each point, considering the aspect ratio + start_points = np.random.rand(num_points, 2) + start_points[:, 0] *= aspect_ratio + + end_points = np.random.rand(num_points, 2) + end_points[:, 0] *= aspect_ratio + + for i in range(batch_size): + # Interpolate the points' positions based on the current frame + t = (i * speed) / (batch_size - 1) # normalize to [0, 1] over the frames + t = np.clip(t, 0, 1) # ensure t is in [0, 1] + points = (1 - t) * start_points + t * end_points # lerp + + # Adjust points for aspect ratio + points[:, 0] *= aspect_ratio + + vor = Voronoi(points) + + # Create a blank image with a white background + fig, ax = plt.subplots() + plt.subplots_adjust(left=0, right=1, bottom=0, top=1) + ax.set_xlim([0, aspect_ratio]); ax.set_ylim([0, 1]) # adjust x limits + ax.axis('off') + ax.margins(0, 0) + fig.set_size_inches(aspect_ratio * frame_height/100, frame_height/100) # adjust figure size + ax.fill_between([0, 1], [0, 1], color='white') + + # Plot each Voronoi ridge + for simplex in vor.ridge_vertices: + simplex = np.asarray(simplex) + if np.all(simplex >= 0): + plt.plot(vor.vertices[simplex, 0], vor.vertices[simplex, 1], 'k-', linewidth=line_width) + + fig.canvas.draw() + img = np.array(fig.canvas.renderer._renderer) + + plt.close(fig) + + pil_img = Image.fromarray(img).convert("L") + mask = torch.tensor(np.array(pil_img)) / 255.0 + + out.append(mask) + + return (torch.stack(out, dim=0), 1.0 - torch.stack(out, dim=0),) + +class GetMaskSizeAndCount: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "mask": ("MASK",), + }} + + RETURN_TYPES = ("MASK","INT", "INT", "INT",) + RETURN_NAMES = ("mask", "width", "height", "count",) + FUNCTION = "getsize" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Returns the width, height and batch size of the mask, +and passes it through unchanged. + +""" + + def getsize(self, mask): + width = mask.shape[2] + height = mask.shape[1] + count = mask.shape[0] + return {"ui": { + "text": [f"{count}x{width}x{height}"]}, + "result": (mask, width, height, count) + } + +class GrowMaskWithBlur: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "mask": ("MASK",), + "expand": ("INT", {"default": 0, "min": -MAX_RESOLUTION, "max": MAX_RESOLUTION, "step": 1}), + "incremental_expandrate": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 100.0, "step": 0.1}), + "tapered_corners": ("BOOLEAN", {"default": True}), + "flip_input": ("BOOLEAN", {"default": False}), + "blur_radius": ("FLOAT", { + "default": 0.0, + "min": 0.0, + "max": 100, + "step": 0.1 + }), + "lerp_alpha": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}), + "decay_factor": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}), + }, + "optional": { + "fill_holes": ("BOOLEAN", {"default": False}), + }, + } + + CATEGORY = "KJNodes/masking" + RETURN_TYPES = ("MASK", "MASK",) + RETURN_NAMES = ("mask", "mask_inverted",) + FUNCTION = "expand_mask" + DESCRIPTION = """ +# GrowMaskWithBlur +- mask: Input mask or mask batch +- expand: Expand or contract mask or mask batch by a given amount +- incremental_expandrate: increase expand rate by a given amount per frame +- tapered_corners: use tapered corners +- flip_input: flip input mask +- blur_radius: value higher than 0 will blur the mask +- lerp_alpha: alpha value for interpolation between frames +- decay_factor: decay value for interpolation between frames +- fill_holes: fill holes in the mask (slow)""" + + def expand_mask(self, mask, expand, tapered_corners, flip_input, blur_radius, incremental_expandrate, lerp_alpha, decay_factor, fill_holes=False): + import kornia.morphology as morph + alpha = lerp_alpha + decay = decay_factor + if flip_input: + mask = 1.0 - mask + + growmask = mask.reshape((-1, mask.shape[-2], mask.shape[-1])) + out = [] + previous_output = None + current_expand = expand + for m in tqdm(growmask, desc="Expanding/Contracting Mask"): + output = m.unsqueeze(0).unsqueeze(0).to(main_device) # Add batch and channel dims for kornia + if abs(round(current_expand)) > 0: + # Create kernel - kornia expects kernel on same device as input + if tapered_corners: + kernel = torch.tensor([[0, 1, 0], + [1, 1, 1], + [0, 1, 0]], dtype=torch.float32, device=output.device) + else: + kernel = torch.tensor([[1, 1, 1], + [1, 1, 1], + [1, 1, 1]], dtype=torch.float32, device=output.device) + + for _ in range(abs(round(current_expand))): + if current_expand < 0: + output = morph.erosion(output, kernel) + else: + output = morph.dilation(output, kernel) + + output = output.squeeze(0).squeeze(0) # Remove batch and channel dims + + if current_expand < 0: + current_expand -= abs(incremental_expandrate) + else: + current_expand += abs(incremental_expandrate) + + if fill_holes: + binary_mask = output > 0 + output_np = binary_mask.cpu().numpy() + filled = scipy.ndimage.binary_fill_holes(output_np) + output = torch.from_numpy(filled.astype(np.float32)).to(output.device) + + if alpha < 1.0 and previous_output is not None: + output = alpha * output + (1 - alpha) * previous_output + if decay < 1.0 and previous_output is not None: + output += decay * previous_output + output = output / output.max() + previous_output = output + out.append(output.cpu()) + + if blur_radius != 0: + # Convert the tensor list to PIL images, apply blur, and convert back + for idx, tensor in enumerate(out): + # Convert tensor to PIL image + pil_image = tensor2pil(tensor.cpu().detach())[0] + # Apply Gaussian blur + pil_image = pil_image.filter(ImageFilter.GaussianBlur(blur_radius)) + # Convert back to tensor + out[idx] = pil2tensor(pil_image) + blurred = torch.cat(out, dim=0) + return (blurred, 1.0 - blurred) + else: + return (torch.stack(out, dim=0), 1.0 - torch.stack(out, dim=0),) + +class MaskBatchMulti: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "mask_1": ("MASK", ), + "mask_2": ("MASK", ), + }, + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("masks",) + FUNCTION = "combine" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Creates an image batch from multiple masks. +You can set how many inputs the node has, +with the **inputcount** and clicking update. +""" + + def combine(self, inputcount, **kwargs): + mask = kwargs["mask_1"] + for c in range(1, inputcount): + new_mask = kwargs[f"mask_{c + 1}"] + if mask.shape[1:] != new_mask.shape[1:]: + new_mask = F.interpolate(new_mask.unsqueeze(1), size=(mask.shape[1], mask.shape[2]), mode="bicubic").squeeze(1) + mask = torch.cat((mask, new_mask), dim=0) + return (mask,) + +class OffsetMask: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "mask": ("MASK",), + "x": ("INT", { "default": 0, "min": -4096, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "y": ("INT", { "default": 0, "min": -4096, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "angle": ("INT", { "default": 0, "min": -360, "max": 360, "step": 1, "display": "number" }), + "duplication_factor": ("INT", { "default": 1, "min": 1, "max": 1000, "step": 1, "display": "number" }), + "roll": ("BOOLEAN", { "default": False }), + "incremental": ("BOOLEAN", { "default": False }), + "padding_mode": ( + [ + 'empty', + 'border', + 'reflection', + + ], { + "default": 'empty' + }), + } + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("mask",) + FUNCTION = "offset" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Offsets the mask by the specified amount. + - mask: Input mask or mask batch + - x: Horizontal offset + - y: Vertical offset + - angle: Angle in degrees + - roll: roll edge wrapping + - duplication_factor: Number of times to duplicate the mask to form a batch + - border padding_mode: Padding mode for the mask +""" + + def offset(self, mask, x, y, angle, roll=False, incremental=False, duplication_factor=1, padding_mode="empty"): + # Create duplicates of the mask batch + mask = mask.repeat(duplication_factor, 1, 1).clone() + + batch_size, height, width = mask.shape + + if angle != 0 and incremental: + for i in range(batch_size): + rotation_angle = angle * (i+1) + mask[i] = TF.rotate(mask[i].unsqueeze(0), rotation_angle).squeeze(0) + elif angle > 0: + for i in range(batch_size): + mask[i] = TF.rotate(mask[i].unsqueeze(0), angle).squeeze(0) + + if roll: + if incremental: + for i in range(batch_size): + shift_x = min(x*(i+1), width-1) + shift_y = min(y*(i+1), height-1) + if shift_x != 0: + mask[i] = torch.roll(mask[i], shifts=shift_x, dims=1) + if shift_y != 0: + mask[i] = torch.roll(mask[i], shifts=shift_y, dims=0) + else: + shift_x = min(x, width-1) + shift_y = min(y, height-1) + if shift_x != 0: + mask = torch.roll(mask, shifts=shift_x, dims=2) + if shift_y != 0: + mask = torch.roll(mask, shifts=shift_y, dims=1) + else: + + for i in range(batch_size): + if incremental: + temp_x = min(x * (i+1), width-1) + temp_y = min(y * (i+1), height-1) + else: + temp_x = min(x, width-1) + temp_y = min(y, height-1) + if temp_x > 0: + if padding_mode == 'empty': + mask[i] = torch.cat([torch.zeros((height, temp_x)), mask[i, :, :-temp_x]], dim=1) + elif padding_mode in ['replicate', 'reflect']: + mask[i] = F.pad(mask[i, :, :-temp_x], (0, temp_x), mode=padding_mode) + elif temp_x < 0: + if padding_mode == 'empty': + mask[i] = torch.cat([mask[i, :, :temp_x], torch.zeros((height, -temp_x))], dim=1) + elif padding_mode in ['replicate', 'reflect']: + mask[i] = F.pad(mask[i, :, -temp_x:], (temp_x, 0), mode=padding_mode) + + if temp_y > 0: + if padding_mode == 'empty': + mask[i] = torch.cat([torch.zeros((temp_y, width)), mask[i, :-temp_y, :]], dim=0) + elif padding_mode in ['replicate', 'reflect']: + mask[i] = F.pad(mask[i, :-temp_y, :], (0, temp_y), mode=padding_mode) + elif temp_y < 0: + if padding_mode == 'empty': + mask[i] = torch.cat([mask[i, :temp_y, :], torch.zeros((-temp_y, width))], dim=0) + elif padding_mode in ['replicate', 'reflect']: + mask[i] = F.pad(mask[i, -temp_y:, :], (temp_y, 0), mode=padding_mode) + + return mask, + +class RoundMask: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "mask": ("MASK",), + }} + + RETURN_TYPES = ("MASK",) + FUNCTION = "round" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Rounds the mask or batch of masks to a binary mask. +RoundMask example + +""" + + def round(self, mask): + mask = mask.round() + return (mask,) + +class ResizeMask: + upscale_methods = ["nearest-exact", "bilinear", "area", "bicubic", "lanczos"] + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "mask": ("MASK",), + "width": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "height": ("INT", { "default": 512, "min": 0, "max": MAX_RESOLUTION, "step": 1, "display": "number" }), + "keep_proportions": ("BOOLEAN", { "default": False }), + "upscale_method": (s.upscale_methods,), + "crop": (["disabled","center"],), + } + } + + RETURN_TYPES = ("MASK", "INT", "INT",) + RETURN_NAMES = ("mask", "width", "height",) + FUNCTION = "resize" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Resizes the mask or batch of masks to the specified width and height. +""" + + def resize(self, mask, width, height, keep_proportions, upscale_method,crop): + if keep_proportions: + _, oh, ow = mask.shape + width = ow if width == 0 else width + height = oh if height == 0 else height + ratio = min(width / ow, height / oh) + width = round(ow*ratio) + height = round(oh*ratio) + + if upscale_method == "lanczos": + out_mask = common_upscale(mask.unsqueeze(1).repeat(1, 3, 1, 1), width, height, upscale_method, crop=crop).movedim(1,-1)[:, :, :, 0] + else: + out_mask = common_upscale(mask.unsqueeze(1), width, height, upscale_method, crop=crop).squeeze(1) + + return(out_mask, out_mask.shape[2], out_mask.shape[1],) + +class RemapMaskRange: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "mask": ("MASK",), + "min": ("FLOAT", {"default": 0.0,"min": -10.0, "max": 1.0, "step": 0.01}), + "max": ("FLOAT", {"default": 1.0,"min": 0.0, "max": 10.0, "step": 0.01}), + } + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("mask",) + FUNCTION = "remap" + CATEGORY = "KJNodes/masking" + DESCRIPTION = """ +Sets new min and max values for the mask. +""" + + def remap(self, mask, min, max): + + # Find the maximum value in the mask + mask_max = torch.max(mask) + + # If the maximum mask value is zero, avoid division by zero by setting it to 1 + mask_max = mask_max if mask_max > 0 else 1 + + # Scale the mask values to the new range defined by min and max + # The highest pixel value in the mask will be scaled to max + scaled_mask = (mask / mask_max) * (max - min) + min + + # Clamp the values to ensure they are within [0.0, 1.0] + scaled_mask = torch.clamp(scaled_mask, min=0.0, max=1.0) + + return (scaled_mask, ) + + +def get_mask_polygon(self, mask_np): + import cv2 + """Helper function to get polygon points from mask""" + # Find contours + contours, _ = cv2.findContours(mask_np, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) + + if not contours: + return None + + # Get the largest contour + largest_contour = max(contours, key=cv2.contourArea) + + # Approximate polygon + epsilon = 0.02 * cv2.arcLength(largest_contour, True) + polygon = cv2.approxPolyDP(largest_contour, epsilon, True) + + return polygon.squeeze() + +import cv2 +class SeparateMasks: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "mask": ("MASK", ), + "size_threshold_width" : ("INT", {"default": 256, "min": 0.0, "max": 4096, "step": 1}), + "size_threshold_height" : ("INT", {"default": 256, "min": 0.0, "max": 4096, "step": 1}), + "mode": (["convex_polygons", "area", "box"],), + "max_poly_points": ("INT", {"default": 8, "min": 3, "max": 32, "step": 1}), + + }, + } + + RETURN_TYPES = ("MASK",) + RETURN_NAMES = ("mask",) + FUNCTION = "separate" + CATEGORY = "KJNodes/masking" + OUTPUT_NODE = True + DESCRIPTION = "Separates a mask into multiple masks based on the size of the connected components." + + def polygon_to_mask(self, polygon, shape): + mask = np.zeros((shape[0], shape[1]), dtype=np.uint8) # Fixed shape handling + + if len(polygon.shape) == 2: # Check if polygon points are valid + polygon = polygon.astype(np.int32) + cv2.fillPoly(mask, [polygon], 1) + return mask + + def get_mask_polygon(self, mask_np, max_points): + contours, _ = cv2.findContours(mask_np, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE) + if not contours: + return None + + largest_contour = max(contours, key=cv2.contourArea) + hull = cv2.convexHull(largest_contour) + + # Initialize with smaller epsilon for more points + perimeter = cv2.arcLength(hull, True) + epsilon = perimeter * 0.01 # Start smaller + + min_eps = perimeter * 0.001 # Much smaller minimum + max_eps = perimeter * 0.2 # Smaller maximum + + best_approx = None + best_diff = float('inf') + max_iterations = 20 + + #print(f"Target points: {max_points}, Perimeter: {perimeter}") + + for i in range(max_iterations): + curr_eps = (min_eps + max_eps) / 2 + approx = cv2.approxPolyDP(hull, curr_eps, True) + points_diff = len(approx) - max_points + + #print(f"Iteration {i}: points={len(approx)}, eps={curr_eps:.4f}") + + if abs(points_diff) < best_diff: + best_approx = approx + best_diff = abs(points_diff) + + if len(approx) > max_points: + min_eps = curr_eps * 1.1 # More gradual adjustment + elif len(approx) < max_points: + max_eps = curr_eps * 0.9 # More gradual adjustment + else: + return approx.squeeze() + + if abs(max_eps - min_eps) < perimeter * 0.0001: # Relative tolerance + break + + # If we didn't find exact match, return best approximation + return best_approx.squeeze() if best_approx is not None else hull.squeeze() + + def separate(self, mask: torch.Tensor, size_threshold_width: int, size_threshold_height: int, max_poly_points: int, mode: str): + from scipy.ndimage import label, center_of_mass + import numpy as np + + B, H, W = mask.shape + separated = [] + + mask = mask.round() + + for b in range(B): + mask_np = mask[b].cpu().numpy().astype(np.uint8) + structure = np.ones((3, 3), dtype=np.int8) + labeled, ncomponents = label(mask_np, structure=structure) + pbar = ProgressBar(ncomponents) + + for component in range(1, ncomponents + 1): + component_mask_np = (labeled == component).astype(np.uint8) + + rows = np.any(component_mask_np, axis=1) + cols = np.any(component_mask_np, axis=0) + y_min, y_max = np.where(rows)[0][[0, -1]] + x_min, x_max = np.where(cols)[0][[0, -1]] + + width = x_max - x_min + 1 + height = y_max - y_min + 1 + centroid_x = (x_min + x_max) / 2 # Calculate x centroid + print(f"Component {component}: width={width}, height={height}, x_pos={centroid_x}") + + if width >= size_threshold_width and height >= size_threshold_height: + if mode == "convex_polygons": + polygon = self.get_mask_polygon(component_mask_np, max_poly_points) + if polygon is not None: + poly_mask = self.polygon_to_mask(polygon, (H, W)) + poly_mask = torch.tensor(poly_mask, device=mask.device) + separated.append((centroid_x, poly_mask)) + elif mode == "box": + # Create bounding box mask + box_mask = np.zeros((H, W), dtype=np.uint8) + box_mask[y_min:y_max+1, x_min:x_max+1] = 1 + box_mask = torch.tensor(box_mask, device=mask.device) + separated.append((centroid_x, box_mask)) + else: + area_mask = torch.tensor(component_mask_np, device=mask.device) + separated.append((centroid_x, area_mask)) + pbar.update(1) + + if len(separated) > 0: + # Sort by x position and extract only the masks + separated.sort(key=lambda x: x[0]) + separated = [x[1] for x in separated] + out_masks = torch.stack(separated, dim=0) + return out_masks, + else: + return torch.empty((1, 64, 64), device=mask.device), + + +class ConsolidateMasksKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "masks": ("MASK",), + "width": ("INT", {"default": 512, "min": 0, "max": 4096, "step": 64}), + "height": ("INT", {"default": 512, "min": 0, "max": 4096, "step": 64}), + "padding": ("INT", {"default": 0, "min": 0, "max": 4096, "step": 1}), + }, + } + + RETURN_TYPES = ("MASK",) + FUNCTION = "consolidate" + + CATEGORY = "KJNodes/masking" + DESCRIPTION = "Consolidates a batch of separate masks by finding the largest group of masks that fit inside a tile of the given width and height (including the padding), and repeating until no more masks can be combined." + + def consolidate(self, masks, width=512, height=512, padding=0): + B, H, W = masks.shape + + def mask_fits(coords, candidate_coords): + x_min, y_min, x_max, y_max = coords + cx_min, cy_min, cx_max, cy_max = candidate_coords + nx_min, ny_min = min(x_min, cx_min), min(y_min, cy_min) + nx_max, ny_max = max(x_max, cx_max), max(y_max, cy_max) + if nx_min + width < nx_max + padding or ny_min + height < ny_max + padding: + return False, coords + return True, (nx_min, ny_min, nx_max, ny_max) + + separated = [] + final_masks = [] + for b in range(B): + m = masks[b] + rows, cols = m.any(dim=1), m.any(dim=0) + y_min, y_max = torch.where(rows)[0][[0, -1]] + x_min, x_max = torch.where(cols)[0][[0, -1]] + w = x_max - x_min + 1 + h = y_max - y_min + 1 + separated.append(((x_min.item(), y_min.item(), x_max.item(), y_max.item()), m)) + + separated.sort(key=lambda x: x[0]) + fits = [] + for i, masks in enumerate(separated): + coord = masks[0] + fits_in_box = [] + for j, cand_mask in enumerate(separated): + if i == j: + continue + r, coord = mask_fits(coord, cand_mask[0]) + if r: + fits_in_box.append(j) + fits.append((i, fits_in_box)) + fits.sort(key=lambda x: -len(x[1])) + seen = [] + unique_fits = [] + for idx, fs in fits: + uniq = [i for i in fs if i not in seen] + unique_fits.append((idx, fs, uniq)) + seen.extend(uniq) + unique_fits.sort(key=lambda x: (-len(x[1]), -len(x[2]))) + merged = [] + for mask_idx, fitting_masks, _ in unique_fits: + if mask_idx in merged: + continue + fitting_masks = [i for i in fitting_masks if i not in merged] + combined_mask = separated[mask_idx][1].clone() + for i in fitting_masks: + combined_mask += separated[i][1] + merged.append(i) + merged.append(mask_idx) + final_masks.append(combined_mask) + + print(f"Consolidated {B} masks into {len(final_masks)}") + return (torch.stack(final_masks, dim=0),) + + +class DrawMaskOnImage: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "image": ("IMAGE", ), + "mask": ("MASK", ), + "color": ("STRING", {"default": "0, 0, 0", "tooltip": "Color as RGB/RGBA values in range 0-255 or 0.0-1.0, separated by commas. Ex: 255, 0, 0, 128"}), + }, + "optional": { + "device": (["cpu", "gpu"], {"default": "cpu", "tooltip": "Device to use for processing"}), + } + } + + RETURN_TYPES = ("IMAGE", ) + RETURN_NAMES = ("images",) + FUNCTION = "apply" + CATEGORY = "KJNodes/masking" + DESCRIPTION = "Applies the provided masks to the input images with Alpha Blending support." + + def apply(self, image, mask, color, device="cpu"): + B, H, W, C = image.shape + BM, HM, WM = mask.shape + + processing_device = main_device if device == "gpu" else torch.device("cpu") + + in_masks = mask.clone().to(processing_device) + in_images = image.clone().to(processing_device) + + # Resize mask if dimensions don't match + if HM != H or WM != W: + in_masks = F.interpolate(mask.unsqueeze(1), size=(H, W), mode='nearest-exact').squeeze(1) + # Handle batch size mismatch + if B > BM: + in_masks = in_masks.repeat((B + BM - 1) // BM, 1, 1)[:B] + elif BM > B: + in_masks = in_masks[:B] + + output_images = [] + + # Parse Color String (Handle RGB, RGBA, and Hex formats) + color = color.strip() + color_values = [] + + if color.startswith('#'): + # Handle hex format (#RGB, #RGBA, #RRGGBB, #RRGGBBAA) + hex_color = color.lstrip('#') + if len(hex_color) == 3: # #RGB + color_values = [int(c*2, 16) / 255.0 for c in hex_color] + elif len(hex_color) == 4: # #RGBA + color_values = [int(c*2, 16) / 255.0 for c in hex_color] + elif len(hex_color) == 6: # #RRGGBB + color_values = [int(hex_color[i:i+2], 16) / 255.0 for i in (0, 2, 4)] + elif len(hex_color) == 8: # #RRGGBBAA + color_values = [int(hex_color[i:i+2], 16) / 255.0 for i in (0, 2, 4, 6)] + else: + raise ValueError(f"Invalid hex color format: {color}") + else: + # Handle comma-separated RGB/RGBA format + for x in color.split(","): + val = float(x.strip()) + color_values.append(val / 255.0 if val > 1.0 else val) + + rgb = color_values[:3] + alpha_val = color_values[3] if len(color_values) == 4 else 1.0 + + fill_color = torch.tensor(rgb, dtype=torch.float32, device=processing_device) + + for i in tqdm(range(B), desc="DrawMaskOnImage batch"): + curr_mask = in_masks[i] # [H, W] + img_idx = min(i, B - 1) + curr_image = in_images[img_idx] # [H, W, C] + + blend_factor = curr_mask.unsqueeze(-1) * alpha_val + img_channels = curr_image.shape[-1] + + if img_channels == 4: + img_rgb = curr_image[..., :3] + img_a = curr_image[..., 3:] + out_rgb = img_rgb * (1 - blend_factor) + fill_color * blend_factor + out_a = torch.maximum(img_a, blend_factor) + masked_image = torch.cat((out_rgb, out_a), dim=-1) + else: + masked_image = curr_image * (1 - blend_factor) + fill_color * blend_factor + output_images.append(masked_image) + + if not output_images: + return (torch.zeros((0, H, W, C), dtype=image.dtype),) + + out_tensor = torch.stack(output_images, dim=0).cpu() + + return (out_tensor, ) + +class BlockifyMask: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "masks": ("MASK",), + "block_size": ("INT", {"default": 32, "min": 8, "max": 512, "step": 1, "tooltip": "Size of blocks in pixels (smaller = smaller blocks)"}), + }, + "optional": { + "device": (["cpu", "gpu"], {"default": "cpu", "tooltip": "Device to use for processing"}), + } + } + + RETURN_TYPES = ("MASK", ) + RETURN_NAMES = ("mask",) + FUNCTION = "process" + CATEGORY = "KJNodes/masking" + DESCRIPTION = "Creates a block mask by dividing the bounding box of each mask into blocks of the specified size and filling in blocks that contain any part of the original mask." + + def process(self, masks, block_size, device="cpu"): + processing_device = main_device if device == "gpu" else torch.device("cpu") + + masks = masks.to(processing_device) + batch_size, height, width = masks.shape + + result_masks = torch.zeros_like(masks) + + for i in tqdm(range(batch_size), desc="BlockifyMask batch"): + mask = masks[i] + + # Find bounding box efficiently + mask_bool = mask > 0 + if not mask_bool.any(): + continue + + y_indices = torch.nonzero(mask_bool.any(dim=1), as_tuple=True)[0] + x_indices = torch.nonzero(mask_bool.any(dim=0), as_tuple=True)[0] + + if len(y_indices) == 0 or len(x_indices) == 0: + continue + + y_min, y_max = y_indices[0], y_indices[-1] + x_min, x_max = x_indices[0], x_indices[-1] + + bbox_width = x_max - x_min + 1 + bbox_height = y_max - y_min + 1 + + # Calculate block grid + w_divisions = max(1, bbox_width // block_size) + h_divisions = max(1, bbox_height // block_size) + + w_slice = bbox_width // w_divisions + h_slice = bbox_height // h_divisions + + # Create coordinate grids only for bbox region + y_coords = torch.arange(y_min, y_max + 1, device=processing_device).view(-1, 1) + x_coords = torch.arange(x_min, x_max + 1, device=processing_device).view(1, -1) + + # Calculate block indices for bbox region + w_block_indices = (x_coords - x_min) // w_slice + h_block_indices = (y_coords - y_min) // h_slice + + # Clamp to valid range + w_block_indices = w_block_indices.clamp(0, w_divisions - 1) + h_block_indices = h_block_indices.clamp(0, h_divisions - 1) + + # Create unique block IDs by combining h and w indices + block_ids = h_block_indices * w_divisions + w_block_indices + + # Get mask region within bbox + mask_region = mask[y_min:y_max+1, x_min:x_max+1] + + # Find which blocks have content using scatter_add + max_blocks = h_divisions * w_divisions + block_content = torch.zeros(max_blocks, device=processing_device) + block_content.scatter_add_(0, block_ids.flatten(), mask_region.flatten()) + + # Create result for blocks that have content + has_content = block_content > 0 + block_mask = has_content[block_ids] + + # Fill the result + result_masks[i, y_min:y_max+1, x_min:x_max+1] = block_mask.float() + + return (result_masks.clamp(0, 1),) diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/model_optimization_nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/model_optimization_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..04f4c89d12dd26cfd7bcc3d1ae90eceda032ee53 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/model_optimization_nodes.py @@ -0,0 +1,2286 @@ +import os +from comfy.ldm.modules import attention as comfy_attention +import logging +import torch +import importlib +import math +import datetime + +import folder_paths +import comfy.model_management as mm +from comfy.cli_args import args +from comfy.ldm.modules.attention import wrap_attn, optimized_attention +import comfy.model_patcher +import comfy.utils +import comfy.sd + + +try: + from comfy_api.latest import io + v3_available = True +except ImportError: + v3_available = False + logging.warning("ComfyUI v3 node API not available, please update ComfyUI to access latest v3 nodes.") + +sageattn_modes = ["disabled", "auto", "sageattn_qk_int8_pv_fp16_cuda", "sageattn_qk_int8_pv_fp16_triton", "sageattn_qk_int8_pv_fp8_cuda", "sageattn_qk_int8_pv_fp8_cuda++", "sageattn3", "sageattn3_per_block_mean"] + +_initialized = False +_original_functions = {} + +if not _initialized: + _original_functions["orig_attention"] = comfy_attention.optimized_attention + _original_functions["original_patch_model"] = comfy.model_patcher.ModelPatcher.patch_model + _original_functions["original_load_lora_for_models"] = comfy.sd.load_lora_for_models + try: + _original_functions["original_qwen_forward"] = comfy.ldm.qwen_image.model.Attention.forward + except: + pass + _initialized = True + + +def get_sage_func(sage_attention, allow_compile=False): + logging.info(f"Using sage attention mode: {sage_attention}") + from sageattention import sageattn + if sage_attention == "auto": + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD"): + return sageattn(q, k, v, is_causal=is_causal, attn_mask=attn_mask, tensor_layout=tensor_layout) + elif sage_attention == "sageattn_qk_int8_pv_fp16_cuda": + from sageattention import sageattn_qk_int8_pv_fp16_cuda + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD"): + return sageattn_qk_int8_pv_fp16_cuda(q, k, v, is_causal=is_causal, attn_mask=attn_mask, pv_accum_dtype="fp32", tensor_layout=tensor_layout) + elif sage_attention == "sageattn_qk_int8_pv_fp16_triton": + from sageattention import sageattn_qk_int8_pv_fp16_triton + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD"): + return sageattn_qk_int8_pv_fp16_triton(q, k, v, is_causal=is_causal, attn_mask=attn_mask, tensor_layout=tensor_layout) + elif sage_attention == "sageattn_qk_int8_pv_fp8_cuda": + from sageattention import sageattn_qk_int8_pv_fp8_cuda + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD"): + return sageattn_qk_int8_pv_fp8_cuda(q, k, v, is_causal=is_causal, attn_mask=attn_mask, pv_accum_dtype="fp32+fp32", tensor_layout=tensor_layout) + elif sage_attention == "sageattn_qk_int8_pv_fp8_cuda++": + from sageattention import sageattn_qk_int8_pv_fp8_cuda + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD"): + return sageattn_qk_int8_pv_fp8_cuda(q, k, v, is_causal=is_causal, attn_mask=attn_mask, pv_accum_dtype="fp32+fp16", tensor_layout=tensor_layout) + elif "sageattn3" in sage_attention: + from sageattn3 import sageattn3_blackwell + def sage_func(q, k, v, is_causal=False, attn_mask=None, tensor_layout="NHD", **kwargs): + q, k, v = [x.transpose(1, 2) if tensor_layout == "NHD" else x for x in (q, k, v)] + out = sageattn3_blackwell(q, k, v, is_causal=is_causal, attn_mask=attn_mask, per_block_mean=(sage_attention == "sageattn3_per_block_mean")) + return out.transpose(1, 2) if tensor_layout == "NHD" else out + + if not allow_compile: + sage_func = torch.compiler.disable()(sage_func) + + @wrap_attn + def attention_sage(q, k, v, heads, mask=None, attn_precision=None, skip_reshape=False, skip_output_reshape=False, **kwargs): + in_dtype = v.dtype + if q.dtype == torch.float32 or k.dtype == torch.float32 or v.dtype == torch.float32: + q, k, v = q.to(torch.float16), k.to(torch.float16), v.to(torch.float16) + if skip_reshape: + b, _, _, dim_head = q.shape + tensor_layout="HND" + else: + b, _, dim_head = q.shape + dim_head //= heads + q, k, v = map( + lambda t: t.view(b, -1, heads, dim_head), + (q, k, v), + ) + tensor_layout="NHD" + if mask is not None: + # add a batch dimension if there isn't already one + if mask.ndim == 2: + mask = mask.unsqueeze(0) + # add a heads dimension if there isn't already one + if mask.ndim == 3: + mask = mask.unsqueeze(1) + out = sage_func(q, k, v, attn_mask=mask, is_causal=False, tensor_layout=tensor_layout).to(in_dtype) + if tensor_layout == "HND": + if not skip_output_reshape: + out = ( + out.transpose(1, 2).reshape(b, -1, heads * dim_head) + ) + else: + if skip_output_reshape: + out = out.transpose(1, 2) + else: + out = out.reshape(b, -1, heads * dim_head) + return out + return attention_sage + + +from comfy.patcher_extension import CallbacksMP +class PathchSageAttentionKJ(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "sage_attention": (sageattn_modes, {"default": False, "tooltip": "Global patch comfy attention to use sageattn, once patched to revert back to normal you would need to run this node again with disabled option."}), + }, + "optional": { + "allow_compile": ("BOOLEAN", {"default": False, "tooltip": "Allow the use of torch.compile for the sage attention function, requires latest sageattn 2.2.0 or higher."}) + } + } + + RETURN_TYPES = ("MODEL", ) + FUNCTION = "patch" + DESCRIPTION = "Experimental node for patching attention mode. This doesn't use the model patching system and thus can't be disabled without running the node again with 'disabled' option." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def patch(self, model, sage_attention, allow_compile=False): + if sage_attention == "disabled": + return model, + + model_clone = model.clone() + + new_attention = get_sage_func(sage_attention, allow_compile=allow_compile) + def attention_override_sage(func, *args, **kwargs): + return new_attention.__wrapped__(*args, **kwargs) + + # attention override + model_clone.model_options["transformer_options"]["optimized_attention_override"] = attention_override_sage + + return model_clone, + + +class CheckpointLoaderKJ(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "ckpt_name": (folder_paths.get_filename_list("checkpoints"), {"tooltip": "The name of the checkpoint (model) to load."}), + "weight_dtype": (["default", "fp8_e4m3fn", "fp8_e4m3fn_fast", "fp8_e5m2", "fp16", "bf16", "fp32"],), + "compute_dtype": (["default", "fp16", "bf16", "fp32"], {"default": "default", "tooltip": "The compute dtype to use for the model."}), + "patch_cublaslinear": ("BOOLEAN", {"default": False, "tooltip": "Enable or disable the cublas_ops arg"}), + "sage_attention": (sageattn_modes, {"default": False, "tooltip": "Patch comfy attention to use sageattn."}), + "enable_fp16_accumulation": ("BOOLEAN", {"default": False, "tooltip": "Enable torch.backends.cuda.matmul.allow_fp16_accumulation, required minimum pytorch version 2.7.1"}), + }} + + RETURN_TYPES = ("MODEL", "CLIP", "VAE") + FUNCTION = "load" + DESCRIPTION = "Experimental node for patching torch.nn.Linear with CublasLinear." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def load(self, ckpt_name, weight_dtype, compute_dtype, patch_cublaslinear, sage_attention, enable_fp16_accumulation): + DTYPE_MAP = { + "fp8_e4m3fn": torch.float8_e4m3fn, + "fp8_e5m2": torch.float8_e5m2, + "fp16": torch.float16, + "bf16": torch.bfloat16, + "fp32": torch.float32 + } + model_options = {} + if dtype := DTYPE_MAP.get(weight_dtype): + model_options["dtype"] = dtype + logging.info(f"Setting {ckpt_name} weight dtype to {dtype}") + + if weight_dtype == "fp8_e4m3fn_fast": + model_options["dtype"] = torch.float8_e4m3fn + model_options["fp8_optimizations"] = True + + if patch_cublaslinear: + args.fast.add("cublas_ops") + else: + args.fast.discard("cublas_ops") + + ckpt_path = folder_paths.get_full_path_or_raise("checkpoints", ckpt_name) + sd, metadata = comfy.utils.load_torch_file(ckpt_path, return_metadata=True) + + model, clip, vae, _ = comfy.sd.load_state_dict_guess_config( + sd, + output_vae=True, + output_clip=True, + embedding_directory=folder_paths.get_folder_paths("embeddings"), + metadata=metadata, + model_options=model_options) + + if dtype := DTYPE_MAP.get(compute_dtype): + model.set_model_compute_dtype(dtype) + model.force_cast_weights = False + logging.info(f"Setting {ckpt_name} compute dtype to {dtype}") + + if enable_fp16_accumulation: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = True + else: + raise RuntimeError("Failed to set fp16 accumulation, requires pytorch version 2.7.1 or higher") + else: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = False + + if sage_attention != "disabled": + new_attention = get_sage_func(sage_attention) + def attention_override_sage(func, *args, **kwargs): + return new_attention.__wrapped__(*args, **kwargs) + + # attention override + model.model_options["transformer_options"]["optimized_attention_override"] = attention_override_sage + + return model, clip, vae + + +class DiffusionModelSelector(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model_name": (folder_paths.get_filename_list("diffusion_models"), {"tooltip": "The name of the checkpoint (model) to load."}), + }, + } + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("model_path",) + FUNCTION = "get_path" + DESCRIPTION = "Returns the path to the model as a string." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def get_path(self, model_name): + model_path = folder_paths.get_full_path_or_raise("diffusion_models", model_name) + return (model_path,) + +class DiffusionModelLoaderKJ(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model_name": (folder_paths.get_filename_list("diffusion_models"), {"tooltip": "The name of the checkpoint (model) to load."}), + "weight_dtype": (["default", "fp8_e4m3fn", "fp8_e4m3fn_fast", "fp8_e5m2", "fp16", "bf16", "fp32"],), + "compute_dtype": (["default", "fp16", "bf16", "fp32"], {"default": "default", "tooltip": "The compute dtype to use for the model."}), + "patch_cublaslinear": ("BOOLEAN", {"default": False, "tooltip": "Enable or disable the cublas_ops arg"}), + "sage_attention": (sageattn_modes, {"default": False, "tooltip": "Patch comfy attention to use sageattn."}), + "enable_fp16_accumulation": ("BOOLEAN", {"default": False, "tooltip": "Enable torch.backends.cuda.matmul.allow_fp16_accumulation, requires pytorch 2.7.0 nightly."}), + }, + "optional": { + "extra_state_dict": ("STRING", {"forceInput": True, "tooltip": "The full path to an additional state dict to load, this will be merged with the main state dict. Useful for example to add VACE module to a WanVideoModel. You can use DiffusionModelSelector to easily get the path."}), + } + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch_and_load" + DESCRIPTION = "Node for patching torch.nn.Linear with CublasLinear." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def patch_and_load(self, model_name, weight_dtype, compute_dtype, patch_cublaslinear, sage_attention, enable_fp16_accumulation, extra_state_dict=None): + DTYPE_MAP = { + "fp8_e4m3fn": torch.float8_e4m3fn, + "fp8_e5m2": torch.float8_e5m2, + "fp16": torch.float16, + "bf16": torch.bfloat16, + "fp32": torch.float32 + } + model_options = {} + if dtype := DTYPE_MAP.get(weight_dtype): + model_options["dtype"] = dtype + logging.info(f"Setting {model_name} weight dtype to {dtype}") + + if weight_dtype == "fp8_e4m3fn_fast": + model_options["dtype"] = torch.float8_e4m3fn + model_options["fp8_optimizations"] = True + + if enable_fp16_accumulation: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = True + else: + raise RuntimeError("Failed to set fp16 accumulation, this requires pytorch 2.7.1 or higher") + else: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = False + + if patch_cublaslinear: + args.fast.add("cublas_ops") + else: + args.fast.discard("cublas_ops") + + unet_path = folder_paths.get_full_path_or_raise("diffusion_models", model_name) + + sd, metadata = comfy.utils.load_torch_file(unet_path, return_metadata=True) + if extra_state_dict is not None: + # If the model is a checkpoint, strip additional non-diffusion model entries before adding extra state dict + from comfy import model_detection + diffusion_model_prefix = model_detection.unet_prefix_from_state_dict(sd) + if diffusion_model_prefix == "model.diffusion_model.": + temp_sd = comfy.utils.state_dict_prefix_replace(sd, {diffusion_model_prefix: ""}, filter_keys=True) + if len(temp_sd) > 0: + sd = temp_sd + + extra_sd = comfy.utils.load_torch_file(extra_state_dict) + sd.update(extra_sd) + del extra_sd + + model = comfy.sd.load_diffusion_model_state_dict(sd, model_options=model_options, metadata=metadata) + if dtype := DTYPE_MAP.get(compute_dtype): + model.set_model_compute_dtype(dtype) + model.force_cast_weights = False + logging.info(f"Setting {model_name} compute dtype to {dtype}") + + if sage_attention != "disabled": + new_attention = get_sage_func(sage_attention) + def attention_override_sage(func, *args, **kwargs): + return new_attention.__wrapped__(*args, **kwargs) + + # attention override + model.model_options["transformer_options"]["optimized_attention_override"] = attention_override_sage + + return (model,) + +class ModelPatchTorchSettings: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "enable_fp16_accumulation": ("BOOLEAN", {"default": False, "tooltip": "Enable torch.backends.cuda.matmul.allow_fp16_accumulation, requires pytorch 2.7.0 nightly."}), + }} + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + DESCRIPTION = "Adds callbacks to model to set torch settings before and after running the model." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def patch(self, model, enable_fp16_accumulation): + model_clone = model.clone() + + def patch_enable_fp16_accum(model): + logging.info("Patching torch settings: torch.backends.cuda.matmul.allow_fp16_accumulation = True") + torch.backends.cuda.matmul.allow_fp16_accumulation = True + def patch_disable_fp16_accum(model): + logging.info("Patching torch settings: torch.backends.cuda.matmul.allow_fp16_accumulation = False") + torch.backends.cuda.matmul.allow_fp16_accumulation = False + + if enable_fp16_accumulation: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + model_clone.add_callback(CallbacksMP.ON_PRE_RUN, patch_enable_fp16_accum) + model_clone.add_callback(CallbacksMP.ON_CLEANUP, patch_disable_fp16_accum) + else: + raise RuntimeError("Failed to set fp16 accumulation, this requires pytorch 2.7.1 or higher") + else: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + model_clone.add_callback(CallbacksMP.ON_PRE_RUN, patch_disable_fp16_accum) + else: + raise RuntimeError("Failed to set fp16 accumulation, this requires pytorch 2.7.1 or higher") + + return (model_clone,) + + +class PatchModelPatcherOrder: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "patch_order": (["object_patch_first", "weight_patch_first"], {"default": "weight_patch_first", "tooltip": "Patch the comfy patch_model function to load weight patches (LoRAs) before compiling the model"}), + "full_load": (["enabled", "disabled", "auto"], {"default": "auto", "tooltip": "Disabling may help with memory issues when loading large models, when changing this you should probably force model reload to avoid issues!"}), + }} + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "NO LONGER NECESSARY OR FUNCTIONAL, keeping node for backwards compatibility. Use the TorchCompileModelAdvanced to use LoRA with torch.compile." + DEPRECATED = True + + def patch(self, model, patch_order, full_load): + return model, + + +class TorchCompileModelFluxAdvancedV2: + def __init__(self): + self._compiled = False + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "backend": (["inductor", "cudagraphs"],), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + "double_blocks": ("BOOLEAN", {"default": True, "tooltip": "Compile double blocks"}), + "single_blocks": ("BOOLEAN", {"default": True, "tooltip": "Compile single blocks"}), + "dynamic": ("BOOLEAN", {"default": False, "tooltip": "Enable dynamic mode"}), + }, + "optional": { + "dynamo_cache_size_limit": ("INT", {"default": 64, "min": 0, "max": 1024, "step": 1, "tooltip": "torch._dynamo.config.cache_size_limit"}), + "force_parameter_static_shapes": ("BOOLEAN", {"default": True, "tooltip": "torch._dynamo.config.force_parameter_static_shapes"}), + } + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + + CATEGORY = "KJNodes/torchcompile" + EXPERIMENTAL = True + DEPRECATED = True + DESCRIPTION = "Deprecated, use TorchCompileModelAdvanced instead." + + def patch(self, model, backend, mode, fullgraph, single_blocks, double_blocks, dynamic, dynamo_cache_size_limit=64, force_parameter_static_shapes=True): + from comfy_api.torch_helpers import set_torch_compile_wrapper + m = model.clone() + diffusion_model = m.get_model_object("diffusion_model") + torch._dynamo.config.cache_size_limit = dynamo_cache_size_limit + torch._dynamo.config.force_parameter_static_shapes = force_parameter_static_shapes + + compile_key_list = [] + + try: + if double_blocks: + for i, block in enumerate(diffusion_model.double_blocks): + print("Adding double block to compile list", i) + compile_key_list.append(f"diffusion_model.double_blocks.{i}") + if single_blocks: + for i, block in enumerate(diffusion_model.single_blocks): + compile_key_list.append(f"diffusion_model.single_blocks.{i}") + + set_torch_compile_wrapper(model=m, keys=compile_key_list, backend=backend, mode=mode, dynamic=dynamic, fullgraph=fullgraph) + except: + raise RuntimeError("Failed to compile model") + + return (m, ) + + +class TorchCompileModelWanVideoV2: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "backend": (["inductor","cudagraphs"], {"default": "inductor"}), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + "dynamic": ("BOOLEAN", {"default": False, "tooltip": "Enable dynamic mode"}), + "compile_transformer_blocks_only": ("BOOLEAN", {"default": True, "tooltip": "Compile only transformer blocks, faster compile and less error prone"}), + "dynamo_cache_size_limit": ("INT", {"default": 64, "min": 0, "max": 1024, "step": 1, "tooltip": "torch._dynamo.config.cache_size_limit"}), + + }, + "optional": { + "force_parameter_static_shapes": ("BOOLEAN", {"default": True, "tooltip": "torch._dynamo.config.force_parameter_static_shapes"}), + }, + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + + CATEGORY = "KJNodes/torchcompile" + EXPERIMENTAL = True + DEPRECATED = True + DESCRIPTION = "Deprecated, use TorchCompileModelAdvanced instead." + + def patch(self, model, backend, fullgraph, mode, dynamic, dynamo_cache_size_limit, compile_transformer_blocks_only, force_parameter_static_shapes=True): + from comfy_api.torch_helpers import set_torch_compile_wrapper + m = model.clone() + diffusion_model = m.get_model_object("diffusion_model") + torch._dynamo.config.cache_size_limit = dynamo_cache_size_limit + torch._dynamo.config.force_parameter_static_shapes = force_parameter_static_shapes + try: + if compile_transformer_blocks_only: + compile_key_list = [] + for i, block in enumerate(diffusion_model.blocks): + compile_key_list.append(f"diffusion_model.blocks.{i}") + else: + compile_key_list =["diffusion_model"] + + set_torch_compile_wrapper(model=m, keys=compile_key_list, backend=backend, mode=mode, dynamic=dynamic, fullgraph=fullgraph) + except: + raise RuntimeError("Failed to compile model") + + return (m, ) + + +class TorchCompileModelAdvanced: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "backend": (["inductor","cudagraphs"], {"default": "inductor"}), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + "dynamic": ( + ["auto", "true", "false"], + {"default": "auto", "tooltip": "Use dynamic shape tracing."}, + ), + "compile_transformer_blocks_only": ("BOOLEAN", {"default": True, "tooltip": "Compile only transformer blocks, faster compile and less error prone"}), + "dynamo_cache_size_limit": ("INT", {"default": 64, "min": 0, "max": 1024, "step": 1, "tooltip": "torch._dynamo.config.cache_size_limit"}), + "debug_compile_keys": ("BOOLEAN", {"default": False, "tooltip": "Print the compile keys used for torch.compile"}), + }, + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + CATEGORY = "KJNodes/torchcompile" + DESCRIPTION = "Advanced torch.compile patching for diffusion models." + EXPERIMENTAL = True + + def patch(self, model, backend, fullgraph, mode, dynamic, dynamo_cache_size_limit, compile_transformer_blocks_only, debug_compile_keys): + from comfy_api.torch_helpers import set_torch_compile_wrapper + m = model.clone() + diffusion_model = m.get_model_object("diffusion_model") + torch._dynamo.config.cache_size_limit = dynamo_cache_size_limit + + try: + if compile_transformer_blocks_only: + layer_types = ["double_blocks", "single_blocks", "layers", "transformer_blocks", "blocks", "visual_transformer_blocks", "text_transformer_blocks"] + compile_key_list = [] + for layer_name in layer_types: + if hasattr(diffusion_model, layer_name): + blocks = getattr(diffusion_model, layer_name) + for i in range(len(blocks)): + compile_key_list.append(f"diffusion_model.{layer_name}.{i}") + if not compile_key_list: + logging.warning("No known transformer blocks found to compile, compiling entire diffusion model instead") + elif debug_compile_keys: + logging.info("TorchCompileModelAdvanced: Compile key list:") + for key in compile_key_list: + logging.info(f" - {key}") + if not compile_key_list: + compile_key_list =["diffusion_model"] + + dynamic_kv = {"true": True, "false": False, "auto": None} + try: + dynamic = dynamic_kv[dynamic] + except KeyError: + raise ValueError(f"Invalid dynamic arg {dynamic}") + + set_torch_compile_wrapper(model=m, keys=compile_key_list, backend=backend, mode=mode, dynamic=dynamic, fullgraph=fullgraph) + except: + raise RuntimeError("Failed to compile model") + + return (m, ) + + +class TorchCompileModelQwenImage: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "backend": (["inductor","cudagraphs"], {"default": "inductor"}), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + "dynamic": ("BOOLEAN", {"default": False, "tooltip": "Enable dynamic mode"}), + "compile_transformer_blocks_only": ("BOOLEAN", {"default": True, "tooltip": "Compile only transformer blocks, faster compile and less error prone"}), + "dynamo_cache_size_limit": ("INT", {"default": 64, "min": 0, "max": 1024, "step": 1, "tooltip": "torch._dynamo.config.cache_size_limit"}), + }, + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + + CATEGORY = "KJNodes/torchcompile" + EXPERIMENTAL = True + DEPRECATED = True + DESCRIPTION = "Deprecated, use TorchCompileModelAdvanced instead." + + def patch(self, model, backend, fullgraph, mode, dynamic, dynamo_cache_size_limit, compile_transformer_blocks_only): + from comfy_api.torch_helpers import set_torch_compile_wrapper + m = model.clone() + diffusion_model = m.get_model_object("diffusion_model") + torch._dynamo.config.cache_size_limit = dynamo_cache_size_limit + try: + if compile_transformer_blocks_only: + compile_key_list = [] + for i, block in enumerate(diffusion_model.transformer_blocks): + compile_key_list.append(f"diffusion_model.transformer_blocks.{i}") + else: + compile_key_list =["diffusion_model"] + + set_torch_compile_wrapper(model=m, keys=compile_key_list, backend=backend, mode=mode, dynamic=dynamic, fullgraph=fullgraph) + except: + raise RuntimeError("Failed to compile model") + + return (m, ) + +class TorchCompileVAE: + def __init__(self): + self._compiled_encoder = False + self._compiled_decoder = False + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "vae": ("VAE",), + "backend": (["inductor", "cudagraphs"],), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + "compile_encoder": ("BOOLEAN", {"default": True, "tooltip": "Compile encoder"}), + "compile_decoder": ("BOOLEAN", {"default": True, "tooltip": "Compile decoder"}), + }} + RETURN_TYPES = ("VAE",) + FUNCTION = "compile" + + CATEGORY = "KJNodes/torchcompile" + EXPERIMENTAL = True + + def compile(self, vae, backend, mode, fullgraph, compile_encoder, compile_decoder): + if compile_encoder: + if not self._compiled_encoder: + encoder_name = "encoder" + if hasattr(vae.first_stage_model, "taesd_encoder"): + encoder_name = "taesd_encoder" + + try: + setattr( + vae.first_stage_model, + encoder_name, + torch.compile( + getattr(vae.first_stage_model, encoder_name), + mode=mode, + fullgraph=fullgraph, + backend=backend, + ), + ) + self._compiled_encoder = True + except: + raise RuntimeError("Failed to compile model") + if compile_decoder: + if not self._compiled_decoder: + decoder_name = "decoder" + if hasattr(vae.first_stage_model, "taesd_decoder"): + decoder_name = "taesd_decoder" + + try: + setattr( + vae.first_stage_model, + decoder_name, + torch.compile( + getattr(vae.first_stage_model, decoder_name), + mode=mode, + fullgraph=fullgraph, + backend=backend, + ), + ) + self._compiled_decoder = True + except: + raise RuntimeError("Failed to compile model") + return (vae, ) + +class TorchCompileControlNet: + def __init__(self): + self._compiled= False + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "controlnet": ("CONTROL_NET",), + "backend": (["inductor", "cudagraphs"],), + "fullgraph": ("BOOLEAN", {"default": False, "tooltip": "Enable full graph mode"}), + "mode": (["default", "max-autotune", "max-autotune-no-cudagraphs", "reduce-overhead"], {"default": "default"}), + }} + RETURN_TYPES = ("CONTROL_NET",) + FUNCTION = "compile" + + CATEGORY = "KJNodes/torchcompile" + EXPERIMENTAL = True + + def compile(self, controlnet, backend, mode, fullgraph): + if not self._compiled: + try: + # for i, block in enumerate(controlnet.control_model.double_blocks): + # print("Compiling controlnet double_block", i) + # controlnet.control_model.double_blocks[i] = torch.compile(block, mode=mode, fullgraph=fullgraph, backend=backend) + controlnet.control_model = torch.compile(controlnet.control_model, mode=mode, fullgraph=fullgraph, backend=backend) + self._compiled = True + except: + self._compiled = False + raise RuntimeError("Failed to compile model") + + return (controlnet, ) + + +#teacache + +try: + from comfy.ldm.wan.model import sinusoidal_embedding_1d +except: + pass +from einops import repeat +from unittest.mock import patch +from contextlib import nullcontext +import numpy as np + +def relative_l1_distance(last_tensor, current_tensor): + l1_distance = torch.abs(last_tensor - current_tensor).mean() + norm = torch.abs(last_tensor).mean() + relative_l1_distance = l1_distance / norm + return relative_l1_distance.to(torch.float32) + +@torch.compiler.disable() +def tea_cache(self, x, e0, e, transformer_options): + #teacache for cond and uncond separately + rel_l1_thresh = transformer_options["rel_l1_thresh"] + + is_cond = True if transformer_options["cond_or_uncond"] == [0] else False + + should_calc = True + suffix = "cond" if is_cond else "uncond" + + # Init cache dict if not exists + if not hasattr(self, 'teacache_state'): + self.teacache_state = { + 'cond': {'accumulated_rel_l1_distance': 0, 'prev_input': None, + 'teacache_skipped_steps': 0, 'previous_residual': None}, + 'uncond': {'accumulated_rel_l1_distance': 0, 'prev_input': None, + 'teacache_skipped_steps': 0, 'previous_residual': None} + } + logging.info("\nTeaCache: Initialized") + + cache = self.teacache_state[suffix] + + if cache['prev_input'] is not None: + if transformer_options["coefficients"] == []: + temb_relative_l1 = relative_l1_distance(cache['prev_input'], e0) + curr_acc_dist = cache['accumulated_rel_l1_distance'] + temb_relative_l1 + else: + rescale_func = np.poly1d(transformer_options["coefficients"]) + curr_acc_dist = cache['accumulated_rel_l1_distance'] + rescale_func(((e-cache['prev_input']).abs().mean() / cache['prev_input'].abs().mean()).cpu().item()) + try: + if curr_acc_dist < rel_l1_thresh: + should_calc = False + cache['accumulated_rel_l1_distance'] = curr_acc_dist + else: + should_calc = True + cache['accumulated_rel_l1_distance'] = 0 + except: + should_calc = True + cache['accumulated_rel_l1_distance'] = 0 + + if transformer_options["coefficients"] == []: + cache['prev_input'] = e0.clone().detach() + else: + cache['prev_input'] = e.clone().detach() + + if not should_calc: + x += cache['previous_residual'].to(x.device) + cache['teacache_skipped_steps'] += 1 + #print(f"TeaCache: Skipping {suffix} step") + return should_calc, cache + +def teacache_wanvideo_vace_forward_orig(self, x, t, context, vace_context, vace_strength, clip_fea=None, freqs=None, transformer_options={}, **kwargs): + # embeddings + x = self.patch_embedding(x.float()).to(x.dtype) + grid_sizes = x.shape[2:] + x = x.flatten(2).transpose(1, 2) + + # time embeddings + e = self.time_embedding( + sinusoidal_embedding_1d(self.freq_dim, t).to(dtype=x[0].dtype)) + e0 = self.time_projection(e).unflatten(1, (6, self.dim)) + + # context + context = self.text_embedding(context) + + context_img_len = None + if clip_fea is not None: + if self.img_emb is not None: + context_clip = self.img_emb(clip_fea) # bs x 257 x dim + context = torch.concat([context_clip, context], dim=1) + context_img_len = clip_fea.shape[-2] + + orig_shape = list(vace_context.shape) + vace_context = vace_context.movedim(0, 1).reshape([-1] + orig_shape[2:]) + c = self.vace_patch_embedding(vace_context.float()).to(vace_context.dtype) + c = c.flatten(2).transpose(1, 2) + c = list(c.split(orig_shape[0], dim=0)) + + if not transformer_options: + raise RuntimeError("Can't access transformer_options, this requires ComfyUI nightly version from Mar 14, 2025 or later") + + teacache_enabled = transformer_options.get("teacache_enabled", False) + if not teacache_enabled: + should_calc = True + else: + should_calc, cache = tea_cache(self, x, e0, e, transformer_options) + + if should_calc: + original_x = x.clone().detach() + patches_replace = transformer_options.get("patches_replace", {}) + blocks_replace = patches_replace.get("dit", {}) + for i, block in enumerate(self.blocks): + if ("double_block", i) in blocks_replace: + def block_wrap(args): + out = {} + out["img"] = block(args["img"], context=args["txt"], e=args["vec"], freqs=args["pe"], context_img_len=context_img_len) + return out + out = blocks_replace[("double_block", i)]({"img": x, "txt": context, "vec": e0, "pe": freqs}, {"original_block": block_wrap, "transformer_options": transformer_options}) + x = out["img"] + else: + x = block(x, e=e0, freqs=freqs, context=context, context_img_len=context_img_len) + + ii = self.vace_layers_mapping.get(i, None) + if ii is not None: + for iii in range(len(c)): + c_skip, c[iii] = self.vace_blocks[ii](c[iii], x=original_x, e=e0, freqs=freqs, context=context, context_img_len=context_img_len) + x += c_skip * vace_strength[iii] + del c_skip + + if teacache_enabled: + cache['previous_residual'] = (x - original_x).to(transformer_options["teacache_device"]) + + # head + x = self.head(x, e) + + # unpatchify + x = self.unpatchify(x, grid_sizes) + return x + +def teacache_wanvideo_forward_orig(self, x, t, context, clip_fea=None, freqs=None, transformer_options={}, **kwargs): + # embeddings + x = self.patch_embedding(x.float()).to(x.dtype) + grid_sizes = x.shape[2:] + x = x.flatten(2).transpose(1, 2) + + # time embeddings + e = self.time_embedding( + sinusoidal_embedding_1d(self.freq_dim, t).to(dtype=x[0].dtype)) + e0 = self.time_projection(e).unflatten(1, (6, self.dim)) + + # context + context = self.text_embedding(context) + + context_img_len = None + if clip_fea is not None: + if self.img_emb is not None: + context_clip = self.img_emb(clip_fea) # bs x 257 x dim + context = torch.concat([context_clip, context], dim=1) + context_img_len = clip_fea.shape[-2] + + + teacache_enabled = transformer_options.get("teacache_enabled", False) + if not teacache_enabled: + should_calc = True + else: + should_calc, cache = tea_cache(self, x, e0, e, transformer_options) + + if should_calc: + original_x = x.clone().detach() + patches_replace = transformer_options.get("patches_replace", {}) + blocks_replace = patches_replace.get("dit", {}) + for i, block in enumerate(self.blocks): + if ("double_block", i) in blocks_replace: + def block_wrap(args): + out = {} + out["img"] = block(args["img"], context=args["txt"], e=args["vec"], freqs=args["pe"], context_img_len=context_img_len) + return out + out = blocks_replace[("double_block", i)]({"img": x, "txt": context, "vec": e0, "pe": freqs}, {"original_block": block_wrap, "transformer_options": transformer_options}) + x = out["img"] + else: + x = block(x, e=e0, freqs=freqs, context=context, context_img_len=context_img_len) + + if teacache_enabled: + cache['previous_residual'] = (x - original_x).to(transformer_options["teacache_device"]) + + # head + x = self.head(x, e) + + # unpatchify + x = self.unpatchify(x, grid_sizes) + return x + +class WanVideoTeaCacheKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "rel_l1_thresh": ("FLOAT", {"default": 0.275, "min": 0.0, "max": 10.0, "step": 0.001, "tooltip": "Threshold for to determine when to apply the cache, compromise between speed and accuracy. When using coefficients a good value range is something between 0.2-0.4 for all but 1.3B model, which should be about 10 times smaller, same as when not using coefficients."}), + "start_percent": ("FLOAT", {"default": 0.1, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "The start percentage of the steps to use with TeaCache."}), + "end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "The end percentage of the steps to use with TeaCache."}), + "cache_device": (["main_device", "offload_device"], {"default": "offload_device", "tooltip": "Device to cache to"}), + "coefficients": (["disabled", "1.3B", "14B", "i2v_480", "i2v_720"], {"default": "i2v_480", "tooltip": "Coefficients for rescaling the relative l1 distance, if disabled the threshold value should be about 10 times smaller than the value used with coefficients."}), + } + } + + RETURN_TYPES = ("MODEL",) + RETURN_NAMES = ("model",) + FUNCTION = "patch_teacache" + CATEGORY = "KJNodes/teacache" + DEPRECATED = True + DESCRIPTION = """ +Patch WanVideo model to use TeaCache. Speeds up inference by caching the output and +applying it instead of doing the step. Best results are achieved by choosing the +appropriate coefficients for the model. Early steps should never be skipped, with too +aggressive values this can happen and the motion suffers. Starting later can help with that too. +When NOT using coefficients, the threshold value should be +about 10 times smaller than the value used with coefficients. + +Official recommended values https://github.com/ali-vilab/TeaCache/tree/main/TeaCache4Wan2.1 +""" + EXPERIMENTAL = True + + def patch_teacache(self, model, rel_l1_thresh, start_percent, end_percent, cache_device, coefficients): + if rel_l1_thresh == 0: + return (model,) + + if coefficients == "disabled" and rel_l1_thresh > 0.1: + logging.warning("Threshold value is too high for TeaCache without coefficients, consider using coefficients for better results.") + if coefficients != "disabled" and rel_l1_thresh < 0.1 and "1.3B" not in coefficients: + logging.warning("Threshold value is too low for TeaCache with coefficients, consider using higher threshold value for better results.") + + # type_str = str(type(model.model.model_config).__name__) + #if model.model.diffusion_model.dim == 1536: + # model_type ="1.3B" + # else: + # if "WAN21_T2V" in type_str: + # model_type = "14B" + # elif "WAN21_I2V" in type_str: + # model_type = "i2v_480" + # else: + # model_type = "i2v_720" #how to detect this? + + + teacache_coefficients_map = { + "disabled": [], + "1.3B": [2.39676752e+03, -1.31110545e+03, 2.01331979e+02, -8.29855975e+00, 1.37887774e-01], + "14B": [-5784.54975374, 5449.50911966, -1811.16591783, 256.27178429, -13.02252404], + "i2v_480": [-3.02331670e+02, 2.23948934e+02, -5.25463970e+01, 5.87348440e+00, -2.01973289e-01], + "i2v_720": [-114.36346466, 65.26524496, -18.82220707, 4.91518089, -0.23412683], + } + coefficients = teacache_coefficients_map[coefficients] + + teacache_device = mm.get_torch_device() if cache_device == "main_device" else mm.unet_offload_device() + + model_clone = model.clone() + if 'transformer_options' not in model_clone.model_options: + model_clone.model_options['transformer_options'] = {} + model_clone.model_options["transformer_options"]["rel_l1_thresh"] = rel_l1_thresh + model_clone.model_options["transformer_options"]["teacache_device"] = teacache_device + model_clone.model_options["transformer_options"]["coefficients"] = coefficients + diffusion_model = model_clone.get_model_object("diffusion_model") + + def outer_wrapper(start_percent, end_percent): + def unet_wrapper_function(model_function, kwargs): + input = kwargs["input"] + timestep = kwargs["timestep"] + c = kwargs["c"] + sigmas = c["transformer_options"]["sample_sigmas"] + cond_or_uncond = kwargs["cond_or_uncond"] + last_step = (len(sigmas) - 1) + + matched_step_index = (sigmas == timestep[0] ).nonzero() + if len(matched_step_index) > 0: + current_step_index = matched_step_index.item() + else: + for i in range(len(sigmas) - 1): + # walk from beginning of steps until crossing the timestep + if (sigmas[i] - timestep[0]) * (sigmas[i + 1] - timestep[0]) <= 0: + current_step_index = i + break + else: + current_step_index = 0 + + if current_step_index == 0: + if (len(cond_or_uncond) == 1 and cond_or_uncond[0] == 1) or len(cond_or_uncond) == 2: + if hasattr(diffusion_model, "teacache_state"): + delattr(diffusion_model, "teacache_state") + logging.info("\nResetting TeaCache state") + + current_percent = current_step_index / (len(sigmas) - 1) + c["transformer_options"]["current_percent"] = current_percent + if start_percent <= current_percent <= end_percent: + c["transformer_options"]["teacache_enabled"] = True + + forward_function = teacache_wanvideo_vace_forward_orig if hasattr(diffusion_model, "vace_layers") else teacache_wanvideo_forward_orig + context = patch.multiple( + diffusion_model, + forward_orig=forward_function.__get__(diffusion_model, diffusion_model.__class__) + ) + + with context: + out = model_function(input, timestep, **c) + if current_step_index+1 == last_step and hasattr(diffusion_model, "teacache_state"): + if len(cond_or_uncond) == 1 and cond_or_uncond[0] == 0: + skipped_steps_cond = diffusion_model.teacache_state["cond"]["teacache_skipped_steps"] + skipped_steps_uncond = diffusion_model.teacache_state["uncond"]["teacache_skipped_steps"] + logging.info("-----------------------------------") + logging.info(f"TeaCache skipped:") + logging.info(f"{skipped_steps_cond} cond steps") + logging.info(f"{skipped_steps_uncond} uncond step") + logging.info(f"out of {last_step} steps") + logging.info("-----------------------------------") + elif len(cond_or_uncond) == 2: + skipped_steps_cond = diffusion_model.teacache_state["uncond"]["teacache_skipped_steps"] + logging.info("-----------------------------------") + logging.info(f"TeaCache skipped:") + logging.info(f"{skipped_steps_cond} cond steps") + logging.info(f"out of {last_step} steps") + logging.info("-----------------------------------") + + return out + return unet_wrapper_function + + model_clone.set_model_unet_function_wrapper(outer_wrapper(start_percent=start_percent, end_percent=end_percent)) + + return (model_clone,) + + + + +from comfy.ldm.flux.math import apply_rope + +def modified_wan_self_attention_forward(self, x, freqs, transformer_options={}): + r""" + Args: + x(Tensor): Shape [B, L, num_heads, C / num_heads] + freqs(Tensor): Rope freqs, shape [1024, C / num_heads / 2] + """ + b, s, n, d = *x.shape[:2], self.num_heads, self.head_dim + + # query, key, value function + def qkv_fn(x): + q = self.norm_q(self.q(x)).view(b, s, n, d) + k = self.norm_k(self.k(x)).view(b, s, n, d) + v = self.v(x).view(b, s, n * d) + return q, k, v + + q, k, v = qkv_fn(x) + + q, k = apply_rope(q, k, freqs) + + feta_scores = get_feta_scores(q, k, self.num_frames, self.enhance_weight) + + try: + x = comfy.ldm.modules.attention.optimized_attention( + q.view(b, s, n * d), + k.view(b, s, n * d), + v, + heads=self.num_heads, + transformer_options=transformer_options, + ) + except: + # backward compatibility for now + x = comfy.ldm.modules.attention.attention( + q.view(b, s, n * d), + k.view(b, s, n * d), + v, + heads=self.num_heads, + ) + + x = self.o(x) + + x *= feta_scores + + return x + +from einops import rearrange +def get_feta_scores(query, key, num_frames, enhance_weight, num_heads=12): + img_q, img_k = query, key #torch.Size([2, 9216, 12, 128]) + + if img_q.ndim == 4: + B, ST, num_heads, head_dim = img_q.shape + elif img_q.ndim == 3: + B, ST, hidden_dim = img_q.shape + head_dim = hidden_dim // num_heads + + # Reshape from [B, ST, hidden_dim] to [B, ST, num_heads, head_dim] + img_q = img_q.view(B, ST, num_heads, head_dim) + img_k = img_k.view(B, ST, num_heads, head_dim) + + spatial_dim = ST // num_frames + + query_image = rearrange( + img_q, "B (T S) N C -> (B S) N T C", T=num_frames, S=spatial_dim, N=num_heads, C=head_dim + ) + key_image = rearrange( + img_k, "B (T S) N C -> (B S) N T C", T=num_frames, S=spatial_dim, N=num_heads, C=head_dim + ) + + return feta_score(query_image, key_image, head_dim, num_frames, enhance_weight) + +def feta_score(query_image, key_image, head_dim, num_frames, enhance_weight): + scale = head_dim**-0.5 + query_image = query_image * scale + attn_temp = query_image @ key_image.transpose(-2, -1) # translate attn to float32 + attn_temp = attn_temp.to(torch.float32) + attn_temp = attn_temp.softmax(dim=-1) + + # Reshape to [batch_size * num_tokens, num_frames, num_frames] + attn_temp = attn_temp.reshape(-1, num_frames, num_frames) + + # Create a mask for diagonal elements + diag_mask = torch.eye(num_frames, device=attn_temp.device).bool() + diag_mask = diag_mask.unsqueeze(0).expand(attn_temp.shape[0], -1, -1) + + # Zero out diagonal elements + attn_wo_diag = attn_temp.masked_fill(diag_mask, 0) + + # Calculate mean for each token's attention matrix + # Number of off-diagonal elements per matrix is n*n - n + num_off_diag = num_frames * num_frames - num_frames + mean_scores = attn_wo_diag.sum(dim=(1, 2)) / num_off_diag + + enhance_scores = mean_scores.mean() * (num_frames + enhance_weight) + enhance_scores = enhance_scores.clamp(min=1) + return enhance_scores + +import types +class WanAttentionPatch: + def __init__(self, num_frames, weight): + self.num_frames = num_frames + self.enhance_weight = weight + + def __get__(self, obj, objtype=None): + # Create bound method with stored parameters + def wrapped_attention(self_module, *args, **kwargs): + self_module.num_frames = self.num_frames + self_module.enhance_weight = self.enhance_weight + return modified_wan_self_attention_forward(self_module, *args, **kwargs) + return types.MethodType(wrapped_attention, obj) + +class WanVideoEnhanceAVideoKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "latent": ("LATENT", {"tooltip": "Only used to get the latent count"}), + "weight": ("FLOAT", {"default": 2.0, "min": 0.0, "max": 10.0, "step": 0.001, "tooltip": "Strength of the enhance effect"}), + } + } + + RETURN_TYPES = ("MODEL",) + RETURN_NAMES = ("model",) + FUNCTION = "enhance" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "https://github.com/NUS-HPC-AI-Lab/Enhance-A-Video" + EXPERIMENTAL = True + + def enhance(self, model, weight, latent): + if weight == 0: + return (model,) + + num_frames = latent["samples"].shape[2] + + model_clone = model.clone() + if 'transformer_options' not in model_clone.model_options: + model_clone.model_options['transformer_options'] = {} + model_clone.model_options["transformer_options"]["enhance_weight"] = weight + diffusion_model = model_clone.get_model_object("diffusion_model") + + compile_settings = getattr(model.model, "compile_settings", None) + for idx, block in enumerate(diffusion_model.blocks): + patched_attn = WanAttentionPatch(num_frames, weight).__get__(block.self_attn, block.__class__) + if compile_settings is not None: + patched_attn = torch.compile(patched_attn, mode=compile_settings["mode"], dynamic=compile_settings["dynamic"], fullgraph=compile_settings["fullgraph"], backend=compile_settings["backend"]) + + model_clone.add_object_patch(f"diffusion_model.blocks.{idx}.self_attn.forward", patched_attn) + + return (model_clone,) + +try: + from comfy.ldm.lightricks.model import apply_rotary_emb +except: + apply_rotary_emb = None + + +def ltxv_feta_forward(self, x, context=None, mask=None, pe=None, k_pe=None, transformer_options={}): + q = self.to_q(x) + context = x if context is None else context + k = self.to_k(context) + v = self.to_v(context) + + q = self.q_norm(q) + k = self.k_norm(k) + + if pe is not None: + q = apply_rotary_emb(q, pe) + k = apply_rotary_emb(k, pe if k_pe is None else k_pe) + + feta_scores = get_feta_scores(q, k, self.num_frames, self.enhance_weight, self.heads) + + if mask is None: + out = comfy.ldm.modules.attention.optimized_attention(q, k, v, self.heads, attn_precision=self.attn_precision, transformer_options=transformer_options) + else: + out = comfy.ldm.modules.attention.optimized_attention_masked(q, k, v, self.heads, mask, attn_precision=self.attn_precision, transformer_options=transformer_options) + return self.to_out(out * feta_scores) + + +class LTXCrossAttentionPatch: + def __init__(self, num_frames, weight): + self.num_frames = num_frames + self.enhance_weight = weight + + def __get__(self, obj, objtype=None): + # Create bound method with stored parameters + def wrapped_attention(self_module, *args, **kwargs): + self_module.num_frames = self.num_frames + self_module.enhance_weight = self.enhance_weight + return ltxv_feta_forward(self_module, *args, **kwargs) + return types.MethodType(wrapped_attention, obj) + +class LTXVEnhanceAVideoKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "latent": ("LATENT", {"tooltip": "Only used to get the latent count"}), + "weight": ("FLOAT", {"default": 2.0, "min": 0.0, "max": 10.0, "step": 0.001, "tooltip": "Strength of the enhance effect"}), + } + } + + RETURN_TYPES = ("MODEL",) + RETURN_NAMES = ("model",) + FUNCTION = "enhance" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "https://github.com/NUS-HPC-AI-Lab/Enhance-A-Video" + EXPERIMENTAL = True + + def enhance(self, model, weight, latent): + if weight == 0: + return (model,) + + num_frames = latent["samples"].shape[2] + + model_clone = model.clone() + if 'transformer_options' not in model_clone.model_options: + model_clone.model_options['transformer_options'] = {} + model_clone.model_options["transformer_options"]["enhance_weight"] = weight + diffusion_model = model_clone.get_model_object("diffusion_model") + + for idx, block in enumerate(diffusion_model.transformer_blocks): + patched_attn1 = LTXCrossAttentionPatch(num_frames, weight).__get__(block.attn1, block.__class__) + model_clone.add_object_patch(f"diffusion_model.transformer_blocks.{idx}.attn1.forward", patched_attn1) + return (model_clone,) + +def normalized_attention_guidance(self, query, context_positive, context_negative, transformer_options={}): + k_positive = self.norm_k(self.k(context_positive)) + v_positive = self.v(context_positive) + k_negative = self.norm_k(self.k(context_negative)) + v_negative = self.v(context_negative) + + try: + x_positive = comfy.ldm.modules.attention.optimized_attention(query, k_positive, v_positive, heads=self.num_heads, transformer_options=transformer_options).flatten(2) + x_negative = comfy.ldm.modules.attention.optimized_attention(query, k_negative, v_negative, heads=self.num_heads, transformer_options=transformer_options).flatten(2) + except: #backwards compatibility for now + x_positive = comfy.ldm.modules.attention.optimized_attention(query, k_positive, v_positive, heads=self.num_heads).flatten(2) + x_negative = comfy.ldm.modules.attention.optimized_attention(query, k_negative, v_negative, heads=self.num_heads).flatten(2) + + nag_guidance = x_positive * self.nag_scale - x_negative * (self.nag_scale - 1) + + norm_positive = torch.norm(x_positive, p=1, dim=-1, keepdim=True).expand_as(x_positive) + norm_guidance = torch.norm(nag_guidance, p=1, dim=-1, keepdim=True).expand_as(nag_guidance) + + scale = torch.nan_to_num(norm_guidance / norm_positive, nan=10.0) + + mask = scale > self.nag_tau + adjustment = (norm_positive * self.nag_tau) / (norm_guidance + 1e-7) + nag_guidance = torch.where(mask, nag_guidance * adjustment, nag_guidance) + + x = nag_guidance * self.nag_alpha + x_positive * (1 - self.nag_alpha) + del nag_guidance + + return x + +#region NAG +def wan_crossattn_forward_nag(self, x, context, transformer_options={}, **kwargs): + r""" + Args: + x(Tensor): Shape [B, L1, C] + context(Tensor): Shape [B, L2, C] + """ + # Determine batch splitting and context handling + if self.input_type == "default": + # Single or [pos, neg] pair + if context.shape[0] == 1: + x_pos, context_pos = x, context + x_neg, context_neg = None, None + else: + x_pos, x_neg = torch.chunk(x, 2, dim=0) + context_pos, context_neg = torch.chunk(context, 2, dim=0) + elif self.input_type == "batch": + # Standard batch, no CFG + x_pos, context_pos = x, context + x_neg, context_neg = None, None + + # Positive branch + q_pos = self.norm_q(self.q(x_pos)) + nag_context = self.nag_context + if self.input_type == "batch": + nag_context = nag_context.repeat(x_pos.shape[0], 1, 1) + try: + x_pos_out = normalized_attention_guidance(self, q_pos, context_pos, nag_context, transformer_options=transformer_options) + except: #backwards compatibility for now + x_pos_out = normalized_attention_guidance(self, q_pos, context_pos, nag_context) + + # Negative branch + if x_neg is not None and context_neg is not None: + q_neg = self.norm_q(self.q(x_neg)) + k_neg = self.norm_k(self.k(context_neg)) + v_neg = self.v(context_neg) + try: + x_neg_out = comfy.ldm.modules.attention.optimized_attention(q_neg, k_neg, v_neg, heads=self.num_heads, transformer_options=transformer_options) + except: #backwards compatibility for now + x_neg_out = comfy.ldm.modules.attention.optimized_attention(q_neg, k_neg, v_neg, heads=self.num_heads) + x = torch.cat([x_pos_out, x_neg_out], dim=0) + else: + x = x_pos_out + + return self.o(x) + + +def wan_i2v_crossattn_forward_nag(self, x, context, context_img_len, transformer_options={}, **kwargs): + r""" + Args: + x(Tensor): Shape [B, L1, C] + context(Tensor): Shape [B, L2, C] + """ + context_img = context[:, :context_img_len] + context = context[:, context_img_len:] + + q_img = self.norm_q(self.q(x)) + k_img = self.norm_k_img(self.k_img(context_img)) + v_img = self.v_img(context_img) + try: + img_x = comfy.ldm.modules.attention.optimized_attention(q_img, k_img, v_img, heads=self.num_heads, transformer_options=transformer_options) + except: #backwards compatibility for now + img_x = comfy.ldm.modules.attention.optimized_attention(q_img, k_img, v_img, heads=self.num_heads) + + if context.shape[0] == 2: + x, x_real_negative = torch.chunk(x, 2, dim=0) + context_positive, context_negative = torch.chunk(context, 2, dim=0) + else: + context_positive = context + context_negative = None + + q = self.norm_q(self.q(x)) + + x = normalized_attention_guidance(self, q, context_positive, self.nag_context, transformer_options=transformer_options) + + if context_negative is not None: + q_real_negative = self.norm_q(self.q(x_real_negative)) + k_real_negative = self.norm_k(self.k(context_negative)) + v_real_negative = self.v(context_negative) + try: + x_real_negative = comfy.ldm.modules.attention.optimized_attention(q_real_negative, k_real_negative, v_real_negative, heads=self.num_heads, transformer_options=transformer_options) + except: #backwards compatibility for now + x_real_negative = comfy.ldm.modules.attention.optimized_attention(q_real_negative, k_real_negative, v_real_negative, heads=self.num_heads) + x = torch.cat([x, x_real_negative], dim=0) + + # output + x = x + img_x + x = self.o(x) + return x + +class WanCrossAttentionPatch: + def __init__(self, context, nag_scale, nag_alpha, nag_tau, i2v=False, input_type="default"): + self.nag_context = context + self.nag_scale = nag_scale + self.nag_alpha = nag_alpha + self.nag_tau = nag_tau + self.i2v = i2v + self.input_type = input_type + def __get__(self, obj, objtype=None): + # Create bound method with stored parameters + def wrapped_attention(self_module, *args, **kwargs): + self_module.nag_context = self.nag_context + self_module.nag_scale = self.nag_scale + self_module.nag_alpha = self.nag_alpha + self_module.nag_tau = self.nag_tau + self_module.input_type = self.input_type + if self.i2v: + return wan_i2v_crossattn_forward_nag(self_module, *args, **kwargs) + else: + return wan_crossattn_forward_nag(self_module, *args, **kwargs) + return types.MethodType(wrapped_attention, obj) + +class WanVideoNAG: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "conditioning": ("CONDITIONING",), + "nag_scale": ("FLOAT", {"default": 11.0, "min": 0.0, "max": 100.0, "step": 0.001, "tooltip": "Strength of negative guidance effect"}), + "nag_alpha": ("FLOAT", {"default": 0.25, "min": 0.0, "max": 1.0, "step": 0.001, "tooltip": "Mixing coefficient in that controls the balance between the normalized guided representation and the original positive representation."}), + "nag_tau": ("FLOAT", {"default": 2.5, "min": 0.0, "max": 10.0, "step": 0.001, "tooltip": "Clipping threshold that controls how much the guided attention can deviate from the positive attention."}), + }, + "optional": { + "input_type": (["default", "batch"], {"tooltip": "Type of the model input"}), + }, + + } + + RETURN_TYPES = ("MODEL",) + RETURN_NAMES = ("model",) + FUNCTION = "patch" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "https://github.com/ChenDarYen/Normalized-Attention-Guidance" + EXPERIMENTAL = True + + def patch(self, model, conditioning, nag_scale, nag_alpha, nag_tau, input_type="default"): + if nag_scale == 0: + return (model,) + + device = mm.get_torch_device() + dtype = mm.unet_dtype() + + model_clone = model.clone() + + diffusion_model = model_clone.get_model_object("diffusion_model") + + diffusion_model.text_embedding.to(device) + context = diffusion_model.text_embedding(conditioning[0][0].to(device, dtype)) + + type_str = str(type(model.model.model_config).__name__) + i2v = True if "WAN21_I2V" in type_str else False + + for idx, block in enumerate(diffusion_model.blocks): + patched_attn = WanCrossAttentionPatch(context, nag_scale, nag_alpha, nag_tau, i2v, input_type=input_type).__get__(block.cross_attn, block.__class__) + + model_clone.add_object_patch(f"diffusion_model.blocks.{idx}.cross_attn.forward", patched_attn) + + return (model_clone,) + +class SkipLayerGuidanceWanVideo: + @classmethod + def INPUT_TYPES(s): + return {"required": {"model": ("MODEL", ), + "blocks": ("STRING", {"default": "10", "multiline": False}), + "start_percent": ("FLOAT", {"default": 0.2, "min": 0.0, "max": 1.0, "step": 0.001}), + "end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.001}), + }} + RETURN_TYPES = ("MODEL",) + FUNCTION = "slg" + EXPERIMENTAL = True + DESCRIPTION = "Simplified skip layer guidance that only skips the uncond on selected blocks" + DEPRECATED = True + CATEGORY = "advanced/guidance" + + def slg(self, model, start_percent, end_percent, blocks): + def skip(args, extra_args): + transformer_options = extra_args.get("transformer_options", {}) + original_block = extra_args["original_block"] + + if not transformer_options: + raise ValueError("transformer_options not found in extra_args, currently SkipLayerGuidanceWanVideo only works with TeaCacheKJ") + if start_percent <= transformer_options["current_percent"] <= end_percent: + if args["img"].shape[0] == 2: + prev_img_uncond = args["img"][0].unsqueeze(0) + + new_args = { + "img": args["img"][1].unsqueeze(0), + "txt": args["txt"][1].unsqueeze(0), + "vec": args["vec"][1].unsqueeze(0), + "pe": args["pe"][1].unsqueeze(0) + } + + block_out = original_block(new_args) + + out = { + "img": torch.cat([prev_img_uncond, block_out["img"]], dim=0), + "txt": args["txt"], + "vec": args["vec"], + "pe": args["pe"] + } + else: + if transformer_options.get("cond_or_uncond") == [0]: + out = original_block(args) + else: + out = args + else: + out = original_block(args) + return out + + block_list = [int(x.strip()) for x in blocks.split(",")] + blocks = [int(i) for i in block_list] + logging.info(f"Selected blocks to skip uncond on: {blocks}") + + m = model.clone() + + for b in blocks: + #m.set_model_patch_replace(skip, "dit", "double_block", b) + model_options = m.model_options["transformer_options"].copy() + if "patches_replace" not in model_options: + model_options["patches_replace"] = {} + else: + model_options["patches_replace"] = model_options["patches_replace"].copy() + + if "dit" not in model_options["patches_replace"]: + model_options["patches_replace"]["dit"] = {} + else: + model_options["patches_replace"]["dit"] = model_options["patches_replace"]["dit"].copy() + + block = ("double_block", b) + + model_options["patches_replace"]["dit"][block] = skip + m.model_options["transformer_options"] = model_options + + + return (m, ) + +class CFGZeroStarAndInit: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "use_zero_init": ("BOOLEAN", {"default": True}), + "zero_init_steps": ("INT", {"default": 0, "min": 0, "tooltip": "for zero init, starts from 0 so first step is always zeroed out if use_zero_init enabled"}), + }} + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + DESCRIPTION = "https://github.com/WeichenFan/CFG-Zero-star" + CATEGORY = "KJNodes/experimental" + EXPERIMENTAL = True + + def patch(self, model, use_zero_init, zero_init_steps): + def cfg_zerostar(args): + #zero init + cond = args["cond"] + timestep = args["timestep"] + sigmas = args["model_options"]["transformer_options"]["sample_sigmas"] + matched_step_index = (sigmas == timestep[0]).nonzero() + if len(matched_step_index) > 0: + current_step_index = matched_step_index.item() + else: + for i in range(len(sigmas) - 1): + if (sigmas[i] - timestep[0]) * (sigmas[i + 1] - timestep[0]) <= 0: + current_step_index = i + break + else: + current_step_index = 0 + + if (current_step_index <= zero_init_steps) and use_zero_init: + return cond * 0 + + uncond = args["uncond"] + cond_scale = args["cond_scale"] + + batch_size = cond.shape[0] + + positive_flat = cond.view(batch_size, -1) + negative_flat = uncond.view(batch_size, -1) + + dot_product = torch.sum(positive_flat * negative_flat, dim=1, keepdim=True) + squared_norm = torch.sum(negative_flat ** 2, dim=1, keepdim=True) + 1e-8 + alpha = dot_product / squared_norm + alpha = alpha.view(batch_size, *([1] * (len(cond.shape) - 1))) + + noise_pred = uncond * alpha + cond_scale * (cond - uncond * alpha) + return noise_pred + + m = model.clone() + m.set_model_sampler_cfg_function(cfg_zerostar) + return (m, ) + +class GGUFLoaderKJ(io.ComfyNode): + @classmethod + def define_schema(cls): + # Get GGUF models safely, fallback to empty list if unet_gguf folder doesn't exist + try: + gguf_models = folder_paths.get_filename_list("unet_gguf") + except KeyError: + gguf_models = [] + + return io.Schema( + node_id="GGUFLoaderKJ", + category="KJNodes/experimental", + description="Loads a GGUF model with advanced options, requires [ComfyUI-GGUF](https://github.com/city96/ComfyUI-GGUF) to be installed.", + is_experimental=True, + inputs=[ + io.Combo.Input("model_name", options=gguf_models), + io.Combo.Input("extra_model_name", options=gguf_models + ["none"], default="none", tooltip="An extra gguf model to load and merge into the main model, for example VACE module"), + io.Combo.Input("dequant_dtype", options=["default", "target", "float32", "float16", "bfloat16"], default="default"), + io.Combo.Input("patch_dtype", options=["default", "target", "float32", "float16", "bfloat16"], default="default"), + io.Boolean.Input("patch_on_device", default=False), + io.Boolean.Input("enable_fp16_accumulation", default=False, tooltip="Enable torch.backends.cuda.matmul.allow_fp16_accumulation, required minimum pytorch version 2.7.1"), + io.Combo.Input("attention_override", options=["none", "sdpa", "sageattn", "xformers", "flashattn"], default="none", tooltip="Overrides the used attention implementation, requires the respective library to be installed"), + + ], + outputs=[io.Model.Output(),], + ) + + def attention_override_pytorch(func, *args, **kwargs): + new_attention = comfy.ldm.modules.attention.attention_pytorch + return new_attention.__wrapped__(*args, **kwargs) + def attention_override_sage(func, *args, **kwargs): + new_attention = comfy.ldm.modules.attention.attention_sage + return new_attention.__wrapped__(*args, **kwargs) + def attention_override_xformers(func, *args, **kwargs): + new_attention = comfy.ldm.modules.attention.attention_xformers + return new_attention.__wrapped__(*args, **kwargs) + def attention_override_flash(func, *args, **kwargs): + new_attention = comfy.ldm.modules.attention.attention_flash + return new_attention.__wrapped__(*args, **kwargs) + + ATTENTION_OVERRIDES = { + "sdpa": attention_override_pytorch, + "sageattn": attention_override_sage, + "xformers": attention_override_xformers, + "flashattn": attention_override_flash, + } + + + @classmethod + def _get_gguf_module(cls): + gguf_path = os.path.join(folder_paths.folder_names_and_paths["custom_nodes"][0][0], "ComfyUI-GGUF") + """Import GGUF module with version validation""" + for module_name in ["ComfyUI-GGUF", "custom_nodes.ComfyUI-GGUF", "comfyui-gguf", "custom_nodes.comfyui-gguf", gguf_path, gguf_path.lower()]: + try: + module = importlib.import_module(module_name) + return module + except ImportError: + continue + + raise ImportError( + "Compatible ComfyUI-GGUF not found. " + "Please install/update from: https://github.com/city96/ComfyUI-GGUF" + ) + + @classmethod + def execute(cls, model_name, extra_model_name, dequant_dtype, patch_dtype, patch_on_device, attention_override, enable_fp16_accumulation): + gguf_nodes = cls._get_gguf_module() + ops = gguf_nodes.ops.GGMLOps() + + def set_linear_dtype(attr, value): + if value == "default": + setattr(ops.Linear, attr, None) + elif value == "target": + setattr(ops.Linear, attr, value) + else: + setattr(ops.Linear, attr, getattr(torch, value)) + + set_linear_dtype("dequant_dtype", dequant_dtype) + set_linear_dtype("patch_dtype", patch_dtype) + + # init model + extra = {} + model_path = folder_paths.get_full_path("unet", model_name) + try: + sd, extra = gguf_nodes.loader.gguf_sd_loader(model_path) + except: + sd = gguf_nodes.loader.gguf_sd_loader(model_path) + + if extra_model_name is not None and extra_model_name != "none": + if not extra_model_name.endswith(".gguf"): + raise ValueError("Extra model must also be a .gguf file") + extra_model_full_path = folder_paths.get_full_path("unet", extra_model_name) + extra_model = gguf_nodes.loader.gguf_sd_loader(extra_model_full_path) + sd.update(extra_model) + + model = comfy.sd.load_diffusion_model_state_dict( + sd, model_options={"custom_operations": ops}, metadata=extra.get("metadata", {}) + ) + if model is None: + raise RuntimeError(f"ERROR: Could not detect model type of: {model_path}") + + model = gguf_nodes.nodes.GGUFModelPatcher.clone(model) + model.patch_on_device = patch_on_device + + # attention override + if attention_override in cls.ATTENTION_OVERRIDES: + model.model_options["transformer_options"]["optimized_attention_override"] = cls.ATTENTION_OVERRIDES[attention_override] + + if enable_fp16_accumulation: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = True + else: + raise RuntimeError("Failed to set fp16 accumulation, requires pytorch version 2.7.1 or higher") + else: + if hasattr(torch.backends.cuda.matmul, "allow_fp16_accumulation"): + torch.backends.cuda.matmul.allow_fp16_accumulation = False + + return io.NodeOutput(model,) + +try: + from torch.nn.attention.flex_attention import flex_attention, BlockMask +except: + flex_attention = None + BlockMask = None + +class NABLA_AttentionKJ(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "latent": ("LATENT", {"tooltip": "Only used to get the latent shape"}), + "window_time": ("INT", {"default": 11, "min": 1, "tooltip": "Temporal attention window size"}), + "window_width": ("INT", {"default": 3, "min": 1, "tooltip": "Spatial attention window size"}), + "window_height": ("INT", {"default": 3, "min": 1, "tooltip": "Spatial attention window size"}), + "sparsity": ("FLOAT", {"default": 0.9, "min": 0.0, "max": 1.0, "step": 0.01}), + "torch_compile": ("BOOLEAN", {"default": True, "tooltip": "Most likely required for reasonable memory usage"}) + }, + } + + RETURN_TYPES = ("MODEL", ) + FUNCTION = "patch" + DESCRIPTION = "Experimental node for patching attention mode to use NABLA sparse attention for video models, currently only works with Kadinsky5" + CATEGORY = "KJNodes/experimental" + + def patch(self, model, latent, window_time, window_width, window_height, sparsity, torch_compile): + if flex_attention is None or BlockMask is None: + raise RuntimeError("can't import flex_attention from torch.nn.attention, requires newer pytorch version") + + model_clone = model.clone() + samples = latent["samples"] + + sparse_params = get_sparse_params(samples, window_time, window_height, window_width, sparsity) + nabla_attention = NABLA_Attention(sparse_params) + + def attention_override_nabla(func, *args, **kwargs): + return nabla_attention(*args, **kwargs) + + if torch_compile: + attention_override_nabla = torch.compile(attention_override_nabla, mode="max-autotune-no-cudagraphs", dynamic=True) + + # attention override + model_clone.model_options["transformer_options"]["optimized_attention_override"] = attention_override_nabla + + return model_clone, + + +class NABLA_Attention(): + def __init__(self, sparse_params): + self.sparse_params = sparse_params + + def __call__(self, q, k, v, heads, **kwargs): + if q.shape[-2] < 3000 or k.shape[-2] < 3000: + return optimized_attention(q, k, v, heads, **kwargs) + block_mask = self.nablaT_v2(q, k, self.sparse_params["sta_mask"], thr=self.sparse_params["P"]) + out = flex_attention(q, k, v, block_mask=block_mask).transpose(1, 2).contiguous().flatten(-2, -1) + return out + + def nablaT_v2(self, q, k, sta, thr=0.9): + # Map estimation + BLOCK_SIZE = 64 + B, h, S, D = q.shape + s1 = S // BLOCK_SIZE + qa = q.reshape(B, h, s1, BLOCK_SIZE, D).mean(-2) + ka = k.reshape(B, h, s1, BLOCK_SIZE, D).mean(-2).transpose(-2, -1) + map = qa @ ka + + map = torch.softmax(map / math.sqrt(D), dim=-1) + # Map binarization + vals, inds = map.sort(-1) + cvals = vals.cumsum_(-1) + mask = (cvals >= 1 - thr).int() + mask = mask.gather(-1, inds.argsort(-1)) + + mask = torch.logical_or(mask, sta) + + # BlockMask creation + kv_nb = mask.sum(-1).to(torch.int32) + kv_inds = mask.argsort(dim=-1, descending=True).to(torch.int32) + return BlockMask.from_kv_blocks(torch.zeros_like(kv_nb), kv_inds, kv_nb, kv_inds, BLOCK_SIZE=BLOCK_SIZE, mask_mod=None) + +def fast_sta_nabla(T, H, W, wT=3, wH=3, wW=3): + l = torch.Tensor([T, H, W]).amax() + r = torch.arange(0, l, 1, dtype=torch.int16, device=mm.get_torch_device()) + mat = (r.unsqueeze(1) - r.unsqueeze(0)).abs() + sta_t, sta_h, sta_w = ( + mat[:T, :T].flatten(), + mat[:H, :H].flatten(), + mat[:W, :W].flatten(), + ) + sta_t = sta_t <= wT // 2 + sta_h = sta_h <= wH // 2 + sta_w = sta_w <= wW // 2 + sta_hw = (sta_h.unsqueeze(1) * sta_w.unsqueeze(0)).reshape(H, H, W, W).transpose(1, 2).flatten() + sta = (sta_t.unsqueeze(1) * sta_hw.unsqueeze(0)).reshape(T, T, H * W, H * W).transpose(1, 2) + return sta.reshape(T * H * W, T * H * W) + + +def get_sparse_params(x, wT, wH, wW, sparsity=0.9): + B, C, T, H, W = x.shape + #print("x shape:", x.shape) + patch_size = (1, 2, 2) + T, H, W = ( + T // patch_size[0], + H // patch_size[1], + W // patch_size[2], + ) + sta_mask = fast_sta_nabla(T, H // 8, W // 8, wT, wH, wW) + sparse_params = { + "sta_mask": sta_mask.unsqueeze_(0).unsqueeze_(0), + "to_fractal": True, + "P": sparsity, + "wT": wT, + "wH": wH, + "wW": wW, + "add_sta": True, + "visual_shape": (T, H, W), + "method": "topcdf", + } + + return sparse_params + +from comfy.comfy_types.node_typing import IO +class StartRecordCUDAMemoryHistory(): + # @classmethod + # def IS_CHANGED(s): + # return True + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input": (IO.ANY,), + "enabled": (["all", "state", "None"], {"default": "all", "tooltip": "None: disable, 'state': keep info for allocated memory, 'all': keep history of all alloc/free calls"}), + "context": (["all", "state", "alloc", "None"], {"default": "all", "tooltip": "None: no tracebacks, 'state': tracebacks for allocated memory, 'alloc': for alloc calls, 'all': for free calls"}), + "stacks": (["python", "all"], {"default": "all", "tooltip": "'python': Python/TorchScript/inductor frames, 'all': also C++ frames"}), + "max_entries": ("INT", {"default": 100000, "min": 1000, "max": 10000000, "tooltip": "Maximum number of entries to record"}), + }, + } + + RETURN_TYPES = (IO.ANY, ) + RETURN_NAMES = ("input", "output_path",) + FUNCTION = "start" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "THIS NODE ALWAYS RUNS. Starts recording CUDA memory allocation history, can be ended and saved with EndRecordCUDAMemoryHistory. " + + def start(self, input, enabled, context, stacks, max_entries): + mm.soft_empty_cache() + torch.cuda.reset_peak_memory_stats(mm.get_torch_device()) + torch.cuda.memory._record_memory_history( + max_entries=max_entries, + enabled=enabled if enabled != "None" else None, + context=context if context != "None" else None, + stacks=stacks + ) + return input, + +class EndRecordCUDAMemoryHistory(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "input": (IO.ANY,), + "output_path": ("STRING", {"default": "comfy_cuda_memory_history"}, "Base path for saving the CUDA memory history file, timestamp and .pt extension will be added"), + }, + } + + RETURN_TYPES = (IO.ANY, "STRING",) + RETURN_NAMES = ("input", "output_path",) + FUNCTION = "end" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Records CUDA memory allocation history between start and end, saves to a file that can be analyzed here: https://docs.pytorch.org/memory_viz or with VisualizeCUDAMemoryHistory node" + + def end(self, input, output_path): + mm.soft_empty_cache() + time = datetime.datetime.now().strftime("%Y%m%d_%H%M%S") + output_path = f"{output_path}{time}.pt" + torch.cuda.memory._dump_snapshot(output_path) + torch.cuda.memory._record_memory_history(enabled=None) + return input, output_path + + +try: + from server import PromptServer +except: + PromptServer = None + +class VisualizeCUDAMemoryHistory(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "snapshot_path": ("STRING", ), + }, + "hidden": { + "unique_id": "UNIQUE_ID", + }, + } + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("output_path",) + FUNCTION = "visualize" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Visualizes a CUDA memory allocation history file, opens in browser" + OUTPUT_NODE = True + + def visualize(self, snapshot_path, unique_id): + import pickle + from torch.cuda import _memory_viz + import uuid + + from folder_paths import get_output_directory + output_dir = get_output_directory() + + with open(snapshot_path, "rb") as f: + snapshot = pickle.load(f) + + html = _memory_viz.trace_plot(snapshot) + html_filename = f"cuda_memory_history_{uuid.uuid4().hex}.html" + output_path = os.path.join(output_dir, "memory_history", html_filename) + os.makedirs(os.path.dirname(output_path), exist_ok=True) + + with open(output_path, "w", encoding="utf-8") as f: + f.write(html) + + api_url = f"http://localhost:8188/api/view?type=output&filename={html_filename}&subfolder=memory_history" + + # Progress UI + if unique_id and PromptServer is not None: + try: + PromptServer.instance.send_progress_text( + api_url, + unique_id + ) + except: + pass + + return api_url, + + +class ModelMemoryUseReportPatch: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + }} + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + DESCRIPTION = "Adds callbacks to model to report memory usage during after sampling" + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def patch(self, model): + model_clone = model.clone() + device = mm.get_torch_device() + + def reset_mem_usage(model): + torch.cuda.reset_peak_memory_stats(device) + def report_mem_usage(model): + max_memory = torch.cuda.max_memory_allocated(device) / 1024**3 + max_reserved = torch.cuda.max_memory_reserved(device) / 1024**3 + logging.info(f"Sampling max allocated memory: {max_memory=:.3f} GB") + logging.info(f"Sampling max reserved memory: {max_reserved=:.3f} GB") + + model_clone.add_callback(CallbacksMP.ON_PRE_RUN, reset_mem_usage) + model_clone.add_callback(CallbacksMP.ON_CLEANUP, report_mem_usage) + + return (model_clone,) + + +class MemoryUsageFactorAdjustWrapper: + def __init__(self, memory_usage_factor, original_factor): + self.memory_usage_factor = memory_usage_factor + self.original_factor = original_factor + + def __call__(self, executor, model, noise_shape: torch.Tensor, *args, **kwargs): + m = model.clone() + m.model.memory_usage_factor = self.memory_usage_factor + logging.info(f"Temporarily set memory usage factor to {self.memory_usage_factor}") + try: + result = executor(m, noise_shape, *args, **kwargs) + finally: + logging.info(f"Model memory usage calculated, restoring original memory usage factor: {self.original_factor}") + m.model.memory_usage_factor = self.original_factor + return result + +class ModelMemoryUsageFactorOverride: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "memory_usage_factor": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 100.0, "step": 0.001}), + }} + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + DESCRIPTION = "Overrides the memory usage factor of the model during sampling." + EXPERIMENTAL = True + CATEGORY = "KJNodes/experimental" + + def patch(self, model, memory_usage_factor): + model_clone = model.clone() + original_memory_usage_factor = model_clone.model.memory_usage_factor + logging.info(f"Original memory usage factor: {original_memory_usage_factor}") + + wrapper = MemoryUsageFactorAdjustWrapper(memory_usage_factor, original_memory_usage_factor) + model_clone.add_wrapper_with_key( + comfy.patcher_extension.WrappersMP.PREPARE_SAMPLING, + "memory_usage_factor_adjust_prepare_sampling", + wrapper + ) + return (model_clone,) + +def wan_ffn_chunked_forward(self, x): + if x.shape[1] > self.dim_threshold: + chunks = torch.chunk(x, self.num_chunks, dim=1) + output_chunks = [] + for chunk in chunks: + output_chunks.append(torch.nn.Sequential.forward(self, chunk)) + chunked = torch.cat(output_chunks, dim=1) + return chunked + else: + return torch.nn.Sequential.forward(self, x) + +class WanffnChunkPatch: + def __init__(self, num_chunks, dim_threshold=4096): + self.num_chunks = num_chunks + self.dim_threshold = dim_threshold + + def __get__(self, obj, objtype=None): + def wrapped_forward(self_module, *args, **kwargs): + self_module.num_chunks = self.num_chunks + self_module.dim_threshold = self.dim_threshold + return wan_ffn_chunked_forward(self_module, *args, **kwargs) + return types.MethodType(wrapped_forward, obj) + +class WanChunkFeedForward(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="WanChunkFeedForward", + display_name="Wan Chunk FeedForward", + category="KJNodes/wan", + description="EXPERIMENTAL AND MAY CHANGE THE MODEL OUTPUT!! Chunks feedforward activations to reduce peak VRAM usage.", + is_experimental=True, + inputs=[ + io.Model.Input("model"), + io.Int.Input("chunks", default=2, min=1, max=100, step=1, tooltip="Number of chunks to split the feedforward activations into to reduce peak VRAM usage."), + io.Int.Input("dim_threshold", default=4096, min=1024, max=16384, step=256, tooltip="Dimension threshold above which to apply chunking."), + ], + outputs=[ + io.Model.Output(display_name="model"), + ], + ) + + @classmethod + def execute(cls, model, chunks, dim_threshold) -> io.NodeOutput: + if chunks == 1: + return io.NodeOutput(model) + + model_clone = model.clone() + diffusion_model = model_clone.get_model_object("diffusion_model") + + for idx, block in enumerate(diffusion_model.blocks): + patched_ffn = WanffnChunkPatch(chunks, dim_threshold).__get__(block.ffn, block.__class__) + model_clone.add_object_patch(f"diffusion_model.blocks.{idx}.ffn.forward", patched_ffn) + + return io.NodeOutput(model_clone) + +from comfy.samplers import KSAMPLER +from comfy.k_diffusion.sampling import to_d +from tqdm import tqdm +def sample_selfrefinevideo(model, x, sigmas, stochastic_step_map, certain_percentage=0.999, uncertainty_threshold=0.25, extra_args=None, callback=None, disable=None, verbose=False, video_shape=None, seed=None): + extra_args = {} if extra_args is None else extra_args + sigma_in = x.new_ones([x.shape[0]]) + + if seed is not None: + generator = torch.Generator(torch.device("cpu")).manual_seed(seed) + + pbar = tqdm(total=len(sigmas) - 1, disable=disable, desc="Sampling") + + for i in range(len(sigmas) - 1): + + # Get stochastic steps for this noise level + current_num_anneal_steps = stochastic_step_map.get(i, 0) + use_stochastic = current_num_anneal_steps > 0 + m = current_num_anneal_steps + 1 if use_stochastic else 1 + + sigma, sigma_next = sigmas[i], sigmas[i + 1] + + prev_certain_mask = None + prev_denoised = None + prev_denoised_full = None + prev_x_next = None + prev_x_next_video = None + is_certain = False + + for ii in range(m): + if m > 1: + pbar.set_description(f"Step {i}/{len(sigmas)-1} (substep {ii+1}/{m})") + # Early exit if certain threshold reached + if is_certain: + x = prev_x_next + break + + # Determine input + noise = torch.randn(x.shape, device=torch.device("cpu"), generator=generator).to(x) + x_in = x if ii == 0 else (1.0 - sigma) * prev_denoised_full + sigma * noise + if ii > 0: + x = x_in + + denoised = model(x_in, sigmas[i] * sigma_in, **extra_args) + + if callback is not None: + callback({'x': x, 'i': i, 'sigma': sigmas[i], 'sigma_hat': sigmas[i], 'denoised': denoised}) + + # Compute next latents + d = to_d(x, sigma, denoised) + x_next = x + (sigma_next - sigma) * d + + # Separate video and audio if joint model + if d.ndim == 3 and video_shape is not None: + cut = math.prod(video_shape[1:]) + denoised_video = denoised[:, :, :cut].reshape([denoised.shape[0]] + list(video_shape)[1:]) + x_next_video = x_next[:, :, :cut].reshape([denoised.shape[0]] + list(video_shape)[1:]) + denoised_audio = denoised[:, :, cut:] + x_next_audio = x_next[:, :, cut:] + if verbose: + tqdm.write(f"Video shape: {denoised_video.shape}, Audio shape: {denoised_audio.shape}") + else: + denoised_video = denoised + x_next_video = x_next + denoised_audio = None + x_next_audio = None + + # Stochastic sampling with uncertainty masking + if use_stochastic and prev_denoised is not None: + # Compute uncertainty and masking on video part + diff = denoised_video - prev_denoised + uncertainty = torch.sqrt(torch.sum(diff ** 2, dim=1)) / denoised_video.shape[1] + certain_mask = uncertainty < uncertainty_threshold + + if verbose: + tqdm.write(f"Step {i}/{len(sigmas)-1} substep {ii+1}/{m}:") + tqdm.write(f"Uncertainty: min {uncertainty.min():.4f}, max {uncertainty.max():.4f}, threshold {uncertainty_threshold}") + tqdm.write(f"Certain pixels: {certain_mask.sum()}/{certain_mask.numel()} = {certain_mask.sum()/certain_mask.numel():.4f}") + + # Update certain mask (union with previous) + if prev_certain_mask is not None: + certain_mask = certain_mask | prev_certain_mask + + # Check certainty threshold + if certain_mask.sum() / certain_mask.numel() > certain_percentage: + is_certain = True + if verbose: + tqdm.write(f"{ii}/{current_num_anneal_steps}: Certain region is more than {certain_percentage}, we are certain") + + # Apply masking to video + certain_mask_float = certain_mask.float().unsqueeze(1) + x_next_video = certain_mask_float * prev_x_next_video + (1.0 - certain_mask_float) * x_next_video + denoised_video = certain_mask_float * prev_denoised + (1.0 - certain_mask_float) * denoised_video + + # Reconstruct full latents by replacing the video portion + if x_next_audio is not None: + # Flatten masked video back to match original format and replace video portion + x_next = x_next.clone() + x_next[:, :, :cut] = x_next_video.reshape([x_next_video.shape[0], x_next.shape[1], -1]) + # Also reconstruct full denoised for next iteration input + denoised_full = denoised.clone() + denoised_full[:, :, :cut] = denoised_video.reshape([denoised_video.shape[0], denoised.shape[1], -1]) + else: + # No audio separation + x_next = x_next_video + denoised_full = denoised_video + + prev_certain_mask = certain_mask + prev_denoised = denoised_video + prev_denoised_full = denoised_full + prev_x_next_video = x_next_video + prev_x_next = x_next + elif use_stochastic: + # For first stochastic step, create denoised_full if we have audio + if x_next_audio is not None: + denoised_full = denoised.clone() + denoised_full[:, :, :cut] = denoised_video.reshape([denoised_video.shape[0], denoised.shape[1], -1]) + else: + denoised_full = denoised_video + + prev_certain_mask = None + prev_denoised = denoised_video + prev_denoised_full = denoised_full + prev_x_next_video = x_next_video + prev_x_next = x_next + + # Update x for final step + if use_stochastic and ii == m - 1: + x = prev_x_next + elif not use_stochastic: + x = x_next + + pbar.update(1) + if m == 1: + pbar.set_description("Sampling") + pbar.close() + return x + +class SamplerSelfRefineVideo(io.ComfyNode): + @classmethod + def define_schema(cls): + default_ranges = [ + (2, 5, 3), # Range 1 + (6, 14, 1), # Range 2 + ] + + options = [] + + # Option 1: 2 ranges + range_inputs_2 = [] + for i in range(1, 3): + start_default, end_default, steps_default = default_ranges[i - 1] + range_inputs_2.extend([ + io.Int.Input(f"start_step{i}", default=start_default, min=0, max=999, step=1, tooltip=f"Start step for range {i}"), + io.Int.Input(f"end_step{i}", default=end_default, min=0, max=999, step=1, tooltip=f"End step for range {i}"), + io.Int.Input(f"steps_{i}", default=steps_default, min=1, max=100, step=1, tooltip=f"Number of P&P steps for range {i}"), + ]) + options.append(io.DynamicCombo.Option(key="2 ranges", inputs=range_inputs_2)) + + # Option 2: 1 range + range_inputs_1 = [] + for i in range(1, 2): + start_default, end_default, steps_default = default_ranges[i - 1] + range_inputs_1.extend([ + io.Int.Input(f"start_step{i}", default=start_default, min=0, max=999, step=1, tooltip=f"Start step for range {i}"), + io.Int.Input(f"end_step{i}", default=end_default, min=0, max=999, step=1, tooltip=f"End step for range {i}"), + io.Int.Input(f"steps_{i}", default=steps_default, min=1, max=100, step=1, tooltip=f"Number of P&P steps for range {i}"), + ]) + options.append(io.DynamicCombo.Option(key="1 range", inputs=range_inputs_1)) + + # Option 3: Manual string input + options.append(io.DynamicCombo.Option( + key="from_string", + inputs=[ + io.String.Input( + "stochastic_plan", + default="2-5:3,6-14:1", + multiline=True, + tooltip="Format: 'start-end:steps,start-end:steps' e.g. '2-5:3,6-14:1'" + ) + ] + )) + return io.Schema( + node_id="SamplerSelfRefineVideo", + category="KJNodes/samplers", + description="Attempt to implement https://github.com/agwmon/self-refine-video, for testing only, MAY NOT WORK AS INTENDED.", + is_experimental=True, + inputs=[ + io.DynamicCombo.Input("input_mode", options=options, tooltip="How to configure the step plan"), + io.Float.Input("certain_percentage", default=0.999, min=0.0, max=1.0, step=0.001, round=False, tooltip="Percentage of certain pixels to consider the frame as certain and skip further refinement"), + io.Float.Input("uncertainty_threshold", default=0.2, min=0.0, max=1.0, step=0.01, round=False, tooltip="Threshold of uncertainty to consider a pixel uncertain"), + io.Boolean.Input("verbose", default=False, tooltip="Enable verbose logging during sampling"), + io.Latent.Input("latent", optional=True, tooltip="Optional latent input to get input shape for LTX2 audio/video separation"), + io.Int.Input("seed", default=0, min=0, max=0xffffffffffffffff, step=1, tooltip="Seed for stochastic sampling"), + ], + outputs=[io.Sampler.Output()] + ) + + @classmethod + def execute(cls, input_mode, certain_percentage, uncertainty_threshold, seed, verbose, latent=None) -> io.NodeOutput: + video_shape = None + if latent is not None: + video_shape = latent["samples"].shape + + range_keys = sorted([k for k in input_mode.keys() if k.startswith('start_step')]) + stochastic_step_map = {} + if "stochastic_plan" in input_mode: + # Parse manual string format: "2-5:3,6-14:1" + plan_str = input_mode["stochastic_plan"] + ranges = plan_str.split(",") + for range_spec in ranges: + range_spec = range_spec.strip() + if not range_spec: + continue + try: + range_part, steps_part = range_spec.split(":") + start, end = range_part.split("-") + start, end, steps = int(start), int(end), int(steps_part) + for idx in range(start, end + 1): + stochastic_step_map[idx] = steps + except ValueError: + raise ValueError(f"Invalid format in stochastic_plan: '{range_spec}'. Expected format: 'start-end:steps'") + else: + range_keys = [k for k in input_mode.keys() if k.startswith('start_step')] + for start_key in range_keys: + i = start_key.replace('start_step', '') + start = input_mode.get(f"start_step{i}") + end = input_mode.get(f"end_step{i}") + steps = input_mode.get(f"steps_{i}") + + if start is not None and end is not None and steps is not None: + for idx in range(start, end + 1): + stochastic_step_map[idx] = steps + + sampler = KSAMPLER(sample_selfrefinevideo, { + "stochastic_step_map": stochastic_step_map, + "certain_percentage": certain_percentage, + "uncertainty_threshold": uncertainty_threshold, + "verbose": verbose, + "video_shape": video_shape, + "seed": seed, + }) + return io.NodeOutput(sampler) diff --git a/custom_nodes/ComfyUI-KJNodes/nodes/nodes.py b/custom_nodes/ComfyUI-KJNodes/nodes/nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..2d17dd4d62c7c9375280c14911b094fe8f1701d4 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/nodes/nodes.py @@ -0,0 +1,3311 @@ +import torch +import torch.nn as nn +import numpy as np +from PIL import Image +import json, re, os, time +import importlib + +from comfy import model_management +import folder_paths +from nodes import MAX_RESOLUTION +from comfy.utils import common_upscale, ProgressBar, load_torch_file +from comfy.comfy_types.node_typing import IO +from comfy_api.latest import io +import node_helpers +from io import BytesIO + +script_directory = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +folder_paths.add_model_folder_path("kjnodes_fonts", os.path.join(script_directory, "fonts")) + +class BOOLConstant: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "value": ("BOOLEAN", {"default": True}), + }, + } + RETURN_TYPES = ("BOOLEAN",) + RETURN_NAMES = ("value",) + FUNCTION = "get_value" + CATEGORY = "KJNodes/constants" + SEARCH_ALIASES = ["boolean", "value"] + + def get_value(self, value): + return (value,) + +class INTConstant: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "value": ("INT", {"default": 0, "min": -0xffffffffffffffff, "max": 0xffffffffffffffff}), + }, + } + RETURN_TYPES = ("INT",) + RETURN_NAMES = ("value",) + FUNCTION = "get_value" + CATEGORY = "KJNodes/constants" + SEARCH_ALIASES = ["integer", "value"] + + def get_value(self, value): + return (value,) + +class FloatConstant: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "value": ("FLOAT", {"default": 0.0, "min": -0xffffffffffffffff, "max": 0xffffffffffffffff, "step": 0.00001}), + }, + } + + RETURN_TYPES = ("FLOAT",) + RETURN_NAMES = ("value",) + FUNCTION = "get_value" + CATEGORY = "KJNodes/constants" + SEARCH_ALIASES = ["float", "value"] + + def get_value(self, value): + return (round(value, 6),) + +class StringConstant: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "string": ("STRING", {"default": '', "multiline": False}), + } + } + RETURN_TYPES = ("STRING",) + FUNCTION = "passtring" + CATEGORY = "KJNodes/constants" + SEARCH_ALIASES = ["text", "value"] + + def passtring(self, string): + return (string, ) + +class StringConstantMultiline: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "string": ("STRING", {"default": "", "multiline": True}), + "strip_newlines": ("BOOLEAN", {"default": True}), + } + } + RETURN_TYPES = ("STRING",) + FUNCTION = "stringify" + CATEGORY = "KJNodes/constants" + SEARCH_ALIASES = ["text", "value"] + + def stringify(self, string, strip_newlines): + new_string = string + if strip_newlines: + new_string = new_string.replace('\n', '').strip() + return (new_string,) + + + +class ScaleBatchPromptSchedule: + + RETURN_TYPES = ("STRING",) + FUNCTION = "scaleschedule" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ +Scales a batch schedule from Fizz' nodes BatchPromptSchedule +to a different frame count. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input_str": ("STRING", {"forceInput": True,"default": "0:(0.0),\n7:(1.0),\n15:(0.0)\n"}), + "old_frame_count": ("INT", {"forceInput": True,"default": 1,"min": 1, "max": 4096, "step": 1}), + "new_frame_count": ("INT", {"forceInput": True,"default": 1,"min": 1, "max": 4096, "step": 1}), + + }, + } + + def scaleschedule(self, old_frame_count, input_str, new_frame_count): + pattern = r'"(\d+)"\s*:\s*"(.*?)"(?:,|\Z)' + frame_strings = dict(re.findall(pattern, input_str)) + + # Calculate the scaling factor + scaling_factor = (new_frame_count - 1) / (old_frame_count - 1) + + # Initialize a dictionary to store the new frame numbers and strings + new_frame_strings = {} + + # Iterate over the frame numbers and strings + for old_frame, string in frame_strings.items(): + # Calculate the new frame number + new_frame = int(round(int(old_frame) * scaling_factor)) + + # Store the new frame number and corresponding string + new_frame_strings[new_frame] = string + + # Format the output string + output_str = ', '.join([f'"{k}":"{v}"' for k, v in sorted(new_frame_strings.items())]) + return (output_str,) + + +class GetLatentsFromBatchIndexed: + + RETURN_TYPES = ("LATENT",) + FUNCTION = "indexedlatentsfrombatch" + CATEGORY = "KJNodes/latents" + DESCRIPTION = """ +Selects and returns the latents at the specified indices as an latent batch. +""" + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "latents": ("LATENT",), + "indexes": ("STRING", {"default": "0, 1, 2", "multiline": True}), + "latent_format": (["BCHW", "BTCHW", "BCTHW"], {"default": "BCHW"}), + }, + } + + def indexedlatentsfrombatch(self, latents, indexes, latent_format): + + samples = latents.copy() + latent_samples = samples["samples"] + + # Parse the indexes string into a list of integers + index_list = [int(index.strip()) for index in indexes.split(',')] + + # Convert list of indices to a PyTorch tensor + indices_tensor = torch.tensor(index_list, dtype=torch.long) + + # Select the latents at the specified indices + if latent_format == "BCHW": + chosen_latents = latent_samples[indices_tensor] + elif latent_format == "BTCHW": + chosen_latents = latent_samples[:, indices_tensor] + elif latent_format == "BCTHW": + chosen_latents = latent_samples[:, :, indices_tensor] + + samples["samples"] = chosen_latents + return (samples,) + + +class ConditioningMultiCombine: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 20, "step": 1}), + "operation": (["combine", "concat"], {"default": "combine"}), + "conditioning_1": ("CONDITIONING", ), + "conditioning_2": ("CONDITIONING", ), + }, + } + + RETURN_TYPES = ("CONDITIONING", "INT") + RETURN_NAMES = ("combined", "inputcount") + FUNCTION = "combine" + CATEGORY = "KJNodes/masking/conditioning" + DESCRIPTION = """ +Combines multiple conditioning nodes into one +""" + + def combine(self, inputcount, operation, **kwargs): + from nodes import ConditioningCombine + from nodes import ConditioningConcat + cond_combine_node = ConditioningCombine() + cond_concat_node = ConditioningConcat() + cond = kwargs["conditioning_1"] + for c in range(1, inputcount): + new_cond = kwargs[f"conditioning_{c + 1}"] + if operation == "combine": + cond = cond_combine_node.combine(cond, new_cond)[0] + elif operation == "concat": + cond = cond_concat_node.concat(cond, new_cond)[0] + return (cond, inputcount,) + +class AppendStringsToList: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "string1": ("STRING", {"default": '', "forceInput": True}), + "string2": ("STRING", {"default": '', "forceInput": True}), + } + } + RETURN_TYPES = ("STRING",) + FUNCTION = "joinstring" + CATEGORY = "KJNodes/text" + + def joinstring(self, string1, string2): + if not isinstance(string1, list): + string1 = [string1] + if not isinstance(string2, list): + string2 = [string2] + + joined_string = string1 + string2 + return (joined_string, ) + +class JoinStrings: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "delimiter": ("STRING", {"default": ' ', "multiline": False}), + }, + "optional": { + "string1": ("STRING", {"default": '', "forceInput": True}), + "string2": ("STRING", {"default": '', "forceInput": True}), + } + } + RETURN_TYPES = ("STRING",) + FUNCTION = "joinstring" + CATEGORY = "KJNodes/text" + + def joinstring(self, delimiter, string1="", string2=""): + joined_string = string1 + delimiter + string2 + return (joined_string, ) + +class JoinStringMulti: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "inputcount": ("INT", {"default": 2, "min": 2, "max": 1000, "step": 1}), + "string_1": ("STRING", {"default": '', "forceInput": True}), + "delimiter": ("STRING", {"default": ' ', "multiline": False}), + "return_list": ("BOOLEAN", {"default": False}), + }, + "optional": { + "string_2": ("STRING", {"default": '', "forceInput": True}), + } + } + + RETURN_TYPES = ("STRING",) + RETURN_NAMES = ("string",) + FUNCTION = "combine" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +Creates single string, or a list of strings, from +multiple input strings. +You can set how many inputs the node has, +with the **inputcount** and clicking update. +""" + + def combine(self, inputcount, delimiter, **kwargs): + string = kwargs["string_1"] + return_list = kwargs["return_list"] + strings = [string] # Initialize a list with the first string + for c in range(1, inputcount): + new_string = kwargs.get(f"string_{c + 1}", "") + if not new_string: + continue + if return_list: + strings.append(new_string) # Add new string to the list + else: + string = string + delimiter + new_string + if return_list: + return (strings,) # Return the list of strings + else: + return (string,) # Return the combined string + +class CondPassThrough: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + }, + "optional": { + "positive": ("CONDITIONING", ), + "negative": ("CONDITIONING", ), + }, + } + + RETURN_TYPES = ("CONDITIONING", "CONDITIONING",) + RETURN_NAMES = ("positive", "negative") + FUNCTION = "passthrough" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ + Simply passes through the positive and negative conditioning, + workaround for Set node not allowing bypassed inputs. +""" + + def passthrough(self, positive=None, negative=None): + return (positive, negative,) + +class ModelPassThrough: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + }, + "optional": { + "model": ("MODEL", ), + }, + } + + RETURN_TYPES = ("MODEL", ) + RETURN_NAMES = ("model",) + FUNCTION = "passthrough" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ + Simply passes through the model, + workaround for Set node not allowing bypassed inputs. +""" + + def passthrough(self, model=None): + return (model,) + +def append_helper(t, mask, c, set_area_to_bounds, strength): + n = [t[0], t[1].copy()] + _, h, w = mask.shape + n[1]['mask'] = mask + n[1]['set_area_to_bounds'] = set_area_to_bounds + n[1]['mask_strength'] = strength + c.append(n) + +class ConditioningSetMaskAndCombine: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "positive_1": ("CONDITIONING", ), + "negative_1": ("CONDITIONING", ), + "positive_2": ("CONDITIONING", ), + "negative_2": ("CONDITIONING", ), + "mask_1": ("MASK", ), + "mask_2": ("MASK", ), + "mask_1_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_2_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "set_cond_area": (["default", "mask bounds"],), + } + } + + RETURN_TYPES = ("CONDITIONING","CONDITIONING",) + RETURN_NAMES = ("combined_positive", "combined_negative",) + FUNCTION = "append" + CATEGORY = "KJNodes/masking/conditioning" + DESCRIPTION = """ +Bundles multiple conditioning mask and combine nodes into one,functionality is identical to ComfyUI native nodes +""" + + def append(self, positive_1, negative_1, positive_2, negative_2, mask_1, mask_2, set_cond_area, mask_1_strength, mask_2_strength): + c = [] + c2 = [] + set_area_to_bounds = False + if set_cond_area != "default": + set_area_to_bounds = True + if len(mask_1.shape) < 3: + mask_1 = mask_1.unsqueeze(0) + if len(mask_2.shape) < 3: + mask_2 = mask_2.unsqueeze(0) + for t in positive_1: + append_helper(t, mask_1, c, set_area_to_bounds, mask_1_strength) + for t in positive_2: + append_helper(t, mask_2, c, set_area_to_bounds, mask_2_strength) + for t in negative_1: + append_helper(t, mask_1, c2, set_area_to_bounds, mask_1_strength) + for t in negative_2: + append_helper(t, mask_2, c2, set_area_to_bounds, mask_2_strength) + return (c, c2) + +class ConditioningSetMaskAndCombine3: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "positive_1": ("CONDITIONING", ), + "negative_1": ("CONDITIONING", ), + "positive_2": ("CONDITIONING", ), + "negative_2": ("CONDITIONING", ), + "positive_3": ("CONDITIONING", ), + "negative_3": ("CONDITIONING", ), + "mask_1": ("MASK", ), + "mask_2": ("MASK", ), + "mask_3": ("MASK", ), + "mask_1_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_2_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_3_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "set_cond_area": (["default", "mask bounds"],), + } + } + + RETURN_TYPES = ("CONDITIONING","CONDITIONING",) + RETURN_NAMES = ("combined_positive", "combined_negative",) + FUNCTION = "append" + CATEGORY = "KJNodes/masking/conditioning" + DESCRIPTION = """ +Bundles multiple conditioning mask and combine nodes into one,functionality is identical to ComfyUI native nodes +""" + + def append(self, positive_1, negative_1, positive_2, positive_3, negative_2, negative_3, mask_1, mask_2, mask_3, set_cond_area, mask_1_strength, mask_2_strength, mask_3_strength): + c = [] + c2 = [] + set_area_to_bounds = False + if set_cond_area != "default": + set_area_to_bounds = True + if len(mask_1.shape) < 3: + mask_1 = mask_1.unsqueeze(0) + if len(mask_2.shape) < 3: + mask_2 = mask_2.unsqueeze(0) + if len(mask_3.shape) < 3: + mask_3 = mask_3.unsqueeze(0) + for t in positive_1: + append_helper(t, mask_1, c, set_area_to_bounds, mask_1_strength) + for t in positive_2: + append_helper(t, mask_2, c, set_area_to_bounds, mask_2_strength) + for t in positive_3: + append_helper(t, mask_3, c, set_area_to_bounds, mask_3_strength) + for t in negative_1: + append_helper(t, mask_1, c2, set_area_to_bounds, mask_1_strength) + for t in negative_2: + append_helper(t, mask_2, c2, set_area_to_bounds, mask_2_strength) + for t in negative_3: + append_helper(t, mask_3, c2, set_area_to_bounds, mask_3_strength) + return (c, c2) + +class ConditioningSetMaskAndCombine4: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "positive_1": ("CONDITIONING", ), + "negative_1": ("CONDITIONING", ), + "positive_2": ("CONDITIONING", ), + "negative_2": ("CONDITIONING", ), + "positive_3": ("CONDITIONING", ), + "negative_3": ("CONDITIONING", ), + "positive_4": ("CONDITIONING", ), + "negative_4": ("CONDITIONING", ), + "mask_1": ("MASK", ), + "mask_2": ("MASK", ), + "mask_3": ("MASK", ), + "mask_4": ("MASK", ), + "mask_1_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_2_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_3_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_4_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "set_cond_area": (["default", "mask bounds"],), + } + } + + RETURN_TYPES = ("CONDITIONING","CONDITIONING",) + RETURN_NAMES = ("combined_positive", "combined_negative",) + FUNCTION = "append" + CATEGORY = "KJNodes/masking/conditioning" + DESCRIPTION = """ +Bundles multiple conditioning mask and combine nodes into one,functionality is identical to ComfyUI native nodes +""" + + def append(self, positive_1, negative_1, positive_2, positive_3, positive_4, negative_2, negative_3, negative_4, mask_1, mask_2, mask_3, mask_4, set_cond_area, mask_1_strength, mask_2_strength, mask_3_strength, mask_4_strength): + c = [] + c2 = [] + set_area_to_bounds = False + if set_cond_area != "default": + set_area_to_bounds = True + if len(mask_1.shape) < 3: + mask_1 = mask_1.unsqueeze(0) + if len(mask_2.shape) < 3: + mask_2 = mask_2.unsqueeze(0) + if len(mask_3.shape) < 3: + mask_3 = mask_3.unsqueeze(0) + if len(mask_4.shape) < 3: + mask_4 = mask_4.unsqueeze(0) + for t in positive_1: + append_helper(t, mask_1, c, set_area_to_bounds, mask_1_strength) + for t in positive_2: + append_helper(t, mask_2, c, set_area_to_bounds, mask_2_strength) + for t in positive_3: + append_helper(t, mask_3, c, set_area_to_bounds, mask_3_strength) + for t in positive_4: + append_helper(t, mask_4, c, set_area_to_bounds, mask_4_strength) + for t in negative_1: + append_helper(t, mask_1, c2, set_area_to_bounds, mask_1_strength) + for t in negative_2: + append_helper(t, mask_2, c2, set_area_to_bounds, mask_2_strength) + for t in negative_3: + append_helper(t, mask_3, c2, set_area_to_bounds, mask_3_strength) + for t in negative_4: + append_helper(t, mask_4, c2, set_area_to_bounds, mask_4_strength) + return (c, c2) + +class ConditioningSetMaskAndCombine5: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "positive_1": ("CONDITIONING", ), + "negative_1": ("CONDITIONING", ), + "positive_2": ("CONDITIONING", ), + "negative_2": ("CONDITIONING", ), + "positive_3": ("CONDITIONING", ), + "negative_3": ("CONDITIONING", ), + "positive_4": ("CONDITIONING", ), + "negative_4": ("CONDITIONING", ), + "positive_5": ("CONDITIONING", ), + "negative_5": ("CONDITIONING", ), + "mask_1": ("MASK", ), + "mask_2": ("MASK", ), + "mask_3": ("MASK", ), + "mask_4": ("MASK", ), + "mask_5": ("MASK", ), + "mask_1_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_2_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_3_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_4_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "mask_5_strength": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 10.0, "step": 0.01}), + "set_cond_area": (["default", "mask bounds"],), + } + } + + RETURN_TYPES = ("CONDITIONING","CONDITIONING",) + RETURN_NAMES = ("combined_positive", "combined_negative",) + FUNCTION = "append" + CATEGORY = "KJNodes/masking/conditioning" + DESCRIPTION = """ +Bundles multiple conditioning mask and combine nodes into one,functionality is identical to ComfyUI native nodes +""" + + def append(self, positive_1, negative_1, positive_2, positive_3, positive_4, positive_5, negative_2, negative_3, negative_4, negative_5, mask_1, mask_2, mask_3, mask_4, mask_5, set_cond_area, mask_1_strength, mask_2_strength, mask_3_strength, mask_4_strength, mask_5_strength): + c = [] + c2 = [] + set_area_to_bounds = False + if set_cond_area != "default": + set_area_to_bounds = True + if len(mask_1.shape) < 3: + mask_1 = mask_1.unsqueeze(0) + if len(mask_2.shape) < 3: + mask_2 = mask_2.unsqueeze(0) + if len(mask_3.shape) < 3: + mask_3 = mask_3.unsqueeze(0) + if len(mask_4.shape) < 3: + mask_4 = mask_4.unsqueeze(0) + if len(mask_5.shape) < 3: + mask_5 = mask_5.unsqueeze(0) + for t in positive_1: + append_helper(t, mask_1, c, set_area_to_bounds, mask_1_strength) + for t in positive_2: + append_helper(t, mask_2, c, set_area_to_bounds, mask_2_strength) + for t in positive_3: + append_helper(t, mask_3, c, set_area_to_bounds, mask_3_strength) + for t in positive_4: + append_helper(t, mask_4, c, set_area_to_bounds, mask_4_strength) + for t in positive_5: + append_helper(t, mask_5, c, set_area_to_bounds, mask_5_strength) + for t in negative_1: + append_helper(t, mask_1, c2, set_area_to_bounds, mask_1_strength) + for t in negative_2: + append_helper(t, mask_2, c2, set_area_to_bounds, mask_2_strength) + for t in negative_3: + append_helper(t, mask_3, c2, set_area_to_bounds, mask_3_strength) + for t in negative_4: + append_helper(t, mask_4, c2, set_area_to_bounds, mask_4_strength) + for t in negative_5: + append_helper(t, mask_5, c2, set_area_to_bounds, mask_5_strength) + return (c, c2) + +class VRAM_Debug: + + @classmethod + + def INPUT_TYPES(s): + return { + "required": { + + "empty_cache": ("BOOLEAN", {"default": True}), + "gc_collect": ("BOOLEAN", {"default": True}), + "unload_all_models": ("BOOLEAN", {"default": False}), + }, + "optional": { + "any_input": (IO.ANY,), + "image_pass": ("IMAGE",), + "model_pass": ("MODEL",), + } + } + + RETURN_TYPES = (IO.ANY, "IMAGE","MODEL","INT", "INT",) + RETURN_NAMES = ("any_output", "image_pass", "model_pass", "freemem_before", "freemem_after") + FUNCTION = "VRAMdebug" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ +Returns the inputs unchanged, they are only used as triggers, +and performs comfy model management functions and garbage collection, +reports free VRAM before and after the operations. +""" + + def VRAMdebug(self, gc_collect, empty_cache, unload_all_models, image_pass=None, model_pass=None, any_input=None): + freemem_before = model_management.get_free_memory() + print("VRAMdebug: free memory before: ", f"{freemem_before:,.0f}") + if empty_cache: + model_management.soft_empty_cache() + if unload_all_models: + model_management.unload_all_models() + if gc_collect: + import gc + gc.collect() + freemem_after = model_management.get_free_memory() + print("VRAMdebug: free memory after: ", f"{freemem_after:,.0f}") + print("VRAMdebug: freed memory: ", f"{freemem_after - freemem_before:,.0f}") + return {"ui": { + "text": [f"{freemem_before:,.0f}x{freemem_after:,.0f}"]}, + "result": (any_input, image_pass, model_pass, freemem_before, freemem_after) + } + +class SomethingToString: + @classmethod + + def INPUT_TYPES(s): + return { + "required": { + "input": (IO.ANY, ), + }, + "optional": { + "prefix": ("STRING", {"default": ""}), + "suffix": ("STRING", {"default": ""}), + } + } + RETURN_TYPES = ("STRING",) + FUNCTION = "stringify" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +Converts any type to a string. +""" + + def stringify(self, input, prefix="", suffix=""): + if isinstance(input, (int, float, bool, str)): + stringified = str(input) + elif isinstance(input, list): + stringified = ', '.join(str(item) for item in input) + else: + return input, + if prefix: # Check if prefix is not empty + stringified = prefix + stringified # Add the prefix + if suffix: # Check if suffix is not empty + stringified = stringified + suffix # Add the suffix + + return (stringified,) + +class Sleep: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "input": (IO.ANY, ), + "minutes": ("INT", {"default": 0, "min": 0, "max": 1439}), + "seconds": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 59.99, "step": 0.01}), + }, + } + RETURN_TYPES = (IO.ANY,) + FUNCTION = "sleepdelay" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ +Delays the execution for the input amount of time. +""" + + def sleepdelay(self, input, minutes, seconds): + total_seconds = minutes * 60 + seconds + time.sleep(total_seconds) + return input, + +class EmptyLatentImagePresets: + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "dimensions": ( + [ + '512 x 512 (1:1)', + '768 x 512 (1.5:1)', + '960 x 512 (1.875:1)', + '1024 x 512 (2:1)', + '1024 x 576 (1.778:1)', + '1536 x 640 (2.4:1)', + '1344 x 768 (1.75:1)', + '1216 x 832 (1.46:1)', + '1152 x 896 (1.286:1)', + '1024 x 1024 (1:1)', + ], + { + "default": '512 x 512 (1:1)' + }), + + "invert": ("BOOLEAN", {"default": False}), + "batch_size": ("INT", { + "default": 1, + "min": 1, + "max": 4096 + }), + }, + } + + RETURN_TYPES = ("LATENT", "INT", "INT") + RETURN_NAMES = ("Latent", "Width", "Height") + FUNCTION = "generate" + CATEGORY = "KJNodes/latents" + + def generate(self, dimensions, invert, batch_size): + from nodes import EmptyLatentImage + result = [x.strip() for x in dimensions.split('x')] + + # Remove the aspect ratio part + result[0] = result[0].split('(')[0].strip() + result[1] = result[1].split('(')[0].strip() + + if invert: + width = int(result[1].split(' ')[0]) + height = int(result[0]) + else: + width = int(result[0]) + height = int(result[1].split(' ')[0]) + latent = EmptyLatentImage().generate(width, height, batch_size)[0] + + return (latent, int(width), int(height),) + +class EmptyLatentImageCustomPresets: + @classmethod + def INPUT_TYPES(cls): + try: + with open(os.path.join(script_directory, 'custom_dimensions.json')) as f: + dimensions_dict = json.load(f) + except FileNotFoundError: + dimensions_dict = [] + return { + "required": { + "dimensions": ( + [f"{d['label']} - {d['value']}" for d in dimensions_dict], + ), + + "invert": ("BOOLEAN", {"default": False}), + "batch_size": ("INT", { + "default": 1, + "min": 1, + "max": 4096 + }), + }, + } + + RETURN_TYPES = ("LATENT", "INT", "INT") + RETURN_NAMES = ("Latent", "Width", "Height") + FUNCTION = "generate" + CATEGORY = "KJNodes/latents" + DESCRIPTION = """ +Generates an empty latent image with the specified dimensions. +The choices are loaded from 'custom_dimensions.json' in the nodes folder. +""" + + def generate(self, dimensions, invert, batch_size): + from nodes import EmptyLatentImage + # Split the string into label and value + label, value = dimensions.split(' - ') + # Split the value into width and height + width, height = [x.strip() for x in value.split('x')] + + if invert: + width, height = height, width + + latent = EmptyLatentImage().generate(int(width), int(height), batch_size)[0] + + return (latent, int(width), int(height),) + +class WidgetToString: + @classmethod + def IS_CHANGED(cls,*,id,node_title,any_input,**kwargs): + if any_input is not None and (id != 0 or node_title != ""): + return float("NaN") + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "id": ("INT", {"default": 0, "min": 0, "max": 100000, "step": 1}), + "widget_name": ("STRING", {"multiline": False}), + "return_all": ("BOOLEAN", {"default": False}), + }, + "optional": { + "any_input": (IO.ANY, ), + "node_title": ("STRING", {"multiline": False}), + "allowed_float_decimals": ("INT", {"default": 2, "min": 0, "max": 10, "tooltip": "Number of decimal places to display for float values"}), + }, + "hidden": {"extra_pnginfo": "EXTRA_PNGINFO", + "prompt": "PROMPT", + "unique_id": "UNIQUE_ID",}, + } + + RETURN_TYPES = ("STRING", ) + FUNCTION = "get_widget_value" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +Selects a node and it's specified widget and outputs the value as a string. +If no node id or title is provided it will use the 'any_input' link and use that node. +To see node id's, enable "Node ID Badge Mode" in main settings. +Alternatively you can search with the node title. Node titles ONLY exist if they +are manually edited! +'widget_name' can be a comma separated list. +The 'any_input' is required for making sure the node you want the value from exists in the workflow. +""" + + def get_widget_value(self, id, widget_name, extra_pnginfo, prompt, unique_id, return_all=False, any_input=None, node_title="", allowed_float_decimals=2): + workflow = extra_pnginfo["workflow"] + #print(json.dumps(workflow, indent=4)) + results = [] + node_id = link_id = subgraph_prefix = None + link_to_node_map = {} + node_to_subgraph_map = {} # Track which subgraph each node belongs to + + # Parse unique_id - handle both "parent:id" format and simple int format + if isinstance(unique_id, str) and ":" in unique_id: + unique_id_parts = unique_id.split(":") + unique_id_int = int(unique_id_parts[-1]) # Use the last part as the node id + subgraph_prefix = ":".join(unique_id_parts[:-1]) # Store the parent prefix (e.g., "14") + else: + unique_id_int = int(unique_id) + + # Collect all nodes from main workflow and subgraphs + all_nodes = list(workflow.get("nodes", [])) + definitions = workflow.get("definitions", {}) + subgraphs = definitions.get("subgraphs", []) + + # Find which main workflow node references each subgraph + subgraph_id_to_parent = {} + for node in workflow.get("nodes", []): + node_type = node.get("type", "") + # Subgraph nodes have a UUID as their type + if "-" in node_type and len(node_type) == 36: # UUID format check + subgraph_id_to_parent[node_type] = node["id"] + + for subgraph in subgraphs: + subgraph_id = subgraph.get("id", "") + parent_node_id = subgraph_id_to_parent.get(subgraph_id) + + subgraph_nodes = subgraph.get("nodes", []) + for node in subgraph_nodes: + # Track which subgraph (parent node) this node belongs to + if parent_node_id is not None: + node_to_subgraph_map[node["id"]] = parent_node_id + all_nodes.extend(subgraph_nodes) + + # Also build link_to_node_map from subgraph links + subgraph_links = subgraph.get("links", []) + for link in subgraph_links: + # link format: [link_id, origin_id, origin_slot, target_id, target_slot, type] + if isinstance(link, dict): + link_to_node_map[link["id"]] = link["origin_id"] + elif isinstance(link, list) and len(link) >= 2: + link_to_node_map[link[0]] = link[1] + + for node in all_nodes: + if node_title: + if "title" in node: + if node["title"] == node_title: + node_id = node["id"] + break + else: + print("Node title not found.") + elif id != 0: + if node["id"] == id: + node_id = id + break + elif any_input is not None: + if node["type"] == "WidgetToString" and node["id"] == unique_id_int and not link_id: + for node_input in node["inputs"]: + if node_input["name"] == "any_input": + link_id = node_input["link"] + + # Construct a map of links to node IDs for future reference + node_outputs = node.get("outputs", None) + if not node_outputs: + continue + for output in node_outputs: + node_links = output.get("links", None) + if not node_links: + continue + for link in node_links: + link_to_node_map[link] = node["id"] + if link_id and link == link_id: + break + + if link_id: + node_id = link_to_node_map.get(link_id, None) + + if node_id is None: + raise ValueError("No matching node found for the given title or id") + + # Determine the correct prompt key + # First check if the target node is in a subgraph + target_subgraph_parent = node_to_subgraph_map.get(node_id) + + if target_subgraph_parent is not None: + # Target node is in a subgraph, use the parent node id as prefix + prompt_key = f"{target_subgraph_parent}:{node_id}" + elif subgraph_prefix is not None: + # We're in a subgraph, use our prefix + prompt_key = f"{subgraph_prefix}:{node_id}" + else: + prompt_key = str(node_id) + + # Try the prefixed key first, then fall back to just the node_id + if prompt_key not in prompt: + prompt_key = str(node_id) + + if prompt_key not in prompt: + raise KeyError(f"Node not found in prompt. Tried keys: '{target_subgraph_parent}:{node_id}' and '{node_id}'") + + values = prompt[prompt_key] + if "inputs" in values: + inputs = values["inputs"] + + # support comma-separated list and trim whitespace + widget_names = [] + if widget_name: + widget_names = [w.strip() for w in widget_name.split(",") if w.strip()] + + if return_all: + # Format items based on type + formatted_items = [] + for k, v in inputs.items(): + if isinstance(v, float): + item = f"{k}: {v:.{allowed_float_decimals}f}" + else: + item = f"{k}: {str(v)}" + formatted_items.append(item) + results.append(", ".join(formatted_items)) + + # Single widget name (trimmed) + elif len(widget_names) == 1: + name = widget_names[0] + if name in inputs: + v = inputs[name] + if isinstance(v, float): + v = f"{v:.{allowed_float_decimals}f}" + else: + v = str(v) + return (v, ) + else: + raise NameError(f"Widget not found: {node_id}.{name}") + + # Multiple widget names: return "name: value" pairs + elif len(widget_names) > 1: + formatted_items = [] + for name in widget_names: + if name not in inputs: + raise NameError(f"Widget not found: {node_id}.{name}") + v = inputs[name] + if isinstance(v, float): + v = f"{v:.{allowed_float_decimals}f}" + else: + v = str(v) + formatted_items.append(f"{name}: {v}") + return (", ".join(formatted_items), ) + + else: + # No valid widget name provided + raise NameError(f"Widget not found: {node_id}.{widget_name}") + + return (", ".join(results).strip(", "), ) + + +class DummyOut: + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "any_input": (IO.ANY, ), + } + } + + RETURN_TYPES = (IO.ANY,) + FUNCTION = "dummy" + CATEGORY = "KJNodes/misc" + OUTPUT_NODE = True + DESCRIPTION = """ +Does nothing, used to trigger generic workflow output. +A way to get previews in the UI without saving anything to disk. +""" + + def dummy(self, any_input): + return (any_input,) + +class FlipSigmasAdjusted: + @classmethod + def INPUT_TYPES(s): + return {"required": + {"sigmas": ("SIGMAS", ), + "divide_by_last_sigma": ("BOOLEAN", {"default": False}), + "divide_by": ("FLOAT", {"default": 1,"min": 1, "max": 255, "step": 0.01}), + "offset_by": ("INT", {"default": 1,"min": -100, "max": 100, "step": 1}), + } + } + RETURN_TYPES = ("SIGMAS", "STRING",) + RETURN_NAMES = ("SIGMAS", "sigmas_string",) + CATEGORY = "KJNodes/noise" + FUNCTION = "get_sigmas_adjusted" + + def get_sigmas_adjusted(self, sigmas, divide_by_last_sigma, divide_by, offset_by): + + sigmas = sigmas.flip(0) + if sigmas[0] == 0: + sigmas[0] = 0.0001 + adjusted_sigmas = sigmas.clone() + #offset sigma + for i in range(1, len(sigmas)): + offset_index = i - offset_by + if 0 <= offset_index < len(sigmas): + adjusted_sigmas[i] = sigmas[offset_index] + else: + adjusted_sigmas[i] = 0.0001 + if adjusted_sigmas[0] == 0: + adjusted_sigmas[0] = 0.0001 + if divide_by_last_sigma: + adjusted_sigmas = adjusted_sigmas / adjusted_sigmas[-1] + + sigma_np_array = adjusted_sigmas.numpy() + array_string = np.array2string(sigma_np_array, precision=2, separator=', ', threshold=np.inf) + adjusted_sigmas = adjusted_sigmas / divide_by + return (adjusted_sigmas, array_string,) + +class CustomSigmas: + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "sigmas_string" :("STRING", {"default": "14.615, 6.475, 3.861, 2.697, 1.886, 1.396, 0.963, 0.652, 0.399, 0.152, 0.029","multiline": True}), + "interpolate_to_steps": ("INT", {"default": 10,"min": 0, "max": 255, "step": 1}), + } + } + RETURN_TYPES = ("SIGMAS",) + RETURN_NAMES = ("SIGMAS",) + CATEGORY = "KJNodes/noise" + FUNCTION = "customsigmas" + DESCRIPTION = """ +Creates a sigmas tensor from a string of comma separated values. +Examples: + +Nvidia's optimized AYS 10 step schedule for SD 1.5: +14.615, 6.475, 3.861, 2.697, 1.886, 1.396, 0.963, 0.652, 0.399, 0.152, 0.029 +SDXL: +14.615, 6.315, 3.771, 2.181, 1.342, 0.862, 0.555, 0.380, 0.234, 0.113, 0.029 +SVD: +700.00, 54.5, 15.886, 7.977, 4.248, 1.789, 0.981, 0.403, 0.173, 0.034, 0.002 +""" + def customsigmas(self, sigmas_string, interpolate_to_steps): + sigmas_list = sigmas_string.split(', ') + sigmas_float_list = [float(sigma) for sigma in sigmas_list] + sigmas_tensor = torch.FloatTensor(sigmas_float_list) + if len(sigmas_tensor) != interpolate_to_steps + 1: + sigmas_tensor = self.loglinear_interp(sigmas_tensor, interpolate_to_steps + 1) + sigmas_tensor[-1] = 0 + return (sigmas_tensor.float(),) + + def loglinear_interp(self, t_steps, num_steps): + """ + Performs log-linear interpolation of a given array of decreasing numbers. + """ + t_steps_np = t_steps.numpy() + + xs = np.linspace(0, 1, len(t_steps_np)) + ys = np.log(t_steps_np[::-1]) + + new_xs = np.linspace(0, 1, num_steps) + new_ys = np.interp(new_xs, xs, ys) + + interped_ys = np.exp(new_ys)[::-1].copy() + interped_ys_tensor = torch.tensor(interped_ys) + return interped_ys_tensor + +class StringToFloatList: + @classmethod + def INPUT_TYPES(s): + return {"required": + { + "string" :("STRING", {"default": "1, 2, 3", "multiline": True}), + } + } + RETURN_TYPES = ("FLOAT",) + RETURN_NAMES = ("FLOAT",) + CATEGORY = "KJNodes/misc" + FUNCTION = "createlist" + + def createlist(self, string): + float_list = [float(x.strip()) for x in string.split(',')] + return (float_list,) + + +class InjectNoiseToLatent: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "latents":("LATENT",), + "strength": ("FLOAT", {"default": 0.1, "min": 0.0, "max": 200.0, "step": 0.0001}), + "noise": ("LATENT",), + "normalize": ("BOOLEAN", {"default": False}), + "average": ("BOOLEAN", {"default": False}), + }, + "optional":{ + "mask": ("MASK", ), + "mix_randn_amount": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1000.0, "step": 0.001}), + "seed": ("INT", {"default": 123,"min": 0, "max": 0xffffffffffffffff, "step": 1}), + } + } + + RETURN_TYPES = ("LATENT",) + FUNCTION = "injectnoise" + CATEGORY = "KJNodes/noise" + + def injectnoise(self, latents, strength, noise, normalize, average, mix_randn_amount=0, seed=None, mask=None): + samples = latents["samples"].clone().cpu() + noise = noise["samples"].clone().cpu() + if samples.shape != samples.shape: + raise ValueError("InjectNoiseToLatent: Latent and noise must have the same shape") + if average: + noised = (samples + noise) / 2 + else: + noised = samples + noise * strength + if normalize: + noised = noised / noised.std() + if mask is not None: + mask = torch.nn.functional.interpolate(mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])), size=(noised.shape[2], noised.shape[3]), mode="bilinear") + mask = mask.expand((-1,noised.shape[1],-1,-1)) + if mask.shape[0] < noised.shape[0]: + mask = mask.repeat((noised.shape[0] -1) // mask.shape[0] + 1, 1, 1, 1)[:noised.shape[0]] + noised = mask * noised + (1-mask) * samples + if mix_randn_amount > 0: + if seed is not None: + generator = torch.manual_seed(seed) + rand_noise = torch.randn(noised.size(), dtype=noised.dtype, layout=noised.layout, generator=generator, device="cpu") + noised = noised + (mix_randn_amount * rand_noise) + + return ({"samples":noised},) + +class SoundReactive: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "sound_level": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 99999, "step": 0.01}), + "start_range_hz": ("INT", {"default": 150, "min": 0, "max": 9999, "step": 1}), + "end_range_hz": ("INT", {"default": 2000, "min": 0, "max": 9999, "step": 1}), + "multiplier": ("FLOAT", {"default": 1.0, "min": 0.01, "max": 99999, "step": 0.01}), + "smoothing_factor": ("FLOAT", {"default": 0.5, "min": 0.0, "max": 1.0, "step": 0.01}), + "normalize": ("BOOLEAN", {"default": False}), + }, + } + + RETURN_TYPES = ("FLOAT","INT",) + RETURN_NAMES =("sound_level", "sound_level_int",) + FUNCTION = "react" + CATEGORY = "KJNodes/audio" + DESCRIPTION = """ +Reacts to the sound level of the input. +Uses your browsers sound input options and requires. +Meant to be used with realtime diffusion with autoqueue. +""" + + def react(self, sound_level, start_range_hz, end_range_hz, smoothing_factor, multiplier, normalize): + + sound_level *= multiplier + + if normalize: + sound_level /= 255 + + sound_level_int = int(sound_level) + return (sound_level, sound_level_int, ) + +class GenerateNoise: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "width": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "height": ("INT", {"default": 512,"min": 16, "max": 4096, "step": 1}), + "batch_size": ("INT", {"default": 1, "min": 1, "max": 4096}), + "seed": ("INT", {"default": 123,"min": 0, "max": 0xffffffffffffffff, "step": 1}), + "multiplier": ("FLOAT", {"default": 1.0,"min": 0.0, "max": 4096, "step": 0.01}), + "constant_batch_noise": ("BOOLEAN", {"default": False}), + "normalize": ("BOOLEAN", {"default": False}), + }, + "optional": { + "model": ("MODEL", ), + "sigmas": ("SIGMAS", ), + "latent_channels": (['4', '16', ],), + "shape": (["BCHW", "BCTHW","BTCHW",],), + } + } + + RETURN_TYPES = ("LATENT",) + FUNCTION = "generatenoise" + CATEGORY = "KJNodes/noise" + DESCRIPTION = """ +Generates noise for injection or to be used as empty latents on samplers with add_noise off. +""" + + def generatenoise(self, batch_size, width, height, seed, multiplier, constant_batch_noise, normalize, sigmas=None, model=None, latent_channels=4, shape="BCHW"): + + generator = torch.manual_seed(seed) + if shape == "BCHW": + noise = torch.randn([batch_size, int(latent_channels), height // 8, width // 8], dtype=torch.float32, layout=torch.strided, generator=generator, device="cpu") + elif shape == "BCTHW": + noise = torch.randn([1, int(latent_channels), batch_size,height // 8, width // 8], dtype=torch.float32, layout=torch.strided, generator=generator, device="cpu") + elif shape == "BTCHW": + noise = torch.randn([1, batch_size, int(latent_channels), height // 8, width // 8], dtype=torch.float32, layout=torch.strided, generator=generator, device="cpu") + if sigmas is not None: + sigma = sigmas[0] - sigmas[-1] + sigma /= model.model.latent_format.scale_factor + noise *= sigma + + noise *=multiplier + + if normalize: + noise = noise / noise.std() + if constant_batch_noise: + noise = noise[0].repeat(batch_size, 1, 1, 1) + + + return ({"samples":noise}, ) + +def camera_embeddings(elevation, azimuth): + elevation = torch.as_tensor([elevation]) + azimuth = torch.as_tensor([azimuth]) + embeddings = torch.stack( + [ + torch.deg2rad( + (90 - elevation) - (90) + ), # Zero123 polar is 90-elevation + torch.sin(torch.deg2rad(azimuth)), + torch.cos(torch.deg2rad(azimuth)), + torch.deg2rad( + 90 - torch.full_like(elevation, 0) + ), + ], dim=-1).unsqueeze(1) + + return embeddings + +def interpolate_angle(start, end, fraction): + # Calculate the difference in angles and adjust for wraparound if necessary + diff = (end - start + 540) % 360 - 180 + # Apply fraction to the difference + interpolated = start + fraction * diff + # Normalize the result to be within the range of -180 to 180 + return (interpolated + 180) % 360 - 180 + + +class StableZero123_BatchSchedule: + @classmethod + def INPUT_TYPES(s): + return {"required": { "clip_vision": ("CLIP_VISION",), + "init_image": ("IMAGE",), + "vae": ("VAE",), + "width": ("INT", {"default": 256, "min": 16, "max": MAX_RESOLUTION, "step": 8}), + "height": ("INT", {"default": 256, "min": 16, "max": MAX_RESOLUTION, "step": 8}), + "batch_size": ("INT", {"default": 1, "min": 1, "max": 4096}), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out"],), + "azimuth_points_string": ("STRING", {"default": "0:(0.0),\n7:(1.0),\n15:(0.0)\n", "multiline": True}), + "elevation_points_string": ("STRING", {"default": "0:(0.0),\n7:(0.0),\n15:(0.0)\n", "multiline": True}), + }} + + RETURN_TYPES = ("CONDITIONING", "CONDITIONING", "LATENT") + RETURN_NAMES = ("positive", "negative", "latent") + FUNCTION = "encode" + CATEGORY = "KJNodes/experimental" + + def encode(self, clip_vision, init_image, vae, width, height, batch_size, azimuth_points_string, elevation_points_string, interpolation): + output = clip_vision.encode_image(init_image) + pooled = output.image_embeds.unsqueeze(0) + pixels = common_upscale(init_image.movedim(-1,1), width, height, "bilinear", "center").movedim(1,-1) + encode_pixels = pixels[:,:,:,:3] + t = vae.encode(encode_pixels) + + def ease_in(t): + return t * t + def ease_out(t): + return 1 - (1 - t) * (1 - t) + def ease_in_out(t): + return 3 * t * t - 2 * t * t * t + + # Parse the azimuth input string into a list of tuples + azimuth_points = [] + azimuth_points_string = azimuth_points_string.rstrip(',\n') + for point_str in azimuth_points_string.split(','): + frame_str, azimuth_str = point_str.split(':') + frame = int(frame_str.strip()) + azimuth = float(azimuth_str.strip()[1:-1]) + azimuth_points.append((frame, azimuth)) + # Sort the points by frame number + azimuth_points.sort(key=lambda x: x[0]) + + # Parse the elevation input string into a list of tuples + elevation_points = [] + elevation_points_string = elevation_points_string.rstrip(',\n') + for point_str in elevation_points_string.split(','): + frame_str, elevation_str = point_str.split(':') + frame = int(frame_str.strip()) + elevation_val = float(elevation_str.strip()[1:-1]) + elevation_points.append((frame, elevation_val)) + # Sort the points by frame number + elevation_points.sort(key=lambda x: x[0]) + + # Index of the next point to interpolate towards + next_point = 1 + next_elevation_point = 1 + + positive_cond_out = [] + positive_pooled_out = [] + negative_cond_out = [] + negative_pooled_out = [] + + #azimuth interpolation + for i in range(batch_size): + # Find the interpolated azimuth for the current frame + while next_point < len(azimuth_points) and i >= azimuth_points[next_point][0]: + next_point += 1 + # If next_point is equal to the length of points, we've gone past the last point + if next_point == len(azimuth_points): + next_point -= 1 # Set next_point to the last index of points + prev_point = max(next_point - 1, 0) # Ensure prev_point is not less than 0 + + # Calculate fraction + if azimuth_points[next_point][0] != azimuth_points[prev_point][0]: # Prevent division by zero + fraction = (i - azimuth_points[prev_point][0]) / (azimuth_points[next_point][0] - azimuth_points[prev_point][0]) + if interpolation == "ease_in": + fraction = ease_in(fraction) + elif interpolation == "ease_out": + fraction = ease_out(fraction) + elif interpolation == "ease_in_out": + fraction = ease_in_out(fraction) + + # Use the new interpolate_angle function + interpolated_azimuth = interpolate_angle(azimuth_points[prev_point][1], azimuth_points[next_point][1], fraction) + else: + interpolated_azimuth = azimuth_points[prev_point][1] + # Interpolate the elevation + next_elevation_point = 1 + while next_elevation_point < len(elevation_points) and i >= elevation_points[next_elevation_point][0]: + next_elevation_point += 1 + if next_elevation_point == len(elevation_points): + next_elevation_point -= 1 + prev_elevation_point = max(next_elevation_point - 1, 0) + + if elevation_points[next_elevation_point][0] != elevation_points[prev_elevation_point][0]: + fraction = (i - elevation_points[prev_elevation_point][0]) / (elevation_points[next_elevation_point][0] - elevation_points[prev_elevation_point][0]) + if interpolation == "ease_in": + fraction = ease_in(fraction) + elif interpolation == "ease_out": + fraction = ease_out(fraction) + elif interpolation == "ease_in_out": + fraction = ease_in_out(fraction) + + interpolated_elevation = interpolate_angle(elevation_points[prev_elevation_point][1], elevation_points[next_elevation_point][1], fraction) + else: + interpolated_elevation = elevation_points[prev_elevation_point][1] + + cam_embeds = camera_embeddings(interpolated_elevation, interpolated_azimuth) + cond = torch.cat([pooled, cam_embeds.repeat((pooled.shape[0], 1, 1))], dim=-1) + + positive_pooled_out.append(t) + positive_cond_out.append(cond) + negative_pooled_out.append(torch.zeros_like(t)) + negative_cond_out.append(torch.zeros_like(pooled)) + + # Concatenate the conditions and pooled outputs + final_positive_cond = torch.cat(positive_cond_out, dim=0) + final_positive_pooled = torch.cat(positive_pooled_out, dim=0) + final_negative_cond = torch.cat(negative_cond_out, dim=0) + final_negative_pooled = torch.cat(negative_pooled_out, dim=0) + + # Structure the final output + final_positive = [[final_positive_cond, {"concat_latent_image": final_positive_pooled}]] + final_negative = [[final_negative_cond, {"concat_latent_image": final_negative_pooled}]] + + latent = torch.zeros([batch_size, 4, height // 8, width // 8]) + return (final_positive, final_negative, {"samples": latent}) + +def linear_interpolate(start, end, fraction): + return start + (end - start) * fraction + +class SV3D_BatchSchedule: + @classmethod + def INPUT_TYPES(s): + return {"required": { "clip_vision": ("CLIP_VISION",), + "init_image": ("IMAGE",), + "vae": ("VAE",), + "width": ("INT", {"default": 576, "min": 16, "max": MAX_RESOLUTION, "step": 8}), + "height": ("INT", {"default": 576, "min": 16, "max": MAX_RESOLUTION, "step": 8}), + "batch_size": ("INT", {"default": 21, "min": 1, "max": 4096}), + "interpolation": (["linear", "ease_in", "ease_out", "ease_in_out"],), + "azimuth_points_string": ("STRING", {"default": "0:(0.0),\n9:(180.0),\n20:(360.0)\n", "multiline": True}), + "elevation_points_string": ("STRING", {"default": "0:(0.0),\n9:(0.0),\n20:(0.0)\n", "multiline": True}), + }} + + RETURN_TYPES = ("CONDITIONING", "CONDITIONING", "LATENT") + RETURN_NAMES = ("positive", "negative", "latent") + FUNCTION = "encode" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = """ +Allow scheduling of the azimuth and elevation conditions for SV3D. +Note that SV3D is still a video model and the schedule needs to always go forward +https://huggingface.co/stabilityai/sv3d +""" + + def encode(self, clip_vision, init_image, vae, width, height, batch_size, azimuth_points_string, elevation_points_string, interpolation): + output = clip_vision.encode_image(init_image) + pooled = output.image_embeds.unsqueeze(0) + pixels = common_upscale(init_image.movedim(-1,1), width, height, "bilinear", "center").movedim(1,-1) + encode_pixels = pixels[:,:,:,:3] + t = vae.encode(encode_pixels) + + def ease_in(t): + return t * t + def ease_out(t): + return 1 - (1 - t) * (1 - t) + def ease_in_out(t): + return 3 * t * t - 2 * t * t * t + + # Parse the azimuth input string into a list of tuples + azimuth_points = [] + azimuth_points_string = azimuth_points_string.rstrip(',\n') + for point_str in azimuth_points_string.split(','): + frame_str, azimuth_str = point_str.split(':') + frame = int(frame_str.strip()) + azimuth = float(azimuth_str.strip()[1:-1]) + azimuth_points.append((frame, azimuth)) + # Sort the points by frame number + azimuth_points.sort(key=lambda x: x[0]) + + # Parse the elevation input string into a list of tuples + elevation_points = [] + elevation_points_string = elevation_points_string.rstrip(',\n') + for point_str in elevation_points_string.split(','): + frame_str, elevation_str = point_str.split(':') + frame = int(frame_str.strip()) + elevation_val = float(elevation_str.strip()[1:-1]) + elevation_points.append((frame, elevation_val)) + # Sort the points by frame number + elevation_points.sort(key=lambda x: x[0]) + + # Index of the next point to interpolate towards + next_point = 1 + next_elevation_point = 1 + elevations = [] + azimuths = [] + # For azimuth interpolation + for i in range(batch_size): + # Find the interpolated azimuth for the current frame + while next_point < len(azimuth_points) and i >= azimuth_points[next_point][0]: + next_point += 1 + if next_point == len(azimuth_points): + next_point -= 1 + prev_point = max(next_point - 1, 0) + + if azimuth_points[next_point][0] != azimuth_points[prev_point][0]: + fraction = (i - azimuth_points[prev_point][0]) / (azimuth_points[next_point][0] - azimuth_points[prev_point][0]) + # Apply the ease function to the fraction + if interpolation == "ease_in": + fraction = ease_in(fraction) + elif interpolation == "ease_out": + fraction = ease_out(fraction) + elif interpolation == "ease_in_out": + fraction = ease_in_out(fraction) + + interpolated_azimuth = linear_interpolate(azimuth_points[prev_point][1], azimuth_points[next_point][1], fraction) + else: + interpolated_azimuth = azimuth_points[prev_point][1] + + # Interpolate the elevation + next_elevation_point = 1 + while next_elevation_point < len(elevation_points) and i >= elevation_points[next_elevation_point][0]: + next_elevation_point += 1 + if next_elevation_point == len(elevation_points): + next_elevation_point -= 1 + prev_elevation_point = max(next_elevation_point - 1, 0) + + if elevation_points[next_elevation_point][0] != elevation_points[prev_elevation_point][0]: + fraction = (i - elevation_points[prev_elevation_point][0]) / (elevation_points[next_elevation_point][0] - elevation_points[prev_elevation_point][0]) + # Apply the ease function to the fraction + if interpolation == "ease_in": + fraction = ease_in(fraction) + elif interpolation == "ease_out": + fraction = ease_out(fraction) + elif interpolation == "ease_in_out": + fraction = ease_in_out(fraction) + + interpolated_elevation = linear_interpolate(elevation_points[prev_elevation_point][1], elevation_points[next_elevation_point][1], fraction) + else: + interpolated_elevation = elevation_points[prev_elevation_point][1] + + azimuths.append(interpolated_azimuth) + elevations.append(interpolated_elevation) + + #print("azimuths", azimuths) + #print("elevations", elevations) + + # Structure the final output + final_positive = [[pooled, {"concat_latent_image": t, "elevation": elevations, "azimuth": azimuths}]] + final_negative = [[torch.zeros_like(pooled), {"concat_latent_image": torch.zeros_like(t),"elevation": elevations, "azimuth": azimuths}]] + + latent = torch.zeros([batch_size, 4, height // 8, width // 8]) + return (final_positive, final_negative, {"samples": latent}) + +class LoadResAdapterNormalization: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "resadapter_path": (folder_paths.get_filename_list("checkpoints"), ) + } + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "load_res_adapter" + CATEGORY = "KJNodes/experimental" + + def load_res_adapter(self, model, resadapter_path): + print("ResAdapter: Checking ResAdapter path") + resadapter_full_path = folder_paths.get_full_path("checkpoints", resadapter_path) + if not os.path.exists(resadapter_full_path): + raise Exception("Invalid model path") + else: + print("ResAdapter: Loading ResAdapter normalization weights") + from comfy.utils import load_torch_file + prefix_to_remove = 'diffusion_model.' + model_clone = model.clone() + norm_state_dict = load_torch_file(resadapter_full_path) + new_values = {key[len(prefix_to_remove):]: value for key, value in norm_state_dict.items() if key.startswith(prefix_to_remove)} + print("ResAdapter: Attempting to add patches with ResAdapter weights") + try: + for key in model.model.diffusion_model.state_dict().keys(): + if key in new_values: + original_tensor = model.model.diffusion_model.state_dict()[key] + new_tensor = new_values[key].to(model.model.diffusion_model.dtype) + if original_tensor.shape == new_tensor.shape: + model_clone.add_object_patch(f"diffusion_model.{key}.data", new_tensor) + else: + print("ResAdapter: No match for key: ",key) + except: + raise Exception("Could not patch model, this way of patching was added to ComfyUI on March 3rd 2024, is your ComfyUI up to date?") + print("ResAdapter: Added resnet normalization patches") + return (model_clone, ) + +class Superprompt: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "instruction_prompt": ("STRING", {"default": 'Expand the following prompt to add more detail', "multiline": True}), + "prompt": ("STRING", {"default": '', "multiline": True, "forceInput": True}), + "max_new_tokens": ("INT", {"default": 128, "min": 1, "max": 4096, "step": 1}), + } + } + + RETURN_TYPES = ("STRING",) + FUNCTION = "process" + CATEGORY = "KJNodes/text" + DESCRIPTION = """ +# SuperPrompt +A T5 model fine-tuned on the SuperPrompt dataset for +upsampling text prompts to more detailed descriptions. +Meant to be used as a pre-generation step for text-to-image +models that benefit from more detailed prompts. +https://huggingface.co/roborovski/superprompt-v1 +""" + + def process(self, instruction_prompt, prompt, max_new_tokens): + device = model_management.get_torch_device() + from transformers import T5Tokenizer, T5ForConditionalGeneration + + checkpoint_path = os.path.join(script_directory, "models","superprompt-v1") + if not os.path.exists(checkpoint_path): + print(f"Downloading model to: {checkpoint_path}") + from huggingface_hub import snapshot_download + snapshot_download(repo_id="roborovski/superprompt-v1", + local_dir=checkpoint_path, + local_dir_use_symlinks=False) + tokenizer = T5Tokenizer.from_pretrained("google/flan-t5-small", legacy=False) + + model = T5ForConditionalGeneration.from_pretrained(checkpoint_path, device_map=device) + model.to(device) + input_text = instruction_prompt + ": " + prompt + + input_ids = tokenizer(input_text, return_tensors="pt").input_ids.to(device) + outputs = model.generate(input_ids, max_new_tokens=max_new_tokens) + out = (tokenizer.decode(outputs[0])) + out = out.replace('', '') + out = out.replace('', '') + + return (out, ) + + +class CameraPoseVisualizer: + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "pose_file_path": ("STRING", {"default": '', "multiline": False}), + "base_xval": ("FLOAT", {"default": 0.2,"min": 0, "max": 100, "step": 0.01}), + "zval": ("FLOAT", {"default": 0.3,"min": 0, "max": 100, "step": 0.01}), + "scale": ("FLOAT", {"default": 1.0,"min": 0.01, "max": 10.0, "step": 0.01}), + "use_exact_fx": ("BOOLEAN", {"default": False}), + "relative_c2w": ("BOOLEAN", {"default": True}), + "use_viewer": ("BOOLEAN", {"default": False}), + }, + "optional": { + "cameractrl_poses": ("CAMERACTRL_POSES", {"default": None}), + } + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "plot" + CATEGORY = "KJNodes/misc" + DESCRIPTION = """ +Visualizes the camera poses, from Animatediff-Evolved CameraCtrl Pose +or a .txt file with RealEstate camera intrinsics and coordinates, in a 3D plot. +""" + + def plot(self, pose_file_path, scale, base_xval, zval, use_exact_fx, relative_c2w, use_viewer, cameractrl_poses=None): + import matplotlib as mpl + import matplotlib.pyplot as plt + from torchvision.transforms import ToTensor + + x_min = -2.0 * scale + x_max = 2.0 * scale + y_min = -2.0 * scale + y_max = 2.0 * scale + z_min = -2.0 * scale + z_max = 2.0 * scale + plt.rcParams['text.color'] = '#999999' + self.fig = plt.figure(figsize=(18, 7)) + self.fig.patch.set_facecolor('#353535') + self.ax = self.fig.add_subplot(projection='3d') + self.ax.set_facecolor('#353535') # Set the background color here + self.ax.grid(color='#999999', linestyle='-', linewidth=0.5) + self.plotly_data = None # plotly data traces + self.ax.set_aspect("auto") + self.ax.set_xlim(x_min, x_max) + self.ax.set_ylim(y_min, y_max) + self.ax.set_zlim(z_min, z_max) + self.ax.set_xlabel('x', color='#999999') + self.ax.set_ylabel('y', color='#999999') + self.ax.set_zlabel('z', color='#999999') + for text in self.ax.get_xticklabels() + self.ax.get_yticklabels() + self.ax.get_zticklabels(): + text.set_color('#999999') + print('initialize camera pose visualizer') + + if pose_file_path != "": + with open(pose_file_path, 'r') as f: + poses = f.readlines() + w2cs = [np.asarray([float(p) for p in pose.strip().split(' ')[7:]]).reshape(3, 4) for pose in poses[1:]] + fxs = [float(pose.strip().split(' ')[1]) for pose in poses[1:]] + #print(poses) + elif cameractrl_poses is not None: + poses = cameractrl_poses + w2cs = [np.array(pose[7:]).reshape(3, 4) for pose in cameractrl_poses] + fxs = [pose[1] for pose in cameractrl_poses] + else: + raise ValueError("Please provide either pose_file_path or cameractrl_poses") + + total_frames = len(w2cs) + transform_matrix = np.asarray([[1, 0, 0, 0], [0, 0, 1, 0], [0, -1, 0, 0], [0, 0, 0, 1]]).reshape(4, 4) + last_row = np.zeros((1, 4)) + last_row[0, -1] = 1.0 + + w2cs = [np.concatenate((w2c, last_row), axis=0) for w2c in w2cs] + c2ws = self.get_c2w(w2cs, transform_matrix, relative_c2w) + + for frame_idx, c2w in enumerate(c2ws): + self.extrinsic2pyramid(c2w, frame_idx / total_frames, hw_ratio=1/1, base_xval=base_xval, + zval=(fxs[frame_idx] if use_exact_fx else zval)) + + # Create the colorbar + cmap = mpl.cm.rainbow + norm = mpl.colors.Normalize(vmin=0, vmax=total_frames) + colorbar = self.fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmap), ax=self.ax, orientation='vertical') + + # Change the colorbar label + colorbar.set_label('Frame', color='#999999') # Change the label and its color + + # Change the tick colors + colorbar.ax.yaxis.set_tick_params(colors='#999999') # Change the tick color + + # Change the tick frequency + # Assuming you want to set the ticks at every 10th frame + ticks = np.arange(0, total_frames, 10) + colorbar.ax.yaxis.set_ticks(ticks) + + plt.title('') + plt.draw() + buf = BytesIO() + plt.savefig(buf, format='png', bbox_inches='tight', pad_inches=0) + buf.seek(0) + img = Image.open(buf) + tensor_img = ToTensor()(img) + buf.close() + tensor_img = tensor_img.permute(1, 2, 0).unsqueeze(0) + if use_viewer: + time.sleep(1) + plt.show() + return (tensor_img,) + + def extrinsic2pyramid(self, extrinsic, color_map='red', hw_ratio=1/1, base_xval=1, zval=3): + import matplotlib.pyplot as plt + from mpl_toolkits.mplot3d.art3d import Poly3DCollection + vertex_std = np.array([[0, 0, 0, 1], + [base_xval, -base_xval * hw_ratio, zval, 1], + [base_xval, base_xval * hw_ratio, zval, 1], + [-base_xval, base_xval * hw_ratio, zval, 1], + [-base_xval, -base_xval * hw_ratio, zval, 1]]) + vertex_transformed = vertex_std @ extrinsic.T + meshes = [[vertex_transformed[0, :-1], vertex_transformed[1][:-1], vertex_transformed[2, :-1]], + [vertex_transformed[0, :-1], vertex_transformed[2, :-1], vertex_transformed[3, :-1]], + [vertex_transformed[0, :-1], vertex_transformed[3, :-1], vertex_transformed[4, :-1]], + [vertex_transformed[0, :-1], vertex_transformed[4, :-1], vertex_transformed[1, :-1]], + [vertex_transformed[1, :-1], vertex_transformed[2, :-1], vertex_transformed[3, :-1], vertex_transformed[4, :-1]]] + + color = color_map if isinstance(color_map, str) else plt.cm.rainbow(color_map) + + self.ax.add_collection3d( + Poly3DCollection(meshes, facecolors=color, linewidths=0.3, edgecolors=color, alpha=0.25)) + + def customize_legend(self, list_label): + from matplotlib.patches import Patch + import matplotlib.pyplot as plt + list_handle = [] + for idx, label in enumerate(list_label): + color = plt.cm.rainbow(idx / len(list_label)) + patch = Patch(color=color, label=label) + list_handle.append(patch) + plt.legend(loc='right', bbox_to_anchor=(1.8, 0.5), handles=list_handle) + + def get_c2w(self, w2cs, transform_matrix, relative_c2w): + if relative_c2w: + target_cam_c2w = np.array([ + [1, 0, 0, 0], + [0, 1, 0, 0], + [0, 0, 1, 0], + [0, 0, 0, 1] + ]) + abs2rel = target_cam_c2w @ w2cs[0] + ret_poses = [target_cam_c2w, ] + [abs2rel @ np.linalg.inv(w2c) for w2c in w2cs[1:]] + else: + ret_poses = [np.linalg.inv(w2c) for w2c in w2cs] + ret_poses = [transform_matrix @ x for x in ret_poses] + return np.array(ret_poses, dtype=np.float32) + + + +class CheckpointPerturbWeights: + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "joint_blocks": ("FLOAT", {"default": 0.02, "min": 0.001, "max": 10.0, "step": 0.001}), + "final_layer": ("FLOAT", {"default": 0.02, "min": 0.001, "max": 10.0, "step": 0.001}), + "rest_of_the_blocks": ("FLOAT", {"default": 0.02, "min": 0.001, "max": 10.0, "step": 0.001}), + "seed": ("INT", {"default": 123,"min": 0, "max": 0xffffffffffffffff, "step": 1}), + } + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "mod" + OUTPUT_NODE = True + + CATEGORY = "KJNodes/experimental" + + def mod(self, seed, model, joint_blocks, final_layer, rest_of_the_blocks): + import copy + torch.manual_seed(seed) + torch.cuda.manual_seed_all(seed) + device = model_management.get_torch_device() + model_copy = copy.deepcopy(model) + model_copy.model.to(device) + keys = model_copy.model.diffusion_model.state_dict().keys() + + dict = {} + for key in keys: + dict[key] = model_copy.model.diffusion_model.state_dict()[key] + + pbar = ProgressBar(len(keys)) + for k in keys: + v = dict[k] + print(f'{k}: {v.std()}') + if k.startswith('joint_blocks'): + multiplier = joint_blocks + elif k.startswith('final_layer'): + multiplier = final_layer + else: + multiplier = rest_of_the_blocks + dict[k] += torch.normal(torch.zeros_like(v) * v.mean(), torch.ones_like(v) * v.std() * multiplier).to(device) + pbar.update(1) + model_copy.model.diffusion_model.load_state_dict(dict) + return model_copy, + +class DifferentialDiffusionAdvanced(): + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL", ), + "samples": ("LATENT",), + "mask": ("MASK",), + "multiplier": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.001}), + }} + RETURN_TYPES = ("MODEL", "LATENT") + FUNCTION = "apply" + CATEGORY = "_for_testing" + INIT = False + + def apply(self, model, samples, mask, multiplier): + self.multiplier = multiplier + model = model.clone() + model.set_model_denoise_mask_function(self.forward) + s = samples.copy() + s["noise_mask"] = mask.reshape((-1, 1, mask.shape[-2], mask.shape[-1])) + return (model, s) + + def forward(self, sigma: torch.Tensor, denoise_mask: torch.Tensor, extra_options: dict): + model = extra_options["model"] + step_sigmas = extra_options["sigmas"] + sigma_to = model.inner_model.model_sampling.sigma_min + if step_sigmas[-1] > sigma_to: + sigma_to = step_sigmas[-1] + sigma_from = step_sigmas[0] + + ts_from = model.inner_model.model_sampling.timestep(sigma_from) + ts_to = model.inner_model.model_sampling.timestep(sigma_to) + current_ts = model.inner_model.model_sampling.timestep(sigma[0]) + + threshold = (current_ts - ts_to) / (ts_from - ts_to) / self.multiplier + + return (denoise_mask >= threshold).to(denoise_mask.dtype) + +class FluxBlockLoraSelect: + def __init__(self): + self.loaded_lora = None + + @classmethod + def INPUT_TYPES(s): + arg_dict = {} + argument = ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1000.0, "step": 0.01}) + + for i in range(19): + arg_dict["double_blocks.{}.".format(i)] = argument + + for i in range(38): + arg_dict["single_blocks.{}.".format(i)] = argument + + return {"required": arg_dict} + + RETURN_TYPES = ("SELECTEDDITBLOCKS", ) + RETURN_NAMES = ("blocks", ) + OUTPUT_TOOLTIPS = ("The modified diffusion model.",) + FUNCTION = "load_lora" + + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Select individual block alpha values, value of 0 removes the block altogether" + + def load_lora(self, **kwargs): + return (kwargs,) + +class HunyuanVideoBlockLoraSelect: + @classmethod + def INPUT_TYPES(s): + arg_dict = {} + argument = ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1000.0, "step": 0.01}) + + for i in range(20): + arg_dict["double_blocks.{}.".format(i)] = argument + + for i in range(40): + arg_dict["single_blocks.{}.".format(i)] = argument + + return {"required": arg_dict} + + RETURN_TYPES = ("SELECTEDDITBLOCKS", ) + RETURN_NAMES = ("blocks", ) + OUTPUT_TOOLTIPS = ("The modified diffusion model.",) + FUNCTION = "load_lora" + + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Select individual block alpha values, value of 0 removes the block altogether" + + def load_lora(self, **kwargs): + return (kwargs,) + +class Wan21BlockLoraSelect: + @classmethod + def INPUT_TYPES(s): + arg_dict = {} + argument = ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1000.0, "step": 0.01}) + + for i in range(40): + arg_dict["blocks.{}.".format(i)] = argument + + return {"required": arg_dict} + + RETURN_TYPES = ("SELECTEDDITBLOCKS", ) + RETURN_NAMES = ("blocks", ) + OUTPUT_TOOLTIPS = ("The modified diffusion model.",) + FUNCTION = "load_lora" + + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Select individual block alpha values, value of 0 removes the block altogether" + + def load_lora(self, **kwargs): + return (kwargs,) + +class LTX2BlockLoraSelect: + @classmethod + def INPUT_TYPES(s): + arg_dict = {} + argument = ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1000.0, "step": 0.01}) + + for i in range(48): + arg_dict["blocks.{}.".format(i)] = argument + + return {"required": arg_dict} + + RETURN_TYPES = ("SELECTEDDITBLOCKS", ) + RETURN_NAMES = ("blocks", ) + OUTPUT_TOOLTIPS = ("The modified diffusion model.",) + FUNCTION = "load_lora" + + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "Select individual block alpha values, value of 0 removes the block altogether" + + def load_lora(self, **kwargs): + return (kwargs,) + + +class DiTBlockLoraLoader: + def __init__(self): + self.loaded_lora = None + + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL", {"tooltip": "The diffusion model the LoRA will be applied to."}), + "strength_model": ("FLOAT", {"default": 1.0, "min": -100.0, "max": 100.0, "step": 0.01, "tooltip": "How strongly to modify the diffusion model. This value can be negative."}), + + }, + "optional": { + "lora_name": (folder_paths.get_filename_list("loras"), {"tooltip": "The name of the LoRA."}), + "opt_lora_path": ("STRING", {"forceInput": True, "tooltip": "Absolute path of the LoRA."}), + "blocks": ("SELECTEDDITBLOCKS",), + } + } + + RETURN_TYPES = ("MODEL", "STRING", ) + RETURN_NAMES = ("model", "rank", ) + OUTPUT_TOOLTIPS = ("The modified diffusion model.", "possible rank of the LoRA.") + FUNCTION = "load_lora" + CATEGORY = "KJNodes/experimental" + + def load_lora(self, model, strength_model, lora_name=None, opt_lora_path=None, blocks=None): + + import comfy.lora + + if opt_lora_path: + lora_path = opt_lora_path + else: + lora_path = folder_paths.get_full_path("loras", lora_name) + + lora = None + if self.loaded_lora is not None: + if self.loaded_lora[0] == lora_path: + lora = self.loaded_lora[1] + else: + self.loaded_lora = None + + if lora is None: + lora = load_torch_file(lora_path, safe_load=True) + self.loaded_lora = (lora_path, lora) + + # Find the first key that ends with "weight" + rank = "unknown" + weight_key = next((key for key in lora.keys() if key.endswith('weight')), None) + # Print the shape of the value corresponding to the key + if weight_key: + print(f"Shape of the first 'weight' key ({weight_key}): {lora[weight_key].shape}") + rank = str(lora[weight_key].shape[0]) + else: + print("No key ending with 'weight' found.") + rank = "Couldn't find rank" + self.loaded_lora = (lora_path, lora) + + key_map = {} + if model is not None: + key_map = comfy.lora.model_lora_keys_unet(model.model, key_map) + + loaded = comfy.lora.load_lora(lora, key_map) + + if blocks is not None: + keys_to_delete = [] + + for block in blocks: + for key in list(loaded.keys()): + match = False + if isinstance(key, str) and block in key: + match = True + elif isinstance(key, tuple): + for k in key: + if block in k: + match = True + break + + if match: + ratio = blocks[block] + if ratio == 0: + keys_to_delete.append(key) + else: + # Only modify LoRA adapters, skip diff tuples + value = loaded[key] + if hasattr(value, 'weights'): + print(f"Modifying LoRA adapter for key: {key}") + weights_list = list(value.weights) + weights_list[2] = ratio + loaded[key].weights = tuple(weights_list) + else: + print(f"Skipping non-LoRA entry for key: {key}") + + for key in keys_to_delete: + del loaded[key] + + print("loading lora keys:") + for key, value in loaded.items(): + if hasattr(value, 'weights'): + print(f"Key: {key}, Alpha: {value.weights[2]}") + else: + print(f"Key: {key}, Type: {type(value)}") + + if model is not None: + new_modelpatcher = model.clone() + k = new_modelpatcher.add_patches(loaded, strength_model) + + k = set(k) + for x in loaded: + if (x not in k): + print("NOT LOADED {}".format(x)) + + return (new_modelpatcher, rank) + +class CustomControlNetWeightsFluxFromList: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "list_of_floats": ("FLOAT", {"forceInput": True}, ), + }, + "optional": { + "uncond_multiplier": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01}, ), + "cn_extras": ("CN_WEIGHTS_EXTRAS",), + "autosize": ("ACNAUTOSIZE", {"padding": 0}), + } + } + + RETURN_TYPES = ("CONTROL_NET_WEIGHTS", "TIMESTEP_KEYFRAME",) + RETURN_NAMES = ("CN_WEIGHTS", "TK_SHORTCUT") + FUNCTION = "load_weights" + DESCRIPTION = "Creates controlnet weights from a list of floats for Advanced-ControlNet" + + CATEGORY = "KJNodes/controlnet" + + def load_weights(self, list_of_floats: list[float], + uncond_multiplier: float=1.0, cn_extras: dict[str]={}): + + adv_control = importlib.import_module("ComfyUI-Advanced-ControlNet.adv_control") + ControlWeights = adv_control.utils.ControlWeights + TimestepKeyframeGroup = adv_control.utils.TimestepKeyframeGroup + TimestepKeyframe = adv_control.utils.TimestepKeyframe + + weights = ControlWeights.controlnet(weights_input=list_of_floats, uncond_multiplier=uncond_multiplier, extras=cn_extras) + print(weights.weights_input) + return (weights, TimestepKeyframeGroup.default(TimestepKeyframe(control_weights=weights))) + +SHAKKERLABS_UNION_CONTROLNET_TYPES = { + "canny": 0, + "tile": 1, + "depth": 2, + "blur": 3, + "pose": 4, + "gray": 5, + "low quality": 6, +} + +class SetShakkerLabsUnionControlNetType: + @classmethod + def INPUT_TYPES(s): + return {"required": {"control_net": ("CONTROL_NET", ), + "type": (["auto"] + list(SHAKKERLABS_UNION_CONTROLNET_TYPES.keys()),) + }} + + CATEGORY = "conditioning/controlnet" + RETURN_TYPES = ("CONTROL_NET",) + + FUNCTION = "set_controlnet_type" + + def set_controlnet_type(self, control_net, type): + control_net = control_net.copy() + type_number = SHAKKERLABS_UNION_CONTROLNET_TYPES.get(type, -1) + if type_number >= 0: + control_net.set_extra_arg("control_type", [type_number]) + else: + control_net.set_extra_arg("control_type", []) + + return (control_net,) + +class ModelSaveKJ: + def __init__(self): + self.output_dir = folder_paths.get_output_directory() + + @classmethod + def INPUT_TYPES(s): + return {"required": { "model": ("MODEL",), + "filename_prefix": ("STRING", {"default": "diffusion_models/ComfyUI"}), + "model_key_prefix": ("STRING", {"default": "model.diffusion_model."}), + }, + "hidden": {"prompt": "PROMPT", "extra_pnginfo": "EXTRA_PNGINFO"},} + RETURN_TYPES = () + FUNCTION = "save" + OUTPUT_NODE = True + + CATEGORY = "advanced/model_merging" + + def save(self, model, filename_prefix, model_key_prefix, prompt=None, extra_pnginfo=None): + from comfy.utils import save_torch_file + full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(filename_prefix, self.output_dir) + + output_checkpoint = f"{filename}_{counter:05}_.safetensors" + output_checkpoint = os.path.join(full_output_folder, output_checkpoint) + + load_models = [model] + + model_management.load_models_gpu(load_models, force_patch_weights=True) + default_prefix = "model.diffusion_model." + + sd = model.model.state_dict_for_saving(None, None, None) + + new_sd = {} + for k in sd: + if k.startswith(default_prefix): + new_key = model_key_prefix + k[len(default_prefix):] + else: + new_key = k # In case the key doesn't start with the default prefix, keep it unchanged + t = sd[k] + if not t.is_contiguous(): + t = t.contiguous() + new_sd[new_key] = t + print(full_output_folder) + if not os.path.exists(full_output_folder): + os.makedirs(full_output_folder) + save_torch_file(new_sd, os.path.join(full_output_folder, output_checkpoint)) + return {} + +class StyleModelApplyAdvanced: + @classmethod + def INPUT_TYPES(s): + return {"required": {"conditioning": ("CONDITIONING", ), + "style_model": ("STYLE_MODEL", ), + "clip_vision_output": ("CLIP_VISION_OUTPUT", ), + "strength": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.001}), + }} + RETURN_TYPES = ("CONDITIONING",) + FUNCTION = "apply_stylemodel" + CATEGORY = "KJNodes/experimental" + DESCRIPTION = "StyleModelApply but with strength parameter" + + def apply_stylemodel(self, clip_vision_output, style_model, conditioning, strength=1.0): + cond = style_model.get_cond(clip_vision_output).flatten(start_dim=0, end_dim=1).unsqueeze(dim=0) + cond = strength * cond + c = [] + for t in conditioning: + n = [torch.cat((t[0], cond), dim=1), t[1].copy()] + c.append(n) + return (c, ) + +class AudioConcatenate: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "audio1": ("AUDIO",), + "audio2": ("AUDIO",), + "direction": ( + [ 'right', + 'left', + ], + { + "default": 'right' + }), + }} + + RETURN_TYPES = ("AUDIO",) + FUNCTION = "concanate" + CATEGORY = "KJNodes/audio" + DESCRIPTION = """ +Concatenates the audio1 to audio2 in the specified direction. +""" + + def concanate(self, audio1, audio2, direction): + sample_rate_1 = audio1["sample_rate"] + sample_rate_2 = audio2["sample_rate"] + if sample_rate_1 != sample_rate_2: + raise Exception("Sample rates of the two audios do not match") + + waveform_1 = audio1["waveform"] + print(waveform_1.shape) + waveform_2 = audio2["waveform"] + + # Concatenate based on the specified direction + if direction == 'right': + concatenated_audio = torch.cat((waveform_1, waveform_2), dim=2) # Concatenate along width + elif direction == 'left': + concatenated_audio= torch.cat((waveform_2, waveform_1), dim=2) # Concatenate along width + return ({"waveform": concatenated_audio, "sample_rate": sample_rate_1},) + +class LeapfusionHunyuanI2V: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "latent": ("LATENT",), + "index": ("INT", {"default": 0, "min": -1, "max": 1000, "step": 1,"tooltip": "The index of the latent to be replaced. 0 for first frame and -1 for last"}), + "start_percent": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "The start percentage of steps to apply"}), + "end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step": 0.01, "tooltip": "The end percentage of steps to apply"}), + "strength": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.001}), + } + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + + CATEGORY = "KJNodes/experimental" + + def patch(self, model, latent, index, strength, start_percent, end_percent): + + def outer_wrapper(samples, index, start_percent, end_percent): + def unet_wrapper(apply_model, args): + steps = args["c"]["transformer_options"]["sample_sigmas"] + inp, timestep, c = args["input"], args["timestep"], args["c"] + matched_step_index = (steps == timestep).nonzero() + if len(matched_step_index) > 0: + current_step_index = matched_step_index.item() + else: + for i in range(len(steps) - 1): + # walk from beginning of steps until crossing the timestep + if (steps[i] - timestep[0]) * (steps[i + 1] - timestep[0]) <= 0: + current_step_index = i + break + else: + current_step_index = 0 + current_percent = current_step_index / (len(steps) - 1) + if samples is not None: + if start_percent <= current_percent <= end_percent: + inp[:, :, [index], :, :] = samples[:, :, [0], :, :].to(inp) + else: + inp[:, :, [index], :, :] = torch.zeros(1) + return apply_model(inp, timestep, **c) + return unet_wrapper + + samples = latent["samples"] * 0.476986 * strength + m = model.clone() + m.set_model_unet_function_wrapper(outer_wrapper(samples, index, start_percent, end_percent)) + + return (m,) + +class ImageNoiseAugmentation: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "image": ("IMAGE",), + "noise_aug_strength": ("FLOAT", {"default": None, "min": 0.0, "max": 100.0, "step": 0.001}), + "seed": ("INT", {"default": 123,"min": 0, "max": 0xffffffffffffffff, "step": 1}), + } + } + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "add_noise" + CATEGORY = "KJNodes/image" + DESCRIPTION = """ + Add noise to an image. + """ + + def add_noise(self, image, noise_aug_strength, seed): + torch.manual_seed(seed) + sigma = torch.ones((image.shape[0],)).to(image.device, image.dtype) * noise_aug_strength + image_noise = torch.randn_like(image) * sigma[:, None, None, None] + image_noise = torch.where(image==-1, torch.zeros_like(image), image_noise) + image_out = image + image_noise + return image_out, + +class VAELoaderKJ: + video_taes = ["taehv", "lighttaew2_2", "lighttaew2_1", "lighttaehy1_5"] + image_taes = ["taesd", "taesdxl", "taesd3", "taef1"] + @staticmethod + def vae_list(s): + vaes = folder_paths.get_filename_list("vae") + approx_vaes = folder_paths.get_filename_list("vae_approx") + sdxl_taesd_enc = False + sdxl_taesd_dec = False + sd1_taesd_enc = False + sd1_taesd_dec = False + sd3_taesd_enc = False + sd3_taesd_dec = False + f1_taesd_enc = False + f1_taesd_dec = False + + for v in approx_vaes: + if v.startswith("taesd_decoder."): + sd1_taesd_dec = True + elif v.startswith("taesd_encoder."): + sd1_taesd_enc = True + elif v.startswith("taesdxl_decoder."): + sdxl_taesd_dec = True + elif v.startswith("taesdxl_encoder."): + sdxl_taesd_enc = True + elif v.startswith("taesd3_decoder."): + sd3_taesd_dec = True + elif v.startswith("taesd3_encoder."): + sd3_taesd_enc = True + elif v.startswith("taef1_encoder."): + f1_taesd_dec = True + elif v.startswith("taef1_decoder."): + f1_taesd_enc = True + else: + for tae in s.video_taes: + if v.startswith(tae): + vaes.append(v) + + if sd1_taesd_dec and sd1_taesd_enc: + vaes.append("taesd") + if sdxl_taesd_dec and sdxl_taesd_enc: + vaes.append("taesdxl") + if sd3_taesd_dec and sd3_taesd_enc: + vaes.append("taesd3") + if f1_taesd_dec and f1_taesd_enc: + vaes.append("taef1") + vaes.append("pixel_space") + return vaes + + @staticmethod + def load_taesd(name): + sd = {} + approx_vaes = folder_paths.get_filename_list("vae_approx") + + encoder = next(filter(lambda a: a.startswith("{}_encoder.".format(name)), approx_vaes)) + decoder = next(filter(lambda a: a.startswith("{}_decoder.".format(name)), approx_vaes)) + + enc = comfy.utils.load_torch_file(folder_paths.get_full_path_or_raise("vae_approx", encoder)) + for k in enc: + sd["taesd_encoder.{}".format(k)] = enc[k] + + dec = comfy.utils.load_torch_file(folder_paths.get_full_path_or_raise("vae_approx", decoder)) + for k in dec: + sd["taesd_decoder.{}".format(k)] = dec[k] + + if name == "taesd": + sd["vae_scale"] = torch.tensor(0.18215) + sd["vae_shift"] = torch.tensor(0.0) + elif name == "taesdxl": + sd["vae_scale"] = torch.tensor(0.13025) + sd["vae_shift"] = torch.tensor(0.0) + elif name == "taesd3": + sd["vae_scale"] = torch.tensor(1.5305) + sd["vae_shift"] = torch.tensor(0.0609) + elif name == "taef1": + sd["vae_scale"] = torch.tensor(0.3611) + sd["vae_shift"] = torch.tensor(0.1159) + return sd + + @classmethod + def INPUT_TYPES(s): + return { + "required": { "vae_name": (s.vae_list(s), ), + "device": (["main_device", "cpu"],), + "weight_dtype": (["bf16", "fp16", "fp32" ],), + } + } + + RETURN_TYPES = ("VAE",) + FUNCTION = "load_vae" + CATEGORY = "KJNodes/vae" + + def load_vae(self, vae_name, device, weight_dtype): + from comfy.sd import VAE + metadata = None + dtype = {"bf16": torch.bfloat16, "fp16": torch.float16, "fp32": torch.float32}[weight_dtype] + if device == "main_device": + device = model_management.get_torch_device() + elif device == "cpu": + device = torch.device("cpu") + + if vae_name == "pixel_space": + sd = {} + sd["pixel_space_vae"] = torch.tensor(1.0) + elif vae_name in self.image_taes: + sd = self.load_taesd(vae_name) + else: + if os.path.splitext(vae_name)[0] in self.video_taes: + vae_path = folder_paths.get_full_path_or_raise("vae_approx", vae_name) + else: + vae_path = folder_paths.get_full_path_or_raise("vae", vae_name) + sd, metadata = comfy.utils.load_torch_file(vae_path, return_metadata=True) + + if "vocoder.conv_post.weight" in sd: + from comfy.ldm.lightricks.vae.audio_vae import AudioVAE + vae = AudioVAE(sd, metadata) + else: + vae = VAE(sd=sd, device=device, dtype=dtype, metadata=metadata) + vae.throw_exception_if_invalid() + return (vae,) + +from comfy.samplers import sampling_function, CFGGuider +class Guider_ScheduledCFG(CFGGuider): + + def set_cfg(self, cfg, start_percent, end_percent): + self.cfg = cfg + self.start_percent = start_percent + self.end_percent = end_percent + + def predict_noise(self, x, timestep, model_options={}, seed=None): + steps = model_options["transformer_options"]["sample_sigmas"] + if isinstance(timestep, torch.Tensor): + timestep_value = timestep.reshape(-1)[0].to(steps) + else: + timestep_value = torch.tensor(timestep, device=steps.device, dtype=steps.dtype) + matched_step_index = torch.isclose(steps, timestep_value).nonzero() + assert not (isinstance(self.cfg, list) and len(self.cfg) != (len(steps) - 1)), "cfg list length must match step count" + if len(matched_step_index) > 0: + current_step_index = matched_step_index.item() + else: + for i in range(len(steps) - 1): + # walk from beginning of steps until crossing the timestep + if (steps[i] - timestep_value) * (steps[i + 1] - timestep_value) <= 0: + current_step_index = i + break + else: + current_step_index = 0 + current_percent = current_step_index / (len(steps) - 1) + + if self.start_percent <= current_percent <= self.end_percent: + if isinstance(self.cfg, list): + cfg = self.cfg[current_step_index] + else: + cfg = self.cfg + uncond = self.conds.get("negative", None) + else: + uncond = None + cfg = 1.0 + + return sampling_function(self.inner_model, x, timestep, uncond, self.conds.get("positive", None), cfg, model_options=model_options, seed=seed) + +class ScheduledCFGGuidance: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "positive": ("CONDITIONING", ), + "negative": ("CONDITIONING", ), + "cfg": ("FLOAT", {"default": 6.0, "min": 0.0, "max": 100.0, "step": 0.01}), + "start_percent": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1.0, "step":0.01}), + "end_percent": ("FLOAT", {"default": 1.0, "min": 0.0, "max": 1.0, "step":0.01}), + }, + } + RETURN_TYPES = ("GUIDER",) + FUNCTION = "get_guider" + CATEGORY = "KJNodes/experimental" + DESCRiPTION = """ +CFG Guider that allows for scheduled CFG changes over steps, the steps outside the range will use CFG 1.0 thus being processed faster. +cfg input can be a list of floats matching step count, or a single float for all steps. +""" + + def get_guider(self, model, cfg, positive, negative, start_percent, end_percent): + guider = Guider_ScheduledCFG(model) + guider.set_conds(positive, negative) + guider.set_cfg(cfg, start_percent, end_percent) + return (guider, ) + + +class ApplyRifleXRoPE_WanVideo: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "latent": ("LATENT", {"tooltip": "Only used to get the latent count"}), + "k": ("INT", {"default": 6, "min": 1, "max": 100, "step": 1, "tooltip": "Index of intrinsic frequency"}), + } + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + CATEGORY = "KJNodes/experimental" + EXPERIMENTAL = True + DESCRIPTION = "Extends the potential frame count of HunyuanVideo using this method: https://github.com/thu-ml/RIFLEx" + + def patch(self, model, latent, k): + model_class = model.model.diffusion_model + + model_clone = model.clone() + num_frames = latent["samples"].shape[2] + d = model_class.dim // model_class.num_heads + + rope_embedder = EmbedND_RifleX( + d, + 10000.0, + [d - 4 * (d // 6), 2 * (d // 6), 2 * (d // 6)], + num_frames, + k + ) + + model_clone.add_object_patch(f"diffusion_model.rope_embedder", rope_embedder) + + return (model_clone, ) + +class ApplyRifleXRoPE_HunuyanVideo: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": ("MODEL",), + "latent": ("LATENT", {"tooltip": "Only used to get the latent count"}), + "k": ("INT", {"default": 4, "min": 1, "max": 100, "step": 1, "tooltip": "Index of intrinsic frequency"}), + } + } + + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + CATEGORY = "KJNodes/experimental" + EXPERIMENTAL = True + DESCRIPTION = "Extends the potential frame count of HunyuanVideo using this method: https://github.com/thu-ml/RIFLEx" + + def patch(self, model, latent, k): + model_class = model.model.diffusion_model + + model_clone = model.clone() + num_frames = latent["samples"].shape[2] + + pe_embedder = EmbedND_RifleX( + model_class.params.hidden_size // model_class.params.num_heads, + model_class.params.theta, + model_class.params.axes_dim, + num_frames, + k + ) + + model_clone.add_object_patch(f"diffusion_model.pe_embedder", pe_embedder) + + return (model_clone, ) + +def rope_riflex(pos, dim, theta, L_test, k): + from einops import rearrange + assert dim % 2 == 0 + if model_management.is_device_mps(pos.device) or model_management.is_intel_xpu() or model_management.is_directml_enabled(): + device = torch.device("cpu") + else: + device = pos.device + + scale = torch.linspace(0, (dim - 2) / dim, steps=dim//2, dtype=torch.float64, device=device) + omega = 1.0 / (theta**scale) + + # RIFLEX modification - adjust last frequency component if L_test and k are provided + if k and L_test: + omega[k-1] = 0.9 * 2 * torch.pi / L_test + + out = torch.einsum("...n,d->...nd", pos.to(dtype=torch.float32, device=device), omega) + out = torch.stack([torch.cos(out), -torch.sin(out), torch.sin(out), torch.cos(out)], dim=-1) + out = rearrange(out, "b n d (i j) -> b n d i j", i=2, j=2) + return out.to(dtype=torch.float32, device=pos.device) + +class EmbedND_RifleX(nn.Module): + def __init__(self, dim, theta, axes_dim, num_frames, k): + super().__init__() + self.dim = dim + self.theta = theta + self.axes_dim = axes_dim + self.num_frames = num_frames + self.k = k + + def forward(self, ids): + n_axes = ids.shape[-1] + emb = torch.cat( + [rope_riflex(ids[..., i], self.axes_dim[i], self.theta, self.num_frames, self.k if i == 0 else 0) for i in range(n_axes)], + dim=-3, + ) + return emb.unsqueeze(1) + + +class Timer: + def __init__(self, name): + self.name = name + self.start_time = None + self.elapsed = 0 + +class TimerNodeKJ: + @classmethod + + def INPUT_TYPES(s): + return { + "required": { + "any_input": (IO.ANY, ), + "mode": (["start", "stop"],), + "name": ("STRING", {"default": "Timer"}), + }, + "optional": { + "timer": ("TIMER",), + }, + } + + RETURN_TYPES = (IO.ANY, "TIMER", "INT", ) + RETURN_NAMES = ("any_output", "timer", "time") + FUNCTION = "timer" + CATEGORY = "KJNodes/misc" + + def timer(self, mode, name, any_input=None, timer=None): + if timer is None: + if mode == "start": + timer = Timer(name=name) + timer.start_time = time.time() + return {"ui": { + "text": [f"{timer.start_time}"]}, + "result": (any_input, timer, 0) + } + elif mode == "stop" and timer is not None: + end_time = time.time() + timer.elapsed = int((end_time - timer.start_time) * 1000) + timer.start_time = None + return (any_input, timer, timer.elapsed) + +class HunyuanVideoEncodeKeyframesToCond: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL",), + "positive": ("CONDITIONING", ), + "vae": ("VAE", ), + "start_frame": ("IMAGE", ), + "end_frame": ("IMAGE", ), + "num_frames": ("INT", {"default": 33, "min": 2, "max": 4096, "step": 1}), + "tile_size": ("INT", {"default": 512, "min": 64, "max": 4096, "step": 64}), + "overlap": ("INT", {"default": 64, "min": 0, "max": 4096, "step": 32}), + "temporal_size": ("INT", {"default": 64, "min": 8, "max": 4096, "step": 4, "tooltip": "Only used for video VAEs: Amount of frames to encode at a time."}), + "temporal_overlap": ("INT", {"default": 8, "min": 4, "max": 4096, "step": 4, "tooltip": "Only used for video VAEs: Amount of frames to overlap."}), + }, + "optional": { + "negative": ("CONDITIONING", ), + } + } + + RETURN_TYPES = ("MODEL", "CONDITIONING","CONDITIONING","LATENT") + RETURN_NAMES = ("model", "positive", "negative", "latent") + FUNCTION = "encode" + + CATEGORY = "KJNodes/videomodels" + + def encode(self, model, positive, start_frame, end_frame, num_frames, vae, tile_size, overlap, temporal_size, temporal_overlap, negative=None): + + model_clone = model.clone() + + model_clone.add_object_patch("concat_keys", ("concat_image",)) + + + x = (start_frame.shape[1] // 8) * 8 + y = (start_frame.shape[2] // 8) * 8 + + if start_frame.shape[1] != x or start_frame.shape[2] != y: + x_offset = (start_frame.shape[1] % 8) // 2 + y_offset = (start_frame.shape[2] % 8) // 2 + start_frame = start_frame[:,x_offset:x + x_offset, y_offset:y + y_offset,:] + if end_frame.shape[1] != x or end_frame.shape[2] != y: + x_offset = (start_frame.shape[1] % 8) // 2 + y_offset = (start_frame.shape[2] % 8) // 2 + end_frame = end_frame[:,x_offset:x + x_offset, y_offset:y + y_offset,:] + + video_frames = torch.zeros(num_frames-2, start_frame.shape[1], start_frame.shape[2], start_frame.shape[3], device=start_frame.device, dtype=start_frame.dtype) + video_frames = torch.cat([start_frame, video_frames, end_frame], dim=0) + + concat_latent = vae.encode_tiled(video_frames[:,:,:,:3], tile_x=tile_size, tile_y=tile_size, overlap=overlap, tile_t=temporal_size, overlap_t=temporal_overlap) + + out_latent = {} + out_latent["samples"] = torch.zeros_like(concat_latent) + + out = [] + for conditioning in [positive, negative if negative is not None else []]: + c = [] + for t in conditioning: + d = t[1].copy() + d["concat_latent_image"] = concat_latent + n = [t[0], d] + c.append(n) + out.append(c) + if len(out) == 1: + out.append(out[0]) + return (model_clone, out[0], out[1], out_latent) + + +class LazySwitchKJ: + def __init__(self): + pass + + @classmethod + def INPUT_TYPES(cls): + return { + "required": { + "switch": ("BOOLEAN",), + "on_false": (IO.ANY, {"lazy": True}), + "on_true": (IO.ANY, {"lazy": True}), + }, + } + + RETURN_TYPES = (IO.ANY,) + FUNCTION = "switch" + CATEGORY = "KJNodes/misc" + DESCRIPTION = "Controls flow of execution based on a boolean switch." + + def check_lazy_status(self, switch, on_false=None, on_true=None): + if switch and on_true is None: + return ["on_true"] + if not switch and on_false is None: + return ["on_false"] + + def switch(self, switch, on_false = None, on_true=None): + value = on_true if switch else on_false + return (value,) + + +from comfy.patcher_extension import WrappersMP +from comfy.sampler_helpers import prepare_mask +class TTM_OuterSampleWrapper: + def __init__(self, mask, steps): + self.mask = mask + self.steps = steps + + def __call__(self, executor, noise, latent_image, sampler, sigmas, denoise_mask, callback, disable_pbar, seed, latent_shapes): + guider = executor.class_obj + guider.model_options + wrappers = guider.model_options["transformer_options"]["wrappers"] + w = wrappers.setdefault(WrappersMP.APPLY_MODEL, {}) + + if self.mask is not None: + motion_mask = self.mask.reshape((-1, 1, self.mask.shape[-2], self.mask.shape[-1])) + shape = latent_shapes[0] + motion_mask = prepare_mask(motion_mask, shape, noise.device) + + scale_latent_inpaint = guider.model_patcher.model.scale_latent_inpaint + w["TTM_ApplyModel_Wrapper"] = [TTM_ApplyModel_Wrapper(latent_image, noise, motion_mask, self.steps, scale_latent_inpaint)] + + out = executor(noise, latent_image, sampler, sigmas, denoise_mask, callback, disable_pbar, seed, latent_shapes=latent_shapes) + + return out + + +class TTM_ApplyModel_Wrapper: + def __init__(self, reference_samples, noise, motion_mask, steps, scale_latent_inpaint): + self.reference_samples = reference_samples + self.noise = noise + self.motion_mask = motion_mask + self.steps = steps + self.scale_latent_inpaint = scale_latent_inpaint + + def __call__(self, executor, x, t, c_concat, c_crossattn, control, transformer_options, **kwargs): + sigmas = transformer_options["sample_sigmas"] + + matched = (sigmas == t).nonzero(as_tuple=True)[0] + if matched.numel() > 0: + current_step_index = matched.item() + else: + crossing = ((sigmas[:-1] - t) * (sigmas[1:] - t) <= 0).nonzero(as_tuple=True)[0] + current_step_index = crossing.item() if crossing.numel() > 0 else 0 + + next_sigma = sigmas[current_step_index + 1] if current_step_index < len(sigmas) - 1 else sigmas[current_step_index] + + if current_step_index != 0 and current_step_index < self.steps: + noisy_latent = self.scale_latent_inpaint(x=x, sigma=torch.tensor([next_sigma]), noise=self.noise.to(x), latent_image=self.reference_samples.to(x)) + if self.motion_mask is not None: + x = x * (1-self.motion_mask).to(x) + noisy_latent * self.motion_mask.to(x) + else: + x = noisy_latent + + return executor(x, t, c_concat, c_crossattn, control, transformer_options, **kwargs) + + +class LatentInpaintTTM: + @classmethod + def INPUT_TYPES(s): + return {"required": { + "model": ("MODEL", ), + "steps": ("INT", {"default": 7, "min": 0, "max": 888, "step": 1, "tooltip": "Number of steps to apply TTM inpainting for."}), + }, + "optional": { + "mask": ("MASK", {"tooltip": "Latent mask where white (1.0) is the area to inpaint and black (0.0) is the area to keep unchanged."}), + } + } + RETURN_TYPES = ("MODEL",) + FUNCTION = "patch" + EXPERIMENTAL = True + DESCRIPTION = "https://github.com/time-to-move/TTM" + SEARCH_ALIASES = ["time to move"] + CATEGORY = "KJNodes/experimental" + + def patch(self, model, steps, mask=None): + m = model.clone() + m.add_wrapper_with_key(WrappersMP.OUTER_SAMPLE, "TTM_OuterSampleWrapper", TTM_OuterSampleWrapper(mask, steps)) + return (m, ) + + +class SimpleCalculatorKJ(io.ComfyNode): + @classmethod + def define_schema(cls): + template = io.Autogrow.TemplateNames(input=io.MultiType.Input("var", [io.Int, io.Float, io.Boolean], optional=True), names=["a", "b", "c", "d", "e", "f", "g", "h", "i", "j", "k"], min=2) + return io.Schema( + node_id="SimpleCalculatorKJ", + category="KJNodes/misc", + description=""" +Calculator node that evaluates a mathematical expression using inputs a and b. + Supported operations: +, -, *, /, //, %, **, <<, >>, unary +/- + Supported comparisons: ==, !=, <, <=, >, >= + Supported logic: and, or, not + Supported functions: abs(), round(), min(), max(), pow(), sqrt(), sin(), cos(), tan(), log(), log10(), exp(), floor(), ceil() + Supported constants: pi, euler, True, False +""", + search_aliases=["math", "arithmetic", "expression", "logic"], + inputs=[ + io.String.Input("expression", default="a + b", multiline=True), + io.Autogrow.Input("variables", template=template), + ], + outputs=[ + io.Float.Output(), + io.Int.Output(), + io.Boolean.Output(), + ], + ) + + @classmethod + def execute(cls, variables, expression, a=None, b=None) -> io.NodeOutput: + import ast + import operator + import math + + # Allowed operations + allowed_operators = { + ast.Add: operator.add, ast.Sub: operator.sub, ast.Mult: operator.mul, ast.Div: operator.truediv, + ast.FloorDiv: operator.floordiv, ast.Mod: operator.mod, ast.Pow: operator.pow, + ast.USub: operator.neg, ast.UAdd: operator.pos, ast.LShift: operator.lshift, + ast.RShift: operator.rshift, ast.Eq: operator.eq, ast.NotEq: operator.ne, ast.Lt: operator.lt, + ast.LtE: operator.le, ast.Gt: operator.gt, ast.GtE: operator.ge, ast.And: operator.and_, + ast.Or: operator.or_, ast.Not: operator.not_, + } + + # Allowed functions + allowed_functions = { + 'abs': abs, 'round': round, 'min': min, 'max': max, + 'pow': pow, 'sqrt': math.sqrt, 'sin': math.sin, + 'cos': math.cos, 'tan': math.tan, 'log': math.log, + 'log10': math.log10, 'exp': math.exp, 'floor': math.floor, + 'ceil': math.ceil + } + + # Allowed constants - start with pi, e, True, False + allowed_names = {'pi': math.pi, 'euler': math.e, 'True': True, 'False': False} + + # Add all variables from autogrow to allowed_names + for var_name, var_value in variables.items(): + allowed_names[var_name] = var_value + + # Backwards compatibility: add a and b if they're provided (for old workflows) + if a is not None: + allowed_names['a'] = a + if b is not None: + allowed_names['b'] = b + + def eval_node(node): + if isinstance(node, ast.Constant): # Numbers and booleans + return node.value + elif isinstance(node, ast.Name): # Variables + if node.id in allowed_names: + return allowed_names[node.id] + raise ValueError(f"Name '{node.id}' is not allowed") + elif isinstance(node, ast.BinOp): # Binary operations + if type(node.op) not in allowed_operators: + raise ValueError(f"Operator {type(node.op).__name__} is not allowed") + left = eval_node(node.left) + right = eval_node(node.right) + return allowed_operators[type(node.op)](left, right) + elif isinstance(node, ast.UnaryOp): # Unary operations + if type(node.op) not in allowed_operators: + raise ValueError(f"Operator {type(node.op).__name__} is not allowed") + operand = eval_node(node.operand) + return allowed_operators[type(node.op)](operand) + elif isinstance(node, ast.Compare): # Comparison operations + left = eval_node(node.left) + for op, comparator in zip(node.ops, node.comparators): + if type(op) not in allowed_operators: + raise ValueError(f"Operator {type(op).__name__} is not allowed") + right = eval_node(comparator) + result = allowed_operators[type(op)](left, right) + if not result: + return False + left = right + return True + elif isinstance(node, ast.BoolOp): # Boolean operations (and, or) + if type(node.op) not in allowed_operators: + raise ValueError(f"Operator {type(node.op).__name__} is not allowed") + values = [eval_node(value) for value in node.values] + if isinstance(node.op, ast.And): + return all(values) + elif isinstance(node.op, ast.Or): + return any(values) + elif isinstance(node, ast.Call): # Function calls + if not isinstance(node.func, ast.Name): + raise ValueError("Only simple function calls are allowed") + if node.func.id not in allowed_functions: + raise ValueError(f"Function '{node.func.id}' is not allowed") + args = [eval_node(arg) for arg in node.args] + return allowed_functions[node.func.id](*args) + else: + raise ValueError(f"Node type {type(node).__name__} is not allowed") + + try: + tree = ast.parse(expression, mode='eval') + result = eval_node(tree.body) + return io.NodeOutput(float(result), int(result), bool(result)) + except Exception as e: + print(f"CalculatorKJ Error: {str(e)}") + return io.NodeOutput(0.0, 0, False) + + +class GetTrackRange(io.ComfyNode): + @classmethod + def define_schema(cls): + return io.Schema( + node_id="GetTrackRange", + category="conditioning/video_models", + inputs=[ + io.Tracks.Input("tracks"), + io.Int.Input("start_index", default=24, min=-10000, max=10000, step=1), + io.Int.Input("num_frames", default=10, min=1, max=10000, step=1), + ], + outputs=[ + io.Tracks.Output(), + ], + ) + + @classmethod + def execute(cls, tracks, start_index, num_frames) -> io.NodeOutput: + track_path = tracks["track_path"] + mask = tracks["track_visibility"] + total_frames = track_path.shape[0] + + if start_index < 0: + start_index = total_frames + start_index + start_index = max(0, min(start_index, total_frames)) + + # Clamp end_index + end_index = max(0, min(start_index + num_frames, total_frames)) + + tracks_out = track_path[start_index:end_index, ...] + mask_out = mask[start_index:end_index, ...] + + out_track = { + "track_path": tracks_out, + "track_visibility": mask_out, + } + return io.NodeOutput(out_track) + +class AddNoiseToTrackPath(io.ComfyNode): + @classmethod + def define_schema(cls): + return io.Schema( + node_id="AddNoiseToTrackPath", + category="conditioning/video_models", + inputs=[ + io.Tracks.Input("tracks"), + io.Float.Input("strength", default=1.0, min=0.0, max=100.0, step=0.01), + io.Int.Input("seed", default=0, min=0, max=0xffffffffffffffff, step=1), + io.Float.Input("noise_x_ratio", default=1.0, min=0.0, max=100.0, step=0.01, + tooltip="Multiplier for horizontal noise component"), + io.Float.Input("noise_y_ratio", default=1.0, min=0.0, max=100.0, step=0.01, + tooltip="Multiplier for vertical noise component"), + io.Float.Input("noise_temporal_ratio", default=1.0, min=0.0, max=100.0, step=0.01, + tooltip="Multiplier for temporal (frame-to-frame) noise"), + ], + outputs=[ + io.Tracks.Output(), + ], + ) + + @classmethod + def execute(cls, tracks, strength, seed, noise_x_ratio, noise_y_ratio, noise_temporal_ratio) -> io.NodeOutput: + track_path = tracks["track_path"].clone() + mask = tracks["track_visibility"] + + torch.manual_seed(seed) + noise = torch.randn_like(track_path) * strength + + # Apply directional scaling to noise + noise[..., 0] *= noise_x_ratio # X coordinate noise + noise[..., 1] *= noise_y_ratio # Y coordinate noise + + # Apply temporal smoothing if temporal ratio is less than 1 + if noise_temporal_ratio < 1.0: + num_frames = track_path.shape[0] + smoothed_noise = noise.clone() + kernel_size = max(1, int((1.0 - noise_temporal_ratio) * 10)) + + for i in range(num_frames): + start_idx = max(0, i - kernel_size // 2) + end_idx = min(num_frames, i + kernel_size // 2 + 1) + smoothed_noise[i] = noise[start_idx:end_idx].mean(dim=0) + + noise = smoothed_noise * noise_temporal_ratio + noise * (1 - noise_temporal_ratio) + + track_path = track_path + noise + + out_track = { + "track_path": track_path, + "track_visibility": mask, + } + return io.NodeOutput(out_track) + + +class VAEDecodeLoopKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "samples": ("LATENT", {"tooltip": "The latent to be decoded."}), + "vae": ("VAE", {"tooltip": "The VAE model used for decoding the latent."}), + "overlap_latent_frames": ("INT", {"default": 2, "min": 2, "max": 8, "step": 1, "tooltip": "Number of frames to blend for seamless loop, for Wan 2 works and HunyuanVideo 1.5 should use 4"}), + } + } + RETURN_TYPES = ("IMAGE",) + OUTPUT_TOOLTIPS = ("The decoded images.",) + FUNCTION = "decode" + CATEGORY = "KJNodes/vae" + DESCRIPTION = "Video latent VAE decoding to fix artifacts on loop seams." + + def decode(self, vae, samples, overlap_latent_frames): + latents = samples["samples"] + + images = vae.decode(latents) + if overlap_latent_frames <= 0: + if len(images.shape) == 5: + images = images.reshape(-1, images.shape[-3], images.shape[-2], images.shape[-1]) + return (images, ) + + end_frames = overlap_latent_frames + 1 + start_frames = overlap_latent_frames + + temp_images = vae.decode(torch.cat([latents[:, :, -end_frames:]] + [latents[:, :, :start_frames]], dim=2)).cpu().float() + + total_concat = end_frames + start_frames + temp_start = total_concat * 2 - 1 + main_start = total_concat + (overlap_latent_frames if overlap_latent_frames > 2 else 0) + + images = torch.cat([temp_images[:, temp_start:].to(images), images[:, main_start:]], dim=1) + if len(images.shape) == 5: + images = images.reshape(-1, images.shape[-3], images.shape[-2], images.shape[-1]) + + return (images, ) + +import comfy.latent_formats +class WanImageToVideoSVIPro(io.ComfyNode): + @classmethod + def define_schema(cls): + return io.Schema( + node_id="WanImageToVideoSVIPro", + category="conditioning/video_models", + inputs=[ + io.Conditioning.Input("positive"), + io.Conditioning.Input("negative"), + io.Int.Input("length", default=81, min=1, max=MAX_RESOLUTION, step=4), + io.Latent.Input("anchor_samples"), + io.Latent.Input("prev_samples", optional=True), + io.Int.Input("motion_latent_count", default=1, min=0, max=128, step=1), + ], + outputs=[ + io.Conditioning.Output(display_name="positive"), + io.Conditioning.Output(display_name="negative"), + io.Latent.Output(display_name="latent"), + ], + ) + + @classmethod + def execute(cls, positive, negative, length, motion_latent_count, anchor_samples, prev_samples=None) -> io.NodeOutput: + anchor_latent = anchor_samples["samples"].clone() + + B, C, T, H, W = anchor_latent.shape + empty_latent = torch.zeros([B, 16, ((length - 1) // 4) + 1, H, W], device=model_management.intermediate_device()) + + total_latents = (length - 1) // 4 + 1 + device = anchor_latent.device + dtype = anchor_latent.dtype + + if prev_samples is None or motion_latent_count == 0: + padding_size = total_latents - anchor_latent.shape[2] + image_cond_latent = anchor_latent + else: + motion_latent = prev_samples["samples"][:, :, -motion_latent_count:].clone() + padding_size = total_latents - anchor_latent.shape[2] - motion_latent.shape[2] + image_cond_latent = torch.cat([anchor_latent, motion_latent], dim=2) + + padding = torch.zeros(1, C, padding_size, H, W, dtype=dtype, device=device) + padding = comfy.latent_formats.Wan21().process_out(padding) + image_cond_latent = torch.cat([image_cond_latent, padding], dim=2) + + mask = torch.ones((1, 1, empty_latent.shape[2], H, W), device=device, dtype=dtype) + mask[:, :, :1] = 0.0 + + positive = node_helpers.conditioning_set_values(positive, {"concat_latent_image": image_cond_latent, "concat_mask": mask}) + negative = node_helpers.conditioning_set_values(negative, {"concat_latent_image": image_cond_latent, "concat_mask": mask}) + + out_latent = {} + out_latent["samples"] = empty_latent + return io.NodeOutput(positive, negative, out_latent) + +class DeprecatedCompileNodeKJ: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "model": (IO.ANY,), + }, + } + RETURN_TYPES = (IO.ANY,) + FUNCTION = "passthrough" + CATEGORY = "KJNodes/deprecated" + DESCRIPTION = "This node has been replaced with TorchCompileModelAdvanced node, please use that instead." + def passthrough(self, model): + return (model,) + + +class VisualizeSigmasKJ(io.ComfyNode): + @classmethod + def define_schema(cls): + return io.Schema( + node_id="VisualizeSigmasKJ", + category="KJNodes/misc", + inputs=[ + io.Sigmas.Input("sigmas"), + io.Int.Input("start_step", default=0, min=-1, max=1000, step=1, + tooltip="Step index to mark as the start of a range (inclusive). Set to -1 to disable."), + io.Int.Input("end_step", default=-1, min=-1, max=1000, step=1, + tooltip="Step index to mark as the end of a range (inclusive). Set to - 1 to disable."), + ], + outputs=[ + io.Sigmas.Output(display_name="sigmas_out"), + io.Image.Output(display_name="image"), + ], + ) + + @classmethod + def execute(cls, sigmas, start_step=0, end_step=-1) -> io.NodeOutput: + + start_idx = 0 + end_idx = len(sigmas) - 1 + + if isinstance(start_step, float): + idxs = (sigmas <= start_step).nonzero(as_tuple=True)[0] + if len(idxs) > 0: + start_idx = idxs[0].item() + elif isinstance(start_step, int): + if start_step > 0: + start_idx = start_step + + if isinstance(end_step, float): + idxs = (sigmas >= end_step).nonzero(as_tuple=True)[0] + if len(idxs) > 0: + end_idx = idxs[-1].item() + elif isinstance(end_step, int): + if end_step != -1: + end_idx = end_step - 1 + + import matplotlib + matplotlib.use('Agg') + import matplotlib.pyplot as plt + sigmas_np = sigmas.cpu().numpy() + if not np.isclose(sigmas_np[-1], 0.0, atol=1e-6): + sigmas_np = np.append(sigmas_np, 0.0) + buf = BytesIO() + fig = plt.figure(facecolor='#353535') + ax = fig.add_subplot(111) + ax.set_facecolor('#353535') # Set axes background color + x_values = range(0, len(sigmas_np)) + ax.plot(x_values, sigmas_np) + # Annotate each sigma value + ax.scatter(x_values, sigmas_np, color='white', s=20, zorder=3) # Small dots at each sigma + for x, y in zip(x_values, sigmas_np): + # Show all annotations if few steps, or just show split step annotations + show_annotation = len(sigmas_np) <= 10 + is_split_step = (start_idx > 0 and x == start_idx) or (end_idx != -1 and x == end_idx + 1) + + if show_annotation or is_split_step: + color = 'orange' + if is_split_step: + color = 'yellow' + ax.annotate(f"{y:.3f}", (x, y), textcoords="offset points", xytext=(10, 1), ha='center', color=color, fontsize=12) + ax.set_xticks(x_values) + ax.set_title("Sigmas", color='white') # Title font color + ax.set_xlabel("Step", color='white') # X label font color + ax.set_ylabel("Sigma Value", color='white') # Y label font color + ax.tick_params(axis='x', colors='white', labelsize=10) # X tick color + ax.tick_params(axis='y', colors='white', labelsize=10) # Y tick color + # Add split point if end_step is defined + end_idx += 1 + if end_idx != -1 and 0 <= end_idx < len(sigmas_np) - 1: + ax.axvline(end_idx, color='red', linestyle='--', linewidth=2, label='end_step split') + # Add split point if start_step is defined + if start_idx > 0 and 0 <= start_idx < len(sigmas_np): + ax.axvline(start_idx, color='green', linestyle='--', linewidth=2, label='start_step split') + if (end_idx != -1 and 0 <= end_idx < len(sigmas_np)) or (start_idx > 0 and 0 <= start_idx < len(sigmas_np)): + handles, labels = ax.get_legend_handles_labels() + if labels: + ax.legend() + # Draw shaded range + range_start_idx = start_idx if start_idx > 0 else 0 + range_end_idx = end_idx if end_idx > 0 and end_idx < len(sigmas_np) else len(sigmas_np) - 1 + if range_start_idx < range_end_idx: + ax.axvspan(range_start_idx, range_end_idx, color='lightblue', alpha=0.1, label='Sampled Range') + + + plt.tight_layout() + fig.canvas.draw() + w, h = fig.canvas.get_width_height() + try: + buf = np.frombuffer(fig.canvas.tostring_argb(), dtype=np.uint8) + buf = buf.reshape(h, w, 4) + buf = buf[:, :, [1, 2, 3]] # Convert ARGB to RGB + except: + buf = np.frombuffer(fig.canvas.tostring_rgb(), dtype=np.uint8) + buf = buf.reshape(h, w, 3).copy() + image = torch.from_numpy(buf).float() / 255.0 + image = image.unsqueeze(0) #(H, W, C) -> (1, H, W, C) + plt.close(fig) + + sigmas_out = sigmas[start_idx:end_idx + 1] if end_idx != -1 else sigmas[start_idx:] + + return io.NodeOutput(sigmas_out,image) + +class PreviewLatentNoiseMask(io.ComfyNode): + + @classmethod + def define_schema(cls): + return io.Schema( + node_id="PreviewLatentNoiseMask", + category="KJNodes/latent", + description="Previews the latent noise mask", + inputs=[ + io.Latent.Input("latent",), + ], + outputs=[ + io.Mask.Output(display_name="mask"), + ], + ) + + @classmethod + def execute(cls, latent) -> io.NodeOutput: + noise_mask = latent.get("noise_mask", None) + if noise_mask is None: + return io.NodeOutput(torch.zeros((1, 64, 64))) + noise_mask = noise_mask.clone() + + if noise_mask.ndim == 5: + noise_mask = noise_mask[0, 0] + + return io.NodeOutput(noise_mask) diff --git a/custom_nodes/ComfyUI-KJNodes/pyproject.toml b/custom_nodes/ComfyUI-KJNodes/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..5993ba585a9af7a525030285df392216e50579b1 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "comfyui-kjnodes" +description = "Various quality of life -nodes for ComfyUI, mostly just visual stuff to improve usability." +version = "1.2.9" +license = {file = "LICENSE"} +dependencies = ["numpy", "pillow>=10.3.0", "scipy", "color-matcher", "matplotlib", "huggingface_hub"] + +[project.urls] +Repository = "https://github.com/kijai/ComfyUI-KJNodes" +# Used by Comfy Registry https://comfyregistry.org + +[tool.comfy] +PublisherId = "kijai" +DisplayName = "ComfyUI-KJNodes" +Icon = "https://avatars.githubusercontent.com/u/40791699" diff --git a/custom_nodes/ComfyUI-KJNodes/requirements.txt b/custom_nodes/ComfyUI-KJNodes/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a339e26727f6fcb9c41538d0120560e1d863f2c --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/requirements.txt @@ -0,0 +1,7 @@ +pillow>=10.3.0 +scipy +color-matcher +matplotlib +huggingface_hub +mss +opencv-python-headless diff --git a/custom_nodes/ComfyUI-KJNodes/utility/fluid.py b/custom_nodes/ComfyUI-KJNodes/utility/fluid.py new file mode 100644 index 0000000000000000000000000000000000000000..c0691987f5249a031ecbb74329ba513d5788b691 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/utility/fluid.py @@ -0,0 +1,67 @@ +import numpy as np +from scipy.ndimage import map_coordinates, spline_filter +from scipy.sparse.linalg import factorized + +from .numerical import difference, operator + + +class Fluid: + def __init__(self, shape, *quantities, pressure_order=1, advect_order=3): + self.shape = shape + self.dimensions = len(shape) + + # Prototyping is simplified by dynamically + # creating advected quantities as needed. + self.quantities = quantities + for q in quantities: + setattr(self, q, np.zeros(shape)) + + self.indices = np.indices(shape) + self.velocity = np.zeros((self.dimensions, *shape)) + + laplacian = operator(shape, difference(2, pressure_order)) + self.pressure_solver = factorized(laplacian) + + self.advect_order = advect_order + + def step(self): + # Advection is computed backwards in time as described in Stable Fluids. + advection_map = self.indices - self.velocity + + # SciPy's spline filter introduces checkerboard divergence. + # A linear blend of the filtered and unfiltered fields based + # on some value epsilon eliminates this error. + def advect(field, filter_epsilon=10e-2, mode='constant'): + filtered = spline_filter(field, order=self.advect_order, mode=mode) + field = filtered * (1 - filter_epsilon) + field * filter_epsilon + return map_coordinates(field, advection_map, prefilter=False, order=self.advect_order, mode=mode) + + # Apply advection to each axis of the + # velocity field and each user-defined quantity. + for d in range(self.dimensions): + self.velocity[d] = advect(self.velocity[d]) + + for q in self.quantities: + setattr(self, q, advect(getattr(self, q))) + + # Compute the jacobian at each point in the + # velocity field to extract curl and divergence. + jacobian_shape = (self.dimensions,) * 2 + partials = tuple(np.gradient(d) for d in self.velocity) + jacobian = np.stack(partials).reshape(*jacobian_shape, *self.shape) + + divergence = jacobian.trace() + + # If this curl calculation is extended to 3D, the y-axis value must be negated. + # This corresponds to the coefficients of the levi-civita symbol in that dimension. + # Higher dimensions do not have a vector -> scalar, or vector -> vector, + # correspondence between velocity and curl due to differing isomorphisms + # between exterior powers in dimensions != 2 or 3 respectively. + curl_mask = np.triu(np.ones(jacobian_shape, dtype=bool), k=1) + curl = (jacobian[curl_mask] - jacobian[curl_mask.T]).squeeze() + + # Apply the pressure correction to the fluid's velocity field. + pressure = self.pressure_solver(divergence.flatten()).reshape(self.shape) + self.velocity -= np.gradient(pressure) + + return divergence, curl, pressure \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/utility/magictex.py b/custom_nodes/ComfyUI-KJNodes/utility/magictex.py new file mode 100644 index 0000000000000000000000000000000000000000..e6d426f7deb3deb977604dd37581eb4e9fe9e6a9 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/utility/magictex.py @@ -0,0 +1,95 @@ +"""Generates psychedelic color textures in the spirit of Blender's magic texture shader using Python/Numpy + +https://github.com/cheind/magic-texture +""" +from typing import Tuple, Optional +import numpy as np + + +def coordinate_grid(shape: Tuple[int, int], dtype=np.float32): + """Returns a three-dimensional coordinate grid of given shape for use in `magic`.""" + x = np.linspace(-1, 1, shape[1], endpoint=True, dtype=dtype) + y = np.linspace(-1, 1, shape[0], endpoint=True, dtype=dtype) + X, Y = np.meshgrid(x, y) + XYZ = np.stack((X, Y, np.ones_like(X)), -1) + return XYZ + + +def random_transform(coords: np.ndarray, rng: np.random.Generator = None): + """Returns randomly transformed coordinates""" + H, W = coords.shape[:2] + rng = rng or np.random.default_rng() + m = rng.uniform(-1.0, 1.0, size=(3, 3)).astype(coords.dtype) + return (coords.reshape(-1, 3) @ m.T).reshape(H, W, 3) + + +def magic( + coords: np.ndarray, + depth: Optional[int] = None, + distortion: Optional[int] = None, + rng: np.random.Generator = None, +): + """Returns color magic color texture. + + The implementation is based on Blender's (https://www.blender.org/) magic + texture shader. The following adaptions have been made: + - we exchange the nested if-cascade by a probabilistic iterative approach + + Kwargs + ------ + coords: HxWx3 array + Coordinates transformed into colors by this method. See + `magictex.coordinate_grid` to generate the default. + depth: int (optional) + Number of transformations applied. Higher numbers lead to more + nested patterns. If not specified, randomly sampled. + distortion: float (optional) + Distortion of patterns. Larger values indicate more distortion, + lower values tend to generate smoother patterns. If not specified, + randomly sampled. + rng: np.random.Generator + Optional random generator to draw samples from. + + Returns + ------- + colors: HxWx3 array + Three channel color image in range [0,1] + """ + rng = rng or np.random.default_rng() + if distortion is None: + distortion = rng.uniform(1, 4) + if depth is None: + depth = rng.integers(1, 5) + + H, W = coords.shape[:2] + XYZ = coords + x = np.sin((XYZ[..., 0] + XYZ[..., 1] + XYZ[..., 2]) * distortion) + y = np.cos((-XYZ[..., 0] + XYZ[..., 1] - XYZ[..., 2]) * distortion) + z = -np.cos((-XYZ[..., 0] - XYZ[..., 1] + XYZ[..., 2]) * distortion) + + if depth > 0: + x *= distortion + y *= distortion + z *= distortion + y = -np.cos(x - y + z) + y *= distortion + + xyz = [x, y, z] + fns = [np.cos, np.sin] + for _ in range(1, depth): + axis = rng.choice(3) + fn = fns[rng.choice(2)] + signs = rng.binomial(n=1, p=0.5, size=4) * 2 - 1 + + xyz[axis] = signs[-1] * fn( + signs[0] * xyz[0] + signs[1] * xyz[1] + signs[2] * xyz[2] + ) + xyz[axis] *= distortion + + x, y, z = xyz + x /= 2 * distortion + y /= 2 * distortion + z /= 2 * distortion + c = 0.5 - np.stack((x, y, z), -1) + np.clip(c, 0, 1.0) + return c \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/utility/numerical.py b/custom_nodes/ComfyUI-KJNodes/utility/numerical.py new file mode 100644 index 0000000000000000000000000000000000000000..b5b88bc63c45d63d8913e56cbd06eb7ab413fe4f --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/utility/numerical.py @@ -0,0 +1,25 @@ +from functools import reduce +from itertools import cycle +from math import factorial + +import numpy as np +import scipy.sparse as sp + + +def difference(derivative, accuracy=1): + # Central differences implemented based on the article here: + # http://web.media.mit.edu/~crtaylor/calculator.html + derivative += 1 + radius = accuracy + derivative // 2 - 1 + points = range(-radius, radius + 1) + coefficients = np.linalg.inv(np.vander(points)) + return coefficients[-derivative] * factorial(derivative - 1), points + + +def operator(shape, *differences): + # Credit to Philip Zucker for figuring out + # that kronsum's argument order is reversed. + # Without that bit of wisdom I'd have lost it. + differences = zip(shape, cycle(differences)) + factors = (sp.diags(*diff, shape=(dim,) * 2) for dim, diff in differences) + return reduce(lambda a, f: sp.kronsum(f, a, format='csc'), factors) \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/utility/utility.py b/custom_nodes/ComfyUI-KJNodes/utility/utility.py new file mode 100644 index 0000000000000000000000000000000000000000..5b7ea444e94f1c0a215001f19e9b4ba37760a1e3 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/utility/utility.py @@ -0,0 +1,88 @@ +import torch +import numpy as np +from PIL import Image, ImageColor +from typing import Union, List +import logging + +# Utility functions from mtb nodes: https://github.com/melMass/comfy_mtb +def pil2tensor(image: Union[Image.Image, List[Image.Image]]) -> torch.Tensor: + if isinstance(image, list): + return torch.cat([pil2tensor(img) for img in image], dim=0) + + return torch.from_numpy(np.array(image).astype(np.float32) / 255.0).unsqueeze(0) + + +def np2tensor(img_np: Union[np.ndarray, List[np.ndarray]]) -> torch.Tensor: + if isinstance(img_np, list): + return torch.cat([np2tensor(img) for img in img_np], dim=0) + + return torch.from_numpy(img_np.astype(np.float32) / 255.0).unsqueeze(0) + + +def tensor2np(tensor: torch.Tensor): + if len(tensor.shape) == 3: # Single image + return np.clip(255.0 * tensor.cpu().numpy(), 0, 255).astype(np.uint8) + else: # Batch of images + return [np.clip(255.0 * t.cpu().numpy(), 0, 255).astype(np.uint8) for t in tensor] + +def tensor2pil(image: torch.Tensor) -> List[Image.Image]: + batch_count = image.size(0) if len(image.shape) > 3 else 1 + if batch_count > 1: + out = [] + for i in range(batch_count): + out.extend(tensor2pil(image[i])) + return out + + return [ + Image.fromarray( + np.clip(255.0 * image.cpu().numpy().squeeze(), 0, 255).astype(np.uint8) + ) + ] + +def string_to_color(color_string: str) -> List[int]: + color_list = [0, 0, 0] # Default fallback (black) + + if ',' in color_string: + # Handle CSV format (e.g., "255, 0, 0" or "255, 0, 0, 128" or "1.0, 0.5, 0.0") + try: + values = [float(channel.strip()) for channel in color_string.split(',')] + # Convert to 0-255 range if values are in 0-1 range + if all(0 <= v <= 1 for v in values): + color_list = [int(v * 255) for v in values] + else: + color_list = [int(v) for v in values] + except ValueError: + logging.warning(f"Invalid color format: {color_string}. Using default black.") + elif color_string.lstrip('#').isalnum() and not color_string.lstrip('#').replace('.', '', 1).isdigit(): + # Could be Hex format or color name + color_string_stripped = color_string.lstrip('#') + # Try hex first + if len(color_string_stripped) in [6, 8] and all(c in '0123456789ABCDEFabcdef' for c in color_string_stripped): + if len(color_string_stripped) == 6: # #RRGGBB + color_list = [int(color_string_stripped[i:i+2], 16) for i in (0, 2, 4)] + elif len(color_string_stripped) == 8: # #RRGGBBAA + color_list = [int(color_string_stripped[i:i+2], 16) for i in (0, 2, 4, 6)] + else: + # Try color name (e.g., "red", "blue", "cyan") + try: + rgb = ImageColor.getrgb(color_string) + color_list = list(rgb) + except ValueError: + logging.warning(f"Invalid color name or hex format: {color_string}. Using default black.") + else: + # Handle single value (grayscale) - can be int or float + try: + value = float(color_string.strip()) + # Convert to 0-255 range if it's a float between 0-1 + if 0 <= value <= 1: + value = int(value * 255) + else: + value = int(value) + color_list = [value, value, value] + except ValueError: + logging.warning(f"Invalid color format: {color_string}. Using default black.") + + # Clip values to valid range + color_list = np.clip(color_list, 0, 255).tolist() + + return color_list diff --git a/custom_nodes/ComfyUI-KJNodes/web/green.png b/custom_nodes/ComfyUI-KJNodes/web/green.png new file mode 100644 index 0000000000000000000000000000000000000000..7176b5d2ff7b5a83311b158d29839735108977e3 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/green.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35fa9ee253b369b6261a13783c3a0da0f19795ccdb2e1f598164919fc66d8824 +size 2340 diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/appearance.js b/custom_nodes/ComfyUI-KJNodes/web/js/appearance.js new file mode 100644 index 0000000000000000000000000000000000000000..9069207e2ca079363e757da234318c76d24806ee --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/appearance.js @@ -0,0 +1,23 @@ +const { app } = window.comfyAPI.app; + +app.registerExtension({ + name: "KJNodes.appearance", + nodeCreated(node) { + switch (node.comfyClass) { + case "INTConstant": + node.setSize([200, 58]); + node.color = "#1b4669"; + node.bgcolor = "#29699c"; + break; + case "FloatConstant": + node.setSize([200, 58]); + node.color = LGraphCanvas.node_colors.green.color; + node.bgcolor = LGraphCanvas.node_colors.green.bgcolor; + break; + case "ConditioningMultiCombine": + node.color = LGraphCanvas.node_colors.brown.color; + node.bgcolor = LGraphCanvas.node_colors.brown.bgcolor; + break; + } + } +}); diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/browserstatus.js b/custom_nodes/ComfyUI-KJNodes/web/js/browserstatus.js new file mode 100644 index 0000000000000000000000000000000000000000..7ef12a186b9d78fc58c4f72deed18ad9573af477 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/browserstatus.js @@ -0,0 +1,55 @@ +const { api } = window.comfyAPI.api; +const { app } = window.comfyAPI.app; + +app.registerExtension({ + name: "KJNodes.browserstatus", + setup() { + if (!app.ui.settings.getSettingValue("KJNodes.browserStatus")) { + return; + } + api.addEventListener("status", ({ detail }) => { + let title = "ComfyUI"; + let favicon = "green"; + let queueRemaining = detail && detail.exec_info.queue_remaining; + + if (queueRemaining) { + favicon = "red"; + title = `00% - ${queueRemaining} | ${title}`; + } + let link = document.querySelector("link[rel~='icon']"); + if (!link) { + link = document.createElement("link"); + link.rel = "icon"; + document.head.appendChild(link); + } + link.href = new URL(`../${favicon}.png`, import.meta.url); + document.title = title; + }); + //add progress to the title + api.addEventListener("progress", ({ detail }) => { + const { value, max } = detail; + const progress = Math.floor((value / max) * 100); + let title = document.title; + + if (!isNaN(progress) && progress >= 0 && progress <= 100) { + const paddedProgress = String(progress).padStart(2, '0'); + title = `${paddedProgress}% ${title.replace(/^\d+%\s/, '')}`; + } + document.title = title; + }); + }, + init() { + if (!app.ui.settings.getSettingValue("KJNodes.browserStatus")) { + return; + } + const pythongossFeed = app.extensions.find( + (e) => e.name === 'pysssss.FaviconStatus', + ) + if (pythongossFeed) { + console.warn("KJNodes - Overriding pysssss.FaviconStatus") + pythongossFeed.setup = function() { + console.warn("Disabled by KJNodes") + }; + } + }, +}); \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/contextmenu.js b/custom_nodes/ComfyUI-KJNodes/web/js/contextmenu.js new file mode 100644 index 0000000000000000000000000000000000000000..02017e15e9ff05a347d312c2f2375adafddcca9b --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/contextmenu.js @@ -0,0 +1,175 @@ +const { app } = window.comfyAPI.app; + +// Adds context menu entries, code partly from pyssssscustom-scripts + +function addMenuHandler(nodeType, cb) { + const getOpts = nodeType.prototype.getExtraMenuOptions; + nodeType.prototype.getExtraMenuOptions = function () { + const r = getOpts.apply(this, arguments); + cb.apply(this, arguments); + return r; + }; +} + +function addNode(name, nextTo, options) { + console.log("name:", name); + console.log("nextTo:", nextTo); + options = { side: "left", select: true, shiftY: 0, shiftX: 0, ...(options || {}) }; + const node = LiteGraph.createNode(name); + app.graph.add(node); + + node.pos = [ + options.side === "left" ? nextTo.pos[0] - (node.size[0] + options.offset): nextTo.pos[0] + nextTo.size[0] + options.offset, + + nextTo.pos[1] + options.shiftY, + ]; + + // Automatically connect nodes + if (options.side === "left") { + // New node on left: connect new node's output to nextTo's first available input + if (node.outputs && node.outputs.length > 0 && nextTo.inputs && nextTo.inputs.length > 0) { + for (let i = 0; i < nextTo.inputs.length; i++) { + if (!nextTo.inputs[i].link) { + node.connect(0, nextTo, i); + break; + } + } + } + } else { + // New node on right: connect nextTo's output to new node's first available input + if (nextTo.outputs && nextTo.outputs.length > 0 && node.inputs && node.inputs.length > 0) { + for (let i = 0; i < node.inputs.length; i++) { + if (!node.inputs[i].link) { + nextTo.connect(0, node, i); + break; + } + } + } + } + + if (options.select) { + app.canvas.selectNode(node, false); + } + return node; +} + +app.registerExtension({ + name: "KJNodesContextmenu", + async beforeRegisterNodeDef(nodeType, nodeData, app) { + if (nodeData.input && nodeData.input.required) { + addMenuHandler(nodeType, function (_, options) { + options.unshift( + { + content: "Add GetNode", + callback: () => {addNode("GetNode", this, { side:"left", offset: 30});} + }, + { + content: "Add SetNode", + callback: () => {addNode("SetNode", this, { side:"right", offset: 30 });} + }, + { + content: "Add PreviewAsTextNode", + callback: () => {addNode("PreviewAny", this, { side:"right", offset: 30 }); + }, + }); + }); + } + }, + async setup(app) { + const updateSlots = (value) => { + const valuesToAddToIn = ["GetNode"]; + const valuesToAddToOut = ["SetNode"]; + // Remove entries if they exist + for (const arr of Object.values(LiteGraph.slot_types_default_in)) { + for (const valueToAdd of valuesToAddToIn) { + const idx = arr.indexOf(valueToAdd); + if (idx !== -1) { + arr.splice(idx, 1); + } + } + } + + for (const arr of Object.values(LiteGraph.slot_types_default_out)) { + for (const valueToAdd of valuesToAddToOut) { + const idx = arr.indexOf(valueToAdd); + if (idx !== -1) { + arr.splice(idx, 1); + } + } + } + if (value!="disabled") { + for (const arr of Object.values(LiteGraph.slot_types_default_in)) { + for (const valueToAdd of valuesToAddToIn) { + const idx = arr.indexOf(valueToAdd); + if (idx !== -1) { + arr.splice(idx, 1); + } + if (value === "top") { + arr.unshift(valueToAdd); + } else { + arr.push(valueToAdd); + } + } + } + + for (const arr of Object.values(LiteGraph.slot_types_default_out)) { + for (const valueToAdd of valuesToAddToOut) { + const idx = arr.indexOf(valueToAdd); + if (idx !== -1) { + arr.splice(idx, 1); + } + if (value === "top") { + arr.unshift(valueToAdd); + } else { + arr.push(valueToAdd); + } + } + } + } + }; + + app.ui.settings.addSetting({ + id: "KJNodes.SetGetMenu", + name: "KJNodes: Make Set/Get -nodes defaults", + tooltip: 'Adds Set/Get nodes to the top or bottom of the list of available node suggestions.', + options: ['disabled', 'top', 'bottom'], + defaultValue: 'disabled', + type: "combo", + onChange: updateSlots, + + }); + app.ui.settings.addSetting({ + id: "KJNodes.MiddleClickDefault", + name: "KJNodes: Middle click default node adding", + defaultValue: false, + type: "boolean", + onChange: (value) => { + LiteGraph.middle_click_slot_add_default_node = value; + }, + }); + app.ui.settings.addSetting({ + id: "KJNodes.nodeAutoColor", + name: "KJNodes: Automatically set node colors", + type: "boolean", + defaultValue: true, + }); + app.ui.settings.addSetting({ + id: "KJNodes.helpPopup", + name: "KJNodes: Help popups", + defaultValue: true, + type: "boolean", + }); + app.ui.settings.addSetting({ + id: "KJNodes.disablePrefix", + name: "KJNodes: Disable automatic Set_ and Get_ prefix", + defaultValue: true, + type: "boolean", + }); + app.ui.settings.addSetting({ + id: "KJNodes.browserStatus", + name: "KJNodes: 🟢 Stoplight browser status icon 🔴", + defaultValue: false, + type: "boolean", + }); +} +}); diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/fast_preview.js b/custom_nodes/ComfyUI-KJNodes/web/js/fast_preview.js new file mode 100644 index 0000000000000000000000000000000000000000..271784495d61c098b649af1b8f3a73bdfa457c21 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/fast_preview.js @@ -0,0 +1,95 @@ +const { app } = window.comfyAPI.app; + +//from melmass +export function makeUUID() { + let dt = new Date().getTime() + const uuid = 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, (c) => { + const r = ((dt + Math.random() * 16) % 16) | 0 + dt = Math.floor(dt / 16) + return (c === 'x' ? r : (r & 0x3) | 0x8).toString(16) + }) + return uuid +} + +function chainCallback(object, property, callback) { + if (object == undefined) { + //This should not happen. + console.error("Tried to add callback to non-existant object") + return; + } + if (property in object) { + const callback_orig = object[property] + object[property] = function () { + const r = callback_orig.apply(this, arguments); + callback.apply(this, arguments); + return r + }; + } else { + object[property] = callback; + } +} +app.registerExtension({ + name: 'KJNodes.FastPreview', + + async beforeRegisterNodeDef(nodeType, nodeData) { + if (nodeData?.name === 'FastPreview') { + chainCallback(nodeType.prototype, "onNodeCreated", function () { + + var element = document.createElement("div"); + this.uuid = makeUUID() + element.id = `fast-preview-${this.uuid}` + + this.previewWidget = this.addDOMWidget(nodeData.name, "FastPreviewWidget", element, { + serialize: false, + hideOnZoom: false, + }); + + this.previewer = new Previewer(this); + + this.setSize([550, 550]); + this.resizable = false; + this.previewWidget.parentEl = document.createElement("div"); + this.previewWidget.parentEl.className = "fast-preview"; + this.previewWidget.parentEl.id = `fast-preview-${this.uuid}` + element.appendChild(this.previewWidget.parentEl); + + chainCallback(this, "onExecuted", function (message) { + let bg_image = message["bg_image"]; + this.properties.imgData = { + name: "bg_image", + base64: bg_image + }; + this.previewer.refreshBackgroundImage(this); + }); + + + }); // onAfterGraphConfigured + }//node created + } //before register +})//register + +class Previewer { + constructor(context) { + this.node = context; + this.previousWidth = null; + this.previousHeight = null; + } + refreshBackgroundImage = () => { + const imgData = this.node?.properties?.imgData; + if (imgData?.base64) { + const base64String = imgData.base64; + const imageUrl = `data:${imgData.type};base64,${base64String}`; + const img = new Image(); + img.src = imageUrl; + img.onload = () => { + const { width, height } = img; + if (width !== this.previousWidth || height !== this.previousHeight) { + this.node.setSize([width, height]); + this.previousWidth = width; + this.previousHeight = height; + } + this.node.previewWidget.element.style.backgroundImage = `url(${imageUrl})`; + }; + } + }; + } \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/help_popup.js b/custom_nodes/ComfyUI-KJNodes/web/js/help_popup.js new file mode 100644 index 0000000000000000000000000000000000000000..9ea71359207a208aa986d54617ac553d2e44e80f --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/help_popup.js @@ -0,0 +1,326 @@ +const { app } = window.comfyAPI.app; + +// code based on mtb nodes by Mel Massadian https://github.com/melMass/comfy_mtb/ +export const loadScript = ( + FILE_URL, + async = true, + type = 'text/javascript', +) => { + return new Promise((resolve, reject) => { + try { + // Check if the script already exists + const existingScript = document.querySelector(`script[src="${FILE_URL}"]`) + if (existingScript) { + resolve({ status: true, message: 'Script already loaded' }) + return + } + + const scriptEle = document.createElement('script') + scriptEle.type = type + scriptEle.async = async + scriptEle.src = FILE_URL + + scriptEle.addEventListener('load', (ev) => { + resolve({ status: true }) + }) + + scriptEle.addEventListener('error', (ev) => { + reject({ + status: false, + message: `Failed to load the script ${FILE_URL}`, + }) + }) + + document.body.appendChild(scriptEle) + } catch (error) { + reject(error) + } + }) +} + +loadScript('kjweb_async/marked.min.js').catch((e) => { + console.log(e) +}) +loadScript('kjweb_async/purify.min.js').catch((e) => { + console.log(e) +}) + +const categories = ["KJNodes", "SUPIR", "VoiceCraft", "Marigold", "IC-Light", "WanVideoWrapper"]; +app.registerExtension({ + name: "KJNodes.HelpPopup", + async beforeRegisterNodeDef(nodeType, nodeData) { + + if (app.ui.settings.getSettingValue("KJNodes.helpPopup") === false) { + return; + } + try { + categories.forEach(category => { + if (nodeData?.category?.startsWith(category)) { + addDocumentation(nodeData, nodeType); + } + else return + }); + } catch (error) { + console.error("Error in registering KJNodes.HelpPopup", error); + } + }, +}); + +const create_documentation_stylesheet = () => { + const tag = 'kj-documentation-stylesheet' + + let styleTag = document.head.querySelector(tag) + + if (!styleTag) { + styleTag = document.createElement('style') + styleTag.type = 'text/css' + styleTag.id = tag + styleTag.innerHTML = ` + .kj-documentation-popup { + background: var(--comfy-menu-bg); + position: absolute; + color: var(--fg-color); + font: 12px monospace; + line-height: 1.5em; + padding: 10px; + border-radius: 10px; + border-style: solid; + border-width: medium; + border-color: var(--border-color); + z-index: 5; + overflow: hidden; + } + .content-wrapper { + overflow: auto; + max-height: 100%; + /* Scrollbar styling for Chrome */ + &::-webkit-scrollbar { + width: 6px; + } + &::-webkit-scrollbar-track { + background: var(--bg-color); + } + &::-webkit-scrollbar-thumb { + background-color: var(--fg-color); + border-radius: 6px; + border: 3px solid var(--bg-color); + } + + /* Scrollbar styling for Firefox */ + scrollbar-width: thin; + scrollbar-color: var(--fg-color) var(--bg-color); + a { + color: yellow; + } + a:visited { + color: orange; + } + a:hover { + color: red; + } + } + ` + document.head.appendChild(styleTag) + } + } + + /** Add documentation widget to the selected node */ + export const addDocumentation = ( + nodeData, + nodeType, + opts = { icon_size: 14, icon_margin: 4 },) => { + + opts = opts || {} + const iconSize = opts.icon_size ? opts.icon_size : 14 + const iconMargin = opts.icon_margin ? opts.icon_margin : 4 + let docElement = null + let contentWrapper = null + //if no description in the node python code, don't do anything + if (!nodeData.description) { + return + } + + const drawFg = nodeType.prototype.onDrawForeground + nodeType.prototype.onDrawForeground = function (ctx) { + const r = drawFg ? drawFg.apply(this, arguments) : undefined + if (this.flags.collapsed) return r + + // icon position + const x = this.size[0] - iconSize - iconMargin + + // create the popup + if (this.show_doc && docElement === null) { + docElement = document.createElement('div') + contentWrapper = document.createElement('div'); + docElement.appendChild(contentWrapper); + + create_documentation_stylesheet() + contentWrapper.classList.add('content-wrapper'); + docElement.classList.add('kj-documentation-popup') + + //parse the string from the python node code to html with marked, and sanitize the html with DOMPurify + contentWrapper.innerHTML = DOMPurify.sanitize(marked.parse(nodeData.description,)) + + // resize handle + const resizeHandle = document.createElement('div'); + resizeHandle.style.width = '0'; + resizeHandle.style.height = '0'; + resizeHandle.style.position = 'absolute'; + resizeHandle.style.bottom = '0'; + resizeHandle.style.right = '0'; + resizeHandle.style.cursor = 'se-resize'; + + // Add pseudo-elements to create a triangle shape + const borderColor = getComputedStyle(document.documentElement).getPropertyValue('--border-color').trim(); + resizeHandle.style.borderTop = '10px solid transparent'; + resizeHandle.style.borderLeft = '10px solid transparent'; + resizeHandle.style.borderBottom = `10px solid ${borderColor}`; + resizeHandle.style.borderRight = `10px solid ${borderColor}`; + + docElement.appendChild(resizeHandle) + let isResizing = false + let startX, startY, startWidth, startHeight + + resizeHandle.addEventListener('mousedown', function (e) { + e.preventDefault(); + e.stopPropagation(); + isResizing = true; + startX = e.clientX; + startY = e.clientY; + startWidth = parseInt(document.defaultView.getComputedStyle(docElement).width, 10); + startHeight = parseInt(document.defaultView.getComputedStyle(docElement).height, 10); + }, + { signal: this.docCtrl.signal }, + ); + + // close button + const closeButton = document.createElement('div'); + closeButton.textContent = '❌'; + closeButton.style.position = 'absolute'; + closeButton.style.top = '0'; + closeButton.style.right = '0'; + closeButton.style.cursor = 'pointer'; + closeButton.style.padding = '5px'; + closeButton.style.color = 'red'; + closeButton.style.fontSize = '12px'; + + docElement.appendChild(closeButton) + + closeButton.addEventListener('mousedown', (e) => { + e.stopPropagation(); + this.show_doc = !this.show_doc + docElement.parentNode.removeChild(docElement) + docElement = null + if (contentWrapper) { + contentWrapper.remove() + contentWrapper = null + } + }, + { signal: this.docCtrl.signal }, + ); + + document.addEventListener('mousemove', function (e) { + if (!isResizing) return; + const scale = app.canvas.ds.scale; + const newWidth = startWidth + (e.clientX - startX) / scale; + const newHeight = startHeight + (e.clientY - startY) / scale;; + docElement.style.width = `${newWidth}px`; + docElement.style.height = `${newHeight}px`; + }, + { signal: this.docCtrl.signal }, + ); + + document.addEventListener('mouseup', function () { + isResizing = false + }, + { signal: this.docCtrl.signal }, + ) + + document.body.appendChild(docElement) + } + // close the popup + else if (!this.show_doc && docElement !== null) { + docElement.parentNode.removeChild(docElement) + docElement = null + } + // update position of the popup + if (this.show_doc && docElement !== null) { + const rect = ctx.canvas.getBoundingClientRect() + const scaleX = rect.width / ctx.canvas.width + const scaleY = rect.height / ctx.canvas.height + + const transform = new DOMMatrix() + .scaleSelf(scaleX, scaleY) + .multiplySelf(ctx.getTransform()) + .translateSelf(this.size[0] * scaleX * Math.max(1.0,window.devicePixelRatio) , 0) + .translateSelf(10, -32) + + const scale = new DOMMatrix() + .scaleSelf(transform.a, transform.d); + const bcr = app.canvas.canvas.getBoundingClientRect() + + const styleObject = { + transformOrigin: '0 0', + transform: scale, + left: `${transform.a + bcr.x + transform.e}px`, + top: `${transform.d + bcr.y + transform.f}px`, + }; + Object.assign(docElement.style, styleObject); + } + + ctx.save() + ctx.translate(x - 2, iconSize - 34) + ctx.scale(iconSize / 32, iconSize / 32) + ctx.strokeStyle = 'rgba(255,255,255,0.3)' + ctx.lineCap = 'round' + ctx.lineJoin = 'round' + ctx.lineWidth = 2.4 + ctx.font = 'bold 36px monospace' + ctx.fillStyle = 'orange'; + ctx.fillText('?', 0, 24) + ctx.restore() + return r + } + // handle clicking of the icon + const mouseDown = nodeType.prototype.onMouseDown + nodeType.prototype.onMouseDown = function (e, localPos, canvas) { + const r = mouseDown ? mouseDown.apply(this, arguments) : undefined + const iconX = this.size[0] - iconSize - iconMargin + const iconY = iconSize - 34 + if ( + localPos[0] > iconX && + localPos[0] < iconX + iconSize && + localPos[1] > iconY && + localPos[1] < iconY + iconSize + ) { + if (this.show_doc === undefined) { + this.show_doc = true + } else { + this.show_doc = !this.show_doc + } + if (this.show_doc) { + this.docCtrl = new AbortController() + } else { + this.docCtrl.abort() + } + return true; + } + return r; + } + const onRem = nodeType.prototype.onRemoved + + nodeType.prototype.onRemoved = function () { + const r = onRem ? onRem.apply(this, []) : undefined + + if (docElement) { + docElement.remove() + docElement = null + } + + if (contentWrapper) { + contentWrapper.remove() + contentWrapper = null + } + return r + } +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/jsnodes.js b/custom_nodes/ComfyUI-KJNodes/web/js/jsnodes.js new file mode 100644 index 0000000000000000000000000000000000000000..6ab107608851dd0ef42af11f7c689d67323285c8 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/jsnodes.js @@ -0,0 +1,416 @@ +const { app } = window.comfyAPI.app; +const { applyTextReplacements } = window.comfyAPI.utils; + +app.registerExtension({ + name: "KJNodes.jsnodes", + async beforeRegisterNodeDef(nodeType, nodeData, app) { + if(!nodeData?.category?.startsWith("KJNodes")) { + return; + } + switch (nodeData.name) { + case "ConditioningMultiCombine": + nodeType.prototype.onNodeCreated = function () { + this._type = "CONDITIONING" + this.inputs_offset = nodeData.name.includes("selective")?1:0 + this.addWidget("button", "Update inputs", null, () => { + if (!this.inputs) { + this.inputs = []; + } + const target_number_of_inputs = this.widgets.find(w => w.name === "inputcount")["value"]; + const num_inputs = this.inputs.filter(input => input.type === this._type).length + if(target_number_of_inputs===num_inputs)return; // already set, do nothing + + if(target_number_of_inputs < num_inputs){ + const inputs_to_remove = num_inputs - target_number_of_inputs; + for(let i = 0; i < inputs_to_remove; i++) { + this.removeInput(this.inputs.length - 1); + } + } + else{ + for(let i = num_inputs+1; i <= target_number_of_inputs; ++i) + this.addInput(`conditioning_${i}`, this._type) + } + }); + } + break; + case "ImageBatchMulti": + case "ImageAddMulti": + case "ImageConcatMulti": + case "CrossFadeImagesMulti": + case "TransitionImagesMulti": + nodeType.prototype.onNodeCreated = function () { + this._type = "IMAGE" + this.addWidget("button", "Update inputs", null, () => { + if (!this.inputs) { + this.inputs = []; + } + const target_number_of_inputs = this.widgets.find(w => w.name === "inputcount")["value"]; + const num_inputs = this.inputs.filter(input => input.type === this._type).length + if(target_number_of_inputs===num_inputs)return; // already set, do nothing + + if(target_number_of_inputs < num_inputs){ + const inputs_to_remove = num_inputs - target_number_of_inputs; + for(let i = 0; i < inputs_to_remove; i++) { + this.removeInput(this.inputs.length - 1); + } + } + else{ + for(let i = num_inputs+1; i <= target_number_of_inputs; ++i) + this.addInput(`image_${i}`, this._type, {shape: 7}); + } + + }); + } + break; + case "MaskBatchMulti": + nodeType.prototype.onNodeCreated = function () { + this._type = "MASK" + this.addWidget("button", "Update inputs", null, () => { + if (!this.inputs) { + this.inputs = []; + } + const target_number_of_inputs = this.widgets.find(w => w.name === "inputcount")["value"]; + const num_inputs = this.inputs.filter(input => input.type === this._type).length + if(target_number_of_inputs===num_inputs)return; // already set, do nothing + + if(target_number_of_inputs < num_inputs){ + const inputs_to_remove = num_inputs - target_number_of_inputs; + for(let i = 0; i < inputs_to_remove; i++) { + this.removeInput(this.inputs.length - 1); + } + } + else{ + for(let i = num_inputs+1; i <= target_number_of_inputs; ++i) + this.addInput(`mask_${i}`, this._type) + } + }); + } + break; + + case "FluxBlockLoraSelect": + case "HunyuanVideoBlockLoraSelect": + case "Wan21BlockLoraSelect": + case "LTX2BlockLoraSelect": + nodeType.prototype.onNodeCreated = function () { + this.addWidget("button", "Set all", null, () => { + const userInput = prompt("Enter the values to set for widgets (e.g., s0,1,2-7=2.0, d0,1,2-7=2.0, or 1.0):", ""); + if (userInput) { + const regex = /([sd])?(\d+(?:,\d+|-?\d+)*?)?=(\d+(\.\d+)?)/; + const match = userInput.match(regex); + if (match) { + const type = match[1]; + const indicesPart = match[2]; + const value = parseFloat(match[3]); + + let targetWidgets = []; + if (type === 's') { + targetWidgets = this.widgets.filter(widget => widget.name.includes("single")); + } else if (type === 'd') { + targetWidgets = this.widgets.filter(widget => widget.name.includes("double")); + } else { + targetWidgets = this.widgets; // No type specified, all widgets + } + + if (indicesPart) { + const indices = indicesPart.split(',').flatMap(part => { + if (part.includes('-')) { + const [start, end] = part.split('-').map(Number); + return Array.from({ length: end - start + 1 }, (_, i) => start + i); + } + return Number(part); + }); + + for (const index of indices) { + if (index < targetWidgets.length) { + targetWidgets[index].value = value; + } + } + } else { + // No indices provided, set value for all target widgets + for (const widget of targetWidgets) { + widget.value = value; + } + } + } else if (!isNaN(parseFloat(userInput))) { + // Single value provided, set it for all widgets + const value = parseFloat(userInput); + for (const widget of this.widgets) { + widget.value = value; + } + } else { + alert("Invalid input format. Please use the format s0,1,2-7=2.0, d0,1,2-7=2.0, or 1.0"); + } + } else { + alert("Invalid input. Please enter a value."); + } + }); + }; + break; + + case "GetMaskSizeAndCount": + const onGetMaskSizeConnectInput = nodeType.prototype.onConnectInput; + nodeType.prototype.onConnectInput = function (targetSlot, type, output, originNode, originSlot) { + const v = onGetMaskSizeConnectInput? onGetMaskSizeConnectInput.apply(this, arguments): undefined + this.outputs[1]["label"] = "width" + this.outputs[2]["label"] = "height" + this.outputs[3]["label"] = "count" + return v; + } + const onGetMaskSizeExecuted = nodeType.prototype.onAfterExecuteNode; + nodeType.prototype.onExecuted = function(message) { + const r = onGetMaskSizeExecuted? onGetMaskSizeExecuted.apply(this,arguments): undefined + let values = message["text"].toString().split('x').map(Number); + this.outputs[1]["label"] = values[1] + " width" + this.outputs[2]["label"] = values[2] + " height" + this.outputs[3]["label"] = values[0] + " count" + return r + } + break; + + case "GetImageSizeAndCount": + const onGetImageSizeConnectInput = nodeType.prototype.onConnectInput; + nodeType.prototype.onConnectInput = function (targetSlot, type, output, originNode, originSlot) { + console.log(this) + const v = onGetImageSizeConnectInput? onGetImageSizeConnectInput.apply(this, arguments): undefined + //console.log(this) + this.outputs[1]["label"] = "width" + this.outputs[2]["label"] = "height" + this.outputs[3]["label"] = "count" + return v; + } + //const onGetImageSizeExecuted = nodeType.prototype.onExecuted; + const onGetImageSizeExecuted = nodeType.prototype.onAfterExecuteNode; + nodeType.prototype.onExecuted = function(message) { + console.log(this) + const r = onGetImageSizeExecuted? onGetImageSizeExecuted.apply(this,arguments): undefined + let values = message["text"].toString().split('x').map(Number); + console.log(values) + this.outputs[1]["label"] = values[1] + " width" + this.outputs[2]["label"] = values[2] + " height" + this.outputs[3]["label"] = values[0] + " count" + return r + } + break; + + case "GetLatentSizeAndCount": + const onGetLatentConnectInput = nodeType.prototype.onConnectInput; + nodeType.prototype.onConnectInput = function (targetSlot, type, output, originNode, originSlot) { + console.log(this) + const v = onGetLatentConnectInput? onGetLatentConnectInput.apply(this, arguments): undefined + //console.log(this) + this.outputs[1]["label"] = "batch_size" + this.outputs[2]["label"] = "channels" + this.outputs[3]["label"] = "frames" + this.outputs[4]["label"] = "height" + this.outputs[5]["label"] = "width" + return v; + } + //const onGetImageSizeExecuted = nodeType.prototype.onExecuted; + const onGetLatentSizeExecuted = nodeType.prototype.onAfterExecuteNode; + nodeType.prototype.onExecuted = function(message) { + console.log(this) + const r = onGetLatentSizeExecuted? onGetLatentSizeExecuted.apply(this,arguments): undefined + let values = message["text"].toString().split('x').map(Number); + console.log(values) + this.outputs[1]["label"] = values[0] + " batch" + this.outputs[2]["label"] = values[1] + " channels" + this.outputs[3]["label"] = values[2] + " frames" + this.outputs[4]["label"] = values[3] + " height" + this.outputs[5]["label"] = values[4] + " width" + return r + } + break; + + case "PreviewAnimation": + const onPreviewAnimationConnectInput = nodeType.prototype.onConnectInput; + nodeType.prototype.onConnectInput = function (targetSlot, type, output, originNode, originSlot) { + const v = onPreviewAnimationConnectInput? onPreviewAnimationConnectInput.apply(this, arguments): undefined + this.title = "Preview Animation" + return v; + } + const onPreviewAnimationExecuted = nodeType.prototype.onAfterExecuteNode; + nodeType.prototype.onExecuted = function(message) { + const r = onPreviewAnimationExecuted? onPreviewAnimationExecuted.apply(this,arguments): undefined + let values = message["text"].toString(); + this.title = "Preview Animation " + values + return r + } + break; + + case "VRAM_Debug": + const onVRAM_DebugConnectInput = nodeType.prototype.onConnectInput; + nodeType.prototype.onConnectInput = function (targetSlot, type, output, originNode, originSlot) { + const v = onVRAM_DebugConnectInput? onVRAM_DebugConnectInput.apply(this, arguments): undefined + this.outputs[3]["label"] = "freemem_before" + this.outputs[4]["label"] = "freemem_after" + return v; + } + const onVRAM_DebugExecuted = nodeType.prototype.onAfterExecuteNode; + nodeType.prototype.onExecuted = function(message) { + const r = onVRAM_DebugExecuted? onVRAM_DebugExecuted.apply(this,arguments): undefined + let values = message["text"].toString().split('x'); + this.outputs[3]["label"] = values[0] + " freemem_before" + this.outputs[4]["label"] = values[1] + " freemem_after" + return r + } + break; + + case "JoinStringMulti": + const originalOnNodeCreated = nodeType.prototype.onNodeCreated || function() {}; + nodeType.prototype.onNodeCreated = function () { + originalOnNodeCreated.apply(this, arguments); + + this._type = "STRING"; + this.addWidget("button", "Update inputs", null, () => { + if (!this.inputs) { + this.inputs = []; + } + const target_number_of_inputs = this.widgets.find(w => w.name === "inputcount")["value"]; + const num_inputs = this.inputs.filter(input => input.name && input.name.toLowerCase().includes("string_")).length + if (target_number_of_inputs === num_inputs) return; // already set, do nothing + + if(target_number_of_inputs < num_inputs){ + const inputs_to_remove = num_inputs - target_number_of_inputs; + for(let i = 0; i < inputs_to_remove; i++) { + this.removeInput(this.inputs.length - 1); + } + } + else{ + for(let i = num_inputs+1; i <= target_number_of_inputs; ++i) + this.addInput(`string_${i}`, this._type, {shape: 7}); + } + }); + } + break; + case "SoundReactive": + nodeType.prototype.onNodeCreated = function () { + let audioContext; + let microphoneStream; + let animationFrameId; + let analyser; + let dataArray; + let startRangeHz; + let endRangeHz; + let smoothingFactor = 0.5; + let smoothedSoundLevel = 0; + + // Function to update the widget value in real-time + const updateWidgetValueInRealTime = () => { + // Ensure analyser and dataArray are defined before using them + if (analyser && dataArray) { + analyser.getByteFrequencyData(dataArray); + + const startRangeHzWidget = this.widgets.find(w => w.name === "start_range_hz"); + if (startRangeHzWidget) startRangeHz = startRangeHzWidget.value; + const endRangeHzWidget = this.widgets.find(w => w.name === "end_range_hz"); + if (endRangeHzWidget) endRangeHz = endRangeHzWidget.value; + const smoothingFactorWidget = this.widgets.find(w => w.name === "smoothing_factor"); + if (smoothingFactorWidget) smoothingFactor = smoothingFactorWidget.value; + + // Calculate frequency bin width (frequency resolution) + const frequencyBinWidth = audioContext.sampleRate / analyser.fftSize; + // Convert the widget values from Hz to indices + const startRangeIndex = Math.floor(startRangeHz / frequencyBinWidth); + const endRangeIndex = Math.floor(endRangeHz / frequencyBinWidth); + + // Function to calculate the average value for a frequency range + const calculateAverage = (start, end) => { + const sum = dataArray.slice(start, end).reduce((acc, val) => acc + val, 0); + const average = sum / (end - start); + + // Apply exponential moving average smoothing + smoothedSoundLevel = (average * (1 - smoothingFactor)) + (smoothedSoundLevel * smoothingFactor); + return smoothedSoundLevel; + }; + // Calculate the average levels for each frequency range + const soundLevel = calculateAverage(startRangeIndex, endRangeIndex); + + // Update the widget values + + const lowLevelWidget = this.widgets.find(w => w.name === "sound_level"); + if (lowLevelWidget) lowLevelWidget.value = soundLevel; + + animationFrameId = requestAnimationFrame(updateWidgetValueInRealTime); + } + }; + + // Function to start capturing audio from the microphone + const startMicrophoneCapture = () => { + // Only create the audio context and analyser once + if (!audioContext) { + audioContext = new (window.AudioContext || window.webkitAudioContext)(); + // Access the sample rate of the audio context + console.log(`Sample rate: ${audioContext.sampleRate}Hz`); + analyser = audioContext.createAnalyser(); + analyser.fftSize = 2048; + dataArray = new Uint8Array(analyser.frequencyBinCount); + // Get the range values from widgets (assumed to be in Hz) + const lowRangeWidget = this.widgets.find(w => w.name === "low_range_hz"); + if (lowRangeWidget) startRangeHz = lowRangeWidget.value; + + const midRangeWidget = this.widgets.find(w => w.name === "mid_range_hz"); + if (midRangeWidget) endRangeHz = midRangeWidget.value; + } + + navigator.mediaDevices.getUserMedia({ audio: true }).then(stream => { + microphoneStream = stream; + const microphone = audioContext.createMediaStreamSource(stream); + microphone.connect(analyser); + updateWidgetValueInRealTime(); + }).catch(error => { + console.error('Access to microphone was denied or an error occurred:', error); + }); + }; + + // Function to stop capturing audio from the microphone + const stopMicrophoneCapture = () => { + if (animationFrameId) { + cancelAnimationFrame(animationFrameId); + } + if (microphoneStream) { + microphoneStream.getTracks().forEach(track => track.stop()); + } + if (audioContext) { + audioContext.close(); + // Reset audioContext to ensure it can be created again when starting + audioContext = null; + } + }; + + // Add start button + this.addWidget("button", "Start mic capture", null, startMicrophoneCapture); + + // Add stop button + this.addWidget("button", "Stop mic capture", null, stopMicrophoneCapture); + }; + break; + case "SaveImageKJ": + const onNodeCreated = nodeType.prototype.onNodeCreated; + nodeType.prototype.onNodeCreated = function() { + const r = onNodeCreated ? onNodeCreated.apply(this, arguments) : void 0; + const widget = this.widgets.find((w) => w.name === "filename_prefix"); + widget.serializeValue = () => { + return applyTextReplacements(app, widget.value); + }; + return r; + }; + break; + + } + + }, + async setup() { + // to keep Set/Get node virtual connections visible when offscreen + const originalComputeVisibleNodes = LGraphCanvas.prototype.computeVisibleNodes; + LGraphCanvas.prototype.computeVisibleNodes = function () { + const visibleNodesSet = new Set(originalComputeVisibleNodes.apply(this, arguments)); + for (const node of this.graph._nodes) { + if ((node.type === "SetNode" || node.type === "GetNode") && node.drawConnection) { + visibleNodesSet.add(node); + } + } + return Array.from(visibleNodesSet); + }; + + } +}); \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/point_editor.js b/custom_nodes/ComfyUI-KJNodes/web/js/point_editor.js new file mode 100644 index 0000000000000000000000000000000000000000..a96abfec184726337755444bb6ff12947384358c --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/point_editor.js @@ -0,0 +1,744 @@ +const { app } = window.comfyAPI.app; +import { getLocalMouse } from './protovisUtil.js'; + +//from melmass +export function makeUUID() { + let dt = new Date().getTime() + const uuid = 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, (c) => { + const r = ((dt + Math.random() * 16) % 16) | 0 + dt = Math.floor(dt / 16) + return (c === 'x' ? r : (r & 0x3) | 0x8).toString(16) + }) + return uuid +} + +export const loadScript = ( + FILE_URL, + async = true, + type = 'text/javascript', +) => { + return new Promise((resolve, reject) => { + try { + // Check if the script already exists + const existingScript = document.querySelector(`script[src="${FILE_URL}"]`) + if (existingScript) { + resolve({ status: true, message: 'Script already loaded' }) + return + } + + const scriptEle = document.createElement('script') + scriptEle.type = type + scriptEle.async = async + scriptEle.src = FILE_URL + + scriptEle.addEventListener('load', (ev) => { + resolve({ status: true }) + }) + + scriptEle.addEventListener('error', (ev) => { + reject({ + status: false, + message: `Failed to load the script ${FILE_URL}`, + }) + }) + + document.body.appendChild(scriptEle) + } catch (error) { + reject(error) + } + }) +} +const create_documentation_stylesheet = () => { + const tag = 'kj-pointseditor-stylesheet' + + let styleTag = document.head.querySelector(tag) + + if (!styleTag) { + styleTag = document.createElement('style') + styleTag.type = 'text/css' + styleTag.id = tag + styleTag.innerHTML = ` + .points-editor { + + position: absolute; + + font: 12px monospace; + line-height: 1.5em; + padding: 10px; + z-index: 0; + overflow: hidden; + } + ` + document.head.appendChild(styleTag) + } +} + +loadScript('kjweb_async/svg-path-properties.min.js').catch((e) => { + console.log(e) +}) +loadScript('kjweb_async/protovis.min.js').catch((e) => { + console.log(e) +}) +create_documentation_stylesheet() + +function chainCallback(object, property, callback) { + if (object == undefined) { + //This should not happen. + console.error("Tried to add callback to non-existant object") + return; + } + if (property in object) { + const callback_orig = object[property] + object[property] = function () { + const r = callback_orig.apply(this, arguments); + callback.apply(this, arguments); + return r + }; + } else { + object[property] = callback; + } +} +app.registerExtension({ + name: 'KJNodes.PointEditor', + + async beforeRegisterNodeDef(nodeType, nodeData) { + if (nodeData?.name === 'PointsEditor') { + chainCallback(nodeType.prototype, "onNodeCreated", function () { + + hideWidgetForGood(this, this.widgets.find(w => w.name === "coordinates")) + hideWidgetForGood(this, this.widgets.find(w => w.name === "neg_coordinates")) + hideWidgetForGood(this, this.widgets.find(w => w.name === "bboxes")) + + var element = document.createElement("div"); + this.uuid = makeUUID() + element.id = `points-editor-${this.uuid}` + + this.previewMediaType = 'image' + + this.pointsEditor = this.addDOMWidget(nodeData.name, "PointsEditorWidget", element, { + serialize: false, + hideOnZoom: false, + }); + + // context menu + this.contextMenu = document.createElement("div"); + this.contextMenu.id = "context-menu"; + this.contextMenu.style.display = "none"; + this.contextMenu.style.position = "absolute"; + this.contextMenu.style.backgroundColor = "#202020"; + this.contextMenu.style.minWidth = "100px"; + this.contextMenu.style.boxShadow = "0px 8px 16px 0px rgba(0,0,0,0.2)"; + this.contextMenu.style.zIndex = "100"; + this.contextMenu.style.padding = "5px"; + + function styleMenuItem(menuItem) { + menuItem.style.display = "block"; + menuItem.style.padding = "5px"; + menuItem.style.color = "#FFF"; + menuItem.style.fontFamily = "Arial, sans-serif"; + menuItem.style.fontSize = "16px"; + menuItem.style.textDecoration = "none"; + menuItem.style.marginBottom = "5px"; + } + function createMenuItem(id, textContent) { + let menuItem = document.createElement("a"); + menuItem.href = "#"; + menuItem.id = `menu-item-${id}`; + menuItem.textContent = textContent; + styleMenuItem(menuItem); + return menuItem; + } + + // Create an array of menu items using the createMenuItem function + this.menuItems = [ + createMenuItem(0, "Load Image"), + createMenuItem(1, "Clear Image"), + ]; + + // Add mouseover and mouseout event listeners to each menu item for styling + this.menuItems.forEach(menuItem => { + menuItem.addEventListener('mouseover', function () { + this.style.backgroundColor = "gray"; + }); + + menuItem.addEventListener('mouseout', function () { + this.style.backgroundColor = "#202020"; + }); + }); + + // Append each menu item to the context menu + this.menuItems.forEach(menuItem => { + this.contextMenu.appendChild(menuItem); + }); + + document.body.appendChild(this.contextMenu); + + this.addWidget("button", "New canvas", null, () => { + if (!this.properties || !("points" in this.properties)) { + this.editor = new PointsEditor(this); + this.addProperty("points", this.constructor.type, "string"); + this.addProperty("neg_points", this.constructor.type, "string"); + + } + else { + this.editor = new PointsEditor(this, true); + } + }); + + this.setSize([550, 550]); + this.resizable = false; + this.pointsEditor.parentEl = document.createElement("div"); + this.pointsEditor.parentEl.className = "points-editor"; + this.pointsEditor.parentEl.id = `points-editor-${this.uuid}` + element.appendChild(this.pointsEditor.parentEl); + + chainCallback(this, "onConfigure", function () { + try { + this.editor = new PointsEditor(this); + } catch (error) { + console.error("An error occurred while configuring the editor:", error); + } + }); + chainCallback(this, "onExecuted", function (message) { + let bg_image = message["bg_image"]; + this.properties.imgData = { + name: "bg_image", + base64: bg_image + }; + this.editor.refreshBackgroundImage(this); + }); + + }); // onAfterGraphConfigured + }//node created + } //before register +})//register + +class PointsEditor { + constructor(context, reset = false) { + this.node = context; + this.reset = reset; + const self = this; // Keep a reference to the main class context + + console.log("creatingPointEditor") + + this.node.pasteFile = (file) => { + if (file.type.startsWith("image/")) { + this.handleImageFile(file); + return true; + } + return false; + }; + + this.node.onDragOver = function (e) { + if (e.dataTransfer && e.dataTransfer.items) { + return [...e.dataTransfer.items].some(f => f.kind === "file" && f.type.startsWith("image/")); + } + return false; + }; + + // On drop upload files + this.node.onDragDrop = (e) => { + console.log("onDragDrop called"); + let handled = false; + for (const file of e.dataTransfer.files) { + if (file.type.startsWith("image/")) { + this.handleImageFile(file); + handled = true; + } + } + return handled; + }; + + // context menu + this.createContextMenu(); + + if (reset && context.pointsEditor.element) { + context.pointsEditor.element.innerHTML = ''; // Clear the container + } + this.pos_coordWidget = context.widgets.find(w => w.name === "coordinates"); + this.neg_coordWidget = context.widgets.find(w => w.name === "neg_coordinates"); + this.pointsStoreWidget = context.widgets.find(w => w.name === "points_store"); + this.widthWidget = context.widgets.find(w => w.name === "width"); + this.heightWidget = context.widgets.find(w => w.name === "height"); + this.bboxStoreWidget = context.widgets.find(w => w.name === "bbox_store"); + this.bboxWidget = context.widgets.find(w => w.name === "bboxes"); + + //widget callbacks + this.widthWidget.callback = () => { + this.width = this.widthWidget.value; + if (this.width > 256) { + context.setSize([this.width + 45, context.size[1]]); + } + this.vis.width(this.width); + this.updateData(); + } + this.heightWidget.callback = () => { + this.height = this.heightWidget.value + this.vis.height(this.height) + context.setSize([context.size[0], this.height + 300]); + this.updateData(); + } + this.pointsStoreWidget.callback = () => { + this.points = JSON.parse(pointsStoreWidget.value).positive; + this.neg_points = JSON.parse(pointsStoreWidget.value).negative; + this.updateData(); + } + this.bboxStoreWidget.callback = () => { + this.bbox = JSON.parse(bboxStoreWidget.value) + this.updateData(); + } + + this.width = this.widthWidget.value; + this.height = this.heightWidget.value; + var i = 3; + this.points = []; + this.neg_points = []; + this.bbox = [{}]; + var drawing = false; + + // Initialize or reset points array + if (!reset && this.pointsStoreWidget.value != "") { + this.points = JSON.parse(this.pointsStoreWidget.value).positive; + this.neg_points = JSON.parse(this.pointsStoreWidget.value).negative; + this.bbox = JSON.parse(this.bboxStoreWidget.value); + console.log(this.bbox) + } else { + this.points = [ + { + x: this.width / 2, // Middle point horizontally centered + y: this.height / 2 // Middle point vertically centered + } + ]; + this.neg_points = [ + { + x: 0, // Middle point horizontally centered + y: 0 // Middle point vertically centered + } + ]; + const combinedPoints = { + positive: this.points, + negative: this.neg_points, + }; + this.pointsStoreWidget.value = JSON.stringify(combinedPoints); + this.bboxStoreWidget.value = JSON.stringify(this.bbox); + } + + //create main canvas panel + this.vis = new pv.Panel() + .width(this.width) + .height(this.height) + .fillStyle("#222") + .strokeStyle("gray") + .lineWidth(2) + .antialias(false) + .margin(10) + .event("mousedown", function () { + let mouse = getLocalMouse(this); + if (pv.event.shiftKey && pv.event.button === 2) { // Use pv.event to access the event object + let scaledMouse = { + x: mouse.x / app.canvas.ds.scale, + y: mouse.y / app.canvas.ds.scale + }; + i = self.neg_points.push(scaledMouse) - 1; + self.updateData(); + return this; + } + else if (pv.event.shiftKey) { + let scaledMouse = { + x: mouse.x / app.canvas.ds.scale, + y: mouse.y / app.canvas.ds.scale + }; + i = self.points.push(scaledMouse) - 1; + self.updateData(); + return this; + } + else if (pv.event.ctrlKey) { + console.log("start drawing at " + mouse.x / app.canvas.ds.scale + ", " + mouse.y / app.canvas.ds.scale); + drawing = true; + self.bbox[0].startX = mouse.x / app.canvas.ds.scale; + self.bbox[0].startY = mouse.y / app.canvas.ds.scale; + } + else if (pv.event.button === 2) { + self.node.contextMenu.style.display = 'block'; + self.node.contextMenu.style.left = `${pv.event.clientX}px`; + self.node.contextMenu.style.top = `${pv.event.clientY}px`; + } + }) + .event("mousemove", function () { + if (drawing) { + let mouse = getLocalMouse(this); + self.bbox[0].endX = mouse.x / app.canvas.ds.scale; + self.bbox[0].endY = mouse.y / app.canvas.ds.scale; + self.vis.render(); + } + }) + .event("mouseup", function () { + let mouse = getLocalMouse(this); + console.log("end drawing at " + mouse.x / app.canvas.ds.scale + ", " + mouse.y / app.canvas.ds.scale); + drawing = false; + self.updateData(); + }); + + this.backgroundImage = this.vis.add(pv.Image).visible(false) + + //create bounding box + this.bounding_box = this.vis.add(pv.Area) + .data(function () { + if (drawing || (self.bbox && self.bbox[0] && Object.keys(self.bbox[0]).length > 0)) { + return [self.bbox[0].startX, self.bbox[0].endX]; + } else { + return []; + } + }) + .bottom(function () {return self.height - Math.max(self.bbox[0].startY, self.bbox[0].endY); }) + .left(function (d) {return d; }) + .height(function () {return Math.abs(self.bbox[0].startY - self.bbox[0].endY);}) + .fillStyle("rgba(70, 130, 180, 0.5)") + .strokeStyle("steelblue") + .visible(function () {return drawing || Object.keys(self.bbox[0]).length > 0; }) + .add(pv.Dot) + .visible(function () {return drawing || Object.keys(self.bbox[0]).length > 0; }) + .data(() => { + if (self.bbox && Object.keys(self.bbox[0]).length > 0) { + return [{ + x: self.bbox[0].endX, + y: self.bbox[0].endY + }]; + } else { + return []; + } + }) + .left(d => d.x) + .top(d => d.y) + .radius(Math.log(Math.min(self.width, self.height)) * 1) + .shape("square") + .cursor("move") + .strokeStyle("steelblue") + .lineWidth(2) + .fillStyle(function () { return "rgba(100, 100, 100, 0.6)"; }) + .event("mousedown", pv.Behavior.drag()) + .event("drag", function () { + let mouse = getLocalMouse(this); + let adjustedX = mouse.x / app.canvas.ds.scale; // Adjust the new position by the inverse of the scale factor + let adjustedY = mouse.y / app.canvas.ds.scale; + + // Adjust the new position if it would place the dot outside the bounds of the vis.Panel + adjustedX = Math.max(0, Math.min(self.vis.width(), adjustedX)); + adjustedY = Math.max(0, Math.min(self.vis.height(), adjustedY)); + self.bbox[0].endX = adjustedX; + self.bbox[0].endY = adjustedY; + self.vis.render(); + }) + .event("dragend", function () { + self.updateData(); + }); + + //create positive points + this.vis.add(pv.Dot) + .data(() => this.points) + .left(d => d.x) + .top(d => d.y) + .radius(Math.log(Math.min(self.width, self.height)) * 4) + .shape("circle") + .cursor("move") + .strokeStyle(function () { return i == this.index ? "#07f907" : "#139613"; }) + .lineWidth(4) + .fillStyle(function () { return "rgba(100, 100, 100, 0.6)"; }) + .event("mousedown", pv.Behavior.drag()) + .event("dragstart", function () { + i = this.index; + }) + .event("dragend", function () { + if (pv.event.button === 2 && i !== 0 && i !== self.points.length - 1) { + this.index = i; + self.points.splice(i--, 1); + } + self.updateData(); + + }) + .event("drag", function () { + let mouse = getLocalMouse(this); + let adjustedX = mouse.x / app.canvas.ds.scale; // Adjust the new X position by the inverse of the scale factor + let adjustedY = mouse.y / app.canvas.ds.scale; // Adjust the new Y position by the inverse of the scale factor + // Determine the bounds of the vis.Panel + const panelWidth = self.vis.width(); + const panelHeight = self.vis.height(); + + // Adjust the new position if it would place the dot outside the bounds of the vis.Panel + adjustedX = Math.max(0, Math.min(panelWidth, adjustedX)); + adjustedY = Math.max(0, Math.min(panelHeight, adjustedY)); + self.points[this.index] = { x: adjustedX, y: adjustedY }; // Update the point's position + self.vis.render(); // Re-render the visualization to reflect the new position + }) + + .anchor("center") + .add(pv.Label) + .left(d => d.x < this.width / 2 ? d.x + 30 : d.x - 35) // Shift label to right if on left half, otherwise shift to left + .top(d => d.y < this.height / 2 ? d.y + 25 : d.y - 25) // Shift label down if on top half, otherwise shift up + .font(25 + "px sans-serif") + .text(d => {return this.points.indexOf(d); }) + .textStyle("#139613") + .textShadow("2px 2px 2px black") + .add(pv.Dot) // Add smaller point in the center + .data(() => this.points) + .left(d => d.x) + .top(d => d.y) + .radius(2) // Smaller radius for the center point + .shape("circle") + .fillStyle("red") // Color for the center point + .lineWidth(1); // Stroke thickness for the center point + + //create negative points + this.vis.add(pv.Dot) + .data(() => this.neg_points) + .left(d => d.x) + .top(d => d.y) + .radius(Math.log(Math.min(self.width, self.height)) * 4) + .shape("circle") + .cursor("move") + .strokeStyle(function () { return i == this.index ? "#f91111" : "#891616"; }) + .lineWidth(4) + .fillStyle(function () { return "rgba(100, 100, 100, 0.6)"; }) + .event("mousedown", pv.Behavior.drag()) + .event("dragstart", function () { + i = this.index; + }) + .event("dragend", function () { + if (pv.event.button === 2 && i !== 0 && i !== self.neg_points.length - 1) { + this.index = i; + self.neg_points.splice(i--, 1); + } + self.updateData(); + + }) + .event("drag", function () { + let mouse = getLocalMouse(this); + let adjustedX = mouse.x / app.canvas.ds.scale; // Adjust the new X position by the inverse of the scale factor + let adjustedY = mouse.y / app.canvas.ds.scale; // Adjust the new Y position by the inverse of the scale factor + // Determine the bounds of the vis.Panel + const panelWidth = self.vis.width(); + const panelHeight = self.vis.height(); + + // Adjust the new position if it would place the dot outside the bounds of the vis.Panel + adjustedX = Math.max(0, Math.min(panelWidth, adjustedX)); + adjustedY = Math.max(0, Math.min(panelHeight, adjustedY)); + self.neg_points[this.index] = { x: adjustedX, y: adjustedY }; // Update the point's position + self.vis.render(); // Re-render the visualization to reflect the new position + }) + .anchor("center") + .add(pv.Label) + .left(d => d.x < this.width / 2 ? d.x + 30 : d.x - 35) // Shift label to right if on left half, otherwise shift to left + .top(d => d.y < this.height / 2 ? d.y + 25 : d.y - 25) // Shift label down if on top half, otherwise shift up + .font(25 + "px sans-serif") + .text(d => {return this.neg_points.indexOf(d); }) + .textStyle("red") + .textShadow("2px 2px 2px black") + .add(pv.Dot) // Add smaller point in the center + .data(() => this.neg_points) + .left(d => d.x) + .top(d => d.y) + .radius(2) // Smaller radius for the center point + .shape("circle") + .fillStyle("red") // Color for the center point + .lineWidth(1); // Stroke thickness for the center point + + if (this.points.length != 0) { + this.vis.render(); + } + + var svgElement = this.vis.canvas(); + svgElement.style['zIndex'] = "2" + svgElement.style['position'] = "relative" + this.node.pointsEditor.element.appendChild(svgElement); + + if (this.width > 256) { + this.node.setSize([this.width + 45, this.node.size[1]]); + } + this.node.setSize([this.node.size[0], this.height + 300]); + this.updateData(); + this.refreshBackgroundImage(); + + }//end constructor + + updateData = () => { + if (!this.points || this.points.length === 0) { + console.log("no points"); + return; + } + const combinedPoints = { + positive: this.points, + negative: this.neg_points, + }; + this.pointsStoreWidget.value = JSON.stringify(combinedPoints); + this.pos_coordWidget.value = JSON.stringify(this.points); + this.neg_coordWidget.value = JSON.stringify(this.neg_points); + + if (this.bbox.length != 0) { + let bboxString = JSON.stringify(this.bbox); + this.bboxStoreWidget.value = bboxString; + this.bboxWidget.value = bboxString; + } + + this.vis.render(); + }; + + handleImageLoad = (img, file, base64String) => { + console.log(img.width, img.height); // Access width and height here + this.widthWidget.value = img.width; + this.heightWidget.value = img.height; + + if (img.width != this.vis.width() || img.height != this.vis.height()) { + if (img.width > 256) { + this.node.setSize([img.width + 45, this.node.size[1]]); + } + this.node.setSize([this.node.size[0], img.height + 300]); + this.vis.width(img.width); + this.vis.height(img.height); + this.height = img.height; + this.width = img.width; + this.updateData(); + } + this.backgroundImage.url(file ? URL.createObjectURL(file) : `data:${this.node.properties.imgData.type};base64,${base64String}`).visible(true).root.render(); + }; + + processImage = (img, file) => { + const canvas = document.createElement('canvas'); + const ctx = canvas.getContext('2d'); + + const maxWidth = 800; // maximum width + const maxHeight = 600; // maximum height + let width = img.width; + let height = img.height; + + // Calculate the new dimensions while preserving the aspect ratio + if (width > height) { + if (width > maxWidth) { + height *= maxWidth / width; + width = maxWidth; + } + } else { + if (height > maxHeight) { + width *= maxHeight / height; + height = maxHeight; + } + } + + canvas.width = width; + canvas.height = height; + ctx.drawImage(img, 0, 0, width, height); + + // Get the compressed image data as a Base64 string + const base64String = canvas.toDataURL('image/jpeg', 0.5).replace('data:', '').replace(/^.+,/, ''); // 0.5 is the quality from 0 to 1 + + this.node.properties.imgData = { + name: file.name, + lastModified: file.lastModified, + size: file.size, + type: file.type, + base64: base64String + }; + handleImageLoad(img, file, base64String); +}; + + handleImageFile = (file) => { + const reader = new FileReader(); + reader.onloadend = () => { + const img = new Image(); + img.src = reader.result; + img.onload = () => processImage(img, file); + }; + reader.readAsDataURL(file); + + const imageUrl = URL.createObjectURL(file); + const img = new Image(); + img.src = imageUrl; + img.onload = () => this.handleImageLoad(img, file, null); + }; + + refreshBackgroundImage = () => { + if (this.node.properties.imgData && this.node.properties.imgData.base64) { + const base64String = this.node.properties.imgData.base64; + const imageUrl = `data:${this.node.properties.imgData.type};base64,${base64String}`; + const img = new Image(); + img.src = imageUrl; + img.onload = () => this.handleImageLoad(img, null, base64String); + } + }; + + createContextMenu = () => { + self = this; + document.addEventListener('contextmenu', function (e) { + if (e.target.closest(`#points-editor-${self.node.uuid}`) || + e.target.closest('#context-menu')) { + e.preventDefault(); + } + }); + + document.addEventListener('click', function (e) { + if (!self.node.contextMenu.contains(e.target)) { + self.node.contextMenu.style.display = 'none'; + } + }); + + this.node.menuItems.forEach((menuItem, index) => { + self = this; + menuItem.addEventListener('click', function (e) { + e.preventDefault(); + switch (index) { + case 0: + // Create file input element + const fileInput = document.createElement('input'); + fileInput.type = 'file'; + fileInput.accept = 'image/*'; // Accept only image files + + // Listen for file selection + fileInput.addEventListener('change', function (event) { + const file = event.target.files[0]; // Get the selected file + + if (file) { + const imageUrl = URL.createObjectURL(file); + let img = new Image(); + img.src = imageUrl; + img.onload = () => self.handleImageLoad(img, file, null); + } + }); + + fileInput.click(); + + self.node.contextMenu.style.display = 'none'; + break; + case 1: + self.backgroundImage.visible(false).root.render(); + self.node.properties.imgData = null; + self.node.contextMenu.style.display = 'none'; + break; + } + }); + }); + }//end createContextMenu +}//end class + + +//from melmass +export function hideWidgetForGood(node, widget, suffix = '') { + widget.origType = widget.type + widget.origComputeSize = widget.computeSize + widget.origSerializeValue = widget.serializeValue + widget.computeSize = () => [0, -4] // -4 is due to the gap litegraph adds between widgets automatically + widget.type = "converted-widget" + suffix + // widget.serializeValue = () => { + // // Prevent serializing the widget if we have no input linked + // const w = node.inputs?.find((i) => i.widget?.name === widget.name); + // if (w?.link == null) { + // return undefined; + // } + // return widget.origSerializeValue ? widget.origSerializeValue() : widget.value; + // }; + + // Hide any linked widgets, e.g. seed+seedControl + if (widget.linkedWidgets) { + for (const w of widget.linkedWidgets) { + hideWidgetForGood(node, w, ':' + widget.name) + } + } +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/protovisUtil.js b/custom_nodes/ComfyUI-KJNodes/web/js/protovisUtil.js new file mode 100644 index 0000000000000000000000000000000000000000..2b85724191e0be194d9fae8a5d3841e385cc0c5e --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/protovisUtil.js @@ -0,0 +1,25 @@ +/** + * Utility functions for protovis in ComfyUI. + */ + +/** + * Get correct local coordinates for protovis in transformed containers. + * Uses getBoundingClientRect() which properly accounts for CSS transforms. + * + * This fixes coordinate calculation issues when protovis widgets are rendered + * inside ComfyUI's vueNodes mode, which uses CSS transforms for panning/zooming. + * + * @param {pv.Mark} mark - The protovis mark instance + * @returns {{x: number, y: number}} Local coordinates relative to the canvas + */ +export function getLocalMouse(mark) { + const e = pv.event + if (!e) return { x: 0, y: 0 } + const canvas = mark.root.canvas() + if (!canvas) return { x: 0, y: 0 } + const rect = canvas.getBoundingClientRect() + return { + x: e.clientX - rect.left, + y: e.clientY - rect.top + } +} diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/setgetnodes.js b/custom_nodes/ComfyUI-KJNodes/web/js/setgetnodes.js new file mode 100644 index 0000000000000000000000000000000000000000..c19368370a9b5500b95a0591c4669787d46ca4c6 --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/setgetnodes.js @@ -0,0 +1,567 @@ +const { app } = window.comfyAPI.app; + +//based on diffus3's SetGet: https://github.com/diffus3/ComfyUI-extensions + +// Nodes that allow you to tunnel connections for cleaner graphs +function setColorAndBgColor(type) { + const colorMap = { + "DEFAULT": LGraphCanvas.node_colors.gray, + "MODEL": LGraphCanvas.node_colors.blue, + "LATENT": LGraphCanvas.node_colors.purple, + "VAE": LGraphCanvas.node_colors.red, + "WANVAE": LGraphCanvas.node_colors.red, + "CONDITIONING": LGraphCanvas.node_colors.brown, + "IMAGE": LGraphCanvas.node_colors.pale_blue, + "CLIP": LGraphCanvas.node_colors.yellow, + "FLOAT": LGraphCanvas.node_colors.green, + "MASK": { color: "#1c5715", bgcolor: "#1f401b"}, + "INT": { color: "#1b4669", bgcolor: "#29699c"}, + "CONTROL_NET": { color: "#156653", bgcolor: "#1c453b"}, + "NOISE": { color: "#2e2e2e", bgcolor: "#242121"}, + "GUIDER": { color: "#3c7878", bgcolor: "#1c453b"}, + "SAMPLER": { color: "#614a4a", bgcolor: "#3b2c2c"}, + "SIGMAS": { color: "#485248", bgcolor: "#272e27"}, + + }; + console.log("Setting color for type:", colorMap[type]); + const colors = colorMap[type]; + if (colors) { + this.color = colors.color; + this.bgcolor = colors.bgcolor; + } + else{ + // Default color + this.color = LGraphCanvas.node_colors.gray; + this.bgcolor = LGraphCanvas.node_colors.gray; + } +} +let disablePrefix = app.ui.settings.getSettingValue("KJNodes.disablePrefix") +const LGraphNode = LiteGraph.LGraphNode + +function showAlert(message) { + app.extensionManager.toast.add({ + severity: 'warn', + summary: "KJ Get/Set", + detail: `${message}. Most likely you're missing custom nodes`, + life: 5000, + }) +} +app.registerExtension({ + name: "SetNode", + registerCustomNodes() { + class SetNode extends LGraphNode { + defaultVisibility = true; + serialize_widgets = true; + drawConnection = false; + currentGetters = null; + slotColor = "#FFF"; + canvas = app.canvas; + menuEntry = "Show connections"; + + constructor(title) { + super(title) + if (!this.properties) { + this.properties = { + "previousName": "" + }; + } + this.properties.showOutputText = SetNode.defaultVisibility; + + const node = this; + + this.addWidget( + "text", + "Constant", + '', + (s, t, u, v, x) => { + node.validateName(node.graph); + if(this.widgets[0].value !== ''){ + this.title = (!disablePrefix ? "Set_" : "") + this.widgets[0].value; + } + this.update(); + this.properties.previousName = this.widgets[0].value; + }, + {} + ) + + this.addInput("*", "*"); + this.addOutput("*", '*'); + + this.onConnectionsChange = function( + slotType, //1 = input, 2 = output + slot, + isChangeConnect, + link_info, + output + ) { + //On Disconnect + if (slotType == 1 && !isChangeConnect) { + if(this.inputs[slot].name === ''){ + this.inputs[slot].type = '*'; + this.inputs[slot].name = '*'; + this.title = "Set" + } + } + if (slotType == 2 && !isChangeConnect) { + if (this.outputs && this.outputs[slot]) { + this.outputs[slot].type = '*'; + this.outputs[slot].name = '*'; + } + } + //On Connect + if (link_info && node.graph && slotType == 1 && isChangeConnect) { + const resolve = link_info.resolve(node.graph) + const type = (resolve?.subgraphInput ?? resolve?.output)?.type + if (type) { + if (this.title === "Set"){ + this.title = (!disablePrefix ? "Set_" : "") + type; + } + if (this.widgets[0].value === '*'){ + this.widgets[0].value = type + } + + this.validateName(node.graph); + this.inputs[0].type = type; + this.inputs[0].name = type; + + if (app.ui.settings.getSettingValue("KJNodes.nodeAutoColor")){ + setColorAndBgColor.call(this, type); + } + } else { + showAlert("node input undefined.") + } + } + if (link_info && node.graph && slotType == 2 && isChangeConnect) { + const fromNode = node.graph._nodes.find((otherNode) => otherNode.id == link_info.origin_id); + + if (fromNode && fromNode.inputs && fromNode.inputs[link_info.origin_slot]) { + const type = fromNode.inputs[link_info.origin_slot].type; + + this.outputs[0].type = type; + this.outputs[0].name = type; + } else { + showAlert('node output undefined'); + } + } + + + //Update either way + this.update(); + } + + this.validateName = function(graph) { + let widgetValue = node.widgets[0].value; + + if (widgetValue !== '') { + let tries = 0; + const existingValues = new Set(); + + graph._nodes.forEach(otherNode => { + if (otherNode !== this && otherNode.type === 'SetNode') { + existingValues.add(otherNode.widgets[0].value); + } + }); + + while (existingValues.has(widgetValue)) { + widgetValue = node.widgets[0].value + "_" + tries; + tries++; + } + + node.widgets[0].value = widgetValue; + this.update(); + } + } + + this.clone = function () { + const cloned = SetNode.prototype.clone.apply(this); + cloned.inputs[0].name = '*'; + cloned.inputs[0].type = '*'; + cloned.value = ''; + cloned.properties.previousName = ''; + cloned.size = cloned.computeSize(); + return cloned; + }; + + this.onAdded = function(graph) { + this.validateName(graph); + } + + + this.update = function() { + if (!node.graph) { + return; + } + + const getters = this.findGetters(node.graph); + getters.forEach(getter => { + getter.setType(this.inputs[0].type); + }); + + if (this.widgets[0].value) { + const gettersWithPreviousName = this.findGetters(node.graph, true); + gettersWithPreviousName.forEach(getter => { + getter.setName(this.widgets[0].value); + }); + } + + const allGetters = node.graph._nodes.filter(otherNode => otherNode.type === "GetNode"); + allGetters.forEach(otherNode => { + if (otherNode.setComboValues) { + otherNode.setComboValues(); + } + }); + } + + + this.findGetters = function(graph, checkForPreviousName) { + const name = checkForPreviousName ? this.properties.previousName : this.widgets[0].value; + return graph._nodes.filter(otherNode => otherNode.type === 'GetNode' && otherNode.widgets[0].value === name && name !== ''); + } + + + // This node is purely frontend and does not impact the resulting prompt so should not be serialized + this.isVirtualNode = true; + } + + + onRemoved() { + const allGetters = this.graph._nodes.filter((otherNode) => otherNode.type == "GetNode"); + allGetters.forEach((otherNode) => { + if (otherNode.setComboValues) { + otherNode.setComboValues([this]); + } + }) + } + getExtraMenuOptions(_, options) { + this.menuEntry = this.drawConnection ? "Hide connections" : "Show connections"; + options.unshift( + { + content: this.menuEntry, + callback: () => { + this.currentGetters = this.findGetters(this.graph); + if (this.currentGetters.length == 0) return; + let linkType = (this.currentGetters[0].outputs[0].type); + this.slotColor = this.canvas.default_connection_color_byType[linkType] + this.menuEntry = this.drawConnection ? "Hide connections" : "Show connections"; + this.drawConnection = !this.drawConnection; + this.canvas.setDirty(true, true); + + }, + has_submenu: true, + submenu: { + title: "Color", + options: [ + { + content: "Highlight", + callback: () => { + this.slotColor = "orange" + this.canvas.setDirty(true, true); + } + } + ], + }, + }, + { + content: "Hide all connections", + callback: () => { + const allGetters = this.graph._nodes.filter(otherNode => otherNode.type === "GetNode" || otherNode.type === "SetNode"); + allGetters.forEach(otherNode => { + otherNode.drawConnection = false; + console.log(otherNode); + }); + + this.menuEntry = "Show connections"; + this.drawConnection = false + this.canvas.setDirty(true, true); + + }, + + }, + ); + // Dynamically add a submenu for all getters + this.currentGetters = this.findGetters(this.graph); + if (this.currentGetters) { + + let gettersSubmenu = this.currentGetters.map(getter => ({ + + content: `${getter.title} id: ${getter.id}`, + callback: () => { + this.canvas.centerOnNode(getter); + this.canvas.selectNode(getter, false); + this.canvas.setDirty(true, true); + + }, + })); + + options.unshift({ + content: "Getters", + has_submenu: true, + submenu: { + title: "GetNodes", + options: gettersSubmenu, + } + }); + } + } + + + onDrawForeground(ctx, lGraphCanvas) { + if (this.drawConnection) { + this._drawVirtualLinks(lGraphCanvas, ctx); + } + } + // onDrawCollapsed(ctx, lGraphCanvas) { + // if (this.drawConnection) { + // this._drawVirtualLinks(lGraphCanvas, ctx); + // } + // } + _drawVirtualLinks(lGraphCanvas, ctx) { + if (!this.currentGetters?.length) return; + var title = this.getTitle ? this.getTitle() : this.title; + var title_width = ctx.measureText(title).width; + if (!this.flags.collapsed) { + var start_node_slotpos = [ + this.size[0], + LiteGraph.NODE_TITLE_HEIGHT * 0.5, + ]; + } + else { + + var start_node_slotpos = [ + title_width + 55, + -15, + + ]; + } + // Provide a default link object with necessary properties, to avoid errors as link can't be null anymore + const defaultLink = { type: 'default', color: this.slotColor }; + + for (const getter of this.currentGetters) { + if (!this.flags.collapsed) { + var end_node_slotpos = this.getConnectionPos(false, 0); + end_node_slotpos = [ + getter.pos[0] - end_node_slotpos[0] + this.size[0], + getter.pos[1] - end_node_slotpos[1] + ]; + } + else { + var end_node_slotpos = this.getConnectionPos(false, 0); + end_node_slotpos = [ + getter.pos[0] - end_node_slotpos[0] + title_width + 50, + getter.pos[1] - end_node_slotpos[1] - 30 + ]; + } + lGraphCanvas.renderLink( + ctx, + start_node_slotpos, + end_node_slotpos, + defaultLink, + false, + null, + this.slotColor, + LiteGraph.RIGHT, + LiteGraph.LEFT + ); + } + } + } + + LiteGraph.registerNodeType( + "SetNode", + Object.assign(SetNode, { + title: "Set", + }) + ); + + SetNode.category = "KJNodes"; + }, +}); + +app.registerExtension({ + name: "GetNode", + registerCustomNodes() { + class GetNode extends LGraphNode { + + defaultVisibility = true; + serialize_widgets = true; + drawConnection = false; + slotColor = "#FFF"; + currentSetter = null; + canvas = app.canvas; + + constructor(title) { + super(title) + if (!this.properties) { + this.properties = {}; + } + this.properties.showOutputText = GetNode.defaultVisibility; + const node = this; + this.addWidget( + "combo", + "Constant", + "", + (e) => { + this.onRename(); + }, + { + values: () => { + const setterNodes = node.graph._nodes.filter((otherNode) => otherNode.type == 'SetNode'); + return setterNodes.map((otherNode) => otherNode.widgets[0].value).sort(); + } + } + ) + + this.addOutput("*", '*'); + this.onConnectionsChange = function( + slotType, //0 = output, 1 = input + slot, //self-explanatory + isChangeConnect, + link_info, + output + ) { + this.validateLinks(); + } + + this.setName = function(name) { + node.widgets[0].value = name; + node.onRename(); + node.serialize(); + } + + this.onRename = function() { + const setter = this.findSetter(node.graph); + if (setter) { + let linkType = (setter.inputs[0].type); + + this.setType(linkType); + this.title = (!disablePrefix ? "Get_" : "") + setter.widgets[0].value; + + if (app.ui.settings.getSettingValue("KJNodes.nodeAutoColor")){ + setColorAndBgColor.call(this, linkType); + } + + } else { + this.setType('*'); + } + } + + this.clone = function () { + const cloned = GetNode.prototype.clone.apply(this); + cloned.size = cloned.computeSize(); + return cloned; + }; + + this.validateLinks = function() { + if (this.outputs[0].type !== '*' && this.outputs[0].links) { + this.outputs[0].links.filter(linkId => { + const link = node.graph.links[linkId]; + return link && (!link.type.split(",").includes(this.outputs[0].type) && link.type !== '*'); + }).forEach(linkId => { + node.graph.removeLink(linkId); + }); + } + }; + + this.setType = function(type) { + this.outputs[0].name = type; + this.outputs[0].type = type; + this.validateLinks(); + } + + this.findSetter = function(graph) { + const name = this.widgets[0].value; + const foundNode = graph._nodes.find(otherNode => otherNode.type === 'SetNode' && otherNode.widgets[0].value === name && name !== ''); + return foundNode; + }; + + this.goToSetter = function() { + this.canvas.centerOnNode(this.currentSetter); + this.canvas.selectNode(this.currentSetter, false); + }; + + // This node is purely frontend and does not impact the resulting prompt so should not be serialized + this.isVirtualNode = true; + } + + getInputLink(slot) { + const setter = this.findSetter(this.graph); + + if (setter) { + const slotInfo = setter.inputs[slot]; + const link = this.graph.links[slotInfo.link]; + return link; + } else { + const errorMessage = "No SetNode found for " + this.widgets[0].value + "(" + this.type + ")"; + showAlert(errorMessage); + //throw new Error(errorMessage); + } + } + onAdded(graph) { + } + getExtraMenuOptions(_, options) { + let menuEntry = this.drawConnection ? "Hide connections" : "Show connections"; + this.currentSetter = this.findSetter(this.graph) + if (!this.currentSetter) return + options.unshift( + { + content: "Go to setter", + callback: () => { + this.goToSetter(); + }, + }, + { + content: menuEntry, + callback: () => { + let linkType = (this.currentSetter.inputs[0].type); + this.drawConnection = !this.drawConnection; + this.slotColor = this.canvas.default_connection_color_byType[linkType] + this.canvas.setDirty(true, true); + }, + }, + ); + } + + onDrawForeground(ctx, lGraphCanvas) { + if (this.drawConnection) { + this._drawVirtualLink(lGraphCanvas, ctx); + } + } + // onDrawCollapsed(ctx, lGraphCanvas) { + // if (this.drawConnection) { + // this._drawVirtualLink(lGraphCanvas, ctx); + // } + // } + _drawVirtualLink(lGraphCanvas, ctx) { + if (!this.currentSetter) return; + + // Provide a default link object with necessary properties, to avoid errors as link can't be null anymore + const defaultLink = { type: 'default', color: this.slotColor }; + + let start_node_slotpos = this.currentSetter.getConnectionPos(false, 0); + start_node_slotpos = [ + start_node_slotpos[0] - this.pos[0], + start_node_slotpos[1] - this.pos[1], + ]; + let end_node_slotpos = [0, -LiteGraph.NODE_TITLE_HEIGHT * 0.5]; + lGraphCanvas.renderLink( + ctx, + start_node_slotpos, + end_node_slotpos, + defaultLink, + false, + null, + this.slotColor + ); + } + } + + LiteGraph.registerNodeType( + "GetNode", + Object.assign(GetNode, { + title: "Get", + }) + ); + + GetNode.category = "KJNodes"; + }, +}); diff --git a/custom_nodes/ComfyUI-KJNodes/web/js/spline_editor.js b/custom_nodes/ComfyUI-KJNodes/web/js/spline_editor.js new file mode 100644 index 0000000000000000000000000000000000000000..4acf6362e6880bdf911baf9d9503e193d1d9172d --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/js/spline_editor.js @@ -0,0 +1,1386 @@ +const { app } = window.comfyAPI.app; +import { getLocalMouse } from './protovisUtil.js'; + +//from melmass +export function makeUUID() { + let dt = new Date().getTime() + const uuid = 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, (c) => { + const r = ((dt + Math.random() * 16) % 16) | 0 + dt = Math.floor(dt / 16) + return (c === 'x' ? r : (r & 0x3) | 0x8).toString(16) + }) + return uuid +} + +export const loadScript = ( + FILE_URL, + async = true, + type = 'text/javascript', + ) => { + return new Promise((resolve, reject) => { + try { + // Check if the script already exists + const existingScript = document.querySelector(`script[src="${FILE_URL}"]`) + if (existingScript) { + resolve({ status: true, message: 'Script already loaded' }) + return + } + + const scriptEle = document.createElement('script') + scriptEle.type = type + scriptEle.async = async + scriptEle.src = FILE_URL + + scriptEle.addEventListener('load', (ev) => { + resolve({ status: true }) + }) + + scriptEle.addEventListener('error', (ev) => { + reject({ + status: false, + message: `Failed to load the script ${FILE_URL}`, + }) + }) + + document.body.appendChild(scriptEle) + } catch (error) { + reject(error) + } + }) + } + const create_documentation_stylesheet = () => { + const tag = 'kj-splineditor-stylesheet' + + let styleTag = document.head.querySelector(tag) + + if (!styleTag) { + styleTag = document.createElement('style') + styleTag.type = 'text/css' + styleTag.id = tag + styleTag.innerHTML = ` + .spline-editor { + + position: absolute; + + font: 12px monospace; + line-height: 1.5em; + padding: 10px; + z-index: 0; + overflow: hidden; + } + ` + document.head.appendChild(styleTag) + } + } + +loadScript('kjweb_async/svg-path-properties.min.js').catch((e) => { + console.log(e) +}) +loadScript('kjweb_async/protovis.min.js').catch((e) => { + console.log(e) +}) +create_documentation_stylesheet() + +function chainCallback(object, property, callback) { + if (object == undefined) { + //This should not happen. + console.error("Tried to add callback to non-existant object") + return; + } + if (property in object) { + const callback_orig = object[property] + object[property] = function () { + const r = callback_orig.apply(this, arguments); + callback.apply(this, arguments); + return r + }; + } else { + object[property] = callback; + } +} +app.registerExtension({ + name: 'KJNodes.SplineEditor', + + async beforeRegisterNodeDef(nodeType, nodeData) { + if (nodeData?.name === 'SplineEditor') { + chainCallback(nodeType.prototype, "onNodeCreated", function () { + + this.widgets.find(w => w.name === "coordinates").hidden = true + + var element = document.createElement("div"); + this.uuid = makeUUID() + element.id = `spline-editor-${this.uuid}` + + this.previewMediaType = 'image' + + this.splineEditor = this.addDOMWidget(nodeData.name, "SplineEditorWidget", element, { + serialize: false, + hideOnZoom: false, + }); + + // context menu + this.contextMenu = document.createElement("div"); + this.contextMenu.className = 'spline-editor-context-menu'; + this.contextMenu.id = "context-menu"; + this.contextMenu.style.display = "none"; + this.contextMenu.style.position = "absolute"; + this.contextMenu.style.backgroundColor = "#202020"; + this.contextMenu.style.minWidth = "100px"; + this.contextMenu.style.boxShadow = "0px 8px 16px 0px rgba(0,0,0,0.2)"; + this.contextMenu.style.zIndex = "100"; + this.contextMenu.style.padding = "5px"; + + function styleMenuItem(menuItem) { + menuItem.style.display = "block"; + menuItem.style.padding = "5px"; + menuItem.style.color = "#FFF"; + menuItem.style.fontFamily = "Arial, sans-serif"; + menuItem.style.fontSize = "16px"; + menuItem.style.textDecoration = "none"; + menuItem.style.marginBottom = "5px"; + } + function createMenuItem(id, textContent) { + let menuItem = document.createElement("a"); + menuItem.href = "#"; + menuItem.id = `menu-item-${id}`; + menuItem.textContent = textContent; + styleMenuItem(menuItem); + return menuItem; + } + + // Create an array of menu items using the createMenuItem function + this.menuItems = [ + createMenuItem(0, "Toggle handles"), + createMenuItem(1, "Display sample points"), + createMenuItem(2, "Switch point shape"), + createMenuItem(3, "Background image"), + createMenuItem(4, "Invert point order"), + createMenuItem(5, "Clear Image"), + createMenuItem(6, "Add new spline"), + createMenuItem(7, "Add new single point"), + createMenuItem(8, "Delete current spline"), + createMenuItem(9, "Next spline"), + ]; + + // Add mouseover and mouseout event listeners to each menu item for styling + this.menuItems.forEach(menuItem => { + menuItem.addEventListener('mouseover', function() { + this.style.backgroundColor = "gray"; + }); + + menuItem.addEventListener('mouseout', function() { + this.style.backgroundColor = "#202020"; + }); + }); + + // Append each menu item to the context menu + this.menuItems.forEach(menuItem => { + this.contextMenu.appendChild(menuItem); + }); + + document.body.appendChild(this.contextMenu); + + this.addWidget("button", "New canvas", null, () => { + if (!this.properties || !("points" in this.properties)) { + this.editor = new SplineEditor(this); + this.addProperty("points", this.constructor.type, "string"); + } + else { + this.editor = new SplineEditor(this, true); + } + }); + + this.setSize([550, 1000]); + this.resizable = false; + this.splineEditor.parentEl = document.createElement("div"); + this.splineEditor.parentEl.className = "spline-editor"; + this.splineEditor.parentEl.id = `spline-editor-${this.uuid}` + element.appendChild(this.splineEditor.parentEl); + + chainCallback(this, "onConfigure", function () { + try { + this.editor = new SplineEditor(this); + } catch (error) { + console.error("An error occurred while configuring the editor:", error); + } + }); + chainCallback(this, "onExecuted", function (message) { + let bg_image = message["bg_image"]; + this.properties.imgData = { + name: "bg_image", + base64: bg_image + }; + this.editor.refreshBackgroundImage(this); + }); + + }); // onAfterGraphConfigured + }//node created + } //before register +})//register + + +class SplineEditor{ + constructor(context, reset = false) { + this.node = context; + this.reset=reset; + const self = this; + console.log("creatingSplineEditor") + + this.node.pasteFile = (file) => { + if (file.type.startsWith("image/")) { + this.handleImageFile(file); + return true; + } + return false; + }; + + this.node.onDragOver = function (e) { + if (e.dataTransfer && e.dataTransfer.items) { + return [...e.dataTransfer.items].some(f => f.kind === "file" && f.type.startsWith("image/")); + } + return false; + }; + + // On drop upload files + this.node.onDragDrop = (e) => { + console.log("onDragDrop called"); + let handled = false; + for (const file of e.dataTransfer.files) { + if (file.type.startsWith("image/")) { + this.handleImageFile(file); + handled = true; + } + } + return handled; + }; + + // context menu + this.createContextMenu(); + + + this.dotShape = "circle"; + this.drawSamplePoints = false; + + if (reset && context.splineEditor.element) { + context.splineEditor.element.innerHTML = ''; // Clear the container + } + this.coordWidget = context.widgets.find(w => w.name === "coordinates"); + this.interpolationWidget = context.widgets.find(w => w.name === "interpolation"); + this.pointsWidget = context.widgets.find(w => w.name === "points_to_sample"); + this.pointsStoreWidget = context.widgets.find(w => w.name === "points_store"); + this.tensionWidget = context.widgets.find(w => w.name === "tension"); + this.minValueWidget = context.widgets.find(w => w.name === "min_value"); + this.maxValueWidget = context.widgets.find(w => w.name === "max_value"); + this.samplingMethodWidget = context.widgets.find(w => w.name === "sampling_method"); + this.widthWidget = context.widgets.find(w => w.name === "mask_width"); + this.heightWidget = context.widgets.find(w => w.name === "mask_height"); + + this.interpolation = this.interpolationWidget.value + this.tension = this.tensionWidget.value + this.points_to_sample = this.pointsWidget.value + this.rangeMin = this.minValueWidget.value + this.rangeMax = this.maxValueWidget.value + this.pointsLayer = null; + this.samplingMethod = this.samplingMethodWidget.value + + if (this.samplingMethod == "path"||this.samplingMethod == "speed") { + this.dotShape = "triangle" + } + + + this.interpolationWidget.callback = () => { + this.interpolation = this.interpolationWidget.value + this.updatePath(); + } + this.samplingMethodWidget.callback = () => { + this.samplingMethod = this.samplingMethodWidget.value + if (this.samplingMethod == "path") { + this.dotShape = "triangle" + } + else if (this.samplingMethod == "controlpoints") { + this.dotShape = "circle" + this.drawSamplePoints = true; + } + this.updatePath(); + } + this.tensionWidget.callback = () => { + this.tension = this.tensionWidget.value + this.updatePath(); + } + this.pointsWidget.callback = () => { + this.points_to_sample = this.pointsWidget.value + this.updatePath(); + } + this.minValueWidget.callback = () => { + this.rangeMin = this.minValueWidget.value + this.updatePath(); + } + this.maxValueWidget.callback = () => { + this.rangeMax = this.maxValueWidget.value + this.updatePath(); + } + this.widthWidget.callback = () => { + this.width = this.widthWidget.value; + if (this.width > 256) { + context.setSize([this.width + 45, context.size[1]]); + } + this.vis.width(this.width); + this.updatePath(); +} +this.heightWidget.callback = () => { + this.height = this.heightWidget.value + this.vis.height(this.height) + context.setSize([context.size[0], this.height + 450]); + this.updatePath(); + } + this.pointsStoreWidget.callback = () => { + points = JSON.parse(this.pointsStoreWidget.value); + this.updatePath(); + } + + // Initialize or reset points array + this.drawHandles = false; + this.drawRuler = true; + var hoverIndex = -1; + var isDragging = false; + this.width = this.widthWidget.value; + this.height = this.heightWidget.value; + var i = 3; + this.splines = []; + this.activeSplineIndex = 0; // Track which spline is being edited + // init mouse position +this.lastMousePosition = { x: this.width/2, y: this.height/2 }; + + if (!reset && this.pointsStoreWidget.value != "") { + try { + const parsedData = JSON.parse(this.pointsStoreWidget.value); + // Check if it's already in the new format (array of splines) + if (Array.isArray(parsedData) && parsedData.length > 0 && parsedData[0].hasOwnProperty('points')) { + this.splines = parsedData; + } else { + // Convert old format (single array of points) to new format + this.splines = [{ + points: parsedData, + color: "#1f77b4", + name: "Spline 1" + }]; + } + } catch (e) { + console.error("Error parsing spline data:", e); + this.initializeDefaultSplines(); + } +} else { + this.initializeDefaultSplines(); + this.pointsStoreWidget.value = JSON.stringify(this.splines); +} + + this.vis = new pv.Panel() + .width(this.width) + .height(this.height) + .fillStyle("#222") + .strokeStyle("gray") + .lineWidth(2) + .antialias(false) + .margin(10) + .event("mousedown", function () { + let mouse = getLocalMouse(this); + if (pv.event.shiftKey) { // Use pv.event to access the event object + let scaledMouse = { + x: mouse.x / app.canvas.ds.scale, + y: mouse.y / app.canvas.ds.scale + }; + i = self.splines[self.activeSplineIndex].points.push(scaledMouse) - 1; + self.updatePath(); + return this; + } + else if (pv.event.ctrlKey) { + // Capture the clicked location + let clickedPoint = { + x: mouse.x / app.canvas.ds.scale, + y: mouse.y / app.canvas.ds.scale + }; + + // Find the two closest points to the clicked location + const activePoints = self.splines[self.activeSplineIndex].points; + let { point1Index, point2Index } = self.findClosestPoints(self.splines[self.activeSplineIndex].points, clickedPoint); + + // Calculate the midpoint between the two closest points + let midpoint = { + x: (activePoints[point1Index].x + activePoints[point2Index].x) / 2, + y: (activePoints[point1Index].y + activePoints[point2Index].y) / 2 + }; + + // Insert the midpoint into the array + activePoints.splice(point2Index, 0, midpoint); + i = point2Index; + self.updatePath(); + } + else if (pv.event.button === 2) { + // Store the current mouse position adjusted for scale + self.lastMousePosition = { + x: mouse.x / app.canvas.ds.scale, + y: mouse.y / app.canvas.ds.scale + }; + + self.node.contextMenu.style.display = 'block'; + self.node.contextMenu.style.left = `${pv.event.clientX}px`; + self.node.contextMenu.style.top = `${pv.event.clientY}px`; + } + }) + this.backgroundImage = this.vis.add(pv.Image).visible(false) + + this.vis.add(pv.Rule) + .data(pv.range(0, this.height, 64)) + .bottom(d => d) + .strokeStyle("gray") + .lineWidth(3) + .visible(() => self.drawRuler) + + this.hoverSplineIndex = -1; + + this.splines.forEach((spline, splineIndex) => { + const strokeObj = this.vis.add(pv.Line) + .data(() => spline.points) + .left(d => d.x) + .top(d => d.y) + .interpolate(() => this.interpolation) + .tension(() => this.tension) + .segmented(() => false) + .strokeStyle("black") // Stroke color + .lineWidth(() => { + // Make stroke slightly wider than the main line + if (splineIndex === this.activeSplineIndex) return 5; + if (splineIndex === this.hoverSplineIndex) return 4; + return 3.5; + }); + + this.vis.add(pv.Line) + .data(() => spline.points) + .left(d => d.x) + .top(d => d.y) + .interpolate(() => this.interpolation) + .tension(() => this.tension) + .segmented(() => false) + .strokeStyle(spline.color) + .lineWidth(() => { + // Change line width based on active or hover state + if (splineIndex === this.activeSplineIndex) return 3; + if (splineIndex === this.hoverSplineIndex) return 2; + return 1.5; + }) + .event("mouseover", () => { + this.hoverSplineIndex = splineIndex; + this.vis.render(); + }) + .event("mouseout", () => { + this.hoverSplineIndex = -1; + this.vis.render(); + }) + .event("mousedown", () => { + if (this.activeSplineIndex !== splineIndex) { + this.activeSplineIndex = splineIndex; + this.refreshSplineElements(); + } + }); + }); + + this.vis.add(pv.Dot) + .data(() => { + const activeSpline = this.splines[this.activeSplineIndex]; + // If this is a single point, don't show it in the main visualization + if (activeSpline.isSinglePoint || (activeSpline.points && activeSpline.points.length === 1)) { + return []; // Return empty array to hide in main visualization + } + return activeSpline.points; + }) + .left(d => d.x) + .top(d => d.y) + .radius(12) + .shape(function() { + return self.dotShape; + }) + .angle(function() { + const index = this.index; + let angle = 0; + + if (self.dotShape === "triangle") { + const activePoints = self.splines[self.activeSplineIndex].points; + let dxNext = 0, dyNext = 0; + if (index < activePoints.length - 1) { + dxNext = activePoints[index + 1].x - activePoints[index].x; + dyNext = activePoints[index + 1].y - activePoints[index].y; + } + + let dxPrev = 0, dyPrev = 0; + if (index > 0) { + dxPrev = activePoints[index].x - activePoints[index - 1].x; + dyPrev = activePoints[index].y - activePoints[index - 1].y; + } + + const dx = (dxNext + dxPrev) / 2; + const dy = (dyNext + dyPrev) / 2; + + angle = Math.atan2(dy, dx); + angle -= Math.PI / 2; + angle = (angle + 2 * Math.PI) % (2 * Math.PI); + } + + return angle; + }) + .cursor("move") + .strokeStyle(function () { return i == this.index ? "#ff7f0e" : "#1f77b4"; }) + .fillStyle(function () { return "rgba(100, 100, 100, 0.3)"; }) + .event("mousedown", pv.Behavior.drag()) + .event("dragstart", function () { + i = this.index; + hoverIndex = this.index; + isDragging = true; + const activePoints = self.splines[self.activeSplineIndex].points; + if (pv.event.button === 2 && i !== 0 && i !== activePoints.length - 1) { + activePoints.splice(i--, 1); + self.vis.render(); + } + return this; + }) + .event("dragend", function() { + if (this.pathElements !== null) { + self.updatePath(); + } + isDragging = false; + }) + .event("drag", function () { + let mouse = getLocalMouse(this); + let adjustedX = mouse.x / app.canvas.ds.scale; // Adjust the new X position by the inverse of the scale factor + let adjustedY = mouse.y / app.canvas.ds.scale; // Adjust the new Y position by the inverse of the scale factor + // Determine the bounds of the vis.Panel + const panelWidth = self.vis.width(); + const panelHeight = self.vis.height(); + + // Adjust the new position if it would place the dot outside the bounds of the vis.Panel + adjustedX = Math.max(0, Math.min(panelWidth, adjustedX)); + adjustedY = Math.max(0, Math.min(panelHeight, adjustedY)); + self.splines[self.activeSplineIndex].points[this.index] = { x: adjustedX, y: adjustedY }; // Update the point's position + self.vis.render(); // Re-render the visualization to reflect the new position + }) + .event("mouseover", function() { + hoverIndex = this.index; // Set the hover index to the index of the hovered dot + self.vis.render(); // Re-render the visualization + }) + .event("mouseout", function() { + !isDragging && (hoverIndex = -1); // Reset the hover index when the mouse leaves the dot + self.vis.render(); // Re-render the visualization + }) + .anchor("center") + .add(pv.Label) + .visible(function() { + return hoverIndex === this.index; // Only show the label for the hovered dot + }) + .left(d => d.x < this.width / 2 ? d.x + 80 : d.x - 70) // Shift label to right if on left half, otherwise shift to left + .top(d => d.y < this.height / 2 ? d.y + 20 : d.y - 20) // Shift label down if on top half, otherwise shift up + .font(12 + "px sans-serif") + .text(d => { + if (this.samplingMethod == "path") { + return `X: ${Math.round(d.x)}, Y: ${Math.round(d.y)}`; + } else { + let frame = Math.round((d.x / self.width) * self.points_to_sample); + let normalizedY = (1.0 - (d.y / self.height) - 0.0) * (self.rangeMax - self.rangeMin) + self.rangeMin; + let normalizedX = (d.x / self.width); + return `F: ${frame}, X: ${normalizedX.toFixed(2)}, Y: ${normalizedY.toFixed(2)}`; + } + }) + .textStyle("orange") + + // single points + this.vis.add(pv.Dot) + .data(() => { + // Collect all single points from all splines + const singlePoints = []; + this.splines.forEach((spline, splineIndex) => { + if (spline.isSinglePoint || (spline.points && spline.points.length === 1)) { + singlePoints.push({ + x: spline.points[0].x, + y: spline.points[0].y, + splineIndex: splineIndex, + color: spline.color + }); + } + }); + return singlePoints; + }) + .left(d => d.x) + .top(d => d.y) + .radius(6) + .shape("square") + .strokeStyle(d => d.splineIndex === this.activeSplineIndex ? "#ff7f0e" : d.color) + .fillStyle(d => "rgba(100, 100, 100, 0.9)") + .lineWidth(d => d.splineIndex === this.activeSplineIndex ? 3 : 1.5) + .cursor("move") + .event("mousedown", pv.Behavior.drag()) + .event("dragstart", function(d) { + self.activeSplineIndex = d.splineIndex; + self.refreshSplineElements(); + return this; + }) + .event("drag", function(d) { + let mouse = getLocalMouse(this); + let adjustedX = mouse.x / app.canvas.ds.scale; + let adjustedY = mouse.y / app.canvas.ds.scale; + + // Determine the bounds of the vis.Panel + const panelWidth = self.vis.width(); + const panelHeight = self.vis.height(); + + // Adjust the new position if it would place the dot outside the bounds + adjustedX = Math.max(0, Math.min(panelWidth, adjustedX)); + adjustedY = Math.max(0, Math.min(panelHeight, adjustedY)); + + // Update the point position + const spline = self.splines[d.splineIndex]; + spline.points[0] = { x: adjustedX, y: adjustedY }; + + // For single points, we need to refresh the entire spline element + // to prevent the line-drawing effect + + }) + .event("dragend", function(d) { + self.refreshSplineElements(); + self.updatePath(); + }) + .visible(d => true); // Make always visible + + if (this.splines.length != 0) { + this.vis.render(); + } + var svgElement = this.vis.canvas(); + svgElement.style['zIndex'] = "2" + svgElement.style['position'] = "relative" + this.node.splineEditor.element.appendChild(svgElement); + this.pathElements = svgElement.getElementsByTagName('path'); // Get all path elements + + if (this.width > 256) { + this.node.setSize([this.width + 45, this.node.size[1]]); + } + this.node.setSize([this.node.size[0], this.height + 450]); + this.updatePath(); + this.refreshBackgroundImage(); + } + + updatePath = () => { + if (!this.splines || this.splines.length === 0) { + console.log("no splines"); + return; + } + // Get active spline points + console.log("this.activeSplineIndex", this.activeSplineIndex); + const activeSpline = this.splines[this.activeSplineIndex]; + const activePoints = activeSpline.points; + + if (!activePoints || activePoints.length === 0) { + console.log("no points in active spline"); + return; + } + + + let coords; + if (this.samplingMethod != "controlpoints") { + coords = this.samplePoints(this.pathElements[this.activeSplineIndex], this.points_to_sample, this.samplingMethod, this.width, this.activeSplineIndex); + } else { + coords = activePoints; + } + + let allSplineCoords = []; + for (let i = 0; i < this.splines.length; i++) { + // Use the same sampling method for all splines + let splineCoords; + const pathElement = this.pathElements[i]; + + if (this.samplingMethod != "controlpoints" && pathElement) { + splineCoords = this.samplePoints(pathElement, this.points_to_sample, this.samplingMethod, this.width, i); + } else { + // Fall back to control points if no path element or sampling method is "controlpoints" + splineCoords = this.splines[i].points; + } + + allSplineCoords.push(splineCoords); + } + + if (this.drawSamplePoints) { + if (this.pointsLayer) { + // Update the data of the existing points layer + this.pointsLayer.data(coords); + } else { + // Create the points layer if it doesn't exist + this.pointsLayer = this.vis.add(pv.Dot) + .data(coords) + .left(function(d) { return d.x; }) + .top(function(d) { return d.y; }) + .radius(5) // Adjust the radius as needed + .fillStyle("red") // Change the color as needed + .strokeStyle("black") // Change the stroke color as needed + .lineWidth(1); // Adjust the line width as needed + } + } else { + if (this.pointsLayer) { + // Remove the points layer + this.pointsLayer.data([]); + this.vis.render(); + } + } + this.pointsStoreWidget.value = JSON.stringify(this.splines); + if (this.coordWidget) { + this.coordWidget.value = JSON.stringify(allSplineCoords); + } + this.vis.render(); + }; + + handleImageLoad = (img, file, base64String) => { + //console.log(img.width, img.height); // Access width and height here + this.widthWidget.value = img.width; + this.heightWidget.value = img.height; + this.drawRuler = false; + + if (img.width != this.vis.width() || img.height != this.vis.height()) { + if (img.width > 256) { + this.node.setSize([img.width + 45, this.node.size[1]]); + } + this.node.setSize([this.node.size[0], img.height + 520]); + this.vis.width(img.width); + this.vis.height(img.height); + this.height = img.height; + this.width = img.width; + + this.updatePath(); + } + this.backgroundImage.url(file ? URL.createObjectURL(file) : `data:${this.node.properties.imgData.type};base64,${base64String}`).visible(true).root.render(); + }; + + processImage = (img, file) => { + const canvas = document.createElement('canvas'); + const ctx = canvas.getContext('2d'); + + const maxWidth = 800; // maximum width + const maxHeight = 600; // maximum height + let width = img.width; + let height = img.height; + + // Calculate the new dimensions while preserving the aspect ratio + if (width > height) { + if (width > maxWidth) { + height *= maxWidth / width; + width = maxWidth; + } + } else { + if (height > maxHeight) { + width *= maxHeight / height; + height = maxHeight; + } + } + + canvas.width = width; + canvas.height = height; + ctx.drawImage(img, 0, 0, width, height); + + // Get the compressed image data as a Base64 string + const base64String = canvas.toDataURL('image/jpeg', 0.5).replace('data:', '').replace(/^.+,/, ''); // 0.5 is the quality from 0 to 1 + + this.node.properties.imgData = { + name: file.name, + lastModified: file.lastModified, + size: file.size, + type: file.type, + base64: base64String + }; + handleImageLoad(img, file, base64String); + }; + + handleImageFile = (file) => { + const reader = new FileReader(); + reader.onloadend = () => { + const img = new Image(); + img.src = reader.result; + img.onload = () => processImage(img, file); + }; + reader.readAsDataURL(file); + + const imageUrl = URL.createObjectURL(file); + const img = new Image(); + img.src = imageUrl; + img.onload = () => this.handleImageLoad(img, file, null); + }; + + refreshBackgroundImage = () => { + if (this.node.properties.imgData && this.node.properties.imgData.base64) { + const base64String = this.node.properties.imgData.base64; + const imageUrl = `data:${this.node.properties.imgData.type};base64,${base64String}`; + const img = new Image(); + img.src = imageUrl; + img.onload = () => this.handleImageLoad(img, null, base64String); + } + }; + + refreshSplineElements = () => { + // Clear existing line elements and recreate them + const svgElement = this.vis.canvas(); + + // Remove all existing line elements + const oldLines = svgElement.querySelectorAll('path'); + oldLines.forEach(line => line.remove()); + + this.pathElements = []; + this.lineObjects = []; + + const originalChildren = [...this.vis.children]; + + // Find line objects to remove (those that represent splines) + const linesToRemove = originalChildren.filter(child => + child instanceof pv.Line + ); + linesToRemove.forEach(line => line.visible(false)); + + // Re-add all spline lines and store references to them + this.splines.forEach((spline, splineIndex) => { + // For single points, we need a special handling + if (spline.isSinglePoint || (spline.points && spline.points.length === 1)) { + const point = spline.points[0]; + // For single points, create a tiny line at the same point + // This ensures we have a path element for the point + const lineObj = this.vis.add(pv.Line) + .data([point, {x: point.x + 0.001, y: point.y + 0.001}]) + .left(d => d.x) + .top(d => d.y) + .strokeStyle(spline.color) + .lineWidth(() => { + if (splineIndex === this.activeSplineIndex) return 3; + if (splineIndex === this.hoverSplineIndex) return 2; + return 1.5; + }) + .event("mouseover", () => { + this.hoverSplineIndex = splineIndex; + this.vis.render(); + }) + .event("mouseout", () => { + this.hoverSplineIndex = -1; + this.vis.render(); + }) + .event("mousedown", () => { + if (this.activeSplineIndex !== splineIndex) { + this.activeSplineIndex = splineIndex; + this.refreshSplineElements(); + } + }); + this.lineObjects.push(lineObj); + } else { + // For normal multi-point splines + const strokeObj = this.vis.add(pv.Line) + .data(() => spline.points) + .left(d => d.x) + .top(d => d.y) + .interpolate(() => this.interpolation) + .tension(() => this.tension) + .segmented(() => false) + .strokeStyle("black") // Stroke color + .lineWidth(() => { + // Make stroke slightly wider than the main line + if (splineIndex === this.activeSplineIndex) return 5; + if (splineIndex === this.hoverSplineIndex) return 4; + return 3.5; + }); + const lineObj = this.vis.add(pv.Line) + .data(() => spline.points) + .left(d => d.x) + .top(d => d.y) + .interpolate(() => this.interpolation) + .tension(() => this.tension) + .segmented(() => false) + .strokeStyle(spline.color) + .lineWidth(() => { + if (splineIndex === this.activeSplineIndex) return 3; + if (splineIndex === this.hoverSplineIndex) return 2; + return 1.5; + }) + .event("mouseover", () => { + this.hoverSplineIndex = splineIndex; + this.vis.render(); + }) + .event("mouseout", () => { + this.hoverSplineIndex = -1; + this.vis.render(); + }) + .event("mousedown", () => { + if (this.activeSplineIndex !== splineIndex) { + this.activeSplineIndex = splineIndex; + this.refreshSplineElements(); + } + }); + + // // Add invisible wider hit area for easier selection + // this.vis.add(pv.Line) + // .data(() => spline.points) + // .left(d => d.x) + // .top(d => d.y) + // .interpolate(() => this.interpolation) + // .tension(() => this.tension) + // .segmented(() => false) + // .strokeStyle("rgba(0,0,0,0.01)") // Nearly invisible + // .lineWidth(15) // Much wider hit area + // .event("mouseover", () => { + // this.hoverSplineIndex = splineIndex; + // this.vis.render(); + // }) + // .event("mouseout", () => { + // this.hoverSplineIndex = -1; + // this.vis.render(); + // }) + // .event("mousedown", () => { + // if (pv.event.shiftKey) { + // if (this.activeSplineIndex !== splineIndex) { + // this.activeSplineIndex = splineIndex; + // this.refreshSplineElements(); + // } + // }} + // ); + + this.lineObjects.push(lineObj); + } + }); + + this.vis.render(); + + requestAnimationFrame(() => { + const allPaths = Array.from(svgElement.querySelectorAll('path')); + this.pathElements = []; + + // First try: look at paths with specific childIndex values + this.lineObjects.forEach((lineObj, i) => { + // Find paths that correspond to our line objects + const childIndex = lineObj.childIndex; + const matchingPath = allPaths.find(path => + path.$scene && path.$scene.scenes && + path.$scene.scenes.childIndex === childIndex + ); + + if (matchingPath) { + //console.log("matchingPath:", matchingPath); + this.pathElements[i] = matchingPath; + } + }); + + // Check if we found all paths + if (this.pathElements.filter(p => p).length !== this.splines.length) { + // Fallback to color matching + this.pathElements = []; + for (let i = 0; i < this.splines.length; i++) { + const color = this.splines[i].color; + const matchingPath = allPaths.find(p => + p.getAttribute('style')?.includes(color) && + !this.pathElements.includes(p) + ); + + if (matchingPath) { + this.pathElements[i] = matchingPath; + } + } + } + + // If we still don't have the right number of paths, use the first N paths + if (this.pathElements.filter(p => p).length !== this.splines.length) { + this.pathElements = allPaths.slice(0, this.splines.length); + } + + this.updatePath(); + }); + }; + + + initializeDefaultSplines() { + this.splines = [{ + points: pv.range(1, 4).map((i, index) => { + if (index === 0) { + return { x: 0, y: this.height }; + } else if (index === 2) { + return { x: this.width, y: 0 }; + } else { + return { + x: i * this.width / 5, + y: 50 + Math.random() * (this.height - 100) + }; + } + }), + color: this.getSplineColor(0), + name: "Spline 1" + }]; + } + + getSplineColor(index) { + const colors = [ + "#1f77b4", "#ff7f0e", "#2ca02c", "#d62728", + "#9467bd", "#8c564b", "#e377c2", "#7f7f7f", + "#bcbd22", "#17becf" + ]; + return colors[index % colors.length]; + } + + createContextMenu = () => { + const self = this; + const oldMenu = this.node.contextMenu; + const newMenu = oldMenu.cloneNode(true); + oldMenu.parentNode.replaceChild(newMenu, oldMenu); + this.node.contextMenu = newMenu; + + document.addEventListener('contextmenu', function (e) { + if (e.target.closest(`#points-editor-${self.node.uuid}`) || + e.target.closest('#context-menu')) { + e.preventDefault(); + } + }); + + document.addEventListener('click', function (e) { + document.querySelectorAll('.spline-editor-context-menu').forEach(menu => { + menu.style.display = 'none'; + }); + }); + + this.node.contextMenu.addEventListener('click', function(e) { + e.preventDefault(); + if (e.target.tagName === 'A') { + const id = parseInt(e.target.id.split('-')[2]); + + switch(id) { + case 0: + e.preventDefault(); + if (!self.drawHandles) { + self.drawHandles = true + self.vis.add(pv.Line) + .data(() => self.splines[self.activeSplineIndex].points.map((point, index) => ({ + start: point, + end: [index] + }))) + .left(d => d.start.x) + .top(d => d.start.y) + .interpolate("linear") + .tension(0) // Straight lines + .strokeStyle("#ff7f0e") // Same color as control points + .lineWidth(1) + .visible(() => self.drawHandles); + self.vis.render(); + } else { + self.drawHandles = false + self.vis.render(); + } + self.node.contextMenu.style.display = 'none'; + break; + case 1: + + self.drawSamplePoints = !self.drawSamplePoints; + self.updatePath(); + break; + case 2: + if (self.dotShape == "circle"){ + self.dotShape = "triangle" + } + else { + self.dotShape = "circle" + } + self.updatePath(); + break; + case 3: + // Create file input element + const fileInput = document.createElement('input'); + fileInput.type = 'file'; + fileInput.accept = 'image/*'; // Accept only image files + + // Listen for file selection + fileInput.addEventListener('change', function (event) { + const file = event.target.files[0]; // Get the selected file + + if (file) { + const imageUrl = URL.createObjectURL(file); + let img = new Image(); + img.src = imageUrl; + img.onload = () => self.handleImageLoad(img, file, null); + } + }); + + fileInput.click(); + + self.node.contextMenu.style.display = 'none'; + break; + case 4: + self.splines[self.activeSplineIndex].points.reverse(); + self.updatePath(); + break; + case 5: + self.backgroundImage.visible(false).root.render(); + self.node.properties.imgData = null; + self.node.contextMenu.style.display = 'none'; + break; + case 6: // Add new spline + const newSplineIndex = self.splines.length; + self.splines.push({ + points: [ + // Create default points for the new spline + { x: 0, y: self.height }, + { x: self.width/2, y: self.height/2 }, + { x: self.width, y: 0 } + ], + color: self.getSplineColor(newSplineIndex), + name: `Spline ${newSplineIndex + 1}` + }); + self.activeSplineIndex = newSplineIndex; + self.refreshSplineElements(); + self.node.contextMenu.style.display = 'none'; + break; + case 7: // Add new single point + const newSingleSplineIndex = self.splines.length; + self.splines.push({ + points: [ + { x: self.lastMousePosition.x, y: self.lastMousePosition.y }, + ], + color: self.getSplineColor(newSingleSplineIndex), + name: `Spline ${newSingleSplineIndex + 1}`, + isSinglePoint: true + }); + self.activeSplineIndex = newSingleSplineIndex; + self.refreshSplineElements(); + self.node.contextMenu.style.display = 'none'; + break; + case 8: // Delete current spline + if (self.splines.length > 1) { + self.splines.splice(self.activeSplineIndex, 1); + self.activeSplineIndex = Math.min(self.activeSplineIndex, self.splines.length - 1); + self.refreshSplineElements(); + } + self.node.contextMenu.style.display = 'none'; + break; + case 9: // Next spline + self.activeSplineIndex = (self.activeSplineIndex + 1) % self.splines.length; + self.refreshSplineElements(); + self.node.contextMenu.style.display = 'none'; + break; + } + } + }); + } + + samplePoints(svgPathElement, numSamples, samplingMethod, width, splineIndex) { + const spline = this.splines[splineIndex]; + + // Check if this is a single point spline + if (spline && (spline.isSinglePoint || (spline.points && spline.points.length === 1))) { + // For a single point, return an array with the same coordinates repeated + const point = spline.points[0]; + return Array(numSamples).fill().map(() => ({ x: point.x, y: point.y })); + } + + if (!svgPathElement) { + console.warn(`Path element not found for spline index: ${splineIndex}. Available paths: ${this.pathElements.length}`); + + + const splinePoints = this.splines[splineIndex].points; + + // If we have no points, return an empty array + if (!splinePoints || splinePoints.length === 0) { + return []; + } + + // Create a simple interpolation between control points + const result = []; + for (let i = 0; i < numSamples; i++) { + const t = i / (numSamples - 1); + const idx = Math.min( + Math.floor(t * (splinePoints.length - 1)), + splinePoints.length - 2 + ); + const fraction = (t * (splinePoints.length - 1)) - idx; + + const x = splinePoints[idx].x + fraction * (splinePoints[idx + 1].x - splinePoints[idx].x); + const y = splinePoints[idx].y + fraction * (splinePoints[idx + 1].y - splinePoints[idx].y); + + result.push({ x, y }); + } + return result; + } + + var svgWidth = width; // Fixed width of the SVG element + var pathLength = svgPathElement.getTotalLength(); + var points = []; + + if (samplingMethod === "speed") { + // Calculate control point distances along the path + const controlPoints = this.splines[splineIndex].points; + const pathPositions = []; + + // Find approximate path positions for each control point + for (const cp of controlPoints) { + let bestDist = Infinity; + let bestPos = 0; + + // Sample the path to find closest point to each control point + for (let pos = 0; pos <= pathLength; pos += pathLength / 100) { + const pt = svgPathElement.getPointAtLength(pos); + const dist = Math.sqrt(Math.pow(pt.x - cp.x, 2) + Math.pow(pt.y - cp.y, 2)); + + if (dist < bestDist) { + bestDist = dist; + bestPos = pos; + } + } + pathPositions.push(bestPos); + } + + // Sort positions along path + pathPositions.sort((a, b) => a - b); + + // Create a smooth speed mapping function with synchronization + const createSynchronizedMapping = () => { + // Calculate segment lengths and densities + const segments = []; + let totalLength = pathPositions[pathPositions.length - 1] - pathPositions[0]; + + for (let i = 0; i < pathPositions.length - 1; i++) { + const segLength = pathPositions[i+1] - pathPositions[i]; + // Inverse relationship - shorter segments = higher density = slower speed + const density = 1 / Math.max(segLength, 0.0001); + segments.push({ + position: pathPositions[i], + length: segLength, + density: density + }); + } + + // Create mapping function with forced synchronization at endpoints + return t => { + // Force synchronization at t=0 and t=1 + if (t === 0) return 0; + if (t === 1) return pathLength; + + // For intermediate points, use the speed control + // Scale t to fit between first and last control points + const firstPos = pathPositions[0]; + const lastPos = pathPositions[pathPositions.length - 1]; + + // Create a density-weighted position mapping + let totalWeight = 0; + let weights = []; + + for (let i = 0; i < segments.length; i++) { + totalWeight += segments[i].density; + weights.push(segments[i].density); + } + + // Normalize weights + const normalizedWeights = weights.map(w => w / totalWeight); + + // Calculate cumulative weights + let cumulativeWeight = 0; + const cumulativeWeights = normalizedWeights.map(w => { + cumulativeWeight += w; + return cumulativeWeight; + }); + + // Find the segment for this t value + let segmentIndex = 0; + for (let i = 0; i < cumulativeWeights.length; i++) { + if (t <= cumulativeWeights[i]) { + segmentIndex = i; + break; + } + } + + // Calculate position within segment + const segmentStart = segmentIndex > 0 ? cumulativeWeights[segmentIndex - 1] : 0; + const segmentEnd = cumulativeWeights[segmentIndex]; + const segmentT = (t - segmentStart) / (segmentEnd - segmentStart); + + // Map to path position + const pathStart = pathPositions[segmentIndex]; + const pathEnd = pathPositions[segmentIndex + 1]; + const pos = pathStart + segmentT * (pathEnd - pathStart); + + // Scale to fill entire path + return pos; + }; + }; + + const mapToPath = createSynchronizedMapping(); + + // Sample using the synchronized mapping function + for (let i = 0; i < numSamples; i++) { + const t = i / (numSamples - 1); + const pathPos = mapToPath(t); + const point = svgPathElement.getPointAtLength(pathPos); + points.push({ x: point.x, y: point.y }); + } + + return points; + + } + else{ + for (var i = 0; i < numSamples; i++) { + if (samplingMethod === "time") { + // Calculate the x-coordinate for the current sample based on the SVG's width + var x = (svgWidth / (numSamples - 1)) * i; + // Find the point on the path that intersects the vertical line at the calculated x-coordinate + var point = this.findPointAtX(svgPathElement, x, pathLength); + } + else if (samplingMethod === "path") { + // Calculate the distance along the path for the current sample + var distance = (pathLength / (numSamples - 1)) * i; + // Get the point at the current distance + var point = svgPathElement.getPointAtLength(distance); + } + + // Add the point to the array of points + points.push({ x: point.x, y: point.y }); + } + return points; + } + } + + findClosestPoints(points, clickedPoint) { + // Calculate distances from clickedPoint to each point in the array + let distances = points.map(point => { + let dx = clickedPoint.x - point.x; + let dy = clickedPoint.y - point.y; + return { index: points.indexOf(point), distance: Math.sqrt(dx * dx + dy * dy) }; + }); + // Sort distances and get the indices of the two closest points + let sortedDistances = distances.sort((a, b) => a.distance - b.distance); + let closestPoint1Index = sortedDistances[0].index; + let closestPoint2Index = sortedDistances[1].index; + // Ensure point1Index is always the smaller index + if (closestPoint1Index > closestPoint2Index) { + [closestPoint1Index, closestPoint2Index] = [closestPoint2Index, closestPoint1Index]; + } + return { point1Index: closestPoint1Index, point2Index: closestPoint2Index }; + } + + findPointAtX(svgPathElement, targetX, pathLength) { + let low = 0; + let high = pathLength; + let bestPoint = svgPathElement.getPointAtLength(0); + + while (low <= high) { + let mid = low + (high - low) / 2; + let point = svgPathElement.getPointAtLength(mid); + + if (Math.abs(point.x - targetX) < 1) { + return point; // The point is close enough to the target + } + + if (point.x < targetX) { + low = mid + 1; + } else { + high = mid - 1; + } + + // Keep track of the closest point found so far + if (Math.abs(point.x - targetX) < Math.abs(bestPoint.x - targetX)) { + bestPoint = point; + } + } + + // Return the closest point found + return bestPoint; + } +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-KJNodes/web/red.png b/custom_nodes/ComfyUI-KJNodes/web/red.png new file mode 100644 index 0000000000000000000000000000000000000000..234bf56f5413127da97344fe24f0eba053e0121c --- /dev/null +++ b/custom_nodes/ComfyUI-KJNodes/web/red.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3500292a4d3285a80584da4d797014c7ddc49cc6edf911d0e681503c612ff1ec +size 2334 diff --git a/custom_nodes/ComfyUI-Manager/.github/workflows/publish-to-pypi.yml b/custom_nodes/ComfyUI-Manager/.github/workflows/publish-to-pypi.yml new file mode 100644 index 0000000000000000000000000000000000000000..f96c027a20266ff3a7d5b140a7dfd0380c2c49de --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/.github/workflows/publish-to-pypi.yml @@ -0,0 +1,58 @@ +name: Publish to PyPI + +on: + workflow_dispatch: + push: + branches: + - draft-v4 + paths: + - "pyproject.toml" + +jobs: + build-and-publish: + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'ltdrdata' || github.repository_owner == 'Comfy-Org' }} + steps: + - name: Checkout code + uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.9' + + - name: Install build dependencies + run: | + python -m pip install --upgrade pip + python -m pip install build twine + + - name: Get current version + id: current_version + run: | + CURRENT_VERSION=$(grep -oP 'version = "\K[^"]+' pyproject.toml) + echo "version=$CURRENT_VERSION" >> $GITHUB_OUTPUT + echo "Current version: $CURRENT_VERSION" + + - name: Build package + run: python -m build + + - name: Create GitHub Release + id: create_release + uses: softprops/action-gh-release@v2 + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + with: + files: dist/* + tag_name: v${{ steps.current_version.outputs.version }} + draft: false + prerelease: false + generate_release_notes: true + + - name: Publish to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_TOKEN }} + skip-existing: true + verbose: true \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/.github/workflows/publish.yml b/custom_nodes/ComfyUI-Manager/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..463ecca9ef06e4c6a8dbd47fcf8acb9335eeef13 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/.github/workflows/publish.yml @@ -0,0 +1,25 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main-blocked + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'ltdrdata' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + ## Add your own personal access token to your Github Repository secrets and reference it here. + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} diff --git a/custom_nodes/ComfyUI-Manager/.github/workflows/ruff.yml b/custom_nodes/ComfyUI-Manager/.github/workflows/ruff.yml new file mode 100644 index 0000000000000000000000000000000000000000..4c1a025948b4f4102d162e9a791d1f5fbf4f168c --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/.github/workflows/ruff.yml @@ -0,0 +1,23 @@ +name: Python Linting + +on: [push, pull_request] + +jobs: + ruff: + name: Run Ruff + runs-on: ubuntu-latest + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: 3.x + + - name: Install Ruff + run: pip install ruff + + - name: Run Ruff + run: ruff check . diff --git a/custom_nodes/ComfyUI-Manager/.gitignore b/custom_nodes/ComfyUI-Manager/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..33ee743b78b9f0792b8d3e1219059b98cbd334cd --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/.gitignore @@ -0,0 +1,20 @@ +__pycache__/ +.idea/ +.vscode/ +.history/ +*.code-workspace +.tmp +.cache +config.ini +snapshots/** +startup-scripts/** +.openart_key +.youml +matrix_auth +channels.list +comfyworkflows_sharekey +github-stats-cache.json +pip_overrides.json +*.json +check2.sh +/venv/ \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/LICENSE.txt b/custom_nodes/ComfyUI-Manager/LICENSE.txt new file mode 100644 index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/LICENSE.txt @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/custom_nodes/ComfyUI-Manager/README.md b/custom_nodes/ComfyUI-Manager/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ea4919a76306ef38387c36940b57387f32b1c244 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/README.md @@ -0,0 +1,409 @@ +# ComfyUI Manager + +**ComfyUI-Manager** is an extension designed to enhance the usability of [ComfyUI](https://github.com/comfyanonymous/ComfyUI). It offers management functions to **install, remove, disable, and enable** various custom nodes of ComfyUI. Furthermore, this extension provides a hub feature and convenience functions to access a wide range of information within ComfyUI. + +![menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/refs/heads/Main/ComfyUI-Manager/images/dialog.jpg) + +## NOTICE +* V3.38: **Security patch** - Manager data migrated to protected path. See [Migration Guide](docs/en/v3.38-userdata-security-migration.md). +* V3.16: Support for `uv` has been added. Set `use_uv` in `config.ini`. +* V3.10: `double-click feature` is removed + * This feature has been moved to https://github.com/ltdrdata/comfyui-connection-helper +* V3.3.2: Overhauled. Officially supports [https://registry.comfy.org/](https://registry.comfy.org/). +* You can see whole nodes info on [ComfyUI Nodes Info](https://ltdrdata.github.io/) page. + +## Installation + +### Installation[method1] (General installation method: ComfyUI-Manager only) + +To install ComfyUI-Manager in addition to an existing installation of ComfyUI, you can follow the following steps: + +1. Go to `ComfyUI/custom_nodes` dir in terminal (cmd) +2. `git clone https://github.com/ltdrdata/ComfyUI-Manager comfyui-manager` +3. Restart ComfyUI + + +### Installation[method2] (Installation for portable ComfyUI version: ComfyUI-Manager only) +1. install git +- https://git-scm.com/download/win +- standalone version +- select option: use windows default console window +2. Download [scripts/install-manager-for-portable-version.bat](https://github.com/ltdrdata/ComfyUI-Manager/raw/main/scripts/install-manager-for-portable-version.bat) into installed `"ComfyUI_windows_portable"` directory +- Don't click. Right-click the link and choose 'Save As...' +3. Double-click `install-manager-for-portable-version.bat` batch file + +![portable-install](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/portable-install.jpg) + + +### Installation[method3] (Installation through comfy-cli: install ComfyUI and ComfyUI-Manager at once.) +> RECOMMENDED: comfy-cli provides various features to manage ComfyUI from the CLI. + +* **prerequisite: python 3, git** + +Windows: +```commandline +python -m venv venv +venv\Scripts\activate +pip install comfy-cli +comfy install +``` + +Linux/macOS: +```commandline +python -m venv venv +. venv/bin/activate +pip install comfy-cli +comfy install +``` +* See also: https://github.com/Comfy-Org/comfy-cli + + +### Installation[method4] (Installation for Linux+venv: ComfyUI + ComfyUI-Manager) + +To install ComfyUI with ComfyUI-Manager on Linux using a venv environment, you can follow these steps: +* **prerequisite: python-is-python3, python3-venv, git** + +1. Download [scripts/install-comfyui-venv-linux.sh](https://github.com/ltdrdata/ComfyUI-Manager/raw/main/scripts/install-comfyui-venv-linux.sh) into empty install directory +- Don't click. Right-click the link and choose 'Save As...' +- ComfyUI will be installed in the subdirectory of the specified directory, and the directory will contain the generated executable script. +2. `chmod +x install-comfyui-venv-linux.sh` +3. `./install-comfyui-venv-linux.sh` + +### Installation Precautions +* **DO**: `ComfyUI-Manager` files must be accurately located in the path `ComfyUI/custom_nodes/comfyui-manager` + * Installing in a compressed file format is not recommended. +* **DON'T**: Decompress directly into the `ComfyUI/custom_nodes` location, resulting in the Manager contents like `__init__.py` being placed directly in that directory. + * You have to remove all ComfyUI-Manager files from `ComfyUI/custom_nodes` +* **DON'T**: In a form where decompression occurs in a path such as `ComfyUI/custom_nodes/ComfyUI-Manager/ComfyUI-Manager`. +* **DON'T**: In a form where decompression occurs in a path such as `ComfyUI/custom_nodes/ComfyUI-Manager-main`. + * In such cases, `ComfyUI-Manager` may operate, but it won't be recognized within `ComfyUI-Manager`, and updates cannot be performed. It also poses the risk of duplicate installations. Remove it and install properly via `git clone` method. + + +You can execute ComfyUI by running either `./run_gpu.sh` or `./run_cpu.sh` depending on your system configuration. + +## Colab Notebook +This repository provides Colab notebooks that allow you to install and use ComfyUI, including ComfyUI-Manager. To use ComfyUI, [click on this link](https://colab.research.google.com/github/ltdrdata/ComfyUI-Manager/blob/main/notebooks/comfyui_colab_with_manager.ipynb). +* Support for installing ComfyUI +* Support for basic installation of ComfyUI-Manager +* Support for automatically installing dependencies of custom nodes upon restarting Colab notebooks. + + +## How To Use + +1. Click "Manager" button on main menu + + ![mainmenu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/topbar.jpg) + + +2. If you click on 'Install Custom Nodes' or 'Install Models', an installer dialog will open. + + ![menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/refs/heads/Main/ComfyUI-Manager/images/dialog.jpg) + + * There are three DB modes: `DB: Channel (1day cache)`, `DB: Local`, and `DB: Channel (remote)`. + * `Channel (1day cache)` utilizes Channel cache information with a validity period of one day to quickly display the list. + * This information will be updated when there is no cache, when the cache expires, or when external information is retrieved through the Channel (remote). + * Whenever you start ComfyUI anew, this mode is always set as the **default** mode. + * `Local` uses information stored locally in ComfyUI-Manager. + * This information will be updated only when you update ComfyUI-Manager. + * For custom node developers, they should use this mode when registering their nodes in `custom-node-list.json` and testing them. + * `Channel (remote)` retrieves information from the remote channel, always displaying the latest list. + * In cases where retrieval is not possible due to network errors, it will forcibly use local information. + + * The ```Fetch Updates``` menu retrieves update data for custom nodes locally. Actual updates are applied by clicking the ```Update``` button in the ```Install Custom Nodes``` menu. + +3. Click 'Install' or 'Try Install' button. + + ![node-install-dialog](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/custom-nodes.jpg) + + ![model-install-dialog](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/models.jpg) + + * Installed: This item is already installed. + * Install: Clicking this button will install the item. + * Try Install: This is a custom node of which installation information cannot be confirmed. Click the button to try installing it. + + * If a red background `Channel` indicator appears at the top, it means it is not the default channel. Since the amount of information held is different from the default channel, many custom nodes may not appear in this channel state. + * Channel settings have a broad impact, affecting not only the node list but also all functions like "Update all." + * Conflicted Nodes with a yellow background show a list of nodes conflicting with other extensions in the respective extension. This issue needs to be addressed by the developer, and users should be aware that due to these conflicts, some nodes may not function correctly and may need to be installed accordingly. + +4. Share + ![menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/topbar.jpg) ![share](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/share.jpg) + + * You can share the workflow by clicking the Share button at the bottom of the main menu or selecting Share Output from the Context Menu of the Image node. + * Currently, it supports sharing via [https://comfyworkflows.com/](https://comfyworkflows.com/), + [https://openart.ai](https://openart.ai/workflows/dev), [https://youml.com](https://youml.com) + as well as through the Matrix channel. + + ![menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/share-setting.jpg) + + * Through the Share settings in the Manager menu, you can configure the behavior of the Share button in the Main menu or Share Output button on Context Menu. + * `None`: hide from Main menu + * `All`: Show a dialog where the user can select a title for sharing. + + +## Paths +Starting from V3.38, Manager uses a protected system path for enhanced security. + +* + * If executed without any options, the path defaults to ComfyUI/user. + * It can be set using --user-directory . + +| ComfyUI Version | Manager Path | +|-----------------|--------------| +| v0.3.76+ (with System User API) | `/__manager/` | +| Older versions | `/default/ComfyUI-Manager/` | + +* Basic config files: `config.ini` +* Configurable channel lists: `channels.list` +* Configurable pip overrides: `pip_overrides.json` +* Configurable pip blacklist: `pip_blacklist.list` +* Configurable pip auto fix: `pip_auto_fix.list` +* Saved snapshot files: `snapshots/` +* Startup script files: `startup-scripts/` +* Component files: `components/` + +> **Note**: See [Migration Guide](docs/en/v3.38-userdata-security-migration.md) for upgrade details. + + +## `extra_model_paths.yaml` Configuration +The following settings are applied based on the section marked as `is_default`. + +* `custom_nodes`: Path for installing custom nodes + * Importing does not need to adhere to the path set as `is_default`, but this is the path where custom nodes are installed by the `ComfyUI Nodes Manager`. +* `download_model_base`: Path for downloading models + + +## Snapshot-Manager +* When you press `Save snapshot` or use `Update All` on `Manager Menu`, the current installation status snapshot is saved. + * Snapshot file dir: `/default/ComfyUI-Manager/snapshots` + * You can rename snapshot file. +* Press the "Restore" button to revert to the installation status of the respective snapshot. + * However, for custom nodes not managed by Git, snapshot support is incomplete. +* When you press `Restore`, it will take effect on the next ComfyUI startup. + * The selected snapshot file is saved in `/default/ComfyUI-Manager/startup-scripts/restore-snapshot.json`, and upon restarting ComfyUI, the snapshot is applied and then deleted. + +![model-install-dialog](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/snapshot.jpg) + + +## cm-cli: command line tools for power users +* A tool is provided that allows you to use the features of ComfyUI-Manager without running ComfyUI. +* For more details, please refer to the [cm-cli documentation](docs/en/cm-cli.md). + + +## How to register your custom node into ComfyUI-Manager + +* Add an entry to `custom-node-list.json` located in the root of ComfyUI-Manager and submit a Pull Request. +* NOTE: Before submitting the PR after making changes, please check `Use local DB` and ensure that the extension list loads without any issues in the `Install custom nodes` dialog. Occasionally, missing or extra commas can lead to JSON syntax errors. +* The remaining JSON will be updated through scripts in the future, so you don't need to worry about it. + + +## Custom node support guide + +* **NOTICE:** + - You should no longer assume that the GitHub repository name will match the subdirectory name under `custom_nodes`. The name of the subdirectory under `custom_nodes` will now use the normalized name from the `name` field in `pyproject.toml`. + - Avoid relying on directory names for imports whenever possible. + +* https://docs.comfy.org/registry/overview +* https://github.com/Comfy-Org/rfcs + +**Special purpose files** (optional) + * `pyproject.toml` - Spec file for comfyregistry. + * `node_list.json` - When your custom nodes pattern of NODE_CLASS_MAPPINGS is not conventional, it is used to manually provide a list of nodes for reference. ([example](https://github.com/melMass/comfy_mtb/raw/main/node_list.json)) + * `requirements.txt` - When installing, this pip requirements will be installed automatically + * `install.py` - When installing, it is automatically called + * **All scripts are executed from the root path of the corresponding custom node.** + + +## Component Sharing +* **Copy & Paste** + * [Demo Page](https://ltdrdata.github.io/component-demo/) + * When pasting a component from the clipboard, it supports text in the following JSON format. (text/plain) + ``` + { + "kind": "ComfyUI Components", + "timestamp": , + "components": + { + : + } + } + ``` + * `` Ensure that the timestamp is always unique. + * "components" should have the same structure as the content of the file stored in `/default/ComfyUI-Manager/components`. + * ``: The name should be in the format `::`. + * ``: In the node data of the group node. + * ``: Only two formats are allowed: `major.minor.patch` or `major.minor`. (e.g. `1.0`, `2.2.1`) + * ``: Saved time + * ``: If the packname is not empty, the category becomes packname/workflow, and it is saved in the .pack file in `/default/ComfyUI-Manager/components`. + * ``: If there is neither a category nor a packname, it is saved in the components category. + ``` + "version":"1.0", + "datetime": 1705390656516, + "packname": "mypack", + "category": "util/pipe", + ``` +* **Drag & Drop** + * Dragging and dropping a `.pack` or `.json` file will add the corresponding components. + * Example pack: [Impact.pack](misc/Impact.pack) + +* Dragging and dropping or pasting a single component will add a node. However, when adding multiple components, nodes will not be added. + + +## Support for installing missing nodes + +![missing-menu](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/missing-menu.jpg) + +* When you click on the ```Install Missing Custom Nodes``` button in the menu, it displays a list of extension nodes that contain nodes not currently present in the workflow. + +![missing-list](https://raw.githubusercontent.com/ltdrdata/ComfyUI-extension-tutorials/Main/ComfyUI-Manager/images/missing-list.jpg) + + +# Config +* You can modify the `config.ini` file to apply the settings for ComfyUI-Manager. + * The path to the `config.ini` used by ComfyUI-Manager is displayed in the startup log messages. + * See also: [https://github.com/ltdrdata/ComfyUI-Manager#paths] +* Configuration options: + ``` + [default] + git_exe = + use_uv = + default_cache_as_channel_url = + bypass_ssl = + file_logging = + windows_selector_event_loop_policy = + model_download_by_agent = + downgrade_blacklist = + security_level = strong|normal|normal-|weak> + always_lazy_install = + network_mode = public|private|offline> + ``` + + * network_mode: + - public: An environment that uses a typical public network. + - private: An environment that uses a closed network, where a private node DB is configured via `channel_url`. (Uses cache if available) + - offline: An environment that does not use any external connections when using an offline network. (Uses cache if available) + + +## Additional Feature +* Logging to file feature + * This feature is enabled by default and can be disabled by setting `file_logging = False` in the `config.ini`. + +* Fix node (recreate): When right-clicking on a node and selecting `Fix node (recreate)`, you can recreate the node. The widget's values are reset, while the connections maintain those with the same names. + * It is used to correct errors in nodes of old workflows created before, which are incompatible with the version changes of custom nodes. + +* Double-Click Node Title: You can set the double-click behavior of nodes in the ComfyUI-Manager menu. + * `Copy All Connections`, `Copy Input Connections`: Double-clicking a node copies the connections of the nearest node. + * This action targets the nearest node within a straight-line distance of 1000 pixels from the center of the node. + * In the case of `Copy All Connections`, it duplicates existing outputs, but since it does not allow duplicate connections, the existing output connections of the original node are disconnected. + * This feature copies only the input and output that match the names. + + * `Possible Input Connections`: It connects all outputs that match the closest type within the specified range. + * This connection links to the closest outputs among the nodes located on the left side of the target node. + + * `Possible(left) + Copy(right)`: When you Double-Click on the left half of the title, it operates as `Possible Input Connections`, and when you Double-Click on the right half, it operates as `Copy All Connections`. + +* Prevent downgrade of specific packages + * List the package names in the `downgrade_blacklist` section of the `config.ini` file, separating them with commas. + * e.g + ``` + downgrade_blacklist = diffusers, kornia + ``` + +* Custom pip mapping + * When you create the `pip_overrides.json` file, it changes the installation of specific pip packages to installations defined by the user. + * Please refer to the `pip_overrides.json.template` file. + +* Prevent the installation of specific pip packages + * List the package names one per line in the `pip_blacklist.list` file. + +* Automatically Restoring pip Installation + * If you list pip spec requirements in `pip_auto_fix.list`, similar to `requirements.txt`, it will automatically restore the specified versions when starting ComfyUI or when versions get mismatched during various custom node installations. + * `--index-url` can be used. + +* Use `aria2` as downloader + * [howto](docs/en/use_aria2.md) + + +## Environment Variables + +The following features can be configured using environment variables: + +* **COMFYUI_PATH**: The installation path of ComfyUI +* **GITHUB_ENDPOINT**: Reverse proxy configuration for environments with limited access to GitHub +* **HF_ENDPOINT**: Reverse proxy configuration for environments with limited access to Hugging Face + + +### Example 1: +Redirecting `https://github.com/ltdrdata/ComfyUI-Impact-Pack` to `https://mirror.ghproxy.com/https://github.com/ltdrdata/ComfyUI-Impact-Pack` + +``` +GITHUB_ENDPOINT=https://mirror.ghproxy.com/https://github.com +``` + +#### Example 2: +Changing `https://huggingface.co/path/to/somewhere` to `https://some-hf-mirror.com/path/to/somewhere` + +``` +HF_ENDPOINT=https://some-hf-mirror.com +``` + +## Scanner +When you run the `scan.sh` script: + +* It updates the `extension-node-map.json`. + * To do this, it pulls or clones the custom nodes listed in `custom-node-list.json` into `~/.tmp/default`. + * To skip this step, add the `--skip-update` option. + * If you want to specify a different path instead of `~/.tmp/default`, run `python scanner.py [path]` directly instead of `scan.sh`. + +* It updates the `github-stats.json`. + * This uses the GitHub API, so set your token with `export GITHUB_TOKEN=your_token_here` to avoid quickly reaching the rate limit and malfunctioning. + * To skip this step, add the `--skip-stat-update` option. + +* The `--skip-all` option applies both `--skip-update` and `--skip-stat-update`. + + +## Troubleshooting +* If your `git.exe` is installed in a specific location other than system git, please install ComfyUI-Manager and run ComfyUI. Then, specify the path including the file name in `git_exe = ` in the `/default/ComfyUI-Manager/config.ini` file that is generated. +* If updating ComfyUI-Manager itself fails, please go to the **ComfyUI-Manager** directory and execute the command `git update-ref refs/remotes/origin/main a361cc1 && git fetch --all && git pull`. +* If you encounter the error message `Overlapped Object has pending operation at deallocation on ComfyUI Manager load` under Windows + * Edit `config.ini` file: add `windows_selector_event_loop_policy = True` +* If the `SSL: CERTIFICATE_VERIFY_FAILED` error occurs. + * Edit `config.ini` file: add `bypass_ssl = True` + + +## Security policy + * Edit `config.ini` file: add `security_level = ` + * `strong` + * doesn't allow `high` and `middle` level risky feature + * `normal` + * doesn't allow `high` level risky feature + * `middle` level risky feature is available + * `normal-` + * doesn't allow `high` level risky feature if `--listen` is specified and not starts with `127.` + * `middle` level risky feature is available + * `weak` + * all feature is available + + * `high` level risky features + * `Install via git url`, `pip install` + * Installation of custom nodes registered not in the `default channel`. + * Fix custom nodes + + * `middle` level risky features + * Uninstall/Update + * Installation of custom nodes registered in the `default channel`. + * Restore/Remove Snapshot + * Restart + + * `low` level risky features + * Update ComfyUI + + +# Disclaimer + +* This extension simply provides the convenience of installing custom nodes and does not guarantee their proper functioning. + + +## Credit +ComfyUI/[ComfyUI](https://github.com/comfyanonymous/ComfyUI) - A powerful and modular stable diffusion GUI. + +**And, for all ComfyUI custom node developers** diff --git a/custom_nodes/ComfyUI-Manager/__init__.py b/custom_nodes/ComfyUI-Manager/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..65aae69ce0bf1294069a66d1ff9ee58b401de1da --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/__init__.py @@ -0,0 +1,25 @@ +""" +This file is the entry point for the ComfyUI-Manager package, handling CLI-only mode and initial setup. +""" + +import os +import sys + +cli_mode_flag = os.path.join(os.path.dirname(__file__), '.enable-cli-only-mode') + +if not os.path.exists(cli_mode_flag): + sys.path.append(os.path.join(os.path.dirname(__file__), "glob")) + import manager_server # noqa: F401 + import share_3rdparty # noqa: F401 + import cm_global + + if not cm_global.disable_front and not 'DISABLE_COMFYUI_MANAGER_FRONT' in os.environ: + WEB_DIRECTORY = "js" +else: + print("\n[ComfyUI-Manager] !! cli-only-mode is enabled !!\n") + +NODE_CLASS_MAPPINGS = {} +__all__ = ['NODE_CLASS_MAPPINGS'] + + + diff --git a/custom_nodes/ComfyUI-Manager/alter-list.json b/custom_nodes/ComfyUI-Manager/alter-list.json new file mode 100644 index 0000000000000000000000000000000000000000..33398277e06631225ae609196d79c260a7849963 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/alter-list.json @@ -0,0 +1,224 @@ +{ + "items": [ + { + "id":"https://github.com/Fannovel16/comfyui_controlnet_aux", + "tags":"controlnet", + "description": "This extension provides preprocessor nodes for using controlnet." + }, + { + "id":"https://github.com/comfyanonymous/ComfyUI_experiments", + "tags":"Dynamic Thresholding, DT, CFG, controlnet, reference only", + "description": "This experimental nodes contains a 'Reference Only' node and a 'ModelSamplerTonemapNoiseTest' node corresponding to the 'Dynamic Threshold'." + }, + { + "id":"https://github.com/ltdrdata/ComfyUI-Impact-Pack", + "tags":"ddetailer, adetailer, ddsd, DD, loopback scaler, prompt, wildcard, dynamic prompt", + "description": "To implement the feature of automatically detecting faces and enhancing details, various detection nodes and detailers provided by the Impact Pack can be applied. Similarly to Loopback Scaler, it also provides various custom workflows that can apply Ksampler while gradually scaling up." + }, + { + "id":"https://github.com/ltdrdata/ComfyUI-Inspire-Pack", + "tags":"lora block weight, effective block analyzer, lbw, variation seed", + "description": "The Inspire Pack provides the functionality of Lora Block Weight, Variation Seed." + }, + { + "id":"https://github.com/biegert/ComfyUI-CLIPSeg/raw/main/custom_nodes/clipseg.py", + "tags":"ddsd", + "description": "This extension provides a feature that generates segment masks on an image using a text prompt. When used in conjunction with Impact Pack, it enables applications such as DDSD." + }, + { + "id":"https://github.com/BadCafeCode/masquerade-nodes-comfyui", + "tags":"ddetailer", + "description": "This extension is a less feature-rich and well-maintained alternative to Impact Pack, but it has fewer dependencies and may be easier to install on abnormal configurations. The author recommends trying Impact Pack first." + }, + { + "id":"https://github.com/BlenderNeko/ComfyUI_Cutoff", + "tags":"cutoff", + "description": "By using this extension, prompts like 'blue hair' can be prevented from interfering with other prompts by blocking the attribute 'blue' from being used in prompts other than 'hair'." + }, + { + "id":"https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb", + "tags":"prompt, weight", + "description": "There are differences in the processing methods of prompts, such as weighting and scheduling, between A1111 and ComfyUI. With this extension, various settings can be used to implement prompt processing methods similar to A1111. As this feature is also integrated into ComfyUI Cutoff, please download the Cutoff extension if you plan to use it in conjunction with Cutoff." + }, + { + "id":"https://github.com/shiimizu/ComfyUI_smZNodes", + "tags":"prompt, weight", + "description": "There are differences in the processing methods of prompts, such as weighting and scheduling, between A1111 and ComfyUI. This extension helps to reproduce the same embedding as A1111." + }, + { + "id":"https://github.com/BlenderNeko/ComfyUI_Noise", + "tags":"img2img alt, random", + "description": "The extension provides an unsampler that reverses the sampling process, allowing for a function similar to img2img alt to be implemented. Furthermore, ComfyUI uses CPU's Random instead of GPU's Random for better reproducibility compared to A1111. This extension provides the ability to use GPU's Random for Latent Noise. However, since GPU's Random may vary depending on the GPU model, reproducibility on different devices cannot be guaranteed." + }, + { + "id":"https://github.com/BlenderNeko/ComfyUI_SeeCoder", + "tags":"seecoder, prompt-free-diffusion", + "description": "The extension provides seecoder feature." + }, + { + "id":"https://github.com/lilly1987/ComfyUI_node_Lilly", + "tags":"prompt, wildcard", + "description": "This extension provides features such as a wildcard function that randomly selects prompts belonging to a category and the ability to directly load lora from prompts." + }, + { + "id":"https://github.com/Davemane42/ComfyUI_Dave_CustomNode", + "tags":"latent couple", + "description": "ComfyUI already provides the ability to composite latents by default. However, this extension makes it more convenient to use by visualizing the composite area." + }, + { + "id":"https://github.com/LEv145/images-grid-comfy-plugin", + "tags":"X/Y Plot", + "description": "This tool provides a viewer node that allows for checking multiple outputs in a grid, similar to the X/Y Plot extension." + }, + { + "id":"https://github.com/pythongosssss/ComfyUI-WD14-Tagger", + "tags":"deepbooru, clip interrogation", + "description": "This extension generates clip text by taking an image as input and using the Deepbooru model." + }, + { + "id":"https://github.com/szhublox/ambw_comfyui", + "tags":"supermerger", + "description": "This node takes two models, merges individual blocks together at various ratios, and automatically rates each merge, keeping the ratio with the highest score. " + }, + { + "id":"https://github.com/ssitu/ComfyUI_UltimateSDUpscale", + "tags":"upscaler, Ultimate SD Upscale", + "description": "ComfyUI nodes for the Ultimate Stable Diffusion Upscale script by Coyote-A. Uses the same script used in the A1111 extension to hopefully replicate images generated using the A1111 webui." + }, + { + "id":"https://github.com/dawangraoming/ComfyUI_ksampler_gpu/raw/main/ksampler_gpu.py", + "tags":"random, noise", + "description": "A1111 provides KSampler that uses GPU-based random noise. This extension offers KSampler utilizing GPU-based random noise." + }, + { + "id":"https://github.com/space-nuko/nui-suite", + "tags":"prompt, dynamic prompt", + "description": "This extension provides nodes with the functionality of dynamic prompts." + }, + { + "id":"https://github.com/melMass/comfy_mtb", + "tags":"roop", + "description": "This extension provides bunch of nodes including roop" + }, + { + "id":"https://github.com/ssitu/ComfyUI_roop", + "tags":"roop", + "description": "This extension provides nodes for the roop A1111 webui script." + }, + { + "id":"https://github.com/asagi4/comfyui-prompt-control", + "tags":"prompt, prompt editing", + "description": "This extension provides the ability to use prompts like \n\n**a [large::0.1] [cat|dog:0.05] [::0.5] [in a park:in space:0.4]**\n\n" + }, + { + "id":"https://github.com/adieyal/comfyui-dynamicprompts", + "tags":"prompt, dynamic prompt", + "description": "This extension is a port of sd-dynamic-prompt to ComfyUI." + }, + { + "id":"https://github.com/kwaroran/abg-comfyui", + "tags":"abg, background remover", + "description": "A Anime Background Remover node for comfyui, based on this hf space, works same as AGB extention in automatic1111." + }, + { + "id":"https://github.com/Gourieff/comfyui-reactor-node", + "tags":"reactor, sd-webui-roop-nsfw", + "description": "This is a ported version of ComfyUI for the sd-webui-roop-nsfw extension." + }, + { + "id":"https://github.com/laksjdjf/cgem156-ComfyUI", + "tags":"regional prompt, latent couple, prompt", + "description": "This custom nodes provide a functionality similar to regional prompts, offering couple features at the attention level." + }, + { + "id":"https://github.com/FizzleDorf/ComfyUI_FizzNodes", + "tags":"deforum", + "description": "This custom nodes provide functionality that assists in animation creation, similar to deforum." + }, + { + "id":"https://github.com/seanlynch/comfyui-optical-flow", + "tags":"deforum, vid2vid", + "description": "This custom nodes provide functionality that assists in animation creation, similar to deforum." + }, + { + "id":"https://github.com/ssitu/ComfyUI_fabric", + "tags":"fabric", + "description": "Similar to sd-webui-fabric, this custom nodes provide the functionality of [a/FABRIC](https://github.com/sd-fabric/fabric)." + }, + { + "id":"https://github.com/Zuellni/ComfyUI-ExLlama", + "tags":"ExLlama, prompt, language model", + "description": "Similar to text-generation-webui, this custom nodes provide the functionality of [a/exllama](https://github.com/turboderp/exllama)." + }, + { + "id":"https://github.com/spinagon/ComfyUI-seamless-tiling", + "tags":"tiling", + "description": "ComfyUI node for generating seamless textures Replicates 'Tiling' option from A1111" + }, + { + "id":"https://github.com/laksjdjf/cd-tuner_negpip-ComfyUI", + "tags":"cd-tuner, negpip", + "description": "This extension is a port of the [a/sd-webui-cd-tuner](https://github.com/hako-mikan/sd-webui-cd-tuner)(a.k.a. CD(color/Detail) Tuner )and [a/sd-webui-negpip](https://github.com/hako-mikan/sd-webui-negpip)(a.k.a. NegPiP) extensions of A1111 to ComfyUI." + }, + { + "id":"https://github.com/mcmonkeyprojects/sd-dynamic-thresholding", + "tags":"DT, dynamic thresholding", + "description": "This custom node is a port of the Dynamic Thresholding extension from A1111 to make it available for use in ComfyUI." + }, + { + "id":"https://github.com/hhhzzyang/Comfyui_Lama", + "tags":"lama, inpainting anything", + "description": "This extension provides custom nodes developed based on [a/LaMa](https://github.com/advimman/lama) and [a/Inpainting anything](https://github.com/geekyutao/Inpaint-Anything)." + }, + { + "id":"https://github.com/mlinmg/ComfyUI-LaMA-Preprocessor", + "tags":"lama", + "description": "This extension provides custom nodes for [a/LaMa](https://github.com/advimman/lama) functionality." + }, + { + "id":"https://github.com/Haoming02/comfyui-diffusion-cg", + "tags":"diffusion-cg", + "description": "This extension provides custom nodes for [a/SD Webui Diffusion Color Grading](https://github.com/Haoming02/sd-webui-diffusion-cg) functionality." + }, + { + "id":"https://github.com/asagi4/ComfyUI-CADS", + "tags":"diffusion-cg", + "description": "This extension provides custom nodes for [a/sd-webui-cads](https://github.com/v0xie/sd-webui-cads) functionality." + }, + { + "id":"https://git.mmaker.moe/mmaker/sd-webui-color-enhance", + "tags":"color-enhance", + "description": "This extension supports both A1111 and ComfyUI simultaneously." + }, + { + "id":"https://github.com/shiimizu/ComfyUI-TiledDiffusion", + "tags":"multidiffusion", + "description": "This extension provides custom nodes for [a/Mixture of Diffusers](https://github.com/albarji/mixture-of-diffusers) and [a/MultiDiffusion](https://github.com/omerbt/MultiDiffusion)" + }, + { + "id":"https://github.com/abyz22/image_control", + "tags":"BMAB", + "description": "This extension provides some alternative functionalities of the [a/sd-webui-bmab](https://github.com/portu-sim/sd-webui-bmab) extension." + }, + { + "id":"https://github.com/blepping/ComfyUI-sonar", + "tags":"sonar", + "description": "This extension provides some alternative functionalities of the [a/stable-diffusion-webui-sonar](https://github.com/Kahsolt/stable-diffusion-webui-sonar) extension." + }, + { + "id":"https://github.com/AIFSH/ComfyUI-RVC", + "tags":"sonar", + "description": "a comfyui custom node for [a/Retrieval-based-Voice-Conversion-WebUI](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI.git), you can Voice-Conversion in comfyui now!" + }, + { + "id":"https://github.com/portu-sim/comfyui-bmab", + "tags":"bmab", + "description": "a comfyui custom node for [a/sd-webui-bmab](https://github.com/portu-sim/sd-webui-bmab)" + }, + { + "id":"https://github.com/ThereforeGames/ComfyUI-Unprompted", + "tags":"unprompted", + "description": "This extension is a port of [a/unprompted](https://github.com/ThereforeGames/unprompted)" + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/channels.list.template b/custom_nodes/ComfyUI-Manager/channels.list.template new file mode 100644 index 0000000000000000000000000000000000000000..9a8d6877b3b0f62be0f92b3ae81aea8337952cba --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/channels.list.template @@ -0,0 +1,6 @@ +default::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main +recent::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/node_db/new +legacy::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/node_db/legacy +forked::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/node_db/forked +dev::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/node_db/dev +tutorial::https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/node_db/tutorial \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/check.bat b/custom_nodes/ComfyUI-Manager/check.bat new file mode 100644 index 0000000000000000000000000000000000000000..e7a3b09fc58f749522aef0053f48e5a0a55cf955 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/check.bat @@ -0,0 +1,21 @@ +@echo off + +python json-checker.py "custom-node-list.json" +python json-checker.py "model-list.json" +python json-checker.py "alter-list.json" +python json-checker.py "extension-node-map.json" +python json-checker.py "node_db\new\custom-node-list.json" +python json-checker.py "node_db\new\model-list.json" +python json-checker.py "node_db\new\extension-node-map.json" +python json-checker.py "node_db\dev\custom-node-list.json" +python json-checker.py "node_db\dev\model-list.json" +python json-checker.py "node_db\dev\extension-node-map.json" +python json-checker.py "node_db\tutorial\custom-node-list.json" +python json-checker.py "node_db\tutorial\model-list.json" +python json-checker.py "node_db\tutorial\extension-node-map.json" +python json-checker.py "node_db\legacy\custom-node-list.json" +python json-checker.py "node_db\legacy\model-list.json" +python json-checker.py "node_db\legacy\extension-node-map.json" +python json-checker.py "node_db\forked\custom-node-list.json" +python json-checker.py "node_db\forked\model-list.json" +python json-checker.py "node_db\forked\extension-node-map.json" \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/check.sh b/custom_nodes/ComfyUI-Manager/check.sh new file mode 100644 index 0000000000000000000000000000000000000000..c3ef41c2e5f73d62071892e4ce827b4d8ddbb4fd --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/check.sh @@ -0,0 +1,43 @@ +#!/bin/bash + +echo +echo CHECK1 + +files=( + "custom-node-list.json" + "model-list.json" + "alter-list.json" + "extension-node-map.json" + "github-stats.json" + "extras.json" + "node_db/new/custom-node-list.json" + "node_db/new/model-list.json" + "node_db/new/extension-node-map.json" + "node_db/dev/custom-node-list.json" + "node_db/dev/model-list.json" + "node_db/dev/extension-node-map.json" + "node_db/tutorial/custom-node-list.json" + "node_db/tutorial/model-list.json" + "node_db/tutorial/extension-node-map.json" + "node_db/legacy/custom-node-list.json" + "node_db/legacy/model-list.json" + "node_db/legacy/extension-node-map.json" + "node_db/forked/custom-node-list.json" + "node_db/forked/model-list.json" + "node_db/forked/extension-node-map.json" +) + +for file in "${files[@]}"; do + python json-checker.py "$file" +done + +echo +echo CHECK2 +find ~/.tmp/default -name "*.py" -print0 | xargs -0 grep -E "crypto|^_A=" + +echo +echo CHECK3 +find ~/.tmp/default -name "requirements.txt" | xargs grep "^\s*[^#]*https\?:" +find ~/.tmp/default -name "requirements.txt" | xargs grep "^\s*[^#].*\.whl" + +echo diff --git a/custom_nodes/ComfyUI-Manager/cm-cli.py b/custom_nodes/ComfyUI-Manager/cm-cli.py new file mode 100644 index 0000000000000000000000000000000000000000..04043423a2708600691607b115d591ff1d069b28 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/cm-cli.py @@ -0,0 +1,1288 @@ +import os +import sys +import traceback +import json +import asyncio +import concurrent +import threading +from typing import Optional + +import typer +from rich import print +from typing_extensions import List, Annotated +import re +import git +import importlib + + +sys.path.append(os.path.dirname(__file__)) +sys.path.append(os.path.join(os.path.dirname(__file__), "glob")) + +import manager_util + +# read env vars +# COMFYUI_FOLDERS_BASE_PATH is not required in cm-cli.py +# `comfy_path` should be resolved before importing manager_core +comfy_path = os.environ.get('COMFYUI_PATH') +if comfy_path is None: + try: + import folder_paths + comfy_path = os.path.join(os.path.dirname(folder_paths.__file__)) + except: + print("\n[bold yellow]WARN: The `COMFYUI_PATH` environment variable is not set. Assuming `custom_nodes/ComfyUI-Manager/../../` as the ComfyUI path.[/bold yellow]", file=sys.stderr) + comfy_path = os.path.abspath(os.path.join(manager_util.comfyui_manager_path, '..', '..')) + +# This should be placed here +sys.path.append(comfy_path) + +import utils.extra_config +import cm_global +import manager_core as core +from manager_core import unified_manager +import cnr_utils + +comfyui_manager_path = os.path.abspath(os.path.dirname(__file__)) + +cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'} +cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia'] + +cm_global.pip_overrides = {} + +if os.path.exists(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json")): + with open(os.path.join(manager_util.comfyui_manager_path, "pip_overrides.json"), 'r', encoding="UTF-8", errors="ignore") as json_file: + cm_global.pip_overrides = json.load(json_file) + + +if os.path.exists(os.path.join(manager_util.comfyui_manager_path, "pip_blacklist.list")): + with open(os.path.join(manager_util.comfyui_manager_path, "pip_blacklist.list"), 'r', encoding="UTF-8", errors="ignore") as f: + for x in f.readlines(): + y = x.strip() + if y != '': + cm_global.pip_blacklist.add(y) + + +def check_comfyui_hash(): + try: + repo = git.Repo(comfy_path) + core.comfy_ui_revision = len(list(repo.iter_commits('HEAD'))) + core.comfy_ui_commit_datetime = repo.head.commit.committed_datetime + except: + print('[bold yellow]INFO: Frozen ComfyUI mode.[/bold yellow]') + core.comfy_ui_revision = 0 + core.comfy_ui_commit_datetime = 0 + + cm_global.variables['comfyui.revision'] = core.comfy_ui_revision + + +check_comfyui_hash() # This is a preparation step for manager_core +core.check_invalid_nodes() + + +def read_downgrade_blacklist(): + try: + import configparser + config = configparser.ConfigParser(strict=False) + config.read(core.manager_config.path) + default_conf = config['default'] + + if 'downgrade_blacklist' in default_conf: + items = default_conf['downgrade_blacklist'].split(',') + items = [x.strip() for x in items if x != ''] + cm_global.pip_downgrade_blacklist += items + cm_global.pip_downgrade_blacklist = list(set(cm_global.pip_downgrade_blacklist)) + except: + pass + + +read_downgrade_blacklist() # This is a preparation step for manager_core + + +class Ctx: + folder_paths = None + + def __init__(self): + self.channel = 'default' + self.no_deps = False + self.mode = 'cache' + self.user_directory = None + self.custom_nodes_paths = [os.path.join(core.comfy_base_path, 'custom_nodes')] + self.manager_files_directory = os.path.dirname(__file__) + + if Ctx.folder_paths is None: + try: + Ctx.folder_paths = importlib.import_module('folder_paths') + except ImportError: + print("Warning: Unable to import folder_paths module") + + def set_channel_mode(self, channel, mode): + if mode is not None: + self.mode = mode + + valid_modes = ["remote", "local", "cache"] + if mode and mode.lower() not in valid_modes: + typer.echo( + f"Invalid mode: {mode}. Allowed modes are 'remote', 'local', 'cache'.", + err=True, + ) + exit(1) + + if channel is not None: + self.channel = channel + + asyncio.run(unified_manager.reload(cache_mode=self.mode, dont_wait=False)) + asyncio.run(unified_manager.load_nightly(self.channel, self.mode)) + + def set_no_deps(self, no_deps): + self.no_deps = no_deps + + def set_user_directory(self, user_directory): + if user_directory is None: + return + + extra_model_paths_yaml = os.path.join(user_directory, 'extra_model_paths.yaml') + if os.path.exists(extra_model_paths_yaml): + utils.extra_config.load_extra_path_config(extra_model_paths_yaml) + + core.update_user_directory(user_directory) + + if os.path.exists(core.manager_pip_overrides_path): + with open(core.manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file: + cm_global.pip_overrides = json.load(json_file) + + if os.path.exists(core.manager_pip_blacklist_path): + with open(core.manager_pip_blacklist_path, 'r', encoding="UTF-8", errors="ignore") as f: + for x in f.readlines(): + y = x.strip() + if y != '': + cm_global.pip_blacklist.add(y) + + def update_custom_nodes_dir(self, target_dir): + import folder_paths + a, b = folder_paths.folder_names_and_paths['custom_nodes'] + folder_paths.folder_names_and_paths['custom_nodes'] = [os.path.abspath(target_dir)], set() + + @staticmethod + def get_startup_scripts_path(): + return os.path.join(core.manager_startup_script_path, "install-scripts.txt") + + @staticmethod + def get_restore_snapshot_path(): + return os.path.join(core.manager_startup_script_path, "restore-snapshot.json") + + @staticmethod + def get_snapshot_path(): + return core.manager_snapshot_path + + @staticmethod + def get_custom_nodes_paths(): + if Ctx.folder_paths is None: + print("Error: folder_paths module is not available") + return [] + return Ctx.folder_paths.get_folder_paths('custom_nodes') + + +cmd_ctx = Ctx() + + +def install_node(node_spec_str, is_all=False, cnt_msg='', **kwargs): + exit_on_fail = kwargs.get('exit_on_fail', False) + print(f"install_node exit on fail:{exit_on_fail}...") + + if core.is_valid_url(node_spec_str): + # install via urls + res = asyncio.run(core.gitclone_install(node_spec_str, no_deps=cmd_ctx.no_deps)) + if not res.result: + print(res.msg) + print(f"[bold red]ERROR: An error occurred while installing '{node_spec_str}'.[/bold red]") + if exit_on_fail: + sys.exit(1) + else: + print(f"{cnt_msg} [INSTALLED] {node_spec_str:50}") + else: + node_spec = unified_manager.resolve_node_spec(node_spec_str) + + if node_spec is None: + return + + node_name, version_spec, is_specified = node_spec + + # NOTE: install node doesn't allow update if version is not specified + if not is_specified: + version_spec = None + + res = asyncio.run(unified_manager.install_by_id(node_name, version_spec, cmd_ctx.channel, cmd_ctx.mode, instant_execution=True, no_deps=cmd_ctx.no_deps)) + + if res.action == 'skip': + print(f"{cnt_msg} [ SKIP ] {node_name:50} => Already installed") + elif res.action == 'enable': + print(f"{cnt_msg} [ ENABLED ] {node_name:50}") + elif res.action == 'install-git' and res.target == 'nightly': + print(f"{cnt_msg} [INSTALLED] {node_name:50}[NIGHTLY]") + elif res.action == 'install-git' and res.target == 'unknown': + print(f"{cnt_msg} [INSTALLED] {node_name:50}[UNKNOWN]") + elif res.action == 'install-cnr' and res.result: + print(f"{cnt_msg} [INSTALLED] {node_name:50}[{res.target}]") + elif res.action == 'switch-cnr' and res.result: + print(f"{cnt_msg} [INSTALLED] {node_name:50}[{res.target}]") + elif (res.action == 'switch-cnr' or res.action == 'install-cnr') and not res.result and node_name in unified_manager.cnr_map: + print(f"\nAvailable version of '{node_name}'") + show_versions(node_name) + print("") + else: + print(f"[bold red]ERROR: An error occurred while installing '{node_name}'.\n{res.msg}[/bold red]") + if exit_on_fail: + sys.exit(1) + + +def reinstall_node(node_spec_str, is_all=False, cnt_msg=''): + node_spec = unified_manager.resolve_node_spec(node_spec_str) + + node_name, version_spec, _ = node_spec + + unified_manager.unified_uninstall(node_name, version_spec == 'unknown') + install_node(node_name, is_all=is_all, cnt_msg=cnt_msg) + + +def fix_node(node_spec_str, is_all=False, cnt_msg=''): + node_spec = unified_manager.resolve_node_spec(node_spec_str, guess_mode='active') + + if node_spec is None: + if not is_all: + if unified_manager.resolve_node_spec(node_spec_str, guess_mode='inactive') is not None: + print(f"{cnt_msg} [ SKIPPED ]: {node_spec_str:50} => Disabled") + else: + print(f"{cnt_msg} [ SKIPPED ]: {node_spec_str:50} => Not installed") + + return + + node_name, version_spec, _ = node_spec + + print(f"{cnt_msg} [ FIXING ]: {node_name:50}[{version_spec}]") + res = unified_manager.unified_fix(node_name, version_spec, no_deps=cmd_ctx.no_deps) + + if not res.result: + print(f"[bold red]ERROR: f{res.msg}[/bold red]") + + +def uninstall_node(node_spec_str: str, is_all: bool = False, cnt_msg: str = ''): + spec = node_spec_str.split('@') + if len(spec) == 2 and spec[1] == 'unknown': + node_name = spec[0] + is_unknown = True + else: + node_name = spec[0] + is_unknown = False + + res = unified_manager.unified_uninstall(node_name, is_unknown) + if len(spec) == 1 and res.action == 'skip' and not is_unknown: + res = unified_manager.unified_uninstall(node_name, True) + + if res.action == 'skip': + print(f"{cnt_msg} [ SKIPPED ]: {node_name:50} => Not installed") + + elif res.result: + print(f"{cnt_msg} [UNINSTALLED] {node_name:50}") + else: + print(f"ERROR: An error occurred while uninstalling '{node_name}'.") + + +def update_node(node_spec_str, is_all=False, cnt_msg=''): + node_spec = unified_manager.resolve_node_spec(node_spec_str, 'active') + + if node_spec is None: + if unified_manager.resolve_node_spec(node_spec_str, 'inactive'): + print(f"{cnt_msg} [ SKIPPED ]: {node_spec_str:50} => Disabled") + else: + print(f"{cnt_msg} [ SKIPPED ]: {node_spec_str:50} => Not installed") + return None + + node_name, version_spec, _ = node_spec + + res = unified_manager.unified_update(node_name, version_spec, no_deps=cmd_ctx.no_deps, return_postinstall=True) + + if not res.result: + print(f"ERROR: An error occurred while updating '{node_name}'.") + elif res.action == 'skip': + print(f"{cnt_msg} [ SKIPPED ]: {node_name:50} => {res.msg}") + else: + print(f"{cnt_msg} [ UPDATED ]: {node_name:50} => ({version_spec} -> {res.target})") + + return res.with_target(f'{node_name}@{res.target}') + + +def update_parallel(nodes): + is_all = False + if 'all' in nodes: + is_all = True + nodes = [] + for x in unified_manager.active_nodes.keys(): + nodes.append(x) + for x in unified_manager.unknown_active_nodes.keys(): + nodes.append(x+"@unknown") + else: + nodes = [x for x in nodes if x.lower() not in ['comfy', 'comfyui']] + + total = len(nodes) + + lock = threading.Lock() + processed = [] + + i = 0 + + def process_custom_node(x): + nonlocal i + nonlocal processed + + with lock: + i += 1 + + try: + res = update_node(x, is_all=is_all, cnt_msg=f'{i}/{total}') + with lock: + processed.append(res) + except Exception as e: + print(f"ERROR: {e}") + traceback.print_exc() + + with concurrent.futures.ThreadPoolExecutor(4) as executor: + for item in nodes: + executor.submit(process_custom_node, item) + + i = 1 + for res in processed: + if res is not None: + print(f"[{i}/{total}] Post update: {res.target}") + if res.postinstall is not None: + res.postinstall() + i += 1 + + +def update_comfyui(): + res = core.update_path(comfy_path, instant_execution=True) + if res == 'fail': + print("Updating ComfyUI has failed.") + elif res == 'updated': + print("ComfyUI is updated.") + else: + print("ComfyUI is already up to date.") + + +def enable_node(node_spec_str, is_all=False, cnt_msg=''): + if unified_manager.resolve_node_spec(node_spec_str, guess_mode='active') is not None: + print(f"{cnt_msg} [ SKIP ] {node_spec_str:50} => Already enabled") + return + + node_spec = unified_manager.resolve_node_spec(node_spec_str, guess_mode='inactive') + + if node_spec is None: + print(f"{cnt_msg} [ SKIP ] {node_spec_str:50} => Not found") + return + + node_name, version_spec, _ = node_spec + + res = unified_manager.unified_enable(node_name, version_spec) + + if res.action == 'skip': + print(f"{cnt_msg} [ SKIP ] {node_name:50} => {res.msg}") + elif res.result: + print(f"{cnt_msg} [ENABLED] {node_name:50}") + else: + print(f"{cnt_msg} [ FAIL ] {node_name:50} => {res.msg}") + + +def disable_node(node_spec_str: str, is_all=False, cnt_msg=''): + if 'comfyui-manager' in node_spec_str.lower(): + return + + node_spec = unified_manager.resolve_node_spec(node_spec_str, guess_mode='active') + + if node_spec is None: + if unified_manager.resolve_node_spec(node_spec_str, guess_mode='inactive') is not None: + print(f"{cnt_msg} [ SKIP ] {node_spec_str:50} => Already disabled") + else: + print(f"{cnt_msg} [ SKIP ] {node_spec_str:50} => Not found") + return + + node_name, version_spec, _ = node_spec + + res = unified_manager.unified_disable(node_name, version_spec == 'unknown') + + if res.action == 'skip': + print(f"{cnt_msg} [ SKIP ] {node_name:50} => {res.msg}") + elif res.result: + print(f"{cnt_msg} [DISABLED] {node_name:50}") + else: + print(f"{cnt_msg} [ FAIL ] {node_name:50} => {res.msg}") + + +def show_list(kind, simple=False): + custom_nodes = asyncio.run(unified_manager.get_custom_nodes(channel=cmd_ctx.channel, mode=cmd_ctx.mode)) + + # collect not-installed unknown nodes + not_installed_unknown_nodes = [] + repo_unknown = {} + + for k, v in custom_nodes.items(): + if 'cnr_latest' not in v: + if len(v['files']) == 1: + repo_url = v['files'][0] + node_name = repo_url.split('/')[-1] + if node_name not in unified_manager.unknown_inactive_nodes and node_name not in unified_manager.unknown_active_nodes: + not_installed_unknown_nodes.append(v) + else: + repo_unknown[node_name] = v + + processed = {} + unknown_processed = [] + + flag = kind in ['all', 'cnr', 'installed', 'enabled'] + for k, v in unified_manager.active_nodes.items(): + if flag: + cnr = unified_manager.cnr_map[k] + processed[k] = "[ ENABLED ] ", cnr['name'], k, cnr['publisher']['name'], v[0] + else: + processed[k] = None + + if flag and kind != 'cnr': + for k, v in unified_manager.unknown_active_nodes.items(): + item = repo_unknown.get(k) + + if item is None: + continue + + log_item = "[ ENABLED ] ", item['title'], k, item['author'] + unknown_processed.append(log_item) + + flag = kind in ['all', 'cnr', 'installed', 'disabled'] + for k, v in unified_manager.cnr_inactive_nodes.items(): + if k in processed: + continue + + if flag: + cnr = unified_manager.cnr_map[k] + processed[k] = "[ DISABLED ] ", cnr['name'], k, cnr['publisher']['name'], ", ".join(list(v.keys())) + else: + processed[k] = None + + for k, v in unified_manager.nightly_inactive_nodes.items(): + if k in processed: + continue + + if flag: + cnr = unified_manager.cnr_map[k] + processed[k] = "[ DISABLED ] ", cnr['name'], k, cnr['publisher']['name'], 'nightly' + else: + processed[k] = None + + if flag and kind != 'cnr': + for k, v in unified_manager.unknown_inactive_nodes.items(): + item = repo_unknown.get(k) + + if item is None: + continue + + log_item = "[ DISABLED ] ", item['title'], k, item['author'] + unknown_processed.append(log_item) + + flag = kind in ['all', 'cnr', 'not-installed'] + for k, v in unified_manager.cnr_map.items(): + if k in processed: + continue + + if flag: + cnr = unified_manager.cnr_map[k] + ver_spec = v['latest_version']['version'] if 'latest_version' in v else '0.0.0' + processed[k] = "[ NOT INSTALLED ] ", cnr['name'], k, cnr['publisher']['name'], ver_spec + else: + processed[k] = None + + if flag and kind != 'cnr': + for x in not_installed_unknown_nodes: + if len(x['files']) == 1: + node_id = os.path.basename(x['files'][0]) + log_item = "[ NOT INSTALLED ] ", x['title'], node_id, x['author'] + unknown_processed.append(log_item) + + for x in processed.values(): + if x is None: + continue + + prefix, title, short_id, author, ver_spec = x + if simple: + print(title+'@'+ver_spec) + else: + print(f"{prefix} {title:50} {short_id:30} (author: {author:20}) \\[{ver_spec}]") + + for x in unknown_processed: + prefix, title, short_id, author = x + if simple: + print(title+'@unknown') + else: + print(f"{prefix} {title:50} {short_id:30} (author: {author:20}) [UNKNOWN]") + + +async def show_snapshot(simple_mode=False): + json_obj = await core.get_current_snapshot() + + if simple_mode: + print(f"[{json_obj['comfyui']}] comfyui") + for k, v in json_obj['git_custom_nodes'].items(): + print(f"[{v['hash']}] {k}") + for v in json_obj['file_custom_nodes']: + print(f"[ N/A ] {v['filename']}") + + else: + formatted_json = json.dumps(json_obj, ensure_ascii=False, indent=4) + print(formatted_json) + + +def show_snapshot_list(simple_mode=False): + snapshot_path = cmd_ctx.get_snapshot_path() + + files = os.listdir(snapshot_path) + json_files = [x for x in files if x.endswith('.json')] + for x in sorted(json_files): + print(x) + + +def cancel(): + if os.path.exists(cmd_ctx.get_startup_scripts_path()): + os.remove(cmd_ctx.get_startup_scripts_path()) + + if os.path.exists(cmd_ctx.get_restore_snapshot_path()): + os.remove(cmd_ctx.get_restore_snapshot_path()) + + +async def auto_save_snapshot(): + path = await core.save_snapshot_with_postfix('cli-autosave') + print(f"Current snapshot is saved as `{path}`") + + +def get_all_installed_node_specs(): + res = [] + processed = set() + for k, v in unified_manager.active_nodes.items(): + node_spec_str = f"{k}@{v[0]}" + res.append(node_spec_str) + processed.add(k) + + for k in unified_manager.cnr_inactive_nodes.keys(): + if k in processed: + continue + + latest = unified_manager.get_from_cnr_inactive_nodes(k) + if latest is not None: + node_spec_str = f"{k}@{str(latest[0])}" + res.append(node_spec_str) + + for k in unified_manager.nightly_inactive_nodes.keys(): + if k in processed: + continue + + node_spec_str = f"{k}@nightly" + res.append(node_spec_str) + + for k in unified_manager.unknown_active_nodes.keys(): + node_spec_str = f"{k}@unknown" + res.append(node_spec_str) + + for k in unified_manager.unknown_inactive_nodes.keys(): + node_spec_str = f"{k}@unknown" + res.append(node_spec_str) + + return res + + +def for_each_nodes(nodes, act, allow_all=True, **kwargs): + is_all = False + if allow_all and 'all' in nodes: + is_all = True + nodes = get_all_installed_node_specs() + else: + nodes = [x for x in nodes if x.lower() not in ['comfy', 'comfyui', 'all']] + + total = len(nodes) + i = 1 + for x in nodes: + try: + act(x, is_all=is_all, cnt_msg=f'{i}/{total}', **kwargs) + except Exception as e: + print(f"ERROR: {e}") + traceback.print_exc() + i += 1 + + +app = typer.Typer() + + +@app.command(help="Display help for commands") +def help(ctx: typer.Context): + print(ctx.find_root().get_help()) + ctx.exit(0) + + +@app.command(help="Install custom nodes") +def install( + nodes: List[str] = typer.Argument( + ..., help="List of custom nodes to install" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + no_deps: Annotated[ + Optional[bool], + typer.Option( + "--no-deps", + show_default=False, + help="Skip installing any Python dependencies", + ), + ] = False, + user_directory: str = typer.Option( + None, + help="user directory" + ), + exit_on_fail: bool = typer.Option( + False, + help="Exit on failure" + ) +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + cmd_ctx.set_no_deps(no_deps) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + for_each_nodes(nodes, act=install_node, exit_on_fail=exit_on_fail) + pip_fixer.fix_broken() + + +@app.command(help="Reinstall custom nodes") +def reinstall( + nodes: List[str] = typer.Argument( + ..., help="List of custom nodes to reinstall" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + no_deps: Annotated[ + Optional[bool], + typer.Option( + "--no-deps", + show_default=False, + help="Skip installing any Python dependencies", + ), + ] = False, + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + cmd_ctx.set_no_deps(no_deps) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + for_each_nodes(nodes, act=reinstall_node) + pip_fixer.fix_broken() + + +@app.command(help="Uninstall custom nodes") +def uninstall( + nodes: List[str] = typer.Argument( + ..., help="List of custom nodes to uninstall" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), +): + cmd_ctx.set_channel_mode(channel, mode) + for_each_nodes(nodes, act=uninstall_node) + + +@app.command(help="Update custom nodes") +def update( + nodes: List[str] = typer.Argument( + ..., + help="[all|List of custom nodes to update]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + if 'all' in nodes: + asyncio.run(auto_save_snapshot()) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + + for x in nodes: + if x.lower() in ['comfyui', 'comfy', 'all']: + update_comfyui() + break + + update_parallel(nodes) + pip_fixer.fix_broken() + + +@app.command(help="Disable custom nodes") +def disable( + nodes: List[str] = typer.Argument( + ..., + help="[all|List of custom nodes to disable]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + if 'all' in nodes: + asyncio.run(auto_save_snapshot()) + + for_each_nodes(nodes, disable_node, allow_all=True) + + +@app.command(help="Enable custom nodes") +def enable( + nodes: List[str] = typer.Argument( + ..., + help="[all|List of custom nodes to enable]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + if 'all' in nodes: + asyncio.run(auto_save_snapshot()) + + for_each_nodes(nodes, enable_node, allow_all=True) + + +@app.command(help="Fix dependencies of custom nodes") +def fix( + nodes: List[str] = typer.Argument( + ..., + help="[all|List of custom nodes to fix]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + if 'all' in nodes: + asyncio.run(auto_save_snapshot()) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + for_each_nodes(nodes, fix_node, allow_all=True) + pip_fixer.fix_broken() + + +@app.command("show-versions", help="Show all available versions of the node") +def show_versions(node_name: str): + versions = cnr_utils.all_versions_of_node(node_name) + if versions is None: + print(f"Node not found in Comfy Registry: {node_name}") + + for x in versions: + print(f"[{x['createdAt'][:10]}] {x['version']} -- {x['changelog']}") + + +@app.command("show", help="Show node list") +def show( + arg: str = typer.Argument( + help="[installed|enabled|not-installed|disabled|all|cnr|snapshot|snapshot-list]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + valid_commands = [ + "installed", + "enabled", + "not-installed", + "disabled", + "all", + "cnr", + "snapshot", + "snapshot-list", + ] + if arg not in valid_commands: + typer.echo(f"Invalid command: `show {arg}`", err=True) + exit(1) + + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + if arg == 'snapshot': + show_snapshot() + elif arg == 'snapshot-list': + show_snapshot_list() + else: + show_list(arg) + + +@app.command("simple-show", help="Show node list (simple mode)") +def simple_show( + arg: str = typer.Argument( + help="[installed|enabled|not-installed|disabled|all|snapshot|snapshot-list]" + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + valid_commands = [ + "installed", + "enabled", + "not-installed", + "disabled", + "all", + "snapshot", + "snapshot-list", + ] + if arg not in valid_commands: + typer.echo(f"[bold red]Invalid command: `show {arg}`[/bold red]", err=True) + exit(1) + + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + if arg == 'snapshot': + show_snapshot(True) + elif arg == 'snapshot-list': + show_snapshot_list(True) + else: + show_list(arg, True) + + +@app.command('cli-only-mode', help="Set whether to use ComfyUI-Manager in CLI-only mode.") +def cli_only_mode( + mode: str = typer.Argument( + ..., help="[enable|disable]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ) +): + cmd_ctx.set_user_directory(user_directory) + cli_mode_flag = os.path.join(cmd_ctx.manager_files_directory, '.enable-cli-only-mode') + + if mode.lower() == 'enable': + with open(cli_mode_flag, 'w'): + pass + print("\nINFO: `cli-only-mode` is enabled\n") + elif mode.lower() == 'disable': + if os.path.exists(cli_mode_flag): + os.remove(cli_mode_flag) + print("\nINFO: `cli-only-mode` is disabled\n") + else: + print(f"\n[bold red]Invalid value for cli-only-mode: {mode}[/bold red]\n") + exit(1) + + +@app.command( + "deps-in-workflow", help="Generate dependencies file from workflow (.json/.png)" +) +def deps_in_workflow( + workflow: Annotated[ + str, typer.Option(show_default=False, help="Workflow file (.json/.png)") + ], + output: Annotated[ + str, typer.Option(show_default=False, help="Output file (.json)") + ], + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ) +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + input_path = workflow + output_path = output + + if not os.path.exists(input_path): + print(f"[bold red]File not found: {input_path}[/bold red]") + exit(1) + + used_exts, unknown_nodes = asyncio.run(core.extract_nodes_from_workflow(input_path, mode=cmd_ctx.mode, channel_url=cmd_ctx.channel)) + + custom_nodes = {} + for x in used_exts: + custom_nodes[x] = {'state': core.simple_check_custom_node(x), + 'hash': '-' + } + + res = { + 'custom_nodes': custom_nodes, + 'unknown_nodes': list(unknown_nodes) + } + + with open(output_path, "w", encoding='utf-8') as output_file: + json.dump(res, output_file, indent=4) + + print(f"Workflow dependencies are being saved into {output_path}.") + + +@app.command("save-snapshot", help="Save a snapshot of the current ComfyUI environment. If output path isn't provided. Save to ComfyUI-Manager/snapshots path.") +def save_snapshot( + output: Annotated[ + str, + typer.Option( + show_default=False, help="Specify the output file path. (.json/.yaml)" + ), + ] = None, + user_directory: str = typer.Option( + None, + help="user directory" + ), + full_snapshot: Annotated[ + bool, + typer.Option( + show_default=False, help="If the snapshot should include custom node, ComfyUI version and pip versions (default), or only custom node details" + ), + ] = True, +): + cmd_ctx.set_user_directory(user_directory) + + if output is not None: + if(not output.endswith('.json') and not output.endswith('.yaml')): + print("[bold red]ERROR: output path should be either '.json' or '.yaml' file.[/bold red]") + raise typer.Exit(code=1) + + dir_path = os.path.dirname(output) + + if(dir_path != '' and not os.path.exists(dir_path)): + print(f"[bold red]ERROR: {output} path not exists.[/bold red]") + raise typer.Exit(code=1) + + path = asyncio.run(core.save_snapshot_with_postfix('snapshot', output, not full_snapshot)) + print(f"Current snapshot is saved as `{path}`") + + +@app.command("restore-snapshot", help="Restore snapshot from snapshot file") +def restore_snapshot( + snapshot_name: str, + pip_non_url: Optional[bool] = typer.Option( + default=None, + show_default=False, + is_flag=True, + help="Restore for pip packages registered on PyPI.", + ), + pip_non_local_url: Optional[bool] = typer.Option( + default=None, + show_default=False, + is_flag=True, + help="Restore for pip packages registered at web URLs.", + ), + pip_local_url: Optional[bool] = typer.Option( + default=None, + show_default=False, + is_flag=True, + help="Restore for pip packages specified by local paths.", + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), + restore_to: Optional[str] = typer.Option( + None, + help="Manually specify the installation path for the custom node. Ignore user directory." + ) +): + cmd_ctx.set_user_directory(user_directory) + + if restore_to: + cmd_ctx.update_custom_nodes_dir(restore_to) + + extras = [] + if pip_non_url: + extras.append('--pip-non-url') + + if pip_non_local_url: + extras.append('--pip-non-local-url') + + if pip_local_url: + extras.append('--pip-local-url') + + print(f"PIPs restore mode: {extras}") + + if os.path.exists(snapshot_name): + snapshot_path = os.path.abspath(snapshot_name) + else: + snapshot_path = os.path.join(cmd_ctx.get_snapshot_path(), snapshot_name) + if not os.path.exists(snapshot_path): + print(f"[bold red]ERROR: `{snapshot_path}` is not exists.[/bold red]") + exit(1) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + try: + asyncio.run(core.restore_snapshot(snapshot_path, extras)) + except Exception: + print("[bold red]ERROR: Failed to restore snapshot.[/bold red]") + traceback.print_exc() + raise typer.Exit(code=1) + pip_fixer.fix_broken() + + +@app.command( + "restore-dependencies", help="Restore dependencies from whole installed custom nodes." +) +def restore_dependencies( + user_directory: str = typer.Option( + None, + help="user directory" + ) +): + cmd_ctx.set_user_directory(user_directory) + + node_paths = [] + + for base_path in cmd_ctx.get_custom_nodes_paths(): + for name in os.listdir(base_path): + target = os.path.join(base_path, name) + if os.path.isdir(target) and not name.endswith('.disabled'): + node_paths.append(target) + + total = len(node_paths) + i = 1 + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + for x in node_paths: + print("----------------------------------------------------------------------------------------------------") + print(f"Restoring [{i}/{total}]: {x}") + unified_manager.execute_install_script('', x, instant_execution=True) + i += 1 + pip_fixer.fix_broken() + + +@app.command( + "post-install", help="Install dependencies and execute installation script" +) +def post_install( + path: str = typer.Argument( + help="path to custom node", + ) +): + path = os.path.expanduser(path) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + unified_manager.execute_install_script('', path, instant_execution=True) + pip_fixer.fix_broken() + + +@app.command( + "install-deps", + help="Install dependencies from dependencies file(.json) or workflow(.png/.json)", +) +def install_deps( + deps: str = typer.Argument( + help="Dependency spec file (.json)", + ), + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + asyncio.run(auto_save_snapshot()) + + if not os.path.exists(deps): + print(f"[bold red]File not found: {deps}[/bold red]") + exit(1) + else: + with open(deps, 'r', encoding="UTF-8", errors="ignore") as json_file: + try: + json_obj = json.load(json_file) + except: + print(f"[bold red]Invalid json file: {deps}[/bold red]") + exit(1) + + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, core.manager_files_path) + for k in json_obj['custom_nodes'].keys(): + state = core.simple_check_custom_node(k) + if state == 'installed': + continue + elif state == 'not-installed': + asyncio.run(core.gitclone_install(k, instant_execution=True)) + else: # disabled + core.gitclone_set_active([k], False) + pip_fixer.fix_broken() + + print("Dependency installation and activation complete.") + + +@app.command(help="Clear reserved startup action in ComfyUI-Manager") +def clear(): + cancel() + + +@app.command("export-custom-node-ids", help="Export custom node ids") +def export_custom_node_ids( + path: str, + channel: Annotated[ + str, + typer.Option( + show_default=False, + help="Specify the operation mode" + ), + ] = None, + mode: str = typer.Option( + None, + help="[remote|local|cache]" + ), + user_directory: str = typer.Option( + None, + help="user directory" + ), +): + cmd_ctx.set_user_directory(user_directory) + cmd_ctx.set_channel_mode(channel, mode) + + with open(path, "w", encoding='utf-8') as output_file: + for x in unified_manager.cnr_map.keys(): + print(x, file=output_file) + + custom_nodes = asyncio.run(unified_manager.get_custom_nodes(channel=cmd_ctx.channel, mode=cmd_ctx.mode)) + for x in custom_nodes.values(): + if 'cnr_latest' not in x: + if len(x['files']) == 1: + repo_url = x['files'][0] + node_id = repo_url.split('/')[-1] + print(f"{node_id}@unknown", file=output_file) + + if 'id' in x: + print(f"{x['id']}@unknown", file=output_file) + + +if __name__ == '__main__': + sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0]) + sys.exit(app()) + + +print("") diff --git a/custom_nodes/ComfyUI-Manager/cm-cli.sh b/custom_nodes/ComfyUI-Manager/cm-cli.sh new file mode 100644 index 0000000000000000000000000000000000000000..b1a21ca5546f9b915ddc87c13cfbe4e7f92c2513 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/cm-cli.sh @@ -0,0 +1,2 @@ +#!/bin/bash +python cm-cli.py $* diff --git a/custom_nodes/ComfyUI-Manager/components/.gitignore b/custom_nodes/ComfyUI-Manager/components/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..fab7a5e2492a15845fc6e2c1d5723ebccd11f75e --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/components/.gitignore @@ -0,0 +1,2 @@ +*.json +*.pack diff --git a/custom_nodes/ComfyUI-Manager/custom-node-list.json b/custom_nodes/ComfyUI-Manager/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..5f7f1ec6436eae13092f506ea575f4d931b2e627 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/custom-node-list.json @@ -0,0 +1,43364 @@ +{ + "custom_nodes": [ + { + "author": "Dr.Lt.Data", + "title": "ComfyUI-Manager", + "id": "manager", + "reference": "https://github.com/ltdrdata/ComfyUI-Manager", + "files": [ + "https://github.com/ltdrdata/ComfyUI-Manager" + ], + "install_type": "git-clone", + "description": "ComfyUI-Manager itself is also a custom node." + }, + { + "author": "Dr.Lt.Data", + "title": "ComfyUI Impact Pack", + "id": "comfyui-impact-pack", + "reference": "https://github.com/ltdrdata/ComfyUI-Impact-Pack", + "files": [ + "https://github.com/ltdrdata/ComfyUI-Impact-Pack" + ], + "install_type": "git-clone", + "description": "This node pack offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler.\nNOTE: To use the UltralyticsDetectorProvider, you must install the 'ComfyUI Impact Subpack' separately.", + "preemptions":["SAMLoader"] + }, + { + "author": "Dr.Lt.Data", + "title": "ComfyUI Impact Subpack", + "id": "comfyui-impact-subpack", + "reference": "https://github.com/ltdrdata/ComfyUI-Impact-Subpack", + "files": [ + "https://github.com/ltdrdata/ComfyUI-Impact-Subpack" + ], + "install_type": "git-clone", + "description": "This node pack provides nodes that complement the Impact Pack, such as the UltralyticsDetectorProvider." + }, + { + "author": "Dr.Lt.Data", + "title": "ComfyUI Inspire Pack", + "id": "inspire", + "reference": "https://github.com/ltdrdata/ComfyUI-Inspire-Pack", + "nodename_pattern": "Inspire$", + "files": [ + "https://github.com/ltdrdata/ComfyUI-Inspire-Pack" + ], + "install_type": "git-clone", + "description": "This extension provides various nodes to support Lora Block Weight and the Impact Pack. Provides many easily applicable regional features and applications for Variation Seed." + }, + { + "author": "Dr.Lt.Data", + "title": "ComfyUI Connection Helper", + "id": "connection-helper", + "reference": "https://github.com/ltdrdata/comfyui-connection-helper", + "nodename_pattern": "Inspire$", + "files": [ + "https://github.com/ltdrdata/comfyui-connection-helper" + ], + "install_type": "git-clone", + "description": "This is a helper extension for ComfyUI that assists with node connections." + }, + { + "author": "Dr.Lt.Data", + "title": "WAS Node Suite (Revised)", + "id": "was-ns", + "reference": "https://github.com/ltdrdata/was-node-suite-comfyui", + "files": [ + "https://github.com/ltdrdata/was-node-suite-comfyui" + ], + "install_type": "git-clone", + "description": "A massive node pack consisting of over 200 nodes, including image processing, masking, text handling, and arithmetic operations.\nNOTE: A replacement node pack provided for existing users following the retirement of the original author of the widely used WAS Node Suite." + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments", + "id": "comfy-exp", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments" + ], + "install_type": "git-clone", + "description": "Nodes: ModelSamplerTonemapNoiseTest, TonemapNoiseWithRescaleCFG, ReferenceOnlySimple, RescaleClassifierFreeGuidanceTest, ModelMergeBlockNumber, ModelMergeSDXL, ModelMergeSDXLTransformers, ModelMergeSDXLDetailedTransformers." + }, + { + "author": "comfyanonymous", + "title": "TensorRT Node for ComfyUI", + "id": "tensorrt", + "reference": "https://github.com/comfyanonymous/ComfyUI_TensorRT", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_TensorRT" + ], + "install_type": "git-clone", + "description": "This node enables the best performance on NVIDIA RTX™ Graphics Cards (GPUs) for Stable Diffusion by leveraging NVIDIA TensorRT." + }, + { + "author": "Comfy-Org", + "title": "NVIDIA FLUX NIM", + "id": "nimnodes", + "reference": "https://github.com/Comfy-Org/NIMnodes", + "files": [ + "https://github.com/Comfy-Org/NIMnodes" + ], + "install_type": "git-clone", + "description": "Provides nodes to utilise NVIDIA NIM, a set of accelerated inference microservices that allow you to run AI models on NVIDIA GPUs anywhere." + }, + { + "author": "Stability-AI", + "title": "Stability API nodes for ComfyUI", + "id": "sai-api", + "reference": "https://github.com/Stability-AI/ComfyUI-SAI_API", + "files": [ + "https://github.com/Stability-AI/ComfyUI-SAI_API" + ], + "install_type": "git-clone", + "description": "Nodes:Stability SD3, Stability Outpainting, Stability Search and Replace, Stability Image Core, Stability Inpainting, Stability Remove Background, Stability Creative Upscale.\nAdd API key to environment variable 'SAI_API_KEY'\nAlternatively you can write your API key to file 'sai_platform_key.txt'\nYou can also use and/or override the above by entering your API key in the 'api_key_override' field of each node." + }, + { + "author": "Stability-AI", + "title": "stability-ComfyUI-nodes", + "id": "sai-nodes", + "reference": "https://github.com/Stability-AI/stability-ComfyUI-nodes", + "files": [ + "https://github.com/Stability-AI/stability-ComfyUI-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: ColorBlend, ControlLoraSave, GetImageSize. NOTE: Control-LoRA recolor example uses these nodes." + }, + { + "author": "Fannovel16", + "title": "ComfyUI's ControlNet Auxiliary Preprocessors", + "id": "comfyui_controlnet_aux", + "reference": "https://github.com/Fannovel16/comfyui_controlnet_aux", + "files": [ + "https://github.com/Fannovel16/comfyui_controlnet_aux" + ], + "preemptions":[ + "AIO_Preprocessor", + "AnimalPosePreprocessor", + "AnimeFace_SemSegPreprocessor", + "AnimeLineArtPreprocessor", + "BAE-NormalMapPreprocessor", + "BinaryPreprocessor", + "CannyEdgePreprocessor", + "ColorPreprocessor", + "DSINE-NormalMapPreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "DepthAnythingPreprocessor", + "DiffusionEdge_Preprocessor", + "FacialPartColoringFromPoseKps", + "FakeScribblePreprocessor", + "HEDPreprocessor", + "HintImageEnchance", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "ImageIntensityDetector", + "ImageLuminanceDetector", + "InpaintPreprocessor", + "LeReS-DepthMapPreprocessor", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "M-LSDPreprocessor", + "Manga2Anime_LineArt_Preprocessor", + "MaskOptFlow", + "MediaPipe-FaceMeshPreprocessor", + "MeshGraphormer-DepthMapPreprocessor", + "MiDaS-DepthMapPreprocessor", + "MiDaS-NormalMapPreprocessor", + "OneFormer-ADE20K-SemSegPreprocessor", + "OneFormer-COCO-SemSegPreprocessor", + "OpenposePreprocessor", + "PiDiNetPreprocessor", + "PixelPerfectResolution", + "SAMPreprocessor", + "SavePoseKpsAsJsonFile", + "ScribblePreprocessor", + "Scribble_XDoG_Preprocessor", + "SemSegPreprocessor", + "ShufflePreprocessor", + "TEEDPreprocessor", + "TilePreprocessor", + "UniFormer-SemSegPreprocessor", + "Unimatch_OptFlowPreprocessor", + "Zoe-DepthMapPreprocessor", + "Zoe_DepthAnythingPreprocessor"], + "install_type": "git-clone", + "description": "Plug-and-play ComfyUI node sets for making ControlNet hint images." + }, + { + "author": "Fannovel16", + "title": "ComfyUI Frame Interpolation", + "id": "frame-interpolation", + "reference": "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation", + "files": [ + "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation" + ], + "install_type": "git-clone", + "description": "A custom node suite for Video Frame Interpolation in ComfyUI" + }, + { + "author": "Fannovel16", + "title": "ComfyUI MotionDiff", + "id": "motiondiff", + "reference": "https://github.com/Fannovel16/ComfyUI-MotionDiff", + "files": [ + "https://github.com/Fannovel16/ComfyUI-MotionDiff" + ], + "install_type": "git-clone", + "description": "Implementation of MDM, MotionDiffuse and ReMoDiffuse into ComfyUI." + }, + { + "author": "Fannovel16", + "title": "ComfyUI-Video-Matting", + "id": "video-matting", + "reference": "https://github.com/Fannovel16/ComfyUI-Video-Matting", + "files": [ + "https://github.com/Fannovel16/ComfyUI-Video-Matting" + ], + "install_type": "git-clone", + "description": "A minimalistic implementation of [a/Robust Video Matting (RVM)](https://github.com/PeterL1n/RobustVideoMatting/) in ComfyUI" + }, + { + "author": "Fannovel16", + "title": "ComfyUI-MagickWand", + "id": "magicwand", + "reference": "https://github.com/Fannovel16/ComfyUI-MagickWand", + "files": [ + "https://github.com/Fannovel16/ComfyUI-MagickWand" + ], + "install_type": "git-clone", + "description": "Proper implementation of ImageMagick - the famous software suite for editing and manipulating digital images to ComfyUI using [a/wandpy](https://github.com/emcconville/wand).\nNOTE: You need to install ImageMagick, manually." + }, + { + "author": "time-river", + "title": "CLIPSeg", + "id": "clipseg", + "reference": "https://github.com/time-river/ComfyUI-CLIPSeg", + "files": [ + "https://raw.githubusercontent.com/time-river/ComfyUI-CLIPSeg/main/custom_nodes/clipseg.py" + ], + "install_type": "copy", + "description": "The CLIPSeg node generates a binary mask for a given input image and text prompt.\nNOTE:This custom node is a forked custom node with hotfixes applied from the [a/original repository](https://github.com/biegert/ComfyUI-CLIPSeg), which is no longer maintained." + }, + { + "author": "BlenderNeko", + "title": "ComfyUI Cutoff", + "id": "cutoff", + "reference": "https://github.com/BlenderNeko/ComfyUI_Cutoff", + "files": [ + "https://github.com/BlenderNeko/ComfyUI_Cutoff" + ], + "install_type": "git-clone", + "description": "These custom nodes provides features that allow for better control over the effects of the text prompt." + }, + { + "author": "BlenderNeko", + "title": "Advanced CLIP Text Encode", + "id": "adv-encode", + "reference": "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb", + "files": [ + "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb" + ], + "install_type": "git-clone", + "description": "Advanced CLIP Text Encode (if you need A1111 like prompt. you need this. But Cutoff node includes this feature, already.)" + }, + { + "author": "BlenderNeko", + "title": "ComfyUI Noise", + "id": "comfy-noise", + "reference": "https://github.com/BlenderNeko/ComfyUI_Noise", + "files": [ + "https://github.com/BlenderNeko/ComfyUI_Noise" + ], + "install_type": "git-clone", + "description": "This extension contains 6 nodes for ComfyUI that allows for more control and flexibility over the noise." + }, + { + "author": "BlenderNeko", + "title": "Tiled sampling for ComfyUI", + "id": "tiled-sampling", + "reference": "https://github.com/BlenderNeko/ComfyUI_TiledKSampler", + "files": [ + "https://github.com/BlenderNeko/ComfyUI_TiledKSampler" + ], + "install_type": "git-clone", + "description": "This extension contains a tiled sampler for ComfyUI. It allows for denoising larger images by splitting it up into smaller tiles and denoising these. It tries to minimize any seams for showing up in the end result by gradually denoising all tiles one step at the time and randomizing tile positions for every step." + }, + { + "author": "BlenderNeko", + "title": "SeeCoder [WIP]", + "id": "seecoder", + "reference": "https://github.com/BlenderNeko/ComfyUI_SeeCoder", + "files": [ + "https://github.com/BlenderNeko/ComfyUI_SeeCoder" + ], + "install_type": "git-clone", + "description": "It provides the capability to generate CLIP from an image input, unlike unCLIP, which works in all models. (To use this extension, you need to download the required model file from **Install Models**)" + }, + { + "author": "jags111", + "title": "Efficiency Nodes for ComfyUI Version 2.0+", + "id": "eff-nodes", + "reference": "https://github.com/jags111/efficiency-nodes-comfyui", + "files": [ + "https://github.com/jags111/efficiency-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes to help streamline workflows and reduce total node count.[w/NOTE: This node is originally created by LucianoCirino, but the [a/original repository](https://github.com/LucianoCirino/efficiency-nodes-comfyui) is no longer maintained and has been forked by a new maintainer. To use the forked version, you should uninstall the original version and **REINSTALL** this one.]" + }, + { + "author": "jags111", + "title": "Jags_VectorMagic", + "id": "vectormagic", + "reference": "https://github.com/jags111/ComfyUI_Jags_VectorMagic", + "files": [ + "https://github.com/jags111/ComfyUI_Jags_VectorMagic" + ], + "install_type": "git-clone", + "description": "a collection of nodes to explore Vector and image manipulation" + }, + { + "author": "jags111", + "title": "Jags_Audiotools", + "id": "audiotools", + "reference": "https://github.com/jags111/ComfyUI_Jags_Audiotools", + "files": [ + "https://github.com/jags111/ComfyUI_Jags_Audiotools" + ], + "install_type": "git-clone", + "description": "This extension offers various audio generation tools" + }, + { + "author": "Derfuu", + "title": "Derfuu_ComfyUI_ModdedNodes", + "id": "derfuu", + "reference": "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes", + "nodename_pattern": "^DF_", + "files": [ + "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes" + ], + "install_type": "git-clone", + "description": "Automate calculation depending on image sizes or something you want." + }, + { + "author": "paulo-coronado", + "title": "comfy_clip_blip_node", + "id": "blip", + "reference": "https://github.com/paulo-coronado/comfy_clip_blip_node", + "files": [ + "https://github.com/paulo-coronado/comfy_clip_blip_node" + ], + "install_type": "git-clone", + "apt_dependency": [ + "rustc", + "cargo" + ], + "description": "CLIPTextEncodeBLIP: This custom node provides a CLIP Encoder that is capable of receiving images as input." + }, + { + "author": "WASasquatch", + "title": "ComfyUI Preset Merger", + "id": "preset-merger", + "reference": "https://github.com/WASasquatch/ComfyUI_Preset_Merger", + "files": [ + "https://github.com/WASasquatch/ComfyUI_Preset_Merger" + ], + "install_type": "git-clone", + "description": "Nodes: ModelMergeByPreset. Merge checkpoint models by preset" + }, + { + "author": "WASasquatch", + "title": "PPF_Noise_ComfyUI", + "id": "ppf", + "reference": "https://github.com/WASasquatch/PPF_Noise_ComfyUI", + "files": [ + "https://github.com/WASasquatch/PPF_Noise_ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes: WAS_PFN_Latent. Perlin Power Fractal Noisey Latents" + }, + { + "author": "WASasquatch", + "title": "Power Noise Suite for ComfyUI", + "id": "power-noise", + "reference": "https://github.com/WASasquatch/PowerNoiseSuite", + "files": [ + "https://github.com/WASasquatch/PowerNoiseSuite" + ], + "install_type": "git-clone", + "description": "Power Noise Suite contains nodes centered around latent noise input, and diffusion, as well as latent adjustments." + }, + { + "author": "WASasquatch", + "title": "FreeU_Advanced", + "id": "freeu-adv", + "reference": "https://github.com/WASasquatch/FreeU_Advanced", + "files": [ + "https://github.com/WASasquatch/FreeU_Advanced" + ], + "install_type": "git-clone", + "description": "This custom node provides advanced settings for FreeU." + }, + { + "author": "WASasquatch", + "title": "WAS_Extras", + "id": "was-extras", + "reference": "https://github.com/WASasquatch/WAS_Extras", + "files": [ + "https://github.com/WASasquatch/WAS_Extras" + ], + "install_type": "git-clone", + "description": "Nodes:Conditioning (Blend), Inpainting VAE Encode (WAS), VividSharpen. Experimental nodes, or other random extra helper nodes." + }, + { + "author": "WASasquatch", + "title": "FUSE Face Enhancer", + "reference": "https://github.com/WASasquatch/face-upscaling-and-seamless-embedding", + "files": [ + "https://github.com/WASasquatch/face-upscaling-and-seamless-embedding" + ], + "install_type": "git-clone", + "description": "All-in-One Face Fix KSampler for ComfyUI with YOLO detection and SAM segmentation" + }, + { + "author": "WASasquatch", + "title": "WAS Affine", + "reference": "https://github.com/WASasquatch/was_affine", + "files": [ + "https://github.com/WASasquatch/was_affine" + ], + "install_type": "git-clone", + "description": "Apply AFFINE noise transforms to latent space to improve image quality, especially with light loras." + }, + { + "author": "was", + "title": "WAS LMStudio Easy-Query", + "reference": "https://github.com/WASasquatch/ComfyUI_LMStudio_EasyQuery", + "files": [ + "https://github.com/WASasquatch/ComfyUI_LMStudio_EasyQuery" + ], + "install_type": "git-clone", + "description": "LM Studio calls with image support and easy task directions." + }, + { + "author": "WASasquatch", + "title": "ComfyUI_RetroArch_Player", + "reference": "https://github.com/WASasquatch/ComfyUI_RetroArch_Player", + "files": [ + "https://github.com/WASasquatch/ComfyUI_RetroArch_Player" + ], + "install_type": "git-clone", + "description": "Simple ComfyUI RetroArch Web Player embed" + }, + { + "author": "WASasquatch", + "title": "ComfyUI_Viewer", + "reference": "https://github.com/WASasquatch/ComfyUI_Viewer", + "files": [ + "https://github.com/WASasquatch/ComfyUI_Viewer" + ], + "install_type": "git-clone", + "description": "Extensible content viewer for ComfyUI: HTML, Markdown (LaTeX, Mermaid, etc), Code, Images, and more" + }, + { + "author": "omar92", + "title": "Quality of life Suit:V2", + "id": "qol", + "reference": "https://github.com/omar92/ComfyUI-QualityOfLifeSuit_Omar92", + "files": [ + "https://github.com/omar92/ComfyUI-QualityOfLifeSuit_Omar92" + ], + "install_type": "git-clone", + "description": "openAI suite, String suite, Latent Tools, Image Tools: These custom nodes provide expanded functionality for image and string processing, latent processing, as well as the ability to interface with models such as ChatGPT/DallE-2.\nNOTE: Currently, this extension does not support the new OpenAI API, leading to compatibility issues." + }, + { + "author": "lilly1987", + "title": "simple wildcard for ComfyUI", + "id": "simle-wildcard", + "reference": "https://github.com/lilly1987/ComfyUI_node_Lilly", + "files": [ + "https://github.com/lilly1987/ComfyUI_node_Lilly" + ], + "install_type": "git-clone", + "description": "These custom nodes provides a feature to insert arbitrary inputs through wildcards in the prompt. Additionally, this tool provides features that help simplify workflows, such as VAELoaderDecoder and SimplerSample." + }, + { + "author": "sylym", + "title": "Vid2vid", + "id": "vid2vid", + "reference": "https://github.com/sylym/comfy_vid2vid", + "files": [ + "https://github.com/sylym/comfy_vid2vid" + ], + "install_type": "git-clone", + "description": "A node suite for ComfyUI that allows you to load image sequence and generate new image sequence with different styles or content." + }, + { + "author": "EllangoK", + "title": "ComfyUI-post-processing-nodes", + "id": "post-processing", + "reference": "https://github.com/EllangoK/ComfyUI-post-processing-nodes", + "files": [ + "https://github.com/EllangoK/ComfyUI-post-processing-nodes" + ], + "install_type": "git-clone", + "description": "A collection of post processing nodes for ComfyUI, which enable a variety of visually striking image effects." + }, + { + "author": "LEv145", + "title": "ImagesGrid", + "id": "imagesgrid", + "reference": "https://github.com/LEv145/images-grid-comfy-plugin", + "files": [ + "https://github.com/LEv145/images-grid-comfy-plugin" + ], + "install_type": "git-clone", + "description": "This tool provides a viewer node that allows for checking multiple outputs in a grid, similar to the X/Y Plot extension." + }, + { + "author": "diontimmer", + "title": "ComfyUI-Vextra-Nodes", + "id": "vextra", + "reference": "https://github.com/diontimmer/ComfyUI-Vextra-Nodes", + "files": [ + "https://github.com/diontimmer/ComfyUI-Vextra-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Pixel Sort, Swap Color Mode, Solid Color, Glitch This, Add Text To Image, Play Sound, Prettify Prompt, Generate Noise, Flatten Colors" + }, + { + "author": "CYBERLOOM-INC", + "title": "ComfyUI-nodes-hnmr", + "id": "hnmr", + "reference": "https://github.com/CYBERLOOM-INC/ComfyUI-nodes-hnmr", + "files": [ + "https://github.com/CYBERLOOM-INC/ComfyUI-nodes-hnmr" + ], + "install_type": "git-clone", + "description": "Provide various custom nodes for Latent, Sampling, Model, Loader, Image, Text. This is the fixed version of the original [a/ComfyUI-nodes-hnmr](https://github.com/hnmr293/ComfyUI-nodes-hnmr) by hnmr293." + }, + { + "author": "BadCafeCode", + "title": "Masquerade Nodes", + "id": "masquerade", + "reference": "https://github.com/BadCafeCode/masquerade-nodes-comfyui", + "files": [ + "https://github.com/BadCafeCode/masquerade-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "This is a low-dependency node pack primarily dealing with masks. The author recommends using Impact-Pack instead (unless you specifically have trouble installing dependencies)." + }, + { + "author": "Jcd1230", + "title": "Rembg Background Removal Node for ComfyUI", + "id": "rembg", + "reference": "https://github.com/Jcd1230/rembg-comfyui-node", + "files": [ + "https://github.com/Jcd1230/rembg-comfyui-node" + ], + "install_type": "git-clone", + "description": "Nodes: Image Remove Background (rembg)" + }, + { + "author": "trojblue", + "title": "trNodes", + "id": "trnodes", + "reference": "https://github.com/trojblue/trNodes", + "files": [ + "https://github.com/trojblue/trNodes" + ], + "install_type": "git-clone", + "description": "Nodes: image_layering, color_correction, model_router" + }, + { + "author": "szhublox", + "title": "Auto-MBW", + "id": "auto-mbw", + "reference": "https://github.com/szhublox/ambw_comfyui", + "files": [ + "https://github.com/szhublox/ambw_comfyui" + ], + "install_type": "git-clone", + "description": "Auto-MBW for ComfyUI loosely based on sdweb-auto-MBW. Nodes: auto merge block weighted" + }, + { + "author": "city96", + "title": "ComfyUI_NetDist", + "id": "netdist", + "reference": "https://github.com/city96/ComfyUI_NetDist", + "files": [ + "https://github.com/city96/ComfyUI_NetDist" + ], + "install_type": "git-clone", + "description": "Run ComfyUI workflows on multiple local GPUs/networked machines. Nodes: Remote images, Local Remote control" + }, + { + "author": "city96", + "title": "Latent-Interposer", + "id": "latent-interposer", + "reference": "https://github.com/city96/SD-Latent-Interposer", + "files": [ + "https://github.com/city96/SD-Latent-Interposer" + ], + "install_type": "git-clone", + "description": "Custom node to convert the lantents between SDXL and SD v1.5 directly without the VAE decoding/encoding step." + }, + { + "author": "city96", + "title": "SD-Latent-Upscaler", + "id": "latent-upscaler", + "reference": "https://github.com/city96/SD-Latent-Upscaler", + "files": [ + "https://github.com/city96/SD-Latent-Upscaler" + ], + "pip": ["huggingface-hub"], + "install_type": "git-clone", + "description": "Upscaling stable diffusion latents using a small neural network." + }, + { + "author": "city96", + "title": "ComfyUI_DiT [WIP]", + "id": "dit", + "reference": "https://github.com/city96/ComfyUI_DiT", + "files": [ + "https://github.com/city96/ComfyUI_DiT" + ], + "pip": ["huggingface-hub"], + "install_type": "git-clone", + "description": "Testbed for [a/DiT(Scalable Diffusion Models with Transformers)](https://github.com/facebookresearch/DiT). [w/None of this code is stable, expect breaking changes if for some reason you want to use this.]" + }, + { + "author": "city96", + "title": "ComfyUI_ColorMod", + "id": "colormod", + "reference": "https://github.com/city96/ComfyUI_ColorMod", + "files": [ + "https://github.com/city96/ComfyUI_ColorMod" + ], + "install_type": "git-clone", + "description": "This extension currently has two sets of nodes - one set for editing the contrast/color of images and another set for saving images as 16 bit PNG files." + }, + { + "author": "city96", + "title": "Extra Models for ComfyUI", + "id": "extramodels", + "reference": "https://github.com/city96/ComfyUI_ExtraModels", + "files": [ + "https://github.com/city96/ComfyUI_ExtraModels" + ], + "install_type": "git-clone", + "description": "This extension aims to add support for various random image diffusion models to ComfyUI." + }, + { + "author": "city96", + "title": "ComfyUI-GGUF", + "id": "comfyui-gguf", + "reference": "https://github.com/city96/ComfyUI-GGUF", + "files": [ + "https://github.com/city96/ComfyUI-GGUF" + ], + "preemptions":[ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + "install_type": "git-clone", + "description": "GGUF Quantization support for native ComfyUI models\nThis is currently very much WIP. These custom nodes provide support for model files stored in the GGUF format popularized by llama.cpp.\nWhile quantization wasn't feasible for regular UNET models (conv2d), transformer/DiT models such as flux seem less affected by quantization. This allows running it in much lower bits per weight variable bitrate quants on low-end GPUs." + }, + { + "author": "SLAPaper", + "title": "ComfyUI-Image-Selector", + "id": "image-selector", + "reference": "https://github.com/SLAPaper/ComfyUI-Image-Selector", + "files": [ + "https://github.com/SLAPaper/ComfyUI-Image-Selector" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI, which can select one or some of images from a batch." + }, + { + "author": "SLAPaper", + "title": "StableDiffusion-dpmpp_2m_alt-Sampler", + "id": "dpmpp2m-alt", + "reference": "https://github.com/SLAPaper/StableDiffusion-dpmpp_2m_alt-Sampler", + "files": [ + "https://github.com/SLAPaper/StableDiffusion-dpmpp_2m_alt-Sampler" + ], + "install_type": "git-clone", + "description": "the sampler introduced by [a/hallatore](https://github.com/AUTOMATIC1111/stable-diffusion-webui/discussions/8457)\ncode extracted from [a/smZNodes](https://github.com/shiimizu/ComfyUI_smZNodes).[w/NOTE:ComfyUI-dpmpp_2m_alt-Sampler is renamed to StableDiffusion-dpmpp_2m_alt-Sampler. Please reinstall.]" + }, + { + "author": "flyingshutter", + "title": "As_ComfyUI_CustomNodes", + "reference": "https://github.com/flyingshutter/As_ComfyUI_CustomNodes", + "files": [ + "https://github.com/flyingshutter/As_ComfyUI_CustomNodes" + ], + "install_type": "git-clone", + "description": "Manipulation nodes for Image, Latent" + }, + { + "author": "Zuellni", + "title": "Zuellni/ComfyUI-Custom-Nodes", + "reference": "https://github.com/Zuellni/ComfyUI-Custom-Nodes", + "files": [ + "https://github.com/Zuellni/ComfyUI-Custom-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: DeepFloyd, Filter, Select, Save, Decode, Encode, Repeat, Noise, Noise" + }, + { + "author": "Zuellni", + "title": "ComfyUI ExLlamaV2 Nodes", + "id": "exllamav2", + "reference": "https://github.com/Zuellni/ComfyUI-ExLlama-Nodes", + "files": [ + "https://github.com/Zuellni/ComfyUI-ExLlama-Nodes" + ], + "install_type": "git-clone", + "description": "A simple local text generator for ComfyUI utilizing [a/ExLlamaV2](https://github.com/turboderp/exllamav2).\n[w/NOTE:Manual package installation is required.]" + }, + { + "author": "Zuellni", + "title": "ComfyUI PickScore Nodes", + "id": "pickscore", + "reference": "https://github.com/Zuellni/ComfyUI-PickScore-Nodes", + "files": [ + "https://github.com/Zuellni/ComfyUI-PickScore-Nodes" + ], + "install_type": "git-clone", + "description": "Image scoring nodes for ComfyUI using PickScore with a batch of images to predict which ones fit a given prompt the best." + }, + { + "author": "AlekPet", + "title": "AlekPet/ComfyUI_Custom_Nodes_AlekPet", + "id": "alekpet", + "reference": "https://github.com/AlekPet/ComfyUI_Custom_Nodes_AlekPet", + "files": [ + "https://github.com/AlekPet/ComfyUI_Custom_Nodes_AlekPet" + ], + "install_type": "git-clone", + "description": "Nodes: PoseNode, PainterNode, TranslateTextNode, TranslateCLIPTextEncodeNode, DeepTranslatorTextNode, DeepTranslatorCLIPTextEncodeNode, ArgosTranslateTextNode, ArgosTranslateCLIPTextEncodeNode, PreviewTextNode, HexToHueNode, ColorsCorrectNode, IDENode." + }, + { + "author": "pythongosssss", + "title": "ComfyUI WD 1.4 Tagger", + "id": "wd14", + "reference": "https://github.com/pythongosssss/ComfyUI-WD14-Tagger", + "files": [ + "https://github.com/pythongosssss/ComfyUI-WD14-Tagger" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension allowing the interrogation of booru tags from images." + }, + { + "author": "pythongosssss", + "title": "ComfyUI-Custom-Scripts", + "id": "comfyui-custom-scripts", + "reference": "https://github.com/pythongosssss/ComfyUI-Custom-Scripts", + "files": [ + "https://github.com/pythongosssss/ComfyUI-Custom-Scripts" + ], + "install_type": "git-clone", + "description": "Enhancements & experiments for ComfyUI, mostly focusing on UI features" + }, + { + "author": "strimmlarn", + "title": "ComfyUI_Strimmlarns_aesthetic_score", + "id": "aesthetic-score", + "reference": "https://github.com/strimmlarn/ComfyUI-Strimmlarns-Aesthetic-Score", + "js_path": "strimmlarn", + "files": [ + "https://github.com/strimmlarn/ComfyUI-Strimmlarns-Aesthetic-Score" + ], + "install_type": "git-clone", + "description": "Nodes: CalculateAestheticScore, LoadAesteticModel, AesthetlcScoreSorter, ScoreToNumber.\nAesthetic score for ComfyUI" + }, + { + "author": "TinyTerra", + "title": "ComfyUI_tinyterraNodes", + "id": "ttn", + "reference": "https://github.com/TinyTerra/ComfyUI_tinyterraNodes", + "files": [ + "https://github.com/TinyTerra/ComfyUI_tinyterraNodes" + ], + "install_type": "git-clone", + "nodename_pattern": "^ttN ", + "description": "This extension offers various pipe nodes, extensive XYZ plotting, fullscreen image viewer based on node history, dynamic widgets, interface customization, and more." + }, + { + "author": "Jordach", + "title": "comfy-plasma", + "id": "plasma", + "reference": "https://github.com/Jordach/comfy-plasma", + "files": [ + "https://github.com/Jordach/comfy-plasma" + ], + "install_type": "git-clone", + "description": "Nodes: Plasma Noise, Random Noise, Greyscale Noise, Pink Noise, Brown Noise, Plasma KSampler" + }, + { + "author": "bvhari", + "title": "ImageProcessing", + "id": "imageprocessing", + "reference": "https://github.com/bvhari/ComfyUI_ImageProcessing", + "files": [ + "https://github.com/bvhari/ComfyUI_ImageProcessing" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to apply various image processing techniques." + }, + { + "author": "bvhari", + "title": "ComfyUI_PerpWeight", + "id": "perpweight", + "reference": "https://github.com/bvhari/ComfyUI_PerpWeight", + "files": [ + "https://github.com/bvhari/ComfyUI_PerpWeight" + ], + "install_type": "git-clone", + "description": "A novel weighting scheme for token vectors from CLIP. Allows a wider range of values for the weight. Inspired by Perp-Neg." + }, + { + "author": "bvhari", + "title": "ComfyUI_SUNoise", + "id": "sunoise", + "reference": "https://github.com/bvhari/ComfyUI_SUNoise", + "files": [ + "https://github.com/bvhari/ComfyUI_SUNoise" + ], + "install_type": "git-clone", + "description": "Scaled Uniform Noise for Ancestral and Stochastic samplers" + }, + { + "author": "bvhari", + "title": "ComfyUI_PerpCFG", + "reference": "https://github.com/bvhari/ComfyUI_PerpCFG", + "files": [ + "https://github.com/bvhari/ComfyUI_PerpCFG" + ], + "install_type": "git-clone", + "description": "Perpendicular CFG for reducing oversaturation issues with high guidance scale values." + }, + { + "author": "bvhari", + "title": "ComfyUI_CFGStar", + "reference": "https://github.com/bvhari/ComfyUI_CFGStar", + "files": [ + "https://github.com/bvhari/ComfyUI_CFGStar" + ], + "install_type": "git-clone", + "description": "A per channel implementation of the scaled CFG from this paper: [a/https://arxiv.org/abs/2503.18886](https://arxiv.org/abs/2503.18886)" + }, + { + "author": "ssitu", + "title": "UltimateSDUpscale", + "id": "usdu", + "reference": "https://github.com/ssitu/ComfyUI_UltimateSDUpscale", + "files": [ + "https://github.com/ssitu/ComfyUI_UltimateSDUpscale" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for the Ultimate Stable Diffusion Upscale script by Coyote-A." + }, + { + "author": "ssitu", + "title": "Restart Sampling", + "id": "restart-sampling", + "reference": "https://github.com/ssitu/ComfyUI_restart_sampling", + "files": [ + "https://github.com/ssitu/ComfyUI_restart_sampling" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI nodes for restart sampling based on the paper 'Restart Sampling for Improving Generative Processes' ([a/paper](https://arxiv.org/abs/2306.14878), [a/repo](https://github.com/Newbeeer/diffusion_restart_sampling))" + }, + { + "author": "ssitu", + "title": "ComfyUI roop", + "id": "roop", + "reference": "https://github.com/ssitu/ComfyUI_roop", + "files": [ + "https://github.com/ssitu/ComfyUI_roop" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for the roop A1111 webui script." + }, + { + "author": "ssitu", + "title": "ComfyUI fabric", + "id": "fabric", + "reference": "https://github.com/ssitu/ComfyUI_fabric", + "files": [ + "https://github.com/ssitu/ComfyUI_fabric" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes based on the paper [a/FABRIC: Personalizing Diffusion Models with Iterative Feedback](https://arxiv.org/abs/2307.10159) (Feedback via Attention-Based Reference Image Conditioning)" + }, + { + "author": "space-nuko", + "title": "Disco Diffusion", + "id": "disco", + "reference": "https://github.com/space-nuko/ComfyUI-Disco-Diffusion", + "files": [ + "https://github.com/space-nuko/ComfyUI-Disco-Diffusion" + ], + "install_type": "git-clone", + "description": "Modularized version of Disco Diffusion for use with ComfyUI." + }, + { + "author": "space-nuko", + "title": "OpenPose Editor", + "id": "openpose-editor", + "reference": "https://github.com/space-nuko/ComfyUI-OpenPose-Editor", + "files": [ + "https://github.com/space-nuko/ComfyUI-OpenPose-Editor" + ], + "install_type": "git-clone", + "description": "A port of the openpose-editor extension for stable-diffusion-webui. NOTE: Requires [a/this ComfyUI patch](https://github.com/comfyanonymous/ComfyUI/pull/711) to work correctly" + }, + { + "author": "space-nuko", + "title": "nui suite", + "id": "nui", + "reference": "https://github.com/space-nuko/nui-suite", + "files": [ + "https://github.com/space-nuko/nui-suite" + ], + "install_type": "git-clone", + "description": "NODES: Dynamic Prompts Text Encode, Feeling Lucky Text Encode, Output String" + }, + { + "author": "Nourepide", + "title": "Allor Plugin", + "id": "allor", + "reference": "https://github.com/Nourepide/ComfyUI-Allor", + "files": [ + "https://github.com/Nourepide/ComfyUI-Allor" + ], + "install_type": "git-clone", + "description": "Allor is a plugin for ComfyUI with an emphasis on transparency and performance." + }, + { + "author": "melMass", + "title": "MTB Nodes", + "id": "mtb", + "reference": "https://github.com/melMass/comfy_mtb", + "files": [ + "https://github.com/melMass/comfy_mtb" + ], + "nodename_pattern": "\\(mtb\\)$", + "install_type": "git-clone", + "description": "NODES: Face Swap, Film Interpolation, Latent Lerp, Int To Number, Bounding Box, Crop, Uncrop, ImageBlur, Denoise, ImageCompare, RGV to HSV, HSV to RGB, Color Correct, Modulo, Deglaze Image, Smart Step, ..." + }, + { + "author": "melMass", + "title": "comfy-oiio", + "reference": "https://github.com/melMass/comfy_oiio", + "files": [ + "https://github.com/melMass/comfy_oiio" + ], + "install_type": "git-clone", + "description": "OpenImageIO plugin for ComfyUI" + }, + { + "author": "xXAdonesXx", + "title": "NodeGPT", + "id": "nodegpt", + "reference": "https://github.com/xXAdonesXx/NodeGPT", + "reference2": "https://github.com/antonym-git/NodeGPT", + "files": [ + "https://github.com/xXAdonesXx/NodeGPT" + ], + "install_type": "git-clone", + "description": "Implementation of AutoGen inside ComfyUI. This repository is under development, and not everything is functioning correctly yet." + }, + { + "author": "ciri", + "title": "ComfyUI Model Downloader", + "id": "model-downloader", + "reference": "https://github.com/ciri/comfyui-model-downloader", + "files": [ + "https://github.com/ciri/comfyui-model-downloader" + ], + "install_type": "git-clone", + "description": "This node allows downloading models directly within ComfyUI for easier use and integration." + }, + { + "author": "Suzie1", + "title": "Comfyroll Studio", + "id": "comfyroll", + "reference": "https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes", + "files": [ + "https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for SDXL and SD1.5 including Multi-ControlNet, LoRA, Aspect Ratio, Process Switches, and many more nodes. NOTE: Maintainer is changed to Suzie1 from RockOfFire. [w/Using an outdated version has resulted in reported issues with updates not being applied. Trying to reinstall the software is advised.]" + }, + { + "author": "bmad4ever", + "title": "ComfyUI-Bmad-DirtyUndoRedo", + "reference": "https://github.com/bmad4ever/ComfyUI-Bmad-DirtyUndoRedo", + "files": [ + "https://github.com/bmad4ever/ComfyUI-Bmad-DirtyUndoRedo" + ], + "install_type": "git-clone", + "description": "ComfyUI extension that adds undo (and redo) functionality." + }, + { + "author": "bmad4ever", + "title": "comfyui_ab_sampler", + "id": "ab-sampler", + "reference": "https://github.com/bmad4ever/comfyui_ab_samplercustom", + "files": [ + "https://github.com/bmad4ever/comfyui_ab_samplercustom" + ], + "install_type": "git-clone", + "description": "Experimental sampler node. Sampling alternates between A and B inputs until only one remains, starting with A. B steps run over a 2x2 grid, where 3/4's of the grid are copies of the original input latent. When the optional mask is used, the region outside the defined roi is copied from the original latent at the end of every step." + }, + { + "author": "bmad4ever", + "title": "Lists Cartesian Product", + "reference": "https://github.com/bmad4ever/comfyui_lists_cartesian_product", + "files": [ + "https://github.com/bmad4ever/comfyui_lists_cartesian_product" + ], + "install_type": "git-clone", + "description": "Given a set of lists, the node adjusts them so that when used as input to another node all the possible argument permutations are computed." + }, + { + "author": "bmad4ever", + "title": "comfyui_wfc_like", + "id": "wfc", + "reference": "https://github.com/bmad4ever/comfyui_wfc_like", + "files": [ + "https://github.com/bmad4ever/comfyui_wfc_like" + ], + "install_type": "git-clone", + "description": "An 'opinionated' Wave Function Collapse implementation with a set of nodes for comfyui" + }, + { + "author": "bmad4ever", + "title": "comfyui_quilting", + "id": "quilting", + "reference": "https://github.com/bmad4ever/comfyui_quilting", + "files": [ + "https://github.com/bmad4ever/comfyui_quilting" + ], + "install_type": "git-clone", + "description": "image and latent quilting nodes for comfyui" + }, + { + "author": "bmad4ever", + "title": "comfyui-panels", + "reference": "https://github.com/bmad4ever/comfyui_panels", + "files": [ + "https://github.com/bmad4ever/comfyui_panels" + ], + "install_type": "git-clone", + "description": "Comics/Manga like panel layouts." + }, + { + "author": "FizzleDorf", + "title": "FizzNodes", + "id": "fizz", + "reference": "https://github.com/FizzleDorf/ComfyUI_FizzNodes", + "files": [ + "https://github.com/FizzleDorf/ComfyUI_FizzNodes" + ], + "install_type": "git-clone", + "description": "Scheduled prompts, scheduled float/int values and wave function nodes for animations and utility. compatable with [a/framesync](https://www.framesync.xyz/) and [a/keyframe-string-generator](https://www.chigozie.co.uk/keyframe-string-generator/) for audio synced animations in Comfyui." + }, + { + "author": "FizzleDorf", + "title": "ComfyUI-AIT", + "id": "ait", + "reference": "https://github.com/FizzleDorf/ComfyUI-AIT", + "files": [ + "https://github.com/FizzleDorf/ComfyUI-AIT" + ], + "install_type": "git-clone", + "description": "A ComfyUI implementation of Facebook Meta's [a/AITemplate](https://github.com/facebookincubator/AITemplate) repo for faster inference using cpp/cuda. This new repo is behind the old version but is a much more stable foundation to keep AIT online. Please be patient as the repo will eventually include the same features as before.\nNOTE: You can find the old AIT extension in the legacy channel." + }, + { + "author": "filipemeneses", + "title": "Pixelization", + "id": "pixelization", + "reference": "https://github.com/filipemeneses/comfy_pixelization", + "files": [ + "https://github.com/filipemeneses/comfy_pixelization" + ], + "install_type": "git-clone", + "description": "ComfyUI node that pixelizes images." + }, + { + "author": "shiimizu", + "title": "smZNodes", + "id": "smz", + "reference": "https://github.com/shiimizu/ComfyUI_smZNodes", + "files": [ + "https://github.com/shiimizu/ComfyUI_smZNodes" + ], + "install_type": "git-clone", + "description": "Nodes such as CLIP Text Encode++ to achieve identical embeddings from stable-diffusion-webui for ComfyUI." + }, + { + "author": "shiimizu", + "title": "Tiled Diffusion & VAE for ComfyUI", + "id": "tiled-diffusion", + "reference": "https://github.com/shiimizu/ComfyUI-TiledDiffusion", + "files": [ + "https://github.com/shiimizu/ComfyUI-TiledDiffusion" + ], + "install_type": "git-clone", + "description": "The extension enables large image drawing & upscaling with limited VRAM via the following techniques:\n1.Two SOTA diffusion tiling algorithms: [a/Mixture of Diffusers](https://github.com/albarji/mixture-of-diffusers) and [a/MultiDiffusion](https://github.com/omerbt/MultiDiffusion)\n2.pkuliyi2015's Tiled VAE algorithm." + }, + { + "author": "shiimizu", + "title": "ComfyUI PhotoMaker Plus", + "id": "photomaker-plus", + "reference": "https://github.com/shiimizu/ComfyUI-PhotoMaker-Plus", + "files": [ + "https://github.com/shiimizu/ComfyUI-PhotoMaker-Plus" + ], + "install_type": "git-clone", + "description": "ComfyUI reference implementation for [a/PhotoMaker](https://github.com/TencentARC/PhotoMaker) models.\nNOTE: PhotoMaker V2 is supported." + }, + { + "author": "shiimizu", + "title": "Semantic-aware Guidance (S-CFG)", + "id": "s-cfg", + "reference": "https://github.com/shiimizu/ComfyUI-semantic-aware-guidance", + "files": [ + "https://github.com/shiimizu/ComfyUI-semantic-aware-guidance" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Semantic-aware Guidance based on the [a/paper](https://arxiv.org/abs/2404.05384) 'Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance'" + }, + { + "author": "ZaneA", + "title": "ImageReward", + "reference": "https://github.com/ZaneA/ComfyUI-ImageReward", + "files": [ + "https://github.com/ZaneA/ComfyUI-ImageReward" + ], + "install_type": "git-clone", + "description": "NODES: ImageRewardLoader, ImageRewardScore" + }, + { + "author": "SeargeDP", + "title": "SeargeSDXL", + "id": "searge", + "reference": "https://github.com/SeargeDP/SeargeSDXL", + "files": [ + "https://github.com/SeargeDP/SeargeSDXL" + ], + "install_type": "git-clone", + "description": "Custom nodes for easier use of SDXL in ComfyUI including an img2img workflow that utilizes both the base and refiner checkpoints." + }, + { + "author": "SeargeDP", + "title": "Searge-LLM for ComfyUI v1.0", + "reference": "https://github.com/SeargeDP/ComfyUI_Searge_LLM", + "files": [ + "https://github.com/SeargeDP/ComfyUI_Searge_LLM" + ], + "install_type": "git-clone", + "description": "A prompt-generator or prompt-improvement node for ComfyUI, utilizing the power of a language model to turn a provided text-to-image prompt into a more detailed and improved prompt." + }, + { + "author": "cubiq", + "title": "ComfyUI_IPAdapter_plus", + "id": "ipadapter", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus", + "files": [ + "https://github.com/cubiq/ComfyUI_IPAdapter_plus" + ], + "preemptions": [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "PrepImageForClipVision" + ], + "pip": ["insightface"], + "install_type": "git-clone", + "description": "ComfyUI reference implementation for IPAdapter models. The code is mostly taken from the original IPAdapter repository and laksjdjf's implementation, all credit goes to them. I just made the extension closer to ComfyUI philosophy." + }, + { + "author": "cubiq", + "title": "ComfyUI InstantID (Native Support)", + "id": "instantid", + "reference": "https://github.com/cubiq/ComfyUI_InstantID", + "files": [ + "https://github.com/cubiq/ComfyUI_InstantID" + ], + "install_type": "git-clone", + "description": "Native [a/InstantID](https://github.com/InstantID/InstantID) support for ComfyUI.\nThis extension differs from the many already available as it doesn't use diffusers but instead implements InstantID natively and it fully integrates with ComfyUI.\nPlease note this still could be considered beta stage, looking forward to your feedback." + }, + { + "author": "cubiq", + "title": "Face Analysis for ComfyUI", + "id": "faceanalysis", + "reference": "https://github.com/cubiq/ComfyUI_FaceAnalysis", + "files": [ + "https://github.com/cubiq/ComfyUI_FaceAnalysis" + ], + "install_type": "git-clone", + "description": "This extension uses [a/DLib](http://dlib.net/) to calculate the Euclidean and Cosine distance between two faces.\nNOTE: Install the Shape Predictor, Face Recognition model from the Install models menu." + }, + { + "author": "cubiq", + "title": "PuLID_ComfyUI", + "id": "pulid", + "reference": "https://github.com/cubiq/PuLID_ComfyUI", + "files": [ + "https://github.com/cubiq/PuLID_ComfyUI" + ], + "install_type": "git-clone", + "description": "[a/PuLID](https://github.com/ToTheBeginning/PuLID) ComfyUI native implementation." + }, + { + "author": "cubiq", + "title": "Flux blocks patcher sampler", + "reference": "https://github.com/cubiq/Block_Patcher_ComfyUI", + "files": [ + "https://github.com/cubiq/Block_Patcher_ComfyUI" + ], + "install_type": "git-clone", + "description": "This is an (very) advanced and (very) experimental custom node for the ComfyUI. It allows you to iteratively change the blocks weights of Flux models and check the difference each value makes." + }, + { + "author": "shockz0rz", + "title": "comfy-easy-grids", + "id": "easy-grids", + "reference": "https://github.com/shockz0rz/comfy-easy-grids", + "files": [ + "https://github.com/shockz0rz/comfy-easy-grids" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for creating image grids, sequences, and batches in ComfyUI." + }, + { + "author": "yolanother", + "title": "Comfy UI Prompt Agent", + "id": "prompt-agent", + "reference": "https://github.com/yolanother/DTAIComfyPromptAgent", + "files": [ + "https://github.com/yolanother/DTAIComfyPromptAgent" + ], + "install_type": "git-clone", + "description": "Nodes: Prompt Agent, Prompt Agent (String). This script provides a prompt agent node for the Comfy UI stable diffusion client." + }, + { + "author": "yolanother", + "title": "Image to Text Node", + "id": "dta-img2txt", + "reference": "https://github.com/yolanother/DTAIImageToTextNode", + "files": [ + "https://github.com/yolanother/DTAIImageToTextNode" + ], + "install_type": "git-clone", + "description": "Nodes: Image URL to Text, Image to Text." + }, + { + "author": "yolanother", + "title": "Comfy UI Online Loaders", + "id": "dta-loader", + "reference": "https://github.com/yolanother/DTAIComfyLoaders", + "files": [ + "https://github.com/yolanother/DTAIComfyLoaders" + ], + "install_type": "git-clone", + "description": "Nodes: Submit Image (Parameters), Submit Image. A collection of loaders that use a shared common online data source rather than relying on the files to be present locally." + }, + { + "author": "yolanother", + "title": "Comfy AI DoubTech.ai Image Sumission Node", + "id": "dta-submit", + "reference": "https://github.com/yolanother/DTAIComfyImageSubmit", + "files": [ + "https://github.com/yolanother/DTAIComfyImageSubmit" + ], + "install_type": "git-clone", + "description": "A ComfyAI submit node to upload images to DoubTech.ai" + }, + { + "author": "yolanother", + "title": "Comfy UI QR Codes", + "id": "dta-qr", + "reference": "https://github.com/yolanother/DTAIComfyQRCodes", + "files": [ + "https://github.com/yolanother/DTAIComfyQRCodes" + ], + "install_type": "git-clone", + "description": "This extension introduces QR code nodes for the Comfy UI stable diffusion client. NOTE: ComfyUI qrcode extension required." + }, + { + "author": "yolanother", + "title": "Variables for Comfy UI", + "id": "dta-var", + "reference": "https://github.com/yolanother/DTAIComfyVariables", + "files": [ + "https://github.com/yolanother/DTAIComfyVariables" + ], + "install_type": "git-clone", + "description": "Nodes: String, Int, Float, Short String, CLIP Text Encode (With Variables), String Format, Short String Format. This extension introduces quality of life improvements by providing variable nodes and shared global variables." + }, + { + "author": "yolanother", + "title": "Save Uncompressed 16 Bit PNG", + "reference": "https://github.com/yolanother/ComfyUI-Save16bitPng", + "files": [ + "https://github.com/yolanother/ComfyUI-Save16bitPng" + ], + "install_type": "git-clone", + "description": "The SaveImageARGB16PNG node provides functionality for saving images as uncompressed PNG files with ARGB16 precision. This node is particularly useful for workflows that require high-quality image saving with metadata such as prompts and additional PNG info." + }, + { + "author": "sipherxyz", + "title": "comfyui-art-venture", + "id": "artventure", + "reference": "https://github.com/sipherxyz/comfyui-art-venture", + "files": [ + "https://github.com/sipherxyz/comfyui-art-venture" + ], + "install_type": "git-clone", + "description": "A comprehensive set of custom nodes for ComfyUI, focusing on utilities for image processing, JSON manipulation, model operations and working with object via URLs" + }, + { + "author": "SOELexicon", + "title": "LexMSDBNodes", + "id": "lexmsdb", + "reference": "https://github.com/SOELexicon/ComfyUI-LexMSDBNodes", + "files": [ + "https://github.com/SOELexicon/ComfyUI-LexMSDBNodes" + ], + "install_type": "git-clone", + "description": "Nodes: MSSqlTableNode, MSSqlSelectNode. This extension provides custom nodes to interact with MSSQL." + }, + { + "author": "pants007", + "title": "pants", + "reference": "https://github.com/pants007/comfy-pants", + "files": [ + "https://github.com/pants007/comfy-pants" + ], + "install_type": "git-clone", + "description": "Nodes: Make Square Node, Interrogate Node, TextEncodeAIO" + }, + { + "author": "evanspearman", + "title": "ComfyMath", + "id": "comfymath", + "reference": "https://github.com/evanspearman/ComfyMath", + "files": [ + "https://github.com/evanspearman/ComfyMath" + ], + "install_type": "git-clone", + "description": "Provides Math Nodes for ComfyUI. Boolean Logic, Integer Arithmetic, Floating Point Arithmetic and Functions, Vec2, Vec3, and Vec4 Arithmetic and Functions" + }, + { + "author": "civitai", + "title": "Civitai Comfy Nodes", + "id": "civitai", + "reference": "https://github.com/civitai/civitai_comfy_nodes", + "files": [ + "https://github.com/civitai/civitai_comfy_nodes" + ], + "install_type": "git-clone", + "description": "Tired of manually downloading and moving models, LoRAs, and more to the right places?\nSick of scouring Civitai for that one mystical LoRA someone was using to make that cool image?\nWant to be share a fully reproducable workflow?" + }, + { + "author": "andersxa", + "title": "CLIP Directional Prompt Attention", + "id": "prompt-attention", + "reference": "https://github.com/andersxa/comfyui-PromptAttention", + "files": [ + "https://github.com/andersxa/comfyui-PromptAttention" + ], + "pip": ["scikit-learn", "matplotlib"], + "install_type": "git-clone", + "description": "Nodes: CLIP Directional Prompt Attention Encode. Direction prompt attention tries to solve the problem of contextual words (or parts of the prompt) having an effect on much later or irrelevant parts of the prompt." + }, + { + "author": "ArtVentureX", + "title": "AnimateDiff", + "reference": "https://github.com/SipherAGI/comfyui-animatediff", + "pip": ["flash_attn"], + "files": [ + "https://github.com/SipherAGI/comfyui-animatediff" + ], + "install_type": "git-clone", + "description": "AnimateDiff integration for ComfyUI, adapts from sd-webui-animatediff.\n[w/You only need to download one of [a/mm_sd_v14.ckpt](https://huggingface.co/guoyww/animatediff/resolve/main/mm_sd_v14.ckpt) | [a/mm_sd_v15.ckpt](https://huggingface.co/guoyww/animatediff/resolve/main/mm_sd_v15.ckpt). Put the model weights under %%ComfyUI/custom_nodes/comfyui-animatediff/models%%. DO NOT change model filename.]" + }, + { + "author": "twri", + "title": "SDXL Prompt Styler", + "id": "twri-styler", + "reference": "https://github.com/twri/sdxl_prompt_styler", + "files": [ + "https://github.com/twri/sdxl_prompt_styler" + ], + "install_type": "git-clone", + "description": "SDXL Prompt Styler is a node that enables you to style prompts based on predefined templates stored in a JSON file." + }, + { + "author": "wolfden", + "title": "SDXL Prompt Styler (customized version by wolfden)", + "id": "wolfden-styler", + "reference": "https://github.com/wolfden/ComfyUi_PromptStylers", + "files": [ + "https://github.com/wolfden/ComfyUi_PromptStylers" + ], + "install_type": "git-clone", + "description": "These custom nodes provide a variety of customized prompt stylers based on [a/twri/SDXL Prompt Styler](https://github.com/twri/sdxl_prompt_styler)." + }, + { + "author": "wolfden", + "title": "ComfyUi_String_Function_Tree", + "id": "str-func-tree", + "reference": "https://github.com/wolfden/ComfyUi_String_Function_Tree", + "files": [ + "https://github.com/wolfden/ComfyUi_String_Function_Tree" + ], + "install_type": "git-clone", + "description": "This custom node provides the capability to manipulate multiple string inputs." + }, + { + "author": "daxthin", + "title": "DZ-FaceDetailer", + "id": "dz-facedetailer", + "reference": "https://github.com/nicofdga/DZ-FaceDetailer", + "files": [ + "https://github.com/nicofdga/DZ-FaceDetailer" + ], + "install_type": "git-clone", + "description": "Face Detailer is a custom node for the 'ComfyUI' framework inspired by !After Detailer extension from auto1111, it allows you to detect faces using Mediapipe and YOLOv8n to create masks for the detected faces." + }, + { + "author": "asagi4", + "title": "ComfyUI Prompt Control", + "id": "prompt-control", + "reference": "https://github.com/asagi4/comfyui-prompt-control", + "files": [ + "https://github.com/asagi4/comfyui-prompt-control" + ], + "install_type": "git-clone", + "description": "Nodes for convenient prompt editing, making many common operations prompt-controllable" + }, + { + "author": "asagi4", + "title": "ComfyUI-CADS", + "id": "cads", + "reference": "https://github.com/asagi4/ComfyUI-CADS", + "files": [ + "https://github.com/asagi4/ComfyUI-CADS" + ], + "install_type": "git-clone", + "description": "Attempts to implement [a/CADS](https://arxiv.org/abs/2310.17347) for ComfyUI. Credit also to the [a/A1111 implementation](https://github.com/v0xie/sd-webui-cads/tree/main) that I used as a reference." + }, + { + "author": "asagi4", + "title": "asagi4/comfyui-utility-nodes", + "id": "asagi-nodes", + "reference": "https://github.com/asagi4/comfyui-utility-nodes", + "files": [ + "https://github.com/asagi4/comfyui-utility-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:MUJinjaRender, MUSimpleWildcard" + }, + { + "author": "asagi4", + "title": "Adaptive Guidance for ComfyUI", + "id": "comfyui-adaptive-guidance", + "reference": "https://github.com/asagi4/ComfyUI-Adaptive-Guidance", + "files": [ + "https://github.com/asagi4/ComfyUI-Adaptive-Guidance" + ], + "install_type": "git-clone", + "description": "An implementation of adaptive guidance for ComfyUI\nSee [a/https://bcv-uniandes.github.io/adaptiveguidance-wp](https://bcv-uniandes.github.io/adaptiveguidance-wp)" + }, + { + "author": "asagi4", + "title": "ComfyUI NPNet (Golden Noise)", + "id": "npnet", + "reference": "https://github.com/asagi4/ComfyUI-NPNet", + "files": [ + "https://github.com/asagi4/ComfyUI-NPNet" + ], + "install_type": "git-clone", + "description": "A very barebones mostly-copypaste implementation of [a/https://github.com/xie-lab-ml/Golden-Noise-for-Diffusion-Models](https://github.com/xie-lab-ml/Golden-Noise-for-Diffusion-Models)" + }, + { + "author": "asagi4", + "title": "comfyui-dynamic-anynode", + "reference": "https://github.com/asagi4/comfyui-dynamic-anynode", + "files": [ + "https://github.com/asagi4/comfyui-dynamic-anynode" + ], + "install_type": "git-clone", + "description": "Dynamic All-In-One Guider/Scheduler/Sampler nodes for custom sampling" + }, + { + "author": "jamesWalker55", + "title": "ComfyUI - P2LDGAN Node", + "id": "p2ldgan", + "reference": "https://github.com/jamesWalker55/comfyui-p2ldgan", + "files": [ + "https://github.com/jamesWalker55/comfyui-p2ldgan" + ], + "install_type": "git-clone", + "description": "Nodes: P2LDGAN. This integrates P2LDGAN into ComfyUI. P2LDGAN extracts lineart from input images.\n[w/To use this extension, you need to download the [a/p2ldgan model](https://drive.google.com/file/d/1To4V_Btc3QhCLBWZ0PdSNgC1cbm3isHP) and save it in the %%ComfyUI/custom_nodes/comfyui-p2ldgan/checkpoints%% directory.]" + }, + { + "author": "jamesWalker55", + "title": "Various ComfyUI Nodes by Type", + "id": "jameswalker-nodes", + "reference": "https://github.com/jamesWalker55/comfyui-various", + "files": [ + "https://github.com/jamesWalker55/comfyui-various" + ], + "nodename_pattern": "^JW", + "install_type": "git-clone", + "description": "Nodes: JWInteger, JWFloat, JWString, JWImageLoadRGB, JWImageResize, ..." + }, + { + "author": "adieyal", + "title": "DynamicPrompts Custom Nodes", + "id": "dynamicprompt", + "reference": "https://github.com/adieyal/comfyui-dynamicprompts", + "files": [ + "https://github.com/adieyal/comfyui-dynamicprompts" + ], + "install_type": "git-clone", + "description": "Nodes: Random Prompts, Combinatorial Prompts, I'm Feeling Lucky, Magic Prompt, Jinja2 Templates. ComfyUI-DynamicPrompts is a custom nodes library that integrates into your existing ComfyUI Library. It provides nodes that enable the use of Dynamic Prompts in your ComfyUI." + }, + { + "author": "mihaiiancu", + "title": "mihaiiancu/Inpaint", + "id": "inpaint", + "reference": "https://github.com/mihaiiancu/ComfyUI_Inpaint", + "files": [ + "https://github.com/mihaiiancu/ComfyUI_Inpaint" + ], + "install_type": "git-clone", + "description": "Nodes: InpaintMediapipe. This node provides a simple interface to inpaint." + }, + { + "author": "kwaroran", + "title": "abg-comfyui", + "id": "abg", + "reference": "https://github.com/kwaroran/abg-comfyui", + "files": [ + "https://github.com/kwaroran/abg-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes: Remove Image Background (abg). A Anime Background Remover node for comfyui, based on this hf space, works same as AGB extention in automatic1111." + }, + { + "author": "bash-j", + "title": "Mikey Nodes", + "id": "mikey", + "reference": "https://github.com/bash-j/mikey_nodes", + "files": [ + "https://github.com/bash-j/mikey_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Prompt With Style, Prompt With SDXL, Resize Image for SDXL, Save Image With Prompt Data, HaldCLUT, Empty Latent Ratio Select/Custom SDXL" + }, + { + "author": "blib-la", + "title": "blibla-comfyui-extensions", + "id": "blibla-comfyui-extensions", + "reference": "https://github.com/blib-la/blibla-comfyui-extensions", + "files": [ + "https://github.com/blib-la/blibla-comfyui-extensions" + ], + "install_type": "git-clone", + "description": "node color customization, custom colors, dot reroutes, link rendering options, straight lines, group freezing, node pinning, automated arrangement of nodes, copy image\n[w/failfast-comfyui-extensions is renamed to blibla-comfyui-extensions. Please resintall to this.]" + }, + { + "author": "Pfaeff", + "title": "pfaeff-comfyui", + "id": "pfaeff", + "reference": "https://github.com/Pfaeff/pfaeff-comfyui", + "files": [ + "https://github.com/Pfaeff/pfaeff-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes: AstropulsePixelDetector, BackgroundRemover, ImagePadForBetterOutpaint, InpaintingPipelineLoader, Inpainting, ..." + }, + { + "author": "wallish77", + "title": "wlsh_nodes", + "id": "wlsh", + "reference": "https://github.com/wallish77/wlsh_nodes", + "files": [ + "https://github.com/wallish77/wlsh_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Checkpoint Loader with Name, Save Prompt Info, Outpaint to Image, CLIP Positive-Negative, SDXL Quick Empty Latent, Empty Latent by Ratio, Time String, SDXL Steps, SDXL Resolutions ..." + }, + { + "author": "Kosinkadink", + "title": "ComfyUI-Advanced-ControlNet", + "id": "adv-cnet", + "reference": "https://github.com/Kosinkadink/ComfyUI-Advanced-ControlNet", + "files": [ + "https://github.com/Kosinkadink/ComfyUI-Advanced-ControlNet" + ], + "install_type": "git-clone", + "description": "Nodes for scheduling ControlNet strength across timesteps and batched latents, as well as applying custom weights and attention masks." + }, + { + "author": "Kosinkadink", + "title": "AnimateDiff Evolved", + "id": "ad-evolved", + "reference": "https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved", + "files": [ + "https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved" + ], + "install_type": "git-clone", + "description": "A forked repository that actively maintains [a/AnimateDiff](https://github.com/ArtVentureX/comfyui-animatediff), created by ArtVentureX.\n\nImproved AnimateDiff integration for ComfyUI, adapts from sd-webui-animatediff.\n[w/Download one or more motion models from [a/Original Models](https://huggingface.co/guoyww/animatediff/tree/main) | [a/Finetuned Models](https://huggingface.co/manshoety/AD_Stabilized_Motion/tree/main). See README for additional model links and usage. Put the model weights under %%ComfyUI/custom_nodes/ComfyUI-AnimateDiff-Evolved/models%%. You are free to rename the models, but keeping original names will ease use when sharing your workflow.]" + }, + { + "author": "Kosinkadink", + "title": "ComfyUI-VideoHelperSuite", + "id": "vhs", + "reference": "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite", + "files": [ + "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite" + ], + "install_type": "git-clone", + "description": "Nodes related to video workflows" + }, + { + "author": "KrakenUnbound", + "title": "Kraken Tools", + "id": "kraken-tools", + "reference": "https://github.com/krakenunbound/comfyui-kraken-tools", + "files": [ + "https://github.com/krakenunbound/comfyui-kraken-tools" + ], + "install_type": "git-clone", + "description": "15 productivity nodes: Kraken Unbound Prompt (vision-enabled prompt builder with Qwen2-VL), WAN Prompt Splitter (cinematic styling), Ollama Prompt Chat (LLM enhancement), LoRA Loader with CivitAI trigger fetching, Dual CLIP Loader (Flux/SD3/SDXL), smart KSampler (AMP handling for WAN/Flow/FP8), Empty Latent with aspect presets, Upscale & Tile Calculator for Ultimate SD Upscale, Resolution Helper, Image Processor, WAN Helper, and more." + }, + { + "author": "Gourieff", + "title": "ComfyUI-FutureWarningIgnore", + "id": "futureignore", + "reference": "https://github.com/Gourieff/ComfyUI-FutureWarningIgnore", + "files": [ + "https://raw.githubusercontent.com/Gourieff/ComfyUI-FutureWarningIgnore/main/0_FutureWarningIgnore.py" + ], + "install_type": "copy", + "description": "This extension collapses 'future warning' messages in your Console" + }, + { + "author": "Gourieff", + "title": "comfyui-reactor-node", + "reference": "https://github.com/Gourieff/ComfyUI-ReActor", + "files": [ + "https://github.com/Gourieff/ComfyUI-ReActor" + ], + "install_type": "git-clone", + "description": "The Fast and Simple Face Swap Extension Node for ComfyUI, based on ReActor SD-WebUI Face Swap Extension" + }, + { + "author": "imb101", + "title": "FaceSwap", + "id": "faceswap", + "reference": "https://github.com/imb101/ComfyUI-FaceSwap", + "files": [ + "https://github.com/imb101/ComfyUI-FaceSwap" + ], + "install_type": "git-clone", + "description": "Nodes:FaceSwapNode. Very basic custom node to enable face swapping in ComfyUI. (roop)" + }, + { + "author": "Chaoses-Ib", + "title": "ComfyUI_Ib_CustomNodes", + "id": "ib-nodes", + "reference": "https://github.com/Chaoses-Ib/ComfyUI_Ib_CustomNodes", + "files": [ + "https://github.com/Chaoses-Ib/ComfyUI_Ib_CustomNodes" + ], + "install_type": "git-clone", + "description": "Nodes: LoadImageFromPath. Load Image From Path loads the image from the source path and does not have such problems." + }, + { + "author": "AIrjen", + "title": "One Button Prompt", + "id": "1button", + "reference": "https://github.com/AIrjen/OneButtonPrompt", + "files": [ + "https://github.com/AIrjen/OneButtonPrompt" + ], + "install_type": "git-clone", + "description": "One Button Prompt has a prompt generation node for beginners who have problems writing a good prompt, or advanced users who want to get inspired. It generates an entire prompt from scratch. It is random, but controlled. You simply load up the script and press generate, and let it surprise you." + }, + { + "author": "coreyryanhanson", + "title": "ComfyQR", + "id": "comfyqr", + "reference": "https://github.com/coreyryanhanson/ComfyQR", + "files": [ + "https://github.com/coreyryanhanson/ComfyQR" + ], + "install_type": "git-clone", + "description": "QR generation within ComfyUI. Contains nodes suitable for workflows from generating basic QR images to techniques with advanced QR masking." + }, + { + "author": "coreyryanhanson", + "title": "ComfyQR-scanning-nodes", + "id": "comfyqr-scanning", + "reference": "https://github.com/coreyryanhanson/ComfyQR-scanning-nodes", + "files": [ + "https://github.com/coreyryanhanson/ComfyQR-scanning-nodes" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes to quickly test generated QR codes for scannability. A companion project to ComfyQR." + }, + { + "author": "dimtoneff", + "title": "ComfyUI PixelArt Detector", + "id": "pixelart-detector", + "reference": "https://github.com/dimtoneff/ComfyUI-PixelArt-Detector", + "files": [ + "https://github.com/dimtoneff/ComfyUI-PixelArt-Detector" + ], + "install_type": "git-clone", + "description": "This node manipulates the pixel art image in ways that it should look pixel perfect (downscales, changes palette, upscales etc.)." + }, + { + "author": "theUpsider", + "title": "Styles CSV Loader Extension for ComfyUI", + "id": "styles-csv-loader", + "reference": "https://github.com/theUpsider/ComfyUI-Styles_CSV_Loader", + "files": [ + "https://github.com/theUpsider/ComfyUI-Styles_CSV_Loader" + ], + "install_type": "git-clone", + "description": "This extension allows users to load styles from a CSV file, primarily for migration purposes from the automatic1111 Stable Diffusion web UI." + }, + { + "author": "M1kep", + "title": "Comfy_KepListStuff", + "id": "keplist", + "reference": "https://github.com/M1kep/Comfy_KepListStuff", + "files": [ + "https://github.com/M1kep/Comfy_KepListStuff" + ], + "install_type": "git-clone", + "description": "Nodes: Range(Step), Range(Num Steps), List Length, Image Overlay, Stack Images, Empty Images, Join Image Lists, Join Float Lists. This extension provides various list manipulation nodes" + }, + { + "author": "M1kep", + "title": "ComfyLiterals", + "id": "comfyliterals", + "reference": "https://github.com/M1kep/ComfyLiterals", + "files": [ + "https://github.com/M1kep/ComfyLiterals" + ], + "install_type": "git-clone", + "description": "Nodes: Int, Float, String, Operation, Checkpoint" + }, + { + "author": "M1kep", + "title": "KepPromptLang", + "id": "kepprompt", + "reference": "https://github.com/M1kep/KepPromptLang", + "files": [ + "https://github.com/M1kep/KepPromptLang" + ], + "install_type": "git-clone", + "description": "Nodes: Build Gif, Special CLIP Loader. It offers various manipulation capabilities for the internal operations of the prompt." + }, + { + "author": "M1kep", + "title": "Comfy_KepMatteAnything", + "id": "kepmatte", + "reference": "https://github.com/M1kep/Comfy_KepMatteAnything", + "files": [ + "https://github.com/M1kep/Comfy_KepMatteAnything" + ], + "install_type": "git-clone", + "description": "This extension provides a custom node that allows the use of [a/Matte Anything](https://github.com/hustvl/Matte-Anything) in ComfyUI." + }, + { + "author": "M1kep", + "title": "Comfy_KepKitchenSink", + "id": "kepkitchen", + "reference": "https://github.com/M1kep/Comfy_KepKitchenSink", + "files": [ + "https://github.com/M1kep/Comfy_KepKitchenSink" + ], + "install_type": "git-clone", + "description": "Nodes: KepRotateImage" + }, + { + "author": "M1kep", + "title": "ComfyUI-OtherVAEs", + "id": "kep-othervae", + "reference": "https://github.com/M1kep/ComfyUI-OtherVAEs", + "files": [ + "https://github.com/M1kep/ComfyUI-OtherVAEs" + ], + "install_type": "git-clone", + "description": "Nodes: TAESD VAE Decode" + }, + { + "author": "M1kep", + "title": "ComfyUI-KepOpenAI", + "id": "kep-openai", + "reference": "https://github.com/M1kep/ComfyUI-KepOpenAI", + "files": [ + "https://github.com/M1kep/ComfyUI-KepOpenAI" + ], + "install_type": "git-clone", + "description": "ComfyUI-KepOpenAI is a user-friendly node that serves as an interface to the GPT-4 with Vision (GPT-4V) API. This integration facilitates the processing of images coupled with text prompts, leveraging the capabilities of the OpenAI API to generate text completions that are contextually relevant to the provided inputs." + }, + { + "author": "uarefans", + "title": "ComfyUI-Fans", + "id": "fans", + "reference": "https://github.com/uarefans/ComfyUI-Fans", + "files": [ + "https://github.com/uarefans/ComfyUI-Fans" + ], + "install_type": "git-clone", + "description": "Nodes: Fans Styler (Max 10 Style), Fans Text Concat (Until 10 text), Fans Prompt Styler Postive (Can replace {prompt} word in your csv files), Fans Prompt Styler Negative (With sentence structure)." + }, + { + "author": "NicholasMcCarthy", + "title": "ComfyUI_TravelSuite", + "id": "travel", + "reference": "https://github.com/NicholasMcCarthy/ComfyUI_TravelSuite", + "files": [ + "https://github.com/NicholasMcCarthy/ComfyUI_TravelSuite" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to apply various latent travel techniques." + }, + { + "author": "ManglerFTW", + "title": "ComfyI2I", + "id": "comfyi2i", + "reference": "https://github.com/ManglerFTW/ComfyI2I", + "files": [ + "https://github.com/ManglerFTW/ComfyI2I" + ], + "install_type": "git-clone", + "description": "A set of custom nodes to perform image 2 image functions in ComfyUI." + }, + { + "author": "Mike Sokol", + "title": "ComfyUI Sokes Nodes 🦬", + "reference": "https://github.com/m-sokes/ComfyUI-Sokes-Nodes", + "files": [ + "https://github.com/m-sokes/ComfyUI-Sokes-Nodes" + ], + "install_type": "git-clone", + "description": "A small node suite for ComfyUI" + }, + { + "author": "Extraltodeus", + "title": "noise latent perlinpinpin", + "id": "perlipinpin", + "reference": "https://github.com/Extraltodeus/noise_latent_perlinpinpin", + "files": [ + "https://github.com/Extraltodeus/noise_latent_perlinpinpin" + ], + "install_type": "git-clone", + "description": "Nodes: NoisyLatentPerlin. This allows to create latent spaces filled with perlin-based noise that can actually be used by the samplers." + }, + { + "author": "Extraltodeus", + "title": "LoadLoraWithTags", + "reference": "https://github.com/Extraltodeus/LoadLoraWithTags", + "files": [ + "https://github.com/Extraltodeus/LoadLoraWithTags" + ], + "install_type": "git-clone", + "description": "Nodes:LoadLoraWithTags. Save/Load trigger words for loras from a json and auto fetch them on civitai if they are missing." + }, + { + "author": "Extraltodeus", + "title": "sigmas_tools_and_the_golden_scheduler", + "id": "sigmas-tools", + "reference": "https://github.com/Extraltodeus/sigmas_tools_and_the_golden_scheduler", + "files": [ + "https://github.com/Extraltodeus/sigmas_tools_and_the_golden_scheduler" + ], + "install_type": "git-clone", + "description": "A few nodes to mix sigmas and a custom scheduler that uses phi, then one using eval() to be able to schedule with custom formulas." + }, + { + "author": "Extraltodeus", + "title": "ComfyUI-AutomaticCFG", + "id": "autocfg", + "reference": "https://github.com/Extraltodeus/ComfyUI-AutomaticCFG", + "files": [ + "https://github.com/Extraltodeus/ComfyUI-AutomaticCFG" + ], + "install_type": "git-clone", + "description": "My own version 'from scratch' of a self-rescaling CFG. It isn't much but it's honest work.\nTLDR: set your CFG at 8 to try it. No burned images and artifacts anymore. CFG is also a bit more sensitive because it's a proportion around 8. Low scale like 4 also gives really nice results since your CFG is not the CFG anymore. Also in general even with relatively low settings it seems to improve the quality." + }, + { + "author": "Extraltodeus", + "title": "Vector_Sculptor_ComfyUI", + "id": "vector-sculptor", + "reference": "https://github.com/Extraltodeus/Vector_Sculptor_ComfyUI", + "files": [ + "https://github.com/Extraltodeus/Vector_Sculptor_ComfyUI" + ], + "install_type": "git-clone", + "description": "The main node makes your conditioning go towards similar concepts so to enrich your composition or further away so to make it more precise. It gathers similar pre-cond vectors for as long as the cosine similarity score diminishes. If it climbs back it stops. This allows to set a relative direction to similar concepts.\nThere are examples at the end but [a/you can also check this imgur album](https://imgur.com/a/WvPd81Y) which demonstrates the capability of improving variety." + }, + { + "author": "Extraltodeus", + "title": "Stable-Diffusion-temperature-settings", + "id": "sd-temperature", + "reference": "https://github.com/Extraltodeus/Stable-Diffusion-temperature-settings", + "files": [ + "https://github.com/Extraltodeus/Stable-Diffusion-temperature-settings" + ], + "install_type": "git-clone", + "description": "Provides the ability to set the temperature for both UNET and CLIP. For ComfyUI." + }, + { + "author": "Extraltodeus", + "title": "Uncond-Zero-for-ComfyUI", + "id": "uncond-zero", + "reference": "https://github.com/Extraltodeus/Uncond-Zero-for-ComfyUI", + "files": [ + "https://github.com/Extraltodeus/Uncond-Zero-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "Allows to sample without generating any uncond with Stable Diffusion!" + }, + { + "author": "Extraltodeus", + "title": "pre_cfg_comfy_nodes_for_ComfyUI", + "id": "pre_cfg_comfy_nodes_for_comfyui", + "reference": "https://github.com/Extraltodeus/pre_cfg_comfy_nodes_for_ComfyUI", + "files": [ + "https://github.com/Extraltodeus/pre_cfg_comfy_nodes_for_ComfyUI" + ], + "install_type": "git-clone", + "description": "A set of nodes to prepare the noise predictions before the CFG function" + }, + { + "author": "Extraltodeus", + "title": "Skimmed_CFG", + "id": "skimmed-cfg", + "reference": "https://github.com/Extraltodeus/Skimmed_CFG", + "files": [ + "https://github.com/Extraltodeus/Skimmed_CFG" + ], + "install_type": "git-clone", + "description": "A powerful anti-burn allowing much higher CFG scales for latent diffusion models (for ComfyUI)" + }, + { + "author": "Extraltodeus", + "title": "DistanceSampler", + "id": "distancesampler", + "reference": "https://github.com/Extraltodeus/DistanceSampler", + "files": [ + "https://github.com/Extraltodeus/DistanceSampler" + ], + "install_type": "git-clone", + "description": "Heuristic modification of the Heun sampler using a custom function based on normalized distances. For ComfyUI." + }, + { + "author": "Extraltodeus", + "title": "Negative-attention-for-ComfyUI-", + "reference": "https://github.com/Extraltodeus/Negative-attention-for-ComfyUI-", + "files": [ + "https://github.com/Extraltodeus/Negative-attention-for-ComfyUI-" + ], + "install_type": "git-clone", + "description": "Takes the difference in between the positive and negative conditioning at the attention.\nNOTE: Will not work with Flux" + }, + { + "author": "JPS", + "title": "JPS Custom Nodes for ComfyUI", + "id": "jps-nodes", + "reference": "https://github.com/JPS-GER/ComfyUI_JPS-Nodes", + "files": [ + "https://github.com/JPS-GER/ComfyUI_JPS-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Various nodes to handle SDXL Resolutions, SDXL Basic Settings, IP Adapter Settings, Revision Settings, SDXL Prompt Styler, Crop Image to Square, Crop Image to Target Size, Get Date-Time String, Resolution Multiply, Largest Integer, 5-to-1 Switches for Integer, Images, Latents, Conditioning, Model, VAE, ControlNet" + }, + { + "author": "hustille", + "title": "hus' utils for ComfyUI", + "id": "husutil", + "reference": "https://github.com/hustille/ComfyUI_hus_utils", + "files": [ + "https://github.com/hustille/ComfyUI_hus_utils" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes primarily for seed and filename generation" + }, + { + "author": "hustille", + "title": "ComfyUI_Fooocus_KSampler", + "id": "fooocus-ksampler", + "reference": "https://github.com/hustille/ComfyUI_Fooocus_KSampler", + "files": [ + "https://github.com/hustille/ComfyUI_Fooocus_KSampler" + ], + "install_type": "git-clone", + "description": "Nodes: KSampler With Refiner (Fooocus). The KSampler from [a/Fooocus](https://github.com/lllyasviel/Fooocus) as a ComfyUI node [w/NOTE: This patches basic ComfyUI behaviour - don't use together with other samplers. Or perhaps do? Other samplers might profit from those changes ... ymmv.]" + }, + { + "author": "badjeff", + "title": "badjeff/LoRA Tag Loader for ComfyUI", + "id": "lora-tag-loader", + "reference": "https://github.com/badjeff/comfyui_lora_tag_loader", + "files": [ + "https://github.com/badjeff/comfyui_lora_tag_loader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node to read LoRA tag(s) from text and load it into checkpoint model." + }, + { + "author": "rgthree", + "title": "rgthree's ComfyUI Nodes", + "id": "rgthree", + "reference": "https://github.com/rgthree/rgthree-comfy", + "files": [ + "https://github.com/rgthree/rgthree-comfy" + ], + "nodename_pattern": " \\(rgthree\\)$", + "install_type": "git-clone", + "description": "Nodes: Seed, Reroute, Context, Lora Loader Stack, Context Switch, Fast Muter. These custom nodes helps organize the building of complex workflows." + }, + { + "author": "AIGODLIKE", + "title": "AIGODLIKE-COMFYUI-TRANSLATION", + "id": "translation", + "reference": "https://github.com/AIGODLIKE/AIGODLIKE-COMFYUI-TRANSLATION", + "files": [ + "https://github.com/AIGODLIKE/AIGODLIKE-COMFYUI-TRANSLATION" + ], + "install_type": "git-clone", + "description": "It provides language settings. (Contribution from users of various languages is needed due to the support for each language.)" + }, + { + "author": "AIGODLIKE", + "title": "AIGODLIKE-ComfyUI-Studio", + "id": "comfy-studio", + "reference": "https://github.com/AIGODLIKE/AIGODLIKE-ComfyUI-Studio", + "files": [ + "https://github.com/AIGODLIKE/AIGODLIKE-ComfyUI-Studio" + ], + "install_type": "git-clone", + "description": "Improve the interactive experience of using ComfyUI, such as making the loading of ComfyUI models more intuitive and making it easier to create model thumbnails" + }, + { + "author": "AIGODLIKE", + "title": "ComfyUI-CUP", + "id": "comfycup", + "reference": "https://github.com/AIGODLIKE/ComfyUI-CUP", + "files": [ + "https://github.com/AIGODLIKE/ComfyUI-CUP" + ], + "install_type": "git-clone", + "description": "Bridge between ComfyUI and blender's ComfyUI-BlenderAI-node addon." + }, + { + "author": "AIGODLIKE", + "title": "ComfyUI-ToonCrafter", + "id": "tooncrafter", + "reference": "https://github.com/AIGODLIKE/ComfyUI-ToonCrafter", + "files": [ + "https://github.com/AIGODLIKE/ComfyUI-ToonCrafter" + ], + "install_type": "git-clone", + "description": "This project is used to enable [a/ToonCrafter](https://github.com/ToonCrafter/ToonCrafter) to be used in ComfyUI.\nYou can use it to achieve generative keyframe animation\nAnd use it in Blender for animation rendering and prediction" + }, + { + "author": "AIGODLIKE", + "title": "Blender-IO", + "id": "blender-io", + "reference": "https://github.com/AIGODLIKE/Blender-IO", + "files": [ + "https://github.com/AIGODLIKE/Blender-IO" + ], + "install_type": "git-clone", + "description": "Add data chain operation between blender and comfyui. Provides ComfyUIInputs node for blender to fetching data from ComfyUI, and Blender Inputs/Outputs node for ComfyUI to fetching/sending data with blender." + }, + { + "author": "syllebra", + "title": "BilboX's ComfyUI Custom Nodes", + "id": "bilbox", + "reference": "https://github.com/syllebra/bilbox-comfyui", + "files": [ + "https://github.com/syllebra/bilbox-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes: BilboX's PromptGeek Photo Prompt. This provides a convenient way to compose photorealistic prompts into ComfyUI. Post-Processing: adds various post processing effects. Bonus: Option to show a distant server shutdown menu." + }, + { + "author": "Girish Gopaul", + "title": "Save Image with Generation Metadata", + "id": "image-saver", + "reference": "https://github.com/giriss/comfy-image-saver", + "files": [ + "https://github.com/giriss/comfy-image-saver" + ], + "install_type": "git-clone", + "description": "All the tools you need to save images with their generation metadata on ComfyUI. Compatible with Civitai & Prompthero geninfo auto-detection. Works with png, jpeg and webp." + }, + { + "author": "laksjdjf", + "title": "pfg-ComfyUI", + "id": "pfg", + "reference": "https://github.com/laksjdjf/pfg-ComfyUI", + "files": [ + "https://github.com/laksjdjf/pfg-ComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI version of https://github.com/laksjdjf/pfg-webui. (To use this extension, you need to download the required model file from **Install Models**)" + }, + { + "author": "laksjdjf", + "title": "cgem156-ComfyUI🍌", + "id": "cgem156", + "reference": "https://github.com/laksjdjf/cgem156-ComfyUI", + "files": [ + "https://github.com/laksjdjf/cgem156-ComfyUI" + ], + "install_type": "git-clone", + "description": "The custom nodes of laksjdjf have been integrated into the node pack of cgem156🍌.\nNOTE:This includes the attention couple feature." + }, + { + "author": "laksjdjf", + "title": "cd-tuner_negpip-ComfyUI", + "id": "cdtuner", + "reference": "https://github.com/laksjdjf/cd-tuner_negpip-ComfyUI", + "files": [ + "https://github.com/laksjdjf/cd-tuner_negpip-ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes:Apply CDTuner, Apply Negapip. This extension provides the [a/CD(Color/Detail) Tuner](https://github.com/hako-mikan/sd-webui-cd-tuner) and the [a/Negative Prompt in the Prompt](https://github.com/hako-mikan/sd-webui-negpip) features." + }, + { + "author": "laksjdjf", + "title": "LCMSampler-ComfyUI", + "id": "lcm-sampler", + "reference": "https://github.com/laksjdjf/LCMSampler-ComfyUI", + "files": [ + "https://github.com/laksjdjf/LCMSampler-ComfyUI" + ], + "install_type": "git-clone", + "description": "This extension node is intended for the use of LCM conversion for SSD-1B-anime. It does not guarantee operation with the original LCM (as it cannot load weights in the current version). To take advantage of fast generation with LCM, a node for using TAESD as a decoder is also provided. This is inspired by ComfyUI-OtherVAEs." + }, + { + "author": "laksjdjf", + "title": "LoRTnoC-ComfyUI", + "id": "lortnoc", + "reference": "https://github.com/laksjdjf/LoRTnoC-ComfyUI", + "files": [ + "https://github.com/laksjdjf/LoRTnoC-ComfyUI" + ], + "install_type": "git-clone", + "description": "This is a repository for using LoRTnoC (LoRA with hint block of ControlNet) on ComfyUI.\nNOTE:Please place the model file in the same location as controlnet. (Is this too arbitrary?)" + }, + { + "author": "laksjdjf", + "title": "Batch-Condition-ComfyUI", + "id": "batch-condition", + "reference": "https://github.com/laksjdjf/Batch-Condition-ComfyUI", + "files": [ + "https://github.com/laksjdjf/Batch-Condition-ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes:CLIP Text Encode (Batch), String Input, Batch String" + }, + { + "author": "laksjdjf", + "title": "ComfyUI-Imatrix", + "reference": "https://github.com/laksjdjf/ComfyUI-Imatrix", + "files": [ + "https://github.com/laksjdjf/ComfyUI-Imatrix" + ], + "install_type": "git-clone", + "description": "This is an experimental node for generating an *imatrix* file to reduce quantization errors in GGUF files used with ComfyUI-GGUF." + }, + { + "author": "alsritter", + "title": "asymmetric-tiling-comfyui", + "id": "asymmetric", + "reference": "https://github.com/alsritter/asymmetric-tiling-comfyui", + "files": [ + "https://github.com/alsritter/asymmetric-tiling-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:Asymmetric_Tiling_KSampler. " + }, + { + "author": "meap158", + "title": "GPU temperature protection", + "id": "gputemp", + "reference": "https://github.com/meap158/ComfyUI-GPU-temperature-protection", + "files": [ + "https://github.com/meap158/ComfyUI-GPU-temperature-protection" + ], + "install_type": "git-clone", + "description": "Pause image generation when GPU temperature exceeds threshold." + }, + { + "author": "meap158", + "title": "ComfyUI-Prompt-Expansion", + "id": "promtp-expansion", + "reference": "https://github.com/meap158/ComfyUI-Prompt-Expansion", + "files": [ + "https://github.com/meap158/ComfyUI-Prompt-Expansion" + ], + "install_type": "git-clone", + "description": "Dynamic prompt expansion, powered by GPT-2 locally on your device." + }, + { + "author": "meap158", + "title": "ComfyUI-Background-Replacement", + "id": "bg-replacement", + "reference": "https://github.com/meap158/ComfyUI-Background-Replacement", + "files": [ + "https://github.com/meap158/ComfyUI-Background-Replacement" + ], + "install_type": "git-clone", + "description": "Instantly replace your image's background." + }, + { + "author": "TeaCrab", + "title": "ComfyUI-TeaNodes", + "id": "teanodes", + "reference": "https://github.com/TeaCrab/ComfyUI-TeaNodes", + "files": [ + "https://github.com/TeaCrab/ComfyUI-TeaNodes" + ], + "install_type": "git-clone", + "description": "Nodes:TC_EqualizeCLAHE, TC_SizeApproximation, TC_ImageResize, TC_ImageScale, TC_ColorFill." + }, + { + "author": "nagolinc", + "title": "ComfyUI_FastVAEDecorder_SDXL", + "reference": "https://github.com/nagolinc/ComfyUI_FastVAEDecorder_SDXL", + "files": [ + "https://github.com/nagolinc/ComfyUI_FastVAEDecorder_SDXL" + ], + "install_type": "git-clone", + "description": "Based off of: [a/Birch-san/diffusers-play/approx_vae](https://github.com/Birch-san/diffusers-play/tree/main/approx_vae). This ComfyUI node allows you to quickly preview SDXL 1.0 latents." + }, + { + "author": "nagolinc", + "title": "comfyui_openai_node", + "reference": "https://github.com/nagolinc/comfyui_openai_node", + "files": [ + "https://github.com/nagolinc/comfyui_openai_node" + ], + "install_type": "git-clone", + "description": "This provides a single node openai > Open AI query node\nthat takes a system prompt and user message and sends them to chatGPT 3.5\nNote, you MUST have an OPEN AI API key stored in the environment variable OPENAI_API_KEY in order for this to work." + }, + { + "author": "bradsec", + "title": "ResolutionSelector for ComfyUI", + "id": "comfyui_resolutionselectorplus", + "reference": "https://github.com/bradsec/ComfyUI_ResolutionSelectorPlus", + "files": [ + "https://github.com/bradsec/ComfyUI_ResolutionSelectorPlus" + ], + "install_type": "git-clone", + "description": "A custom node for Stable Diffusion ComfyUI to enable easy selection of image resolutions for SDXL SD15 SD21" + }, + { + "author": "kohya-ss", + "title": "ControlNet-LLLite-ComfyUI", + "id": "lllite", + "reference": "https://github.com/kohya-ss/ControlNet-LLLite-ComfyUI", + "files": [ + "https://github.com/kohya-ss/ControlNet-LLLite-ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes: LLLiteLoader" + }, + { + "author": "jjkramhoeft", + "title": "ComfyUI-Jjk-Nodes", + "id": "jjk", + "reference": "https://github.com/jjkramhoeft/ComfyUI-Jjk-Nodes", + "files": [ + "https://github.com/jjkramhoeft/ComfyUI-Jjk-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: SDXLRecommendedImageSize, JjkText, JjkShowText, JjkConcat. A set of custom nodes for ComfyUI - focused on text and parameter utility" + }, + { + "author": "dagthomas", + "title": "SDXL Auto Prompter", + "id": "autoprompt", + "reference": "https://github.com/dagthomas/comfyui_dagthomas", + "files": [ + "https://github.com/dagthomas/comfyui_dagthomas" + ], + "install_type": "git-clone", + "description": "Easy prompting for generation of endless random art pieces and photographs!" + }, + { + "author": "marhensa", + "title": "Recommended Resolution Calculator", + "id": "resoultion-calc", + "reference": "https://github.com/marhensa/sdxl-recommended-res-calc", + "files": [ + "https://github.com/marhensa/sdxl-recommended-res-calc" + ], + "install_type": "git-clone", + "description": "Input your desired output final resolution, it will automaticaly set the initial recommended SDXL ratio/size and its Upscale Factor to reach that output final resolution, also there's an option for 2x/4x reverse Upscale Factor. These all to avoid using bad/arbitary initial ratio/resolution." + }, + { + "author": "Nuked", + "title": "ComfyUI-N-Nodes", + "id": "nnodes", + "reference": "https://github.com/Nuked88/ComfyUI-N-Nodes", + "files": [ + "https://github.com/Nuked88/ComfyUI-N-Nodes" + ], + "install_type": "git-clone", + "description": "A suite of custom nodes for ConfyUI that includes GPT text-prompt generation, LoadVideo,SaveVideo,LoadFramesFromFolder and FrameInterpolator" + }, + { + "author": "Nuked", + "title": "ComfyUI-N-Sidebar", + "id": "nsidebar", + "reference": "https://github.com/Nuked88/ComfyUI-N-Sidebar", + "files": [ + "https://github.com/Nuked88/ComfyUI-N-Sidebar" + ], + "install_type": "git-clone", + "description": "A simple sidebar for ComfyUI." + }, + { + "author": "richinsley", + "title": "Comfy-LFO", + "id": "lfo", + "reference": "https://github.com/richinsley/Comfy-LFO", + "files": [ + "https://github.com/richinsley/Comfy-LFO" + ], + "install_type": "git-clone", + "description": "Nodes:LFO_Triangle, LFO_Sine, SawtoothNode, SquareNode, PulseNode. ComfyUI custom nodes to create Low Frequency Oscillators." + }, + { + "author": "Beinsezii", + "title": "bsz-cui-extras", + "id": "bsz", + "reference": "https://github.com/Beinsezii/bsz-cui-extras", + "files": [ + "https://github.com/Beinsezii/bsz-cui-extras" + ], + "install_type": "git-clone", + "description": "This contains all-in-one 'principled' nodes for T2I, I2I, refining, and scaling. Additionally it has many tools for directly manipulating the color of latents, high res fix math, and scripted image post-processing." + }, + { + "author": "youyegit", + "title": "tdxh_node_comfyui", + "id": "tdxh", + "reference": "https://github.com/youyegit/tdxh_node_comfyui", + "files": [ + "https://github.com/youyegit/tdxh_node_comfyui" + ], + "install_type": "git-clone", + "description": "Add Switch on nodes, Make nodes amount small! It helps conveniently to use less nodes for doing the same things." + }, + { + "author": "Sxela", + "title": "ComfyWarp", + "id": "comfywarp", + "reference": "https://github.com/Sxela/ComfyWarp", + "files": [ + "https://github.com/Sxela/ComfyWarp" + ], + "install_type": "git-clone", + "description": "WarpFusion workflow wrapper for ComfyUI" + }, + { + "author": "skfoo", + "title": "ComfyUI-Coziness", + "id": "coziness", + "reference": "https://github.com/skfoo/ComfyUI-Coziness", + "files": [ + "https://github.com/skfoo/ComfyUI-Coziness" + ], + "install_type": "git-clone", + "description": "Nodes:MultiLora Loader, Lora Text Extractor. Provides a node for assisting in loading loras through text." + }, + { + "author": "YOUR-WORST-TACO", + "title": "ComfyUI-TacoNodes", + "id": "taco", + "reference": "https://github.com/YOUR-WORST-TACO/ComfyUI-TacoNodes", + "files": [ + "https://github.com/YOUR-WORST-TACO/ComfyUI-TacoNodes" + ], + "install_type": "git-clone", + "description": "Nodes:TacoLatent, TacoAnimatedLoader, TacoImg2ImgAnimatedLoader, TacoGifMaker." + }, + { + "author": "Lerc", + "title": "Canvas Tab", + "id": "canvastab", + "reference": "https://github.com/Lerc/canvas_tab", + "files": [ + "https://github.com/Lerc/canvas_tab" + ], + "install_type": "git-clone", + "description": "This extension provides a full page image editor with mask support. There are two nodes, one to receive images from the editor and one to send images to the editor." + }, + { + "author": "Ttl", + "title": "ComfyUI Neural Network Latent Upscale", + "id": "nnlatent", + "reference": "https://github.com/Ttl/ComfyUi_NNLatentUpscale", + "files": [ + "https://github.com/Ttl/ComfyUi_NNLatentUpscale" + ], + "install_type": "git-clone", + "preemptions": ["NNLatentUpscale"], + "description": "Nodes:NNLatentUpscale, A custom ComfyUI node designed for rapid latent upscaling using a compact neural network, eliminating the need for VAE-based decoding and encoding." + }, + { + "author": "spro", + "title": "Latent Mirror node for ComfyUI", + "id": "latentmirror", + "reference": "https://github.com/spro/comfyui-mirror", + "files": [ + "https://github.com/spro/comfyui-mirror" + ], + "install_type": "git-clone", + "description": "Nodes: Latent Mirror. Node to mirror a latent along the Y (vertical / left to right) or X (horizontal / top to bottom) axis." + }, + { + "author": "Tropfchen", + "title": "Embedding Picker", + "id": "embedding-picker", + "reference": "https://github.com/Tropfchen/ComfyUI-Embedding_Picker", + "files": [ + "https://github.com/Tropfchen/ComfyUI-Embedding_Picker" + ], + "install_type": "git-clone", + "description": "Tired of forgetting and misspelling often weird names of embeddings you use? Or perhaps you use only one, cause you forgot you have tens of them installed?" + }, + { + "author": "Acly", + "title": "ComfyUI Nodes for External Tooling", + "id": "external-tooling", + "reference": "https://github.com/Acly/comfyui-tooling-nodes", + "files": [ + "https://github.com/Acly/comfyui-tooling-nodes" + ], + "install_type": "git-clone", + "description": "Provides nodes and server API extensions geared towards using ComfyUI as a backend for external tools." + }, + { + "author": "Acly", + "title": "ComfyUI Inpaint Nodes", + "id": "inpaint-nodes", + "reference": "https://github.com/Acly/comfyui-inpaint-nodes", + "files": [ + "https://github.com/Acly/comfyui-inpaint-nodes" + ], + "install_type": "git-clone", + "description": "Nodes for better inpainting with ComfyUI. Adds various ways to pre-process inpaint areas. Supports the Fooocus inpaint model, a small and flexible patch which can be applied to any SDXL checkpoint and will improve consistency when generating masked areas." + }, + { + "author": "picturesonpictures", + "title": "comfy_PoP", + "id": "pop", + "reference": "https://github.com/picturesonpictures/comfy_PoP", + "files": ["https://github.com/picturesonpictures/comfy_PoP"], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI. Includes a quick canny edge detection node with unconventional settings, simple LoRA stack nodes for workflow efficiency, and a customizable aspect ratio node." + }, + { + "author": "Dream Project", + "title": "Dream Project Animation Nodes", + "id": "dream-anime", + "reference": "https://github.com/alt-key-project/comfyui-dream-project", + "files": [ + "https://github.com/alt-key-project/comfyui-dream-project" + ], + "install_type": "git-clone", + "description": "This extension offers various nodes that are useful for Deforum-like animations in ComfyUI." + }, + { + "author": "Dream Project", + "title": "Dream Video Batches", + "id": "dream-video", + "reference": "https://github.com/alt-key-project/comfyui-dream-video-batches", + "files": [ + "https://github.com/alt-key-project/comfyui-dream-video-batches" + ], + "install_type": "git-clone", + "description": "Provide utilities for batch based video generation workflows (s.a. AnimateDiff and Stable Video Diffusion)." + }, + { + "author": "seanlynch", + "title": "ComfyUI Optical Flow", + "id": "optical-flow", + "reference": "https://github.com/seanlynch/comfyui-optical-flow", + "files": [ + "https://github.com/seanlynch/comfyui-optical-flow" + ], + "install_type": "git-clone", + "description": "This package contains three nodes to help you compute optical flow between pairs of images, usually adjacent frames in a video, visualize the flow, and apply the flow to another image of the same dimensions. Most of the code is from Deforum, so this is released under the same license (MIT)." + }, + { + "author": "ealkanat", + "title": "ComfyUI Easy Padding", + "id": "easy-padding", + "reference": "https://github.com/ealkanat/comfyui-easy-padding", + "files": [ + "https://github.com/ealkanat/comfyui-easy-padding" + ], + "install_type": "git-clone", + "description": "ComfyUI Easy Padding is a simple custom ComfyUI node that helps you to add padding to images on ComfyUI." + }, + { + "author": "ArtBot2023", + "title": "Character Face Swap", + "id": "char-faceswap", + "reference": "https://github.com/ArtBot2023/CharacterFaceSwap", + "files": [ + "https://github.com/ArtBot2023/CharacterFaceSwap" + ], + "install_type": "git-clone", + "description": "Character face swap with LoRA and embeddings." + }, + { + "author": "mav-rik", + "title": "Facerestore CF (Code Former)", + "id": "face-cf", + "reference": "https://github.com/mav-rik/facerestore_cf", + "files": [ + "https://github.com/mav-rik/facerestore_cf" + ], + "install_type": "git-clone", + "description": "This is a copy of [a/facerestore custom node](https://civitai.com/models/24690/comfyui-facerestore-node) with a bit of a change to support CodeFormer Fidelity parameter. These ComfyUI nodes can be used to restore faces in images similar to the face restore option in AUTOMATIC1111 webui.\nNOTE: To use this node, you need to download the face restoration model and face detection model from the 'Install models' menu." + }, + { + "author": "braintacles", + "title": "braintacles-nodes", + "id": "braintacles", + "reference": "https://github.com/braintacles/braintacles-comfyui-nodes", + "files": [ + "https://github.com/braintacles/braintacles-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: CLIPTextEncodeSDXL-Multi-IO, CLIPTextEncodeSDXL-Pipe, Empty Latent Image from Aspect-Ratio, Random Find and Replace." + }, + { + "author": "hayden-fr", + "title": "ComfyUI-Model-Manager", + "id": "modelmanager", + "reference": "https://github.com/hayden-fr/ComfyUI-Model-Manager", + "files": [ + "https://github.com/hayden-fr/ComfyUI-Model-Manager" + ], + "install_type": "git-clone", + "description": "Manage models: browsing, download and delete." + }, + { + "author": "ali1234", + "title": "comfyui-job-iterator", + "id": "job-iterator", + "reference": "https://github.com/ali1234/comfyui-job-iterator", + "files": [ + "https://github.com/ali1234/comfyui-job-iterator" + ], + "install_type": "git-clone", + "description": "Implements iteration over sequences within a single workflow run. [w/NOTE: This node replaces the execution of ComfyUI for iterative processing functionality.]" + }, + { + "author": "jmkl", + "title": "ComfyUI Ricing", + "id": "ricing", + "reference": "https://github.com/jmkl/ComfyUI-ricing", + "files": [ + "https://github.com/jmkl/ComfyUI-ricing" + ], + "install_type": "git-clone", + "description": "ComfyUI custom user.css and some script stuff. mainly for web interface." + }, + { + "author": "budihartono", + "title": "Otonx's Custom Nodes", + "id": "otonx", + "reference": "https://github.com/budihartono/comfyui_otonx_nodes", + "files": [ + "https://github.com/budihartono/comfyui_otonx_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: OTX Multiple Values, OTX KSampler Feeder. This extension provides custom nodes for ComfyUI created for personal projects. Made available for reference. Nodes may be updated or changed intermittently or not at all. Review & test before use." + }, + { + "author": "budihartono", + "title": "CAS Aspect Ratio Presets Node for ComfyUI", + "id": "comfyui-aspect-ratio-presets", + "reference": "https://github.com/budihartono/comfyui-aspect-ratio-presets", + "files": [ + "https://github.com/budihartono/comfyui-aspect-ratio-presets" + ], + "install_type": "git-clone", + "description": "Quickly create empty latents in common resolutions and aspect ratios for SD 1.5, SDXL, Flux, Chroma, and HiDream. Choose from curated presets or generate by axis and aspect ratio. Appears in the 'latent' node group." + }, + { + "author": "ramyma", + "title": "A8R8 ComfyUI Nodes", + "id": "a8r8", + "reference": "https://github.com/ramyma/A8R8_ComfyUI_nodes", + "files": [ + "https://github.com/ramyma/A8R8_ComfyUI_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Base64Image Input Node, Base64Image Output Node. [a/A8R8](https://github.com/ramyma/a8r8) supporting nodes to integrate with ComfyUI" + }, + { + "author": "spinagon", + "title": "Seamless tiling Node for ComfyUI", + "id": "seamless", + "reference": "https://github.com/spinagon/ComfyUI-seamless-tiling", + "files": [ + "https://github.com/spinagon/ComfyUI-seamless-tiling" + ], + "install_type": "git-clone", + "description": "Node for generating almost seamless textures, based on similar setting from A1111." + }, + { + "author": "BiffMunky", + "title": "Endless ️🌊✨ Nodes", + "id": "endless", + "reference": "https://github.com/tusharbhutt/Endless-Nodes", + "files": [ + "https://github.com/tusharbhutt/Endless-Nodes" + ], + "install_type": "git-clone", + "description": "A small set of nodes I created for myself. Features multiple simultaneous prompts in batches, an image saver with ability to have JSON saved to separate folder, image analysis nodes, switches for text and numbers, and more." + }, + { + "author": "BiffMunky", + "title": "Endless 🌊✨ Buttons", + "reference": "https://github.com/tusharbhutt/Endless-Buttons", + "files": [ + "https://github.com/tusharbhutt/Endless-Buttons" + ], + "install_type": "git-clone", + "description": "A small set of JavaScript files I created for myself. The scripts provide Quality of Life enhancements to the ComfyUI interface, such as changing fonts and font sizes." + }, + { + "author": "spacepxl", + "title": "ComfyUI-HQ-Image-Save", + "id": "hq-image-save", + "reference": "https://github.com/spacepxl/ComfyUI-HQ-Image-Save", + "files": [ + "https://github.com/spacepxl/ComfyUI-HQ-Image-Save" + ], + "install_type": "git-clone", + "description": "Add Image Save nodes for TIFF 16 bit and EXR 32 bit formats. Probably only useful if you're applying a LUT or other color corrections, and care about preserving as much color accuracy as possible." + }, + { + "author": "spacepxl", + "title": "ComfyUI-Image-Filters", + "id": "image-fitlers", + "reference": "https://github.com/spacepxl/ComfyUI-Image-Filters", + "files": [ + "https://github.com/spacepxl/ComfyUI-Image-Filters" + ], + "install_type": "git-clone", + "description": "Image and matte filtering nodes for ComfyUI `image/filters/*`" + }, + { + "author": "spacepxl", + "title": "ComfyUI-RAVE", + "id": "rave", + "reference": "https://github.com/spacepxl/ComfyUI-RAVE", + "files": [ + "https://github.com/spacepxl/ComfyUI-RAVE" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI implementation of [a/RAVE](https://rave-video.github.io/)" + }, + { + "author": "spacepxl", + "title": "ComfyUI-StyleGan", + "id": "stylegan", + "reference": "https://github.com/spacepxl/ComfyUI-StyleGan", + "files": [ + "https://github.com/spacepxl/ComfyUI-StyleGan" + ], + "install_type": "git-clone", + "description": "Basic support for StyleGAN2 and StyleGAN3 models." + }, + { + "author": "spacepxl", + "title": "ComfyUI-Depth-Pro", + "reference": "https://github.com/spacepxl/ComfyUI-Depth-Pro", + "files": [ + "https://github.com/spacepxl/ComfyUI-Depth-Pro" + ], + "install_type": "git-clone", + "description": "Based on [a/https://github.com/apple/ml-depth-pro](https://github.com/apple/ml-depth-pro)" + }, + { + "author": "spacepxl", + "title": "ComfyUI-LossTesting", + "reference": "https://github.com/spacepxl/ComfyUI-LossTesting", + "files": [ + "https://github.com/spacepxl/ComfyUI-LossTesting" + ], + "install_type": "git-clone", + "description": "Basic utility for testing diffusion model loss across the timestep schedule. Should work with any native models that use ksampler. This could be used for comparing models, testing captions on an image, etc." + }, + { + "author": "spacepxl", + "title": "ComfyUI-VAE-Utils", + "reference": "https://github.com/spacepxl/ComfyUI-VAE-Utils", + "files": [ + "https://github.com/spacepxl/ComfyUI-VAE-Utils" + ], + "install_type": "git-clone", + "description": "Nodes for loading and using VAEs in ways not supported by base ComfyUI. Currently supports Wan upscale VAE, more may be added later as needed." + }, + { + "author": "PTA", + "title": "auto nodes layout", + "id": "autolayout", + "reference": "https://github.com/phineas-pta/comfyui-auto-nodes-layout", + "files": [ + "https://github.com/phineas-pta/comfyui-auto-nodes-layout" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension to apply better nodes layout algorithm to ComfyUI workflow (mostly for visualization purpose)" + }, + { + "author": "receyuki", + "title": "SD Prompt Reader", + "id": "sdpromptreader", + "reference": "https://github.com/receyuki/comfyui-prompt-reader-node", + "files": [ + "https://github.com/receyuki/comfyui-prompt-reader-node" + ], + "install_type": "git-clone", + "description": "The ultimate solution for managing image metadata and multi-tool compatibility. ComfyUI node version of the SD Prompt Reader." + }, + { + "author": "cubiq", + "title": "ComfyUI Essentials", + "id": "essentials", + "reference": "https://github.com/cubiq/ComfyUI_essentials", + "files": [ + "https://github.com/cubiq/ComfyUI_essentials" + ], + "install_type": "git-clone", + "description": "Essential nodes that are weirdly missing from ComfyUI core. With few exceptions they are new features and not commodities. I hope this will be just a temporary repository until the nodes get included into ComfyUI." + }, + { + "author": "Clybius", + "title": "ComfyUI-Latent-Modifiers", + "id": "latent-modifier", + "reference": "https://github.com/Clybius/ComfyUI-Latent-Modifiers", + "files": [ + "https://github.com/Clybius/ComfyUI-Latent-Modifiers" + ], + "install_type": "git-clone", + "description": "Nodes: Latent Diffusion Mega Modifier. ComfyUI nodes which modify the latent during the diffusion process. (Sharpness, Tonemap, Rescale, Extra Noise)" + }, + { + "author": "Clybius", + "title": "ComfyUI Extra Samplers", + "id": "extra-samplers", + "reference": "https://github.com/Clybius/ComfyUI-Extra-Samplers", + "files": [ + "https://github.com/Clybius/ComfyUI-Extra-Samplers" + ], + "install_type": "git-clone", + "description": "Nodes: SamplerCustomNoise, SamplerCustomNoiseDuo, SamplerCustomModelMixtureDuo, SamplerRES_Momentumized, SamplerDPMPP_DualSDE_Momentumized, SamplerCLYB_4M_SDE_Momentumized, SamplerTTM, SamplerLCMCustom\nThis extension provides various custom samplers not offered by the default nodes in ComfyUI." + }, + { + "author": "Clybius", + "title": "ComfyUI-ClybsChromaNodes", + "reference": "https://github.com/Clybius/ComfyUI-ClybsChromaNodes", + "files": [ + "https://github.com/Clybius/ComfyUI-ClybsChromaNodes" + ], + "install_type": "git-clone", + "description": "A small collection of nodes intended for use with Lodestone Rock's Chroma model, for ComfyUI." + }, + { + "author": "mcmonkeyprojects", + "title": "Dynamic Thresholding", + "id": "dynamic-thresholding", + "reference": "https://github.com/mcmonkeyprojects/sd-dynamic-thresholding", + "files": [ + "https://github.com/mcmonkeyprojects/sd-dynamic-thresholding" + ], + "install_type": "git-clone", + "description": "Adds nodes for Dynamic Thresholding, CFG scheduling, and related techniques." + }, + { + "author": "Tropfchen", + "title": "YARS: Yet Another Resolution Selector", + "id": "yars", + "reference": "https://github.com/Tropfchen/ComfyUI-yaResolutionSelector", + "files": [ + "https://github.com/Tropfchen/ComfyUI-yaResolutionSelector" + ], + "install_type": "git-clone", + "description": "A slightly different Resolution Selector node, allowing to freely change base resolution and aspect ratio, with options to maintain the pixel count or use the base resolution as the highest or lowest dimension." + }, + { + "author": "chrisgoringe", + "title": "Noise variation and batch noise tools", + "id": "cg-noisetools", + "reference": "https://github.com/chrisgoringe/cg-noisetools", + "files": [ + "https://github.com/chrisgoringe/cg-noisetools" + ], + "install_type": "git-clone", + "description": "Nodes to create small variations on noise, to shape noise, and to control noise in batches. Replaces the old 'variation-seed' nodes." + }, + { + "author": "chrisgoringe", + "title": "Image Filter", + "id": "image-filter", + "reference": "https://github.com/chrisgoringe/cg-image-filter", + "files": [ + "https://github.com/chrisgoringe/cg-image-filter" + ], + "install_type": "git-clone", + "description": "A set of custom nodes that pause the flow to allow you to pick images, edit parameters, set masks etc.." + }, + { + "author": "chrisgoringe", + "title": "Use Everywhere (UE Nodes)", + "id": "ue", + "reference": "https://github.com/chrisgoringe/cg-use-everywhere", + "files": [ + "https://github.com/chrisgoringe/cg-use-everywhere" + ], + "install_type": "git-clone", + "nodename_pattern": "(^(Prompts|Anything) Everywhere|Simple String)", + "description": "A set of nodes that allow data to be 'broadcast' to some or all unconnected inputs. Greatly reduces link spaghetti." + }, + { + "author": "chrisgoringe", + "title": "Prompt Info", + "id": "promptinfo", + "reference": "https://github.com/chrisgoringe/cg-prompt-info", + "files": [ + "https://github.com/chrisgoringe/cg-prompt-info" + ], + "install_type": "git-clone", + "description": "Prompt Info" + }, + { + "author": "chrisgoringe", + "title": "Comfy Controller", + "id": "cg-comfycontroller", + "reference": "https://github.com/chrisgoringe/cg-controller", + "files": [ + "https://github.com/chrisgoringe/cg-controller" + ], + "install_type": "git-clone", + "description": "Quickly and easily build a GUI on top of your workflow. Gather just the nodes that you want to see, with no spaghetti, onto controller panels, leaving your workflow untouched in the background." + }, + { + "author": "seanlynch", + "title": "SRL's nodes", + "id": "srl", + "reference": "https://github.com/seanlynch/srl-nodes", + "files": [ + "https://github.com/seanlynch/srl-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: SRL Conditional Interrupt, SRL Format String, SRL Eval, SRL Filter Image List. This is a collection of nodes I find useful. Note that at least one module allows execution of arbitrary code. Do not use any of these nodes on a system that allow untrusted users to control workflows or inputs.[w/WARNING: The custom nodes in this extension are vulnerable to **security risks** because they allow the execution of arbitrary code through the workflow]" + }, + { + "author": "alpertunga-bile", + "title": "prompt-generator", + "reference": "https://github.com/alpertunga-bile/prompt-generator-comfyui", + "files": [ + "https://github.com/alpertunga-bile/prompt-generator-comfyui" + ], + "install_type": "git-clone", + "description": "Custom AI prompt generator node for ComfyUI." + }, + { + "author": "kijai", + "title": "KJNodes for ComfyUI", + "id": "kjnodes", + "reference": "https://github.com/kijai/ComfyUI-KJNodes", + "files": [ + "https://github.com/kijai/ComfyUI-KJNodes" + ], + "install_type": "git-clone", + "description": "Various quality of life -nodes for ComfyUI, mostly just visual stuff to improve usability." + }, + { + "author": "kijai", + "title": "ComfyUI-CCSR", + "id": "ccsr", + "reference": "https://github.com/kijai/ComfyUI-CCSR", + "files": [ + "https://github.com/kijai/ComfyUI-CCSR" + ], + "install_type": "git-clone", + "description": "ComfyUI- CCSR upscaler node" + }, + { + "author": "kijai", + "title": "ComfyUI-SVD", + "id": "kijai-svd", + "reference": "https://github.com/kijai/ComfyUI-SVD", + "files": [ + "https://github.com/kijai/ComfyUI-SVD" + ], + "install_type": "git-clone", + "description": "Preliminary use of SVD in ComfyUI.\nNOTE: Quick Implementation, Unstable. See details on repositories." + }, + { + "author": "kijai", + "title": "Marigold depth estimation in ComfyUI", + "id": "marigold", + "reference": "https://github.com/kijai/ComfyUI-Marigold", + "files": [ + "https://github.com/kijai/ComfyUI-Marigold" + ], + "install_type": "git-clone", + "description": "This is a wrapper node for Marigold depth estimation: [https://github.com/prs-eth/Marigold](https://github.com/kijai/ComfyUI-Marigold). Currently using the same diffusers pipeline as in the original implementation, so in addition to the custom node, you need the model in diffusers format.\nNOTE: See details in repo to install." + }, + { + "author": "kijai", + "title": "Geowizard depth and normal estimation in ComfyUI", + "id": "geowizard", + "reference": "https://github.com/kijai/ComfyUI-Geowizard", + "files": [ + "https://github.com/kijai/ComfyUI-Geowizard" + ], + "install_type": "git-clone", + "description": "This is a diffusers (0.27.2) wrapper node for Geowizard: [https://github.com/fuxiao0719/GeoWizard]. The model is autodownloaded from Hugginface to ComfyUI/models/diffusers/geowizard" + }, + { + "author": "kijai", + "title": "ComfyUI-depth-fm", + "id": "depth-fm", + "reference": "https://github.com/kijai/ComfyUI-depth-fm", + "files": [ + "https://github.com/kijai/ComfyUI-depth-fm" + ], + "install_type": "git-clone", + "description": "Fast and accurate monocular depth estimation." + }, + { + "author": "kijai", + "title": "ComfyUI-DDColor", + "id": "ddcolor-kijai", + "reference": "https://github.com/kijai/ComfyUI-DDColor", + "files": [ + "https://github.com/kijai/ComfyUI-DDColor" + ], + "install_type": "git-clone", + "description": "Node to use [a/DDColor](https://github.com/piddnad/DDColor) in ComfyUI." + }, + { + "author": "kijai", + "title": "Animatediff MotionLoRA Trainer", + "id": "motionlora-trainer", + "reference": "https://github.com/kijai/ComfyUI-ADMotionDirector", + "files": [ + "https://github.com/kijai/ComfyUI-ADMotionDirector" + ], + "install_type": "git-clone", + "description": "This is a trainer for AnimateDiff MotionLoRAs, based on the implementation of MotionDirector by ExponentialML.\nNOTE:[a/ADMotionDirector](https://github.com/ExponentialML/AnimateDiff-MotionDirector)" + }, + { + "author": "kijai", + "title": "ComfyUI-moondream", + "id": "moondream", + "reference": "https://github.com/kijai/ComfyUI-moondream", + "files": [ + "https://github.com/kijai/ComfyUI-moondream" + ], + "install_type": "git-clone", + "description": "Moondream image to text query node with batch support" + }, + { + "author": "kijai", + "title": "ComfyUI-SUPIR", + "id": "supir", + "reference": "https://github.com/kijai/ComfyUI-SUPIR", + "files": [ + "https://github.com/kijai/ComfyUI-SUPIR" + ], + "install_type": "git-clone", + "description": "Wrapper nodes to use SUPIR upscaling process in ComfyUI" + }, + { + "author": "kijai", + "title": "ComfyUI-DynamiCrafterWrapper", + "id": "dynamicrafter-kijai", + "reference": "https://github.com/kijai/ComfyUI-DynamiCrafterWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-DynamiCrafterWrapper" + ], + "install_type": "git-clone", + "description": "Wrapper nodes to use DynamiCrafter image2video and frame interpolation models in ComfyUI\nAnd this extension supports ToonCrafter as well" + }, + { + "author": "kijai", + "title": "ComfyUI-APISR", + "id": "apisr", + "reference": "https://github.com/kijai/ComfyUI-APISR-KJ", + "files": [ + "https://github.com/kijai/ComfyUI-APISR-KJ" + ], + "install_type": "git-clone", + "description": "Node to use [a/APISR](https://github.com/Kiteretsu77/APISR) upscale models in ComfyUI.[w/NOTE: repo name is changed from ComfyUI-APISR -> ComfyUI-APISR-KJ]" + }, + { + "author": "kijai", + "title": "DiffusionLight implementation for ComfyUI", + "id": "diffusionlight", + "reference": "https://github.com/kijai/ComfyUI-DiffusionLight", + "files": [ + "https://github.com/kijai/ComfyUI-DiffusionLight" + ], + "install_type": "git-clone", + "description": "This is simplified implementation of the [a/DiffusionLight](https://github.com/DiffusionLight/DiffusionLight) method of creating light probes. You will need the included LoRA, place it in ComfyUI/loras folder like usual, it's converted from the original diffusers one." + }, + { + "author": "kijai", + "title": "ComfyUI-ELLA-wrapper", + "reference": "https://github.com/kijai/ComfyUI-ELLA-wrapper", + "files": [ + "https://github.com/kijai/ComfyUI-ELLA-wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes to use the Diffusers implementation of ELLA" + }, + { + "author": "kijai", + "title": "ComfyUI-LaVi-Bridge-Wrapper", + "reference": "https://github.com/kijai/ComfyUI-LaVi-Bridge-Wrapper", + "files": [ + "https://github.com/kijai/ComfyUI-LaVi-Bridge-Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper node to test LaVi-Bridge using Diffusers" + }, + { + "author": "kijai", + "title": "ComfyUI-BrushNet-Wrapper", + "reference": "https://github.com/kijai/ComfyUI-BrushNet-Wrapper", + "files": [ + "https://github.com/kijai/ComfyUI-BrushNet-Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes to use the Diffusers implementation of BrushNet" + }, + { + "author": "kijai", + "title": "ComfyUI-IC-Light", + "id": "ic-light-kijai", + "reference": "https://github.com/kijai/ComfyUI-IC-Light", + "files": [ + "https://github.com/kijai/ComfyUI-IC-Light" + ], + "install_type": "git-clone", + "description": "ComfyUI native nodes for IC-Light" + }, + { + "author": "kijai", + "title": "ComfyUI-DepthAnythingV2", + "id": "depth-anything-v2", + "reference": "https://github.com/kijai/ComfyUI-DepthAnythingV2", + "files": [ + "https://github.com/kijai/ComfyUI-DepthAnythingV2" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/DepthAnythingV2](https://depth-anything-v2.github.io/)\nNOTE:Models autodownload to ComfyUI/models/depthanything from [a/https://huggingface.co/Kijai/DepthAnythingV2-safetensors/tree/main](https://huggingface.co/Kijai/DepthAnythingV2-safetensors/tree/main)" + }, + { + "author": "kijai", + "title": "ComfyUI-Florence2", + "id": "florence2-kijai", + "reference": "https://github.com/kijai/ComfyUI-Florence2", + "files": [ + "https://github.com/kijai/ComfyUI-Florence2" + ], + "preemptions":[ + "DownloadAndLoadFlorence2Lora", + "DownloadAndLoadFlorence2Model", + "Florence2ModelLoader", + "Florence2Run" + ], + "install_type": "git-clone", + "description": "Nodes to use Florence2 VLM for image vision tasks: object detection, captioning, segmentation and ocr" + }, + { + "author": "kijai", + "title": "ComfyUI-LuminaWrapper", + "id": "lumina", + "reference": "https://github.com/kijai/ComfyUI-LuminaWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-LuminaWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for Lumina models" + }, + { + "author": "kijai", + "title": "ComfyUI-MimicMotionWrapper", + "id": "mimicmotion-kijai", + "reference": "https://github.com/kijai/ComfyUI-MimicMotionWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-MimicMotionWrapper" + ], + "install_type": "git-clone", + "description": "Optimized wrapper nodes for MimicMotion: [a/https://github.com/tencent/MimicMotion](https://github.com/tencent/MimicMotion)" + }, + { + "author": "kijai", + "title": "ComfyUI-OpenDiTWrapper", + "id": "opendit-kijai", + "reference": "https://github.com/kijai/ComfyUI-OpenDiTWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-OpenDiTWrapper" + ], + "install_type": "git-clone", + "description": "Wrapper nodes for OpenDiT: [a/OpenDiT](https://github.com/NUS-HPC-AI-Lab/OpenDiT/), supports Open-Sora t2i and i2i" + }, + { + "author": "kijai", + "title": "ComfyUI-LivePortraitKJ", + "id": "liveportrait-kijai", + "reference": "https://github.com/kijai/ComfyUI-LivePortraitKJ", + "files": [ + "https://github.com/kijai/ComfyUI-LivePortraitKJ" + ], + "install_type": "git-clone", + "description": "Nodes for [a/LivePortrait](https://github.com/KwaiVGI/LivePortrait)" + }, + { + "author": "kijai", + "title": "ComfyUI-KwaiKolorsWrapper", + "id": "kwaikolors", + "reference": "https://github.com/kijai/ComfyUI-KwaiKolorsWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-KwaiKolorsWrapper" + ], + "install_type": "git-clone", + "description": "Rudimentary wrapper that runs [a/Kwai-Kolors](https://huggingface.co/Kwai-Kolors/Kolors) text2image pipeline using diffusers." + }, + { + "author": "kijai", + "title": "ComfyUI-segment-anything-2", + "id": "segment-anything-2", + "reference": "https://github.com/kijai/ComfyUI-segment-anything-2", + "files": [ + "https://github.com/kijai/ComfyUI-segment-anything-2" + ], + "preemptions":[ + "DownloadAndLoadSAM2Model", + "Florence2toCoordinates", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints" + ], + "install_type": "git-clone", + "description": "Nodes to use [a/segment-anything-2](https://github.com/facebookresearch/segment-anything-2) for image or video segmentation." + }, + { + "author": "kijai", + "title": "ComfyUI nodes for ControlNext-SVD v2", + "reference": "https://github.com/kijai/ComfyUI-ControlNeXt-SVD", + "files": [ + "https://github.com/kijai/ComfyUI-ControlNeXt-SVD" + ], + "install_type": "git-clone", + "description": "These nodes include my wrapper for the original diffusers pipeline, as well as work in progress native ComfyUI implementation.\nFor the diffusers wrapper models should be downloaded automatically, for the native version you can get the unet [a/here](https://huggingface.co/Kijai/ControlNeXt-SVD-V2-Comfy/blob/main/controlnext-svd_v2-unet-fp16_converted.safetensors)." + }, + { + "author": "kijai", + "title": "ComfyUI Flux Trainer", + "reference": "https://github.com/kijai/ComfyUI-FluxTrainer", + "files": [ + "https://github.com/kijai/ComfyUI-FluxTrainer" + ], + "install_type": "git-clone", + "description": "Currently supports LoRA training, and untested full finetune with code from kohya's scripts: [a/https://github.com/kohya-ss/sd-scripts](https://github.com/kohya-ss/sd-scripts)" + }, + { + "author": "kijai", + "title": "ComfyUI CogVideoX Wrapper", + "reference": "https://github.com/kijai/ComfyUI-CogVideoXWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-CogVideoXWrapper" + ], + "install_type": "git-clone", + "description": "Diffusers wrapper for CogVideoX -models: [a/https://github.com/THUDM/CogVideo](https://github.com/THUDM/CogVideo)" + }, + { + "author": "kijai", + "title": "ComfyUI PyramidFlow Wrapper", + "reference": "https://github.com/kijai/ComfyUI-PyramidFlowWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-PyramidFlowWrapper" + ], + "install_type": "git-clone", + "description": "Wrapper for PyramidFlow -models: [a/https://github.com/jy0205/Pyramid-Flow](https://github.com/jy0205/Pyramid-Flow)" + }, + { + "author": "kijai", + "title": "ComfyUI Llava-OneVision", + "reference": "https://github.com/kijai/ComfyUI-LLaVA-OneVision", + "files": [ + "https://github.com/kijai/ComfyUI-LLaVA-OneVision" + ], + "install_type": "git-clone", + "description": "Nodes to use the OneVision LLaVA models: [a/https://github.com/LLaVA-VL/LLaVA-NeXT](https://github.com/LLaVA-VL/LLaVA-NeXT)" + }, + { + "author": "kijai", + "title": "ComfyUI wrapper nodes for LVCD", + "reference": "https://github.com/kijai/ComfyUI-LVCDWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-LVCDWrapper" + ], + "install_type": "git-clone", + "description": "Original repo: [a/https://github.com/luckyhzt/LVCD](https://github.com/luckyhzt/LVCD)" + }, + { + "author": "kijai", + "title": "ComfyUI-Lotus", + "reference": "https://github.com/kijai/ComfyUI-Lotus", + "files": [ + "https://github.com/kijai/ComfyUI-Lotus" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use Lotus depth/normal prediction.\nNOTE:The necessary models can be downloaded from ComfyUI-Manager." + }, + { + "author": "kijai", + "title": "ComfyUI-MoGe", + "reference": "https://github.com/kijai/ComfyUI-MoGe", + "files": [ + "https://github.com/kijai/ComfyUI-MoGe" + ], + "install_type": "git-clone", + "description": "NODES:(Down)load MoGe Model, MoGe Process" + }, + { + "author": "kijai", + "title": "ComfyUI-GIMM-VFI", + "reference": "https://github.com/kijai/ComfyUI-GIMM-VFI", + "files": [ + "https://github.com/kijai/ComfyUI-GIMM-VFI" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use GIMM-VFI frame interpolation" + }, + { + "author": "kijai", + "title": "ComfyUI-HunyuanVideoWrapper", + "reference": "https://github.com/kijai/ComfyUI-HunyuanVideoWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-HunyuanVideoWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI diffusers wrapper nodes for [a/HunyuanVideo](https://github.com/Tencent/HunyuanVideo)" + }, + { + "author": "kijai", + "title": "ComfyUI-StableXWrapper", + "reference": "https://github.com/kijai/ComfyUI-StableXWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-StableXWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper for [a/StableX normal](https://github.com/Stable-X/StableNormal)/[a/delight](https://github.com/Stable-X/StableDelight) models" + }, + { + "author": "kijai", + "title": "ComfyUI-HFRemoteVae", + "reference": "https://github.com/kijai/ComfyUI-HFRemoteVae", + "files": [ + "https://github.com/kijai/ComfyUI-HFRemoteVae" + ], + "install_type": "git-clone", + "description": "This node allows using Hugginface remote server for latent decoding. Currently supported models: SD, SDXL, Flux, HunyuanVideo" + }, + { + "author": "kijai", + "title": "ComfyUI-LBMWrapper", + "reference": "https://github.com/kijai/ComfyUI-LBMWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-LBMWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for [a/Latent Bridge Matching (LBM)](https://github.com/gojasper/LBM)" + }, + { + "author": "kijai", + "title": "ComfyUI-WanVideoWrapper", + "reference": "https://github.com/kijai/ComfyUI-WanVideoWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-WanVideoWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for [a/WanVideo](https://github.com/Wan-Video/Wan2.1) and related models." + }, + { + "author": "kijai", + "title": "ComfyUI-MelBandRoFormer", + "reference": "https://github.com/kijai/ComfyUI-MelBandRoFormer", + "files": [ + "https://github.com/kijai/ComfyUI-MelBandRoFormer" + ], + "install_type": "git-clone", + "description": "Mel-Band RoFormer for Music Source Separation" + }, + { + "author": "kijai", + "title": "ComfyUI-SCAIL-Pose", + "reference": "https://github.com/kijai/ComfyUI-SCAIL-Pose", + "files": [ + "https://github.com/kijai/ComfyUI-SCAIL-Pose" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for SCAIL input processing" + }, + { + "author": "hhhzzyang", + "title": "Comfyui-Lama", + "id": "lama", + "reference": "https://github.com/hhhzzyang/Comfyui_Lama", + "files": [ + "https://github.com/hhhzzyang/Comfyui_Lama" + ], + "install_type": "git-clone", + "description": "Nodes: LamaaModelLoad, LamaApply, YamlConfigLoader. a costumer node is realized to remove anything/inpainting anything from a picture by mask inpainting.[w/WARN:This extension includes the entire model, which can result in a very long initial installation time, and there may be some compatibility issues with older dependencies and ComfyUI.]" + }, + { + "author": "audioscavenger", + "title": "Save Image Extended for ComfyUI", + "id": "save-image-extended", + "reference": "https://github.com/audioscavenger/save-image-extended-comfyui", + "files": [ + "https://github.com/audioscavenger/save-image-extended-comfyui" + ], + "install_type": "git-clone", + "description": "Save as AVIF, WebP, JPEG, customize the folder, sub-folders, and filenames of your images!" + }, + { + "author": "audioscavenger", + "title": "ComfyUI-Thumbnails", + "id": "thumbnails", + "reference": "https://github.com/audioscavenger/ComfyUI-Thumbnails", + "files": [ + "https://github.com/audioscavenger/ComfyUI-Thumbnails" + ], + "install_type": "git-clone", + "description": "Load Image thumbnails, delete images, browse input subfolders." + }, + { + "author": "SOELexicon", + "title": "ComfyUI-LexTools", + "id": "lextools", + "reference": "https://github.com/SOELexicon/ComfyUI-LexTools", + "files": [ + "https://github.com/SOELexicon/ComfyUI-LexTools" + ], + "install_type": "git-clone", + "description": "ComfyUI-LexTools is a Python-based image processing and analysis toolkit that uses machine learning models for semantic image segmentation, image scoring, and image captioning." + }, + { + "author": "mikkel", + "title": "ComfyUI - Text Overlay Plugin", + "id": "textoverlay-mikkel", + "reference": "https://github.com/mikkel/ComfyUI-text-overlay", + "files": [ + "https://github.com/mikkel/ComfyUI-text-overlay" + ], + "install_type": "git-clone", + "description": "The ComfyUI Text Overlay Plugin provides functionalities for superimposing text on images. Users can select different font types, set text size, choose color, and adjust the text's position on the image." + }, + { + "author": "avatechai", + "title": "Avatar Graph", + "id": "avatar-graph", + "reference": "https://github.com/avatechai/avatar-graph-comfyui", + "files": [ + "https://github.com/avatechai/avatar-graph-comfyui" + ], + "install_type": "git-clone", + "description": "Include nodes for sam + bpy operation, that allows workflow creations for generative 2d character rig." + }, + { + "author": "TRI3D-LC", + "title": "tri3d-comfyui-nodes", + "id": "tri3d", + "reference": "https://github.com/TRI3D-LC/tri3d-comfyui-nodes", + "files": [ + "https://github.com/TRI3D-LC/tri3d-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: tri3d-extract-hand, tri3d-fuzzification, tri3d-position-hands, tri3d-atr-parse." + }, + { + "author": "TRI3D-LC", + "title": "ComfyUI-MiroBoard", + "id": "miroboard", + "reference": "https://github.com/TRI3D-LC/ComfyUI-MiroBoard", + "files": [ + "https://github.com/TRI3D-LC/ComfyUI-MiroBoard" + ], + "install_type": "git-clone", + "description": "Nodes: add-image-miro-board." + }, + { + "author": "storyicon", + "title": "segment anything", + "id": "sam", + "reference": "https://github.com/storyicon/comfyui_segment_anything", + "files": [ + "https://github.com/storyicon/comfyui_segment_anything" + ], + "install_type": "git-clone", + "description": "Based on GroundingDino and SAM, use semantic strings to segment any element in an image. The comfyui version of sd-webui-segment-anything." + }, + { + "author": "storyicon", + "title": "ComfyUI MuseV Evolved", + "id": "musev-evolved", + "reference": "https://github.com/storyicon/comfyui_musev_evolved", + "files": [ + "https://github.com/storyicon/comfyui_musev_evolved" + ], + "install_type": "git-clone", + "description": "Nodes:MuseVImg2Vid (comfyui_musev_evolved)\nNOTE: Download [a/MuseV](https://huggingface.co/TMElyralab/MuseV) to ComfyUI/models/diffusers" + }, + { + "author": "a1lazydog", + "title": "ComfyUI-AudioScheduler", + "id": "audioscheduler", + "reference": "https://github.com/a1lazydog/ComfyUI-AudioScheduler", + "files": [ + "https://github.com/a1lazydog/ComfyUI-AudioScheduler" + ], + "install_type": "git-clone", + "description": "Load mp3 files and use the audio nodes to power animations and prompt scheduling. Use with FizzNodes." + }, + { + "author": "whatbirdisthat", + "title": "cyberdolphin", + "reference": "https://github.com/whatbirdisthat/cyberdolphin", + "files": [ + "https://github.com/whatbirdisthat/cyberdolphin" + ], + "install_type": "git-clone", + "description": "Cyberdolphin Suite of ComfyUI nodes for wiring up things." + }, + { + "author": "chrish-slingshot", + "title": "CrasH Utils", + "id": "crash", + "reference": "https://github.com/chrish-slingshot/CrasHUtils", + "files": [ + "https://github.com/chrish-slingshot/CrasHUtils" + ], + "install_type": "git-clone", + "description": "A mixture of effects and quality of life nodes. Nodes: ImageGlitcher (gives an image a cool glitchy effect), ColorStylizer (highlights a single color in an image), QueryLocalLLM (queries a local LLM API though oobabooga), SDXLReslution (resolution picker for the standard SDXL resolutions, the complete list), SDXLResolutionSplit (splits the SDXL resolution into width and height). " + }, + { + "author": "spinagon", + "title": "ComfyUI-seam-carving", + "id": "seamcarving", + "reference": "https://github.com/spinagon/ComfyUI-seam-carving", + "files": [ + "https://github.com/spinagon/ComfyUI-seam-carving" + ], + "install_type": "git-clone", + "description": "Nodes: Image Resize (seam carving). Seam carving (image resize) for ComfyUI. Based on [a/https://github.com/li-plus/seam-carving](https://github.com/li-plus/seam-carving). With seam carving algorithm, the image could be intelligently resized while keeping the important contents undistorted. The carving process could be further guided, so that an object could be removed from the image without apparent artifacts." + }, + { + "author": "YMC", + "title": "ymc-node-suite-comfyui", + "id": "ymc-suite", + "reference": "https://github.com/YMC-GitHub/ymc-node-suite-comfyui", + "files": [ + "https://github.com/YMC-GitHub/ymc-node-suite-comfyui" + ], + "install_type": "git-clone", + "description": "ymc 's nodes for comfyui. This extension is composed of nodes that provide various utility features such as text, region, and I/O." + }, + { + "author": "YMC", + "title": "ymc_node_joy", + "reference": "https://github.com/YMC-GitHub/ymc_node_joy", + "files": [ + "https://github.com/YMC-GitHub/ymc_node_joy" + ], + "install_type": "git-clone", + "description": "comfyui custom nodes to caption image with joy" + }, + { + "author": "YMC", + "title": "ymc-node-as-x-type", + "reference": "https://github.com/YMC-GitHub/ymc-node-as-x-type", + "files": [ + "https://github.com/YMC-GitHub/ymc-node-as-x-type" + ], + "install_type": "git-clone", + "description": "some comfyui custom nodes to set it as known type" + }, + { + "author": "YMC", + "title": "comfyui_node_ymc_effect_shatter", + "reference": "https://github.com/YMC-GitHub/comfyui_node_ymc_effect_shatter", + "files": [ + "https://github.com/YMC-GitHub/comfyui_node_ymc_effect_shatter" + ], + "install_type": "git-clone", + "description": "some comfyui custom nodes to make effect shatter" + }, + { + "author": "chibiace", + "title": "ComfyUI-Chibi-Nodes", + "id": "chibi", + "reference": "https://github.com/chibiace/ComfyUI-Chibi-Nodes", + "files": [ + "https://github.com/chibiace/ComfyUI-Chibi-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Loader, Prompts, ImageTool, Wildcards, LoadEmbedding, ConditionText, SaveImages, ..." + }, + { + "author": "DigitalIO", + "title": "ComfyUI-stable-wildcards", + "id": "stable-wildcards", + "reference": "https://github.com/DigitalIO/ComfyUI-stable-wildcards", + "files": [ + "https://github.com/DigitalIO/ComfyUI-stable-wildcards" + ], + "install_type": "git-clone", + "description": "Wildcard implementation that can be reproduced with workflows." + }, + { + "author": "THtianhao", + "title": "ComfyUI-Portrait-Maker", + "id": "portrait-maker", + "reference": "https://github.com/THtianhao/ComfyUI-Portrait-Maker", + "files": [ + "https://github.com/THtianhao/ComfyUI-Portrait-Maker" + ], + "install_type": "git-clone", + "description": "Nodes:RetainFace, FaceFusion, RatioMerge2Image, MaskMerge2Image, ReplaceBoxImg, ExpandMaskBox, FaceSkin, SkinRetouching, PortraitEnhancement, ..." + }, + { + "author": "THtianhao", + "title": "ComfyUI-FaceChain", + "id": "facechain", + "reference": "https://github.com/THtianhao/ComfyUI-FaceChain", + "files": [ + "https://github.com/THtianhao/ComfyUI-FaceChain" + ], + "install_type": "git-clone", + "description": "The official ComfyUI version of facechain greatly improves the speed of reasoning and has great custom process controls." + }, + { + "author": "zer0TF", + "title": "Cute Comfy", + "id": "cutecomfy", + "reference": "https://github.com/zer0TF/cute-comfy", + "files": [ + "https://github.com/zer0TF/cute-comfy" + ], + "install_type": "git-clone", + "description": "Adds a configurable folder watcher that auto-converts Comfy metadata into a Civitai-friendly format for automatic resource tagging when you upload images. Oh, and it makes your UI awesome, too. 💜" + }, + { + "author": "chflame163", + "title": "ComfyUI_MSSpeech_TTS", + "id": "msspeech", + "reference": "https://github.com/chflame163/ComfyUI_MSSpeech_TTS", + "files": [ + "https://github.com/chflame163/ComfyUI_MSSpeech_TTS" + ], + "install_type": "git-clone", + "description": "A text-to-speech plugin used under ComfyUI. It utilizes the Microsoft Speech TTS interface to convert text content into MP3 format audio files." + }, + { + "author": "chflame163", + "title": "ComfyUI_WordCloud", + "id": "wordcloud", + "reference": "https://github.com/chflame163/ComfyUI_WordCloud", + "files": [ + "https://github.com/chflame163/ComfyUI_WordCloud" + ], + "install_type": "git-clone", + "description": "Nodes:Word Cloud, Load Text File" + }, + { + "author": "chflame163", + "title": "ComfyUI Layer Style", + "id": "layerstyle", + "reference": "https://github.com/chflame163/ComfyUI_LayerStyle", + "files": [ + "https://github.com/chflame163/ComfyUI_LayerStyle" + ], + "install_type": "git-clone", + "description": "A set of nodes for ComfyUI it generate image like Adobe Photoshop's Layer Style. the Drop Shadow is first completed node, and follow-up work is in progress." + }, + { + "author": "chflame163", + "title": "ComfyUI_LayerStyle_Advance", + "id": "comfyui_layerstyle_advance", + "reference": "https://github.com/chflame163/ComfyUI_LayerStyle_Advance", + "files": [ + "https://github.com/chflame163/ComfyUI_LayerStyle_Advance" + ], + "install_type": "git-clone", + "description": "The nodes detached from ComfyUI Layer Style are mainly those with complex requirements for dependency packages." + }, + { + "author": "chflame163", + "title": "ComfyUI Face Similarity", + "id": "face-similarity", + "reference": "https://github.com/chflame163/ComfyUI_FaceSimilarity", + "files": [ + "https://github.com/chflame163/ComfyUI_FaceSimilarity" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI. It compare two images to rate facial similarity." + }, + { + "author": "chflame163", + "title": "ComfyUI_CatVTON_Wrapper", + "id": "catvton-wrapper", + "reference": "https://github.com/chflame163/ComfyUI_CatVTON_Wrapper", + "files": [ + "https://github.com/chflame163/ComfyUI_CatVTON_Wrapper" + ], + "install_type": "git-clone", + "description": "[a/CatVTON](https://github.com/Zheng-Chong/CatVTON) warpper for ComfyUI" + }, + { + "author": "chflame163", + "title": "ComfyUI_OmniGen_Wrapper", + "reference": "https://github.com/chflame163/ComfyUI_OmniGen_Wrapper", + "files": [ + "https://github.com/chflame163/ComfyUI_OmniGen_Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node of OmniGen project." + }, + { + "author": "chflame163", + "title": "ComfyUI_Janus_Wrapper", + "reference": "https://github.com/chflame163/ComfyUI_Janus_Wrapper", + "files": [ + "https://github.com/chflame163/ComfyUI_Janus_Wrapper" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/deepseek-ai/Janus](https://github.com/deepseek-ai/Janus) in ComfyUI." + }, + { + "author": "chflame163", + "title": "ComfyUI_CogView4_Wrapper", + "reference": "https://github.com/chflame163/ComfyUI_CogView4_Wrapper", + "files": [ + "https://github.com/chflame163/ComfyUI_CogView4_Wrapper" + ], + "install_type": "git-clone", + "description": "The unofficial implementation of CogView4 project in ComfyUI." + }, + { + "author": "drustan-hawk", + "title": "primitive-types", + "reference": "https://github.com/drustan-hawk/primitive-types", + "files": [ + "https://github.com/drustan-hawk/primitive-types" + ], + "install_type": "git-clone", + "description": "Small collection of typed primitive nodes." + }, + { + "author": "shadowcz007", + "title": "comfyui-mixlab-nodes", + "id": "mixlab", + "reference": "https://github.com/shadowcz007/comfyui-mixlab-nodes", + "reference2": "https://github.com/MixLabPro/comfyui-mixlab-nodes", + "files": [ + "https://github.com/shadowcz007/comfyui-mixlab-nodes" + ], + "install_type": "git-clone", + "description": "3D, ScreenShareNode & FloatingVideoNode, SpeechRecognition & SpeechSynthesis, GPT, LoadImagesFromLocal, Layers, Other Nodes, ..." + }, + { + "author": "shadowcz007", + "title": "comfyui-ultralytics-yolo", + "id": "yolo", + "reference": "https://github.com/shadowcz007/comfyui-ultralytics-yolo", + "files": [ + "https://github.com/shadowcz007/comfyui-ultralytics-yolo" + ], + "install_type": "git-clone", + "description": "Nodes:Detect By Label." + }, + { + "author": "shadowcz007", + "title": "Consistency Decoder", + "id": "consistency-decoder", + "reference": "https://github.com/shadowcz007/comfyui-consistency-decoder", + "files": [ + "https://github.com/shadowcz007/comfyui-consistency-decoder" + ], + "install_type": "git-clone", + "description": "[a/openai Consistency Decoder](https://github.com/openai/consistencydecoder). After downloading the [a/OpenAI VAE model](https://openaipublic.azureedge.net/diff-vae/c9cebd3132dd9c42936d803e33424145a748843c8f716c0814838bdc8a2fe7cb/decoder.pt), place it in the `model/vae` directory for use." + }, + { + "author": "shadowcz007", + "title": "comfyui-Image-reward", + "reference": "https://github.com/shadowcz007/comfyui-Image-reward", + "files": [ + "https://github.com/shadowcz007/comfyui-Image-reward" + ], + "install_type": "git-clone", + "description": "[a/ImageReward](https://github.com/THUDM/ImageReward): Human preference learning in text-to-image generation. This is a [a/paper](https://arxiv.org/abs/2304.05977) from NeurIPS 2023" + }, + { + "author": "shadowcz007", + "title": "comfyui-sound-lab", + "id": "soundlab", + "reference": "https://github.com/shadowcz007/comfyui-sound-lab", + "reference2": "https://github.com/MixLabPro/comfyui-sound-lab", + "files": [ + "https://github.com/shadowcz007/comfyui-sound-lab" + ], + "install_type": "git-clone", + "description": "Nodes:Music Gen, Audio Play, Stable Audio" + }, + { + "author": "shadowcz007", + "title": "comfyui-edit-mask", + "id": "edit-mask", + "reference": "https://github.com/shadowcz007/comfyui-edit-mask", + "files": [ + "https://github.com/shadowcz007/comfyui-edit-mask" + ], + "install_type": "git-clone", + "description": "Nodes:Edit Mask" + }, + { + "author": "shadowcz007", + "title": "comfyui-liveportrait", + "id": "liveportrait", + "reference": "https://github.com/shadowcz007/comfyui-liveportrait", + "reference2": "https://github.com/MixLabPro/comfyui-liveportrait", + "files": [ + "https://github.com/shadowcz007/comfyui-liveportrait" + ], + "install_type": "git-clone", + "description": "The ComfyUI version of [a/LivePortrait](https://github.com/KwaiVGI/LivePortrait)." + }, + { + "author": "shadowcz007", + "title": "comfyui-try-on", + "reference": "https://github.com/shadowcz007/comfyui-try-on", + "reference2": "https://github.com/MixLabPro/comfyui-try-on", + "files": [ + "https://github.com/shadowcz007/comfyui-try-on" + ], + "install_type": "git-clone", + "description": "Virtual try-on for creating a personal brand wardrobe collection." + }, + { + "author": "ostris", + "title": "Ostris Nodes ComfyUI", + "id": "ostris", + "reference": "https://github.com/ostris/ostris_nodes_comfyui", + "files": [ + "https://github.com/ostris/ostris_nodes_comfyui" + ], + "install_type": "git-clone", + "nodename_pattern": "- Ostris$", + "description": "This is a collection of custom nodes for ComfyUI that I made for some QOL. I will be adding much more advanced ones in the future once I get more familiar with the API." + }, + { + "author": "ostris", + "title": "Flex.1 tools", + "reference": "https://github.com/ostris/ComfyUI-FlexTools", + "files": [ + "https://github.com/ostris/ComfyUI-FlexTools" + ], + "install_type": "git-clone", + "nodename_pattern": "- Ostris$", + "description": "Some tools to help with [a/Flex.1-alpha](https://huggingface.co/ostris/Flex.1-alpha) inference on Comfy UI." + }, + { + "author": "0xbitches", + "title": "Latent Consistency Model for ComfyUI", + "id": "lcm", + "reference": "https://github.com/0xbitches/ComfyUI-LCM", + "files": [ + "https://github.com/0xbitches/ComfyUI-LCM" + ], + "install_type": "git-clone", + "description": "This custom node implements a Latent Consistency Model sampler in ComfyUI. (LCM)" + }, + { + "author": "aszc-dev", + "title": "Core ML Suite for ComfyUI", + "id": "coreml", + "reference": "https://github.com/aszc-dev/ComfyUI-CoreMLSuite", + "files": [ + "https://github.com/aszc-dev/ComfyUI-CoreMLSuite" + ], + "install_type": "git-clone", + "description": "This extension contains a set of custom nodes for ComfyUI that allow you to use Core ML models in your ComfyUI workflows. The models can be obtained here, or you can convert your own models using coremltools. The main motivation behind using Core ML models in ComfyUI is to allow you to utilize the ANE (Apple Neural Engine) on Apple Silicon (M1/M2) machines to improve performance." + }, + { + "author": "taabata", + "title": "Syrian Falcon Nodes", + "id": "syrian", + "reference": "https://github.com/taabata/Comfy_Syrian_Falcon_Nodes", + "files": [ + "https://raw.githubusercontent.com/taabata/Comfy_Syrian_Falcon_Nodes/main/SyrianFalconNodes.py" + ], + "install_type": "copy", + "description": "Nodes:Prompt editing, Word as Image" + }, + { + "author": "taabata", + "title": "LCM_Inpaint-Outpaint_Comfy", + "id": "lcm-inpaint-outpaint", + "reference": "https://github.com/taabata/LCM_Inpaint_Outpaint_Comfy", + "files": [ + "https://github.com/taabata/LCM_Inpaint_Outpaint_Comfy" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for inpainting/outpainting using the new latent consistency model (LCM)" + }, + { + "author": "taabata", + "title": "ComfyCanvas", + "reference": "https://github.com/taabata/ComfyCanvas", + "files": [ + "https://github.com/taabata/ComfyCanvas" + ], + "install_type": "git-clone", + "description": "Canvas to use with ComfyUI" + }, + { + "author": "taabata", + "title": "SANA_LOWVRAM", + "reference": "https://github.com/taabata/SANA_LOWVRAM", + "files": [ + "https://github.com/taabata/SANA_LOWVRAM" + ], + "install_type": "git-clone", + "description": "ComfyUI Diffusers wrapper nodes to run SANA models on low vram devices. Works on 2GB VRAM 12GB RAM laptop." + }, + { + "author": "noxinias", + "title": "ComfyUI_NoxinNodes", + "id": "noxin", + "reference": "https://github.com/noxinias/ComfyUI_NoxinNodes", + "files": [ + "https://github.com/noxinias/ComfyUI_NoxinNodes" + ], + "install_type": "git-clone", + "description": "Nodes: Noxin Complete Chime, Noxin Scaled Resolutions, Load from Noxin Prompt Library, Save to Noxin Prompt Library" + }, + { + "author": "kinfolk0117", + "title": "SimpleTiles", + "id": "simpletiles", + "reference": "https://github.com/kinfolk0117/ComfyUI_SimpleTiles", + "files": [ + "https://github.com/kinfolk0117/ComfyUI_SimpleTiles" + ], + "install_type": "git-clone", + "description": "Nodes:TileSplit, TileMerge." + }, + { + "author": "kinfolk0117", + "title": "ComfyUI_GradientDeepShrink", + "id": "deepshrink", + "reference": "https://github.com/kinfolk0117/ComfyUI_GradientDeepShrink", + "files": [ + "https://github.com/kinfolk0117/ComfyUI_GradientDeepShrink" + ], + "install_type": "git-clone", + "description": "Nodes:GradientPatchModelAddDownscale (Kohya Deep Shrink)." + }, + { + "author": "kinfolk0117", + "title": "ComfyUI_Pilgram", + "id": "pilgram", + "reference": "https://github.com/kinfolk0117/ComfyUI_Pilgram", + "files": [ + "https://github.com/kinfolk0117/ComfyUI_Pilgram" + ], + "install_type": "git-clone", + "description": "Use [a/Pilgram2](https://github.com/mgineer85/pilgram2) filters in ComfyUI" + }, + { + "author": "kinfolk0117", + "title": "Gridswapper", + "reference": "https://github.com/kinfolk0117/ComfyUI_GridSwapper", + "files": [ + "https://github.com/kinfolk0117/ComfyUI_GridSwapper" + ], + "install_type": "git-clone", + "description": "Gridswapper takes a batch of latents and spreads them over the necessary amount of grids. It then automatically shuffles the images in the grids for each step. So, a batch of 12 latents for a 2x2 grid will generate 3 grid images in each step. It will then shuffle around the images for the next step. This makes it possible for all images to influence the others during the denoising process. This approach works well for generating 2-4 grids." + }, + { + "author": "Fictiverse", + "title": "ComfyUI Fictiverse Nodes", + "id": "fictverse", + "reference": "https://github.com/Fictiverse/ComfyUI_Fictiverse", + "files": [ + "https://github.com/Fictiverse/ComfyUI_Fictiverse" + ], + "install_type": "git-clone", + "description": "Nodes:Essential Params, Image Params, Video Params, Add Margin With Color, Resize to megapixels" + }, + { + "author": "idrirap", + "title": "ComfyUI-Lora-Auto-Trigger-Words", + "id": "lora-auto-trigger", + "reference": "https://github.com/idrirap/ComfyUI-Lora-Auto-Trigger-Words", + "files": [ + "https://github.com/idrirap/ComfyUI-Lora-Auto-Trigger-Words" + ], + "install_type": "git-clone", + "description": "The aim of these custom nodes is to get an easy access to the tags used to trigger a lora / lycoris. Extract the tags from civitai or from the safetensors metadatas when available." + }, + { + "author": "aianimation55", + "title": "Comfy UI FatLabels", + "id": "fatlab", + "reference": "https://github.com/aianimation55/ComfyUI-FatLabels", + "files": [ + "https://github.com/aianimation55/ComfyUI-FatLabels" + ], + "install_type": "git-clone", + "description": "It's a super simple custom node for Comfy UI, to generate text, with a font size option. Useful for bigger labelling of nodes, helpful for wider screen captures or tutorials. Plus you can of course use the text within your generations." + }, + { + "author": "noEmbryo", + "title": "noEmbryo nodes", + "id": "noembryo", + "reference": "https://github.com/noembryo/ComfyUI-noEmbryo", + "files": [ + "https://github.com/noembryo/ComfyUI-noEmbryo" + ], + "install_type": "git-clone", + "description": "PromptTermList (1-6): are some nodes that help with the creation of Prompts inside ComfyUI. Resolution Scale outputs image dimensions using a scale factor. Regex Text Chopper outputs the chopped parts of a text using RegEx." + }, + { + "author": "mikkel", + "title": "ComfyUI - Mask Bounding Box", + "id": "mask-bbox", + "reference": "https://github.com/mikkel/comfyui-mask-boundingbox", + "files": [ + "https://github.com/mikkel/comfyui-mask-boundingbox" + ], + "install_type": "git-clone", + "description": "The ComfyUI Mask Bounding Box Plugin provides functionalities for selecting a specific size mask from an image. Can be combined with ClipSEG to replace any aspect of an SDXL image with an SD1.5 output." + }, + { + "author": "ParmanBabra", + "title": "ComfyUI-Malefish-Custom-Scripts", + "id": "malefish", + "reference": "https://github.com/ParmanBabra/ComfyUI-Malefish-Custom-Scripts", + "files": [ + "https://github.com/ParmanBabra/ComfyUI-Malefish-Custom-Scripts" + ], + "install_type": "git-clone", + "description": "Nodes:Multi Lora Loader, Random (Prompt), Combine (Prompt), CSV Prompts Loader" + }, + { + "author": "IAmMatan.com", + "title": "ComfyUI Serving toolkit", + "id": "serving-toolkit", + "reference": "https://github.com/matan1905/ComfyUI-Serving-Toolkit", + "files": [ + "https://github.com/matan1905/ComfyUI-Serving-Toolkit" + ], + "install_type": "git-clone", + "description": "This extension adds nodes that allow you to easily serve your workflow (for example using a discord bot) " + }, + { + "author": "PCMonsterx", + "title": "ComfyUI-CSV-Loader", + "id": "csv-loader", + "reference": "https://github.com/PCMonsterx/ComfyUI-CSV-Loader", + "files": [ + "https://github.com/PCMonsterx/ComfyUI-CSV-Loader" + ], + "install_type": "git-clone", + "description": "CSV Loader for prompt building within ComfyUI interface. Allows access to positive/negative prompts associated with a name. Selections are being pulled from CSV files." + }, + { + "author": "Trung0246", + "title": "ComfyUI-0246", + "id": "0246", + "reference": "https://github.com/Trung0246/ComfyUI-0246", + "files": [ + "https://github.com/Trung0246/ComfyUI-0246" + ], + "install_type": "git-clone", + "description": "Random nodes for ComfyUI I made to solve my struggle with ComfyUI (ex: pipe, process). Have varying quality." + }, + { + "author": "fexli", + "title": "fexli-util-node-comfyui", + "id": "fexli-util-node-comfyui", + "reference": "https://github.com/fexli/fexli-util-node-comfyui", + "files": [ + "https://github.com/fexli/fexli-util-node-comfyui" + ], + "install_type": "git-clone", + "description": "A set of Fe's Util nodes for ComfyUI" + }, + { + "author": "AbyssBadger0", + "title": "ComfyUI_BadgerTools", + "id": "badger", + "reference": "https://github.com/AbyssBadger0/ComfyUI_BadgerTools", + "files": [ + "https://github.com/AbyssBadger0/ComfyUI_BadgerTools" + ], + "install_type": "git-clone", + "description": "Nodes:ImageOverlap-badger, FloatToInt-badger, IntToString-badger, FloatToString-badger, ImageNormalization-badger, ImageScaleToSide-badger, NovelToFizz-badger." + }, + { + "author": "palant", + "title": "Image Resize for ComfyUI", + "id": "image-resize", + "reference": "https://github.com/palant/image-resize-comfyui", + "files": [ + "https://github.com/palant/image-resize-comfyui" + ], + "install_type": "git-clone", + "description": "This custom node provides various tools for resizing images. The goal is resizing without distorting proportions, yet without having to perform any calculations with the size of the original image. If a mask is present, it is resized and modified along with the image." + }, + { + "author": "palant", + "title": "Integrated Nodes for ComfyUI", + "reference": "https://github.com/palant/integrated-nodes-comfyui", + "files": [ + "https://github.com/palant/integrated-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "This tool will turn entire workflows or parts of them into single integrated nodes. In a way, it is similar to the Node Templates functionality but hides the inner structure. This is useful if all you want is to reuse and quickly configure a bunch of nodes without caring how they are interconnected." + }, + { + "author": "whmc76", + "title": "ComfyUI-Openpose-Editor-Plus", + "id": "openpose-editor-plus", + "reference": "https://github.com/whmc76/ComfyUI-Openpose-Editor-Plus", + "files": [ + "https://github.com/whmc76/ComfyUI-Openpose-Editor-Plus" + ], + "install_type": "git-clone", + "description": "Nodes:Openpose Editor Plus" + }, + { + "author": "whmc76", + "title": "ComfyUI-RemoveBackgroundSuite", + "reference": "https://github.com/whmc76/ComfyUI-RemoveBackgroundSuite", + "files": [ + "https://github.com/whmc76/ComfyUI-RemoveBackgroundSuite" + ], + "install_type": "git-clone", + "description": "A matting toolkit based on ComfyUI, supporting multiple matting models and detail processing methods." + }, + { + "author": "whmc76", + "title": "ComfyUI-UniversalToolkit", + "reference": "https://github.com/whmc76/ComfyUI-UniversalToolkit", + "files": [ + "https://github.com/whmc76/ComfyUI-UniversalToolkit" + ], + "install_type": "git-clone", + "description": "A comprehensive toolkit based on ComfyUI, providing image, mask, audio, and tools nodes, fully modular and v3 compatible." + }, + { + "author": "martijnat", + "title": "comfyui-previewlatent", + "reference": "https://github.com/martijnat/comfyui-previewlatent", + "files": [ + "https://github.com/martijnat/comfyui-previewlatent" + ], + "install_type": "git-clone", + "description": "a ComfyUI plugin for previewing latents without vae decoding. Useful for showing intermediate results and can be used a faster 'preview image' if you don't wan't to use vae decode." + }, + { + "author": "banodoco", + "title": "Steerable Motion", + "id": "steerable-motion", + "reference": "https://github.com/banodoco/steerable-motion", + "files": [ + "https://github.com/banodoco/steerable-motion" + ], + "install_type": "git-clone", + "description": "Steerable Motion is a ComfyUI node for batch creative interpolation. Our goal is to feature the best methods for steering motion with images as video models evolve." + }, + { + "author": "gemell1", + "title": "ComfyUI_GMIC", + "id": "gmic", + "reference": "https://github.com/gemell1/ComfyUI_GMIC", + "files": [ + "https://github.com/gemell1/ComfyUI_GMIC" + ], + "install_type": "git-clone", + "description": "Nodes:GMIC Image Processing." + }, + { + "author": "LonicaMewinsky", + "title": "ComfyBreakAnim", + "id": "breakanim", + "reference": "https://github.com/LonicaMewinsky/ComfyUI-MakeFrame", + "files": [ + "https://github.com/LonicaMewinsky/ComfyUI-MakeFrame" + ], + "install_type": "git-clone", + "description": "Nodes:BreakFrames, GetKeyFrames, MakeGrid." + }, + { + "author": "TheBarret", + "title": "ZSuite", + "id": "zsuite", + "reference": "https://github.com/TheBarret/ZSuite", + "files": [ + "https://github.com/TheBarret/ZSuite" + ], + "install_type": "git-clone", + "description": "Nodes:Prompter, RF Noise, SeedMod." + }, + { + "author": "romeobuilderotti", + "title": "ComfyUI PNG Metadata", + "id": "pngmeta", + "reference": "https://github.com/romeobuilderotti/ComfyUI-PNG-Metadata", + "files": [ + "https://github.com/romeobuilderotti/ComfyUI-PNG-Metadata" + ], + "install_type": "git-clone", + "description": "Add custom Metadata fields to your saved PNG files." + }, + { + "author": "ka-puna", + "title": "comfyui-yanc", + "id": "yanc", + "reference": "https://github.com/ka-puna/comfyui-yanc", + "files": [ + "https://github.com/ka-puna/comfyui-yanc" + ], + "install_type": "git-clone", + "description": "NOTE: Concatenate Strings, Format Datetime String, Integer Caster, Multiline String, Truncate String. Yet Another Node Collection, a repository of simple nodes for ComfyUI. This repository eases the addition or removal of custom nodes to itself." + }, + { + "author": "amorano", + "title": "Jovimetrix", + "id": "jovimetrix", + "reference": "https://github.com/Amorano/Jovimetrix", + "files": [ + "https://github.com/Amorano/Jovimetrix" + ], + "install_type": "git-clone", + "description": "Webcam, MIDI, Spout, and GLSL support with animation via tick. Features wave-based parameter modulation, math operations, universal value conversion, shape masking, image channel ops, batch processing, dynamic bus routing, GIPHY and SPOUT integration. Load images/videos from URLs, save output anywhere, and apply transformations like flattening, cropping, and color adjustments. Includes tools for color blindness simulation, stereograms, and stereoscopic imaging—plus much more!" + }, + { + "author": "amorano", + "title": "Jovi_GLSL", + "id": "jovi_glsl", + "reference": "https://github.com/Amorano/Jovi_GLSL", + "files": [ + "https://github.com/Amorano/Jovi_GLSL" + ], + "install_type": "git-clone", + "description": "Integrates GLSL shader support." + }, + { + "author": "amorano", + "title": "Jovi_Spout", + "id": "jovi_spout", + "reference": "https://github.com/Amorano/Jovi_Spout", + "files": [ + "https://github.com/Amorano/Jovi_Spout" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for using Spout streams." + }, + { + "author": "amorano", + "title": "Jovi_Measure", + "id": "jovi_measure", + "reference": "https://github.com/Amorano/Jovi_Measure", + "files": [ + "https://github.com/Amorano/Jovi_Measure" + ], + "install_type": "git-clone", + "description": "Image metrics nodes for ComfyUI" + }, + { + "author": "amorano", + "title": "Jovi_MIDI", + "id": "jovi_midi", + "reference": "https://github.com/Amorano/Jovi_MIDI", + "files": [ + "https://github.com/Amorano/Jovi_MIDI" + ], + "install_type": "git-clone", + "description": "Read and Process data from MIDI devices inside of ComfyUI." + }, + { + "author": "amorano", + "title": "Jovi_Capture", + "id": "jovi_capture", + "reference": "https://github.com/Amorano/Jovi_Capture", + "files": [ + "https://github.com/Amorano/Jovi_Capture" + ], + "install_type": "git-clone", + "description": "Capture Webcamera and URL media streams as ComfyUI images." + }, + { + "author": "amorano", + "title": "Jovi_Colorizer", + "id": "jovijovi_colorizer_capture", + "reference": "https://github.com/Amorano/Jovi_Colorizer", + "files": [ + "https://github.com/Amorano/Jovi_Colorizer" + ], + "install_type": "git-clone", + "description": "Colorize ComfyUI nodes with defaults per node, node category or via regex filtering." + }, + { + "author": "Umikaze-job", + "title": "select_folder_path_easy", + "reference": "https://github.com/Umikaze-job/select_folder_path_easy", + "files": [ + "https://github.com/Umikaze-job/select_folder_path_easy" + ], + "install_type": "git-clone", + "description": "This extension simply connects the nodes and specifies the output path of the generated images to a manageable path." + }, + { + "author": "Niutonian", + "title": "ComfyUi-NoodleWebcam", + "id": "noodle-webcam", + "reference": "https://github.com/Niutonian/ComfyUi-NoodleWebcam", + "files": [ + "https://github.com/Niutonian/ComfyUi-NoodleWebcam" + ], + "install_type": "git-clone", + "description": "Nodes:Noodle webcam is a node that records frames and send them to your favourite node." + }, + { + "author": "Niutonian", + "title": "ComfyUI-Niutonian-Themes", + "reference": "https://github.com/Niutonian/ComfyUI-Niutonian-Themes", + "files": [ + "https://github.com/Niutonian/ComfyUI-Niutonian-Themes" + ], + "install_type": "git-clone", + "description": "A theme pack for ComfyUI that transforms the nodes into the best 2000's aesthetics styles while preserving full functionality." + }, + { + "author": "Niutonian", + "title": "comfyui_Niutonian_GLM_4_6V", + "reference": "https://github.com/Niutonian/comfyui_Niutonian_GLM_4_6V", + "files": [ + "https://github.com/Niutonian/comfyui_Niutonian_GLM_4_6V" + ], + "install_type": "git-clone", + "description": "This is the transformer-based implementation of Niutonian GLM-4.6V nodes for ComfyUI with memory optimizations." + }, + { + "author": "Niutonian", + "title": "comfyui-niutonian-smart-image", + "reference": "https://github.com/Niutonian/comfyui-niutonian-smart-image", + "files": [ + "https://github.com/Niutonian/comfyui-niutonian-smart-image" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI custom node suite for intelligent image stitching, processing, and manipulation with automatic handling of empty/bypassed inputs." + }, + { + "author": "Feidorian", + "title": "feidorian-ComfyNodes", + "id": "feidorian", + "reference": "https://github.com/Feidorian/feidorian-ComfyNodes", + "nodename_pattern": "^Feidorian_", + "files": [ + "https://github.com/Feidorian/feidorian-ComfyNodes" + ], + "install_type": "git-clone", + "description": "This extension provides various custom nodes. literals, loaders, logic, output, switches" + }, + { + "author": "wutipong", + "title": "ComfyUI-TextUtils", + "reference": "https://github.com/wutipong/ComfyUI-TextUtils", + "files": [ + "https://github.com/wutipong/ComfyUI-TextUtils" + ], + "install_type": "git-clone", + "description": "Nodes:Create N-Token String" + }, + { + "author": "natto-maki", + "title": "ComfyUI-NegiTools", + "id": "negitools", + "reference": "https://github.com/natto-maki/ComfyUI-NegiTools", + "files": [ + "https://github.com/natto-maki/ComfyUI-NegiTools" + ], + "install_type": "git-clone", + "description": "Nodes:OpenAI DALLe3, OpenAI Translate to English, String Function, Seed Generator" + }, + { + "author": "LonicaMewinsky", + "title": "ComfyUI-RawSaver", + "id": "rawsaver", + "reference": "https://github.com/LonicaMewinsky/ComfyUI-RawSaver", + "files": [ + "https://github.com/LonicaMewinsky/ComfyUI-RawSaver" + ], + "install_type": "git-clone", + "description": "Nodes:SaveTifImage. ComfyUI custom node for purpose of saving image as uint16 tif file." + }, + { + "author": "jojkaart", + "title": "ComfyUI-sampler-lcm-alternative", + "id": "lmc-alt", + "reference": "https://github.com/jojkaart/ComfyUI-sampler-lcm-alternative", + "files": [ + "https://github.com/jojkaart/ComfyUI-sampler-lcm-alternative" + ], + "install_type": "git-clone", + "description": "Nodes:LCMScheduler, SamplerLCMAlternative, SamplerLCMCycle. ComfyUI Custom Sampler nodes that add a new improved LCM sampler functions" + }, + { + "author": "GTSuya-Studio", + "title": "ComfyUI-GTSuya-Nodes", + "id": "gtsuya", + "reference": "https://github.com/GTSuya-Studio/ComfyUI-Gtsuya-Nodes", + "files": [ + "https://github.com/GTSuya-Studio/ComfyUI-Gtsuya-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI-GTSuya-Nodes is a ComfyUI extension designed to add several wildcards supports into ComfyUI. Wildcards allow you to use __name__ syntax in your prompt to get a random line from a file named name.txt in a wildcards directory." + }, + { + "author": "oyvindg", + "title": "ComfyUI-TrollSuite", + "id": "troll", + "reference": "https://github.com/oyvindg/ComfyUI-TrollSuite", + "files": [ + "https://github.com/oyvindg/ComfyUI-TrollSuite" + ], + "install_type": "git-clone", + "description": "Nodes: BinaryImageMask, ImagePadding, LoadLastCreatedImage, RandomMask, TransparentImage." + }, + { + "author": "drago87", + "title": "ComfyUI_Dragos_Nodes", + "id": "dragos", + "reference": "https://github.com/drago87/ComfyUI_Dragos_Nodes", + "files": [ + "https://github.com/drago87/ComfyUI_Dragos_Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:File Padding, Image Info, VAE Loader With Name" + }, + { + "author": "bronkula", + "title": "comfyui-fitsize", + "id": "fitsize", + "reference": "https://github.com/bronkula/comfyui-fitsize", + "files": [ + "https://github.com/bronkula/comfyui-fitsize" + ], + "install_type": "git-clone", + "description": "Nodes:Fit Size From Int/Image/Resize, Load Image And Resize To Fit, Pick Image From Batch/List, Crop Image Into Even Pieces, Image Region To Mask... A simple set of nodes for making an image fit within a bounding box" + }, + { + "author": "toyxyz", + "title": "ComfyUI_toyxyz_test_nodes", + "id": "comfyui_toyxyz_test_nodes", + "reference": "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes", + "files": [ + "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes" + ], + "install_type": "git-clone", + "description": "This node was created to send a webcam to ComfyUI in real time. This node is recommended for use with LCM." + }, + { + "author": "toyxyz", + "title": "ComfyUI_rgbx_Wrapper", + "reference": "https://github.com/toyxyz/ComfyUI_rgbx_Wrapper", + "files": [ + "https://github.com/toyxyz/ComfyUI_rgbx_Wrapper" + ], + "install_type": "git-clone", + "description": "This is the rgb2x wrapper node for ComfyUI. The required models are automatically downloaded on the first run.\noriginal project : [a/https://github.com/zheng95z/rgbx](original project : https://github.com/zheng95z/rgbx)" + }, + { + "author": "thecooltechguy", + "title": "ComfyUI Stable Video Diffusion", + "reference": "https://github.com/thecooltechguy/ComfyUI-Stable-Video-Diffusion", + "files": [ + "https://github.com/thecooltechguy/ComfyUI-Stable-Video-Diffusion" + ], + "install_type": "git-clone", + "description": "Easily use Stable Video Diffusion inside ComfyUI!" + }, + { + "author": "thecooltechguy", + "title": "ComfyUI-MagicAnimate", + "reference": "https://github.com/thecooltechguy/ComfyUI-MagicAnimate", + "files": [ + "https://github.com/thecooltechguy/ComfyUI-MagicAnimate" + ], + "install_type": "git-clone", + "description": "Easily use Magic Animate within ComfyUI!\n[w/WARN: This extension requires 15GB disk space.]" + }, + { + "author": "thecooltechguy", + "title": "ComfyUI-ComfyWorkflows", + "reference": "https://github.com/thecooltechguy/ComfyUI-ComfyWorkflows", + "files": [ + "https://github.com/thecooltechguy/ComfyUI-ComfyWorkflows" + ], + "install_type": "git-clone", + "description": "The best way to run, share, & discover thousands of ComfyUI workflows." + }, + { + "author": "Danand", + "title": "Comfy Couple", + "reference": "https://github.com/Danand/ComfyUI-ComfyCouple", + "files": [ + "https://github.com/Danand/ComfyUI-ComfyCouple" + ], + "install_type": "git-clone", + "description": " If you want to draw two different characters together without blending their features, so you could try to check out this custom node." + }, + { + "author": "sergekatzmann", + "title": "ComfyUI_Nimbus-Pack", + "reference": "https://github.com/sergekatzmann/ComfyUI_Nimbus-Pack", + "files": [ + "https://github.com/sergekatzmann/ComfyUI_Nimbus-Pack" + ], + "install_type": "git-clone", + "description": "Nodes:Image Square Adapter Node, Image Resize And Crop Node" + }, + { + "author": "komojini", + "title": "ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes", + "reference": "https://github.com/komojini/ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes", + "files": [ + "https://github.com/komojini/ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes" + ], + "install_type": "git-clone", + "description": "Nodes:XL DreamBooth LoRA, S3 Bucket LoRA" + }, + { + "author": "komojini", + "title": "komojini-comfyui-nodes", + "id": "komojini-nodes", + "reference": "https://github.com/komojini/komojini-comfyui-nodes", + "files": [ + "https://github.com/komojini/komojini-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:YouTube Video Loader. Custom ComfyUI Nodes for video generation" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "APISR IN COMFYUI", + "id": "apisr-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of APISR for ComfyUI, both image and video" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-Text_Image-Composite [WIP]", + "id": "txtimg-composite", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Text_Image-Composite", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Text_Image-Composite" + ], + "install_type": "git-clone", + "description": "Nodes:Text_Image_Zho, Text_Image_Multiline_Zho, RGB_Image_Zho, AlphaChanelAddByMask, ImageComposite_Zho, ..." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "comfyui-portrait-master-zh-cn", + "id": "portrait-master-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/comfyui-portrait-master-zh-cn", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/comfyui-portrait-master-zh-cn" + ], + "install_type": "git-clone", + "description": "ComfyUI Portrait Master 简体中文版." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-Q-Align", + "id": "qalign-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Q-Align", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Q-Align" + ], + "install_type": "git-clone", + "description": "Nodes:Q-Align Scoring. Implementation of [a/Q-Align](https://arxiv.org/abs/2312.17090) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-InstantID", + "id": "instantid-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-InstantID", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-InstantID" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/InstantID](https://github.com/InstantID/InstantID) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI PhotoMaker (ZHO)", + "id": "photomaker-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker-ZHO" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/PhotoMaker](https://github.com/TencentARC/PhotoMaker) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-Qwen-VL-API", + "id": "qwen-vl-api", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen-VL-API", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen-VL-API" + ], + "install_type": "git-clone", + "description": "QWen-VL-Plus & QWen-VL-Max in ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-SVD-ZHO (WIP)", + "id": "svd-zho", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SVD-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SVD-ZHO" + ], + "install_type": "git-clone", + "description": "My Workflows + Auxiliary nodes for Stable Video Diffusion (SVD)" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI SegMoE", + "id": "segmoe", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SegMoE", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SegMoE" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/SegMoE: Segmind Mixture of Diffusion Experts](https://github.com/segmind/segmoe) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI YoloWorld-EfficientSAM", + "id": "yoloworld", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-YoloWorld-EfficientSAM", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-YoloWorld-EfficientSAM" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/YOLO-World + EfficientSAM](https://huggingface.co/spaces/SkalskiP/YOLO-World) & [a/YOLO-World](https://github.com/AILab-CVC/YOLO-World) for ComfyUI\nNOTE: Install the efficient_sam model from the Install models menu.\n[w/When installing or updating this custom node, many installation packages may be downgraded due to the installation of requirements.\n!! python3.12 is incompatible.]" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-PixArt-alpha-Diffusers", + "id": "pixart-alpha", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PixArt-alpha-Diffusers", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PixArt-alpha-Diffusers" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/PixArt-alpha-Diffusers](https://github.com/PixArt-alpha/PixArt-alpha) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-BRIA_AI-RMBG", + "id": "bria-ai-rmbg", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of BRIA RMBG Model for ComfyUI." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "DepthFM IN COMFYUI", + "id": "depthfm", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/DepthFM](https://github.com/CompVis/depth-fm) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "Phi-3-mini in ComfyUI", + "id": "phi3mini", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Phi-3-mini", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Phi-3-mini" + ], + "install_type": "git-clone", + "description": "Nodes:Phi3mini_4k_ModelLoader_Zho, Phi3mini_4k_Zho, Phi3mini_4k_Chat_Zho" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-ArtGallery", + "id": "artgallery", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery" + ], + "install_type": "git-clone", + "description": "Prompt Visualization | Art Gallery\n[w/WARN: Installation requires 2GB of space, and it will involve a long download time.]" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-Animated-optical-illusions", + "id": "animated-optical-illusion", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Animated-optical-illusions", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Animated-optical-illusions" + ], + "install_type": "git-clone", + "description": "Animated optical illusions in ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-UltraEdit-ZHO", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-UltraEdit-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-UltraEdit-ZHO" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/UltraEdit](https://github.com/HaozheZhao/UltraEdit) (Diffusers) for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-DeepSeek-JanusPro", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DeepSeek-JanusPro", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DeepSeek-JanusPro" + ], + "install_type": "git-clone", + "description": "ComfyUI-DeepSeek-JanusPro" + }, + { + "author": "kenjiqq", + "title": "qq-nodes-comfyui", + "reference": "https://github.com/kenjiqq/qq-nodes-comfyui", + "files": [ + "https://github.com/kenjiqq/qq-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:Any List, Image Accumulator Start, Image Accumulator End, Load Lines From Text File, XY Grid Helper, Slice List, Axis To String/Int/Float/Model, ..." + }, + { + "author": "80sVectorz", + "title": "ComfyUI-Static-Primitives", + "reference": "https://github.com/80sVectorz/ComfyUI-Static-Primitives", + "files": [ + "https://github.com/80sVectorz/ComfyUI-Static-Primitives" + ], + "install_type": "git-clone", + "description": "Adds Static Primitives to ComfyUI. Mostly to work with reroute nodes" + }, + { + "author": "AbdullahAlfaraj", + "title": "Comfy-Photoshop-SD", + "reference": "https://github.com/AbdullahAlfaraj/Comfy-Photoshop-SD", + "files": [ + "https://github.com/AbdullahAlfaraj/Comfy-Photoshop-SD" + ], + "install_type": "git-clone", + "description": "Nodes: load Image with metadata, get config data, load image from base64 string, Load Loras From Prompt, Generate Latent Noise, Combine Two Latents Into Batch, General Purpose Controlnet Unit, ControlNet Script, Content Mask Latent, Auto-Photoshop-SD Seed, Expand and Blur the Mask" + }, + { + "author": "zhuanqianfish", + "title": "EasyCaptureNode for ComfyUI", + "reference": "https://github.com/zhuanqianfish/ComfyUI-EasyNode", + "files": [ + "https://github.com/zhuanqianfish/ComfyUI-EasyNode" + ], + "install_type": "git-clone", + "description": "Capture window content from other programs, easyway combined with LCM for real-time painting" + }, + { + "author": "discopixel-studio", + "title": "PhotoRoom Nodes by Discopixel", + "reference": "https://github.com/discopixel-studio/comfyui-discopixel", + "files": [ + "https://github.com/discopixel-studio/comfyui-discopixel" + ], + "install_type": "git-clone", + "description": "A small collection of custom nodes for use with ComfyUI, by [a/Discopixel](https://discopixel.studio)" + }, + { + "author": "zcfrank1st", + "title": "ComfyUI Yolov8", + "reference": "https://github.com/zcfrank1st/Comfyui-Yolov8", + "files": [ + "https://github.com/zcfrank1st/Comfyui-Yolov8" + ], + "install_type": "git-clone", + "description": "Nodes: Yolov8Detection, Yolov8Segmentation. Deadly simple yolov8 comfyui plugin" + }, + { + "author": "SoftMeng", + "title": "ComfyUI_Mexx_Styler", + "reference": "https://github.com/SoftMeng/ComfyUI_Mexx_Styler", + "files": [ + "https://github.com/SoftMeng/ComfyUI_Mexx_Styler" + ], + "install_type": "git-clone", + "description": "Nodes: ComfyUI Mexx Styler, ComfyUI Mexx Styler Advanced" + }, + { + "author": "SoftMeng", + "title": "ComfyUI_Mexx_Poster", + "reference": "https://github.com/SoftMeng/ComfyUI_Mexx_Poster", + "files": [ + "https://github.com/SoftMeng/ComfyUI_Mexx_Poster" + ], + "install_type": "git-clone", + "description": "Nodes: ComfyUI_Mexx_Poster" + }, + { + "author": "SoftMeng", + "title": "ComfyUI_ImageToText", + "reference": "https://github.com/SoftMeng/ComfyUI_ImageToText", + "files": [ + "https://github.com/SoftMeng/ComfyUI_ImageToText" + ], + "install_type": "git-clone", + "description": "Nodes: ComfyUI_ImageToText" + }, + { + "author": "SoftMeng", + "title": "ComfyUI-DeepCache-Fix", + "reference": "https://github.com/SoftMeng/ComfyUI-DeepCache-Fix", + "files": [ + "https://github.com/SoftMeng/ComfyUI-DeepCache-Fix" + ], + "install_type": "git-clone", + "description": "Accelerate ComfyUI Nodes for Faster Image Generation, Ensuring Consistency Pre and Post-Acceleration, Ideal for Bulk Image Production." + }, + { + "author": "SoftMeng", + "title": "ComfyUI-PIL", + "reference": "https://github.com/SoftMeng/ComfyUI-PIL", + "files": [ + "https://github.com/SoftMeng/ComfyUI-PIL" + ], + "install_type": "git-clone", + "description": "ComfyUI is proud to present a new plugin designed to enhance user experience through seamless integration with Pillow, the powerful fork of Python Imaging Library (PIL). This plugin offers a suite of basic image manipulation tools that are easy to use and integrate directly into the ComfyUI framework." + }, + { + "author": "wmatson", + "title": "easy-comfy-nodes", + "reference": "https://github.com/wmatson/easy-comfy-nodes", + "files": [ + "https://github.com/wmatson/easy-comfy-nodes" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes primarily for interacting with comfy via automated systems" + }, + { + "author": "DrJKL", + "title": "ComfyUI-Anchors", + "reference": "https://github.com/DrJKL/ComfyUI-Anchors", + "files": [ + "https://github.com/DrJKL/ComfyUI-Anchors" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension to add spatial anchors/waypoints to better navigate large workflows." + }, + { + "author": "vanillacode314", + "title": "Simple Wildcard", + "reference": "https://github.com/vanillacode314/SimpleWildcardsComfyUI", + "files": ["https://github.com/vanillacode314/SimpleWildcardsComfyUI"], + "install_type": "git-clone", + "pip": ["pipe"], + "description": "A simple wildcard node for ComfyUI. Can also be used a style prompt node." + }, + { + "author": "WebDev9000", + "title": "WebDev9000-Nodes", + "reference": "https://github.com/WebDev9000/WebDev9000-Nodes", + "files": [ + "https://github.com/WebDev9000/WebDev9000-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Ignore Braces, Settings Switch." + }, + { + "author": "Scholar01", + "title": "SComfyUI-Keyframe", + "reference": "https://github.com/Scholar01/ComfyUI-Keyframe", + "files": [ + "https://github.com/Scholar01/ComfyUI-Keyframe" + ], + "install_type": "git-clone", + "description": "set denoise strength for keyframe" + }, + { + "author": "Haoming02", + "title": "ComfyUI Old Photo Restoration", + "reference": "https://github.com/Haoming02/comfyui-old-photo-restoration", + "files": [ + "https://github.com/Haoming02/comfyui-old-photo-restoration" + ], + "install_type": "git-clone", + "description": "Perform Bringing-Old-Photos-Back-to-Life" + }, + { + "author": "Haoming02", + "title": "Diffusion CG", + "reference": "https://github.com/Haoming02/comfyui-diffusion-cg", + "files": [ + "https://github.com/Haoming02/comfyui-diffusion-cg" + ], + "install_type": "git-clone", + "description": "Color Grading for Stable Diffusion" + }, + { + "author": "Haoming02", + "title": "Prompt Format", + "reference": "https://github.com/Haoming02/comfyui-prompt-format", + "files": [ + "https://github.com/Haoming02/comfyui-prompt-format" + ], + "install_type": "git-clone", + "description": "Add a button that formats the prompts in textfields" + }, + { + "author": "Haoming02", + "title": "Clear Screen", + "reference": "https://github.com/Haoming02/comfyui-clear-screen", + "files": [ + "https://github.com/Haoming02/comfyui-clear-screen" + ], + "install_type": "git-clone", + "description": "Add a button that clears the console" + }, + { + "author": "Haoming02", + "title": "Menu Anchor", + "reference": "https://github.com/Haoming02/comfyui-menu-anchor", + "files": [ + "https://github.com/Haoming02/comfyui-menu-anchor" + ], + "install_type": "git-clone", + "description": "Snaps the menu to the corner automatically" + }, + { + "author": "Haoming02", + "title": "Tab Handler", + "reference": "https://github.com/Haoming02/comfyui-tab-handler", + "files": [ + "https://github.com/Haoming02/comfyui-tab-handler" + ], + "install_type": "git-clone", + "description": "Use the Tab key to switch between textfields" + }, + { + "author": "Haoming02", + "title": "Floodgate", + "reference": "https://github.com/Haoming02/comfyui-floodgate", + "files": [ + "https://github.com/Haoming02/comfyui-floodgate" + ], + "install_type": "git-clone", + "description": "A node that allows you to switch between execution flow" + }, + { + "author": "Haoming02", + "title": "Node Beautify", + "reference": "https://github.com/Haoming02/comfyui-node-beautify", + "files": [ + "https://github.com/Haoming02/comfyui-node-beautify" + ], + "install_type": "git-clone", + "description": "Add a button that formats the workflow graph" + }, + { + "author": "Haoming02", + "title": "ComfyUI ReSharpen", + "reference": "https://github.com/Haoming02/comfyui-resharpen", + "files": [ + "https://github.com/Haoming02/comfyui-resharpen" + ], + "install_type": "git-clone", + "description": "Manipulate the details of generations." + }, + { + "author": "bedovyy", + "title": "ComfyUI_NAIDGenerator", + "reference": "https://github.com/bedovyy/ComfyUI_NAIDGenerator", + "files": [ + "https://github.com/bedovyy/ComfyUI_NAIDGenerator" + ], + "install_type": "git-clone", + "description": "This extension helps generate images through NAI." + }, + { + "author": "bedovyy", + "title": "ComfyUI-LLM-Helper", + "reference": "https://github.com/bedovyy/ComfyUI-LLM-Helper", + "files": [ + "https://github.com/bedovyy/ComfyUI-LLM-Helper" + ], + "install_type": "git-clone", + "description": "A collection of helper nodes for working with LLM APIs in ComfyUI, intended to complement other LLM custom nodes." + }, + { + "author": "Off-Live", + "title": "ComfyUI-off-suite", + "reference": "https://github.com/Off-Live/ComfyUI-off-suite", + "files": [ + "https://github.com/Off-Live/ComfyUI-off-suite" + ], + "install_type": "git-clone", + "description": "Nodes:Image Crop Fit, OFF SEGS to Image, Crop Center wigh SEGS, Watermarking, GW Number Formatting Node." + }, + { + "author": "ningxiaoxiao", + "title": "comfyui-NDI", + "reference": "https://github.com/ningxiaoxiao/comfyui-NDI", + "files": [ + "https://github.com/ningxiaoxiao/comfyui-NDI" + ], + "pip": ["ndi-python"], + "install_type": "git-clone", + "description": "Real-time input output node for ComfyUI by NDI. Leveraging the powerful linking capabilities of NDI, you can access NDI video stream frames and send images generated by the model to NDI video streams." + }, + { + "author": "subtleGradient", + "title": "Touchpad two-finger gesture support for macOS", + "reference": "https://github.com/subtleGradient/TinkerBot-tech-for-ComfyUI-Touchpad", + "files": [ + "https://github.com/subtleGradient/TinkerBot-tech-for-ComfyUI-Touchpad" + ], + "install_type": "git-clone", + "description": "Two-finger scrolling (vertical and horizontal) to pan the canvas. Two-finger pinch to zoom in and out. Command-scroll up and down to zoom in and out. Fixes [a/comfyanonymous/ComfyUI#2059](https://github.com/comfyanonymous/ComfyUI/issues/2059)." + }, + { + "author": "zcfrank1st", + "title": "comfyui_visual_anagram", + "reference": "https://github.com/zcfrank1st/comfyui_visual_anagrams", + "files": [ + "https://github.com/zcfrank1st/comfyui_visual_anagrams" + ], + "install_type": "git-clone", + "description": "Nodes:visual_anagrams_sample, visual_anagrams_animate" + }, + { + "author": "Electrofried", + "title": "OpenAINode", + "reference": "https://github.com/Electrofried/ComfyUI-OpenAINode", + "files": [ + "https://github.com/Electrofried/ComfyUI-OpenAINode" + ], + "install_type": "git-clone", + "description": "A simply node for hooking in to openAI API based servers via comfyUI" + }, + { + "author": "AustinMroz", + "title": "SpliceTools", + "id": "splicetools", + "reference": "https://github.com/AustinMroz/ComfyUI-SpliceTools", + "files": [ + "https://github.com/AustinMroz/ComfyUI-SpliceTools" + ], + "install_type": "git-clone", + "description": "Experimental utility nodes with a focus on manipulation of noised latents" + }, + { + "author": "AustinMroz", + "title": "DynamicOversampling", + "id": "dynamic-oversampling", + "reference": "https://github.com/AustinMroz/ComfyUI-DynamicOversampling", + "files": [ + "https://github.com/AustinMroz/ComfyUI-DynamicOversampling" + ], + "install_type": "git-clone", + "description": "Nodes:DynamicSampler, MeasuredSampler, ResolveMaskPromise" + }, + { + "author": "AustinMroz", + "title": "ComfyUI-WorkflowCheckpointing", + "id": "workflowcheckpointing", + "reference": "https://github.com/AustinMroz/ComfyUI-WorkflowCheckpointing", + "files": [ + "https://github.com/AustinMroz/ComfyUI-WorkflowCheckpointing" + ], + "install_type": "git-clone", + "description": "Automatically creates checkpoints during workflow execution. If If an workflow is canceled or ComfyUI crashes mid-execution, then these checkpoints are used when the workflow is re-queued to resume execution with minimal progress loss." + }, + { + "author": "AustinMroz", + "title": "ComfyUI-MinCache", + "id": "comfyui-mincache", + "reference": "https://github.com/AustinMroz/ComfyUI-MinCache", + "files": [ + "https://github.com/AustinMroz/ComfyUI-MinCache" + ], + "install_type": "git-clone", + "description": "Modifies execution to minimize RAM at the cost of performance" + }, + { + "author": "11cafe", + "title": "ComfyUI Workspace Manager - Comfyspace", + "reference": "https://github.com/11cafe/comfyui-workspace-manager", + "files": [ + "https://github.com/11cafe/comfyui-workspace-manager" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for project management to centralize the management of all your workflows in one place. Seamlessly switch between workflows, create and update them within a single workspace, like Google Docs." + }, + { + "author": "knuknX", + "title": "ComfyUI-Image-Tools", + "reference": "https://github.com/knuknX/ComfyUI-Image-Tools", + "files": [ + "https://github.com/knuknX/ComfyUI-Image-Tools" + ], + "install_type": "git-clone", + "description": "Nodes:BatchImageResizeProcessor, SingleImagePathLoader, SingleImageUrlLoader" + }, + { + "author": "jtrue", + "title": "ComfyUI-JaRue", + "reference": "https://github.com/jtrue/ComfyUI-JaRue", + "files": [ + "https://github.com/jtrue/ComfyUI-JaRue" + ], + "nodename_pattern": "_jru$", + "install_type": "git-clone", + "description": "A collection of nodes powering a tensor oracle on a home network with automation" + }, + { + "author": "jtrue", + "title": "ComfyUI-WordEmbeddings", + "reference": "https://github.com/jtrue/ComfyUI-WordEmbeddings", + "files": [ + "https://github.com/jtrue/ComfyUI-WordEmbeddings" + ], + "nodename_pattern": "_jru$", + "install_type": "git-clone", + "description": "Word embedding utility nodes for ComfyUI. Load a pre-trained embedding model, explore neighbors, do analogies, and project any token/phrase onto 1D/2D/3D semantic axes with human‑readable summaries." + }, + { + "author": "jtrue", + "title": "ComfyUI-Rect", + "reference": "https://github.com/jtrue/ComfyUI-Rect", + "files": [ + "https://github.com/jtrue/ComfyUI-Rect" + ], + "install_type": "git-clone", + "description": "Interactive rectangle tools for ComfyUI: Select, Crop, Mask, Fill." + }, + { + "author": "filliptm", + "title": "ComfyUI_Fill-Nodes", + "reference": "https://github.com/filliptm/ComfyUI_Fill-Nodes", + "files": [ + "https://github.com/filliptm/ComfyUI_Fill-Nodes" + ], + "install_type": "git-clone", + "description": "Fill-Nodes is a versatile collection of custom nodes for ComfyUI that extends functionality across multiple domains. Features include advanced image processing (pixelation, slicing, masking), visual effects generation (glitch, halftone, pixel art), comprehensive file handling (PDF creation/extraction, Google Drive integration), AI model interfaces (GPT, DALL-E, Hugging Face), utility nodes for workflow enhancement, and specialized tools for video processing, captioning, and batch operations. The pack provides both practical workflow solutions and creative tools within a unified node collection." + }, + { + "author": "filliptm", + "title": "ComfyUI_FL-Trainer", + "reference": "https://github.com/filliptm/ComfyUI_FL-Trainer", + "files": [ + "https://github.com/filliptm/ComfyUI_FL-Trainer" + ], + "install_type": "git-clone", + "description": "Train Image Loras on both sd1.5 and SDXL. This repo git clones the pieces needed to train. It pops open a second terminal window do do the training. It will also display the inference samples in the node itself so you can track the results." + }, + { + "author": "filliptm", + "title": "ComfyUI_Fill-ChatterBox", + "reference": "https://github.com/filliptm/ComfyUI_Fill-ChatterBox", + "files": [ + "https://github.com/filliptm/ComfyUI_Fill-ChatterBox" + ], + "install_type": "git-clone", + "description": "Voice Clone and TTS model." + }, + { + "author": "filliptm", + "title": "ComfyUI_FL-Path-Animator", + "reference": "https://github.com/filliptm/ComfyUI_FL-Path-Animator", + "files": [ + "https://github.com/filliptm/ComfyUI_FL-Path-Animator" + ], + "install_type": "git-clone", + "description": "A standalone ComfyUI custom node for creating animated shapes that follow user-drawn paths." + }, + { + "author": "filliptm", + "title": "ComfyUI_FL-CosyVoice3", + "reference": "https://github.com/filliptm/ComfyUI_FL-CosyVoice3", + "files": [ + "https://github.com/filliptm/ComfyUI_FL-CosyVoice3" + ], + "install_type": "git-clone", + "description": "FL CosyVoice3 - Advanced Text-to-Speech nodes for ComfyUI. Features zero-shot voice cloning, cross-lingual synthesis, instruction-based control, and voice conversion using the CosyVoice3 model family. Supports 9 languages and 18+ Chinese dialects with automatic model downloading and caching." + }, + { + "author": "filliptm", + "title": "ComfyUI_FL-ClearVoice", + "reference": "https://github.com/filliptm/ComfyUI_FL-ClearVoice", + "files": [ + "https://github.com/filliptm/ComfyUI_FL-ClearVoice" + ], + "install_type": "git-clone", + "description": "FL ClearVoice - Audio enhancement nodes for ComfyUI. Features speech enhancement, super-resolution, denoising, and audio restoration using ClearVoice, Resemble-Enhance, and VoiceFixer models. Supports multiple backends with automatic model downloading." + }, + { + "author": "filliptm", + "title": "ComfyUI_FL-SongGen", + "reference": "https://github.com/filliptm/ComfyUI_FL-SongGen", + "files": [ + "https://github.com/filliptm/ComfyUI_FL-SongGen" + ], + "install_type": "git-clone", + "description": "FL Song Gen - AI-powered song generation nodes for ComfyUI. Generate complete songs with vocals and instrumentals from lyrics using Tencent's SongGeneration (LeVo) model. Features style transfer, auto style presets, dual-track output, and up to 4m30s song generation." + }, + { + "author": "filliptm", + "title": "ComfyUI-FL-DiffVSR", + "reference": "https://github.com/filliptm/ComfyUI-FL-DiffVSR", + "files": [ + "https://github.com/filliptm/ComfyUI-FL-DiffVSR" + ], + "install_type": "git-clone", + "description": "FL DiffVSR - Diffusion-based video super-resolution nodes for ComfyUI. Features 4x upscaling with temporal coherence using Stream-DiffVSR for smooth, artifact-free video enhancement. Supports text-guided upscaling, chunked processing for memory efficiency, and automatic model downloading from HuggingFace." + }, + { + "author": "zfkun", + "title": "ComfyUI_zfkun", + "reference": "https://github.com/zfkun/ComfyUI_zfkun", + "files": [ + "https://github.com/zfkun/ComfyUI_zfkun" + ], + "install_type": "git-clone", + "description": "A collection of nodes for common tools, including text preview, text translation (multi-platform, multi-language), image loader, webcamera capture." + }, + { + "author": "zcfrank1st", + "title": "Comfyui-Toolbox", + "reference": "https://github.com/zcfrank1st/Comfyui-Toolbox", + "files": [ + "https://github.com/zcfrank1st/Comfyui-Toolbox" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, including audio/video processing, file uploads, and AI image generation." + }, + { + "author": "talesofai", + "title": "ComfyUI Browser", + "reference": "https://github.com/talesofai/comfyui-browser", + "files": [ + "https://github.com/talesofai/comfyui-browser" + ], + "install_type": "git-clone", + "description": "This is an image/video/workflow browser and manager for ComfyUI. You could add image/video/workflow to collections and load it to ComfyUI. You will be able to use your collections everywhere." + }, + { + "author": "yolain", + "title": "ComfyUI Easy Use", + "reference": "https://github.com/yolain/ComfyUI-Easy-Use", + "files": [ + "https://github.com/yolain/ComfyUI-Easy-Use" + ], + "install_type": "git-clone", + "description": "To enhance the usability of ComfyUI, optimizations and integrations have been implemented for several commonly used nodes." + }, + { + "author": "yolain", + "title": "ComfyUI-Easy-DotsOCR", + "reference": "https://github.com/yolain/ComfyUI-Easy-DotsOCR", + "files": [ + "https://github.com/yolain/ComfyUI-Easy-DotsOCR" + ], + "install_type": "git-clone", + "description": "ComfyUI-Easy-DotsOCR is a custom node for ComfyUI that provides text extraction via the DotsOCR engine." + }, + { + "author": "yolain", + "title": "SaveVideoRGBA", + "reference": "https://github.com/yolain/SaveVideoRGBA", + "files": [ + "https://github.com/yolain/SaveVideoRGBA" + ], + "install_type": "git-clone", + "description": "Enhanced the comfyui savevideo node to support previewing and saving videos containing alpha channels." + }, + { + "author": "bruefire", + "title": "ComfyUI Sequential Image Loader", + "id": "comfyui-sq-imageloader", + "reference": "https://github.com/bruefire/ComfyUI-SeqImageLoader", + "files": [ + "https://github.com/bruefire/ComfyUI-SeqImageLoader" + ], + "install_type": "git-clone", + "description": "This is an extension node for ComfyUI that allows you to load frames from a video in bulk and perform masking and sketching on each frame through a GUI." + }, + { + "author": "mmaker", + "title": "mmaker/Color Enhance", + "reference": "https://git.mmaker.moe/mmaker/sd-webui-color-enhance", + "files": [ + "https://git.mmaker.moe/mmaker/sd-webui-color-enhance" + ], + "install_type": "git-clone", + "description": "Node: Color Enhance, Color Blend. This is the same algorithm GIMP/GEGL uses for color enhancement. The gist of this implementation is that it converts the color space to CIELCh(ab) and normalizes the chroma (or [colorfulness](https://en.wikipedia.org/wiki/Colorfulness)] component. Original source can be found in the link below." + }, + { + "author": "modusCell", + "title": "Preset Dimensions", + "reference": "https://github.com/modusCell/ComfyUI-dimension-node-modusCell", + "files": [ + "https://github.com/modusCell/ComfyUI-dimension-node-modusCell" + ], + "install_type": "git-clone", + "description": "Simple node for sharing latent image size between nodes. Preset dimensions for SD and XL." + }, + { + "author": "aria1th", + "title": "ComfyUI-LogicUtils", + "reference": "https://github.com/aria1th/ComfyUI-LogicUtils", + "files": [ + "https://github.com/aria1th/ComfyUI-LogicUtils" + ], + "install_type": "git-clone", + "description": "Logical Utils (compare, string, boolean operations) for ComfyUI" + }, + { + "author": "aria1th", + "title": "ComfyUI-Wildcards-rework", + "reference": "https://github.com/aria1th/ComfyUI-Wildcards-rework", + "files": [ + "https://github.com/aria1th/ComfyUI-Wildcards-rework" + ], + "install_type": "git-clone", + "description": "Powerful ComfyUI custom node for dynamic prompt generation using wildcards and bracket expressions, enabling infinite variations with weighted selection, multi-picks, and nested expansion support." + }, + { + "author": "MitoshiroPJ", + "title": "ComfyUI Nearsighted Attention", + "reference": "https://github.com/MitoshiroPJ/comfyui_nearsighted_attention", + "files": [ + "https://github.com/MitoshiroPJ/comfyui_nearsighted_attention" + ], + "install_type": "git-clone", + "description": "This node splits its self-attention Q to focus on nearby samples." + }, + { + "author": "MitoshiroPJ", + "title": "ComfyUI SaveImage SDLI", + "reference": "https://github.com/MitoshiroPJ/ComfyUI_save_image_sdli", + "files": [ + "https://github.com/MitoshiroPJ/ComfyUI_save_image_sdli" + ], + "install_type": "git-clone", + "description": "SDLI (Stable Diffusion Latents in Imagefile) is file format, that contains latents and lossy (decoded) image. Detailed format is written at [a/SDLI Tools](https://github.com/MitoshiroPJ/sdli_tools)." + }, + { + "author": "brianfitzgerald", + "title": "StyleAligned for ComfyUI", + "reference": "https://github.com/brianfitzgerald/style_aligned_comfy", + "files": [ + "https://github.com/brianfitzgerald/style_aligned_comfy" + ], + "install_type": "git-clone", + "description": "Implementation of the [a/StyleAligned](https://style-aligned-gen.github.io/) paper for ComfyUI. This node allows you to apply a consistent style to all images in a batch; by default it will use the first image in the batch as the style reference, forcing all other images to be consistent with it." + }, + { + "author": "deroberon", + "title": "demofusion-comfyui", + "id": "demofusion", + "reference": "https://github.com/deroberon/demofusion-comfyui", + "files": [ + "https://github.com/deroberon/demofusion-comfyui" + ], + "install_type": "git-clone", + "description": "The Demofusion Custom Node is a wrapper that adapts the work and implementation of the [a/DemoFusion](https://ruoyidu.github.io/demofusion/demofusion.html) technique created and implemented by Ruoyi Du to the Comfyui environment." + }, + { + "author": "deroberon", + "title": "StableZero123-comfyui", + "reference": "https://github.com/deroberon/StableZero123-comfyui", + "files": [ + "https://github.com/deroberon/StableZero123-comfyui" + ], + "install_type": "git-clone", + "description": "StableZero123 is a node wrapper that uses the model and technique provided [here](https://github.com/SUDO-AI-3D/zero123plus/). It uses the Zero123plus model to generate 3D views using just one image." + }, + { + "author": "glifxyz", + "title": "ComfyUI-GlifNodes", + "id": "glif", + "reference": "https://github.com/glifxyz/ComfyUI-GlifNodes", + "files": [ + "https://github.com/glifxyz/ComfyUI-GlifNodes" + ], + "install_type": "git-clone", + "description": "Custom set of nodes used by glif.app. With glif you can build mini apps that are powered by custom comfy workflows." + }, + { + "author": "concarne000", + "title": "ConCarneNode", + "reference": "https://github.com/concarne000/ConCarneNode", + "files": [ + "https://github.com/concarne000/ConCarneNode" + ], + "install_type": "git-clone", + "description": "Nodes:Bing Image Grabber, Zephyr chat, Hermes Chat" + }, + { + "author": "concarne000", + "title": "ComfyUI-Stacker", + "reference": "https://github.com/concarne000/ComfyUI-Stacker", + "files": [ + "https://github.com/concarne000/ComfyUI-Stacker" + ], + "install_type": "git-clone", + "description": "Simple stack push/pop style nodes for images, strings, integers and generic objects (image batches, latents, face models etc)" + }, + { + "author": "Aegis72", + "title": "AegisFlow Utility Nodes", + "id": "aegis", + "reference": "https://github.com/aegis72/aegisflow_utility_nodes", + "files": [ + "https://github.com/aegis72/aegisflow_utility_nodes" + ], + "install_type": "git-clone", + "description": "These nodes will be placed in comfyui/custom_nodes/aegisflow and contains the image passer (accepts an image as either wired or wirelessly, input and passes it through. Latent passer does the same for latents, and the Preprocessor chooser allows a passthrough image and 10 controlnets to be passed in AegisFlow Shima. The inputs on the Preprocessor chooser should not be renamed if you intend to accept image inputs wirelessly through UE nodes. It can be done, but the send node input regex for each controlnet preprocessor column must also be changed." + }, + { + "author": "Aegis72", + "title": "ComfyUI-styles-all", + "id": "styles-all", + "reference": "https://github.com/aegis72/comfyui-styles-all", + "files": [ + "https://github.com/aegis72/comfyui-styles-all" + ], + "install_type": "git-clone", + "description": "This is a straight clone of Azazeal04's all-in-one styler menu, which was removed from gh on Jan 21, 2024. I have made no changes to the files at all." + }, + { + "author": "glibsonoran", + "title": "Plush-for-ComfyUI", + "id": "plush", + "reference": "https://github.com/glibsonoran/Plush-for-ComfyUI", + "files": [ + "https://github.com/glibsonoran/Plush-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "A suite of nodes that includes: - Prompt enhancers/generators that employ remote AI services and local front-ends like: ChatGPT, Anthropic Claude, Groq, Gemini, LM Studio, Oobabooga, OpenRouter etc. - An Image Generator that uses Dall_e 3. - An image metadata extractor that extracts seed, prompt, cfg, size, denoise, etc from existing AI generated images and photo metadata (from exif data) from jpeg photographs. A tagger that appends text (tags) to the beginning, end and/or middle of a text block. Image and text multiplexer utilility. A text block remover that removes text between two named tags." + }, + { + "author": "vienteck", + "title": "ComfyUI-Chat-GPT-Integration", + "reference": "https://github.com/vienteck/ComfyUI-Chat-GPT-Integration", + "files": [ + "https://github.com/vienteck/ComfyUI-Chat-GPT-Integration" + ], + "install_type": "git-clone", + "description": "This extension is a reimagined version based on the [a/ComfyUI-QualityOfLifeSuit_Omar92](https://github.com/omar92/ComfyUI-QualityOfLifeSuit_Omar92) extension, and it supports integration with ChatGPT through the new OpenAI API.\nNOTE: See detailed installation instructions on the [a/repository](https://github.com/vienteck/ComfyUI-Chat-GPT-Integration)." + }, + { + "author": "MNeMoNiCuZ", + "title": "ComfyUI-mnemic-nodes", + "id": "comfyui-mnemic-nodes", + "reference": "https://github.com/MNeMoNiCuZ/ComfyUI-mnemic-nodes", + "files": [ + "https://github.com/MNeMoNiCuZ/ComfyUI-mnemic-nodes" + ], + "install_type": "git-clone", + "description": "Added Lora Loader - Tag node, originally by badjeff" + }, + { + "author": "AI2lab", + "title": "comfyUI-siliconflow-api-2lab", + "id": "siliconflow", + "reference": "https://github.com/AI2lab/comfyUI-siliconflow-api-2lab", + "files": [ + "https://github.com/AI2lab/comfyUI-siliconflow-api-2lab" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of siliconflow API for ComfyUI\nHow to use:apply api key in ：https://cloud.siliconflow.cn/\nadd api key in config.json" + }, + { + "author": "NimaNzrii", + "title": "comfyui-popup_preview", + "id": "popup-preview", + "reference": "https://github.com/NimaNzrii/comfyui-popup_preview", + "files": [ + "https://github.com/NimaNzrii/comfyui-popup_preview" + ], + "install_type": "git-clone", + "description": "popup preview for comfyui" + }, + { + "author": "NimaNzrii", + "title": "comfyui-photoshop", + "id": "comfy-photoshop", + "reference": "https://github.com/NimaNzrii/comfyui-photoshop", + "files": [ + "https://github.com/NimaNzrii/comfyui-photoshop" + ], + "install_type": "git-clone", + "description": "Powerfull bridge to Photoshop by NimaNzrii" + }, + { + "author": "Rui", + "title": "RUI-Nodes", + "id": "rui-nodes", + "reference": "https://github.com/rui40000/RUI-Nodes", + "files": [ + "https://github.com/rui40000/RUI-Nodes" + ], + "install_type": "git-clone", + "description": "Rui's workflow-specific custom node, written using GPT." + }, + { + "author": "dmarx", + "title": "ComfyUI-Keyframed", + "id": "keyframed", + "reference": "https://github.com/dmarx/ComfyUI-Keyframed", + "files": [ + "https://github.com/dmarx/ComfyUI-Keyframed" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to facilitate parameter/prompt keyframing using comfyui nodes for defining and manipulating parameter curves. Essentially provides a ComfyUI interface to the [a/keyframed](https://github.com/dmarx/keyframed) library." + }, + { + "author": "dmarx", + "title": "ComfyUI-AudioReactive", + "id": "audioreactive", + "reference": "https://github.com/dmarx/ComfyUI-AudioReactive", + "files": [ + "https://github.com/dmarx/ComfyUI-AudioReactive" + ], + "install_type": "git-clone", + "description": "porting audioreactivity pipeline from vktrs to comfyui." + }, + { + "author": "TripleHeadedMonkey", + "title": "ComfyUI_MileHighStyler", + "id": "milehighstyler", + "reference": "https://github.com/TripleHeadedMonkey/ComfyUI_MileHighStyler", + "files": [ + "https://github.com/TripleHeadedMonkey/ComfyUI_MileHighStyler" + ], + "install_type": "git-clone", + "description": "This extension provides various SDXL Prompt Stylers. See: [a/youtube](https://youtu.be/WBHI-2uww7o?si=dijvDaUI4nmx4VkF)" + }, + { + "author": "BennyKok", + "title": "ComfyUI Deploy", + "id": "comfyui-deploy", + "reference": "https://github.com/BennyKok/comfyui-deploy", + "files": [ + "https://github.com/BennyKok/comfyui-deploy" + ], + "install_type": "git-clone", + "description": "Open source comfyui deployment platform, a vercel for generative workflow infra." + }, + { + "author": "florestefano1975", + "title": "comfyui-portrait-master", + "id": "portrait-master", + "reference": "https://github.com/florestefano1975/comfyui-portrait-master", + "files": [ + "https://github.com/florestefano1975/comfyui-portrait-master" + ], + "install_type": "git-clone", + "description": "ComfyUI Portrait Master. A node designed to help AI image creators to generate prompts for human portraits." + }, + { + "author": "florestefano1975", + "title": "comfyui-prompt-composer", + "id": "prompt-composer", + "reference": "https://github.com/florestefano1975/comfyui-prompt-composer", + "files": [ + "https://github.com/florestefano1975/comfyui-prompt-composer" + ], + "install_type": "git-clone", + "description": "A suite of tools for prompt management. Combining nodes helps the user sequence strings for prompts, also creating logical groupings if necessary. Individual nodes can be chained together in any order." + }, + { + "author": "florestefano1975", + "title": "ComfyUI StabilityAI Suite", + "id": "sai-suite", + "reference": "https://github.com/florestefano1975/ComfyUI-StabilityAI-Suite", + "files": [ + "https://github.com/florestefano1975/ComfyUI-StabilityAI-Suite" + ], + "install_type": "git-clone", + "description": "This fork of the official StabilityAI repository contains a number of enhancements and implementations." + }, + { + "author": "florestefano1975", + "title": "ComfyUI HiDiffusion", + "id": "hidiffusion", + "reference": "https://github.com/florestefano1975/ComfyUI-HiDiffusion", + "files": [ + "https://github.com/florestefano1975/ComfyUI-HiDiffusion" + ], + "install_type": "git-clone", + "description": "Simple custom nodes for testing and use HiDiffusion technology: https://github.com/megvii-research/HiDiffusion/" + }, + { + "author": "florestefano1975", + "title": "Advanced Sequence Seed Generator", + "id": "adv-seq-seed-gen", + "reference": "https://github.com/florestefano1975/ComfyUI-Advanced-Sequence-Seed", + "files": [ + "https://github.com/florestefano1975/ComfyUI-Advanced-Sequence-Seed" + ], + "install_type": "git-clone", + "description": "A simple seed generator based on special number sequences: Fibonacci, Prime, Padovan, Triangular, Catalan, Pell, Lucas" + }, + { + "author": "florestefano1975", + "title": "ComfyUI-CogVideoX", + "id": "sf-cog-video-x", + "reference": "https://github.com/florestefano1975/ComfyUI-CogVideoX", + "files": [ + "https://github.com/florestefano1975/ComfyUI-CogVideoX" + ], + "install_type": "git-clone", + "description": "Experience the CogVideoX model on ComfyUI" + }, + { + "author": "mozman", + "title": "ComfyUI_mozman_nodes", + "id": "mozman-nodes", + "reference": "https://github.com/mozman/ComfyUI_mozman_nodes", + "files": [ + "https://github.com/mozman/ComfyUI_mozman_nodes" + ], + "install_type": "git-clone", + "description": "This extension provides styler nodes for SDXL.\n\nNOTE: Due to the dynamic nature of node name definitions, ComfyUI-Manager cannot recognize the node list from this extension. The Missing nodes and Badge features are not available for this extension." + }, + { + "author": "rcsaquino", + "title": "rcsaquino/comfyui-custom-nodes", + "id": "rcsaquino-nodes", + "reference": "https://github.com/rcsaquino/comfyui-custom-nodes", + "files": [ + "https://github.com/rcsaquino/comfyui-custom-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: VAE Processor, VAE Loader, Background Remover" + }, + { + "author": "rcfcu2000", + "title": "zhihuige-nodes-comfyui", + "id": "zhihuige-nodes", + "reference": "https://github.com/rcfcu2000/zhihuige-nodes-comfyui", + "files": [ + "https://github.com/rcfcu2000/zhihuige-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes: Combine ZHGMasks, Cover ZHGMasks, ZHG FaceIndex, ZHG SaveImage, ZHG SmoothEdge, ZHG GetMaskArea, ..." + }, + { + "author": "IDGallagher", + "title": "IG Interpolation Nodes", + "id": "ig-nodes", + "reference": "https://github.com/IDGallagher/ComfyUI-IG-Nodes", + "files": [ + "https://github.com/IDGallagher/ComfyUI-IG-Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes to aid in the exploration of Latent Space" + }, + { + "author": "IDGallagher", + "title": "ComfyUI-IG-Motion-I2V", + "id": "comfyui-ig-motion-i2v", + "reference": "https://github.com/IDGallagher/ComfyUI-IG-Motion-I2V", + "files": [ + "https://github.com/IDGallagher/ComfyUI-IG-Motion-I2V" + ], + "install_type": "git-clone", + "description": "ComfyUI adaptation of https://github.com/G-U-N/Motion-I2V" + }, + { + "author": "IDGallagher", + "title": "IG-Motion-Search", + "id": "motion-video-search", + "reference": "https://github.com/IDGallagher/MotionVideoSearch", + "files": [ + "https://github.com/IDGallagher/MotionVideoSearch" + ], + "install_type": "git-clone", + "description": "Nodes for searching videos by motion" + }, + { + "author": "violet-chen", + "title": "comfyui-psd2png", + "id": "psd2png", + "reference": "https://github.com/violet-chen/comfyui-psd2png", + "files": [ + "https://github.com/violet-chen/comfyui-psd2png" + ], + "install_type": "git-clone", + "description": "Nodes: Psd2Png." + }, + { + "author": "lldacing", + "title": "comfyui-easyapi-nodes", + "id": "easyapi", + "reference": "https://github.com/lldacing/comfyui-easyapi-nodes", + "files": [ + "https://github.com/lldacing/comfyui-easyapi-nodes" + ], + "install_type": "git-clone", + "description": "Provides some features and nodes related to API calls." + }, + { + "author": "lldacing", + "title": "ComfyUI_StableDelight_ll", + "id": "comfyui_stabledelight_ll", + "reference": "https://github.com/lldacing/ComfyUI_StableDelight_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_StableDelight_ll" + ], + "install_type": "git-clone", + "description": "StableDelight: Revealing Hidden Textures by Removing Specular Reflections" + }, + { + "author": "lldacing", + "title": "ComfyUI_StableHair_ll", + "id": "comfyui_stablehair_ll", + "reference": "https://github.com/lldacing/ComfyUI_StableHair_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_StableHair_ll" + ], + "install_type": "git-clone", + "description": "Hair transfer" + }, + { + "author": "lldacing", + "title": "ComfyUI_PuLID_Flux_ll", + "id": "comfyui_pulid_flux_ll", + "reference": "https://github.com/lldacing/ComfyUI_PuLID_Flux_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_PuLID_Flux_ll" + ], + "install_type": "git-clone", + "description": "The implementation for PuLID-Flux, support TeaCache, no model pollution." + }, + { + "author": "lldacing", + "title": "ComfyUI_BiRefNet_ll", + "reference": "https://github.com/lldacing/ComfyUI_BiRefNet_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_BiRefNet_ll" + ], + "install_type": "git-clone", + "description": "Sync with version of BiRefNet. NODES:AutoDownloadBiRefNetModel, LoadRembgByBiRefNetModel, RembgByBiRefNet." + }, + { + "author": "lldacing", + "title": "ComfyUI_Patches_ll", + "reference": "https://github.com/lldacing/ComfyUI_Patches_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_Patches_ll" + ], + "install_type": "git-clone", + "description": "Some patches for Flux|HunYuanVideo|LTXVideo etc, support TeaCache, PuLID, First Block Cache." + }, + { + "author": "lldacing", + "title": "ComfyUI_BEN_ll", + "reference": "https://github.com/lldacing/ComfyUI_BEN_ll", + "files": [ + "https://github.com/lldacing/ComfyUI_BEN_ll" + ], + "install_type": "git-clone", + "description": "Background removal based on BEN. NODES:LoadRembgByBenModel, RembgByBen, GetMaskByBen, RembgByBenAdvanced, BlurFusionForegroundEstimation." + }, + { + "author": "CosmicLaca", + "title": "Primere nodes for ComfyUI", + "id": "primere", + "reference": "https://github.com/CosmicLaca/ComfyUI_Primere_Nodes", + "files": [ + "https://github.com/CosmicLaca/ComfyUI_Primere_Nodes" + ], + "install_type": "git-clone", + "description": "This extension provides various utility nodes. Inputs(prompt, styles, dynamic, merger, ...), Outputs(style pile), Dashboard(selectors, loader, switch, ...), Networks(LORA, Embedding, Hypernetwork), Visuals(visual selectors, )" + }, + { + "author": "RenderRift", + "title": "ComfyUI-RenderRiftNodes", + "id": "renderrift", + "reference": "https://github.com/RenderRift/ComfyUI-RenderRiftNodes", + "files": [ + "https://github.com/RenderRift/ComfyUI-RenderRiftNodes" + ], + "install_type": "git-clone", + "description": "Nodes:RR_Date_Folder_Format, RR_Image_Metadata_Overlay, RR_VideoPathMetaExtraction, RR_DisplayMetaOptions. This extension provides nodes designed to enhance the Animatediff workflow." + }, + { + "author": "OpenArt-AI", + "title": "ComfyUI Assistant", + "id": "openart", + "reference": "https://github.com/OpenArt-AI/ComfyUI-Assistant", + "files": [ + "https://github.com/OpenArt-AI/ComfyUI-Assistant" + ], + "install_type": "git-clone", + "description": "ComfyUI Assistant is your one stop plugin for everything you need to get started with comfy-ui. Now it provides useful courses, tutorials, and basic templates." + }, + { + "author": "ttulttul", + "title": "ComfyUI Iterative Mixing Nodes", + "id": "itermix", + "reference": "https://github.com/ttulttul/ComfyUI-Iterative-Mixer", + "files": [ + "https://github.com/ttulttul/ComfyUI-Iterative-Mixer" + ], + "install_type": "git-clone", + "description": "Nodes to use Florence2 VLM for image vision tasks: object detection, captioning, segmentation and ocr" + }, + { + "author": "ttulttul", + "title": "ComfyUI-Tensor-Operations", + "id": "tensorop", + "reference": "https://github.com/ttulttul/ComfyUI-Tensor-Operations", + "files": [ + "https://github.com/ttulttul/ComfyUI-Tensor-Operations" + ], + "install_type": "git-clone", + "description": "This repo contains nodes for ComfyUI that implement some helpful operations on tensors, such as normalization." + }, + { + "author": "ttulttul", + "title": "ComfyUI Qwen Rectified Flow Tools", + "reference": "https://github.com/ttulttul/ComfyUI-FlowMatching-Inverter", + "files": [ + "https://github.com/ttulttul/ComfyUI-FlowMatching-Inverter" + ], + "install_type": "git-clone", + "description": "This custom node pack for ComfyUI provides a suite of advanced tools for performing 'invert-and-resample' workflows with Rectified Flow models like Qwen-VL. It allows you to take an existing image, convert it to a noisy latent using a guided inversion process, and then use that latent as a starting point to generate creative, high-quality variations." + }, + { + "author": "ttulttul", + "title": "ComfyUI-FlowMatching-Upscaler", + "reference": "https://github.com/ttulttul/ComfyUI-FlowMatching-Upscaler", + "files": [ + "https://github.com/ttulttul/ComfyUI-FlowMatching-Upscaler" + ], + "install_type": "git-clone", + "description": "Progressive upscaling node for flow-matching models that incrementally doubles resolution with flow-consistent re-noising, denoising, and skip residual blending to preserve composition." + }, + { + "author": "ttulttul", + "title": "Skoogeer-Noise", + "reference": "https://github.com/ttulttul/Skoogeer-Noise", + "files": [ + "https://github.com/ttulttul/Skoogeer-Noise" + ], + "install_type": "git-clone", + "description": "Noise, conditioning, and perturbation utility nodes for ComfyUI (procedural noise, mesh drag, latent channel stats preview)." + }, + { + "author": "ttulttul", + "title": "Better-Gemini", + "reference": "https://github.com/ttulttul/Better-Gemini", + "files": [ + "https://github.com/ttulttul/Better-Gemini" + ], + "install_type": "git-clone", + "description": "A better node for using Google Gemini models, supporting the latest API endpoints with a v3 ComfyUI node interface." + }, + { + "author": "ttulttul", + "title": "ComfyUI-Taylor-Attention", + "reference": "https://github.com/ttulttul/ComfyUI-Taylor-Attention", + "files": [ + "https://github.com/ttulttul/ComfyUI-Taylor-Attention" + ], + "install_type": "git-clone", + "description": "ComfyUI Taylor attention custom node" + }, + { + "author": "jitcoder", + "title": "LoraInfo", + "id": "lorainfo", + "reference": "https://github.com/jitcoder/lora-info", + "files": [ + "https://github.com/jitcoder/lora-info" + ], + "install_type": "git-clone", + "description": "Shows Lora information from CivitAI and outputs trigger words and example prompt" + }, + { + "author": "ceruleandeep", + "title": "ComfyUI LLaVA Captioner", + "id": "llava-captioner", + "reference": "https://github.com/ceruleandeep/ComfyUI-LLaVA-Captioner", + "files": [ + "https://github.com/ceruleandeep/ComfyUI-LLaVA-Captioner" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for chatting with your images. Runs on your own system, no external services used, no filter. Uses the [a/LLaVA multimodal LLM](https://llava-vl.github.io/) so you can give instructions or ask questions in natural language. It's maybe as smart as GPT3.5, and it can see." + }, + { + "author": "styler00dollar", + "title": "ComfyUI-sudo-latent-upscale", + "id": "sudo-latent-upscale", + "reference": "https://github.com/styler00dollar/ComfyUI-sudo-latent-upscale", + "files": [ + "https://github.com/styler00dollar/ComfyUI-sudo-latent-upscale" + ], + "install_type": "git-clone", + "description": "Directly upscaling inside the latent space. Model was trained for SD1.5 and drawn content. Might add new architectures or update models at some point. This took heavy inspriration from [city96/SD-Latent-Upscaler](https://github.com/city96/SD-Latent-Upscaler) and [Ttl/ComfyUi_NNLatentUpscale](https://github.com/Ttl/ComfyUi_NNLatentUpscale). " + }, + { + "author": "styler00dollar", + "title": "ComfyUI-deepcache", + "id": "deepcache", + "reference": "https://github.com/styler00dollar/ComfyUI-deepcache", + "files": [ + "https://github.com/styler00dollar/ComfyUI-deepcache" + ], + "install_type": "git-clone", + "description": "This extension provides nodes for [a/DeepCache: Accelerating Diffusion Models for Free](https://arxiv.org/abs/2312.00858)\nNOTE:Original code can be found [a/here](https://gist.github.com/laksjdjf/435c512bc19636e9c9af4ee7bea9eb86). Full credit to laksjdjf for sharing the code. " + }, + { + "author": "HarroweD and quadmoon", + "title": "Harrlogos Prompt Builder Node", + "id": "harrlogos-prompt-builder", + "reference": "https://github.com/NotHarroweD/Harronode", + "nodename_pattern": "Harronode", + "files": [ + "https://github.com/NotHarroweD/Harronode" + ], + "install_type": "git-clone", + "description": "Harronode is a custom node designed to build prompts easily for use with the Harrlogos SDXL LoRA. This Node simplifies the process of crafting prompts and makes all built in activation terms available at your fingertips." + }, + { + "author": "Limitex", + "title": "ComfyUI-Calculation", + "id": "calc", + "reference": "https://github.com/Limitex/ComfyUI-Calculation", + "files": [ + "https://github.com/Limitex/ComfyUI-Calculation" + ], + "install_type": "git-clone", + "description": "Nodes: Center Calculation. Improved Numerical Calculation for ComfyUI" + }, + { + "author": "Limitex", + "title": "ComfyUI-Diffusers", + "id": "diffusers", + "reference": "https://github.com/Limitex/ComfyUI-Diffusers", + "files": [ + "https://github.com/Limitex/ComfyUI-Diffusers" + ], + "install_type": "git-clone", + "description": "This extension enables the use of the diffuser pipeline in ComfyUI. It also includes nodes related to Stream Diffusion." + }, + { + "author": "aiXander", + "title": "Eden.art nodesuite", + "id": "eden", + "reference": "https://github.com/edenartlab/eden_comfy_pipelines", + "files": [ + "https://github.com/edenartlab/eden_comfy_pipelines" + ], + "install_type": "git-clone", + "description": "Maintained by Eden.art, this is a growing suite of custom nodes for building advanced pipelines." + }, + { + "author": "aiXander", + "title": "Eden.art LoRa Trainer", + "id": "eden-lora-trainer", + "reference": "https://github.com/edenartlab/sd-lora-trainer", + "files": [ + "https://github.com/edenartlab/sd-lora-trainer" + ], + "install_type": "git-clone", + "description": "Maintained by Eden.art, this is a very fast, well tuned trainer for SDXL and SD15" + }, + { + "author": "pkpk", + "title": "ComfyUI-SaveAVIF", + "id": "saveavif", + "reference": "https://github.com/pkpkTech/ComfyUI-SaveAVIF", + "files": [ + "https://github.com/pkpkTech/ComfyUI-SaveAVIF" + ], + "install_type": "git-clone", + "description": "A custom node on ComfyUI that saves images in AVIF format. Workflow can be loaded from images saved at this node." + }, + { + "author": "pkpkTech", + "title": "ComfyUI-ngrok", + "id": "ngrok", + "reference": "https://github.com/pkpkTech/ComfyUI-ngrok", + "files": [ + "https://github.com/pkpkTech/ComfyUI-ngrok" + ], + "install_type": "git-clone", + "description": "Use ngrok to allow external access to ComfyUI.\nNOTE: Need to manually modify a token inside the __init__.py file." + }, + { + "author": "pkpk", + "title": "ComfyUI-TemporaryLoader", + "id": "temploader", + "reference": "https://github.com/pkpkTech/ComfyUI-TemporaryLoader", + "files": [ + "https://github.com/pkpkTech/ComfyUI-TemporaryLoader" + ], + "install_type": "git-clone", + "description": "This is a custom node of ComfyUI that downloads and loads models from the input URL. The model is temporarily downloaded into memory and not saved to storage.\nThis could be useful when trying out models or when using various models on machines with limited storage. Since the model is downloaded into memory, expect higher memory usage than usual." + }, + { + "author": "pkpkTech", + "title": "ComfyUI-SaveQueues", + "id": "savequeues", + "reference": "https://github.com/pkpkTech/ComfyUI-SaveQueues", + "files": [ + "https://github.com/pkpkTech/ComfyUI-SaveQueues" + ], + "install_type": "git-clone", + "description": "Add a button to the menu to save and load the running queue and the pending queues.\nThis is intended to be used when you want to exit ComfyUI with queues still remaining." + }, + { + "author": "Crystian", + "title": "Crystools", + "id": "crytools", + "reference": "https://github.com/crystian/ComfyUI-Crystools", + "files": [ + "https://github.com/crystian/ComfyUI-Crystools" + ], + "nodename_pattern": " \\[Crystools\\]$", + "install_type": "git-clone", + "description": "With this suit, you can see the resources monitor, progress bar & time elapsed, metadata and compare between two images, compare between two JSONs, show any value to console/display, pipes, and more!\nThis provides better nodes to load/save images, previews, etc, and see \"hidden\" data without loading a new workflow." + }, + { + "author": "Crystian", + "title": "Crystools-save", + "id": "crytools-save", + "reference": "https://github.com/crystian/ComfyUI-Crystools-save", + "files": [ + "https://github.com/crystian/ComfyUI-Crystools-save" + ], + "install_type": "git-clone", + "description": "With this quality of life extension, you can save your workflow with a specific name and include additional details such as the author, a description, and the version (in metadata/json). Important: When you share your workflow (via png/json), others will be able to see your information!" + }, + { + "author": "Kangkang625", + "title": "ComfyUI-Paint-by-Example", + "id": "paint-by-example", + "reference": "https://github.com/Kangkang625/ComfyUI-paint-by-example", + "pip": ["diffusers"], + "files": [ + "https://github.com/Kangkang625/ComfyUI-paint-by-example" + ], + "install_type": "git-clone", + "description": "This repo is a simple implementation of [a/Paint-by-Example](https://github.com/Fantasy-Studio/Paint-by-Example) based on its [a/huggingface pipeline](https://huggingface.co/Fantasy-Studio/Paint-by-Example)." + }, + { + "author": "54rt1n", + "title": "ComfyUI-DareMerge", + "id": "daremerge", + "reference": "https://github.com/54rt1n/ComfyUI-DareMerge", + "files": [ + "https://github.com/54rt1n/ComfyUI-DareMerge" + ], + "install_type": "git-clone", + "description": "ComfyUI powertools for SD1.5 and SDXL model merging." + }, + { + "author": "an90ray", + "title": "ComfyUI_RErouter_CustomNodes", + "id": "rerouter", + "reference": "https://github.com/an90ray/ComfyUI_RErouter_CustomNodes", + "files": [ + "https://github.com/an90ray/ComfyUI_RErouter_CustomNodes" + ], + "install_type": "git-clone", + "description": "Nodes: RErouter, String (RE), Int (RE)" + }, + { + "author": "jesenzhang", + "title": "ComfyUI_StreamDiffusion", + "id": "streamdiffusion", + "reference": "https://github.com/jesenzhang/ComfyUI_StreamDiffusion", + "files": [ + "https://github.com/jesenzhang/ComfyUI_StreamDiffusion" + ], + "install_type": "git-clone", + "description": "This is a simple implementation StreamDiffusion(A Pipeline-Level Solution for Real-Time Interactive Generation) for ComfyUI" + }, + { + "author": "ai-liam", + "title": "LiamUtil (single node)", + "id": "liam-util-single", + "reference": "https://github.com/ai-liam/comfyui_liam_util", + "files": [ + "https://github.com/ai-liam/comfyui_liam_util" + ], + "install_type": "git-clone", + "description": "Nodes: LiamLoadImage. This node provides the capability to load images from a URL." + }, + { + "author": "ai-liam", + "title": "LiamUtil", + "id": "liam-util", + "reference": "https://github.com/ai-liam/comfyui-liam", + "files": [ + "https://github.com/ai-liam/comfyui-liam" + ], + "install_type": "git-clone", + "description": "Nodes: LiamLibLoadImage, LiamLibImageToGray, LiamLibSaveImg, LiamLibFillImage, PreviewReliefImage, GetBetterDepthImage, LiamLibSaveText" + }, + { + "author": "Ryuukeisyou", + "title": "comfyui_face_parsing", + "id": "face-parsing", + "reference": "https://github.com/Ryuukeisyou/comfyui_face_parsing", + "files": [ + "https://github.com/Ryuukeisyou/comfyui_face_parsing" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for ComfyUI. The nodes utilize the [a/face parsing model](https://huggingface.co/jonathandinu/face-parsing) to provide detailed segmantation of face. To improve face segmantation accuracy, [a/yolov8 face model](https://huggingface.co/Bingsu/adetailer/) is used to first extract face from an image. There are also auxiliary nodes for image and mask processing. A guided filter is also provided for skin smoothing." + }, + { + "author": "Ryuukeisyou", + "title": "ComfyUI-SyncTalk", + "id": "synctalk", + "reference": "https://github.com/Ryuukeisyou/ComfyUI-SyncTalk", + "files": [ + "https://github.com/Ryuukeisyou/ComfyUI-SyncTalk" + ], + "install_type": "git-clone", + "description": "ComfyUI implemntation for [a/SyncTalk](https://github.com/ZiqiaoPeng/SyncTalk)" + }, + { + "author": "tocubed", + "title": "ComfyUI-AudioReactor", + "id": "audioreactor", + "reference": "https://github.com/tocubed/ComfyUI-AudioReactor", + "files": [ + "https://github.com/tocubed/ComfyUI-AudioReactor" + ], + "install_type": "git-clone", + "description": "Nodes: Shadertoy, Load Audio (from Path), Audio Frame Transform (Shadertoy), Audio Frame Transform (Beats)" + }, + { + "author": "tocubed", + "title": "ComfyUI-EvTexture", + "reference": "https://github.com/tocubed/ComfyUI-EvTexture", + "files": [ + "https://github.com/tocubed/ComfyUI-EvTexture" + ], + "install_type": "git-clone", + "description": "Wrapper for EvTexture Video Upscaler: [a/https://github.com/DachunKai/EvTexture](https://github.com/DachunKai/EvTexture)" + }, + { + "author": "ntc-ai", + "title": "ComfyUI - Apply LoRA Stacker with DARE", + "reference": "https://github.com/ntc-ai/ComfyUI-DARE-LoRA-Merge", + "files": [ + "https://github.com/ntc-ai/ComfyUI-DARE-LoRA-Merge" + ], + "install_type": "git-clone", + "description": "An experiment about combining multiple LoRAs with [a/DARE](https://arxiv.org/pdf/2311.03099.pdf)" + }, + { + "author": "wwwins", + "title": "ComfyUI-Simple-Aspect-Ratio", + "reference": "https://github.com/wwwins/ComfyUI-Simple-Aspect-Ratio", + "files": [ + "https://github.com/wwwins/ComfyUI-Simple-Aspect-Ratio" + ], + "install_type": "git-clone", + "description": "Nodes:SimpleAspectRatio" + }, + { + "author": "ownimage", + "title": "ComfyUI-ownimage", + "reference": "https://github.com/ownimage/ComfyUI-ownimage", + "files": [ + "https://github.com/ownimage/ComfyUI-ownimage" + ], + "install_type": "git-clone", + "description": "Nodes:Caching Image Loader." + }, + { + "author": "Ryuukeisyou", + "title": "comfyui_io_helpers", + "reference": "https://github.com/Ryuukeisyou/comfyui_io_helpers", + "files": [ + "https://github.com/Ryuukeisyou/comfyui_io_helpers" + ], + "install_type": "git-clone", + "description": "Nodes:ImageLoadFromBase64, ImageLoadByPath, ImageLoadAsMaskByPath, ImageSaveToPath, ImageSaveAsBase64, VHSFileNamesToStrings(IOHelpers)." + }, + { + "author": "flowtyone", + "title": "ComfyUI-Flowty-LDSR", + "reference": "https://github.com/flowtyone/ComfyUI-Flowty-LDSR", + "files": [ + "https://github.com/flowtyone/ComfyUI-Flowty-LDSR" + ], + "install_type": "git-clone", + "description": "This is a custom node that lets you take advantage of Latent Diffusion Super Resolution (LDSR) models inside ComfyUI." + }, + { + "author": "flowtyone", + "title": "ComfyUI-Flowty-TripoSR", + "reference": "https://github.com/flowtyone/ComfyUI-Flowty-TripoSR", + "files": [ + "https://github.com/flowtyone/ComfyUI-Flowty-TripoSR" + ], + "install_type": "git-clone", + "description": "This is a custom node that lets you use TripoSR right from ComfyUI.\n[a/TripoSR](https://github.com/VAST-AI-Research/TripoSR) is a state-of-the-art open-source model for fast feedforward 3D reconstruction from a single image, collaboratively developed by Tripo AI and Stability AI. (TL;DR it creates a 3d model from an image.)" + }, + { + "author": "flowtyone", + "title": "ComfyUI-Flowty-CRM", + "reference": "https://github.com/flowtyone/ComfyUI-Flowty-CRM", + "files": [ + "https://github.com/flowtyone/ComfyUI-Flowty-CRM" + ], + "install_type": "git-clone", + "description": "This is a custom node that lets you use Convolutional Reconstruction Models right from ComfyUI.\n[a/CRM](https://ml.cs.tsinghua.edu.cn/~zhengyi/CRM/) is a high-fidelity feed-forward single image-to-3D generative model." + }, + { + "author": "massao000", + "title": "ComfyUI_aspect_ratios", + "reference": "https://github.com/massao000/ComfyUI_aspect_ratios", + "files": [ + "https://github.com/massao000/ComfyUI_aspect_ratios" + ], + "install_type": "git-clone", + "description": "Aspect ratio selector for ComfyUI based on [a/sd-webui-ar](https://github.com/alemelis/sd-webui-ar?tab=readme-ov-file)." + }, + { + "author": "SiliconFlow", + "title": "OneDiff Nodes", + "id": "onddiff", + "reference": "https://github.com/siliconflow/onediff_comfy_nodes", + "files": [ + "https://github.com/siliconflow/onediff_comfy_nodes" + ], + "install_type": "git-clone", + "description": "[a/Onediff](https://github.com/siliconflow/onediff) ComfyUI Nodes." + }, + { + "author": "hinablue", + "title": "ComfyUI 3D Pose Editor", + "id": "3d-pose-editor", + "reference": "https://github.com/hinablue/ComfyUI_3dPoseEditor", + "files": [ + "https://github.com/hinablue/ComfyUI_3dPoseEditor" + ], + "install_type": "git-clone", + "description": "Nodes:3D Pose Editor" + }, + { + "author": "chaojie", + "title": "ComfyUI-CameraCtrl-Wrapper", + "id": "cameractrl-wrapper", + "reference": "https://github.com/chaojie/ComfyUI-CameraCtrl-Wrapper", + "files": [ + "https://github.com/chaojie/ComfyUI-CameraCtrl-Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI-CameraCtrl-Wrapper" + }, + { + "author": "chaojie", + "title": "ComfyUI-EasyAnimate", + "id": "easyanimate", + "reference": "https://github.com/chaojie/ComfyUI-EasyAnimate", + "files": [ + "https://github.com/chaojie/ComfyUI-EasyAnimate" + ], + "install_type": "git-clone", + "description": "ComfyUI-EasyAnimate" + }, + { + "author": "chaojie", + "title": "ComfyUI_StreamingT2V", + "id": "streamingt2v", + "reference": "https://github.com/chaojie/ComfyUI_StreamingT2V", + "files": [ + "https://github.com/chaojie/ComfyUI_StreamingT2V" + ], + "install_type": "git-clone", + "description": "ComfyUI_StreamingT2V" + }, + { + "author": "chaojie", + "title": "ComfyUI-Open-Sora-Plan", + "id": "opensora-plan", + "reference": "https://github.com/chaojie/ComfyUI-Open-Sora-Plan", + "files": [ + "https://github.com/chaojie/ComfyUI-Open-Sora-Plan" + ], + "install_type": "git-clone", + "description": "ComfyUI node for [a/Open-Sora-Plan](https://github.com/PKU-YuanGroup/Open-Sora-Plan)" + }, + { + "author": "chaojie", + "title": "ComfyUI-MuseTalk", + "id": "musetalk-chaojie", + "reference": "https://github.com/chaojie/ComfyUI-MuseTalk", + "files": [ + "https://github.com/chaojie/ComfyUI-MuseTalk" + ], + "install_type": "git-clone", + "description": "ComfyUI MuseTalk" + }, + { + "author": "chaojie", + "title": "ComfyUI-MuseV", + "id": "musev", + "reference": "https://github.com/chaojie/ComfyUI-MuseV", + "files": [ + "https://github.com/chaojie/ComfyUI-MuseV" + ], + "install_type": "git-clone", + "description": "ComfyUI MuseV" + }, + { + "author": "chaojie", + "title": "ComfyUI-AniPortrait", + "id": "aniportrait", + "reference": "https://github.com/chaojie/ComfyUI-AniPortrait", + "files": [ + "https://github.com/chaojie/ComfyUI-AniPortrait" + ], + "install_type": "git-clone", + "description": "ComfyUI [a/AniPortrait](https://github.com/Zejun-Yang/AniPortrait)" + }, + { + "author": "chaojie", + "title": "ComfyUI-Img2Img-Turbo", + "id": "img2img-turbo", + "reference": "https://github.com/chaojie/ComfyUI-Img2Img-Turbo", + "files": [ + "https://github.com/chaojie/ComfyUI-Img2Img-Turbo" + ], + "install_type": "git-clone", + "description": "ComfyUI Img2Img-Turbo" + }, + { + "author": "chaojie", + "title": "ComfyUI-Champ", + "id": "champ", + "reference": "https://github.com/chaojie/ComfyUI-Champ", + "files": [ + "https://github.com/chaojie/ComfyUI-Champ" + ], + "install_type": "git-clone", + "description": "ComfyUI Champ" + }, + { + "author": "chaojie", + "title": "ComfyUI-Open-Sora", + "id": "opensora", + "reference": "https://github.com/chaojie/ComfyUI-Open-Sora", + "files": [ + "https://github.com/chaojie/ComfyUI-Open-Sora" + ], + "install_type": "git-clone", + "description": "ComfyUI Open Sora\nNOTE:only supports Linux now" + }, + { + "author": "chaojie", + "title": "ComfyUI-Trajectory", + "id": "trajectory", + "reference": "https://github.com/chaojie/ComfyUI-Trajectory", + "files": [ + "https://github.com/chaojie/ComfyUI-Trajectory" + ], + "install_type": "git-clone", + "description": "ComfyUI Trajectory" + }, + { + "author": "chaojie", + "title": "ComfyUI-dust3r", + "id": "dust3r", + "reference": "https://github.com/chaojie/ComfyUI-dust3r", + "files": [ + "https://github.com/chaojie/ComfyUI-dust3r" + ], + "install_type": "git-clone", + "description": "ComfyUI dust3r" + }, + { + "author": "chaojie", + "title": "ComfyUI-Gemma", + "id": "gamma", + "reference": "https://github.com/chaojie/ComfyUI-Gemma", + "files": [ + "https://github.com/chaojie/ComfyUI-Gemma" + ], + "install_type": "git-clone", + "description": "ComfyUI Gemma" + }, + { + "author": "chaojie", + "title": "ComfyUI-DynamiCrafter", + "id": "dynamicrafter-chaojie", + "reference": "https://github.com/chaojie/ComfyUI-DynamiCrafter", + "files": [ + "https://github.com/chaojie/ComfyUI-DynamiCrafter" + ], + "install_type": "git-clone", + "description": "Better Dynamic, Higher Resolution, and Stronger Coherence!" + }, + { + "author": "chaojie", + "title": "ComfyUI-Panda3d", + "id": "panda3d", + "reference": "https://github.com/chaojie/ComfyUI-Panda3d", + "files": [ + "https://github.com/chaojie/ComfyUI-Panda3d" + ], + "install_type": "git-clone", + "description": "ComfyUI 3d engine" + }, + { + "author": "chaojie", + "title": "ComfyUI-Pymunk", + "id": "pymunk", + "reference": "https://github.com/chaojie/ComfyUI-Pymunk", + "files": [ + "https://github.com/chaojie/ComfyUI-Pymunk" + ], + "install_type": "git-clone", + "description": "Pymunk is a easy-to-use pythonic 2d physics library that can be used whenever you need 2d rigid body physics from Python" + }, + { + "author": "chaojie", + "title": "ComfyUI-MotionCtrl", + "id": "motionctrl", + "reference": "https://github.com/chaojie/ComfyUI-MotionCtrl", + "files": [ + "https://github.com/chaojie/ComfyUI-MotionCtrl" + ], + "install_type": "git-clone", + "description": "Nodes: Download the weights of MotionCtrl [a/motionctrl.pth](https://huggingface.co/TencentARC/MotionCtrl/blob/main/motionctrl.pth) and put it to ComfyUI/models/checkpoints" + }, + { + "author": "chaojie", + "title": "ComfyUI-Motion-Vector-Extractor", + "id": "motion-vector-extractor", + "reference": "https://github.com/chaojie/ComfyUI-Motion-Vector-Extractor", + "files": [ + "https://github.com/chaojie/ComfyUI-Motion-Vector-Extractor" + ], + "install_type": "git-clone", + "description": "Nodes: that we currently provide the package only for x86-64 linux, such as Ubuntu or Debian, and Python 3.8, 3.9, and 3.10." + }, + { + "author": "chaojie", + "title": "ComfyUI-MotionCtrl-SVD", + "id": "motionctrl-svd", + "reference": "https://github.com/chaojie/ComfyUI-MotionCtrl-SVD", + "files": [ + "https://github.com/chaojie/ComfyUI-MotionCtrl-SVD" + ], + "install_type": "git-clone", + "description": "Nodes: Download the weights of MotionCtrl-SVD [a/motionctrl_svd.ckpt](https://huggingface.co/TencentARC/MotionCtrl/blob/main/motionctrl_svd.ckpt) and put it to ComfyUI/models/checkpoints" + }, + { + "author": "chaojie", + "title": "ComfyUI-DragAnything", + "id": "draganything", + "reference": "https://github.com/chaojie/ComfyUI-DragAnything", + "files": [ + "https://github.com/chaojie/ComfyUI-DragAnything" + ], + "install_type": "git-clone", + "description": "DragAnything" + }, + { + "author": "chaojie", + "title": "ComfyUI-DragNUWA", + "id": "dragnuwa", + "reference": "https://github.com/chaojie/ComfyUI-DragNUWA", + "files": [ + "https://github.com/chaojie/ComfyUI-DragNUWA" + ], + "install_type": "git-clone", + "description": "Nodes: Download the weights of DragNUWA [a/drag_nuwa_svd.pth](https://drive.google.com/file/d/1Z4JOley0SJCb35kFF4PCc6N6P1ftfX4i/view) and put it to ComfyUI/models/checkpoints/drag_nuwa_svd.pth\n[w/Due to changes in the torch package and versions of many other packages, it may disrupt your installation environment.]" + }, + { + "author": "chaojie", + "title": "ComfyUI-Moore-AnimateAnyone", + "id": "moore-animateanyone", + "reference": "https://github.com/chaojie/ComfyUI-Moore-AnimateAnyone", + "files": [ + "https://github.com/chaojie/ComfyUI-Moore-AnimateAnyone" + ], + "install_type": "git-clone", + "description": "Nodes: Run python tools/download_weights.py first to download weights automatically" + }, + { + "author": "chaojie", + "title": "ComfyUI-I2VGEN-XL", + "id": "i2vgen-xl", + "reference": "https://github.com/chaojie/ComfyUI-I2VGEN-XL", + "files": [ + "https://github.com/chaojie/ComfyUI-I2VGEN-XL" + ], + "install_type": "git-clone", + "description": "This is an implementation of [a/i2vgen-xl](https://github.com/ali-vilab/i2vgen-xl)" + }, + { + "author": "chaojie", + "title": "ComfyUI-LightGlue", + "id": "lightglue", + "reference": "https://github.com/chaojie/ComfyUI-LightGlue", + "files": [ + "https://github.com/chaojie/ComfyUI-LightGlue" + ], + "install_type": "git-clone", + "description": "This is an ComfyUI implementation of LightGlue to generate motion brush" + }, + { + "author": "chaojie", + "title": "ComfyUI-RAFT", + "id": "raft", + "reference": "https://github.com/chaojie/ComfyUI-RAFT", + "files": [ + "https://github.com/chaojie/ComfyUI-RAFT" + ], + "install_type": "git-clone", + "description": "This is an ComfyUI implementation of RAFT to generate motion brush" + }, + { + "author": "chaojie", + "title": "ComfyUI-LaVIT", + "id": "lavit", + "reference": "https://github.com/chaojie/ComfyUI-LaVIT", + "files": [ + "https://github.com/chaojie/ComfyUI-LaVIT" + ], + "install_type": "git-clone", + "description": "Nodes:VideoLaVITLoader, VideoLaVITT2V, VideoLaVITI2V, VideoLaVITI2VLong, VideoLaVITT2VLong, VideoLaVITI2I" + }, + { + "author": "chaojie", + "title": "ComfyUI-SimDA", + "id": "simda", + "reference": "https://github.com/chaojie/ComfyUI-SimDA", + "files": [ + "https://github.com/chaojie/ComfyUI-SimDA" + ], + "install_type": "git-clone", + "description": "Nodes:SimDATrain, SimDALoader, SimDARun, VHS_FILENAMES_STRING_SimDA" + }, + { + "author": "chaojie", + "title": "ComfyUI-Video-Editing-X-Attention", + "id": "video-editing-x-attention", + "reference": "https://github.com/chaojie/ComfyUI-Video-Editing-X-Attention", + "files": [ + "https://github.com/chaojie/ComfyUI-Video-Editing-X-Attention" + ], + "install_type": "git-clone", + "description": "Investigating the Effectiveness of Cross Attention to Unlock Zero-Shot Editing of Text-to-Video Diffusion Models" + }, + { + "author": "alexopus", + "title": "ComfyUI Image Saver", + "id": "comfyui-image-saver", + "reference": "https://github.com/alexopus/ComfyUI-Image-Saver", + "files": [ + "https://github.com/alexopus/ComfyUI-Image-Saver" + ], + "install_type": "git-clone", + "description": "Allows you to save images with their generation metadata compatible with Civitai. Works with png, jpeg and webp. Stores LoRAs, models and embeddings hashes for resource recognition." + }, + { + "author": "alexopus", + "title": "ComfyUI Notes Sidebar", + "reference": "https://github.com/alexopus/ComfyUI-Notes-Sidebar", + "files": [ + "https://github.com/alexopus/ComfyUI-Notes-Sidebar" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that adds a notes sidebar for managing notes" + }, + { + "author": "kft334", + "title": "Knodes", + "id": "knodes", + "reference": "https://github.com/kft334/Knodes", + "files": [ + "https://github.com/kft334/Knodes" + ], + "install_type": "git-clone", + "description": "Nodes: Image(s) To Websocket (Base64), Load Image (Base64),Load Images (Base64)" + }, + { + "author": "MrForExample", + "title": "ComfyUI-3D-Pack", + "id": "3dpack", + "reference": "https://github.com/MrForExample/ComfyUI-3D-Pack", + "files": [ + "https://github.com/MrForExample/ComfyUI-3D-Pack" + ], + "nodename_pattern": "^\\[Comfy3D\\]", + "install_type": "git-clone", + "description": "Make 3D assets generation in ComfyUI good and convenient as it generates image/video!\nThis is an extensive node suite that enables ComfyUI to process 3D inputs (Mesh & UV Texture, etc.) using cutting edge algorithms (3DGS, NeRF, etc.) and models (InstantMesh, CRM, TripoSR, etc.)\nNOTE: Pre-built python wheels can manually download from [a/https://github.com/MrForExample/Comfy3D_Pre_Builds](https://github.com/MrForExample/Comfy3D_Pre_Builds) if automatic install failed" + }, + { + "author": "Mr.ForExample", + "title": "ComfyUI-AnimateAnyone-Evolved", + "id": "animateanyone-evolved", + "reference": "https://github.com/MrForExample/ComfyUI-AnimateAnyone-Evolved", + "files": [ + "https://github.com/MrForExample/ComfyUI-AnimateAnyone-Evolved" + ], + "nodename_pattern": "^\\[AnimateAnyone\\]", + "install_type": "git-clone", + "description": "Improved AnimateAnyone implementation that allows you to use the opse image sequence and reference image to generate stylized video.\nThe current goal of this project is to achieve desired pose2video result with 1+FPS on GPUs that are equal to or better than RTX 3080!🚀\n[w/The torch environment may be compromised due to version issues as some torch-related packages are being reinstalled.]" + }, + { + "author": "tzwm", + "title": "ComfyUI Profiler", + "reference": "https://github.com/tzwm/comfyui-profiler", + "files": [ + "https://github.com/tzwm/comfyui-profiler" + ], + "install_type": "git-clone", + "description": "Calculate the execution time of all nodes." + }, + { + "author": "Daniel Lewis", + "title": "ComfyUI-Llama", + "reference": "https://github.com/daniel-lewis-ab/ComfyUI-Llama", + "files": [ + "https://github.com/daniel-lewis-ab/ComfyUI-Llama" + ], + "install_type": "git-clone", + "description": "This is a set of nodes to interact with llama-cpp-python" + }, + { + "author": "Daniel Lewis", + "title": "ComfyUI-TTS", + "reference": "https://github.com/daniel-lewis-ab/ComfyUI-TTS", + "files": [ + "https://github.com/daniel-lewis-ab/ComfyUI-TTS" + ], + "install_type": "git-clone", + "description": "Text To Speech (TTS) for ComfyUI" + }, + { + "author": "djbielejeski", + "title": "a-person-mask-generator", + "reference": "https://github.com/djbielejeski/a-person-mask-generator", + "files": [ + "https://github.com/djbielejeski/a-person-mask-generator" + ], + "install_type": "git-clone", + "description": "Extension for Automatic1111 and ComfyUI to automatically create masks for Background/Hair/Body/Face/Clothes in Img2Img" + }, + { + "author": "smagnetize", + "title": "kb-comfyui-nodes", + "reference": "https://github.com/smagnetize/kb-comfyui-nodes", + "files": [ + "https://github.com/smagnetize/kb-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:SingleImageDataUrlLoader" + }, + { + "author": "glowcone", + "title": "Load Image From Base64 URI", + "reference": "https://github.com/glowcone/comfyui-base64-to-image", + "files": [ + "https://github.com/glowcone/comfyui-base64-to-image" + ], + "install_type": "git-clone", + "description": "Nodes: LoadImageFromBase64. Loads an image and its transparency mask from a base64-encoded data URI for easy API connection." + }, + { + "author": "glowcone", + "title": "String Converter", + "reference": "https://github.com/glowcone/comfyui-string-converter", + "files": [ + "https://github.com/glowcone/comfyui-string-converter" + ], + "install_type": "git-clone", + "description": "Nodes: Convert String To Int, Convert String To Float" + }, + { + "author": "AInseven", + "title": "ComfyUI-fastblend", + "reference": "https://github.com/AInseven/ComfyUI-fastblend", + "files": [ + "https://github.com/AInseven/ComfyUI-fastblend" + ], + "install_type": "git-clone", + "description": "fastblend for comfyui, and other nodes that I write for video2video. rebatch image, my openpose" + }, + { + "author": "HebelHuber", + "title": "comfyui-enhanced-save-node", + "reference": "https://github.com/HebelHuber/comfyui-enhanced-save-node", + "files": [ + "https://github.com/HebelHuber/comfyui-enhanced-save-node" + ], + "install_type": "git-clone", + "description": "Nodes:Enhanced Save Node" + }, + { + "author": "LarryJane491", + "title": "Lora-Training-in-Comfy", + "reference": "https://github.com/LarryJane491/Lora-Training-in-Comfy", + "files": [ + "https://github.com/LarryJane491/Lora-Training-in-Comfy" + ], + "install_type": "git-clone", + "description": "If you see this message, your ComfyUI-Manager is outdated.\nRecent channel provides only the list of the latest nodes. If you want to find the complete node list, please go to the Default channel.\nMaking LoRA has never been easier!" + }, + { + "author": "LarryJane491", + "title": "Image-Captioning-in-ComfyUI", + "reference": "https://github.com/LarryJane491/Image-Captioning-in-ComfyUI", + "files": [ + "https://github.com/LarryJane491/Image-Captioning-in-ComfyUI" + ], + "install_type": "git-clone", + "description": "The LoRA Caption custom nodes, just like their name suggests, allow you to caption images so they are ready for LoRA training." + }, + { + "author": "Layer-norm", + "title": "Comfyui lama remover", + "reference": "https://github.com/Layer-norm/comfyui-lama-remover", + "files": [ + "https://github.com/Layer-norm/comfyui-lama-remover" + ], + "install_type": "git-clone", + "description": "A very simple ComfyUI node to remove item with mask." + }, + { + "author": "Taremin", + "title": "ComfyUI Prompt ExtraNetworks", + "reference": "https://github.com/Taremin/comfyui-prompt-extranetworks", + "files": [ + "https://github.com/Taremin/comfyui-prompt-extranetworks" + ], + "install_type": "git-clone", + "description": "Instead of LoraLoader or HypernetworkLoader, it receives a prompt and loads and applies LoRA or HN based on the specifications within the prompt. The main purpose of this custom node is to allow changes without reconnecting the LoraLoader node when the prompt is randomly altered, etc." + }, + { + "author": "Taremin", + "title": "ComfyUI String Tools", + "reference": "https://github.com/Taremin/comfyui-string-tools", + "files": [ + "https://github.com/Taremin/comfyui-string-tools" + ], + "install_type": "git-clone", + "description": " This extension provides the StringToolsConcat node, which concatenates multiple texts, and the StringToolsRandomChoice node, which selects one randomly from multiple texts." + }, + { + "author": "Taremin", + "title": "WebUI Monaco Prompt", + "reference": "https://github.com/Taremin/webui-monaco-prompt", + "files": [ + "https://github.com/Taremin/webui-monaco-prompt" + ], + "install_type": "git-clone", + "description": "Make it possible to edit the prompt using the Monaco Editor, an editor implementation used in VSCode.\nNOTE: This extension supports both ComfyUI and A1111 simultaneously." + }, + { + "author": "Taremin", + "title": "comfyui-keep-multiple-tabs", + "reference": "https://github.com/Taremin/comfyui-keep-multiple-tabs", + "files": [ + "https://github.com/Taremin/comfyui-keep-multiple-tabs" + ], + "install_type": "git-clone", + "description": "This is an extension for ComfyUI. It retains multiple workflow tabs so that they are not lost when reloading or restarting." + }, + { + "author": "Taremin", + "title": "comfyui-prompt-config", + "reference": "https://github.com/Taremin/comfyui-prompt-config", + "files": [ + "https://github.com/Taremin/comfyui-prompt-config" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI.\nThe PromptGenerationConfig node allows users to configure settings such as image dimensions, step count, and CFGScale through prompts during image generation.\nThe PromptEdit node enables users to add text from the prompt to the negative prompt (or vice versa) and replace parts of the prompt using regular expressions." + }, + { + "author": "foxtrot-roger", + "title": "RF Nodes", + "reference": "https://github.com/foxtrot-roger/comfyui-rf-nodes", + "files": [ + "https://github.com/foxtrot-roger/comfyui-rf-nodes" + ], + "install_type": "git-clone", + "description": "A bunch of nodes that can be useful to manipulate primitive types (numbers, text, ...) Also some helpers to generate text and timestamps." + }, + { + "author": "abyz22", + "title": "image_control", + "reference": "https://github.com/abyz22/image_control", + "files": [ + "https://github.com/abyz22/image_control" + ], + "install_type": "git-clone", + "description": "Nodes:abyz22_Padding Image, abyz22_ImpactWildcardEncode, abyz22_setimageinfo, abyz22_SaveImage, abyz22_ImpactWildcardEncode_GetPrompt, abyz22_SetQueue, abyz22_drawmask, abyz22_FirstNonNull, abyz22_blendimages, abyz22_blend_onecolor. Please check workflow in [a/https://github.com/abyz22/image_control](https://github.com/abyz22/image_control)" + }, + { + "author": "HAL41", + "title": "ComfyUI aichemy nodes", + "reference": "https://github.com/HAL41/ComfyUI-aichemy-nodes", + "files": [ + "https://github.com/HAL41/ComfyUI-aichemy-nodes" + ], + "install_type": "git-clone", + "description": "Simple node to handle scaling of YOLOv8 segmentation masks" + }, + { + "author": "nkchocoai", + "title": "ComfyUI-SizeFromPresets", + "reference": "https://github.com/nkchocoai/ComfyUI-SizeFromPresets", + "files": [ + "https://github.com/nkchocoai/ComfyUI-SizeFromPresets" + ], + "install_type": "git-clone", + "description": "Add a node that outputs width and height of the size selected from the preset (.csv)." + }, + { + "author": "nkchocoai", + "title": "ComfyUI-PromptUtilities", + "reference": "https://github.com/nkchocoai/ComfyUI-PromptUtilities", + "files": [ + "https://github.com/nkchocoai/ComfyUI-PromptUtilities" + ], + "install_type": "git-clone", + "description": "Nodes: Format String, Join String List, Load Preset, Load Preset (Advanced), Const String, Const String (multi line). Add useful nodes related to prompt." + }, + { + "author": "nkchocoai", + "title": "ComfyUI-TextOnSegs", + "reference": "https://github.com/nkchocoai/ComfyUI-TextOnSegs", + "files": [ + "https://github.com/nkchocoai/ComfyUI-TextOnSegs" + ], + "install_type": "git-clone", + "description": "Add a node for drawing text with CR Draw Text of ComfyUI_Comfyroll_CustomNodes to the area of SEGS detected by Ultralytics Detector of ComfyUI-Impact-Pack." + }, + { + "author": "nkchocoai", + "title": "ComfyUI-SaveImageWithMetaData", + "reference": "https://github.com/nkchocoai/ComfyUI-SaveImageWithMetaData", + "files": [ + "https://github.com/nkchocoai/ComfyUI-SaveImageWithMetaData" + ], + "install_type": "git-clone", + "description": "Add a node to save images with metadata (PNGInfo) extracted from the input values of each node.\nSince the values are extracted dynamically, values output by various extension nodes can be added to metadata." + }, + { + "author": "nkchocoai", + "title": "ComfyUI-Dart", + "id": "dart", + "reference": "https://github.com/nkchocoai/ComfyUI-Dart", + "files": [ + "https://github.com/nkchocoai/ComfyUI-Dart" + ], + "install_type": "git-clone", + "description": "Add nodes that generates danbooru tags by [a/Dart(Danbooru Tags Transformer)](https://huggingface.co/p1atdev/dart-v1-sft)." + }, + { + "author": "nkchocoai", + "title": "ComfyUI-DanbooruPromptQuiz", + "reference": "https://github.com/nkchocoai/ComfyUI-DanbooruPromptQuiz", + "files": [ + "https://github.com/nkchocoai/ComfyUI-DanbooruPromptQuiz" + ], + "install_type": "git-clone", + "description": "This node is for playing the game of guessing prompts by looking at images generated from prompts output by TIPO, Tagger, etc.." + }, + { + "author": "JaredTherriault", + "title": "ComfyUI-JNodes", + "id": "jnodes", + "reference": "https://github.com/JaredTherriault/ComfyUI-JNodes", + "files": [ + "https://github.com/JaredTherriault/ComfyUI-JNodes" + ], + "install_type": "git-clone", + "description": "python and web UX improvements for ComfyUI: Lora/Embedding picker, web extension manager (enable/disable any extension without disabling python nodes), control any parameter with text prompts, image and video viewer, metadata viewer, token counter, comments in prompts, font control, and more! \n[w/'ImageFeed.js' from the custom scripts of pythongosssss is not compatible with this suite's ImageDrawer feature. Additionally, 'DynamicPrompts.js' and 'EditAttention.js' from the core, along with 'favicon.js' from the custom scripts of pythongosssss, are incompatible with advanced features of the suite. Please use the JNodes Extension Management setting in Settings > JNodes > Extension Management to disable these extensions by unchecking them to use the full functionality of the suite.]" + }, + { + "author": "prozacgod", + "title": "ComfyUI Multi-Workspace", + "id": "multi-workspace", + "reference": "https://github.com/prozacgod/comfyui-pzc-multiworkspace", + "files": [ + "https://github.com/prozacgod/comfyui-pzc-multiworkspace" + ], + "install_type": "git-clone", + "description": "A simple, quick, and dirty implementation of multiple workspaces within ComfyUI." + }, + { + "author": "Siberpone", + "title": "Lazy Pony Prompter", + "id": "lazy-pony-prompter", + "reference": "https://github.com/Siberpone/lazy-pony-prompter", + "files": [ + "https://github.com/Siberpone/lazy-pony-prompter" + ], + "install_type": "git-clone", + "description": "A booru API powered prompt generator for A1111 and ComfyUI with flexible tag filtering system and customizable prompt templates." + }, + { + "author": "dave-palt", + "title": "comfyui_DSP_imagehelpers", + "id": "dsp-imagehelpers", + "reference": "https://github.com/dave-palt/comfyui_DSP_imagehelpers", + "files": [ + "https://github.com/dave-palt/comfyui_DSP_imagehelpers" + ], + "install_type": "git-clone", + "description": "Nodes: DSP Image Concat" + }, + { + "author": "Inzaniak", + "title": "Ranbooru for ComfyUI", + "id": "ranbooru", + "reference": "https://github.com/Inzaniak/comfyui-ranbooru", + "files": [ + "https://github.com/Inzaniak/comfyui-ranbooru" + ], + "install_type": "git-clone", + "description": "Ranbooru is an extension for the comfyUI. The purpose of this extension is to add a node that gets a random set of tags from boorus pictures. This is mostly being used to help me test my checkpoints on a large variety of" + }, + { + "author": "miosp", + "title": "ComfyUI-FBCNN", + "id": "fbcnn", + "reference": "https://github.com/Miosp/ComfyUI-FBCNN", + "files": [ + "https://github.com/Miosp/ComfyUI-FBCNN" + ], + "install_type": "git-clone", + "description": "A node for JPEG de-artifacting using [a/FBCNN](https://github.com/jiaxi-jiang/FBCNN)." + }, + { + "author": "JcandZero", + "title": "ComfyUI_GLM4Node", + "id": "glm4node", + "reference": "https://github.com/JcandZero/ComfyUI_GLM4Node", + "files": [ + "https://github.com/JcandZero/ComfyUI_GLM4Node" + ], + "install_type": "git-clone", + "description": "GLM4 Vision Integration" + }, + { + "author": "darkpixel", + "title": "DarkPrompts", + "id": "darkprompts", + "reference": "https://github.com/darkpixel/darkprompts", + "files": [ + "https://github.com/darkpixel/darkprompts" + ], + "install_type": "git-clone", + "description": "Slightly better random prompt generation tools that allow combining and picking prompts from both file and text input sources." + }, + { + "author": "yytdfc", + "title": "Amazon Bedrock nodes for ComfyUI", + "id": "bedrock", + "reference": "https://github.com/aws-samples/comfyui-llm-node-for-amazon-bedrock", + "files": [ + "https://github.com/aws-samples/comfyui-llm-node-for-amazon-bedrock" + ], + "pip": ["boto3"], + "install_type": "git-clone", + "description": "Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies. This repo is the ComfyUI nodes for Bedrock service. You could invoke the foundation model in your ComfyUI pipeline." + }, + { + "author": "Qais Malkawi", + "title": "ComfyUI-Qais-Helper", + "id": "qais-helper", + "reference": "https://github.com/QaisMalkawi/ComfyUI-QaisHelper", + "files": [ + "https://github.com/QaisMalkawi/ComfyUI-QaisHelper" + ], + "install_type": "git-clone", + "description": "This Extension adds a few custom QOL nodes that ComfyUI lacks by default." + }, + { + "author": "longgui0318", + "title": "comfyui-mask-util", + "id": "mask-util", + "reference": "https://github.com/longgui0318/comfyui-mask-util", + "files": [ + "https://github.com/longgui0318/comfyui-mask-util" + ], + "install_type": "git-clone", + "description": "Nodes:Split Masks, Mask Selection Of Masks, Mask Region Info" + }, + { + "author": "longgui0318", + "title": "comfyui-llm-assistant", + "id": "llm-assistant", + "reference": "https://github.com/longgui0318/comfyui-llm-assistant", + "files": [ + "https://github.com/longgui0318/comfyui-llm-assistant" + ], + "install_type": "git-clone", + "description": "Nodes:Generate Stable Diffsution Prompt With LLM, Translate Text With LLM, Chat With LLM" + }, + { + "author": "longgui0318", + "title": "comfyui-magic-clothing", + "id": "magic-clothing", + "reference": "https://github.com/longgui0318/comfyui-magic-clothing", + "files": [ + "https://github.com/longgui0318/comfyui-magic-clothing" + ], + "install_type": "git-clone", + "description": "The comfyui supported version of the [a/Magic Clothing](https://github.com/ShineChen1024/MagicClothing) project, not the diffusers version, allows direct integration with modules such as ipadapter.[w/comfyui-oms-diffusion is renamed to comfyui-magic-clothing. You may need to reinstall this.]" + }, + { + "author": "longgui0318", + "title": "comfyui-common-util", + "id": "common-util", + "reference": "https://github.com/longgui0318/comfyui-common-util", + "files": [ + "https://github.com/longgui0318/comfyui-common-util" + ], + "install_type": "git-clone", + "description": "Nodes:Init Layer Info Array, Added Layer Info To Array, Layer Info Array Fuse, Layer Image Seleted, Layer Images IPAdapter Advanced, Enhanced Random Light Source" + }, + { + "author": "DimaChaichan", + "title": "LAizypainter-Exporter-ComfyUI", + "reference": "https://github.com/DimaChaichan/LAizypainter-Exporter-ComfyUI", + "files": [ + "https://github.com/DimaChaichan/LAizypainter-Exporter-ComfyUI" + ], + "install_type": "git-clone", + "description": "This exporter is a plugin for ComfyUI, which can export tasks for [a/LAizypainter](https://github.com/DimaChaichan/LAizypainter).\nLAizypainter is a Photoshop plugin with which you can send tasks directly to a Stable Diffusion server. More information about a [a/Task](https://github.com/DimaChaichan/LAizypainter?tab=readme-ov-file#task)" + }, + { + "author": "adriflex", + "title": "ComfyUI_Blender_Texdiff", + "id": "blender-texdiff", + "reference": "https://github.com/adriflex/ComfyUI_Blender_Texdiff", + "files": [ + "https://github.com/adriflex/ComfyUI_Blender_Texdiff" + ], + "install_type": "git-clone", + "description": "Nodes:Blender viewport color, Blender Viewport depth" + }, + { + "author": "Shraknard", + "title": "ComfyUI-Remover", + "id": "remover", + "reference": "https://github.com/Shraknard/ComfyUI-Remover", + "files": [ + "https://github.com/Shraknard/ComfyUI-Remover" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that makes parts of the image transparent (face, background...)" + }, + { + "author": "FlyingFireCo", + "title": "tiled_ksampler", + "reference": "https://github.com/FlyingFireCo/tiled_ksampler", + "files": [ + "https://github.com/FlyingFireCo/tiled_ksampler" + ], + "install_type": "git-clone", + "description": "Nodes:Tiled KSampler, Asymmetric Tiled KSampler, Circular VAEDecode." + }, + { + "author": "Nlar", + "title": "ComfyUI_CartoonSegmentation", + "id": "cartoon-seg", + "reference": "https://github.com/Nlar/ComfyUI_CartoonSegmentation", + "files": [ + "https://github.com/Nlar/ComfyUI_CartoonSegmentation" + ], + "install_type": "git-clone", + "description": "Front end ComfyUI nodes for CartoonSegmentation Based upon the work of the CartoonSegmentation repository this project will provide a front end to some of the features." + }, + { + "author": "godspede", + "title": "ComfyUI Substring", + "id": "substring", + "reference": "https://github.com/godspede/ComfyUI_Substring", + "files": [ + "https://github.com/godspede/ComfyUI_Substring" + ], + "install_type": "git-clone", + "description": "Just a simple substring node that takes text and length as input, and outputs the first length characters." + }, + { + "author": "gokayfem", + "title": "VLM_nodes", + "id": "vlm", + "reference": "https://github.com/gokayfem/ComfyUI_VLM_nodes", + "files": [ + "https://github.com/gokayfem/ComfyUI_VLM_nodes" + ], + "install_type": "git-clone", + "description": "Custom Nodes for Vision Language Models (VLM) , Large Language Models (LLM), Image Captioning, Automatic Prompt Generation, Creative and Consistent Prompt Suggestion, Keyword Extraction" + }, + { + "author": "gokayfem", + "title": "ComfyUI-Dream-Interpreter", + "id": "dream-interpreter", + "reference": "https://github.com/gokayfem/ComfyUI-Dream-Interpreter", + "files": [ + "https://github.com/gokayfem/ComfyUI-Dream-Interpreter" + ], + "install_type": "git-clone", + "description": "Tell your dream and it interprets it and puts you inside your dream" + }, + { + "author": "gokayfem", + "title": "ComfyUI-Depth-Visualization", + "id": "delpth-visualization", + "reference": "https://github.com/gokayfem/ComfyUI-Depth-Visualization", + "files": [ + "https://github.com/gokayfem/ComfyUI-Depth-Visualization" + ], + "install_type": "git-clone", + "description": "Works with any Depth Map and visualizes the applied version it inside ComfyUI" + }, + { + "author": "gokayfem", + "title": "ComfyUI-Texture-Simple", + "id": "texture-simple", + "reference": "https://github.com/gokayfem/ComfyUI-Texture-Simple", + "files": [ + "https://github.com/gokayfem/ComfyUI-Texture-Simple" + ], + "install_type": "git-clone", + "description": "Visualize your textures inside ComfyUI" + }, + { + "author": "gokayfem", + "title": "ComfyUI-fal-API", + "reference": "https://github.com/gokayfem/ComfyUI-fal-API", + "files": [ + "https://github.com/gokayfem/ComfyUI-fal-API" + ], + "install_type": "git-clone", + "description": "Custom nodes for using fal API. Video generation with Kling, Runway, Luma. Image generation with Flux. LLMs and VLMs OpenAI, Claude, Llama and Gemini." + }, + { + "author": "azure-dragon-ai", + "title": "ComfyUI-ClipScore-Nodes", + "id": "clipscore", + "reference": "https://github.com/azure-dragon-ai/ComfyUI-ClipScore-Nodes", + "files": [ + "https://github.com/azure-dragon-ai/ComfyUI-ClipScore-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:ImageScore, Loader, Image Processor, Real Image Processor, Fake Image Processor, Text Processor. ComfyUI Nodes for ClipScore" + }, + { + "author": "azure-dragon-ai", + "title": "ComfyUI-HPSv2-Nodes", + "reference": "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes", + "files": [ + "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for HPSv2, Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Whisper", + "id": "whisper", + "reference": "https://github.com/yuvraj108c/ComfyUI-Whisper", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Whisper" + ], + "install_type": "git-clone", + "description": "Transcribe audio and add subtitles to videos using Whisper in ComfyUI" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI-Pronodes", + "id": "pronodes", + "reference": "https://github.com/yuvraj108c/ComfyUI-Pronodes", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Pronodes" + ], + "install_type": "git-clone", + "description": "A collection of nice utility nodes for ComfyUI" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI-Vsgan", + "id": "vsgan", + "reference": "https://github.com/yuvraj108c/ComfyUI-Vsgan", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Vsgan" + ], + "install_type": "git-clone", + "description": "Nodes:Upscale Video Tensorrt" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Depth Anything TensorRT", + "id": "depth-anything-tensorrt", + "reference": "https://github.com/yuvraj108c/ComfyUI-Depth-Anything-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Depth-Anything-Tensorrt" + ], + "install_type": "git-clone", + "description": "This extension provides a ComfyUI Custom Node implementation of the [a/Depth-Anything-Tensorrt](https://github.com/spacewalk01/depth-anything-tensorrt) in Python for ultra fast depth map generation" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI PiperTTS", + "id": "pipertts", + "reference": "https://github.com/yuvraj108c/ComfyUI-PiperTTS", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-PiperTTS" + ], + "install_type": "git-clone", + "description": "Convert Text-to-Speech inside ComfyUI using [a/Piper](https://github.com/rhasspy/piper)" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Upscaler TensorRT", + "id": "upscaler-tensorrt", + "reference": "https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt" + ], + "install_type": "git-clone", + "description": "This project provides a Tensorrt implementation for fast image upscaling inside ComfyUI (3-4x faster)" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI YoloNasPose Tensorrt", + "id": "yolonaspose-tensorrt", + "reference": "https://github.com/yuvraj108c/ComfyUI-YoloNasPose-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-YoloNasPose-Tensorrt" + ], + "install_type": "git-clone", + "description": "This repo provides a ComfyUI Custom Node implementation of [a/YOLO-NAS-POSE](https://github.com/Deci-AI/super-gradients), powered by TensorRT for ultra fast pose estimation. It has been adapted to work with openpose controlnet (experimental)" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Dwpose TensorRT", + "id": "dwpose-tensorrt", + "reference": "https://github.com/yuvraj108c/ComfyUI-Dwpose-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Dwpose-Tensorrt" + ], + "install_type": "git-clone", + "description": "This project provides a Tensorrt implementation of Dwpose for ultra fast pose estimation inside ComfyUI" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Facerestore TensorRT", + "reference": "https://github.com/yuvraj108c/ComfyUI-Facerestore-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Facerestore-Tensorrt" + ], + "install_type": "git-clone", + "description": "This project provides an experimental Tensorrt implementation for ultra fast face restoration inside ComfyUI.\nNote: This project doesn't do pre/post processing. It only works on cropped faces for now." + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Rife TensorRT", + "reference": "https://github.com/yuvraj108c/ComfyUI-Rife-Tensorrt", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Rife-Tensorrt" + ], + "install_type": "git-clone", + "description": "This project provides a TensorRT implementation of [a/RIFE](https://github.com/hzwer/ECCV2022-RIFE) for ultra fast frame interpolation inside ComfyUI" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Video Depth Anything", + "reference": "https://github.com/yuvraj108c/ComfyUI-Video-Depth-Anything", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Video-Depth-Anything" + ], + "install_type": "git-clone", + "description": "This project is an unofficial ComfyUI implementation of [a/Video Depth Anything](https://github.com/DepthAnything/Video-Depth-Anything), for depth estimation on long videos without compromising quality, consistency, or generalization ability." + }, + { + "author": "yuvraj108c", + "title": "ComfyUI InvSR", + "reference": "https://github.com/yuvraj108c/ComfyUI_InvSR", + "files": [ + "https://github.com/yuvraj108c/ComfyUI_InvSR" + ], + "install_type": "git-clone", + "description": "This project is an unofficial ComfyUI implementation of [a/InvSR](https://github.com/zsyOAOA/InvSR) (Arbitrary-steps Image Super-resolution via Diffusion Inversion)" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI Thera", + "reference": "https://github.com/yuvraj108c/ComfyUI-Thera", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-Thera" + ], + "install_type": "git-clone", + "description": "This project is an unofficial ComfyUI implementation of [a/Thera](https://github.com/prs-eth/thera) (Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields)" + }, + { + "author": "yuvraj108c", + "title": "ComfyUI FLOAT", + "reference": "https://github.com/yuvraj108c/ComfyUI-FLOAT", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-FLOAT" + ], + "install_type": "git-clone", + "description": "This project provides an unofficial ComfyUI implementation of [a/FLOAT](https://github.com/deepbrainai-research/float) for Generative Motion Latent Flow Matching for Audio-driven Talking Portrait" + }, + { + "author": "blepping", + "title": "ComfyUI-bleh", + "id": "bleh", + "reference": "https://github.com/blepping/ComfyUI-bleh", + "files": [ + "https://github.com/blepping/ComfyUI-bleh" + ], + "install_type": "git-clone", + "description": "Better TAESD previews, BlehHyperTile." + }, + { + "author": "blepping", + "title": "ComfyUI-sonar", + "id": "sonar", + "reference": "https://github.com/blepping/ComfyUI-sonar", + "files": [ + "https://github.com/blepping/ComfyUI-sonar" + ], + "install_type": "git-clone", + "description": "A janky implementation of Sonar sampling (momentum-based sampling) for ComfyUI." + }, + { + "author": "blepping", + "title": "comfyui_jankhidiffusion", + "id": "jank-hidiffusion", + "reference": "https://github.com/blepping/comfyui_jankhidiffusion", + "files": [ + "https://github.com/blepping/comfyui_jankhidiffusion" + ], + "install_type": "git-clone", + "description": "Janky implementation of [a/HiDiffusion](https://github.com/megvii-research/HiDiffusion) for ComfyUI. Enables generating at resolutions higher than what the model was trained for. Only supports SD 1.x (maybe 2.x) and SDXL." + }, + { + "author": "blepping", + "title": "comfyui_jankdiffusehigh", + "id": "jank-diffusehigh", + "reference": "https://github.com/blepping/comfyui_jankdiffusehigh", + "files": [ + "https://github.com/blepping/comfyui_jankdiffusehigh" + ], + "install_type": "git-clone", + "description": "Janky implementation of [a/DiffuseHigh](https://github.com/yhyun225/DiffuseHigh/) for ComfyUI. Enables generating at resolutions higher than what the model was trained for without requiring model patches." + }, + { + "author": "blepping", + "title": "comfyui_overly_complicated_sampling", + "reference": "https://github.com/blepping/comfyui_overly_complicated_sampling", + "files": [ + "https://github.com/blepping/comfyui_overly_complicated_sampling" + ], + "install_type": "git-clone", + "description": "Experimental and mathematically unsound (but fun!) sampling for ComfyUI.\nFeel free create a question in Discussions for usage help: OCS Q&A Discussion[w/Status: In flux, may be useful but likely to change/break workflows frequently. Mainly for advanced users.]" + }, + { + "author": "blepping", + "title": "ComfyUI-ApplyResAdapterUnet", + "reference": "https://github.com/blepping/ComfyUI-ApplyResAdapterUnet", + "files": [ + "https://github.com/blepping/ComfyUI-ApplyResAdapterUnet" + ], + "install_type": "git-clone", + "description": "ComfyUI node to apply the ResAdapter Unet patch for SD1.5 models" + }, + { + "author": "JerryOrbachJr", + "title": "Random Size", + "reference": "https://github.com/JerryOrbachJr/ComfyUI-RandomSize", + "files": [ + "https://github.com/JerryOrbachJr/ComfyUI-RandomSize" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that randomly selects a height and width pair from a list in a config file" + }, + { + "author": "jamal-alkharrat", + "title": "ComfyUI_rotate_image", + "reference": "https://github.com/jamal-alkharrat/ComfyUI_rotate_image", + "files": [ + "https://github.com/jamal-alkharrat/ComfyUI_rotate_image" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Node to Rotate Images, Img2Img node." + }, + { + "author": "mape", + "title": "mape's helpers", + "id": "mape-helpers", + "reference": "https://github.com/mape/ComfyUI-mape-Helpers", + "files": [ + "https://github.com/mape/ComfyUI-mape-Helpers" + ], + "install_type": "git-clone", + "description": "Multi-monitor image preview, Variable Assigment/Wireless Nodes, Prompt Tweaking, Command Palette, Pinned favourite nodes, Node navigation, Fuzzy search, Node time tracking, Organizing and Error management. For more info visit: [a/https://comfyui.ma.pe/](https://comfyui.ma.pe/)" + }, + { + "author": "zhongpei", + "title": "ComfyUI for InstructIR", + "id": "instructir", + "reference": "https://github.com/zhongpei/ComfyUI-InstructIR", + "files": [ + "https://github.com/zhongpei/ComfyUI-InstructIR" + ], + "install_type": "git-clone", + "description": "Enhancing Image Restoration. (ref:[a/InstructIR](https://github.com/mv-lab/InstructIR))" + }, + { + "author": "Loewen-Hob", + "title": "Rembg Background Removal Node for ComfyUI (Better)", + "id": "rembg-better", + "reference": "https://github.com/Loewen-Hob/rembg-comfyui-node-better", + "files": [ + "https://github.com/Loewen-Hob/rembg-comfyui-node-better" + ], + "install_type": "git-clone", + "description": "This custom node is based on the [a/rembg-comfyui-node](https://github.com/Jcd1230/rembg-comfyui-node) but provides additional functionality to select ONNX models." + }, + { + "author": "HaydenReeve", + "title": "ComfyUI Better Strings", + "id": "better-string", + "reference": "https://github.com/HaydenReeve/ComfyUI-Better-Strings", + "files": [ + "https://github.com/HaydenReeve/ComfyUI-Better-Strings" + ], + "install_type": "git-clone", + "description": "Strings should be easy, and simple. This extension aims to provide a set of nodes that make working with strings in ComfyUI a little bit easier." + }, + { + "author": "StartHua", + "title": "ComfyUI_Seg_VITON", + "id": "seg-viton", + "reference": "https://github.com/StartHua/ComfyUI_Seg_VITON", + "files": [ + "https://github.com/StartHua/ComfyUI_Seg_VITON" + ], + "install_type": "git-clone", + "description": "Nodes:segformer_clothes, segformer_agnostic, segformer_remove_bg, stabel_vition. Nodes for model dress up." + }, + { + "author": "StartHua", + "title": "Comfyui_joytag", + "id": "joytag", + "reference": "https://github.com/StartHua/Comfyui_joytag", + "files": [ + "https://github.com/StartHua/Comfyui_joytag" + ], + "install_type": "git-clone", + "description": "JoyTag is a state of the art AI vision model for tagging images, with a focus on sex positivity and inclusivity. It uses the Danbooru tagging schema, but works across a wide range of images, from hand drawn to photographic.\nDownload the weight and put it under checkpoints: [a/https://huggingface.co/fancyfeast/joytag/tree/main](https://huggingface.co/fancyfeast/joytag/tree/main)" + }, + { + "author": "StartHua", + "title": "comfyui_segformer_b2_clothes", + "id": "segformer-b2-clothes", + "reference": "https://github.com/StartHua/Comfyui_segformer_b2_clothes", + "files": [ + "https://github.com/StartHua/Comfyui_segformer_b2_clothes" + ], + "install_type": "git-clone", + "description": "SegFormer model fine-tuned on ATR dataset for clothes segmentation but can also be used for human segmentation!\nDownload the weight and put it under checkpoints: [a/https://huggingface.co/mattmdjaga/segformer_b2_clothes](https://huggingface.co/mattmdjaga/segformer_b2_clothes)" + }, + { + "author": "StartHua", + "title": "ComfyUI_OOTDiffusion_CXH", + "id": "ootdiffusion-cxh", + "reference": "https://github.com/StartHua/ComfyUI_OOTDiffusion_CXH", + "files": [ + "https://github.com/StartHua/ComfyUI_OOTDiffusion_CXH" + ], + "install_type": "git-clone", + "description": "Nodes:Ood_hd_CXH, Ood_hd_CXH. [a/OOTDiffusion](https://github.com/levihsu/OOTDiffusion)" + }, + { + "author": "StartHua", + "title": "ComfyUI_PCDMs", + "id": "pcdms", + "reference": "https://github.com/StartHua/ComfyUI_PCDMs", + "files": [ + "https://github.com/StartHua/ComfyUI_PCDMs" + ], + "install_type": "git-clone", + "description": "Original project: [a/link](https://github.com/tencent-ailab/PCDMs)\nBased on testing, the author's original images work very well, but using my own images generally requires some luck!" + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_Phi_3.5", + "reference": "https://github.com/StartHua/Comfyui_CXH_Phi_3.5", + "files": [ + "https://github.com/StartHua/Comfyui_CXH_Phi_3.5" + ], + "install_type": "git-clone", + "description": "Phi-3.5-vision-instruct fast talk with image !\nFast , Fast ,Fast!\n1.Phi-3.5-vision-instruct" + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_DeepLX", + "reference": "https://github.com/StartHua/Comfyui_CXH_DeepLX", + "files": [ + "https://github.com/StartHua/Comfyui_CXH_DeepLX" + ], + "install_type": "git-clone", + "description": "NODES:CXH_DeepLX_Free, CXH_DeepLX_translate" + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_FluxLoraMerge", + "reference": "https://github.com/StartHua/Comfyui_CXH_FluxLoraMerge", + "files": [ + "https://github.com/StartHua/Comfyui_CXH_FluxLoraMerge" + ], + "install_type": "git-clone", + "description": "flux lora merge.\nadaptive Merge (uses tensor norms and weight), manual Merge (uses fixed weights you specify), additive Merge (uses 100% of the first and adds a percentage of the second)" + }, + { + "author": "StartHua", + "title": "Comfyui_Gemini2", + "reference": "https://github.com/StartHua/Comfyui_Gemini2", + "files": [ + "https://github.com/StartHua/Comfyui_Gemini2" + ], + "install_type": "git-clone", + "description": "NODES:CXH_Gemini2_TX, CXH_Gemini2_Vision, CXH_Local_Prompt" + }, + { + "author": "ricklove", + "title": "comfyui-ricklove", + "id": "ricklove", + "reference": "https://github.com/ricklove/comfyui-ricklove", + "files": [ + "https://github.com/ricklove/comfyui-ricklove" + ], + "install_type": "git-clone", + "description": "Nodes: Image Crop and Resize by Mask, Image Uncrop, Image Shadow, Optical Flow (Dip), Warp Image with Flow, Image Threshold (Channels), Finetune Variable, Finetune Analyze, Finetune Analyze Batch, ... Misc ComfyUI nodes by Rick Love" + }, + { + "author": "nosiu", + "title": "comfyui-instantId-faceswap", + "id": "comfyui-instantid-faceswap", + "reference": "https://github.com/nosiu/comfyui-instantId-faceswap", + "files": [ + "https://github.com/nosiu/comfyui-instantId-faceswap" + ], + "install_type": "git-clone", + "description": "Implementation of [a/faceswap](https://github.com/nosiu/InstantID-faceswap/tree/main) based on [a/InstantID](https://github.com/InstantID/InstantID) for ComfyUI." + }, + { + "author": "nosiu", + "title": "comfyui-text-randomizer", + "id": "comfyui-text-randomizer", + "reference": "https://github.com/nosiu/comfyui-text-randomizer", + "files": [ + "https://github.com/nosiu/comfyui-text-randomizer" + ], + "install_type": "git-clone", + "description": "A simple text randomizer for ComfyUI that can generate random and surprising results" + }, + { + "author": "LyazS", + "title": "Anime Character Segmentation node for comfyui", + "reference": "https://github.com/LyazS/comfyui-anime-seg", + "files": [ + "https://github.com/LyazS/comfyui-anime-seg" + ], + "install_type": "git-clone", + "description": "A Anime Character Segmentation node for comfyui, based on [this hf space](https://huggingface.co/spaces/skytnt/anime-remove-background)." + }, + { + "author": "LyazS", + "title": "net tool node for comfyui", + "reference": "https://github.com/LyazS/comfyui-nettools", + "files": [ + "https://github.com/LyazS/comfyui-nettools" + ], + "install_type": "git-clone", + "description": "A net tool node for comfyui, rewrite from [comfyui-tooling-nodes](https://github.com/Acly/comfyui-tooling-nodes) but support more big data sending." + }, + { + "author": "Chan-0312", + "title": "ComfyUI-IPAnimate", + "reference": "https://github.com/Chan-0312/ComfyUI-IPAnimate", + "files": [ + "https://github.com/Chan-0312/ComfyUI-IPAnimate" + ], + "install_type": "git-clone", + "description": "This is a project that generates videos frame by frame based on IPAdapter+ControlNet. Unlike [a/Steerable-motion](https://github.com/banodoco/Steerable-Motion), we do not rely on AnimateDiff. This decision is primarily due to the fact that the videos generated by AnimateDiff are often blurry. Through frame-by-frame control using IPAdapter+ControlNet, we can produce higher definition and more controllable videos." + }, + { + "author": "Chan-0312", + "title": "ComfyUI-EasyDeforum", + "reference": "https://github.com/Chan-0312/ComfyUI-EasyDeforum", + "files": [ + "https://github.com/Chan-0312/ComfyUI-EasyDeforum" + ], + "install_type": "git-clone", + "description": "Nodes:Easy2DDeforum (Chan)" + }, + { + "author": "trumanwong", + "title": "ComfyUI-NSFW-Detection", + "reference": "https://github.com/trumanwong/ComfyUI-NSFW-Detection", + "files": [ + "https://github.com/trumanwong/ComfyUI-NSFW-Detection" + ], + "install_type": "git-clone", + "description": "An implementation of NSFW Detection for ComfyUI" + }, + { + "author": "TemryL", + "title": "ComfyS3", + "reference": "https://github.com/TemryL/ComfyS3", + "files": [ + "https://github.com/TemryL/ComfyS3" + ], + "install_type": "git-clone", + "description": "ComfyS3 seamlessly integrates with [a/Amazon S3](https://aws.amazon.com/en/s3/) in ComfyUI. This open-source project provides custom nodes for effortless loading and saving of images, videos, and checkpoint models directly from S3 buckets within the ComfyUI graph interface." + }, + { + "author": "MaraScott", + "title": "🐰 MaraScott Nodes", + "id": "marascott-nodes", + "reference": "https://github.com/MaraScott/ComfyUI_MaraScott_Nodes", + "files": [ + "https://github.com/MaraScott/ComfyUI_MaraScott_Nodes" + ], + "install_type": "git-clone", + "description": "A set of nodes including a universal bus, an Inpainting By Mask and a large Upscaler/Refiner\n[AnyBus,McInpainty,McBoaty]" + }, + { + "author": "yffyhk", + "title": "comfyui_auto_danbooru", + "reference": "https://github.com/yffyhk/comfyui_auto_danbooru", + "files": [ + "https://github.com/yffyhk/comfyui_auto_danbooru" + ], + "install_type": "git-clone", + "description": "Nodes: Get Danbooru, Tag Encode" + }, + { + "author": "dfl", + "title": "comfyui-clip-with-break", + "reference": "https://github.com/dfl/comfyui-clip-with-break", + "files": [ + "https://github.com/dfl/comfyui-clip-with-break" + ], + "install_type": "git-clone", + "description": "CLIP text encoder with BREAK formatting like A1111 (uses chained ComfyUI conditioning concat)." + }, + { + "author": "dfl", + "title": "ComfyUI-TCD-scheduler", + "id": "dfl-tcd", + "reference": "https://github.com/dfl/comfyui-tcd-scheduler", + "files": [ + "https://github.com/dfl/comfyui-tcd-scheduler" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Sampler nodes that implement Zheng et al.'s Trajectory Consistency Distillation based on [a/https://mhh0318.github.io/tcd](https://mhh0318.github.io/tcd)" + }, + { + "author": "antrobot", + "title": "antrobots ComfyUI Nodepack", + "reference": "https://github.com/antrobot1234/antrobots-comfyUI-nodepack", + "files": [ + "https://github.com/antrobot1234/antrobots-comfyUI-nodepack" + ], + "install_type": "git-clone", + "description": "A small node pack containing various things I felt like ought to be in base comfy-UI. Currently includes Some image handling nodes to help with inpainting, a version of KSampler (advanced) that allows for denoise, and a node that can swap it's inputs. Remember to make an issue if you experience any bugs or errors!" + }, + { + "author": "bilal-arikan", + "title": "ComfyUI_TextAssets", + "reference": "https://github.com/bilal-arikan/ComfyUI_TextAssets", + "files": [ + "https://github.com/bilal-arikan/ComfyUI_TextAssets" + ], + "install_type": "git-clone", + "description": "With this node you can upload text files to input folder from your local computer." + }, + { + "author": "kadirnar", + "title": "ComfyUI-Transformers", + "id": "comfy-transformers", + "reference": "https://github.com/kadirnar/ComfyUI-Transformers", + "files": [ + "https://github.com/kadirnar/ComfyUI-Transformers" + ], + "install_type": "git-clone", + "description": "ComfyUI-Transformers is a cutting-edge project combining the power of computer vision and natural language processing to create intuitive and user-friendly interfaces. Our goal is to make technology more accessible and engaging." + }, + { + "author": "kadirnar", + "title": "ComfyUI-YOLO", + "id": "comfy-yolo", + "reference": "https://github.com/kadirnar/ComfyUI-YOLO", + "files": [ + "https://github.com/kadirnar/ComfyUI-YOLO" + ], + "install_type": "git-clone", + "description": "Nodes:Load Ultralytics Model, Ultralytics Inference, Ultralytics Visualization, Convert to Dictionary, BBox to XYWH" + }, + { + "author": "digitaljohn", + "title": "ComfyUI-ProPost", + "reference": "https://github.com/digitaljohn/comfyui-propost", + "files": [ + "https://github.com/digitaljohn/comfyui-propost" + ], + "install_type": "git-clone", + "description": "A set of custom ComfyUI nodes for performing basic post-processing effects including Film Grain and Vignette. These effects can help to take the edge off AI imagery and make them feel more natural." + }, + { + "author": "deforum", + "title": "Deforum Nodes", + "reference": "https://github.com/XmYx/deforum-comfy-nodes", + "files": [ + "https://github.com/XmYx/deforum-comfy-nodes" + ], + "install_type": "git-clone", + "description": "Official Deforum animation pipeline tools that provide a unique way to create frame-by-frame generative motion art." + }, + { + "author": "XmYx", + "title": "ComfyUI-SmolLM3", + "reference": "https://github.com/XmYx/ComfyUI-SmolLM3", + "files": [ + "https://github.com/XmYx/ComfyUI-SmolLM3" + ], + "install_type": "git-clone", + "description": "Welcome to ComfyUI-SmolLM3, where we bring the magic of Hugging Face's SmolLM3 language models into your ComfyUI workflow! Whether you're crafting stories, generating ideas, or building AI-powered creativity tools, this node pack makes it delightfully simple." + }, + { + "author": "adbrasi", + "title": "ComfyUI-TrashNodes-DownloadHuggingface", + "reference": "https://github.com/adbrasi/ComfyUI-TrashNodes-DownloadHuggingface", + "files": [ + "https://github.com/adbrasi/ComfyUI-TrashNodes-DownloadHuggingface" + ], + "install_type": "git-clone", + "description": "ComfyUI-TrashNodes-DownloadHuggingface is a ComfyUI node designed to facilitate the download of models you have just trained and uploaded to Hugging Face. This node is particularly useful for users who employ Google Colab for training and need to quickly download their models for deployment." + }, + { + "author": "mbrostami", + "title": "ComfyUI-HF", + "reference": "https://github.com/mbrostami/ComfyUI-HF", + "files": [ + "https://github.com/mbrostami/ComfyUI-HF" + ], + "install_type": "git-clone", + "description": "ComfyUI Node to work with Hugging Face repositories" + }, + { + "author": "Billius-AI", + "title": "ComfyUI-Path-Helper", + "reference": "https://github.com/Billius-AI/ComfyUI-Path-Helper", + "files": [ + "https://github.com/Billius-AI/ComfyUI-Path-Helper" + ], + "install_type": "git-clone", + "description": "Nodes:Create Project Root, Add Folder, Add Folder Advanced, Add File Name Prefix, Add File Name Prefix Advanced, ShowPath" + }, + { + "author": "Franck-Demongin", + "title": "NX_PromptStyler", + "reference": "https://github.com/Franck-Demongin/NX_PromptStyler", + "files": [ + "https://github.com/Franck-Demongin/NX_PromptStyler" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to create a prompt based on a list of keywords saved in CSV files." + }, + { + "author": "Franck-Demongin", + "title": "NX_HuggingFace_Flux", + "reference": "https://github.com/Franck-Demongin/NX_HuggingFace_Flux", + "files": [ + "https://github.com/Franck-Demongin/NX_HuggingFace_Flux" + ], + "install_type": "git-clone", + "description": "Nodes:Hugging Face Flux" + }, + { + "author": "Franck-Demongin", + "title": "NX_Translator", + "reference": "https://github.com/Franck-Demongin/NX_Translator", + "files": [ + "https://github.com/Franck-Demongin/NX_Translator" + ], + "install_type": "git-clone", + "description": "A custom node for translating prompts with Google Translate or DeeplL directly in ComfyUI." + }, + { + "author": "xiaoxiaodesha", + "title": "hd-nodes-comfyui", + "reference": "https://github.com/xiaoxiaodesha/hd_node", + "files": [ + "https://github.com/xiaoxiaodesha/hd_node" + ], + "install_type": "git-clone", + "description": "Nodes:Combine HDMasks, Cover HDMasks, HD FaceIndex, HD SmoothEdge, HD GetMaskArea, HD Image Levels, HD Ultimate SD Upscale" + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-SVDResizer", + "id": "svdresizer", + "reference": "https://github.com/ShmuelRonen/ComfyUI-SVDResizer", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-SVDResizer" + ], + "install_type": "git-clone", + "description": "SVDResizer is a helper for resizing the source image, according to the sizes enabled in Stable Video Diffusion. The rationale behind the possibility of changing the size of the image in steps between the ranges of 576 and 1024, is the use of the greatest common denominator of these two numbers which is 64. SVD is lenient with resizing that adheres to this rule, so the chance of coherent video that is not the standard size of 576X1024 is greater. It is advisable to keep the value 1024 constant and play with the second size to maintain the stability of the result." + }, + { + "author": "ShmuelRonen", + "title": "Wav2Lip Node for ComfyUI", + "id": "wav2lip", + "reference": "https://github.com/ShmuelRonen/ComfyUI_wav2lip", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_wav2lip" + ], + "install_type": "git-clone", + "description": "The Wav2Lip node is a custom node for ComfyUI that allows you to perform lip-syncing on videos using the Wav2Lip model. It takes an input video and an audio file and generates a lip-synced output video." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI_Gemini_Flash", + "id": "gemini-flash", + "reference": "https://github.com/ShmuelRonen/ComfyUI_Gemini_Flash", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_Gemini_Flash" + ], + "install_type": "git-clone", + "description": "ComfyUI_Gemini_Flash is a custom node for ComfyUI, integrating the capabilities of the Gemini 1.5 Flash model. This node supports text and vision-based prompts, allowing users to analyze and adapt images to text prompts for text2image tasks." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI_pixtral_vision", + "reference": "https://github.com/ShmuelRonen/ComfyUI_pixtral_vision", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_pixtral_vision" + ], + "install_type": "git-clone", + "description": "The ComfyUI_pixtral_vision is a powerful ComfyUI node designed to integrate seamlessly with the Mistral Pixtral API. It facilitates the analysis of images through deep learning models, interpreting and describing the visual content. Users can input an image directly and provide prompts for context, utilizing an API key for authentication." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-FreeMemory", + "reference": "https://github.com/ShmuelRonen/ComfyUI-FreeMemory", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-FreeMemory" + ], + "install_type": "git-clone", + "description": "ComfyUI-FreeMemory is a custom node extension for ComfyUI that provides advanced memory management capabilities within your image generation workflows. It aims to help prevent out-of-memory errors and optimize resource usage during complex operations." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-AstralAnimator", + "id": "astralanimator", + "reference": "https://github.com/ShmuelRonen/ComfyUI-AstralAnimator", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-AstralAnimator" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables smooth, keyframe-based animations for image generation. Create dynamic sequences with control over motion, zoom, rotation, and easing effects. Ideal for AI-assisted animation and video content creation." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-HiggsAudio_Wrapper", + "id": "higgs-audio-wrapper", + "reference": "https://github.com/ShmuelRonen/ComfyUI-HiggsAudio_Wrapper", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-HiggsAudio_Wrapper" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI wrapper for HiggsAudio v2, enabling high-quality text-to-speech generation with advanced voice cloning capabilities. Supports multiple voice presets and custom reference audio for voice cloning. Requires transformers==4.45.2 for compatibility." + }, + { + "author": "ShmuelRonen", + "title": "Apply Style Model Adjust for ComfyUI", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Apply_Style_Model_Adjust", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Apply_Style_Model_Adjust" + ], + "install_type": "git-clone", + "description": "A custom node that provides enhanced control over style transfer balance when using FLUX style models in ComfyUI. This node offers better control over the influence of text prompts versus style reference images." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Pixtral Large Extension", + "reference": "https://github.com/ShmuelRonen/ComfyUI_pixtral_large", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_pixtral_large" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that integrates Mistral AI's Pixtral Large vision model, enabling powerful multimodal AI capabilities within ComfyUI. Pixtral Large is a 124B parameter model (123B decoder + 1B visual encoder)" + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Coherent Video Sampler Node", + "reference": "https://github.com/ShmuelRonen/ComfyUI-CohernetVideoSampler", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-CohernetVideoSampler" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables coherent video generation while maintaining efficient memory usage, specifically optimized for heavy models like Flux." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-Gemini_Flash_2.0_Exp", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Gemini_Flash_2.0_Exp", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Gemini_Flash_2.0_Exp" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that integrates Google's Gemini Flash 2.0 Experimental model, enabling multimodal analysis of text, images, video frames, and audio directly within ComfyUI workflows." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-ImageMotionGuider", + "reference": "https://github.com/ShmuelRonen/ComfyUI-ImageMotionGuider", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-ImageMotionGuider" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node designed to create seamless motion effects from single images by integrating with Hunyuan Video through latent space manipulation." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-EmptyHunyuanLatent", + "reference": "https://github.com/ShmuelRonen/ComfyUI-EmptyHunyuanLatent", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-EmptyHunyuanLatent" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to generate empty latent space compatible with Hunyuan models for both image and video generation." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-HunyuanVideoStyler", + "reference": "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoStyler", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoStyler" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that adds cinematic and movie scene styles to video generation prompts. This node helps create more dynamic and professional-looking video outputs by incorporating iconic movie scene aesthetics." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-LatentSyncWrapper", + "reference": "https://github.com/ShmuelRonen/ComfyUI-LatentSyncWrapper", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-LatentSyncWrapper" + ], + "install_type": "git-clone", + "description": "This node provides lip-sync capabilities in ComfyUI using ByteDance's LatentSync model. It allows you to synchronize video lips with audio input." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-HunyuanVideoSamplerSave", + "reference": "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoSamplerSave", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoSamplerSave" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation for optimized video generation and motion effects, designed to work with Hunyuan text-to-video models." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI DeepSeek_R1 Chat Node", + "reference": "https://github.com/ShmuelRonen/ComfyUI-DeepSeek_R1-Chat", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-DeepSeek_R1-Chat" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates DeepSeek's powerful chat and instruction API, enabling seamless AI interactions within your ComfyUI workflows." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Janus Pro Vision", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Janus_pro_vision", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Janus_pro_vision" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node extension that integrates the Janus-Pro-7B vision-language model from DeepSeek AI on your's local computer, enabling powerful image understanding and multi-turn conversation capabilities." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-JoyHallo_wrapper", + "reference": "https://github.com/ShmuelRonen/ComfyUI-JoyHallo_wrapper", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-JoyHallo_wrapper" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node wrapper for JoyHallo - One-Shot Audio-Driven Talking Head Generation." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-FreeVC_wrapper", + "reference": "https://github.com/ShmuelRonen/ComfyUI-FreeVC_wrapper", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-FreeVC_wrapper" + ], + "install_type": "git-clone", + "description": "A voice conversion extension node for ComfyUI based on [a/FreeVC](https://github.com/OlaWod/FreeVC), enabling high-quality voice conversion capabilities within the ComfyUI framework." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-WanVideoKsampler", + "reference": "https://github.com/ShmuelRonen/ComfyUI-WanVideoKsampler", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-WanVideoKsampler" + ], + "install_type": "git-clone", + "description": "An advanced custom node for ComfyUI that provides optimized access to Wan2.1, a state-of-the-art video foundation model suite. The WanVideoKsampler node features intelligent memory management to enable higher resolution outputs and longer video sequences, even on consumer-grade hardware." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-PixArt_XL", + "reference": "https://github.com/ShmuelRonen/ComfyUI-PixArt_XL", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-PixArt_XL" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that integrates PixArt-Alpha models directly into ComfyUI with advanced memory management." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-PS_Flatten_Image", + "reference": "https://github.com/ShmuelRonen/ComfyUI-PS_Flatten_Image", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-PS_Flatten_Image" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that simulates Photoshop's 'Flatten Image' functionality." + }, + { + "author": "ShmuelRonen", + "title": "Google Moogle", + "reference": "https://github.com/ShmuelRonen/google_moogle", + "files": [ + "https://github.com/ShmuelRonen/google_moogle" + ], + "install_type": "git-clone", + "description": "A Google Moogle is a Google Translator node for ComfyUI that provides easy-to-use text translation capabilities directly within your ComfyUI workflows." + }, + { + "author": "ShmuelRonen", + "title": "comfyui-openai_fm", + "reference": "https://github.com/ShmuelRonen/comfyui-openai_fm", + "files": [ + "https://github.com/ShmuelRonen/comfyui-openai_fm" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates OpenAI last T2S capabilities for free" + }, + { + "author": "ShmuelRonen", + "title": "DJ_VideoAudioMixer", + "reference": "https://github.com/ShmuelRonen/DJ_VideoAudioMixer", + "files": [ + "https://github.com/ShmuelRonen/DJ_VideoAudioMixer" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for combining video clips with synchronized audio, background music, and advanced audio controls." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-Veo2-Experimental", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Veo2-Experimental", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Veo2-Experimental" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that integrates Google's Veo 2 text-to-video generation capabilities." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-VideoUpscale_WithModel", + "reference": "https://github.com/ShmuelRonen/ComfyUI-VideoUpscale_WithModel", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-VideoUpscale_WithModel" + ], + "install_type": "git-clone", + "description": "A memory-efficient implementation for upscaling videos in ComfyUI using non-diffusion upscaling models. This custom node is designed to handle large video frame sequences without memory bottlenecks." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-Orpheus-TTS", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Orpheus-TTS", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Orpheus-TTS" + ], + "install_type": "git-clone", + "description": "This project adds high-quality Text-to-Speech capabilities to ComfyUI using the Orpheus TTS model. Create natural-sounding voices with emotional expressions, multilingual support, and audio effects." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Hedra Node", + "reference": "https://github.com/ShmuelRonen/ComfyUI_Hedra", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_Hedra" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates with [a/Hedra](https://www.hedra.com/)'s Character-3 API to generate talking avatar videos from images and audio." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-Audio_Quality_Enhancer", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Audio_Quality_Enhancer", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Audio_Quality_Enhancer" + ], + "install_type": "git-clone", + "description": "An extension that's adds advanced audio processing capabilities to ComfyUI with professional-grade audio effects and AI-powered audio enhancement." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-FramePackWrapper_Plus", + "reference": "https://github.com/ShmuelRonen/ComfyUI-FramePackWrapper_Plus", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-FramePackWrapper_Plus" + ], + "install_type": "git-clone", + "description": "An extension that's adds advanced audio processing capabilities to ComfyUI with professional-grade audio effects and AI-powered audio enhancement." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-Gemini_TTS", + "reference": "https://github.com/ShmuelRonen/ComfyUI-Gemini_TTS", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-Gemini_TTS" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that brings Google's Gemini TTS capabilities directly to your workflow. Generate high-quality speech with 30+ voices supporting both free and paid tiers." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI_ChatterBox_Voice", + "reference": "https://github.com/ShmuelRonen/ComfyUI_ChatterBox_Voice", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_ChatterBox_Voice" + ], + "install_type": "git-clone", + "description": "An unofficial ComfyUI custom node integration for High-quality Text-to-Speech and Voice Conversion nodes for ComfyUI using ResembleAI's ChatterboxTTS with unlimited text length!!!." + }, + { + "author": "ShmuelRonen", + "title": "Flux Kontext Creator for ComfyUI", + "reference": "https://github.com/ShmuelRonen/FluxKontextCreator", + "files": [ + "https://github.com/ShmuelRonen/FluxKontextCreator" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for text-based image editing using Black Forest Labs' Flux Kontext API. Transform your images with simple text instructions while maintaining character consistency and quality." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-ThinkSound_Wrapper", + "reference": "https://github.com/ShmuelRonen/ComfyUI-ThinkSound_Wrapper", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-ThinkSound_Wrapper" + ], + "install_type": "git-clone", + "description": "A ComfyUI wrapper implementation of ThinkSound - an advanced AI model for generating high-quality audio from text descriptions and video content using Chain-of-Thought (CoT) reasoning." + }, + { + "author": "ShmuelRonen", + "title": "multi-lora-stack", + "reference": "https://github.com/ShmuelRonen/multi-lora-stack", + "files": [ + "https://github.com/ShmuelRonen/multi-lora-stack" + ], + "install_type": "git-clone", + "description": "A complete replacement for rgthree's Power Lora Loader with zero dependencies and two specialized versions to fit any workflow." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI-NanoBanano", + "reference": "https://github.com/ShmuelRonen/ComfyUI-NanoBanano", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI-NanoBanano" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for Google's Gemini 2.5 Flash Image (aka 'Nano Banana') model - the state-of-the-art image generation and editing AI." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Flux Pro Integrative - Enhanced Flux API Node", + "reference": "https://github.com/ShmuelRonen/flux_pro_integrative", + "files": [ + "https://github.com/ShmuelRonen/flux_pro_integrative" + ], + "install_type": "git-clone", + "description": "A completely rewritten and enhanced custom node for ComfyUI that integrates with Black Forest Labs FLUX API, providing seamless access to FLUX's image generation and finetuning capabilities with improved reliability and user experience." + }, + { + "author": "redhottensors", + "title": "ComfyUI-Prediction", + "id": "prediction", + "reference": "https://github.com/redhottensors/ComfyUI-Prediction", + "files": [ + "https://github.com/redhottensors/ComfyUI-Prediction" + ], + "install_type": "git-clone", + "description": "Fully customizable Classifier Free Guidance for ComfyUI." + }, + { + "author": "Mamaaaamooooo", + "title": "Batch Rembg for ComfyUI", + "id": "batch-rembg", + "reference": "https://github.com/Mamaaaamooooo/batchImg-rembg-ComfyUI-nodes", + "files": [ + "https://github.com/Mamaaaamooooo/batchImg-rembg-ComfyUI-nodes" + ], + "install_type": "git-clone", + "description": "Remove background of plural images." + }, + { + "author": "jordoh", + "title": "ComfyUI Deepface", + "id": "deepface", + "reference": "https://github.com/jordoh/ComfyUI-Deepface", + "files": [ + "https://github.com/jordoh/ComfyUI-Deepface" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes wrapping the [a/deepface](https://github.com/serengil/deepface) library." + }, + { + "author": "al-swaiti", + "title": "ComfyUI-CascadeResolutions", + "id": "cascade-resolution", + "reference": "https://github.com/al-swaiti/ComfyUI-CascadeResolutions", + "files": [ + "https://github.com/al-swaiti/ComfyUI-CascadeResolutions" + ], + "install_type": "git-clone", + "description": "Nodes:Cascade Resolutions" + }, + { + "author": "al-swaiti", + "title": "All-IN-ONE-style", + "id": "all-in-one-style", + "reference": "https://github.com/al-swaiti/All-IN-ONE-style", + "files": [ + "https://github.com/al-swaiti/All-IN-ONE-style" + ], + "install_type": "git-clone", + "description": "all art styles" + }, + { + "author": "al-swaiti", + "title": "ComfyUI-OllamaGemini", + "reference": "https://github.com/al-swaiti/ComfyUI-OllamaGemini", + "files": [ + "https://github.com/al-swaiti/ComfyUI-OllamaGemini" + ], + "install_type": "git-clone", + "description": "ComfyUI extension for Ollama, Gemini, OpenAI, Claude, and Qwen with video and audio support" + }, + { + "author": "mirabarukaso", + "title": "ComfyUI_Mira", + "id": "mira", + "reference": "https://github.com/mirabarukaso/ComfyUI_Mira", + "files": [ + "https://github.com/mirabarukaso/ComfyUI_Mira" + ], + "install_type": "git-clone", + "description": "Slice regions of the canvas and convert them to masks for regional conditions widh PNG preview output. And a few support nodes." + }, + { + "author": "1038lab", + "title": "ComfyUI-OmniGen", + "reference": "https://github.com/1038lab/ComfyUI-OmniGen", + "files": [ + "https://github.com/1038lab/ComfyUI-OmniGen" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node implementation of OmniGen" + }, + { + "author": "1038lab", + "title": "ComfyUI-RMBG", + "reference": "https://github.com/1038lab/ComfyUI-RMBG", + "files": [ + "https://github.com/1038lab/ComfyUI-RMBG" + ], + "install_type": "git-clone", + "description": "A sophisticated ComfyUI custom node engineered for advanced image background removal and precise segmentation of objects, faces, clothing, and fashion elements. This tool leverages a diverse array of models, including RMBG-2.0, INSPYRENET, BEN, BEN2, BiRefNet models, SAM, and GroundingDINO, while also incorporating a new feature for real-time background replacement and enhanced edge detection for improved accuracy." + }, + { + "author": "1038lab", + "title": "ComfyUI-WildPromptor", + "reference": "https://github.com/1038lab/ComfyUI-WildPromptor", + "files": [ + "https://github.com/1038lab/ComfyUI-WildPromptor" + ], + "install_type": "git-clone", + "description": "WildPromptor simplifies prompt creation, organization, and customization in ComfyUI, turning chaotic workflows into an efficient, intuitive process." + }, + { + "author": "1038lab", + "title": "ComfyUI-EdgeTTS", + "reference": "https://github.com/1038lab/ComfyUI-EdgeTTS", + "files": [ + "https://github.com/1038lab/ComfyUI-EdgeTTS" + ], + "install_type": "git-clone", + "description": "ComfyUI-EdgeTTS is a powerful text-to-speech node for ComfyUI, leveraging Microsoft's Edge TTS capabilities. It enables seamless conversion of text into natural-sounding speech, supporting multiple languages and voices. Ideal for enhancing user interactions, this node is easy to integrate and customize, making it perfect for various applications." + }, + { + "author": "1038lab", + "title": "ComfyUI-Pollinations", + "reference": "https://github.com/1038lab/ComfyUI-Pollinations", + "files": [ + "https://github.com/1038lab/ComfyUI-Pollinations" + ], + "install_type": "git-clone", + "description": "ComfyUI integration for Pollinations API - Generate images and text based on user prompts" + }, + { + "author": "1038lab", + "title": "Comfyui-Spark-TTS", + "reference": "https://github.com/1038lab/ComfyUI-SparkTTS", + "files": [ + "https://github.com/1038lab/ComfyUI-SparkTTS" + ], + "install_type": "git-clone", + "description": "ComfyUI-SparkTTS is a custom ComfyUI node implementation of SparkTTS, an advanced text-to-speech system that harnesses the power of large language models (LLMs) to generate highly accurate and natural-sounding speech." + }, + { + "author": "1038lab", + "title": "ComfyUI-MegaTTS", + "reference": "https://github.com/1038lab/ComfyUI-MegaTTS", + "files": [ + "https://github.com/1038lab/ComfyUI-MegaTTS" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node based on ByteDance MegaTTS3 MegaTTS3, enabling high-quality text-to-speech synthesis with voice cloning capabilities for both Chinese and English." + }, + { + "author": "1038lab", + "title": "ComfyUI-ReduxFineTune", + "reference": "https://github.com/1038lab/ComfyUI-ReduxFineTune", + "files": [ + "https://github.com/1038lab/ComfyUI-ReduxFineTune" + ], + "install_type": "git-clone", + "description": "ComfyUI-ReduxFineTune is a custom node for ComfyUI that enables advanced style fine-tuning using the Flux Redux approach. It offers multiple unified fusion modes for precise and consistent control over style transfer, allowing users to fine-tune image styles with high flexibility and detail." + }, + { + "author": "1038lab", + "title": "ComfyUI-LBM", + "reference": "https://github.com/1038lab/ComfyUI-LBM", + "files": [ + "https://github.com/1038lab/ComfyUI-LBM" + ], + "install_type": "git-clone", + "description": "A ComfyUI implementation of Latent Bridge Matching (LBM) for efficient image relighting. This node utilizes the LBM algorithm to perform single-step image-to-image translation specifically for relighting tasks." + }, + { + "author": "1038lab", + "title": "ComfyUI-JoyCaption", + "reference": "https://github.com/1038lab/ComfyUI-JoyCaption", + "files": [ + "https://github.com/1038lab/ComfyUI-JoyCaption" + ], + "install_type": "git-clone", + "description": "Joy Caption is a ComfyUI custom node powered by the LLaVA model for efficient, stylized image captioning. Caption Tools nodes handle batch image processing and automatic separation of caption text." + }, + { + "author": "1038lab", + "title": "ComfyUI-MiniMax-Remover", + "reference": "https://github.com/1038lab/ComfyUI-MiniMax-Remover", + "files": [ + "https://github.com/1038lab/ComfyUI-MiniMax-Remover" + ], + "install_type": "git-clone", + "description": "ComfyUI-MiniMax-Remover is a custom node for ComfyUI that enables fast and efficient object removal using minimax optimization. It works in two stages: first, it trains a remover with a simplified DiT model; then it distills a robust version using CFG guidance and fewer inference steps." + }, + { + "author": "1038lab", + "title": "ComfyUI-Mosaic", + "reference": "https://github.com/1038lab/ComfyUI-Mosaic", + "files": [ + "https://github.com/1038lab/ComfyUI-Mosaic" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for mosaic detection and creation." + }, + { + "author": "1038lab", + "title": "ComfyUI-MiniCPM", + "reference": "https://github.com/1038lab/ComfyUI-MiniCPM", + "files": [ + "https://github.com/1038lab/ComfyUI-MiniCPM" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for MiniCPM vision-language models, enabling high-quality image captioning and analysis." + }, + { + "author": "1038lab", + "title": "ComfyUI-FireRedTTS", + "reference": "https://github.com/1038lab/ComfyUI-FireRedTTS", + "files": [ + "https://github.com/1038lab/ComfyUI-FireRedTTS" + ], + "install_type": "git-clone", + "description": "A ComfyUI integration for FireRedTTS‑2, a real-time multi-speaker TTS system enabling high-quality, emotionally expressive dialogue and monologue synthesis. Leveraging a streaming architecture and context-aware prosody modeling, it supports natural speaker turns and stable long-form generation, ideal for interactive chat and podcast applications." + }, + { + "author": "1038lab", + "title": "ComfyUI-VoxCPMTTS", + "reference": "https://github.com/1038lab/ComfyUI-VoxCPMTTS", + "files": [ + "https://github.com/1038lab/ComfyUI-VoxCPMTTS" + ], + "install_type": "git-clone", + "description": "A clean, efficient ComfyUI custom node for VoxCPMTTS (Text-to-Speech) functionality. This implementation provides high-quality speech generation and voice cloning capabilities using the VoxCPM model." + }, + { + "author": "ailab", + "title": "ComfyUI-FlashVSR", + "reference": "https://github.com/1038lab/ComfyUI-FlashVSR", + "files": [ + "https://github.com/1038lab/ComfyUI-FlashVSR" + ], + "install_type": "git-clone", + "description": "Powerful ComfyUI custom node built on the FlashVSR model, facilitating real-time diffusion-based video super-resolution for streaming applications." + }, + { + "author": "1038lab", + "title": "ComfyUI-QwenVL", + "reference": "https://github.com/1038lab/ComfyUI-QwenVL", + "files": [ + "https://github.com/1038lab/ComfyUI-QwenVL" + ], + "install_type": "git-clone", + "description": "ComfyUI-QwenVL custom node: Integrates the Qwen-VL series, including Qwen2.5-VL and the latest Qwen3-VL, to enable advanced multimodal AI for text generation, image understanding, and video analysis." + }, + { + "author": "1038lab", + "title": "ComfyUI-NodeAlign", + "reference": "https://github.com/1038lab/ComfyUI-NodeAlign", + "files": [ + "https://github.com/1038lab/ComfyUI-NodeAlign" + ], + "install_type": "git-clone", + "description": "Lightweight alignment toolbar for ComfyUI graphs. Provides quick align, equal size, and distribution actions with optional keyboard shortcuts." + }, + { + "author": "1038lab", + "title": "ComfyUI-QwenASR", + "reference": "https://github.com/1038lab/ComfyUI-QwenASR", + "files": [ + "https://github.com/1038lab/ComfyUI-QwenASR" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI custom node pack for Qwen3-ASR, providing simple speech‑to‑text workflows with local model caching and optional timestamp output. Supports Qwen/Qwen3‑ASR‑1.7B and 0.6B, with HuggingFace/ModelScope download options and clean integration for ComfyUI pipelines." + }, + { + "author": "1038lab", + "title": "ComfyUI-Youtu-VL", + "reference": "https://github.com/1038lab/ComfyUI-Youtu-VL", + "files": [ + "https://github.com/1038lab/ComfyUI-Youtu-VL" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Tencent Youtu-VL vision-language model" + }, + { + "author": "Klinter", + "title": "Klinter_nodes", + "id": "klinter", + "reference": "https://github.com/klinter007/klinter_nodes", + "files": [ + "https://github.com/klinter007/klinter_nodes" + ], + "install_type": "git-clone", + "description": "Concat_strings atm - celebrating first_node" + }, + { + "author": "Ludobico", + "title": "ComfyUI-ScenarioPrompt", + "id": "scenarioprompt", + "reference": "https://github.com/Ludobico/ComfyUI-ScenarioPrompt", + "files": [ + "https://github.com/Ludobico/ComfyUI-ScenarioPrompt" + ], + "install_type": "git-clone", + "description": "ScenarioPrompt is a custom node that helps you understand what you're prompting for each property as you build your prompts" + }, + { + "author": "logtd", + "title": "InstanceDiffusion Nodes", + "id": "instancediffusion", + "reference": "https://github.com/logtd/ComfyUI-InstanceDiffusion", + "files": [ + "https://github.com/logtd/ComfyUI-InstanceDiffusion" + ], + "install_type": "git-clone", + "description": "A set of nodes to perform multi-object prompting with InstanceDiffusion" + }, + { + "author": "logtd", + "title": "Tracking Nodes for Videos", + "id": "tracking", + "reference": "https://github.com/logtd/ComfyUI-TrackingNodes", + "files": [ + "https://github.com/logtd/ComfyUI-TrackingNodes" + ], + "install_type": "git-clone", + "description": "A set of nodes to track objects through videos using YOLO and other processors." + }, + { + "author": "logtd", + "title": "ComfyUI-InversedNoise", + "id": "inversed-noise", + "reference": "https://github.com/logtd/ComfyUI-InversedNoise", + "files": [ + "https://github.com/logtd/ComfyUI-InversedNoise" + ], + "install_type": "git-clone", + "description": "Nodes:Inversed Euler Sampler, Mix Noise with Latent, Combine Latent Noise" + }, + { + "author": "logtd", + "title": "ComfyUI-RefSampling", + "id": "refsampling", + "reference": "https://github.com/logtd/ComfyUI-RefSampling", + "files": [ + "https://github.com/logtd/ComfyUI-RefSampling" + ], + "install_type": "git-clone", + "description": "Nodes:Apply Ref UNet, Ref Sampler, Ref Sampler Custom" + }, + { + "author": "logtd", + "title": "ComfyUI-FLATTEN", + "id": "flatten", + "reference": "https://github.com/logtd/ComfyUI-FLATTEN", + "files": [ + "https://github.com/logtd/ComfyUI-FLATTEN" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/FLATTEN: optical FLow-guided ATTENtion for consistent text-to-video editing](https://github.com/yrcong/flatten)." + }, + { + "author": "logtd", + "title": "ComfyUI-RAVE Attention", + "id": "rave-attn", + "reference": "https://github.com/logtd/ComfyUI-RAVE_ATTN", + "files": [ + "https://github.com/logtd/ComfyUI-RAVE_ATTN" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use RAVE attention as a temporal attention mechanism.\nThis differs from other implementations in that it does not concatenate the images together, but within the UNet's Self-Attention mechanism performs the RAVE technique. By not altering the images/latents throughout the UNet, this method does not affect other temporal techniques, style mechanisms, or other UNet modifications.\nFor example, it can be combined with AnimateDiff, ModelScope/ZeroScope, or FLATTEN." + }, + { + "author": "logtd", + "title": "ComfyUI-RefUNet", + "id": "refunet", + "reference": "https://github.com/logtd/ComfyUI-RefUNet", + "files": [ + "https://github.com/logtd/ComfyUI-RefUNet" + ], + "install_type": "git-clone", + "description": "A set of nodes to use Reference UNets" + }, + { + "author": "logtd", + "title": "ComfyUI-SEGAttention", + "id": "segattention", + "reference": "https://github.com/logtd/ComfyUI-SEGAttention", + "files": [ + "https://github.com/logtd/ComfyUI-SEGAttention" + ], + "install_type": "git-clone", + "description": "Nodes to use [a/Smoothed Energy Guidance](https://github.com/SusungHong/SEG-SDXL) for ComfyUI." + }, + { + "author": "logtd", + "title": "ComfyUI-SSREncoder", + "id": "ssrencoder", + "reference": "https://github.com/logtd/ComfyUI-SSREncoder", + "files": [ + "https://github.com/logtd/ComfyUI-SSREncoder" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes to use [a/SSR Encoder:Encoding Selective Subject Representation for Subject-Driven Generation](https://github.com/Xiaojiu-z/SSR_Encoder)." + }, + { + "author": "logtd", + "title": "ComfyUI-SeeCoder", + "id": "seecoder-logtd", + "reference": "https://github.com/logtd/ComfyUI-SeeCoder", + "files": [ + "https://github.com/logtd/ComfyUI-SeeCoder" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use the SeeCoder from [a/Prompt-Free-Diffusion](https://github.com/SHI-Labs/Prompt-Free-Diffusion)" + }, + { + "author": "logtd", + "title": "ComfyUI-4DHumans", + "id": "comfyui-4dhumans", + "reference": "https://github.com/logtd/ComfyUI-4DHumans", + "files": [ + "https://github.com/logtd/ComfyUI-4DHumans" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/4D-Humans](ComfyUI nodes to use 4D-Humans)" + }, + { + "author": "logtd", + "title": "ComfyUI-ReNoise", + "reference": "https://github.com/logtd/ComfyUI-ReNoise", + "files": [ + "https://github.com/logtd/ComfyUI-ReNoise" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use ReNoise" + }, + { + "author": "logtd", + "title": "ComfyUI-MotionThiefExperiment", + "reference": "https://github.com/logtd/ComfyUI-MotionThiefExperiment", + "files": [ + "https://github.com/logtd/ComfyUI-MotionThiefExperiment" + ], + "install_type": "git-clone", + "description": "experimental node pack to test using reference videos for their motion." + }, + { + "author": "logtd", + "title": "ComfyUI-DiLightNet", + "reference": "https://github.com/logtd/ComfyUI-DiLightNet", + "files": [ + "https://github.com/logtd/ComfyUI-DiLightNet" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/DiLightNet](https://github.com/iamNCJ/DiLightNet).\nThese nodes can run DiLightNet, but the Dust3r or BlenderPy implementations to create lighting are not included. Expect those to be added to seperate repos when time allows." + }, + { + "author": "logtd", + "title": "ComfyUI-ViewCrafter", + "reference": "https://github.com/logtd/ComfyUI-ViewCrafter", + "files": [ + "https://github.com/logtd/ComfyUI-ViewCrafter" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/ViewCrafter](https://github.com/Drexubery/ViewCrafter/tree/main) for novel view synthesis." + }, + { + "author": "logtd", + "title": "ComfyUI-APGScaling", + "reference": "https://github.com/logtd/ComfyUI-APGScaling", + "files": [ + "https://github.com/logtd/ComfyUI-APGScaling" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/APG scaling](https://huggingface.co/papers/2410.02416) for CFG, allowing for better image quality with higher CFG." + }, + { + "author": "logtd", + "title": "ComfyUI-Fluxtapoz", + "reference": "https://github.com/logtd/ComfyUI-Fluxtapoz", + "files": [ + "https://github.com/logtd/ComfyUI-Fluxtapoz" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for image editing with Flux, such as RF-Inversion and more" + }, + { + "author": "logtd", + "title": "ComfyUI-MochiEdit", + "reference": "https://github.com/logtd/ComfyUI-MochiEdit", + "files": [ + "https://github.com/logtd/ComfyUI-MochiEdit" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to edit videos using Genmo Mochi" + }, + { + "author": "Big-Idea-Technology", + "title": "ComfyUI-Book-Tools Nodes for ComfyUI", + "id": "booktool", + "reference": "https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools", + "files": [ + "https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools" + ], + "install_type": "git-clone", + "description": "ComfyUI-Book-Tools is a set o new nodes for ComfyUI that allows users to easily add text overlays to images within their ComfyUI projects. This Node leverages Python Imaging Library (PIL) and PyTorch to dynamically render text on images, supporting a wide range of customization options including font size, alignment, color, and padding. Loop with any parameters (*), prompt batch schedule with prompt selector, end queue for automatic ending current queue." + }, + { + "author": "Big Idea Technology", + "title": "LLM Node for ComfyUI", + "reference": "https://github.com/Big-Idea-Technology/ComfyUI_LLM_Node", + "files": [ + "https://github.com/Big-Idea-Technology/ComfyUI_LLM_Node" + ], + "install_type": "git-clone", + "description": "The LLM_Node enhances ComfyUI by integrating advanced language model capabilities, enabling a wide range of NLP tasks such as text generation, content summarization, question answering, and more. This flexibility is powered by various transformer model architectures from the transformers library, allowing for the deployment of models like T5, GPT-2, and others based on your project's needs." + }, + { + "author": "Guillaume-Fgt", + "title": "ComfyUI_StableCascadeLatentRatio", + "id": "cascade-latent-ratio", + "reference": "https://github.com/Guillaume-Fgt/ComfyUI_StableCascadeLatentRatio", + "files": [ + "https://github.com/Guillaume-Fgt/ComfyUI_StableCascadeLatentRatio" + ], + "install_type": "git-clone", + "description": "A custom node to create empty latents for Stable Cascade.\nfeatures: width and height incrementation of 64 by default, possibility to lock the aspect ratio, switch width/height at execution" + }, + { + "author": "AuroBit", + "title": "ComfyUI OOTDiffusion", + "id": "ootdiffusion", + "reference": "https://github.com/AuroBit/ComfyUI-OOTDiffusion", + "files": [ + "https://github.com/AuroBit/ComfyUI-OOTDiffusion" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that simply integrates the [a/OOTDiffusion](https://github.com/levihsu/OOTDiffusion) functionality." + }, + { + "author": "AuroBit", + "title": "ComfyUI-AnimateAnyone-reproduction", + "id": "animateanyone-reproduction", + "reference": "https://github.com/AuroBit/ComfyUI-AnimateAnyone-reproduction", + "files": [ + "https://github.com/AuroBit/ComfyUI-AnimateAnyone-reproduction" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that simply integrates the [a/animate-anyone-reproduction](https://github.com/bendanzzc/AnimateAnyone-reproduction) functionality." + }, + { + "author": "czcz1024", + "title": "Face Compare", + "id": "facecompare", + "reference": "https://github.com/czcz1024/Comfyui-FaceCompare", + "files": [ + "https://github.com/czcz1024/Comfyui-FaceCompare" + ], + "install_type": "git-clone", + "description": "Nodes:FaceCompare" + }, + { + "author": "leoleelxh", + "title": "ComfyUI-LLMs", + "reference": "https://github.com/leoleelxh/ComfyUI-LLMs", + "files": [ + "https://github.com/leoleelxh/ComfyUI-LLMs" + ], + "install_type": "git-clone", + "description": "A minimalist node that calls LLMs, combined with one API, can call all language models, including local models." + }, + { + "author": "hughescr", + "title": "OpenPose Keypoint Extractor", + "reference": "https://github.com/hughescr/ComfyUI-OpenPose-Keypoint-Extractor", + "files": [ + "https://github.com/hughescr/ComfyUI-OpenPose-Keypoint-Extractor" + ], + "install_type": "git-clone", + "description": "This is a single node which can take the POSE_KEYPOINT output from the OpenPose extractor node, parse it, and return x,y,width,height bounding boxes around any elements of the OpenPose skeleton" + }, + { + "author": "jkrauss82", + "title": "ULTools for ComfyUI", + "reference": "https://github.com/jkrauss82/ultools-comfyui", + "files": [ + "https://github.com/jkrauss82/ultools-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:SaveImgAdv, CLIPTextEncodeWithStats. Collection of tools supporting txt2img generation in ComfyUI and other tasks." + }, + { + "author": "hiforce", + "title": "Comfyui HiFORCE Plugin", + "reference": "https://github.com/hiforce/comfyui-hiforce-plugin", + "files": [ + "https://github.com/hiforce/comfyui-hiforce-plugin" + ], + "install_type": "git-clone", + "description": "Custom nodes pack provided by [a/HiFORCE](https://www.hiforce.net/) for ComfyUI. This custom node helps to conveniently enhance images through Sampler, Upscaler, Mask, and more.\nNOTE:You should install [a/ComfyUI-Impact-Pack](https://github.com/ltdrdata/ComfyUI-Impact-Pack). Many optimizations are built upon the foundation of ComfyUI-Impact-Pack." + }, + { + "author": "kuschanow", + "title": "Advanced Latent Control", + "reference": "https://github.com/RomanKuschanow/ComfyUI-Advanced-Latent-Control", + "reference2": "https://github.com/kuschanow/ComfyUI-Advanced-Latent-Control", + "files": [ + "https://github.com/RomanKuschanow/ComfyUI-Advanced-Latent-Control" + ], + "install_type": "git-clone", + "description": "This custom node helps to transform latent in different ways." + }, + { + "author": "guill", + "title": "abracadabra-comfyui", + "reference": "https://github.com/guill/abracadabra-comfyui", + "files": [ + "https://github.com/guill/abracadabra-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:Abracadabra Summary, Abracadabra" + }, + { + "author": "guill", + "title": "ComfyUI Droopy Noodles", + "reference": "https://github.com/guill/comfyui-droopy-noodles", + "files": [ + "https://github.com/guill/comfyui-droopy-noodles" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that makes your node connections delightfully droopy. (Disclaimer: despite what it may look like, this extension will not make your monitor taste like spaghetti.)" + }, + { + "author": "guill", + "title": "Stegaflow", + "reference": "https://github.com/guill/comfyui-stegaflow", + "files": [ + "https://github.com/guill/comfyui-stegaflow" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node pack for embedding workflow data in image pixels using steganography" + }, + { + "author": "cerspense", + "title": "cspnodes", + "reference": "https://github.com/cerspense/ComfyUI_cspnodes", + "files": [ + "https://github.com/cerspense/ComfyUI_cspnodes" + ], + "install_type": "git-clone", + "description": "Nodes:Image Dir Iterator, Modelscopet2v, Modelscopev2v, Vid Dir Iterator, Image Dir Iterator, Text File Line Iterator, Remap Range, Split Image Channels, Resize By Image, Increment Every N." + }, + { + "author": "qwixiwp", + "title": "queuetools", + "reference": "https://github.com/qwixiwp/queuetools", + "files": [ + "https://github.com/qwixiwp/queuetools" + ], + "install_type": "git-clone", + "description": "Nodes:load images (queue tools). tools made for queueing in comfyUI" + }, + { + "author": "Chan-0312", + "title": "ComfyUI-Prompt-Preview", + "reference": "https://github.com/Chan-0312/ComfyUI-Prompt-Preview", + "files": [ + "https://github.com/Chan-0312/ComfyUI-Prompt-Preview" + ], + "install_type": "git-clone", + "description": "Welcome to ComfyUI Prompt Preview, where you can visualize the styles from [sdxl_prompt_styler](https://github.com/twri/sdxl_prompt_styler)." + }, + { + "author": "munkyfoot", + "title": "ComfyUI-TextOverlay", + "id": "textoverlay-munkyfoot", + "reference": "https://github.com/Munkyfoot/ComfyUI-TextOverlay", + "files": [ + "https://github.com/Munkyfoot/ComfyUI-TextOverlay" + ], + "install_type": "git-clone", + "description": "This extension provides a node that allows you to overlay text on an image or a batch of images with support for custom fonts and styles." + }, + { + "author": "CC-BryanOttho", + "title": "ComfyUI_API_Manager", + "reference": "https://github.com/CC-BryanOttho/ComfyUI_API_Manager", + "files": [ + "https://github.com/CC-BryanOttho/ComfyUI_API_Manager" + ], + "install_type": "git-clone", + "description": "This package provides three custom nodes designed to streamline workflows involving API requests, dynamic text manipulation based on API responses, and image posting to APIs. These nodes are particularly useful for automating interactions with APIs, enhancing text-based workflows with dynamic data, and facilitating image uploads." + }, + { + "author": "maracman", + "title": "ComfyUI-SubjectStyle-CSV", + "reference": "https://github.com/maracman/ComfyUI-SubjectStyle-CSV", + "files": [ + "https://github.com/maracman/ComfyUI-SubjectStyle-CSV" + ], + "install_type": "git-clone", + "description": "Store a CSV of prompts where the style can change for each subject. The CSV node initialises with the column (style) and row (subject) names for easy interpretability." + }, + { + "author": "438443467", + "title": "ComfyUI-GPT4V-Image-Captioner", + "reference": "https://github.com/438443467/ComfyUI-GPT4V-Image-Captioner", + "files": [ + "https://github.com/438443467/ComfyUI-GPT4V-Image-Captioner" + ], + "install_type": "git-clone", + "description": "Nodes:GPT4V-Image-Captioner" + }, + { + "author": "uetuluk", + "title": "comfyui-webcam-node", + "id": "webcam", + "reference": "https://github.com/uetuluk/comfyui-webcam-node", + "files": [ + "https://github.com/uetuluk/comfyui-webcam-node" + ], + "install_type": "git-clone", + "description": "Nodes:Webcam Capture" + }, + { + "author": "huchenlei", + "title": "ComfyUI-layerdiffuse (layerdiffusion)", + "id": "layerdiffuse", + "reference": "https://github.com/huchenlei/ComfyUI-layerdiffuse", + "files": [ + "https://github.com/huchenlei/ComfyUI-layerdiffuse" + ], + "install_type": "git-clone", + "description": "Transparent Image Layer Diffusion using Latent Transparency" + }, + { + "author": "huchenlei", + "title": "ComfyUI_DanTagGen", + "id": "dantangen", + "reference": "https://github.com/huchenlei/ComfyUI_DanTagGen", + "files": [ + "https://github.com/huchenlei/ComfyUI_DanTagGen" + ], + "install_type": "git-clone", + "description": "ComfyUI node of [a/Kohaku's DanTagGen Demo](https://huggingface.co/KBlueLeaf/DanTagGen?not-for-all-audiences=true)." + }, + { + "author": "huchenlei", + "title": "ComfyUI-openpose-editor", + "reference": "https://github.com/huchenlei/ComfyUI-openpose-editor", + "files": [ + "https://github.com/huchenlei/ComfyUI-openpose-editor" + ], + "install_type": "git-clone", + "description": "Port of [a/https://github.com/huchenlei/sd-webui-openpose-editor](https://github.com/huchenlei/sd-webui-openpose-editor) in ComfyUI" + }, + { + "author": "huchenlei", + "title": "ComfyUI-IC-Light-Native", + "id": "ic-light-native", + "reference": "https://github.com/huchenlei/ComfyUI-IC-Light-Native", + "files": [ + "https://github.com/huchenlei/ComfyUI-IC-Light-Native" + ], + "install_type": "git-clone", + "description": "ComfyUI native implementation of [a/IC-Light](https://github.com/lllyasviel/IC-Light)." + }, + { + "author": "huchenlei", + "title": "ComfyUI DenseDiffusion", + "id": "densediffusion", + "reference": "https://github.com/huchenlei/ComfyUI_densediffusion", + "files": [ + "https://github.com/huchenlei/ComfyUI_densediffusion" + ], + "install_type": "git-clone", + "description": "[a/DenseDiffusion](https://github.com/naver-ai/DenseDiffusion) custom node for ComfyUI." + }, + { + "author": "huchenlei", + "title": "ComfyUI_omost", + "id": "omost", + "reference": "https://github.com/huchenlei/ComfyUI_omost", + "files": [ + "https://github.com/huchenlei/ComfyUI_omost" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of [a/Omost](https://github.com/lllyasviel/Omost), and everything about regional prompt.\nNOTE: You need to install ComfyUI_densediffusion to use this node." + }, + { + "author": "huchenlei", + "title": "ComfyUI-execution-glow", + "reference": "https://github.com/huchenlei/ComfyUI-execution-glow", + "files": [ + "https://github.com/huchenlei/ComfyUI-execution-glow" + ], + "install_type": "git-clone", + "description": "ComfyUI extension that adds a glowing visual effect to nodes during execution for enhanced visual feedback." + }, + { + "author": "nathannlu", + "title": "ComfyUI Pets", + "id": "pets", + "reference": "https://github.com/nathannlu/ComfyUI-Pets", + "files": [ + "https://github.com/nathannlu/ComfyUI-Pets" + ], + "install_type": "git-clone", + "description": "Play with your pet while your workflow generates!" + }, + { + "author": "nathannlu", + "title": "Comfy Cloud", + "id": "cloud", + "reference": "https://github.com/nathannlu/ComfyUI-Cloud", + "files": [ + "https://github.com/nathannlu/ComfyUI-Cloud" + ], + "install_type": "git-clone", + "description": "Run your workflow using cloud GPU resources, from your local ComfyUI.\nNOTE:After you first install the plugin...\nThe first time you click 'generate', you will be prompted to log into your account.Subsequent generations after the first is faster (the first run it takes a while to process your workflow). Once those two steps have been completed, you will be able to seamlessly generate your workflow on the cloud!" + }, + { + "author": "11dogzi", + "title": "Comfyui-ergouzi-Nodes", + "id": "ergouzi-nodes", + "reference": "https://github.com/11dogzi/Comfyui-ergouzi-Nodes", + "files": [ + "https://github.com/11dogzi/Comfyui-ergouzi-Nodes" + ], + "install_type": "git-clone", + "description": "This is a node group kit that covers multiple nodes such as local refinement, tag management, random prompt words, text processing, image processing, mask processing, etc" + }, + { + "author": "11dogzi", + "title": "Comfyui-ergouzi-samplers", + "id": "ergouzi-samplers", + "reference": "https://github.com/11dogzi/Comfyui-ergouzi-samplers", + "files": [ + "https://github.com/11dogzi/Comfyui-ergouzi-samplers" + ], + "install_type": "git-clone", + "description": "Partial redraw sampler and variant seed sampler" + }, + { + "author": "11dogzi", + "title": "Comfyui-ergouzi-kaiguan", + "id": "ergouzi-kaiguan", + "reference": "https://github.com/11dogzi/Comfyui-ergouzi-kaiguan", + "files": [ + "https://github.com/11dogzi/Comfyui-ergouzi-kaiguan" + ], + "install_type": "git-clone", + "description": "Group switching control, one click control to ignore and disable multiple groups, as well as wired switch combination nodes, allowing for arbitrary switching of annotation names" + }, + { + "author": "11dogzi", + "title": "CYBERPUNK-STYLE-DIY", + "id": "CYBERPUNK-STYLE-DIY", + "reference": "https://github.com/11dogzi/CYBERPUNK-STYLE-DIY", + "files": [ + "https://github.com/11dogzi/CYBERPUNK-STYLE-DIY" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI theme plugin with stunning cyberpunk aesthetics and powerful customization features" + }, + { + "author": "11dogzi", + "title": "ComfUI-EGAdapterMadAssistant", + "id": "madassistant", + "reference": "https://github.com/11dogzi/ComfUI-EGAdapterMadAssistant", + "files": [ + "https://github.com/11dogzi/ComfUI-EGAdapterMadAssistant" + ], + "install_type": "git-clone", + "description": "This is a hierarchical auxiliary project of the IPAdapter project, which uses a slider to quickly control the hierarchical weights and add fully random and semi random modes" + }, + { + "author": "11dogzi", + "title": "HYPIR ComfyUI Plugin", + "reference": "https://github.com/11dogzi/Comfyui-HYPIR", + "files": [ + "https://github.com/11dogzi/Comfyui-HYPIR" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plugin for [a/HYPIR (Harnessing Diffusion-Yielded Score Priors for Image Restoration)](https://github.com/XPixelGroup/HYPIR), a state-of-the-art image restoration model based on Stable Diffusion 2.1." + }, + { + "author": "BXYMartin", + "title": "ComfyUI-InstantIDUtils", + "id": "instantid-utils", + "reference": "https://github.com/BXYMartin/ComfyUI-InstantIDUtils", + "files": [ + "https://github.com/BXYMartin/ComfyUI-InstantIDUtils" + ], + "install_type": "git-clone", + "description": "Nodes:Multi-ControlNet Converter, List of Images, Convert PIL to Tensor (NHWC), Convert Tensor (NHWC) to (NCHW), Convert Tensor (NHWC) to PIL" + }, + { + "author": "cdb-boop", + "title": "comfyui-image-round", + "id": "image-round", + "reference": "https://github.com/cdb-boop/comfyui-image-round", + "files": [ + "https://github.com/cdb-boop/comfyui-image-round" + ], + "install_type": "git-clone", + "description": "A simple node to round an input image up (pad) or down (crop) to the nearest integer multiple. Padding offset from left/bottom and the padding value are adjustable." + }, + { + "author": "cdb-boop", + "title": "ComfyUI Bringing Old Photos Back to Life", + "reference": "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life", + "files": [ + "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life" + ], + "install_type": "git-clone", + "description": "Enhance old or low-quality images in ComfyUI. Optional features include automatic scratch removal and face enhancement. Based on Microsoft's Bringing-Old-Photos-Back-to-Life. Requires installing models, so see instructions here: https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life." + }, + { + "author": "atmaranto", + "title": "SaveAsScript", + "id": "saveasscript", + "reference": "https://github.com/atmaranto/ComfyUI-SaveAsScript", + "files": [ + "https://github.com/atmaranto/ComfyUI-SaveAsScript" + ], + "install_type": "git-clone", + "description": "A version of ComfyUI-to-Python-Extension that works as a custom node. Adds a button in the UI that saves the current workflow as a Python file, a CLI for converting workflows, and slightly better custom node support." + }, + { + "author": "meshmesh-io", + "title": "mm-comfyui-megamask", + "id": "megamask", + "reference": "https://github.com/meshmesh-io/mm-comfyui-megamask", + "files": [ + "https://github.com/meshmesh-io/mm-comfyui-megamask" + ], + "install_type": "git-clone", + "description": "Nodes:ColorListMaskToImage, FlattenAndCombineMaskImages" + }, + { + "author": "meshmesh-io", + "title": "mm-comfyui-loopback", + "id": "mm-loopback", + "reference": "https://github.com/meshmesh-io/mm-comfyui-loopback", + "files": [ + "https://github.com/meshmesh-io/mm-comfyui-loopback" + ], + "install_type": "git-clone", + "description": "Nodes:Loop, LoopStart, LoopEnd, LoopStart_SEGIMAGE, LoopEnd_SEGIMAGE" + }, + { + "author": "meshmesh-io", + "title": "ComfyUI-MeshMesh", + "id": "meshmesh", + "reference": "https://github.com/meshmesh-io/ComfyUI-MeshMesh", + "files": [ + "https://github.com/meshmesh-io/ComfyUI-MeshMesh" + ], + "install_type": "git-clone", + "description": "Nodes:Masks to Colored Masks, Color Picker" + }, + { + "author": "CozyMantis", + "title": "Cozy Human Parser", + "id": "humanparser", + "reference": "https://github.com/cozymantis/human-parser-comfyui-node", + "files": [ + "https://github.com/cozymantis/human-parser-comfyui-node" + ], + "install_type": "git-clone", + "description": "A ComfyUI node to automatically extract masks for body regions and clothing/fashion items. Made with 💚 by the CozyMantis squad." + }, + { + "author": "CozyMantis", + "title": "Cozy Reference Pose Generator", + "id": "posegen", + "reference": "https://github.com/cozymantis/pose-generator-comfyui-node", + "files": [ + "https://github.com/cozymantis/pose-generator-comfyui-node" + ], + "install_type": "git-clone", + "description": "Generate OpenPose face/body reference poses in ComfyUI with ease. Made with 💚 by the CozyMantis squad." + }, + { + "author": "CozyMantis", + "title": "Cozy Utils", + "id": "cozy-utils", + "reference": "https://github.com/cozymantis/cozy-utils-comfyui-nodes", + "files": [ + "https://github.com/cozymantis/cozy-utils-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Various cozy nodes, made with 💚 by the CozyMantis squad." + }, + { + "author": "vivax3794", + "title": "ComfyUI-Vivax-Nodes", + "reference": "https://github.com/vivax3794/ComfyUI-Vivax-Nodes", + "files": [ + "https://github.com/vivax3794/ComfyUI-Vivax-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Inspect, Any String, Model From URL" + }, + { + "author": "vivax3794", + "title": "ComfyUI-Sub-Nodes", + "reference": "https://github.com/vivax3794/ComfyUI-Sub-Nodes", + "files": [ + "https://github.com/vivax3794/ComfyUI-Sub-Nodes" + ], + "install_type": "git-clone", + "description": "Creating subgraph and Calling subgraphs." + }, + { + "author": "victorchall", + "title": "Comfyui Webcam capture node", + "reference": "https://github.com/victorchall/comfyui_webcamcapture", + "files": [ + "https://github.com/victorchall/comfyui_webcamcapture" + ], + "install_type": "git-clone", + "description": "This node captures images one at a time from your webcam when you click generate.\nThis is particular useful for img2img or controlnet workflows.\nNOTE:This node will take over your webcam, so if you have another program using it, you may need to close that program first. Likewise, you may need to close Comfyui or close the workflow to release the webcam." + }, + { + "author": "ljleb", + "title": "Mecha Merge Node Pack", + "id": "mecha", + "reference": "https://github.com/ljleb/comfy-mecha", + "files": [ + "https://github.com/ljleb/comfy-mecha" + ], + "install_type": "git-clone", + "description": "model merging nodes powered by sd-mecha, a memory efficient state dict recipe merger." + }, + { + "author": "diSty", + "title": "ComfyUI Frame Maker", + "id": "frame-maker", + "reference": "https://github.com/diStyApps/ComfyUI_FrameMaker", + "files": [ + "https://github.com/diStyApps/ComfyUI_FrameMaker" + ], + "install_type": "git-clone", + "description": "This node creates a sequence of frames by moving and scaling a subject image over a background image." + }, + { + "author": "diSty", + "title": "Flow - Streamlined Way to ComfyUI", + "reference": "https://github.com/diStyApps/ComfyUI-disty-Flow", + "files": [ + "https://github.com/diStyApps/ComfyUI-disty-Flow" + ], + "install_type": "git-clone", + "description": "Flow is a custom node designed to provide a more user-friendly interface for ComfyUI by acting as an alternative user interface for running workflows. It is not a replacement for workflow creation.\nFlow is currently in the early stages of development, so expect bugs and ongoing feature enhancements. With your support and feedback, Flow will settle into a steady stream." + }, + { + "author": "hackkhai", + "title": "ComfyUI-Image-Matting", + "id": "image-matting", + "reference": "https://github.com/hackkhai/ComfyUI-Image-Matting", + "files": [ + "https://github.com/hackkhai/ComfyUI-Image-Matting" + ], + "install_type": "git-clone", + "description": "This node improves the quality of the image mask. more suitable for image composite matting" + }, + { + "author": "ExponentialML", + "title": "ComfyUI_ModelScopeT2V", + "id": "modelscopet2v", + "reference": "https://github.com/ExponentialML/ComfyUI_ModelScopeT2V", + "files": [ + "https://github.com/ExponentialML/ComfyUI_ModelScopeT2V" + ], + "install_type": "git-clone", + "description": "Allows native usage of ModelScope based Text To Video Models in ComfyUI" + }, + { + "author": "ExponentialML", + "title": "ComfyUI - Native DynamiCrafter", + "id": "dynamicrafter", + "reference": "https://github.com/ExponentialML/ComfyUI_Native_DynamiCrafter", + "files": [ + "https://github.com/ExponentialML/ComfyUI_Native_DynamiCrafter" + ], + "install_type": "git-clone", + "description": "DynamiCrafter that works natively with ComfyUI's nodes, optimizations, ControlNet, and more." + }, + { + "author": "ExponentialML", + "title": "ComfyUI_VisualStylePrompting", + "id": "visual-style-prompting", + "reference": "https://github.com/ExponentialML/ComfyUI_VisualStylePrompting", + "files": [ + "https://github.com/ExponentialML/ComfyUI_VisualStylePrompting" + ], + "install_type": "git-clone", + "description": "ComfyUI Version of '[a/Visual Style Prompting with Swapping Self-Attention](https://github.com/naver-ai/Visual-Style-Prompting)'" + }, + { + "author": "angeloshredder", + "title": "StableCascadeResizer", + "reference": "https://github.com/angeloshredder/StableCascadeResizer", + "files": [ + "https://github.com/angeloshredder/StableCascadeResizer" + ], + "install_type": "git-clone", + "description": "Nodes:Cascade_Resizer" + }, + { + "author": "stavsap", + "title": "ComfyUI Ollama", + "id": "ollama", + "reference": "https://github.com/stavsap/comfyui-ollama", + "files": [ + "https://github.com/stavsap/comfyui-ollama" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for interacting with [a/Ollama](https://ollama.com/) using the [a/ollama python client](https://github.com/ollama/ollama-python).\nIntegrate the power of LLMs into CompfyUI workflows easily." + }, + { + "author": "stavsap", + "title": "comfyui-kokoro", + "reference": "https://github.com/stavsap/comfyui-kokoro", + "files": [ + "https://github.com/stavsap/comfyui-kokoro" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for TTS with Kokoro, genenrate and merge speakers for new style generations." + }, + { + "author": "cluny85", + "title": "comfyui-downloader", + "reference": "https://github.com/stavsap/comfyui-downloader", + "files": [ + "https://github.com/stavsap/comfyui-downloader" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for verifing needed files/models are present per workflow, can download if missing." + }, + { + "author": "dchatel", + "title": "comfyui_davcha", + "reference": "https://github.com/dchatel/comfyui_davcha", + "files": [ + "https://github.com/dchatel/comfyui_davcha" + ], + "install_type": "git-clone", + "description": "Nodes:SmartMask, ResizeCropFit, Percent Padding, SoftErosion, StringScheduleHelper, DStack, DavchaConditioningConcat, DavchaModelMergeSimple, DavchaCLIPMergeSimple, DavchaModelMergeSD1, DavchaModelMergeSDXL, ConditioningCompress... Some personal QoL and experimental nodes" + }, + { + "author": "dchatel", + "title": "comfyui_facetools", + "id": "facetools", + "reference": "https://github.com/dchatel/comfyui_facetools", + "files": [ + "https://github.com/dchatel/comfyui_facetools" + ], + "install_type": "git-clone", + "description": "These custom nodes provide a rotation aware face extraction, paste back, and various face related masking options." + }, + { + "author": "prodogape", + "title": "Comfyui-Minio", + "id": "minio", + "reference": "https://github.com/prodogape/ComfyUI-Minio", + "files": [ + "https://github.com/prodogape/ComfyUI-Minio" + ], + "install_type": "git-clone", + "description": "This plugin is mainly based on Minio, implementing the ability to read images from Minio, save images, facilitating expansion and connection across multiple machines." + }, + { + "author": "prodogape", + "title": "ComfyUI-EasyOCR", + "id": "easyocr", + "reference": "https://github.com/prodogape/ComfyUI-EasyOCR", + "files": [ + "https://github.com/prodogape/ComfyUI-EasyOCR" + ], + "install_type": "git-clone", + "description": "This node is primarily based on Easy-OCR to implement OCR text recognition functionality." + }, + { + "author": "prodogape", + "title": "ComfyUI-OmDet", + "id": "omdet", + "reference": "https://github.com/prodogape/ComfyUI-OmDet", + "files": [ + "https://github.com/prodogape/ComfyUI-OmDet" + ], + "install_type": "git-clone", + "description": "This node is mainly based on [a/OmDet](https://github.com/om-ai-lab/OmDet) for object detection, and it outputs related images, masks, and Labelme JSON information." + }, + { + "author": "prodogape", + "title": "Comfyui-Yolov8-JSON", + "reference": "https://github.com/prodogape/Comfyui-Yolov8-JSON", + "files": [ + "https://github.com/prodogape/Comfyui-Yolov8-JSON" + ], + "install_type": "git-clone", + "description": "This node is mainly based on the Yolov8 model for object detection, and it outputs related images, masks, and JSON information.[w/Repository url is changed. Please remove previous one and reinstall.]" + }, + { + "author": "kingzcheung", + "title": "ComfyUI_kkTranslator_nodes", + "id": "kktranslator", + "reference": "https://github.com/AIGCTeam/ComfyUI_kkTranslator_nodes", + "files": [ + "https://github.com/AIGCTeam/ComfyUI_kkTranslator_nodes" + ], + "install_type": "git-clone", + "description": "These nodes are mainly used to translate prompt words from other languages into English. PromptTranslateToText implements prompt word translation based on Helsinki NLP translation model.It doesn't require internet connection。" + }, + { + "author": "vsevolod-oparin", + "title": "Kandinsky 2.2 ComfyUI Plugin", + "id": "kandinsky", + "reference": "https://github.com/vsevolod-oparin/comfyui-kandinsky22", + "files": [ + "https://github.com/vsevolod-oparin/comfyui-kandinsky22" + ], + "install_type": "git-clone", + "description": "Nodes provide an options to combine prior and decoder models of Kandinsky 2.2." + }, + { + "author": "Xyem", + "title": "Xycuno Oobabooga", + "id": "xycuno-oobabooga", + "reference": "https://github.com/Xyem/Xycuno-Oobabooga", + "files": [ + "https://github.com/Xyem/Xycuno-Oobabooga" + ], + "install_type": "git-clone", + "description": "Xycuno Oobabooga provides custom nodes for ComfyUI, for sending requests to an [a/Oobabooga](https://github.com/oobabooga/text-generation-webui) instance to assist in creating prompt texts." + }, + { + "author": "shi3z", + "title": "ComfyUI_Memeplex_DALLE", + "id": "memeplex-dalle", + "reference": "https://github.com/shi3z/ComfyUI_Memeplex_DALLE", + "files": [ + "https://github.com/shi3z/ComfyUI_Memeplex_DALLE" + ], + "install_type": "git-clone", + "description": "You can use memeplex and DALL-E thru ComfyUI. You need API keys." + }, + { + "author": "impactframes", + "title": "IF_AI_WishperSpeechNode", + "id": "impactframes-whisper-speech", + "reference": "https://github.com/if-ai/ComfyUI-IF_AI_WishperSpeechNode", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_AI_WishperSpeechNode" + ], + "install_type": "git-clone", + "description": "This repository hosts a Text-to-Speech (TTS) application that leverages Whisper Speech for voice synthesis, allowing users to train a voice model on-the-fly. It is built on ComfyUI and supports rapid training and inference processes." + }, + { + "author": "impactframes", + "title": "IF_AI_HFDownloaderNode", + "id": "impactframes-hfdownloader", + "reference": "https://github.com/if-ai/ComfyUI-IF_AI_HFDownloaderNode", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_AI_HFDownloaderNode" + ], + "install_type": "git-clone", + "description": "Talking avatars Heads for the IF_AI tools integrates dreamtalk in ComfyUI" + }, + { + "author": "impactframes", + "title": "IF_MemoAvatar", + "id": "impactframes-memoavatar", + "reference": "https://github.com/if-ai/ComfyUI-IF_MemoAvatar", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_MemoAvatar" + ], + "install_type": "git-clone", + "description": "Talking avatars MemoAvatar Memory-Guided Diffusion for Expressive Talking Video Generation" + }, + { + "author": "impactframes", + "title": "IF_Trellis", + "id": "impactframes-trellis", + "reference": "https://github.com/if-ai/ComfyUI-IF_Trellis", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_Trellis" + ], + "install_type": "git-clone", + "description": "ComfyUI IF Trellis creates a 3d mesh from a single view or multi angle pictures" + }, + { + "author": "impactframes", + "title": "IF_DatasetMkr", + "id": "impactframes-datasetmkr", + "reference": "https://github.com/if-ai/ComfyUI-IF_DatasetMkr", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_DatasetMkr" + ], + "install_type": "git-clone", + "description": "Create Video datasets straight from YT or a video file path" + }, + { + "author": "impactframes", + "title": "IF_ParlerTTSNode", + "id": "impactframes-parlertts", + "reference": "https://github.com/if-ai/ComfyUI-IF_AI_ParlerTTSNode", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_AI_ParlerTTSNode" + ], + "install_type": "git-clone", + "description": "Parler TTS is a zeroshot voice synthesis with emotion and entonations, you can control the voice style via text prompt" + }, + { + "author": "impactframes", + "title": "IF_Dreamtalk", + "id": "impactframes-dreamtalk", + "reference": "https://github.com/if-ai/ComfyUI-IF_AI_Dreamtalk", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_AI_Dreamtalk" + ], + "install_type": "git-clone", + "description": "Talking avatars Heads for the IF_AI tools integrates dreamtalk in ComfyUI" + }, + { + "author": "impactframes", + "title": "IF_VideoPrompts", + "id": "impactframes-videoprompts", + "reference": "https://github.com/if-ai/ComfyUI-IF_VideoPrompts", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_VideoPrompts" + ], + "install_type": "git-clone", + "description": "ComfyUI extension for video-based prompting and processing with support for various models and video processing capabilities" + }, + { + "author": "impactframes", + "title": "IF_LLM", + "id": "impactframes-llm", + "reference": "https://github.com/if-ai/ComfyUI-IF_LLM", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_LLM" + ], + "install_type": "git-clone", + "description": "Run Local and API LLMs, Features Conditioning manipulation via Omost, supports Ollama, LlamaCPP LMstudio, Koboldcpp, TextGen, Transformers or via APIs Anthropic, Groq, OpenAI, Google Gemini, Mistral, xAI and create your own charcters assistants (SystemPrompts) with custom presets and muchmore" + }, + { + "author": "impactframes", + "title": "IF_AI_LoadImages", + "id": "impactframes-loadimages", + "reference": "https://github.com/if-ai/ComfyUI_IF_AI_LoadImages", + "files": [ + "https://github.com/if-ai/ComfyUI_IF_AI_LoadImages" + ], + "install_type": "git-clone", + "description": "It Load Images with subfolders form arbitrary folders previous on node outputs lists- convinient selection via file browser" + }, + { + "author": "impactframes", + "title": "IF_Gemini", + "id": "impactframes-gemini", + "reference": "https://github.com/if-ai/ComfyUI-IF_Gemini", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_Gemini" + ], + "install_type": "git-clone", + "description": "Enjoy the latest GEMINI V2 API for ComfyUI - generate images, analyze content, and use multimodal capabilities with Google's Gemini models" + }, + { + "author": "impactframes", + "title": "ComfyUI-WanResolutionSelector", + "reference": "https://github.com/if-ai/ComfyUI-WanResolutionSelector", + "files": [ + "https://github.com/if-ai/ComfyUI-WanResolutionSelector" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that automatically selects appropriate video resolution dimensions based on generation mode, aspect ratio, and quality settings. Designed to work seamlessly with video generation models and KJNodes image resize nodes." + }, + { + "author": "impactframes", + "title": "ComfyUI HunyuanVideo-Foley", + "reference": "https://github.com/if-ai/ComfyUI_HunyuanVideoFoley", + "files": [ + "https://github.com/if-ai/ComfyUI_HunyuanVideoFoley" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node wrapper for the HunyuanVideo-Foley model, which generates realistic audio from video and text descriptions." + }, + { + "author": "impactframes", + "title": "ComfyUI-yt_dl", + "reference": "https://github.com/if-ai/ComfyUI-yt_dl", + "files": [ + "https://github.com/if-ai/ComfyUI-yt_dl" + ], + "install_type": "git-clone", + "description": "Download Youtube videos using ComfyUI" + }, + { + "author": "dmMaze", + "title": "Sketch2Manga", + "id": "sketch2manga", + "reference": "https://github.com/dmMaze/sketch2manga", + "files": [ + "https://github.com/dmMaze/sketch2manga" + ], + "install_type": "git-clone", + "description": "Apply screentone to line drawings or colored illustrations with diffusion models." + }, + { + "author": "olduvai-jp", + "title": "ComfyUI-HfLoader", + "id": "hfloader", + "reference": "https://github.com/olduvai-jp/ComfyUI-HfLoader", + "files": [ + "https://github.com/olduvai-jp/ComfyUI-HfLoader" + ], + "install_type": "git-clone", + "description": "A simple and easy to use Hugging Face model loader." + }, + { + "author": "olduvai-jp", + "title": "ComfyUI-CloudArchive", + "id": "comfyui-cloudarchive", + "reference": "https://github.com/olduvai-jp/ComfyUI-CloudArchive", + "files": [ + "https://github.com/olduvai-jp/ComfyUI-CloudArchive" + ], + "install_type": "git-clone", + "description": "Automatically archives generated files to Amazon S3 or S3-compatible storage services" + }, + { + "author": "olduvai-jp", + "title": "ComfyUI-S3-IO", + "reference": "https://github.com/olduvai-jp/ComfyUI-S3-IO", + "files": [ + "https://github.com/olduvai-jp/ComfyUI-S3-IO" + ], + "install_type": "git-clone", + "description": "S3-backed input/output nodes for ComfyUI to browse, load images/videos from S3 buckets and push outputs back to S3 automatically." + }, + { + "author": "AiMiDi", + "title": "ComfyUI-Aimidi-nodes", + "id": "aimidi-nodes", + "reference": "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes", + "files": [ + "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Merge Tag, Clear Tag, Add Tag, Load Images Pair Batch, Save Images Pair" + }, + { + "author": "ForeignGods", + "title": "ComfyUI-Mana-Nodes", + "id": "mana-nodes", + "reference": "https://github.com/ForeignGods/ComfyUI-Mana-Nodes", + "files": [ + "https://github.com/ForeignGods/ComfyUI-Mana-Nodes" + ], + "install_type": "git-clone", + "description": "Font Animation, Speech Recognition, Caption Generator, TTS" + }, + { + "author": "Cornea Valentin", + "title": "ControlNet Auxiliar", + "id": "controlnet-aux-valentin", + "reference": "https://github.com/madtunebk/ComfyUI-ControlnetAux", + "files": [ + "https://github.com/madtunebk/ComfyUI-ControlnetAux" + ], + "install_type": "git-clone", + "description": "This ComfyUI custom node, named ControlNet Auxiliar, is designed to provide auxiliary functionalities for image processing tasks. It is particularly useful for various image manipulation and enhancement operations. The node is integrated with functionalities for converting images between different formats and applying various image processing techniques." + }, + { + "author": "MarkoCa1", + "title": "ComfyUI-Text", + "reference": "https://github.com/MarkoCa1/ComfyUI-Text", + "files": [ + "https://github.com/MarkoCa1/ComfyUI-Text" + ], + "install_type": "git-clone", + "description": "Why make this node? Because I only need simple text related operations and don't want to install anything extra." + }, + { + "author": "MarkoCa1", + "title": "ComfyUI_Segment_Mask", + "id": "seg-mask", + "reference": "https://github.com/MarkoCa1/ComfyUI_Segment_Mask", + "files": [ + "https://github.com/MarkoCa1/ComfyUI_Segment_Mask" + ], + "install_type": "git-clone", + "description": "Mask cutout based on Segment Anything." + }, + { + "author": "Jannchie", + "title": "ComfyUI-J", + "reference": "https://github.com/Jannchie/ComfyUI-J", + "files": [ + "https://github.com/Jannchie/ComfyUI-J" + ], + "install_type": "git-clone", + "description": "This is a completely different set of nodes than Comfy's own KSampler series. This set of nodes is based on Diffusers, which makes it easier to import models, apply prompts with weights, inpaint, reference only, controlnet, etc." + }, + { + "author": "daxcay", + "title": "ComfyUI-JDCN", + "id": "jdcn", + "reference": "https://github.com/daxcay/ComfyUI-JDCN", + "files": [ + "https://github.com/daxcay/ComfyUI-JDCN" + ], + "install_type": "git-clone", + "description": "Jerry Davos Custom Nodes for Saving Latents in Directory (BatchLatentSave) , Importing Latent from directory (BatchLatentLoadFromDir) , List to string, string to list, get any file list from directory which give filepath, filename, move any files from any directory to any other directory, VHS Video combine file mover, rebatch list of strings, batch image load from any dir, load image batch from any directory and other custom nodes." + }, + { + "author": "daxcay", + "title": "ComfyUI-DataSet", + "reference": "https://github.com/daxcay/ComfyUI-DataSet", + "files": [ + "https://github.com/daxcay/ComfyUI-DataSet" + ], + "install_type": "git-clone", + "description": "Data research, preparation, and manipulation nodes for model trainers and artists." + }, + { + "author": "daxcay", + "title": "ComfyUI-Nexus", + "reference": "https://github.com/daxcay/ComfyUI-Nexus", + "files": [ + "https://github.com/daxcay/ComfyUI-Nexus" + ], + "install_type": "git-clone", + "description": "Node to enable seamless multiuser workflow collaboration, run on local and remote comfy servers." + }, + { + "author": "daxcay", + "title": "ComfyUI-WA", + "reference": "https://github.com/daxcay/ComfyUI-WA", + "files": [ + "https://github.com/daxcay/ComfyUI-WA" + ], + "install_type": "git-clone", + "description": "Node to enable WhatsApp in ComfyUI." + }, + { + "author": "daxcay", + "title": "ComfyUI-TG", + "reference": "https://github.com/daxcay/ComfyUI-TG", + "files": [ + "https://github.com/daxcay/ComfyUI-TG" + ], + "install_type": "git-clone", + "description": "Node to enable Telegram in ComfyUI." + }, + { + "author": "daxcay", + "title": "ComfyUI-NODEJS", + "reference": "https://github.com/daxcay/ComfyUI-NODEJS", + "files": [ + "https://github.com/daxcay/ComfyUI-NODEJS" + ], + "install_type": "git-clone", + "description": "This node allows the execution of Node.js application within ComfyUI by leveraging the ComfyUI-NODEJS, which starts alongside ComfyUI and facilitates the installation of Node.js. The integration enables Python subprocesses to execute Node.js scripts." + }, + { + "author": "daxcay", + "title": "ComfyUI-YouTubeVideoPlayer", + "reference": "https://github.com/daxcay/ComfyUI-YouTubeVideoPlayer", + "files": [ + "https://github.com/daxcay/ComfyUI-YouTubeVideoPlayer" + ], + "install_type": "git-clone", + "description": "Plays youtube videos in comfy. Use this node to share tutorials or renders. Youtube Playlists mode is also in Future Development in which you can add multiple youtube links and form a playlist which would be ideal for chained tutorials or lisitening and sharing songs playlists with others." + }, + { + "author": "zhangp365", + "title": "zhangp365/ComfyUI-utils-nodes", + "reference": "https://github.com/zhangp365/ComfyUI-utils-nodes", + "files": [ + "https://github.com/zhangp365/ComfyUI-utils-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:LoadImageWithSwitch, ImageBatchOneOrMore, GenderControlOutput, ImageCompositeMaskedWithSwitch, ImageCompositeMaskedOneByOne, ColorCorrectOfUtils, SplitMask, MaskFastGrow, CheckpointLoaderSimpleWithSwitch, ImageResizeTo8x, MatchImageRatioToPreset, MaskFromFaceModel, MaskCoverFourCorners, DetectorForNSFW, DeepfaceAnalyzeFaceAttributes, VolcanoOutpainting, VolcanoImageEdit, ReplicateRequstNode etc." + }, + { + "author": "zhangp365", + "title": "ComfyUI_photomakerV2_native", + "id": "comfyui_photomakerV2_native", + "reference": "https://github.com/zhangp365/ComfyUI_photomakerV2_native", + "files": [ + "https://github.com/zhangp365/ComfyUI_photomakerV2_native" + ], + "install_type": "git-clone", + "description": "Nodes: PhotoMakerLoaderV2,PhotoMakerEncodeV2" + }, + { + "author": "ratulrafsan", + "title": "Comfyui-SAL-VTON", + "id": "sal-vton", + "reference": "https://github.com/ratulrafsan/Comfyui-SAL-VTON", + "files": [ + "https://github.com/ratulrafsan/Comfyui-SAL-VTON" + ], + "install_type": "git-clone", + "description": "Dressup your models!\nThis is my quick implementation of the SAL-VTON node for ComfyUI.\nBased on the paper [a/Keyu Y. Tingwei G. et al. (2023). Linking Garment with Person via Semantically Associated Landmakrs for Virtual Try-On](https://openaccess.thecvf.com/content/CVPR2023/papers/Yan_Linking_Garment_With_Person_via_Semantically_Associated_Landmarks_for_Virtual_CVPR_2023_paper.pdf)" + }, + { + "author": "Nevysha", + "title": "ComfyUI-nevysha-top-menu", + "id": "nevysha-top-menu", + "reference": "https://github.com/Nevysha/ComfyUI-nevysha-top-menu", + "files": [ + "https://github.com/Nevysha/ComfyUI-nevysha-top-menu" + ], + "install_type": "git-clone", + "description": "A simple sidebar tweak to force fixe the ComfyUI menu to the top of the screen. Reaaally quick and dirty. May break with some ComfyUI setup." + }, + { + "author": "alisson-anjos", + "title": "ComfyUI-Ollama-Describer", + "id": "ollama-describer", + "reference": "https://github.com/alisson-anjos/ComfyUI-Ollama-Describer", + "files": [ + "https://github.com/alisson-anjos/ComfyUI-Ollama-Describer" + ], + "install_type": "git-clone", + "description": "This is an extension for ComfyUI that makes it possible to use some LLM models provided by Ollama, such as Gemma, Llava (multimodal), Llama2, Llama3 or Mistral. Speaking specifically of the LLaVa - Large Language and Vision Assistant model, although trained on a relatively small dataset, it demonstrates exceptional capabilities in understanding images and answering questions about them. This model presents similar behaviors to multimodal models such as GPT-4, even when presented with invisible images and instructions." + }, + { + "author": "chaosaiart", + "title": "Chaosaiart-Nodes", + "id": "chaosaiart", + "reference": "https://github.com/chaosaiart/Chaosaiart-Nodes", + "files": [ + "https://github.com/chaosaiart/Chaosaiart-Nodes" + ], + "install_type": "git-clone", + "description": "LowVRAM Animation : txt2video - img2video - video2video , Frame by Frame, compatible with LowVRAM GPUs\nIncluded : Prompt Switch, Checkpoint Switch, Cache, Number Count by Frame, Ksampler txt2img & img2img ..." + }, + { + "author": "viperyl", + "title": "ComfyUI-BiRefNet-Fix utils", + "id": "comfyui-birefnet", + "reference": "https://github.com/hieuck/ComfyUI-BiRefNet", + "files": [ + "https://github.com/hieuck/ComfyUI-BiRefNet" + ], + "install_type": "git-clone", + "description": "Bilateral Reference Network achieves SOTA result in multi Salient Object Segmentation dataset, this repo pack BiRefNet as ComfyUI nodes, and make this SOTA model easier use for everyone.\nNOTE: The original node was replaced with a version maintained by hieuck because it is no longer maintained." + }, + { + "author": "viperyl", + "title": "ComfyUI-RGT", + "id": "rgt", + "reference": "https://github.com/viperyl/ComfyUI-RGT", + "pip": ["loguru"], + "files": [ + "https://github.com/viperyl/ComfyUI-RGT" + ], + "install_type": "git-clone", + "description": "This repo cast Recursive Generalization Transformer for Image Super-Resolution to ComfyUI, the original [a/paper link](https://arxiv.org/abs/2303.06373) and [a/github link](https://github.com/zhengchen1999/RGT)" + }, + { + "author": "SuperBeastsAI", + "title": "ComfyUI-SuperBeasts", + "id": "superbeasts", + "reference": "https://github.com/SuperBeastsAI/ComfyUI-SuperBeasts", + "files": [ + "https://github.com/SuperBeastsAI/ComfyUI-SuperBeasts" + ], + "install_type": "git-clone", + "description": "Nodes:HDR Effects (SuperBeasts.AI). This repository contains custom nodes for ComfyUI created and used by SuperBeasts.AI (@SuperBeasts.AI on Instagram)" + }, + { + "author": "hay86", + "title": "ComfyUI Dreamtalk", + "id": "dreamtalk", + "reference": "https://github.com/hay86/ComfyUI_Dreamtalk", + "files": [ + "https://github.com/hay86/ComfyUI_Dreamtalk" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/dreamtalk](https://github.com/ali-vilab/dreamtalk) for ComfyUI" + }, + { + "author": "hay86", + "title": "ComfyUI Hallo", + "id": "hallo-hay86", + "reference": "https://github.com/hay86/ComfyUI_Hallo", + "files": [ + "https://github.com/hay86/ComfyUI_Hallo" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/hallo](https://github.com/fudan-generative-vision/hallo) for ComfyUI" + }, + { + "author": "hay86", + "title": "ComfyUI OpenVoice", + "id": "openvoice-hay86", + "reference": "https://github.com/hay86/ComfyUI_OpenVoice", + "files": [ + "https://github.com/hay86/ComfyUI_OpenVoice" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/OpenVoice](https://github.com/myshell-ai/OpenVoice) for ComfyUI" + }, + { + "author": "hay86", + "title": "ComfyUI DDColor", + "id": "ddcolor-hay86", + "reference": "https://github.com/hay86/ComfyUI_DDColor", + "files": [ + "https://github.com/hay86/ComfyUI_DDColor" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/DDColor](https://github.com/piddnad/DDColor) for ComfyUI" + }, + { + "author": "hay86", + "title": "ComfyUI MiniCPM-V", + "id": "minicpm-v", + "reference": "https://github.com/hay86/ComfyUI_MiniCPM-V", + "files": [ + "https://github.com/hay86/ComfyUI_MiniCPM-V" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/MiniCPM-V](https://github.com/OpenBMB/MiniCPM-V) for ComfyUI" + }, + { + "author": "hay86", + "title": "ComfyUI LatentSync", + "id": "latentsync", + "reference": "https://github.com/hay86/ComfyUI_LatentSync", + "files": [ + "https://github.com/hay86/ComfyUI_LatentSync" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/LatentSync](https://github.com/bytedance/LatentSync) for ComfyUI" + }, + { + "author": "shinich39", + "title": "comfyui-get-meta", + "reference": "https://github.com/shinich39/comfyui-get-meta", + "files": [ + "https://github.com/shinich39/comfyui-get-meta" + ], + "install_type": "git-clone", + "description": "Get metadata from image." + }, + { + "author": "shinich39", + "title": "comfyui-civitai-workflow", + "reference": "https://github.com/shinich39/comfyui-civitai-workflow", + "files": [ + "https://github.com/shinich39/comfyui-civitai-workflow" + ], + "install_type": "git-clone", + "description": "Load workflow from civitai image." + }, + { + "author": "shinich39", + "title": "comfyui-prevent-sleep", + "reference": "https://github.com/shinich39/comfyui-prevent-sleep", + "files": [ + "https://github.com/shinich39/comfyui-prevent-sleep" + ], + "install_type": "git-clone", + "description": "Prevent sleep while running ComfyUI." + }, + { + "author": "shinich39", + "title": "comfyui-dynamic-routes", + "reference": "https://github.com/shinich39/comfyui-dynamic-routes", + "files": [ + "https://github.com/shinich39/comfyui-dynamic-routes" + ], + "install_type": "git-clone", + "description": "Shuffle nodes after queue execution." + }, + { + "author": "shinich39", + "title": "comfyui-break-workflow", + "reference": "https://github.com/shinich39/comfyui-break-workflow", + "files": [ + "https://github.com/shinich39/comfyui-break-workflow" + ], + "install_type": "git-clone", + "description": "Break the execution, save the incompleted image then continue later." + }, + { + "author": "shinich39", + "title": "comfyui-global-prompts", + "reference": "https://github.com/shinich39/comfyui-global-prompts", + "files": [ + "https://github.com/shinich39/comfyui-global-prompts" + ], + "install_type": "git-clone", + "description": "Set global prompts using note node." + }, + { + "author": "shinich39", + "title": "comfyui-mtga", + "reference": "https://github.com/shinich39/comfyui-mtga", + "files": [ + "https://github.com/shinich39/comfyui-mtga" + ], + "install_type": "git-clone", + "description": "Make Textarea Great Again" + }, + { + "author": "wei30172", + "title": "comfygen", + "reference": "https://github.com/wei30172/comfygen", + "files": [ + "https://github.com/wei30172/comfygen" + ], + "install_type": "git-clone", + "description": "Setting Up a Web Interface Using ComfyUI.\nNOTE:When installed, you can access it via http://127.0.0.1:8188/comfygen." + }, + { + "author": "zombieyang", + "title": "SD-PPP", + "reference": "https://github.com/zombieyang/sd-ppp", + "files": [ + "https://github.com/zombieyang/sd-ppp" + ], + "install_type": "git-clone", + "description": "Simplify ComfyUI to WebUI-liked interface and Connect with Photoshop." + }, + { + "author": "KytraScript", + "title": "ComfyUI_KytraWebhookHTTP", + "reference": "https://github.com/KytraScript/ComfyUI_KytraWebhookHTTP", + "files": [ + "https://github.com/KytraScript/ComfyUI_KytraWebhookHTTP" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that utilizes Moviepy to convert and send your images or videos to a webhook endpoint directly from ComfyUI." + }, + { + "author": "KytraScript", + "title": "ComfyUI_MatAnyone_Kytra", + "reference": "https://github.com/KytraScript/ComfyUI_MatAnyone_Kytra", + "files": [ + "https://github.com/KytraScript/ComfyUI_MatAnyone_Kytra" + ], + "install_type": "git-clone", + "description": "Kytra's MatAnyone (Video Matting) implementation for ComfyUI - Based on pq-yang/MatAnyone" + }, + { + "author": "1mckw", + "title": "Comfyui-Gelbooru", + "reference": "https://github.com/1mckw/Comfyui-Gelbooru", + "files": [ + "https://github.com/1mckw/Comfyui-Gelbooru" + ], + "install_type": "git-clone", + "description": "Get random images from gelbooru or rule34." + }, + { + "author": "NeuralSamurAI", + "title": "SuperPrompter Node for ComfyUI", + "reference": "https://github.com/NeuralSamurAI/Comfyui-Superprompt-Unofficial", + "files": [ + "https://github.com/NeuralSamurAI/Comfyui-Superprompt-Unofficial" + ], + "install_type": "git-clone", + "description": "The SuperPrompter node is a ComfyUI node that uses the SuperPrompt-v1 model from Hugging Face to generate text based on a given prompt. It provides various parameters to control the text generation process." + }, + { + "author": "NeuralSamurAI", + "title": "Dimensional Latent Perlin for ComfyUI", + "reference": "https://github.com/NeuralSamurAI/ComfyUI-Dimensional-Latent-Perlin", + "files": [ + "https://github.com/NeuralSamurAI/ComfyUI-Dimensional-Latent-Perlin" + ], + "install_type": "git-clone", + "description": "Dimensional Latent Perlin is a custom node for ComfyUI that generates Perlin noise in the latent space. This node is designed to work seamlessly with various diffusion models and can be used as an alternative or complement to standard random noise generators in image generation pipelines." + }, + { + "author": "NeuralSamurAI", + "title": "PromptJSON Node for ComfyUI", + "reference": "https://github.com/NeuralSamurAI/ComfyUI-PromptJSON", + "files": [ + "https://github.com/NeuralSamurAI/ComfyUI-PromptJSON" + ], + "install_type": "git-clone", + "description": "PromptJSON is a custom node for ComfyUI that structures natural language prompts and generates prompts for external LLM nodes in image generation workflows. It aids in creating consistent, schema-based image descriptions." + }, + { + "author": "NeuralSamurAI", + "title": "FluxPseudoNegative", + "reference": "https://github.com/NeuralSamurAI/ComfyUI-FluxPseudoNegativePrompt", + "files": [ + "https://github.com/NeuralSamurAI/ComfyUI-FluxPseudoNegativePrompt" + ], + "install_type": "git-clone", + "description": "FluxPseudoNegative is an advanced custom node for ComfyUI that converts negative prompts into positive ones. It's designed to enhance prompt engineering for image generation models that don't natively support negative prompts or where using negative prompts significantly increases generation time. So instead of hacking CFG we simply invert your negative words and find their antonyms!" + }, + { + "author": "MokkaBoss1", + "title": "Node Pack mostly for manipulating strings and integers", + "reference": "https://github.com/MokkaBoss1/ComfyUI_Mokkaboss1/wiki/Documentation-for-the-ComfyUI-Nodes-in-this-Node-Pack", + "files": [ + "https://github.com/MokkaBoss1/ComfyUI_Mokkaboss1" + ], + "install_type": "git-clone", + "description": "Node Pack mostly for manipulating strings and integers" + }, + { + "author": "jiaxiangc", + "title": "ResAdapter for ComfyUI", + "reference": "https://github.com/jiaxiangc/ComfyUI-ResAdapter", + "files": [ + "https://github.com/jiaxiangc/ComfyUI-ResAdapter" + ], + "install_type": "git-clone", + "description": "We provide ComfyUI-ResAdapter node to help users to use [a/ResAdapter](https://github.com/bytedance/res-adapter) in ComfyUI." + }, + { + "author": "ParisNeo", + "title": "lollms_nodes_suite", + "reference": "https://github.com/ParisNeo/lollms_nodes_suite", + "files": [ + "https://github.com/ParisNeo/lollms_nodes_suite" + ], + "install_type": "git-clone", + "description": "lollms_nodes_suite is a set of nodes for comfyui that harnesses the power of lollms, a state-of-the-art AI text generation tool, to improve the quality of image generation." + }, + { + "author": "IsItDanOrAi", + "title": "ComfyUI-Stereopsis", + "reference": "https://github.com/IsItDanOrAi/ComfyUI-Stereopsis", + "files": [ + "https://github.com/IsItDanOrAi/ComfyUI-Stereopsis" + ], + "install_type": "git-clone", + "description": "This initiative represents a solo venture dedicated to integrating a stereopsis effect within ComfyUI (Stable Diffusion). Presently, the project is focused on the refinement of node categorization within a unified framework, as it is in the early stages of development. However, it has achieved functionality in a fundamental capacity. By processing a video through the Side-by-Side (SBS) node and applying Frame Delay to one of the inputs, it facilitates the creation of a stereopsis effect. This effect is compatible with any Virtual Reality headset that supports SBS video playback, offering a practical application in immersive media experiences." + }, + { + "author": "nickve28", + "title": "ComfyUI Nich Utils", + "reference": "https://github.com/nickve28/ComfyUI-Nich-Utils", + "files": [ + "https://github.com/nickve28/ComfyUI-Nich-Utils" + ], + "install_type": "git-clone", + "description": "Several utility nodes for use with ComfyUI." + }, + { + "author": "FrankChieng", + "title": "ComfyUI_Aniportrait", + "reference": "https://github.com/frankchieng/ComfyUI_Aniportrait", + "files": [ + "https://github.com/frankchieng/ComfyUI_Aniportrait" + ], + "install_type": "git-clone", + "description": "implementation of [a/AniPortrait](https://github.com/Zejun-Yang/AniPortrait) generating of videos, includes self driven, face reenacment and audio driven with a reference image" + }, + { + "author": "FrankChieng", + "title": "ComfyUI_MagicClothing", + "reference": "https://github.com/frankchieng/ComfyUI_MagicClothing", + "files": [ + "https://github.com/frankchieng/ComfyUI_MagicClothing" + ], + "install_type": "git-clone", + "description": "implementation of MagicClothing with garment and prompt in ComfyUI" + }, + { + "author": "BlakeOne", + "title": "ComfyUI SchedulerMixer", + "reference": "https://github.com/BlakeOne/ComfyUI-SchedulerMixer", + "files": [ + "https://github.com/BlakeOne/ComfyUI-SchedulerMixer" + ], + "install_type": "git-clone", + "description": "Create a custom scheduler from a weighted average of the built-in schedulers" + }, + { + "author": "BlakeOne", + "title": "ComfyUI CustomScheduler", + "reference": "https://github.com/BlakeOne/ComfyUI-CustomScheduler", + "files": [ + "https://github.com/BlakeOne/ComfyUI-CustomScheduler" + ], + "install_type": "git-clone", + "description": "Simple node for setting the sigma values directly. Note, for a full denoise the last sigma should be zero." + }, + { + "author": "BlakeOne", + "title": "ComfyUI NodePresets", + "id": "nodepresets", + "reference": "https://github.com/BlakeOne/ComfyUI-NodePresets", + "files": [ + "https://github.com/BlakeOne/ComfyUI-NodePresets" + ], + "install_type": "git-clone", + "description": "An extension for ComyUI that enables saving and loading node presets using the node's context menu.\nRight click a node and choose 'Presets' from its context menu to access the node's presets." + }, + { + "author": "BlakeOne", + "title": "ComfyUI NodeReset", + "id": "nodereset", + "reference": "https://github.com/BlakeOne/ComfyUI-NodeReset", + "files": [ + "https://github.com/BlakeOne/ComfyUI-NodeReset" + ], + "install_type": "git-clone", + "description": "An extension for ComyUI to allow resetting a node's inputs to their default values.\nNOTE:Right click any node and choose 'Reset' from the context menu." + }, + { + "author": "kale4eat", + "title": "ComfyUI_demucus", + "id": "demucus", + "reference": "https://github.com/kale4eat/ComfyUI-path-util", + "files": [ + "https://github.com/kale4eat/ComfyUI-path-util" + ], + "install_type": "git-clone", + "description": "Path utility for ComfyUI" + }, + { + "author": "kale4eat", + "title": "ComfyUI-string-util", + "reference": "https://github.com/kale4eat/ComfyUI-string-util", + "files": [ + "https://github.com/kale4eat/ComfyUI-string-util" + ], + "install_type": "git-clone", + "description": "String utility for ComfyUI" + }, + { + "author": "kale4eat", + "title": "ComfyUI-text-file-util", + "reference": "https://github.com/kale4eat/ComfyUI-text-file-util", + "files": [ + "https://github.com/kale4eat/ComfyUI-text-file-util" + ], + "install_type": "git-clone", + "description": "Text file utility for ComfyUI" + }, + { + "author": "kale4eat", + "title": "ComfyUI-speech-dataset-toolkit", + "reference": "https://github.com/kale4eat/ComfyUI-speech-dataset-toolkit", + "files": [ + "https://github.com/kale4eat/ComfyUI-speech-dataset-toolkit" + ], + "install_type": "git-clone", + "description": "Basic audio tools using torchaudio for ComfyUI. It is assumed to assist in the speech dataset creation for ASR, TTS, etc." + }, + { + "author": "DrMWeigand", + "title": "ComfyUI Color Detection Nodes", + "reference": "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection", + "files": [ + "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection" + ], + "install_type": "git-clone", + "description": "A collection of nodes for detecting color in images, leveraging RGB and LAB color spaces. These nodes aim to distinguish colored images from black and white, including those with color tints." + }, + { + "author": "DrMWeigand", + "title": "StereoVision Plugin for ComfyUI", + "reference": "https://github.com/DrMWeigand/ComfyUI-StereoVision", + "files": [ + "https://github.com/DrMWeigand/ComfyUI-StereoVision" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for producing stereoscopic and autostereogram (magic eye) images and videos." + }, + { + "author": "bobmagicii", + "title": "ComfyKit Custom Nodes", + "reference": "https://github.com/bobmagicii/comfykit-custom-nodes", + "files": [ + "https://github.com/bobmagicii/comfykit-custom-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:LoraWithMetadata, TypecasterImage." + }, + { + "author": "TJ16th", + "title": "comfyUI_TJ_NormalLighting", + "reference": "https://github.com/TJ16th/comfyUI_TJ_NormalLighting", + "files": [ + "https://github.com/TJ16th/comfyUI_TJ_NormalLighting" + ], + "install_type": "git-clone", + "description": "Custom Node for comfyUI for virtual lighting based on normal map.\nYou can use normal maps to add virtual lighting effects to your images." + }, + { + "author": "TJ16th", + "title": "TJ_PolkaDot", + "reference": "https://github.com/TJ16th/ComfyUI-TJ-PolkaDot", + "files": [ + "https://github.com/TJ16th/ComfyUI-TJ-PolkaDot" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for creating polka dot collages" + }, + { + "author": "A4P7J1N7M05OT", + "title": "ComfyUI-PixelOE-Wrapper", + "reference": "https://github.com/A4P7J1N7M05OT/ComfyUI-PixelOE-Wrapper", + "files": [ + "https://github.com/A4P7J1N7M05OT/ComfyUI-PixelOE-Wrapper" + ], + "install_type": "git-clone", + "description": "A barebones ComfyUI wrapper for [a/PixelOE](https://github.com/KohakuBlueleaf/PixelOE).\nI cannot promise any support, if there is someone who wants to make a proper node, please do." + }, + { + "author": "A4P7J1N7M05OT", + "title": "ComfyUI-AutoColorGimp", + "reference": "https://github.com/A4P7J1N7M05OT/ComfyUI-AutoColorGimp", + "files": [ + "https://github.com/A4P7J1N7M05OT/ComfyUI-AutoColorGimp" + ], + "install_type": "git-clone", + "description": "Shamelessly copied the code to auto color correct the image like in gimp from this answer: [a/https://stackoverflow.com/a/56365560/4561887](https://stackoverflow.com/a/56365560/4561887)" + }, + { + "author": "ronniebasak", + "title": "ComfyUI-Tara-LLM-Integration", + "id": "tarallm", + "reference": "https://github.com/ronniebasak/ComfyUI-Tara-LLM-Integration", + "files": [ + "https://github.com/ronniebasak/ComfyUI-Tara-LLM-Integration" + ], + "install_type": "git-clone", + "description": "Tara is a powerful node for ComfyUI that integrates Large Language Models (LLMs) to enhance and automate workflow processes. With Tara, you can create complex, intelligent workflows that refine and generate content, manage API keys, and seamlessly integrate various LLMs into your projects." + }, + { + "author": "Sida Liu", + "title": "ComfyUI-Debug", + "id": "debug", + "reference": "https://github.com/liusida/ComfyUI-Debug", + "files": [ + "https://github.com/liusida/ComfyUI-Debug" + ], + "install_type": "git-clone", + "description": "Attach a debug node to an output to obtain more detailed information. Uncover the details of your models in ComfyUI with ease." + }, + { + "author": "Sida Liu", + "title": "ComfyUI-Login", + "id": "login", + "reference": "https://github.com/liusida/ComfyUI-Login", + "files": [ + "https://github.com/liusida/ComfyUI-Login" + ], + "install_type": "git-clone", + "description": "A simple password to protect ComfyUI." + }, + { + "author": "Sida Liu", + "title": "ComfyUI-AutoCropFaces", + "id": "autocropfaces", + "reference": "https://github.com/liusida/ComfyUI-AutoCropFaces", + "files": [ + "https://github.com/liusida/ComfyUI-AutoCropFaces" + ], + "install_type": "git-clone", + "description": "Use RetinaFace to detect and automatically crop faces." + }, + { + "author": "Sida Liu", + "title": "ComfyUI-SD3-nodes", + "id": "sd3-nodes", + "reference": "https://github.com/liusida/ComfyUI-SD3-nodes", + "files": [ + "https://github.com/liusida/ComfyUI-SD3-nodes" + ], + "install_type": "git-clone", + "description": "Nodes that support Stable Diffusion 3 Medium better." + }, + { + "author": "Sida Liu", + "title": "ComfyUI-B-LoRA", + "id": "b-lora", + "reference": "https://github.com/liusida/ComfyUI-B-LoRA", + "files": [ + "https://github.com/liusida/ComfyUI-B-LoRA" + ], + "install_type": "git-clone", + "description": "Load and apply B-LoRA models, currently B-LoRA models only works with SDXL (sdxl_base_1.0)." + }, + { + "author": "jtydhr88", + "title": "ComfyUI-Workflow-Encrypt", + "id": "workflow-encrypt", + "reference": "https://github.com/jtydhr88/ComfyUI-Workflow-Encrypt", + "files": [ + "https://github.com/jtydhr88/ComfyUI-Workflow-Encrypt" + ], + "install_type": "git-clone", + "description": "Encrypt your comfyui workflow, and share it with key" + }, + { + "author": "jtydhr88", + "title": "ComfyUI LayerDivider", + "id": "comfyui-layerdivider", + "reference": "https://github.com/jtydhr88/ComfyUI-LayerDivider", + "files": [ + "https://github.com/jtydhr88/ComfyUI-LayerDivider" + ], + "install_type": "git-clone", + "description": "ComfyUI LayerDivider is custom nodes that generating layered psd files inside ComfyUI[w/Please follow readme and run install_windows_portable_win_py311_cu121 for ComfyUI embedded python.]" + }, + { + "author": "jtydhr88", + "title": "ComfyUI-Hunyuan3D-1-wrapper", + "reference": "https://github.com/jtydhr88/ComfyUI-Hunyuan3D-1-wrapper", + "files": [ + "https://github.com/jtydhr88/ComfyUI-Hunyuan3D-1-wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI Hunyuan3D-1-wrapper is a custom node that allows you to run [a/Tencent/Hunyuan3D-1](https://github.com/Tencent/Hunyuan3D-1) in ComfyUI as a wrapper." + }, + { + "author": "jtydhr88", + "title": "ComfyUI-OpenCut", + "reference": "https://github.com/jtydhr88/ComfyUI-OpenCut", + "files": [ + "https://github.com/jtydhr88/ComfyUI-OpenCut" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plugin that integrated OpenCut into ComfyUI, originally developed by [a/OpenCut](https://github.com/OpenCut-app/OpenCut)" + }, + { + "author": "jtydhr88", + "title": "ComfyUI-AudioMass", + "reference": "https://github.com/jtydhr88/ComfyUI-AudioMass", + "files": [ + "https://github.com/jtydhr88/ComfyUI-AudioMass" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plugin that provides a user interface of AudioMass, originally developed by [a/AudioMass](https://github.com/pkalogiros/audiomass)" + }, + { + "author": "jtydhr88", + "title": "ComfyUI-StableStudio", + "reference": "https://github.com/jtydhr88/ComfyUI-StableStudio", + "files": [ + "https://github.com/jtydhr88/ComfyUI-StableStudio" + ], + "install_type": "git-clone", + "description": "A practical plug‑in that adds a StableStudio style user interface to ComfyUI. This project aims to give you a clean, responsive UI for managing StableStudio features inside ComfyUI, without complicating your workflow. It focuses on reliability, speed, and a calm, uncluttered design that helps you work faster." + }, + { + "author": "SeaArtLab", + "title": "ComfyUI-Long-CLIP", + "reference": "https://github.com/SeaArtLab/ComfyUI-Long-CLIP", + "files": [ + "https://github.com/SeaArtLab/ComfyUI-Long-CLIP" + ], + "install_type": "git-clone", + "description": "This project implements the comfyui for long-clip, currently supporting the replacement of clip-l. For SD1.5, the SeaArtLongClip module can be used to replace the original clip in the model, expanding the token length from 77 to 248." + }, + { + "author": "tsogzark", + "title": "ComfyUI-load-image-from-url", + "reference": "https://github.com/tsogzark/ComfyUI-load-image-from-url", + "files": [ + "https://github.com/tsogzark/ComfyUI-load-image-from-url" + ], + "install_type": "git-clone", + "description": "A simple node to load image from local path or http url.\nYou can find this node from 'image' category." + }, + { + "author": "discus0434", + "title": "ComfyUI Caching Embeddings", + "id": "caching-embeddings", + "reference": "https://github.com/discus0434/comfyui-caching-embeddings", + "files": [ + "https://github.com/discus0434/comfyui-caching-embeddings" + ], + "install_type": "git-clone", + "description": "This repository simply caches the CLIP embeddings and subtly accelerates the inference process by bypassing unnecessary computations." + }, + { + "author": "discus0434", + "title": "ComfyUI Aesthetic Predictor V2.5", + "id": "aesthetic-predictor", + "reference": "https://github.com/discus0434/comfyui-aesthetic-predictor-v2-5", + "files": [ + "https://github.com/discus0434/comfyui-aesthetic-predictor-v2-5" + ], + "install_type": "git-clone", + "description": "Simple ComfyUI node that predicts the score of an aesthetic image with SigLIP-based predictor." + }, + { + "author": "discus0434", + "title": "ComfyUI Flux Accelerator", + "reference": "https://github.com/discus0434/comfyui-flux-accelerator", + "files": [ + "https://github.com/discus0434/comfyui-flux-accelerator" + ], + "install_type": "git-clone", + "description": "ComfyUI Flux Accelerator is a custom node for ComfyUI that accelerates Flux.1 image generation, just by using this node." + }, + { + "author": "AIFSH", + "title": "StyleShot-ComfyUI", + "id": "styleshot", + "reference": "https://github.com/AIFSH/StyleShot-ComfyUI", + "files": [ + "https://github.com/AIFSH/StyleShot-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/StyleShot](https://github.com/open-mmlab/StyleShot.git)" + }, + { + "author": "AIFSH", + "title": "VocalSeparation-ComfyUI", + "id": "vocalseparation", + "reference": "https://github.com/AIFSH/VocalSeparation-ComfyUI", + "files": [ + "https://github.com/AIFSH/VocalSeparation-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for separation vocals from music based on [a/ZFTurbo/Music-Source-Separation-Training](https://github.com/ZFTurbo/Music-Source-Separation-Training)" + }, + { + "author": "AIFSH", + "title": "DiffMorpher-ComfyUI", + "id": "diffmorpher", + "reference": "https://github.com/AIFSH/DiffMorpher-ComfyUI", + "files": [ + "https://github.com/AIFSH/DiffMorpher-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/DiffMorpher](https://github.com/Kevin-thu/DiffMorpher),you can find base workflow in [a/doc](https://github.com/AIFSH/DiffMorpher-ComfyUI/blob/main/doc)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-UVR5", + "id": "uvr5", + "reference": "https://github.com/AIFSH/ComfyUI-UVR5", + "files": [ + "https://github.com/AIFSH/ComfyUI-UVR5" + ], + "install_type": "git-clone", + "description": "the custom code for [a/UVR5](https://github.com/Anjok07/ultimatevocalremovergui) to separate vocals and background music" + }, + { + "author": "AIFSH", + "title": "ComfyUI-IP_LAP", + "id": "iplap", + "reference": "https://github.com/AIFSH/ComfyUI-IP_LAP", + "files": [ + "https://github.com/AIFSH/ComfyUI-IP_LAP" + ], + "install_type": "git-clone", + "description": "Nodes:IP_LAP Node, Video Loader, PreView Video, Combine Audio Video. the comfyui custom node of [a/IP_LAP](https://github.com/Weizhi-Zhong/IP_LAP) to make audio driven videos!" + }, + { + "author": "AIFSH", + "title": "ComfyUI-GPT_SoVITS", + "id": "sovits", + "reference": "https://github.com/AIFSH/ComfyUI-GPT_SoVITS", + "files": [ + "https://github.com/AIFSH/ComfyUI-GPT_SoVITS" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/GPT-SoVITS](https://github.com/RVC-Boss/GPT-SoVITS)! you can voice cloning and tts in comfyui now\n[w/NOTE:make sure ffmpeg is worked in your commandline]" + }, + { + "author": "AIFSH", + "title": "ComfyUI-MuseTalk_FSH", + "id": "musetalk-fsh", + "reference": "https://github.com/AIFSH/ComfyUI-MuseTalk_FSH", + "files": [ + "https://github.com/AIFSH/ComfyUI-MuseTalk_FSH" + ], + "install_type": "git-clone", + "description": "the comfyui custom node of [a/MuseTalk](https://github.com/TMElyralab/MuseTalk) to make audio driven videos!" + }, + { + "author": "AIFSH", + "title": "ComfyUI-WhisperX", + "id": "whisperx", + "reference": "https://github.com/AIFSH/ComfyUI-WhisperX", + "files": [ + "https://github.com/AIFSH/ComfyUI-WhisperX" + ], + "install_type": "git-clone", + "description": "a comfyui cuatom node for audio subtitling based on [a/whisperX](https://github.com/m-bain/whisperX.git) and [a/translators](https://github.com/UlionTse/translators)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-RVC", + "id": "aifsh-rvc", + "reference": "https://github.com/AIFSH/ComfyUI-RVC", + "files": [ + "https://github.com/AIFSH/ComfyUI-RVC" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/Retrieval-based-Voice-Conversion-WebUI](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI.git), you can Voice-Conversion in comfyui now!\nNOTE: make sure ffmpeg is worked in your commandline for Linux" + }, + { + "author": "AIFSH", + "title": "ComfyUI-XTTS", + "id": "xtts", + "reference": "https://github.com/AIFSH/ComfyUI-XTTS", + "files": [ + "https://github.com/AIFSH/ComfyUI-XTTS" + ], + "install_type": "git-clone", + "description": "a custom comfyui node for [a/coqui-ai/TTS](https://github.com/coqui-ai/TTS.git)'s xtts module! support 17 languages voice cloning and tts" + }, + { + "author": "AIFSH", + "title": "ComfyUI-Live2DViewer", + "id": "live2dviewer", + "reference": "https://github.com/AIFSH/ComfyUI-Live2DViewer", + "files": [ + "https://github.com/AIFSH/ComfyUI-Live2DViewer" + ], + "install_type": "git-clone", + "description": "a comfyui node for viewing Live2D model" + }, + { + "author": "AIFSH", + "title": "ComfyUI-FishSpeech", + "id": "fishspeech", + "reference": "https://github.com/AIFSH/ComfyUI-FishSpeech", + "files": [ + "https://github.com/AIFSH/ComfyUI-FishSpeech" + ], + "install_type": "git-clone", + "description": "a custom comfyui node for [a/fish-speech](https://github.com/fishaudio/fish-speech.git)" + }, + { + "author": "AIFSH", + "title": "ComfyUI_V-Express", + "id": "v-express-aifsh", + "reference": "https://github.com/AIFSH/ComfyUI_V-Express", + "files": [ + "https://github.com/AIFSH/ComfyUI_V-Express" + ], + "install_type": "git-clone", + "description": "the comfyui custom node of [a/V-Express](https://github.com/tencent-ailab/V-Express) to make audio driven videos!" + }, + { + "author": "AIFSH", + "title": "ComfyUI-MimicBrush", + "id": "mimicbrush", + "reference": "https://github.com/AIFSH/ComfyUI-MimicBrush", + "files": [ + "https://github.com/AIFSH/ComfyUI-MimicBrush" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/MimicBrush](https://github.com/ali-vilab/MimicBrush),then inpainting with reference image." + }, + { + "author": "AIFSH", + "title": "ComfyUI-Hallo", + "id": "hallo", + "reference": "https://github.com/AIFSH/ComfyUI-Hallo", + "files": [ + "https://github.com/AIFSH/ComfyUI-Hallo" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/hallo](https://github.com/fudan-generative-vision/hallo)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-UniAnimate", + "id": "unianimate", + "reference": "https://github.com/AIFSH/ComfyUI-UniAnimate", + "files": [ + "https://github.com/AIFSH/ComfyUI-UniAnimate" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/UniAnimate](https://github.com/ali-vilab/UniAnimate)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-3d-photo-inpainting", + "id": "3d-photo-inpainting", + "reference": "https://github.com/AIFSH/ComfyUI-3d-photo-inpainting", + "files": [ + "https://github.com/AIFSH/ComfyUI-3d-photo-inpainting" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/3d-photo-inpainting](https://github.com/vt-vl-lab/3d-photo-inpainting),then you can render one image to zoom-in/dolly zoom/swing motion/circle motion video" + }, + { + "author": "AIFSH", + "title": "AIFSH/ComfyUI-AuraSR", + "id": "aurasr-aifsh", + "reference": "https://github.com/AIFSH/ComfyUI-AuraSR", + "files": [ + "https://github.com/AIFSH/ComfyUI-AuraSR" + ], + "install_type": "git-clone", + "description": "a node for [a/AuraSR](https://github.com/fal-ai/aura-sr)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-MARS5-TTS", + "id": "mars5-tts", + "reference": "https://github.com/AIFSH/ComfyUI-MARS5-TTS", + "files": [ + "https://github.com/AIFSH/ComfyUI-MARS5-TTS" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/MARS5-TTS](https://github.com/Camb-ai/MARS5-TTS)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-I2V-Adapter", + "id": "i2v-adapter", + "reference": "https://github.com/AIFSH/ComfyUI-I2V-Adapter", + "files": [ + "https://github.com/AIFSH/ComfyUI-I2V-Adapter" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/I2V-Adapter](https://github.com/KwaiVGI/I2V-Adapter)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-MimicMotion", + "id": "mimicmotion-aifsh", + "reference": "https://github.com/AIFSH/ComfyUI-MimicMotion", + "files": [ + "https://github.com/AIFSH/ComfyUI-MimicMotion" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/MimicMotion](https://github.com/Tencent/MimicMotion)" + }, + { + "author": "AIFSH", + "title": "ComfyUI-DiffSynth-Studio", + "id": "diffsynth-studio", + "reference": "https://github.com/AIFSH/ComfyUI-DiffSynth-Studio", + "files": [ + "https://github.com/AIFSH/ComfyUI-DiffSynth-Studio" + ], + "install_type": "git-clone", + "description": "make [a/DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio) available in ComfyUI" + }, + { + "author": "AIFSH", + "title": "CosyVoice-ComfyUI", + "id": "cosyvoice", + "reference": "https://github.com/AIFSH/CosyVoice-ComfyUI", + "files": [ + "https://github.com/AIFSH/CosyVoice-ComfyUI" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/CosyVoice](https://github.com/FunAudioLLM/CosyVoice)" + }, + { + "author": "AIFSH", + "title": "AniTalker-ComfyUI", + "id": "anitalker", + "reference": "https://github.com/AIFSH/AniTalker-ComfyUI", + "files": [ + "https://github.com/AIFSH/AniTalker-ComfyUI" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/AniTalker](https://github.com/X-LANCE/AniTalker)" + }, + { + "author": "AIFSH", + "title": "DHLive-ComfyUI", + "id": "dhlive", + "reference": "https://github.com/AIFSH/DHLive-ComfyUI", + "files": [ + "https://github.com/AIFSH/DHLive-ComfyUI" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/DH_live](https://github.com/kleinlee/DH_live)" + }, + { + "author": "AIFSH", + "title": "GSTTS-ComfyUI", + "id": "gstts", + "reference": "https://github.com/AIFSH/GSTTS-ComfyUI", + "files": [ + "https://github.com/AIFSH/GSTTS-ComfyUI" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for [a/GPT-SoVITS](https://github.com/RVC-Boss/GPT-SoVITS)" + }, + { + "author": "AIFSH", + "title": "FancyVideo-ComfyUI", + "reference": "https://github.com/AIFSH/FancyVideo-ComfyUI", + "files": [ + "https://github.com/AIFSH/FancyVideo-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/FancyVideo](https://github.com/360CVGroup/FancyVideo)" + }, + { + "author": "AIFSH", + "title": "VideoSys-ComfyUI", + "reference": "https://github.com/AIFSH/VideoSys-ComfyUI", + "files": [ + "https://github.com/AIFSH/VideoSys-ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES:TextNode, PreViewVideo, VideoSysNode." + }, + { + "author": "AIFSH", + "title": "HivisionIDPhotos-ComfyUI", + "reference": "https://github.com/AIFSH/HivisionIDPhotos-ComfyUI", + "files": [ + "https://github.com/AIFSH/HivisionIDPhotos-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/HivisionIDPhotos](https://github.com/Zeyi-Lin/HivisionIDPhotos)" + }, + { + "author": "AIFSH", + "title": "DiffSynth-ComfyUI", + "reference": "https://github.com/AIFSH/DiffSynth-ComfyUI", + "files": [ + "https://github.com/AIFSH/DiffSynth-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)" + }, + { + "author": "AIFSH", + "title": "RealisDance-ComfyUI", + "reference": "https://github.com/AIFSH/RealisDance-ComfyUI", + "files": [ + "https://github.com/AIFSH/RealisDance-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/RealisDance](https://github.com/damo-cv/RealisDance)" + }, + { + "author": "AIFSH", + "title": "ViewCrafter-ComfyUI", + "reference": "https://github.com/AIFSH/ViewCrafter-ComfyUI", + "files": [ + "https://github.com/AIFSH/ViewCrafter-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/ViewCrafter](https://github.com/Drexubery/ViewCrafter)" + }, + { + "author": "AIFSH", + "title": "SenseVoice-ComfyUI", + "reference": "https://github.com/AIFSH/SenseVoice-ComfyUI", + "files": [ + "https://github.com/AIFSH/SenseVoice-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for SenseVoice" + }, + { + "author": "AIFSH", + "title": "EzAudio-ComfyUI", + "reference": "https://github.com/AIFSH/EzAudio-ComfyUI", + "files": [ + "https://github.com/AIFSH/EzAudio-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/EzAudio](https://github.com/haidog-yaqub/EzAudio)" + }, + { + "author": "AIFSH", + "title": "PyramidFlow-ComfyUI", + "reference": "https://github.com/AIFSH/PyramidFlow-ComfyUI", + "files": [ + "https://github.com/AIFSH/PyramidFlow-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/Pyramid-Flow](https://github.com/jy0205/Pyramid-Flow)" + }, + { + "author": "AIFSH", + "title": "JoyHallo-ComfyUI", + "reference": "https://github.com/AIFSH/JoyHallo-ComfyUI", + "files": [ + "https://github.com/AIFSH/JoyHallo-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/JoyHallo](https://github.com/jdh-algo/JoyHallo)" + }, + { + "author": "AIFSH", + "title": "F5-TTS-ComfyUI", + "reference": "https://github.com/AIFSH/F5-TTS-ComfyUI", + "files": [ + "https://github.com/AIFSH/F5-TTS-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/F5-TTS](https://github.com/SWivid/F5-TTS)" + }, + { + "author": "AIFSH", + "title": "FireRedTTS-ComfyUI", + "reference": "https://github.com/AIFSH/FireRedTTS-ComfyUI", + "files": [ + "https://github.com/AIFSH/FireRedTTS-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/FireRedTTS](https://github.com/FireRedTeam/FireRedTTS)" + }, + { + "author": "AIFSH", + "title": "IMAGDressing-ComfyUI", + "reference": "https://github.com/AIFSH/IMAGDressing-ComfyUI", + "files": [ + "https://github.com/AIFSH/IMAGDressing-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom nodde for [a/IMAGDressing](https://github.com/muzishen/IMAGDressing)" + }, + { + "author": "AIFSH", + "title": "OmniGen-ComfyUI", + "reference": "https://github.com/AIFSH/OmniGen-ComfyUI", + "files": [ + "https://github.com/AIFSH/OmniGen-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/OmniGen](https://github.com/VectorSpaceLab/OmniGen)" + }, + { + "author": "AIFSH", + "title": "MaskGCT-ComfyUI", + "reference": "https://github.com/AIFSH/MaskGCT-ComfyUI", + "files": [ + "https://github.com/AIFSH/MaskGCT-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/MaskGCT](https://github.com/open-mmlab/Amphion/blob/main/models/tts/maskgct/README.md) to Zero-Shot Text-to-Speech" + }, + { + "author": "AIFSH", + "title": "MiniMates-ComfyUI", + "reference": "https://github.com/AIFSH/MiniMates-ComfyUI", + "files": [ + "https://github.com/AIFSH/MiniMates-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/MiniMates](https://github.com/kleinlee/MiniMates)" + }, + { + "author": "AIFSH", + "title": "EchoMimicV2-ComfyUI", + "reference": "https://github.com/AIFSH/EchoMimicV2-ComfyUI", + "files": [ + "https://github.com/AIFSH/EchoMimicV2-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/echomimic_v2](https://github.com/antgroup/echomimic_v2)" + }, + { + "author": "AIFSH", + "title": "SemiChat-ComfyUI", + "reference": "https://github.com/AIFSH/SemiChat-ComfyUI", + "files": [ + "https://github.com/AIFSH/SemiChat-ComfyUI" + ], + "install_type": "git-clone", + "description": "A ComfyUI chat node based on SemiUI." + }, + { + "author": "Koishi-Star", + "title": "Euler-Smea-Dyn-Sampler", + "id": "smea", + "reference": "https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler", + "files": [ + "https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler" + ], + "install_type": "git-clone", + "description": "СomfyUI version of [a/Euler Smea Dyn Sampler](https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler). It adds samplers directly to KSampler nodes." + }, + { + "author": "Koishi-Star", + "title": "Pyramid_Noise_For_Inference", + "id": "Pyramid_Noise_For_Inference", + "reference": "https://github.com/Koishi-Star/Pyramid_Noise_For_Inference", + "files": [ + "https://github.com/Koishi-Star/Pyramid_Noise_For_Inference" + ], + "install_type": "git-clone", + "description": "Using pyramid_noise instead of original noise in inference" + }, + { + "author": "sdfxai", + "title": "SDFXBridgeForComfyUI - ComfyUI Custom Node for SDFX Integration", + "id": "sdfx", + "reference": "https://github.com/sdfxai/SDFXBridgeForComfyUI", + "files": [ + "https://github.com/sdfxai/SDFXBridgeForComfyUI" + ], + "install_type": "git-clone", + "description": "SDFXBridgeForComfyUI is a custom node designed for seamless integration between ComfyUI and SDFX. This custom node allows users to make ComfyUI compatible with SDFX when running the ComfyUI instance on their local machines." + }, + { + "author": "smthemex", + "title": "ComfyUI_FoleyCrafter", + "id": "comfyui_foleycrafter", + "reference": "https://github.com/smthemex/ComfyUI_FoleyCrafter", + "files": [ + "https://github.com/smthemex/ComfyUI_FoleyCrafter" + ], + "install_type": "git-clone", + "description": "FoleyCrafter is a video-to-audio generation framework which can produce realistic sound effects semantically relevant and synchronized with videos." + }, + { + "author": "smthemex", + "title": "ComfyUI_Diffree", + "id": "comfyui_diffree", + "reference": "https://github.com/smthemex/ComfyUI_Diffree", + "files": [ + "https://github.com/smthemex/ComfyUI_Diffree" + ], + "install_type": "git-clone", + "description": "using diffree: Text-Guided Shape Free Object Inpainting with Diffusion Model" + }, + { + "author": "smthemex", + "title": "ComfyUI_Stable_Makeup", + "id": "Stable_Makeup", + "reference": "https://github.com/smthemex/ComfyUI_Stable_Makeup", + "files": [ + "https://github.com/smthemex/ComfyUI_Stable_Makeup" + ], + "install_type": "git-clone", + "description": "you can using stable makeup when use comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_FollowYourEmoji", + "id": "FollowYourEmoji", + "reference": "https://github.com/smthemex/ComfyUI_FollowYourEmoji", + "files": [ + "https://github.com/smthemex/ComfyUI_FollowYourEmoji" + ], + "install_type": "git-clone", + "description": "You can make emoji from a video and a image in comfyui" + }, + { + "author": "smthemex", + "title": "ComfyUI_EchoMimic", + "id": "EchoMimic", + "reference": "https://github.com/smthemex/ComfyUI_EchoMimic", + "files": [ + "https://github.com/smthemex/ComfyUI_EchoMimic" + ], + "install_type": "git-clone", + "description": "You can using EchoMimic in comfyui,please using pip install install miss module" + }, + { + "author": "smthemex", + "title": "ComfyUI_ChatGLM_API", + "id": "chatglm-api", + "reference": "https://github.com/smthemex/ComfyUI_ChatGLM_API", + "files": [ + "https://github.com/smthemex/ComfyUI_ChatGLM_API" + ], + "install_type": "git-clone", + "description": "You can call Chatglm's API in comfyUI to translate and describe pictures, and the API similar to OpenAI." + }, + { + "author": "smthemex", + "title": "ComfyUI_StableAudio_Open", + "id": "stable-audio-open-1.0", + "reference": "https://github.com/smthemex/ComfyUI_StableAudio_Open", + "files": [ + "https://github.com/smthemex/ComfyUI_StableAudio_Open" + ], + "install_type": "git-clone", + "description": "You can use stable-audio-open-1.0 in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_AnyDoor", + "id": "ComfyUI_AnyDoor", + "reference": "https://github.com/smthemex/ComfyUI_AnyDoor", + "files": [ + "https://github.com/smthemex/ComfyUI_AnyDoor" + ], + "install_type": "git-clone", + "description": "you can using anydoor ,change clothes,object" + }, + { + "author": "smthemex", + "title": "ComfyUI_HiDiffusion_Pro", + "id": "hidiffusion-pro", + "reference": "https://github.com/smthemex/ComfyUI_HiDiffusion_Pro", + "files": [ + "https://github.com/smthemex/ComfyUI_HiDiffusion_Pro" + ], + "install_type": "git-clone", + "description": "A HiDiffusion node for ComfyUI." + }, + { + "author": "smthemex", + "title": "ComfyUI_StoryDiffusion", + "id": "StoryDiffusion", + "reference": "https://github.com/smthemex/ComfyUI_StoryDiffusion", + "files": [ + "https://github.com/smthemex/ComfyUI_StoryDiffusion" + ], + "install_type": "git-clone", + "description": "you can using sotry-diffusion in comfyui" + }, + { + "author": "smthemex", + "title": "ComfyUI_MS_Diffusion", + "id": "MS_Diffusion", + "reference": "https://github.com/smthemex/ComfyUI_MS_Diffusion", + "files": [ + "https://github.com/smthemex/ComfyUI_MS_Diffusion" + ], + "install_type": "git-clone", + "description": "you can make story in comfyUI using MS-diffusion" + }, + { + "author": "smthemex", + "title": "ComfyUI_Pic2Story", + "id": "pic2story", + "reference": "https://github.com/smthemex/ComfyUI_Pic2Story", + "files": [ + "https://github.com/smthemex/ComfyUI_Pic2Story" + ], + "install_type": "git-clone", + "description": "you can using pic2story in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_Llama3_8B", + "id": "llama3-8b", + "reference": "https://github.com/smthemex/ComfyUI_Llama3_8B", + "files": [ + "https://github.com/smthemex/ComfyUI_Llama3_8B" + ], + "install_type": "git-clone", + "description": "Llama3_8B for comfyUI， using pipeline workflow." + }, + { + "author": "smthemex", + "title": "ComfyUI_ParlerTTS", + "id": "parlertts", + "reference": "https://github.com/smthemex/ComfyUI_ParlerTTS", + "files": [ + "https://github.com/smthemex/ComfyUI_ParlerTTS" + ], + "install_type": "git-clone", + "description": "Parler-TTS is a lightweight text-to-speech (TTS) model that can generate high-quality, natural sounding speech in the style of a given speaker (gender, pitch, speaking style, etc)" + }, + { + "author": "smthemex", + "title": "ComfyUI_Pipeline_Tool", + "id": "pipeline-tool", + "reference": "https://github.com/smthemex/ComfyUI_Pipeline_Tool", + "files": [ + "https://github.com/smthemex/ComfyUI_Pipeline_Tool" + ], + "install_type": "git-clone", + "description": "A tool for novice users in Chinese Mainland to call the huggingface hub and download the huggingface models." + }, + { + "author": "smthemex", + "title": "ComfyUI_ID_Animator", + "id": "id-animator", + "reference": "https://github.com/smthemex/ComfyUI_ID_Animator", + "files": [ + "https://github.com/smthemex/ComfyUI_ID_Animator" + ], + "install_type": "git-clone", + "description": "This node allows you to use ID_Animator, the zero shot video generation model" + }, + { + "author": "smthemex", + "title": "ComfyUI_CustomNet", + "id": "customnet", + "reference": "https://github.com/smthemex/ComfyUI_CustomNet", + "files": [ + "https://github.com/smthemex/ComfyUI_CustomNet" + ], + "install_type": "git-clone", + "description": "you can using customnet in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_Pops", + "id": "pops", + "reference": "https://github.com/smthemex/ComfyUI_Pops", + "files": [ + "https://github.com/smthemex/ComfyUI_Pops" + ], + "install_type": "git-clone", + "description": "You can use [a/Popspaper](https://popspaper.github.io/pOps/) method in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_Streamv2v_Plus", + "id": "streamv2v", + "reference": "https://github.com/smthemex/ComfyUI_Streamv2v_Plus", + "files": [ + "https://github.com/smthemex/ComfyUI_Streamv2v_Plus" + ], + "install_type": "git-clone", + "description": "using [a/StreamV2V](https://github.com/Jeff-LiangF/streamv2v) in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_MooER", + "id": "comfyui_mooer", + "reference": "https://github.com/smthemex/ComfyUI_MooER", + "files": [ + "https://github.com/smthemex/ComfyUI_MooER" + ], + "install_type": "git-clone", + "description": "MooER is an LLM-based Speech Recognition and Translation Model from Moore Threads.You can use MooER when install ComfyUI_MooER node" + }, + { + "author": "smthemex", + "title": "ComfyUI_CSGO_Wrapper", + "id": "comfyui_csgo_wrapper", + "reference": "https://github.com/smthemex/ComfyUI_CSGO_Wrapper", + "files": [ + "https://github.com/smthemex/ComfyUI_CSGO_Wrapper" + ], + "install_type": "git-clone", + "description": "using InstantX's CSGO in comfyUI for style" + }, + { + "author": "smthemex", + "title": "ComfyUI_DeepFakeDefenders", + "id": "comfyui_deepfakedefenders", + "reference": "https://github.com/smthemex/ComfyUI_DeepFakeDefenders", + "files": [ + "https://github.com/smthemex/ComfyUI_DeepFakeDefenders" + ], + "install_type": "git-clone", + "description": "ou can using DeepFakeDefenders in comfyUI to Prediction image is a DeepFake img or not." + }, + { + "author": "smthemex", + "title": "ComfyUI_Sapiens", + "reference": "https://github.com/smthemex/ComfyUI_Sapiens", + "files": [ + "https://github.com/smthemex/ComfyUI_Sapiens" + ], + "install_type": "git-clone", + "description": "You can call Using Sapiens to get seg，normal，pose，depth，mask." + }, + { + "author": "smthemex", + "title": "ComfyUI_Hallo2", + "reference": "https://github.com/smthemex/ComfyUI_Hallo2", + "files": [ + "https://github.com/smthemex/ComfyUI_Hallo2" + ], + "install_type": "git-clone", + "description": "Long-Duration and High-Resolution Audio-driven Portrait Image Animation," + }, + { + "author": "smthemex", + "title": "ComfyUI_OmniParser", + "reference": "https://github.com/smthemex/ComfyUI_OmniParser", + "files": [ + "https://github.com/smthemex/ComfyUI_OmniParser" + ], + "install_type": "git-clone", + "description": "Try [a/OmniParser](https://github.com/microsoft/OmniParser) in ComfyUI which a simple screen parsing tool towards pure vision based GUI agent." + }, + { + "author": "smthemex", + "title": "ComfyUI_Demucs", + "reference": "https://github.com/smthemex/ComfyUI_Demucs", + "files": [ + "https://github.com/smthemex/ComfyUI_Demucs" + ], + "install_type": "git-clone", + "description": "Using Demucs in comfyUI, make Music Source Separation" + }, + { + "author": "smthemex", + "title": "ComfyUI_InstantIR_Wrapper", + "reference": "https://github.com/smthemex/ComfyUI_InstantIR_Wrapper", + "files": [ + "https://github.com/smthemex/ComfyUI_InstantIR_Wrapper" + ], + "install_type": "git-clone", + "description": "You can InstantIR to Fix blurry photos in ComfyUI ，[a/InstantIR](https://github.com/instantX-research/InstantIR):Blind Image Restoration with Instant Generative Reference" + }, + { + "author": "smthemex", + "title": "ComfyUI_Face_Anon_Simple", + "reference": "https://github.com/smthemex/ComfyUI_Face_Anon_Simple", + "files": [ + "https://github.com/smthemex/ComfyUI_Face_Anon_Simple" + ], + "install_type": "git-clone", + "description": "Face Anonymization make simple and easy." + }, + { + "author": "smthemex", + "title": "ComfyUI_PBR_Maker", + "reference": "https://github.com/smthemex/ComfyUI_PBR_Maker", + "files": [ + "https://github.com/smthemex/ComfyUI_PBR_Maker" + ], + "install_type": "git-clone", + "description": "you can make PBR in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_TRELLIS", + "reference": "https://github.com/smthemex/ComfyUI_TRELLIS", + "files": [ + "https://github.com/smthemex/ComfyUI_TRELLIS" + ], + "install_type": "git-clone", + "description": "You can use TRELLIS in comfyUI\n[a/TRELLIS](https://github.com/microsoft/TRELLIS/tree/main), Structured 3D Latents for Scalable and Versatile 3D Generation" + }, + { + "author": "smthemex", + "title": "ComfyUI_SVFR", + "reference": "https://github.com/smthemex/ComfyUI_SVFR", + "files": [ + "https://github.com/smthemex/ComfyUI_SVFR" + ], + "install_type": "git-clone", + "description": "SVFR is a unified framework for face video restoration that supports tasks such as BFR, Colorization, Inpainting，you can use it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_MangaNinjia", + "reference": "https://github.com/smthemex/ComfyUI_MangaNinjia", + "files": [ + "https://github.com/smthemex/ComfyUI_MangaNinjia" + ], + "install_type": "git-clone", + "description": "ComfyUI_MangaNinjia is a ComfyUI node of MangaNinja which is a Line Art Colorization with Precise Reference Following method." + }, + { + "author": "smthemex", + "title": "ComfyUI_Sonic", + "reference": "https://github.com/smthemex/ComfyUI_Sonic", + "files": [ + "https://github.com/smthemex/ComfyUI_Sonic" + ], + "install_type": "git-clone", + "description": "Sonic is a method about ' Shifting Focus to Global Audio Perception in Portrait Animation',you can use it in comfyUI." + }, + { + "author": "smthemex", + "title": "ComfyUI_DiffuEraser", + "reference": "https://github.com/smthemex/ComfyUI_DiffuEraser", + "files": [ + "https://github.com/smthemex/ComfyUI_DiffuEraser" + ], + "install_type": "git-clone", + "description": "DiffuEraser is a diffusion model for video Inpainting, you can use it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_CSD_MT", + "reference": "https://github.com/smthemex/ComfyUI_CSD_MT", + "files": [ + "https://github.com/smthemex/ComfyUI_CSD_MT" + ], + "install_type": "git-clone", + "description": "[a/CSD_MT](https://github.com/Snowfallingplum/CSD-MT) is a method about 'Content-Style Decoupling for Unsupervised Makeup Transfer without Generating Pseudo Ground Truth', you can use it in comfyUI." + }, + { + "author": "smthemex", + "title": "ComfyUI_Light_A_Video", + "reference": "https://github.com/smthemex/ComfyUI_Light_A_Video", + "files": [ + "https://github.com/smthemex/ComfyUI_Light_A_Video" + ], + "install_type": "git-clone", + "description": "Light-A-Video: Training-free Video Relighting via Progressive Light Fusion,you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_YuE", + "reference": "https://github.com/smthemex/ComfyUI_YuE", + "files": [ + "https://github.com/smthemex/ComfyUI_YuE" + ], + "install_type": "git-clone", + "description": "[a/YuE](https://github.com/multimodal-art-projection/YuE) is a groundbreaking series of open-source foundation models designed for music generation, specifically for transforming lyrics into full songs (lyrics2song). you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_PhotoDoodle", + "reference": "https://github.com/smthemex/ComfyUI_PhotoDoodle", + "files": [ + "https://github.com/smthemex/ComfyUI_PhotoDoodle" + ], + "install_type": "git-clone", + "description": "PhotoDoodle: Learning Artistic Image Editing from Few-Shot Pairwise Data，you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_KV_Edit", + "reference": "https://github.com/smthemex/ComfyUI_KV_Edit", + "files": [ + "https://github.com/smthemex/ComfyUI_KV_Edit" + ], + "install_type": "git-clone", + "description": "KV-Edit: Training-Free Image Editing for Precise Background Preservation,you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_Personalize_Anything", + "reference": "https://github.com/smthemex/ComfyUI_Personalize_Anything", + "files": [ + "https://github.com/smthemex/ComfyUI_Personalize_Anything" + ], + "install_type": "git-clone", + "description": "Personalize Anything for Free with Diffusion Transformer,use it in comfyUI with wrapper mode" + }, + { + "author": "smthemex", + "title": "ComfyUI_DICE_Talk", + "reference": "https://github.com/smthemex/ComfyUI_DICE_Talk", + "files": [ + "https://github.com/smthemex/ComfyUI_DICE_Talk" + ], + "install_type": "git-clone", + "description": "Use DICE-Talk in ComfyUI，which is a method about Correlation-Aware Emotional Talking Portrait Generation." + }, + { + "author": "smthemex", + "title": "ComfyUI_VisualCloze", + "reference": "https://github.com/smthemex/ComfyUI_VisualCloze", + "files": [ + "https://github.com/smthemex/ComfyUI_VisualCloze" + ], + "install_type": "git-clone", + "description": "VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning,you can use it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_HunyuanAvatar_Sm", + "reference": "https://github.com/smthemex/ComfyUI_HunyuanAvatar_Sm", + "files": [ + "https://github.com/smthemex/ComfyUI_HunyuanAvatar_Sm" + ], + "install_type": "git-clone", + "description": "HunyuanVideo-Avatar: High-Fidelity Audio-Driven Human Animation for Multiple Characters,try it in comfyUI ,if your VRAM >24G." + }, + { + "author": "smthemex", + "title": "ComfyUI_PartPacker", + "reference": "https://github.com/smthemex/ComfyUI_PartPacker", + "files": [ + "https://github.com/smthemex/ComfyUI_PartPacker" + ], + "install_type": "git-clone", + "description": "This is the comfyui implementation of [a/PartPacker](https://github.com/NVlabs/PartPacker): Efficient Part-level 3D Object Generation via Dual Volume Packing.Max varm12G" + }, + { + "author": "smthemex", + "title": "ComfyUI_SongGeneration", + "reference": "https://github.com/smthemex/ComfyUI_SongGeneration", + "files": [ + "https://github.com/smthemex/ComfyUI_SongGeneration" + ], + "install_type": "git-clone", + "description": "[a/SongGeneration](https://github.com/tencent-ailab/SongGeneration):High-Quality Song Generation with Multi-Preference Alignment (SOTA),you can try VRAM>12G" + }, + { + "author": "smthemex", + "title": "ComfyUI_AniCrafter", + "reference": "https://github.com/smthemex/ComfyUI_AniCrafter", + "files": [ + "https://github.com/smthemex/ComfyUI_AniCrafter" + ], + "install_type": "git-clone", + "description": "[a/AniCrafter](https://github.com/MyNiuuu/AniCrafter): Customizing Realistic Human-Centric Animation via Avatar-Background Conditioning in Video Diffusion Models, you can try this methods when use ComfyUI." + }, + { + "author": "smthemex", + "title": "ComfyUI_ObjectClear", + "reference": "https://github.com/smthemex/ComfyUI_ObjectClear", + "files": [ + "https://github.com/smthemex/ComfyUI_ObjectClear" + ], + "install_type": "git-clone", + "description": "ObjectClear:Complete Object Removal via Object-Effect Attention,you can try it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_OmniSVG", + "reference": "https://github.com/smthemex/ComfyUI_OmniSVG", + "files": [ + "https://github.com/smthemex/ComfyUI_OmniSVG" + ], + "install_type": "git-clone", + "description": "OmniSVG: A Unified Scalable Vector Graphics Generation Model,you can try it in ComfyUI." + }, + { + "author": "smthemex", + "title": "ComfyUI_StableAvatar", + "reference": "https://github.com/smthemex/ComfyUI_StableAvatar", + "files": [ + "https://github.com/smthemex/ComfyUI_StableAvatar" + ], + "install_type": "git-clone", + "description": "StableAvatar: Infinite-Length Audio-Driven Avatar Video Generation,you can try it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_LucidFlux", + "reference": "https://github.com/smthemex/ComfyUI_LucidFlux", + "files": [ + "https://github.com/smthemex/ComfyUI_LucidFlux" + ], + "install_type": "git-clone", + "description": "ComfyUI_LucidFlux:Caption-Free Universal Image Restoration with a Large-Scale Diffusion Transformer，you can use it in ComfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_OmniPart", + "reference": "https://github.com/smthemex/ComfyUI_OmniPart", + "files": [ + "https://github.com/smthemex/ComfyUI_OmniPart" + ], + "install_type": "git-clone", + "description": "OmniPart: Part-Aware 3D Generation with Semantic Decoupling and Structural Cohesion,this node ,you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_FlashVSR", + "reference": "https://github.com/smthemex/ComfyUI_FlashVSR", + "files": [ + "https://github.com/smthemex/ComfyUI_FlashVSR" + ], + "install_type": "git-clone", + "description": "FlashVSR: Towards Real-Time Diffusion-Based Streaming Video Super-Resolution,this node ,you can use it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_ChronoEdit_SM", + "reference": "https://github.com/smthemex/ComfyUI_ChronoEdit_SM", + "files": [ + "https://github.com/smthemex/ComfyUI_ChronoEdit_SM" + ], + "install_type": "git-clone", + "description": "Towards Temporal Reasoning for Image Editing and World Simulation,you can use this node in comfyUI,and Vram >12G" + }, + { + "author": "smthemex", + "title": "ComfyUI_Step_Audio_EditX_SM", + "reference": "https://github.com/smthemex/ComfyUI_Step_Audio_EditX_SM", + "files": [ + "https://github.com/smthemex/ComfyUI_Step_Audio_EditX_SM" + ], + "install_type": "git-clone", + "description": "Step_Audio_EditX：the first open-source LLM-based audio model excelling at expressive and iterative audio editing—encompassing emotion, speaking style, and paralinguistics—alongside robust zero-shot text-to-speech (TTS) capabilities，try it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_DyPE", + "reference": "https://github.com/smthemex/ComfyUI_DyPE", + "files": [ + "https://github.com/smthemex/ComfyUI_DyPE" + ], + "install_type": "git-clone", + "description": "DyPE: Dynamic Position Extrapolation for Ultra High Resolution Diffusion ,you can use a wrapper node it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_GRAG_Image_Editing", + "reference": "https://github.com/smthemex/ComfyUI_GRAG_Image_Editing", + "files": [ + "https://github.com/smthemex/ComfyUI_GRAG_Image_Editing" + ], + "install_type": "git-clone", + "description": "GRAG-Image-Editing : Group-Relative Attention Guidance for Image Editing,you can try it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_UltraFlux", + "reference": "https://github.com/smthemex/ComfyUI_UltraFlux", + "files": [ + "https://github.com/smthemex/ComfyUI_UltraFlux" + ], + "install_type": "git-clone", + "description": "UltraFlux:Data-Model Co-Design for High-quality Native 4K Text-to-Image Generation across Diverse Aspect Ratios,try it in comfyUI" + }, + { + "author": "smthemex", + "title": "ComfyUI_InteractAvatar", + "reference": "https://github.com/smthemex/ComfyUI_InteractAvatar", + "files": [ + "https://github.com/smthemex/ComfyUI_InteractAvatar" + ], + "install_type": "git-clone", + "description": "Making Avatars InteractTowards Text-Driven Human-Object Interaction for Controllable Talking Avatars" + }, + { + "author": "choey", + "title": "Comfy-Topaz", + "id": "topaz", + "reference": "https://github.com/choey/Comfy-Topaz", + "files": [ + "https://github.com/choey/Comfy-Topaz" + ], + "install_type": "git-clone", + "description": "Comfy-Topaz is a custom node for ComfyUI, which integrates with Topaz Photo AI to enhance (upscale, sharpen, denoise, etc.) images, allowing this traditionally asynchronous step to become a part of ComfyUI workflows.\nNOTE:Licensed installation of Topaz Photo AI" + }, + { + "author": "ALatentPlace", + "title": "ComfyUI_yanc", + "id": "yanc-alatentplace", + "reference": "https://github.com/ALatentPlace/ComfyUI_yanc", + "files": [ + "https://github.com/ALatentPlace/ComfyUI_yanc" + ], + "install_type": "git-clone", + "description": "Yet Another Node Collection. Adds some useful nodes, check out the GitHub page for more details." + }, + { + "author": "ALatentPlace", + "title": "YANC_LMStudio", + "reference": "https://github.com/ALatentPlace/YANC_LMStudio", + "files": [ + "https://github.com/ALatentPlace/YANC_LMStudio" + ], + "install_type": "git-clone", + "description": "A custom node for a LMStudio integration into ComfyUI." + }, + { + "author": "Wicloz", + "title": "ComfyUI Simply Nodes", + "reference": "https://github.com/Wicloz/ComfyUI-Simply-Nodes", + "files": [ + "https://github.com/Wicloz/ComfyUI-Simply-Nodes" + ], + "install_type": "git-clone", + "description": "Simple nodes to help clean up your workflow, mostly focussed on text operations." + }, + { + "author": "wandbrandon", + "title": "comfyui-pixel", + "id": "pixel", + "reference": "https://github.com/wandbrandon/comfyui-pixel", + "files": [ + "https://github.com/wandbrandon/comfyui-pixel" + ], + "install_type": "git-clone", + "description": "pixel art workshop nodes for comfyui." + }, + { + "author": "nullquant", + "title": "BrushNet", + "id": "brushnet", + "reference": "https://github.com/nullquant/ComfyUI-BrushNet", + "files": [ + "https://github.com/nullquant/ComfyUI-BrushNet" + ], + "install_type": "git-clone", + "description": "These are custom nodes for ComfyUI native implementation of [a/BrushNet](https://arxiv.org/abs/2403.06976) (inpaint), PowerPaint (inpaint, object removal) and HiDiffusion (higher resolution for SD15 and SDXL)" + }, + { + "author": "pamparamm", + "title": "sd-perturbed-attention", + "id": "pag", + "reference": "https://github.com/pamparamm/sd-perturbed-attention", + "files": [ + "https://github.com/pamparamm/sd-perturbed-attention" + ], + "install_type": "git-clone", + "description": "Perturbed-Attention Guidance (PAG), Smoothed Energy Guidance (SEG), Sliding Window Guidance (SWG), PLADIS, Normalized Attention Guidance (NAG), Token Perturbation Guidance (TPG) for ComfyUI and SD reForge." + }, + { + "author": "pamparamm", + "title": "ComfyUI Vectorscope CC", + "id": "vectorscope", + "reference": "https://github.com/pamparamm/ComfyUI-vectorscope-cc", + "files": [ + "https://github.com/pamparamm/ComfyUI-vectorscope-cc" + ], + "install_type": "git-clone", + "description": "ComfyUI port of Vectorscope CC and Diffusion Color Grading by Haoming02. Makes it possible to adjust Brightness/Contrast/Saturation/Hue during image generation." + }, + { + "author": "pamparamm", + "title": "ComfyUI-ppm", + "id": "comfyui-ppm", + "reference": "https://github.com/pamparamm/ComfyUI-ppm", + "files": [ + "https://github.com/pamparamm/ComfyUI-ppm" + ], + "install_type": "git-clone", + "description": "Fixed AttentionCouple, NegPip(negative weights in prompts) for SDXL and FLUX, more CFG++ and SMEA DY samplers, etc." + }, + { + "author": "unwdef", + "title": "unwdef-nodes", + "reference": "https://github.com/unwdef/unwdef-nodes-comfyui", + "files": [ + "https://github.com/unwdef/unwdef-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by unwdef." + }, + { + "author": "fevre27", + "title": "Self-Guidance nodes", + "id": "self-guidance", + "reference": "https://github.com/forever22777/comfyui-self-guidance", + "files": [ + "https://github.com/forever22777/comfyui-self-guidance" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI implementation of Self-Guidance." + }, + { + "author": "aburahamu", + "title": "ComfyUI-RequestPoster", + "id": "request-poster", + "reference": "https://github.com/aburahamu/ComfyUI-RequestsPoster", + "files": [ + "https://github.com/aburahamu/ComfyUI-RequestsPoster" + ], + "install_type": "git-clone", + "description": "This extension can send HTTP Requests. You can request image generation to StableDiffusion3 and post images to X (Twitter) and Discord." + }, + { + "author": "aburahamu", + "title": "ComfyUI-IsNiceParts", + "id": "isniceparts", + "reference": "https://github.com/aburahamu/ComfyUI-IsNiceParts", + "files": [ + "https://github.com/aburahamu/ComfyUI-IsNiceParts" + ], + "install_type": "git-clone", + "description": "This custom node detects body parts (currently only hands) from the received image and outputs the image if the skeleton can be estimated." + }, + { + "author": "Sorcerio", + "title": "MBM's Music Visualizer", + "reference": "https://github.com/Sorcerio/MBM-Music-Visualizer", + "files": [ + "https://github.com/Sorcerio/MBM-Music-Visualizer" + ], + "install_type": "git-clone", + "description": "An image generation based music visualizer integrated into comfyanonymous/ComfyUI as custom nodes." + }, + { + "author": "quadmoon", + "title": "quadmoon's ComfyUI nodes", + "reference": "https://github.com/traugdor/ComfyUI-quadMoons-nodes", + "files": [ + "https://github.com/traugdor/ComfyUI-quadMoons-nodes" + ], + "install_type": "git-clone", + "description": "These are just some nodes I wanted and couldn't find where anyone else had made them yet." + }, + { + "author": "quadmoon", + "title": "ComfyUI-Riffusion", + "reference": "https://github.com/traugdor/ComfyUI-Riffusion", + "files": [ + "https://github.com/traugdor/ComfyUI-Riffusion" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for Riffusion audio generation." + }, + { + "author": "quadmoon", + "title": "ComfyUI-UltimateSDUpscale-GGUF", + "reference": "https://github.com/traugdor/ComfyUI-UltimateSDUpscale-GGUF", + "files": [ + "https://github.com/traugdor/ComfyUI-UltimateSDUpscale-GGUF" + ], + "install_type": "git-clone", + "description": "GGUF implementation for the ComfyUI Ultimate SD Upscale node." + }, + { + "author": "quadme7macoon", + "title": "ComfyUI-ShadertoyGL", + "reference": "https://github.com/e7mac/ComfyUI-ShadertoyGL", + "files": [ + "https://github.com/e7mac/ComfyUI-ShadertoyGL" + ], + "install_type": "git-clone", + "description": "Nodes:Shadertoy, Shader, ColorChannelOffset." + }, + { + "author": "royceschultz", + "title": "ComfyUI-TranscriptionTools", + "id": "transcription-tools", + "reference": "https://github.com/royceschultz/ComfyUI-TranscriptionTools", + "files": [ + "https://github.com/royceschultz/ComfyUI-TranscriptionTools" + ], + "install_type": "git-clone", + "description": "Transcribe audio and video files in ComfyUI." + }, + { + "author": "kunieone", + "title": "ComfyUI_alkaid", + "id": "alkadi", + "reference": "https://github.com/kunieone/ComfyUI_alkaid", + "files": [ + "https://github.com/kunieone/ComfyUI_alkaid" + ], + "install_type": "git-clone", + "description": "Nodes:A_Face3DSwapper, A_FaceCrop, A_FacePaste, A_OpenPosePreprocessor, A_EmptyLatentImageLongside, A_GetImageSize, AlkaidLoader, AdapterFaceLoader, AdapterStyleLoader, ..." + }, + { + "author": "txt2any", + "title": "ComfyUI-PromptOrganizer", + "id": "prompt-organizer", + "reference": "https://github.com/txt2any/ComfyUI-PromptOrganizer", + "files": [ + "https://github.com/txt2any/ComfyUI-PromptOrganizer" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that automatically saves your AI-generated images specifically to [a/www.txt2any.com](http://www.txt2any.com/)." + }, + { + "author": "kealiu", + "title": "ComfyUI Load and Save file to S3", + "id": "savefile-to-s3", + "reference": "https://github.com/kealiu/ComfyUI-S3-Tools", + "files": [ + "https://github.com/kealiu/ComfyUI-S3-Tools" + ], + "install_type": "git-clone", + "description": "Nodes:Load From S3, Save To S3." + }, + { + "author": "kealiu", + "title": "ComfyUI-ZeroShot-MTrans", + "id": "zeroshot-mtrans", + "reference": "https://github.com/kealiu/ComfyUI-ZeroShot-MTrans", + "files": [ + "https://github.com/kealiu/ComfyUI-ZeroShot-MTrans" + ], + "install_type": "git-clone", + "description": "An unofficial ComfyUI custom node for [a/Zero-Shot Material Transfer from a Single Image](https://ttchengab.github.io/zest), Given an input image (e.g., a photo of an apple) and a single material exemplar image (e.g., a golden bowl), ZeST can transfer the gold material from the exemplar onto the apple with accurate lighting cues while making everything else consistent." + }, + { + "author": "kealiu", + "title": "ComfyUI-Zero123-Porting", + "id": "zero123-porting", + "reference": "https://github.com/kealiu/ComfyUI-Zero123-Porting", + "files": [ + "https://github.com/kealiu/ComfyUI-Zero123-Porting" + ], + "install_type": "git-clone", + "description": "Zero-1-to-3: Zero-shot One Image to 3D Object, unofficial porting of original [Zero123](https://github.com/cvlab-columbia/zero123)" + }, + { + "author": "Hopping-Mad-Games", + "title": "ComfyUI_LiteLLM", + "id": "litellm", + "reference": "https://github.com/Hopping-Mad-Games/ComfyUI_LiteLLM", + "files": [ + "https://github.com/Hopping-Mad-Games/ComfyUI_LiteLLM" + ], + "install_type": "git-clone", + "description": "Nodes for calling LLMs, enabled by LiteLLM" + }, + { + "author": "TashaSkyUp", + "title": "EternalKernel PyTorch Nodes", + "reference": "https://github.com/TashaSkyUp/EternalKernelPytorchNodes", + "files": [ + "https://github.com/TashaSkyUp/EternalKernelPytorchNodes" + ], + "install_type": "git-clone", + "description": "Comprehensive PyTorch nodes for ComfyUI - Neural network training, inference, and ML workflows" + }, + { + "author": "AonekoSS", + "title": "ComfyUI-SimpleCounter", + "id": "simplecounter", + "reference": "https://github.com/AonekoSS/ComfyUI-SimpleCounter", + "files": [ + "https://github.com/AonekoSS/ComfyUI-SimpleCounter" + ], + "install_type": "git-clone", + "description": "Node: utils/Simple Counter\nThis node is a simple counter, when pressing 'Queue Prompt' resets the count." + }, + { + "author": "AonekoSS", + "title": "ComfyUI-LoRA-Tuner", + "id": "lora-tuner", + "reference": "https://github.com/AonekoSS/ComfyUI-LoRA-Tuner", + "files": [ + "https://github.com/AonekoSS/ComfyUI-LoRA-Tuner" + ], + "install_type": "git-clone", + "description": "Nodes: LoRA-Tuner. For using multiple LoRA easily." + }, + { + "author": "heshengtao", + "title": "comfyui_LLM_party", + "id": "llm-party", + "reference": "https://github.com/heshengtao/comfyui_LLM_party", + "files": [ + "https://github.com/heshengtao/comfyui_LLM_party" + ], + "install_type": "git-clone", + "description": "A set of block-based LLM agent node libraries designed for ComfyUI.This project aims to develop a complete set of nodes for LLM workflow construction based on comfyui. It allows users to quickly and conveniently build their own LLM workflows and easily integrate them into their existing SD workflows." + }, + { + "author": "heshengtao", + "title": "comfyui_LLM_schools", + "reference": "https://github.com/heshengtao/comfyui_LLM_schools", + "files": [ + "https://github.com/heshengtao/comfyui_LLM_schools" + ], + "install_type": "git-clone", + "description": "ComfyUI node library for fine-tuning LLMs" + }, + { + "author": "VAST-AI-Research", + "title": "Tripo for ComfyUI", + "id": "tripo", + "reference": "https://github.com/VAST-AI-Research/ComfyUI-Tripo", + "files": [ + "https://github.com/VAST-AI-Research/ComfyUI-Tripo" + ], + "install_type": "git-clone", + "description": "Custom nodes for using [a/Tripo](https://www.tripo3d.ai/) in ComfyUI to create 3D from text and image prompts." + }, + { + "author": "JettHu", + "title": "ComfyUI_TGate", + "id": "tgate", + "reference": "https://github.com/JettHu/ComfyUI_TGate", + "files": [ + "https://github.com/JettHu/ComfyUI_TGate" + ], + "install_type": "git-clone", + "description": "ComfyUI reference implementation for [a/T-GATE](https://github.com/HaozheLiu-ST/T-GATE)." + }, + { + "author": "JettHu", + "title": "ComfyUI-TCD", + "id": "jetthu-tcd", + "reference": "https://github.com/JettHu/ComfyUI-TCD", + "files": [ + "https://github.com/JettHu/ComfyUI-TCD" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation for [a/TCD](https://github.com/jabir-zheng/TCD)." + }, + { + "author": "sugarkwork", + "title": "comfyui_tag_filter", + "id": "tag-filter", + "reference": "https://github.com/sugarkwork/comfyui_tag_fillter", + "reference2": "https://github.com/sugarkwork/comfyui_tag_filter", + "files": [ + "https://github.com/sugarkwork/comfyui_tag_fillter" + ], + "install_type": "git-clone", + "description": "This is a custom node of ComfyUI that categorizes tags outputted by tools like WD14Tagger, filters them by each category, and returns the filtered results." + }, + { + "author": "sugarkwork", + "title": "ComfyUI_AspectRatioToSize", + "reference": "https://github.com/sugarkwork/ComfyUI_AspectRatioToSize", + "files": [ + "https://github.com/sugarkwork/ComfyUI_AspectRatioToSize" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that calculates width and height while maintaining aspect ratio, making it easier to determine image resolutions with specified aspect ratios and longer side values." + }, + { + "author": "sugarkwork", + "title": "comfyui-trtupscaler", + "reference": "https://github.com/sugarkwork/comfyui-trtupscaler", + "files": [ + "https://github.com/sugarkwork/comfyui-trtupscaler" + ], + "install_type": "git-clone", + "description": "TensorRT Upscaler for ComfyUI" + }, + { + "author": "Intersection98", + "title": "ComfyUI-MX-post-processing-nodes", + "reference": "https://github.com/Intersection98/ComfyUI_MX_post_processing-nodes", + "files": [ + "https://github.com/Intersection98/ComfyUI_MX_post_processing-nodes" + ], + "install_type": "git-clone", + "description": "A collection of post processing nodes for ComfyUI, dds image post-processing adjustment capabilities to the ComfyUI." + }, + { + "author": "TencentQQGYLab", + "title": "ComfyUI-ELLA", + "id": "ella", + "reference": "https://github.com/TencentQQGYLab/ComfyUI-ELLA", + "files": [ + "https://github.com/TencentQQGYLab/ComfyUI-ELLA" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation for [a/ELLA](https://github.com/TencentQQGYLab/ELLA)." + }, + { + "author": "DarKDinDoN", + "title": "ComfyUI Checkpoint Automatic Config", + "id": "checkpoint-autoconfig", + "reference": "https://github.com/mech-tools/comfyui-checkpoint-automatic-config", + "files": [ + "https://github.com/mech-tools/comfyui-checkpoint-automatic-config" + ], + "install_type": "git-clone", + "description": "This node was designed to help with checkpoint configuration. Fee free to add new checkpoint configurations!" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-Prompt-MZ", + "id": "prompt-mz", + "reference": "https://github.com/MinusZoneAI/ComfyUI-Prompt-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-Prompt-MZ" + ], + "install_type": "git-clone", + "description": "Use llama.cpp to help generate some nodes for prompt word related work" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-StylizePhoto-MZ", + "id": "stylizephoto", + "reference": "https://github.com/MinusZoneAI/ComfyUI-StylizePhoto-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-StylizePhoto-MZ" + ], + "install_type": "git-clone", + "description": "A stylized node with simple operation. The effect is achieved by I2I and lora. The clay style is currently implemented.Comes with watermark function." + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-TrainTools-MZ", + "id": "traintools", + "reference": "https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ" + ], + "install_type": "git-clone", + "description": "Nodes for fine-tuning lora in ComfyUI, dependent on training tools such as kohya-ss/sd-scripts" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-Kolors-MZ", + "id": "kolors-mz", + "reference": "https://github.com/MinusZoneAI/ComfyUI-Kolors-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-Kolors-MZ" + ], + "install_type": "git-clone", + "description": "Implementation of Kolors on ComfyUI\nReference from [a/https://github.com/kijai/ComfyUI-KwaiKolorsWrapper](https://github.com/kijai/ComfyUI-KwaiKolorsWrapper)\nUsing ComfyUI Native Sampling" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-Flux1Quantize-MZ", + "reference": "https://github.com/MinusZoneAI/ComfyUI-Flux1Quantize-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-Flux1Quantize-MZ" + ], + "pip": ["git+https://github.com/IST-DASLab/marlin"], + "install_type": "git-clone", + "description": "Quantization tools are from [a/https://github.com/casper-hansen/AutoAWQ](https://github.com/casper-hansen/AutoAWQ) and [a/https://github.com/IST-DASLab/marlin](https://github.com/IST-DASLab/marlin)\nOnly applicable to graphics cards with sm_80 and above (30 series and above)\nNeed to install marlin dependencies first" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-FluxExt-MZ", + "reference": "https://github.com/MinusZoneAI/ComfyUI-FluxExt-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-FluxExt-MZ" + ], + "install_type": "git-clone", + "description": "Nodes:MZ_Flux1PartialLoad_Patch. Tool nodes related to flux1" + }, + { + "author": "MinusZoneAI", + "title": "ComfyUI-CogVideoX-MZ", + "reference": "https://github.com/MinusZoneAI/ComfyUI-CogVideoX-MZ", + "files": [ + "https://github.com/MinusZoneAI/ComfyUI-CogVideoX-MZ" + ], + "install_type": "git-clone", + "description": "Nodes:MZ_CogVideoXLoader" + }, + { + "author": "blueraincoatli", + "title": "comfyUI_SillyNodes", + "id": "silly", + "reference": "https://github.com/blueraincoatli/comfyUI_SillyNodes", + "files": [ + "https://github.com/blueraincoatli/comfyUI_SillyNodes" + ], + "install_type": "git-clone", + "description": "Using rgthree's fast_group_muter and bookmark nodes, introduce the pyautogui library to simulate clicks and hotkeys, and run groups in sequence. screen manipulation is involved" + }, + { + "author": "ty0x2333", + "title": "ComfyUI-Dev-Utils", + "id": "dev-utils", + "reference": "https://github.com/ty0x2333/ComfyUI-Dev-Utils", + "files": [ + "https://github.com/ty0x2333/ComfyUI-Dev-Utils" + ], + "install_type": "git-clone", + "description": "Execution Time Analysis, Reroute Enhancement, Node collection for developers." + }, + { + "author": "lquesada", + "title": "ComfyUI-Prompt-Combinator", + "id": "prompt-combinator", + "reference": "https://github.com/lquesada/ComfyUI-Prompt-Combinator", + "files": [ + "https://github.com/lquesada/ComfyUI-Prompt-Combinator" + ], + "install_type": "git-clone", + "description": "'🔢 Prompt Combinator' is a node that generates all possible combinations of prompts from several lists of strings.\n'🔢 Prompt Combinator Merger' is a node that enables merging the output of two different '🔢 Prompt Combinator' nodes." + }, + { + "author": "lquesada", + "title": "ComfyUI-Inpaint-CropAndStitch", + "id": "crop-and-stitch", + "reference": "https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch", + "files": [ + "https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch" + ], + "install_type": "git-clone", + "description": "'✂️ Inpaint Crop' is a node that crops an image before sampling. The context area can be specified via the mask, expand pixels and expand factor or via a separate (optional) mask.\n'✂️ Inpaint Stitch' is a node that stitches the inpainted image back into the original image without altering unmasked areas." + }, + { + "author": "lquesada", + "title": "ComfyUI-Interactive", + "id": "comfyui-interactive", + "reference": "https://github.com/lquesada/ComfyUI-Interactive", + "files": [ + "https://github.com/lquesada/ComfyUI-Interactive" + ], + "install_type": "git-clone", + "description": "Nodes that allow making the UI interactive, with selectors and switches, etc.. Enables selecting across multiple options with the click of a button to move a workflow forward." + }, + { + "author": "randjtw", + "title": "advance-aesthetic-score", + "reference": "https://github.com/randjtw/advance-aesthetic-score", + "files": [ + "https://github.com/randjtw/advance-aesthetic-score" + ], + "install_type": "git-clone", + "description": "Nodes:Advance Aesthetic Score" + }, + { + "author": "FredBill1", + "title": "comfyui-fb-utils", + "id": "fb-utils", + "reference": "https://github.com/FredBill1/comfyui-fb-utils", + "files": [ + "https://github.com/FredBill1/comfyui-fb-utils" + ], + "install_type": "git-clone", + "description": "Nodes:FBStringJoin, FBStringSplit, FBMultilineStringList, FBMultilineString" + }, + { + "author": "jeffy5", + "title": "Faceless Node for ComfyUI", + "id": "faceless", + "reference": "https://github.com/jeffy5/comfyui-faceless-node", + "files": [ + "https://github.com/jeffy5/comfyui-faceless-node" + ], + "install_type": "git-clone", + "description": "A facefusion custom node for ComfyUI. Swap or restore faces for image or video" + }, + { + "author": "TaiTair", + "title": "Simswap Node for ComfyUI", + "id": "simswap", + "reference": "https://github.com/TaiTair/comfyui-simswap", + "files": [ + "https://github.com/TaiTair/comfyui-simswap" + ], + "install_type": "git-clone", + "description": "A hacky implementation of Simswap based on [a/Comfyui ReActor Node 0.5.1](https://github.com/Gourieff/comfyui-reactor-node) and [a/Simswap](https://github.com/neuralchen/SimSwap)." + }, + { + "author": "fofr", + "title": "ComfyUI-HyperSDXL1StepUnetScheduler (ByteDance)", + "id": "hypersdxl", + "reference": "https://github.com/fofr/ComfyUI-HyperSDXL1StepUnetScheduler", + "files": [ + "https://github.com/fofr/ComfyUI-HyperSDXL1StepUnetScheduler" + ], + "install_type": "git-clone", + "description": "Original author is ByteDance.\nComfyUI sampler for HyperSDXL UNet\nPorted from: [a/https://huggingface.co/ByteDance/Hyper-SD](https://huggingface.co/ByteDance/Hyper-SD)" + }, + { + "author": "fofr", + "title": "ComfyUI-Prompter-fofrAI", + "id": "prompter-fofr", + "reference": "https://github.com/fofr/ComfyUI-Prompter-fofrAI", + "files": [ + "https://github.com/fofr/ComfyUI-Prompter-fofrAI" + ], + "install_type": "git-clone", + "description": "A prompt helper for ComfyUI, based on [a/prompter.fofr.ai](https://prompter.fofr.ai)" + }, + { + "author": "fofr", + "title": "comfyui-fofr-toolkit", + "id": "fofr-toolkit", + "reference": "https://github.com/fofr/comfyui-fofr-toolkit", + "files": [ + "https://github.com/fofr/comfyui-fofr-toolkit" + ], + "install_type": "git-clone", + "description": "Nodes:Incrementer, Width and height from aspect ratio, Width and height for scaling image to ideal resolutio. A simple set of tooling nodes." + }, + { + "author": "fofr", + "title": "ComfyUI-Replicate", + "reference": "https://github.com/replicate/comfyui-replicate", + "files": [ + "https://github.com/replicate/comfyui-replicate" + ], + "install_type": "git-clone", + "description": "Run [a/Replicate models](https://replicate.com/explore) in ComfyUI." + }, + { + "author": "fofr", + "title": "ComfyUI-Basic-Auth", + "reference": "https://github.com/fofr/comfyui-basic-auth", + "files": [ + "https://github.com/fofr/comfyui-basic-auth" + ], + "install_type": "git-clone", + "description": "A basic auth middleware for ComfyUI" + }, + { + "author": "cfreilich", + "title": "Virtuoso Nodes for ComfyUI", + "id": "virtuoso", + "reference": "https://github.com/chrisfreilich/virtuoso-nodes", + "files": [ + "https://github.com/chrisfreilich/virtuoso-nodes" + ], + "install_type": "git-clone", + "description": "Photoshop type functions and adjustment layers: 30 blend modes, Selective Color, Blend If, Color Balance, Solid Color Images, Black and White, Hue/Saturation, Levels, and RGB Splitting and Merging." + }, + { + "author": "da2el-ai", + "title": "D2 Nodes ComfyUI", + "id": "d2-nodes-comfyui", + "reference": "https://github.com/da2el-ai/D2-nodes-ComfyUI", + "files": [ + "https://github.com/da2el-ai/D2-nodes-ComfyUI" + ], + "install_type": "git-clone", + "description": "This is a collection of custom nodes that make ComfyUI slightly more convenient." + }, + { + "author": "da2el-ai", + "title": "D2 Steps", + "id": "d2steps", + "reference": "https://github.com/da2el-ai/ComfyUI-d2-steps", + "files": [ + "https://github.com/da2el-ai/ComfyUI-d2-steps" + ], + "install_type": "git-clone", + "description": "A handy custom node for using Refiner (switching to a different checkpoint midway) When you specify the end of the base checkpoint, you can extract refiner_start which is end + 1. The output is fixed as an INT, so it can be passed to the handy custom node, Anything Everywhere? Since it only outputs a numerical value, it can also be used for other purposes." + }, + { + "author": "da2el-ai", + "title": "D2 Size Selector", + "id": "size-selector", + "reference": "https://github.com/da2el-ai/ComfyUI-d2-size-selector", + "files": [ + "https://github.com/da2el-ai/ComfyUI-d2-size-selector" + ], + "install_type": "git-clone", + "description": "This is a custom node that allows you to easily call up and set image size presets. Settings can be made by editing the included config.yaml. It is almost identical to Comfyroll Studio's CR AspectRatio. I created it because I wanted to easily edit the presets." + }, + { + "author": "da2el-ai", + "title": "D2 Send Eagle", + "id": "d2-send-eagle", + "reference": "https://github.com/da2el-ai/ComfyUI-d2-send-eagle", + "files": [ + "https://github.com/da2el-ai/ComfyUI-d2-send-eagle" + ], + "install_type": "git-clone", + "description": "Send images generated by ComfyUI to Eagle image management software" + }, + { + "author": "da2el-ai", + "title": "D2 XYPlot Utils", + "reference": "https://github.com/da2el-ai/ComfyUI-d2-xyplot-utils", + "files": [ + "https://github.com/da2el-ai/ComfyUI-d2-xyplot-utils" + ], + "install_type": "git-clone", + "description": "Custom node for using Prompt S/R in XY Plot\nAlso includes nodes for listing generic parameters like seed and cfg\nEasy to manipulate as elements are separated by line breaks\nDesigned for use with the XY Plot custom node qq-nodes-comfyui, but may work with other custom nodes as well" + }, + { + "author": "da2el-ai", + "title": "D2-PromptSelector-comfyUI", + "reference": "https://github.com/da2el-ai/D2-PromptSelector-comfyUI", + "files": [ + "https://github.com/da2el-ai/D2-PromptSelector-comfyUI" + ], + "install_type": "git-clone", + "description": "This is a version of [a/sd-d2-prompt-selector](https://github.com/da2el-ai/sd-d2-prompt-selector) reworked for ComfyUI. It's just a prototype that I've put together for now. The random syntax of sd-d2-prompt-selector cannot be used; instead, the DynamicPrompt syntax is used" + }, + { + "author": "da2el-ai", + "title": "D2-SavePSD-ComfyUI", + "reference": "https://github.com/da2el-ai/D2-SavePSD-ComfyUI", + "files": [ + "https://github.com/da2el-ai/D2-SavePSD-ComfyUI" + ], + "install_type": "git-clone", + "description": "Saves the image in Photoshop format (PSD)" + }, + { + "author": "nat-chan", + "title": "ComfyUI-Transceiver📡", + "id": "transceiver", + "reference": "https://github.com/nat-chan/comfyui-transceiver", + "files": [ + "https://github.com/nat-chan/comfyui-transceiver" + ], + "install_type": "git-clone", + "description": "Transceiver is a python library that swiftly exchanges fundamental data structures, specifically numpy arrays, between processes, optimizing AI inference tasks that utilize ComfyUI." + }, + { + "author": "nat-chan", + "title": "ComfyUI-graphToPrompt", + "id": "graph2prompt", + "reference": "https://github.com/nat-chan/ComfyUI-graphToPrompt", + "files": [ + "https://github.com/nat-chan/ComfyUI-graphToPrompt" + ], + "install_type": "git-clone", + "description": "workflow.json -> workflow_api.json" + }, + { + "author": "web3nomad", + "title": "ComfyUI Invisible Watermark", + "id": "invisible-watermark", + "reference": "https://github.com/web3nomad/ComfyUI_Invisible_Watermark", + "files": [ + "https://github.com/web3nomad/ComfyUI_Invisible_Watermark" + ], + "install_type": "git-clone", + "description": "Nodes: InvisibleWatermarkEncode" + }, + { + "author": "GentlemanHu", + "title": "ComfyUI Suno API", + "id": "suno-api", + "reference": "https://github.com/GentlemanHu/ComfyUI-SunoAI", + "files": [ + "https://github.com/GentlemanHu/ComfyUI-SunoAI" + ], + "install_type": "git-clone", + "description": "An unofficial Python library for [a/Suno AI](https://www.suno.ai/) API" + }, + { + "author": "TemryL", + "title": "ComfyUI-IDM-VTON [WIP]", + "id": "idm-vton", + "reference": "https://github.com/TemryL/ComfyUI-IDM-VTON", + "files": [ + "https://github.com/TemryL/ComfyUI-IDM-VTON" + ], + "install_type": "git-clone", + "description": "ComfyUI adaptation of [a/IDM-VTON](https://github.com/yisol/IDM-VTON) for virtual try-on." + }, + { + "author": "NStor", + "title": "ComfyUI-RUS localization", + "reference": "https://github.com/Nestorchik/NStor-ComfyUI-Translation", + "files": [ + "https://github.com/Nestorchik/NStor-ComfyUI-Translation" + ], + "install_type": "git-clone", + "description": "Russian localization of ComfyUI, ComafyUI-Manager & more..." + }, + { + "author": "jax-explorer", + "title": "fast_video_comfyui", + "reference": "https://github.com/jax-explorer/fast_video_comfyui", + "files": [ + "https://github.com/jax-explorer/fast_video_comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:FastImageListToImageBatch" + }, + { + "author": "jax-explorer", + "title": "comfyui-model-dynamic-loader", + "reference": "https://github.com/jax-explorer/comfyui-model-dynamic-loader", + "files": [ + "https://github.com/jax-explorer/comfyui-model-dynamic-loader" + ], + "install_type": "git-clone", + "description": "for comfyonline dynamic loader\ncomfyonline is comfyui cloud website" + }, + { + "author": "jax-explorer", + "title": "ComfyUI-easycontrol", + "reference": "https://github.com/jax-explorer/ComfyUI-easycontrol", + "files": [ + "https://github.com/jax-explorer/ComfyUI-easycontrol" + ], + "install_type": "git-clone", + "description": "ComfyUI EasyControl Nodes is a collection of nodes for ComfyUI that allows you to load and use EasyControl models." + }, + { + "author": "jax-explorer", + "title": "ComfyUI-VideoBasicLatentSync", + "reference": "https://github.com/jax-explorer/ComfyUI-VideoBasicLatentSync", + "files": [ + "https://github.com/jax-explorer/ComfyUI-VideoBasicLatentSync" + ], + "install_type": "git-clone", + "description": "Optimize OOM issues based on ComfyUI-LatentSyncWrapper. [a/ShmuelRonen/ComfyUI-LatentSyncWrapper](https://github.com/ShmuelRonen/ComfyUI-LatentSyncWrapper)\nVideBasic Optimize OOM Plan: [a/jax-explorer/ComfyUI-VideoBasic](https://github.com/jax-explorer/ComfyUI-VideoBasic)" + }, + { + "author": "jax-explorer", + "title": "ComfyUI-VideoBasic", + "reference": "https://github.com/jax-explorer/ComfyUI-VideoBasic", + "files": [ + "https://github.com/jax-explorer/ComfyUI-VideoBasic" + ], + "install_type": "git-clone", + "description": "Used to solve the OOM (Out Of Memory) issue caused by loading all frames of a video at once in ComfyUI. All nodes use streamingly, and no longer load all frames of the video into memory at once." + }, + { + "author": "jax-explorer", + "title": "ComfyUI-InstantCharacter", + "reference": "https://github.com/jax-explorer/ComfyUI-InstantCharacter", + "files": [ + "https://github.com/jax-explorer/ComfyUI-InstantCharacter" + ], + "install_type": "git-clone", + "description": "[a/InstantCharacter](https://github.com/Tencent/InstantCharacter) ComfyUI Warpper" + }, + { + "author": "sugarkwork", + "title": "comfyui_cohere", + "id": "cohere", + "reference": "https://github.com/sugarkwork/comfyui_cohere", + "files": [ + "https://github.com/sugarkwork/comfyui_cohere" + ], + "install_type": "git-clone", + "description": "This is a node for using cohere (Command R+) from ComfyUI. You need to edit the startup .bat file of ComfyUI and describe the API key obtained from Cohere as follows." + }, + { + "author": "sugarkwork", + "title": "comfyui_smart_character_detailer", + "reference": "https://github.com/sugarkwork/comfyui_smart_character_detailer", + "files": [ + "https://github.com/sugarkwork/comfyui_smart_character_detailer" + ], + "install_type": "git-clone", + "description": "Extended ComfyUI node with WD14 Tagger-based image analysis and automatic character identification to apply optimized prompts dynamically. (Description by CC)" + }, + { + "author": "alessandrozonta", + "title": "ComfyUI-CenterNode", + "id": "comfyui-centernode", + "reference": "https://github.com/alessandrozonta/ComfyUI-CenterNode", + "files": [ + "https://github.com/alessandrozonta/ComfyUI-CenterNode" + ], + "install_type": "git-clone", + "description": "This extension contains a custom node for ComfyUI. The node, called 'Bounding Box Crop', is designed to compute the top-left coordinates of a cropped bounding box based on input coordinates and dimensions of the final cropped image. It does so computing the center of the cropping area and then computing where the top-left coordinates would be." + }, + { + "author": "alessandrozonta", + "title": "Save Layers Node for ComfyUI", + "id": "layers", + "reference": "https://github.com/alessandrozonta/ComfyUI-Layers", + "files": [ + "https://github.com/alessandrozonta/ComfyUI-Layers" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to create layers of an image based on input masks and save them into a PSD file." + }, + { + "author": "alessandrozonta", + "title": "OpenPose Node", + "id": "openpose-alessandrozonta", + "reference": "https://github.com/alessandrozonta/ComfyUI-OpenPose", + "files": [ + "https://github.com/alessandrozonta/ComfyUI-OpenPose" + ], + "install_type": "git-clone", + "description": "This extension contains a custom node for ComfyUI. The node, called 'Bounding Box Crop', is designed to compute the top-left coordinates of a cropped bounding box based on input coordinates and dimensions of the final cropped image. It does so computing the center of the cropping area and then computing where the top-left coordinates would be." + }, + { + "author": "alessandrozonta", + "title": "Comfyui-LoopLoader", + "id": "Comfyui-LoopLoader", + "reference": "https://github.com/alessandrozonta/Comfyui-LoopLoader", + "files": [ + "https://github.com/alessandrozonta/Comfyui-LoopLoader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for loading images sequentially from a directory. Loops back to the first image when reaching the end" + }, + { + "author": "alessandrozonta", + "title": "ComfyUI-PoseDirection", + "reference": "https://github.com/alessandrozonta/ComfyUI-PoseDirection", + "files": [ + "https://github.com/alessandrozonta/ComfyUI-PoseDirection" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI analyzes OpenPose keypoints to determine if a person in an image is facing forward, showing their left side, or their right side." + }, + { + "author": "curiousjp", + "title": "ComfyUI-MaskBatchPermutations", + "id": "maskbatch-permutations", + "reference": "https://github.com/curiousjp/ComfyUI-MaskBatchPermutations", + "files": [ + "https://github.com/curiousjp/ComfyUI-MaskBatchPermutations" + ], + "install_type": "git-clone", + "description": "Permutes a mask batch to present possible additive combinations. Passing a mask batch (e.g. out of [a/SEGS to Mask Batch](https://github.com/ltdrdata/ComfyUI-Impact-Pack)) will return a new mask batch representing all the possible combinations of the included masks. So, a mask batch with two mask sections, 'A' and 'B', will return a batch containing an empty mask, an empty mask & A, an empty mask & B, and an empty mask & A & B." + }, + { + "author": "BAIS1C", + "title": "ComfyUI_RSS_Feed_Reader", + "id": "rssfeed", + "reference": "https://github.com/BAIS1C/ComfyUI_RSS_Feed_Reader", + "files": [ + "https://github.com/BAIS1C/ComfyUI_RSS_Feed_Reader" + ], + "install_type": "git-clone", + "description": "A Simple Python RSS Feed Reader to create Prompts in Comfy UI" + }, + { + "author": "runtime44", + "title": "Runtime44 ComfyUI Nodes", + "reference": "https://github.com/runtime44/comfyui_r44_nodes", + "files": [ + "https://github.com/runtime44/comfyui_r44_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Runtime44Upscaler, Runtime44ColorMatch, Runtime44DynamicKSampler, Runtime44ImageOverlay, Runtime44ImageResizer, Runtime44ImageToNoise, Runtime44MaskSampler, Runtime44TiledMaskSampler, Runtime44IterativeUpscaleFactor, Runtime44ImageEnhance, Runtime44FilmGrain" + }, + { + "author": "osiworx", + "title": "ComfyUI_Prompt-Quill", + "reference": "https://github.com/osi1880vr/prompt_quill_comfyui", + "files": [ + "https://github.com/osi1880vr/prompt_quill_comfyui" + ], + "install_type": "git-clone", + "description": "Nodes for Comfyui to use Prompt Quill within complex workflows" + }, + { + "author": "philz1337x", + "title": "✨ Clarity AI - Creative Image Upscaler and Enhancer for ComfyUI", + "reference": "https://github.com/philz1337x/ComfyUI-ClarityAI", + "files": [ + "https://github.com/philz1337x/ComfyUI-ClarityAI" + ], + "install_type": "git-clone", + "description": "[a/Clarity AI](https://clarityai.cc) is a creative image enhancer and is able to upscale to high resolution. [w/NOTE: This is a Magnific AI alternative for ComfyUI.] \nCreate an API key on [a/ClarityAI.cc/api](https://clarityai.cc/api) and add to environment variable 'CAI_API_KEY'\nAlternatively you can write your API key to file 'cai_platform_key.txt'\nYou can also use and/or override the above by entering your API key in the 'api_key_override' field of the node." + }, + { + "author": "KoreTeknology", + "title": "ComfyUI Universal Styler", + "id": "universal-styler", + "reference": "https://github.com/KoreTeknology/ComfyUI-Universal-Styler", + "files": [ + "https://github.com/KoreTeknology/ComfyUI-Universal-Styler" + ], + "install_type": "git-clone", + "description": "A research Node based project on Artificial Intelligence using ComfyUI visual editor with Stable diffusion Local processing focus in mind. This custom node is intended to serve the purpose to offer a large palette of prompting scenrarios, based on Public Checkpoint Models OR/AND Private custom Models and LoRas. It includes an integrated learning machine process as well as a set of workflows." + }, + { + "author": "KoreTeknology", + "title": "ComfyUI Production Nodes Pack", + "reference": "https://github.com/KoreTeknology/ComfyUI-Nai-Production-Nodes-Pack", + "files": [ + "https://github.com/KoreTeknology/ComfyUI-Nai-Production-Nodes-Pack" + ], + "install_type": "git-clone", + "description": "This is set of custom nodes for your ComfyUI local installation. It offers the very basic nodes that are missing in the official 'Vanilla' package. It is a research Node based project on Artificial Intelligence using ComfyUI visual editor. This repository also includes a set of workflows to test the nodes.\nNOTE:Renamed from 'ComfyUI-Compositing-Nodes-Pack'" + }, + { + "author": "ZeDarkAdam", + "title": "ComfyUI-Embeddings-Tools", + "id": "embeddings-tools", + "reference": "https://github.com/ZeDarkAdam/ComfyUI-Embeddings-Tools", + "reference2": "https://github.com/ZDAVanO/ComfyUI-Embeddings-Tools", + "files": [ + "https://github.com/ZeDarkAdam/ComfyUI-Embeddings-Tools" + ], + "install_type": "git-clone", + "description": "EmbeddingsNameLoader, EmbendingList" + }, + { + "author": "chenpx976", + "title": "ComfyUI-RunRunRun", + "id": "runrunrun", + "reference": "https://github.com/chenpx976/ComfyUI-RunRunRun", + "files": [ + "https://github.com/chenpx976/ComfyUI-RunRunRun" + ], + "install_type": "git-clone", + "description": "add http api http://127.0.0.1:8188/comfyui-run/run use in other llm project." + }, + { + "author": "githubYiheng", + "title": "ComfyUI_GetFileNameFromURL", + "id": "getfilename-from-url", + "reference": "https://github.com/githubYiheng/ComfyUI_GetFileNameFromURL", + "files": [ + "https://github.com/githubYiheng/ComfyUI_GetFileNameFromURL" + ], + "install_type": "git-clone", + "description": "GetFileNameFromURL is a ComfyUI custom node that extracts the filename from a URL. It can handle various URLs and is capable of handling redirects." + }, + { + "author": "githubYiheng", + "title": "comfyui_kmeans_filter", + "id": "kmeans-filter", + "reference": "https://github.com/githubYiheng/comfyui_kmeans_filter", + "files": [ + "https://github.com/githubYiheng/comfyui_kmeans_filter" + ], + "install_type": "git-clone", + "description": "Nodes:Apply Kmeans Filter" + }, + { + "author": "githubYiheng", + "title": "ComfyUI_Change_IMAGE_BOREDER", + "id": "change-image-border", + "reference": "https://github.com/githubYiheng/ComfyUI_Change_IMAGE_BOREDER", + "files": [ + "https://github.com/githubYiheng/ComfyUI_Change_IMAGE_BOREDER" + ], + "install_type": "git-clone", + "description": "Nodes:Change Image Border" + }, + { + "author": "githubYiheng", + "title": "comfyui_meanshift_filter", + "id": "meanshift-filter", + "reference": "https://github.com/githubYiheng/comfyui_meanshift_filter", + "files": [ + "https://github.com/githubYiheng/comfyui_meanshift_filter" + ], + "install_type": "git-clone", + "description": "Nodes:Apply Meanshift Filter" + }, + { + "author": "githubYiheng", + "title": "comfyui_private_postprocessor", + "id": "githubyiheng-private-postprocessor", + "reference": "https://github.com/githubYiheng/comfyui_private_postprocessor", + "files": [ + "https://github.com/githubYiheng/comfyui_private_postprocessor" + ], + "install_type": "git-clone", + "description": "Nodes:Private ImageCPostprocessor" + }, + { + "author": "Fihade", + "title": "IC-Light-ComfyUI-Node", + "reference": "https://github.com/Fihade/IC-Light-ComfyUI-Node", + "files": [ + "https://github.com/Fihade/IC-Light-ComfyUI-Node" + ], + "install_type": "git-clone", + "description": "Original repo: [a/https://github.com/lllyasviel/IC-Light](https://github.com/lllyasviel/IC-Light)\nModels: [a/https://huggingface.co/lllyasviel/ic-light/tree/main](https://huggingface.co/lllyasviel/ic-light/tree/main), [a/https://huggingface.co/digiplay/Photon_v1/tree/main](https://huggingface.co/digiplay/Photon_v1/tree/main)\nmodels go into ComfyUI/models/unet" + }, + { + "author": "KewkLW", + "title": "ComfyUI-kewky_tools", + "id": "kewky-tools", + "reference": "https://github.com/KewkLW/ComfyUI-kewky_tools", + "files": [ + "https://github.com/KewkLW/ComfyUI-kewky_tools" + ], + "install_type": "git-clone", + "description": "text_append_node, vramdebugplus, tensordebugplus, animation_schedule_output" + }, + { + "author": "ITurchenko", + "title": "ComfyUI-SizeFromArray", + "id": "sizefromarray", + "reference": "https://github.com/ITurchenko/ComfyUI-SizeFromArray", + "files": [ + "https://github.com/ITurchenko/ComfyUI-SizeFromArray" + ], + "install_type": "git-clone", + "description": "Nodes:SizeFromArray" + }, + { + "author": "Suplex", + "title": "Suplex Misc ComfyUI Nodes", + "id": "suplex", + "reference": "https://github.com/saftle/uber_comfy_nodes", + "files": [ + "https://github.com/saftle/uber_comfy_nodes" + ], + "install_type": "git-clone", + "description": "Misc Nodes: ControlNet Selector Node, Load Optional ControlNet Model, Diffusers Selector, Save Image JPG No Meta, Multi Input Variable Rewrite" + }, + { + "author": "mephisto83", + "title": "petty-paint-comfyui-node", + "id": "petty-paint", + "reference": "https://github.com/mephisto83/petty-paint-comfyui-node", + "files": [ + "https://github.com/mephisto83/petty-paint-comfyui-node" + ], + "install_type": "git-clone", + "description": "An integration between comfy ui and petty paint" + }, + { + "author": "fsdymy1024", + "title": "ComfyUI_fsdymy", + "id": "fsdymy", + "reference": "https://github.com/fsdymy1024/ComfyUI_fsdymy", + "files": [ + "https://github.com/fsdymy1024/ComfyUI_fsdymy" + ], + "install_type": "git-clone", + "description": "Nodes:Save Image Without Metadata" + }, + { + "author": "ray", + "title": "Light Gradient for ComfyUI", + "id": "light-gradient", + "reference": "https://github.com/huagetai/ComfyUI_LightGradient", + "files": [ + "https://github.com/huagetai/ComfyUI_LightGradient" + ], + "install_type": "git-clone", + "description": "Nodes:Image Gradient,Mask Gradient" + }, + { + "author": "ray", + "title": "comfyui's gaffer(ComfyUI native implementation of IC-Light. )", + "id": "gaffer", + "reference": "https://github.com/huagetai/ComfyUI-Gaffer", + "files": [ + "https://github.com/huagetai/ComfyUI-Gaffer" + ], + "install_type": "git-clone", + "description": "Nodes:Load ICLight Model,Apply ICLight,Simple Light Source,Calculate Normal Map" + }, + { + "author": "YFG", + "title": "😸 YFG Comical Nodes", + "id": "comical", + "reference": "https://github.com/gonzalu/ComfyUI_YFG_Comical", + "files": [ + "https://github.com/gonzalu/ComfyUI_YFG_Comical" + ], + "install_type": "git-clone", + "description": "Utility custom nodes for special effects, image manipulation and quality of life tools." + }, + { + "author": "ruiqutech", + "title": "RuiquNodes for ComfyUI", + "id": "RuiquNodes", + "reference": "https://github.com/ruiqutech/ComfyUI-RuiquNodes", + "files": [ + "https://github.com/ruiqutech/ComfyUI-RuiquNodes" + ], + "install_type": "git-clone", + "description": "Nodes of EvaluateMultiple1, EvaluateMultiple3...\nSupport the execution of any fragment of Python code, generating multiple outputs from multiple inputs." + }, + { + "author": "teward", + "title": "ComfyUI-Helper-Nodes", + "id": "helper-nodes", + "reference": "https://github.com/teward/ComfyUI-Helper-Nodes", + "files": [ + "https://github.com/teward/ComfyUI-Helper-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: HelperNodes_MultilineStringLiteral, HelperNodes_StringLiteral, HelperNodes_Steps, HelperNodes_CfgScale, HelperNodes_WidthHeight, HelperNodes_SchedulerSelector, HelperNodes_SamplerSelector, ..." + }, + { + "author": "fmatray", + "title": "ComfyUI_BattlemapGrid", + "id": "battlemap-grid", + "reference": "https://github.com/fmatray/ComfyUI_BattlemapGrid", + "files": [ + "https://github.com/fmatray/ComfyUI_BattlemapGrid" + ], + "install_type": "git-clone", + "description": "Nodes for ComfyUI in order to generate battelmaps" + }, + { + "author": "christian-byrne", + "title": "img2txt-comfyui-nodes", + "id": "img2txt-nodes", + "reference": "https://github.com/christian-byrne/img2txt-comfyui-nodes", + "files": [ + "https://github.com/christian-byrne/img2txt-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Get general description or specify questions to ask about images (medium, art style, background, etc.). Supports Chinese 🇨🇳 questions via MiniCPM model." + }, + { + "author": "christian-byrne", + "title": "Img2color - Extract Colors from Image", + "id": "img2colors-comfyui-node", + "reference": "https://github.com/christian-byrne/img2colors-comfyui-node", + "files": [ + "https://github.com/christian-byrne/img2colors-comfyui-node" + ], + "install_type": "git-clone", + "description": "Extract the most common colors from an image, up to any number. Convert colors to plain English names using various color naming systems." + }, + { + "author": "christian-byrne", + "title": "Node - Size Matcher", + "id": "sizematcher", + "reference": "https://github.com/christian-byrne/size-match-compositing-nodes", + "files": [ + "https://github.com/christian-byrne/size-match-compositing-nodes" + ], + "install_type": "git-clone", + "description": "Match image/mask sizes" + }, + { + "author": "christian-byrne", + "title": "comfyui-search-navigation", + "reference": "https://github.com/christian-byrne/comfyui-search-navigation", + "files": [ + "https://github.com/christian-byrne/comfyui-search-navigation" + ], + "install_type": "git-clone", + "description": "Search navigation extension." + }, + { + "author": "christian-byrne", + "title": "audio-separation-nodes-comfyui", + "reference": "https://github.com/christian-byrne/audio-separation-nodes-comfyui", + "files": [ + "https://github.com/christian-byrne/audio-separation-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "Separate audio track into stems (vocals, bass, drums, other). Along with tools to recombine, tempo match, slice/crop audio." + }, + { + "author": "christian-byrne", + "title": "comfyui-default-values-manager", + "reference": "https://github.com/christian-byrne/comfyui-default-values-manager", + "files": [ + "https://github.com/christian-byrne/comfyui-default-values-manager" + ], + "install_type": "git-clone", + "description": "comfyui-default-values-manager" + }, + { + "author": "christian-byrne", + "title": "youtube-dl-comfyui", + "reference": "https://github.com/christian-byrne/youtube-dl-comfyui", + "files": [ + "https://github.com/christian-byrne/youtube-dl-comfyui" + ], + "install_type": "git-clone", + "description": "Download youtube videos/playlists" + }, + { + "author": "christian-byrne", + "title": "Claude Code ComfyUI Nodes", + "reference": "https://github.com/christian-byrne/claude-code-comfyui-nodes", + "files": [ + "https://github.com/christian-byrne/claude-code-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for integrating Claude Code SDK - enables AI-powered code generation, analysis, and assistance within ComfyUI workflows" + }, + { + "author": "oztrkoguz", + "title": "ComfyUI StoryCreater", + "id": "storycreater", + "reference": "https://github.com/oztrkoguz/ComfyUI_StoryCreator", + "files": [ + "https://github.com/oztrkoguz/ComfyUI_StoryCreator" + ], + "install_type": "git-clone", + "description": "Nodes:story_sampler_simple, text2, kosmos2_sampler.\nI created a dataset for generating short stories [a/Short-Story](https://huggingface.co/datasets/oztrkoguz/Short-Story) and used it to fine-tune my own model using Phi-3." + }, + { + "author": "GraftingRayman", + "title": "GraftingRayman", + "id": "graftingrayman", + "reference": "https://github.com/GraftingRayman/ComfyUI_GraftingRayman", + "files": [ + "https://github.com/GraftingRayman/ComfyUI_GraftingRayman" + ], + "install_type": "git-clone", + "description": "Image Manipulation and Prompt Generation Nodes" + }, + { + "author": "GraftingRayman", + "title": "ComfyUI QueueTube", + "reference": "https://github.com/GraftingRayman/ComfyUI_QueueTube", + "files": [ + "https://github.com/GraftingRayman/ComfyUI_QueueTube" + ], + "install_type": "git-clone", + "description": "These nodes allow your YouTube LiveStream viewers to create on your local ComfyUI, you can make this a members only feature with a screen behind you displaying your members creations" + }, + { + "author": "GraftingRayman", + "title": "ComfyUI-PuLID-Flux-GR", + "reference": "https://github.com/GraftingRayman/ComfyUI-PuLID-Flux-GR", + "files": [ + "https://github.com/GraftingRayman/ComfyUI-PuLID-Flux-GR" + ], + "install_type": "git-clone", + "description": "This is a PuLID node that has been extended with new features." + }, + { + "author": "GraftingRayman", + "title": "Unfied Vision Prompt Generator", + "reference": "https://github.com/GraftingRayman/Unified-Vision-Prompt-Generator", + "files": [ + "https://github.com/GraftingRayman/Unified-Vision-Prompt-Generator" + ], + "install_type": "git-clone", + "description": "A Qwen 2/2.5, Moondream and SmolVLM LLM caption/prompt genrator" + }, + { + "author": "GraftingRayman", + "title": "Border Distance Mapper", + "reference": "https://github.com/GraftingRayman/Border-Distance-Mapper", + "files": [ + "https://github.com/GraftingRayman/Border-Distance-Mapper" + ], + "install_type": "git-clone", + "description": "A Countries Border distance mapper" + }, + { + "author": "GraftingRayman", + "title": "ComfyUI Visual Dimension Selector", + "reference": "https://github.com/GraftingRayman/ComfyUI-Dimension-Selector", + "files": [ + "https://github.com/GraftingRayman/ComfyUI-Dimension-Selector" + ], + "install_type": "git-clone", + "description": "A visual ComfyUI latent canvas dimensions selector" + }, + { + "author": "GraftingRayman", + "title": "ComfyUI-Games", + "reference": "https://github.com/GraftingRayman/ComfyUI-Games", + "files": [ + "https://github.com/GraftingRayman/ComfyUI-Games" + ], + "install_type": "git-clone", + "description": "ComfyUI node providing Tetris game functionality. (Description by CC)" + }, + { + "author": "royceschultz", + "title": "ComfyUI-Notifications", + "reference": "https://github.com/royceschultz/ComfyUI-Notifications", + "files": [ + "https://github.com/royceschultz/ComfyUI-Notifications" + ], + "install_type": "git-clone", + "description": "Send notifications when a workflow completes." + }, + { + "author": "katalist-ai", + "title": "comfyUI-nsfw-detection", + "id": "nsfw-detection", + "reference": "https://github.com/katalist-ai/comfyUI-nsfw-detection", + "files": [ + "https://github.com/katalist-ai/comfyUI-nsfw-detection" + ], + "install_type": "git-clone", + "description": "Nodes: NudenetDetector" + }, + { + "author": "kaanyalova", + "title": "Extended Image Formats for ComfyUI", + "id": "extended-image-format", + "reference": "https://github.com/kaanyalova/ComfyUI_ExtendedImageFormats", + "files": [ + "https://github.com/kaanyalova/ComfyUI_ExtendedImageFormats" + ], + "install_type": "git-clone", + "description": "Adds a custom node for saving images in webp, jpeg, avif, jxl (no metadata) and supports loading workflows from saved images" + }, + { + "author": "badayvedat", + "title": "ComfyUI-fal-Connector", + "id": "fal", + "reference": "https://github.com/badayvedat/ComfyUI-fal-Connector", + "files": [ + "https://github.com/badayvedat/ComfyUI-fal-Connector" + ], + "install_type": "git-clone", + "description": "The ComfyUI-fal-Connector is a tool designed to provide an integration between ComfyUI and fal. This extension allows users to execute their ComfyUI workflows directly on [a/fal.ai](https://fal.ai/). This enables users to leverage the computational power and resources provided by fal.ai for running their ComfyUI workflows." + }, + { + "author": "TheMistoAI", + "title": "Anyline", + "id": "anyline", + "reference": "https://github.com/TheMistoAI/ComfyUI-Anyline", + "files": [ + "https://github.com/TheMistoAI/ComfyUI-Anyline" + ], + "install_type": "git-clone", + "description": "A Fast, Accurate, and Detailed Line Detection Preprocessor.\nAnyline is a ControlNet line preprocessor that accurately extracts object edges, image details, and textual content from most images. Users can input any type of image to quickly obtain line drawings with clear edges, sufficient detail preservation, and high fidelity text, which are then used as input for conditional generation in Stable Diffusion." + }, + { + "author": "mbrostami", + "title": "ComfyUI-TITrain", + "id": "titrain", + "reference": "https://github.com/mbrostami/ComfyUI-TITrain", + "files": [ + "https://github.com/mbrostami/ComfyUI-TITrain" + ], + "install_type": "git-clone", + "description": "Nodes:TextualInversionTrainingSDXL, TextualInversionTraining" + }, + { + "author": "ArcherFMY", + "title": "Diffusion360_ComfyUI", + "id": "diffusion360", + "reference": "https://github.com/ArcherFMY/Diffusion360_ComfyUI", + "files": [ + "https://github.com/ArcherFMY/Diffusion360_ComfyUI" + ], + "install_type": "git-clone", + "description": "Generating seamless 360 degree panoramic image through text or perspective image." + }, + { + "author": "Makeezi", + "title": "ComfyUI-promptLAB", + "id": "promptlab", + "reference": "https://github.com/Makeezi/ComfyUI-promptLAB", + "files": [ + "https://github.com/Makeezi/ComfyUI-promptLAB" + ], + "install_type": "git-clone", + "description": "connection nodes for api requests, fully supports promptLAB" + }, + { + "author": "portu-sim", + "title": "comfyui_bmab", + "id": "bmab", + "reference": "https://github.com/portu-sim/comfyui_bmab", + "files": [ + "https://github.com/portu-sim/comfyui_bmab" + ], + "install_type": "git-clone", + "description": "BMAB for ComfyUI. BMAB is an custom nodes of ComfyUI and has the function of post-processing the generated image according to settings. If necessary, you can find and redraw people, faces, and hands, or perform functions such as resize, resample, and add noise. You can composite two images or perform the Upscale function." + }, + { + "author": "griptape-ai", + "title": "ComfyUI Griptape Nodes", + "id": "griptape", + "reference": "https://github.com/griptape-ai/ComfyUI-Griptape", + "files": [ + "https://github.com/griptape-ai/ComfyUI-Griptape" + ], + "install_type": "git-clone", + "description": "This repo creates a series of nodes that enable you to utilize the [a/Griptape Python Framework](https://github.com/griptape-ai/griptape/) with ComfyUI, integrating AI into your workflow. This repo creates a series of nodes that enable you to utilize the Griptape Python Framework with ComfyUI, integrating AI into your workflow." + }, + { + "author": "cavinHuang", + "title": "comfyui-nodes-docs", + "id": "nodedocs", + "reference": "https://github.com/CavinHuang/comfyui-nodes-docs", + "files": [ + "https://github.com/CavinHuang/comfyui-nodes-docs" + ], + "install_type": "git-clone", + "description": "This is a plugin for displaying documentation for each comfyui node. " + }, + { + "author": "icesun963", + "title": "HFDownLoad Node for ComfyUI", + "id": "HFDownLoad-ic", + "reference": "https://github.com/icesun963/ComfyUI_HFDownLoad", + "files": [ + "https://github.com/icesun963/ComfyUI_HFDownLoad" + ], + "install_type": "git-clone", + "description": "Download the model from huggingface and put it in any directory." + }, + { + "author": "conquestace", + "title": "Image Uploader", + "id": "image-uploader", + "reference": "https://github.com/conquestace/ComfyUI-ImageUploader", + "files": [ + "https://github.com/conquestace/ComfyUI-ImageUploader" + ], + "install_type": "git-clone", + "description": "Upload images automatically to image hosting sites." + }, + { + "author": "chandlergis", + "title": "ComfyUI-IMG_Query", + "id": "img-query", + "reference": "https://github.com/chandlergis/ComfyUI-IMG_Query", + "files": [ + "https://github.com/chandlergis/ComfyUI-IMG_Query" + ], + "install_type": "git-clone", + "description": "Nodes:ImageRequestNode" + }, + { + "author": "Isaac Emesowum", + "title": "Isaac's Nodes", + "id": "isaac", + "reference": "https://github.com/iemesowum/ComfyUI_IsaacNodes", + "files": [ + "https://github.com/iemesowum/ComfyUI_IsaacNodes" + ], + "install_type": "git-clone", + "description": "This extension offers automatic drums extraction from audio files, as well as a few helper nodes to support my audio synchronization AnimateDiff workflows." + }, + { + "author": "fexploit", + "title": "ComfyUI-AutoTrimBG", + "id": "autotrimbg", + "reference": "https://github.com/fexploit/ComfyUI-AutoTrimBG", + "files": [ + "https://github.com/fexploit/ComfyUI-AutoTrimBG" + ], + "install_type": "git-clone", + "description": "ComfyUI-AutoCropBgTrim is a powerful tool designed to automatically clean up the background of your images. This tool trims unnecessary spaces and pixels, leaving only the main subject of the image. It generates both a mask and an image output, making it easy to focus on the essential elements. Perfect for enhancing your photos and preparing them for professional use." + }, + { + "author": "fexploit", + "title": "ComfyUI-AutoLabel", + "id": "autolabel", + "reference": "https://github.com/fexploit/ComfyUI-AutoLabel", + "files": [ + "https://github.com/fexploit/ComfyUI-AutoLabel" + ], + "install_type": "git-clone", + "description": "ComfyUI-AutoLabel is a custom node for ComfyUI that uses BLIP (Bootstrapping Language-Image Pre-training) to generate detailed descriptions of the main object in an image. This node leverages the power of BLIP to provide accurate and context-aware captions for images. by Fexploit." + }, + { + "author": "fexploit", + "title": "ComfyUI-Classifier", + "id": "classifier", + "reference": "https://github.com/fexploit/ComfyUI-Classifier", + "files": [ + "https://github.com/fexploit/ComfyUI-Classifier" + ], + "install_type": "git-clone", + "description": "ComfyUI-Classifier is a custom node for ComfyUI that uses a zero-shot classification model to classify text inputs based on a set of candidate labels. This node leverages the power of Hugging Face Transformers to provide accurate and flexible text classification." + }, + { + "author": "linshier", + "title": "comfyui-remote-tools", + "id": "remote-tools", + "reference": "https://github.com/linshier/comfyui-remote-tools", + "files": [ + "https://github.com/linshier/comfyui-remote-tools" + ], + "install_type": "git-clone", + "description": "Node:SendBase64ToRemote. To connect to another ComfyUI server." + }, + { + "author": "Fantaxico", + "title": "ComfyUI-GCP-Storage", + "id": "gcp-storage", + "reference": "https://github.com/Fantaxico/ComfyUI-GCP-Storage", + "files": [ + "https://github.com/Fantaxico/ComfyUI-GCP-Storage" + ], + "install_type": "git-clone", + "description": "Node:GCP Storage Node. Support google-cloud-storage." + }, + { + "author": "daniabib", + "title": "ComfyUI ProPainter Nodes", + "id": "propainter", + "reference": "https://github.com/daniabib/ComfyUI_ProPainter_Nodes", + "files": [ + "https://github.com/daniabib/ComfyUI_ProPainter_Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node implementation of [a/ProPainter](https://github.com/sczhou/ProPainter) framework for video inpainting." + }, + { + "author": "iFREEGROUP", + "title": "comfyui-undistort", + "id": "undistort", + "reference": "https://github.com/iFREEGROUP/comfyui-undistort", + "files": [ + "https://github.com/iFREEGROUP/comfyui-undistort" + ], + "install_type": "git-clone", + "description": "Node:Load Checkerboard Images for Calibrate Camera, Matrix and distortion coefficient to text, Undistort" + }, + { + "author": "Auttasak-L", + "title": "ComfyUI-ImageCropper", + "id": "imagecropper", + "reference": "https://github.com/Auttasak-L/ComfyUI-ImageCropper", + "files": [ + "https://github.com/Auttasak-L/ComfyUI-ImageCropper" + ], + "install_type": "git-clone", + "description": "Nodes:Image cropping tool" + }, + { + "author": "muzi12888", + "title": "PoseKeypoint Mask", + "id": "posekeypoint-mask", + "reference": "https://github.com/muzi12888/ComfyUI-PoseKeypoint-Mask", + "files": [ + "https://github.com/muzi12888/ComfyUI-PoseKeypoint-Mask" + ], + "install_type": "git-clone", + "description": "Convert PoseKeypoint to mask, please refer to the example workflow for usage instructions." + }, + { + "author": "muzi12888", + "title": "m9-prompts-comfyui", + "id": "m9-prompts-comfyui", + "reference": "https://github.com/MarcusNyne/m9-prompts-comfyui", + "files": [ + "https://github.com/MarcusNyne/m9-prompts-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes for modifying a prompt to create prompt variations.\nScramblePrompts [m9]: Reorder prompts, remove prompts, modify weights\nTweakWeights [m9]: Modify the weights of prompts matching keywords" + }, + { + "author": "xuhongming251", + "title": "ComfyUI-GPEN", + "id": "gpen", + "reference": "https://github.com/xuhongming251/ComfyUI-GPEN", + "files": [ + "https://github.com/xuhongming251/ComfyUI-GPEN" + ], + "install_type": "git-clone", + "description": "Nodes:FaceEnhancement. Based on modelscope pipeline." + }, + { + "author": "xuhongming251", + "title": "ComfyUI-MuseTalkUtils", + "id": "musetalk-utils", + "reference": "https://github.com/xuhongming251/ComfyUI-MuseTalkUtils", + "files": [ + "https://github.com/xuhongming251/ComfyUI-MuseTalkUtils" + ], + "install_type": "git-clone", + "description": "MuseTalk ComfyUI Preprocess and Postprocess Nodes" + }, + { + "author": "xuhongming251", + "title": "ComfyUI_Camera", + "reference": "https://github.com/xuhongming251/ComfyUI_Camera", + "files": [ + "https://github.com/xuhongming251/ComfyUI_Camera" + ], + "install_type": "git-clone", + "description": "ComfyUI processes local real-time camera feed and provides real-time preview of the result." + }, + { + "author": "Thomas Ward", + "title": "TW-CUI-Util", + "id": "tw-cui-util", + "reference": "https://github.com/TW-CUI/TW-CUI-Util", + "files": [ + "https://github.com/TW-CUI/TW-CUI-Util" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes to help with saving images, providing generation parameters, static literal nodes, and other useful nodes." + }, + { + "author": "lks-ai", + "title": "ComfyUI AnyNode: Any Node you ask for", + "id": "anynode", + "reference": "https://github.com/lks-ai/anynode", + "files": [ + "https://github.com/lks-ai/anynode" + ], + "install_type": "git-clone", + "description": "Nodes: AnyNode. Nodes that can be anything you ask. Auto-Generate functional nodes using LLMs. Create impossible workflows. API Compatibility: (OpenAI, LocalLLMs, Gemini)." + }, + { + "author": "lks-ai", + "title": "ComfyUI Stable Audio Open 1.0 Sampler", + "id": "stableaudiosampler", + "reference": "https://github.com/lks-ai/ComfyUI-StableAudioSampler", + "files": [ + "https://github.com/lks-ai/ComfyUI-StableAudioSampler" + ], + "install_type": "git-clone", + "description": "Nodes: StableAudioSampler. Wraps the new Stable Audio Open Model in the sampler that dropped Jun 5th. See Github for Features" + }, + { + "author": "SayanoAI", + "title": "Comfy-RVC", + "id": "sayano-rvc", + "reference": "https://github.com/SayanoAI/Comfy-RVC", + "files": [ + "https://github.com/SayanoAI/Comfy-RVC" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for RVC related inference and image generation" + }, + { + "author": "nirbhay-faaya", + "title": "ImgProcessing_ComfyUI", + "id": "imgprocessing", + "reference": "https://github.com/nirbhay-faaya/ImgProcessing_ComfyUI", + "files": [ + "https://github.com/nirbhay-faaya/ImgProcessing_ComfyUI" + ], + "install_type": "git-clone", + "description": "Custom Image processing ComfyUI Nodes" + }, + { + "author": "larsupb", + "title": "LoRA Power-Merger ComfyUI", + "id": "lora-powermerger", + "reference": "https://github.com/larsupb/LoRA-Merger-ComfyUI", + "files": [ + "https://github.com/larsupb/LoRA-Merger-ComfyUI" + ], + "install_type": "git-clone", + "description": "An extension for merging LoRAs. Offers a wide range of LoRA merge techniques (including dare) and XY plots. XY plots require efficiency nodes." + }, + { + "author": "Mason-McGough", + "title": "Mosaica", + "id": "mosaica", + "reference": "https://github.com/Mason-McGough/ComfyUI-Mosaica", + "files": [ + "https://github.com/Mason-McGough/ComfyUI-Mosaica" + ], + "install_type": "git-clone", + "description": "Create colorful mosaic images in ComfyUI by computing label images and applying lookup tables." + }, + { + "author": "cuongloveit", + "title": "comfy_http_request", + "reference": "https://github.com/cuongloveit/comfy_http_request", + "files": [ + "https://github.com/cuongloveit/comfy_http_request" + ], + "install_type": "git-clone", + "description": "Nodes:Send Http Request. You can use this node to save full size images through the websocket." + }, + { + "author": "Ron-Digital", + "title": "ComfyUI-SceneGenerator", + "id": "scenegenerator", + "reference": "https://github.com/Ron-Digital/ComfyUI-SceneGenerator", + "files": [ + "https://github.com/Ron-Digital/ComfyUI-SceneGenerator" + ], + "install_type": "git-clone", + "description": "ComfyUI-SceneGenerator is a ComfyUI plugin used to generate scene preview photos from JSON files. This plugin creates scenes based on the provided JSON configuration and produces two different image outputs: one containing only the products and the other containing both the products and the props." + }, + { + "author": "xliry", + "title": "ComfyUI_SendDiscord", + "id": "senddiscord", + "reference": "https://github.com/xliry/ComfyUI_SendDiscord", + "files": [ + "https://github.com/xliry/ComfyUI_SendDiscord" + ], + "install_type": "git-clone", + "description": "Nodes:Send Video to Discord" + }, + { + "author": "xliry", + "title": "color2rgb", + "reference": "https://github.com/vxinhao/color2rgb", + "files": [ + "https://raw.githubusercontent.com/vxinhao/color2rgb/main/color2rgb.py" + ], + "install_type": "copy", + "description": "Nodes:color2RGB" + }, + { + "author": "moyi7712", + "title": "ComfyUI_Seamless_Patten", + "id": "seamless-pattern", + "reference": "https://github.com/moyi7712/ComfyUI_Seamless_Patten", + "files": [ + "https://github.com/moyi7712/ComfyUI_Seamless_Patten" + ], + "install_type": "git-clone", + "description": "It make any text2image create seamless patten" + }, + { + "author": "nirex0", + "title": "ComfyUI_pytorch_openpose", + "id": "pytorch-openpose", + "reference": "https://github.com/nirex0/ComfyUI_pytorch_openpose", + "files": [ + "https://github.com/nirex0/ComfyUI_pytorch_openpose" + ], + "install_type": "git-clone", + "description": "All Credits go to the original Repo: [a/Hzzone/pytorch-openpose](https://github.com/Hzzone/pytorch-openpose)." + }, + { + "author": "AshMartian", + "title": "Dir Gir", + "id": "dir-gir", + "reference": "https://github.com/AshMartian/ComfyUI-DirGir", + "files": [ + "https://github.com/AshMartian/ComfyUI-DirGir" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI directory automation utility nodes. Directory Get-It-Right adds a GUI directory browser, and a smart directory loop/iteration node that supports regex + file extension filtering + sorting methods." + }, + { + "author": "SozeInc", + "title": "ComfyUI-Mobile", + "id": "comfyui-mobile", + "reference": "https://github.com/SozeInc/ComfyUI-Mobile", + "files": [ + "https://github.com/SozeInc/ComfyUI-Mobile" + ], + "install_type": "git-clone", + "description": "Nodes: Ultimate Concat (Mobile), Send Notification (Mobile), Settings Launcher (Mobile), Settings Launcher Outputs (Mobile)" + }, + { + "author": "goktug", + "title": "Save Image Plus for ComfyUI", + "id": "saveimage-plus", + "reference": "https://github.com/Goktug/comfyui-saveimage-plus", + "files": [ + "https://github.com/Goktug/comfyui-saveimage-plus" + ], + "install_type": "git-clone", + "description": "Save Image Plus is a custom node for ComfyUI that allows you to save images in JPEG and WEBP formats with optional metadata embedding." + }, + { + "author": "wujm424606", + "title": "ComfyUi-Ollama-YN", + "id": "ollama-YN", + "reference": "https://github.com/wujm424606/ComfyUi-Ollama-YN", + "files": [ + "https://github.com/wujm424606/ComfyUi-Ollama-YN" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for interacting with [a/Ollama](https://ollama.com/) using the [a/ollama python client](https://github.com/ollama/ollama-python).\n Meanwhile it will provide better prompt descriptor for stable diffusion." + }, + { + "author": "tmagara", + "title": "ComfyUI-Prediction-Boost", + "id": "prediction-boost", + "reference": "https://github.com/tmagara/ComfyUI-Prediction-Boost", + "files": [ + "https://github.com/tmagara/ComfyUI-Prediction-Boost" + ], + "install_type": "git-clone", + "description": "prediction boost custom node for ComfyUI" + }, + { + "author": "chesnokovivan", + "title": "ComfyUI-Novakid", + "id": "novakid", + "reference": "https://github.com/chesnokovivan/ComfyUI-Novakid", + "files": [ + "https://github.com/chesnokovivan/ComfyUI-Novakid" + ], + "install_type": "git-clone", + "description": "ComfyUI: Novakid. A node." + }, + { + "author": "Jin Liu", + "title": "ComfyUI-Photopea", + "id": "photopea", + "reference": "https://github.com/coolzilj/ComfyUI-Photopea", + "files": [ + "https://github.com/coolzilj/ComfyUI-Photopea" + ], + "install_type": "git-clone", + "description": "Edit images in the Photopea editor directly within ComfyUI." + }, + { + "author": "bitaffinity", + "title": "ComfyUI_HF_Inference", + "id": "hf-inference", + "reference": "https://github.com/bitaffinity/ComfyUI_HF_Inference", + "files": [ + "https://github.com/bitaffinity/ComfyUI_HF_Inference" + ], + "install_type": "git-clone", + "description": "Unofficial support for Hugging Face's hosted inference." + }, + { + "author": "claussteinmassl", + "title": "CS Transform Node for ComfyUI", + "id": "cs-transform", + "reference": "https://github.com/claussteinmassl/ComfyUI-CS-CustomNodes", + "files": [ + "https://github.com/claussteinmassl/ComfyUI-CS-CustomNodes" + ], + "install_type": "git-clone", + "description": "The CS Transform node is a custom node for ComfyUI that applies a series of transformations to an input image and mask. The transformations include scaling, rotation, and translation, all centered around a specified pivot point. The node ensures that the transformed image is properly accommodated within a canvas, which can be expanded if needed." + }, + { + "author": "MariusKM", + "title": "ComfyUI-BadmanNodes", + "id": "badman", + "reference": "https://github.com/MariusKM/ComfyUI-BadmanNodes", + "files": [ + "https://github.com/MariusKM/ComfyUI-BadmanNodes" + ], + "install_type": "git-clone", + "description": "Utility nodes including ImageBlend, Math, Strings, Color tools, Wildcard Processor, Latent Noise Mask, and WAN Three Frame To Video for keyframe-based video generation" + }, + { + "author": "TMElyralab", + "title": "Comfyui-MusePose", + "id": "musepose", + "reference": "https://github.com/TMElyralab/Comfyui-MusePose", + "files": [ + "https://github.com/TMElyralab/Comfyui-MusePose" + ], + "install_type": "git-clone", + "description": "[a/MusePose](https://github.com/TMElyralab/MusePose) is an image-to-video generation framework for virtual human under control signal such as pose.\nNOTE: You need to download weigths manually from: [a/https://huggingface.co/TMElyralab/MusePose](https://huggingface.co/TMElyralab/MusePose).[w/The repository name has changed. If you are not receiving updates, please delete the existing node and reinstall it.]" + }, + { + "author": "PnthrLeo", + "title": "comfyUI-PL-data-tools", + "reference": "https://github.com/PnthrLeo/comfyUI-PL-data-tools", + "files": [ + "https://github.com/PnthrLeo/comfyUI-PL-data-tools" + ], + "install_type": "git-clone", + "description": "Image data check, filtering and augmentation tools for ComfyUI 🔬\nNOTE: Renamed from 'comfyUI-image-search'" + }, + { + "author": "l20richo", + "title": "ComfyUI-Azure-Blob-Storage", + "id": "azure-blob-storage", + "reference": "https://github.com/l20richo/ComfyUI-Azure-Blob-Storage", + "files": [ + "https://github.com/l20richo/ComfyUI-Azure-Blob-Storage" + ], + "install_type": "git-clone", + "description": "ComfyUI-Azure-Blob-Storage seamlessly integrates with [a/Azure Blob Storage](https://azure.microsoft.com/en-us/products/storage/blobs/) in ComfyUI. This open-source project provides custom nodes for effortless loading and saving of images, videos, and checkpoint models directly from Azure blob containers within the ComfyUI graph interface." + }, + { + "author": "AARG-FAN", + "title": "Image-vector-for-ComfyUI", + "id": "image-vector", + "reference": "https://github.com/AARG-FAN/Image-Vector-for-ComfyUI", + "files": [ + "https://github.com/AARG-FAN/Image-Vector-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "a wrap-up of ComfyUI nodes for converting pixels to raster, sent out to [a/Vtracer](https://github.com/visioncortex/vtracer)!" + }, + { + "author": "Smirnov75", + "title": "ComfyUI-mxToolkit", + "id": "mxtoolkit", + "reference": "https://github.com/Smirnov75/ComfyUI-mxToolkit", + "files": [ + "https://github.com/Smirnov75/ComfyUI-mxToolkit" + ], + "install_type": "git-clone", + "description": "A set of useful nodes for convenient use of ComfyUI, including: Seed randomization before the generation process starts, with saving of the last used values and the ability to automatically interrupt the current generation; A function to pause the generation process; Slider nodes for convenient control of input parameters; An alternative version of the standard Reroute node." + }, + { + "author": "humgate", + "title": "simplecomfy", + "reference": "https://github.com/humgate/simplecomfy", + "files": [ + "https://github.com/humgate/simplecomfy" + ], + "install_type": "git-clone", + "description": "Simple JS application based on ComfyUI which takes prompt and style picture from user and runs hardcoded workflow inference returning generated image to user." + }, + { + "author": "vanche1212", + "title": "ZMG PLUGIN", + "id": "zmg", + "reference": "https://github.com/vanche1212/ComfyUI-ZMG-Nodes", + "files": [ + "https://github.com/vanche1212/ComfyUI-ZMG-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:ApiRequestNode, LoadVideoNode, JsonParserNode, OllamaRequestNode, OldPhotoColorizationNode, waveform_2_audio, SaveImageUnifiedOutput, VideoHelperUnifiedOutput, ..." + }, + { + "author": "vanche1212", + "title": "ComfyUI InspireMusic Plugin", + "reference": "https://github.com/vanche1212/ComfyUI-InspireMusic", + "files": [ + "https://github.com/vanche1212/ComfyUI-InspireMusic" + ], + "install_type": "git-clone", + "description": "InspireMusic ComfyUI Plugin – ComfyUI Integration Plugin for AI Music Generation\nA ComfyUI node plugin based on Alibaba’s InspireMusic model, supporting text-to-music generation and music continuation features." + }, + { + "author": "hben35096", + "title": "ComfyUI-ReplenishNodes", + "reference": "https://github.com/hben35096/ComfyUI-ReplenishNodes", + "files": [ + "https://github.com/hben35096/ComfyUI-ReplenishNodes" + ], + "install_type": "git-clone", + "description": "NODES:Batch Image Blend, Mask Levels Adjust, Get Batch Count, Load Lora Name, Load Sampler Name, Load Scheduler Name, Load Ckpt Name....\nThe nodes in this repository are only used as secondary nodes." + }, + { + "author": "tiankuan93", + "title": "V-Express: Conditional Dropout for Progressive Training of Portrait Video Generation", + "id": "v-express", + "reference": "https://github.com/tiankuan93/ComfyUI-V-Express", + "files": [ + "https://github.com/tiankuan93/ComfyUI-V-Express" + ], + "install_type": "git-clone", + "description": "[Original] In the field of portrait video generation, the use of single images to generate portrait videos has become increasingly prevalent. A common approach involves leveraging generative models to enhance adapters for controlled generation. However, control signals can vary in strength, including text, audio, image reference, pose, depth map, etc. Among these, weaker conditions often struggle to be effective due to interference from stronger conditions, posing a challenge in balancing these conditions. In our work on portrait video generation, we identified audio signals as particularly weak, often overshadowed by stronger signals such as pose and original image. However, direct training with weak signals often leads to difficulties in convergence. To address this, we propose V-Express, a simple method that balances different control signals through a series of progressive drop operations. Our method gradually enables effective control by weak conditions, thereby achieving generation capabilities that simultaneously take into account pose, input image, and audio.\nNOTE: You need to downdload [a/model_ckpts](https://huggingface.co/tk93/V-Express/tree/main) manually." + }, + { + "author": "CMonk", + "title": "Stable Projectorz Bridge", + "id": "projectorz", + "reference": "https://github.com/tianlang0704/ComfyUI-StableProjectorzBridge", + "files": [ + "https://github.com/tianlang0704/ComfyUI-StableProjectorzBridge" + ], + "install_type": "git-clone", + "description": "This custom nodes enables Stable Projectorz to work with ComfyUI Directly." + }, + { + "author": "Scorpinaus", + "title": "ComfyUI-DiffusersLoader", + "id": "comfyui-diffusersloader", + "reference": "https://github.com/Scorpinaus/ComfyUI-DiffusersLoader", + "files": [ + "https://github.com/Scorpinaus/ComfyUI-DiffusersLoader" + ], + "install_type": "git-clone", + "description": "This node pack allows loading of SD checkpoints that uses diffusers format in comfyUI." + }, + { + "author": "chakib-belgaid", + "title": "ComfyUI Style Plugin", + "id": "style-plugin", + "reference": "https://github.com/chakib-belgaid/Comfyui_Prompt_styler", + "files": [ + "https://github.com/chakib-belgaid/Comfyui_Prompt_styler" + ], + "install_type": "git-clone", + "description": "This is a simple plugin for ComfyUI that allows you to import A1111 CSV styles into ComfyUI prompts." + }, + { + "author": "chakib-belgaid", + "title": "ComfyUI-autosize", + "id": "autosize", + "reference": "https://github.com/chakib-belgaid/ComfyUI-autosize", + "files": [ + "https://github.com/chakib-belgaid/ComfyUI-autosize" + ], + "install_type": "git-clone", + "description": "A ComfyUI utility plugin designed to optimize the latent space for generating high-quality results. It approximates the closest size model for better generation results." + }, + { + "author": "ThereforeGames", + "title": "ComfyUI-Unprompted", + "id": "unprompted", + "reference": "https://github.com/ThereforeGames/ComfyUI-Unprompted", + "files": [ + "https://github.com/ThereforeGames/ComfyUI-Unprompted" + ], + "install_type": "git-clone", + "description": "A node that processes input text with the [a/Unprompted templating language](https://github.com/ThereforeGames/unprompted)." + }, + { + "author": "Tool Of North america", + "title": "Easy automatic (square) image cropper using Yolo", + "id": "tooldigital", + "reference": "https://github.com/tooldigital/ComfyUI-Yolo-Cropper", + "files": [ + "https://github.com/tooldigital/ComfyUI-Yolo-Cropper" + ], + "install_type": "git-clone", + "description": "A very simple and easy to use node to automaticaaly create (square) image crops and masks using YoloV8. This can be very useful when using controlnet and ip adapters" + }, + { + "author": "luandev", + "title": "ComfyUI CrewAI", + "id": "crewai", + "reference": "https://github.com/luandev/ComfyUI-CrewAI", + "files": [ + "https://github.com/luandev/ComfyUI-CrewAI" + ], + "install_type": "git-clone", + "description": "ComfyUI-CrewAI aims to integrate Crew AI's multi-agent collaboration framework into the ComfyUI environment. By combining the strengths of Crew AI's role-based, collaborative AI agent system with ComfyUI's intuitive interface, we will create a robust platform for managing and executing complex AI tasks seamlessly" + }, + { + "author": "chandlergis", + "title": "ComfyUI_EmojiOverlay", + "id": "emoji-overlay", + "reference": "https://github.com/chandlergis/ComfyUI_EmojiOverlay", + "files": [ + "https://github.com/chandlergis/ComfyUI_EmojiOverlay" + ], + "install_type": "git-clone", + "description": "Nodes:Image Emoji Overlay" + }, + { + "author": "risunobushi", + "title": "comfyUI_FrequencySeparation_RGB-HSV", + "id": "freq-sep", + "reference": "https://github.com/risunobushi/comfyUI_FrequencySeparation_RGB-HSV", + "files": [ + "https://github.com/risunobushi/comfyUI_FrequencySeparation_RGB-HSV" + ], + "install_type": "git-clone", + "description": "A collection of simple nodes for Frequency Separation / Frequency Recombine with RGB and HSV methods" + }, + { + "author": "risunobushi", + "title": "ComfyUI-Similarity-Score", + "reference": "https://github.com/risunobushi/ComfyUI-Similarity-Score", + "files": [ + "https://github.com/risunobushi/ComfyUI-Similarity-Score" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that calculates CLIP and LPIPS similarity scores between two images." + }, + { + "author": "risunobushi", + "title": "ComfyUI_DisplacementMapTools", + "reference": "https://github.com/risunobushi/ComfyUI_DisplacementMapTools", + "files": [ + "https://github.com/risunobushi/ComfyUI_DisplacementMapTools" + ], + "install_type": "git-clone", + "description": "NODES: Extract Displacement Map Node, Displace Logo" + }, + { + "author": "risunobushi", + "title": "ComfyUI_sm4ll-Wrapper", + "reference": "https://github.com/risunobushi/ComfyUI_sm4ll-Wrapper", + "files": [ + "https://github.com/risunobushi/ComfyUI_sm4ll-Wrapper" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that integrates with the sm4ll-VTON API for virtual try-on functionality." + }, + { + "author": "zohac", + "title": "ComfyUI_ZC_DrawShape", + "id": "drawshape", + "reference": "https://github.com/zohac/ComfyUI_ZC_DrawShape", + "files": [ + "https://github.com/zohac/ComfyUI_ZC_DrawShape" + ], + "install_type": "git-clone", + "description": "Nodes:ZC DrawShape Node" + }, + { + "author": "DataCTE", + "title": "Prompt Injection Node for ComfyUI", + "id": "prompt-injection", + "reference": "https://github.com/DataCTE/prompt_injection", + "files": [ + "https://github.com/DataCTE/prompt_injection" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to inject specific prompts at specific blocks of the Stable Diffusion UNet, providing fine-grained control over the generated image. It is based on the concept that the content/subject understanding of the model is primarily contained within the MID0 and MID1 blocks, as demonstrated in the B-Lora (Content Style implicit separation) paper. Features.\nInject different prompts into specific UNet blocks Three different node variations for flexible workflow integration Customize the learning rate of specific blocks to focus on content, lighting, style, or other aspects Potential for developing a 'Mix of Experts' approach by swapping blocks on-the-fly based on prompt content" + }, + { + "author": "FrankChieng", + "title": "ComfyUI_llm_easyanimiate", + "id": "llm-easyanimate", + "nodename_pattern": "^FrankChiengEasyAnimate", + "reference": "https://github.com/frankchieng/ComfyUI_llm_easyanimiate", + "files": [ + "https://github.com/frankchieng/ComfyUI_llm_easyanimiate" + ], + "install_type": "git-clone", + "description": "implementation easyanimate with llama3-8b-6bit instruction LLM generation prompt help" + }, + { + "author": "nuanarchy", + "title": "ComfyUI-NuA-FlashFace", + "id": "nua-flashface", + "reference": "https://github.com/nuanarchy/ComfyUI-NuA-FlashFace", + "files": [ + "https://github.com/nuanarchy/ComfyUI-NuA-FlashFace" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of [a/FlashFace: Human Image Personalization with High-fidelity Identity Preservation](https://github.com/ali-vilab/FlashFace)\nNOTE: You need to downalod models manually." + }, + { + "author": "nuanarchy", + "title": "ComfyUI-NuA-BIRD", + "id": "nua-bird", + "reference": "https://github.com/nuanarchy/ComfyUI-NuA-BIRD", + "files": [ + "https://github.com/nuanarchy/ComfyUI-NuA-BIRD" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of '[a/Blind Image Restoration via Fast Diffusion Inversion](https://github.com/hamadichihaoui/BIRD)' Original [a/article](https://arxiv.org/abs/2405.19572)" + }, + { + "author": "denfrost", + "title": "Den_ComfyUI_Workflows", + "id": "den", + "reference": "https://github.com/denfrost/Den_ComfyUI_Workflow", + "files": [ + "https://github.com/denfrost/Den_ComfyUI_Workflow" + ], + "install_type": "git-clone", + "description": "Custom nodes make easy Advanced Workflows. Focus on Image/Video and ControlNet efficiency and performances. Manipulation of Latent Space, Automatic pipeline with a bit efforts." + }, + { + "author": "marduk191", + "title": "marduk191 workflow settings", + "id": "marnodes", + "reference": "https://github.com/marduk191/comfyui-marnodes", + "files": [ + "https://github.com/marduk191/comfyui-marnodes" + ], + "install_type": "git-clone", + "description": "A node to set workflow settings." + }, + { + "author": "marduk191", + "title": "Flux Prompt Enhance Node for ComfyUI", + "id": "fluxpromptenhancer", + "reference": "https://github.com/marduk191/ComfyUI-Fluxpromptenhancer", + "files": [ + "https://github.com/marduk191/ComfyUI-Fluxpromptenhancer" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI integrates the Flux-Prompt-Enhance model, allowing you to enhance your prompts directly within your ComfyUI workflows." + }, + { + "author": "marduk191", + "title": "comfyui_qwen_runninghub", + "reference": "https://github.com/marduk191/comfyui_qwen_runninghub", + "files": [ + "https://github.com/marduk191/comfyui_qwen_runninghub" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for integrating RunningHub's AI image and video generation services into workflows. (Description by CC)" + }, + { + "author": "marduk191", + "title": "ComfyUI_LFM2-350M", + "reference": "https://github.com/marduk191/ComfyUI_LFM2-350M", + "files": [ + "https://github.com/marduk191/ComfyUI_LFM2-350M" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to load and use the LFM2-350M model trained to work as a prompt enhancer for z-image turbo or any other long token model." + }, + { + "author": "marduk191", + "title": "ComfyUI-TF32-Enabler", + "reference": "https://github.com/marduk191/ComfyUI-TF32-Enabler", + "files": [ + "https://github.com/marduk191/ComfyUI-TF32-Enabler" + ], + "install_type": "git-clone", + "description": "Automatically enables TensorFloat-32 (TF32) acceleration for NVIDIA RTX 30/40/50 series GPUs in ComfyUI." + }, + { + "author": "haohaocreates", + "title": "ComfyUI-HH-Image-Selector", + "id": "hh-image-selector", + "reference": "https://github.com/haohaocreates/ComfyUI-HH-Image-Selector", + "files": [ + "https://github.com/haohaocreates/ComfyUI-HH-Image-Selector" + ], + "install_type": "git-clone", + "description": "comfy ui custom node that returns an image from a batch based on selected criteria such as RGB value, brightness, etc (credits to chris goringe's custom nodes tutorial )." + }, + { + "author": "exdysa", + "title": "comfyui-selector", + "reference": "https://github.com/exdysa/comfyui-selector", + "files": [ + "https://github.com/exdysa/comfyui-selector" + ], + "install_type": "git-clone", + "description": "Selector and Recourse. Presets & failsafes. Work flow. EXDYSA" + }, + { + "author": "Jin Liu", + "title": "ComfyUI-LJNodes", + "id": "ComfyUI-LJNodes", + "reference": "https://github.com/coolzilj/ComfyUI-LJNodes", + "files": [ + "https://github.com/coolzilj/ComfyUI-LJNodes" + ], + "install_type": "git-clone", + "description": "A variety of custom nodes to enhance ComfyUI for a buttery smooth experience." + }, + { + "author": "GavChap", + "title": "ComfyUI-SD3LatentSelectRes", + "id": "sd3latent-select-res", + "reference": "https://github.com/GavChap/ComfyUI-SD3LatentSelectRes", + "files": [ + "https://github.com/GavChap/ComfyUI-SD3LatentSelectRes" + ], + "install_type": "git-clone", + "description": "You'll get a new node called SD3 Latent Select Resolution, you can pick the x and y sizes from a list." + }, + { + "author": "GavChap", + "title": "ComfyUI_ExtractLora", + "reference": "https://github.com/GavChap/ComfyUI_ExtractLora", + "files": [ + "https://github.com/GavChap/ComfyUI_ExtractLora" + ], + "install_type": "git-clone", + "description": "Creates lora from two checkpoints by extracting the difference." + }, + { + "author": "BenNarum", + "title": "SigmaWaveFormNodes", + "id": "sigmawaveform", + "reference": "https://github.com/BenNarum/SigmaWaveFormNode", + "files": [ + "https://github.com/BenNarum/SigmaWaveFormNode" + ], + "install_type": "git-clone", + "description": "A set of tools for generating and altering sigmas in ComfyUI." + }, + { + "author": "shobhitic", + "title": "PlusMinusTextClip - Single node for Positive and Negative Prompts", + "id": "plusminustextclip", + "reference": "https://github.com/shobhitic/ComfyUI-PlusMinusTextClip", + "files": [ + "https://github.com/shobhitic/ComfyUI-PlusMinusTextClip" + ], + "install_type": "git-clone", + "description": "This adds a node that has both the positive and negative prompts as input in one node. You can just add one node and be done with both Positive and Negative prompts, in place of adding two different nodes for them." + }, + { + "author": "Late Night Labs", + "title": "LNL Frame Selector", + "id": "lnlframeselector", + "reference": "https://github.com/latenightlabs/ComfyUI-LNL", + "reference2": "https://github.com/asteriafilmco/ComfyUI-LNL", + "files": [ + "https://github.com/latenightlabs/ComfyUI-LNL" + ], + "install_type": "git-clone", + "description": "Frame Selector & Sequence Selection Node for ComfyUI." + }, + { + "author": "Michael Standen", + "title": "Ollama Prompt Encode", + "id": "ollamapromptencode", + "reference": "https://github.com/ScreamingHawk/comfyui-ollama-prompt-encode", + "files": [ + "https://github.com/ScreamingHawk/comfyui-ollama-prompt-encode" + ], + "install_type": "git-clone", + "description": "A prompt generator and CLIP encoder using AI provided by Ollama." + }, + { + "author": "NvidiaGameWorksAdmin", + "title": "ComfyUI-RTX-Remix", + "id": "comfyui-rtx-remix", + "reference": "https://github.com/NVIDIAGameWorks/ComfyUI-RTX-Remix", + "files": [ + "https://github.com/NVIDIAGameWorks/ComfyUI-RTX-Remix" + ], + "install_type": "git-clone", + "description": "Use ComfyUI with RTX Remix to remaster classic games [a/https://github.com/NVIDIAGameWorks/rtx-remix](https://github.com/NVIDIAGameWorks/rtx-remix)" + }, + { + "author": "toxicwind", + "title": "TTools for ComfyUI", + "id": "ttools", + "reference": "https://github.com/toxicwind/ComfyUI-TTools", + "files": [ + "https://github.com/toxicwind/ComfyUI-TTools" + ], + "install_type": "git-clone", + "description": "Text Randomization and Formatting, JSON Extraction and Processing, SD3 Resolution Solver" + }, + { + "author": "Yanick112", + "title": "ComfyUI-ToSVG", + "id": "tosvg", + "reference": "https://github.com/Yanick112/ComfyUI-ToSVG", + "files": [ + "https://github.com/Yanick112/ComfyUI-ToSVG" + ], + "install_type": "git-clone", + "description": "This project converts raster images into SVG format using the [a/VTracer](https://github.com/visioncortex/vtracer) library. It's a handy tool for designers and developers who need to work with vector graphics programmatically." + }, + { + "author": "dicksondickson", + "title": "ComfyUI-Dickson-Nodes", + "id": "dicksonnodes", + "reference": "https://github.com/dicksondickson/ComfyUI-Dickson-Nodes", + "files": [ + "https://github.com/dicksondickson/ComfyUI-Dickson-Nodes" + ], + "install_type": "git-clone", + "description": "A set of custom nodes that I've either written myself or adapted from other authors" + }, + { + "author": "juehackr", + "title": "comfyui_fk_server", + "id": "fk-server", + "reference": "https://github.com/juehackr/comfyui_fk_server", + "files": [ + "https://github.com/juehackr/comfyui_fk_server" + ], + "install_type": "git-clone", + "description": "🤗🤗🤗Comfyui Universal Translation Plugin (no longer requires adding various nodes, directly add translation function on the existing nodes), allowing Comfyui to support Chinese input and automatic translation for any long text input box, while adding error translation function (calling Baidu Translate), achieving translation freedom!" + }, + { + "author": "G-370", + "title": "ComfyUI-SD3-Powerlab", + "id": "sd3-powerlab", + "reference": "https://github.com/G-370/ComfyUI-SD3-Powerlab", + "files": [ + "https://github.com/G-370/ComfyUI-SD3-Powerlab" + ], + "install_type": "git-clone", + "description": "Nodes:Render SD3 Attention, SD3 Attention To Image, SD3 Image Into Attention." + }, + { + "author": "TylerZoro", + "title": "SD3-Scaling", + "id": "sd3-scaling", + "reference": "https://github.com/TylerZoro/SD3-Scaling", + "files": [ + "https://github.com/TylerZoro/SD3-Scaling" + ], + "install_type": "git-clone", + "description": "Tools for scaling images and latents appropriate to SD3 in ComfyUI." + }, + { + "author": "baicai99", + "title": "ComfyUI-FrameSkipping", + "id": "FrameSkipping", + "reference": "https://github.com/baicai99/ComfyUI-FrameSkipping", + "files": [ + "https://github.com/baicai99/ComfyUI-FrameSkipping" + ], + "install_type": "git-clone", + "description": "Used to process video redrawing, frame skipping, frame ending early, etc." + }, + { + "author": "SuperMasterBlasterLaser", + "title": "ComfyUI_YOLO_Classifiers", + "id": "yolo-classifier", + "reference": "https://github.com/SuperMasterBlasterLaser/ComfyUI_YOLO_Classifiers", + "files": [ + "https://github.com/SuperMasterBlasterLaser/ComfyUI_YOLO_Classifiers" + ], + "install_type": "git-clone", + "description": "Nodes:YOLO Classifier Model Loader, YOLO Classify." + }, + { + "author": "SamKhoze", + "title": "DeepFuze", + "id": "deepfuze", + "reference": "https://github.com/SamKhoze/ComfyUI-DeepFuze", + "files": [ + "https://github.com/SamKhoze/ComfyUI-DeepFuze" + ], + "install_type": "git-clone", + "description": "DeepFuze is a state-of-the-art deep learning tool that seamlessly integrates with ComfyUI to revolutionize facial transformations, lipsyncing, video generation, voice cloning, face swapping, and lipsync translation. Leveraging advanced algorithms, DeepFuze enables users to combine audio and video with unparalleled realism, ensuring perfectly synchronized facial movements. This innovative solution is ideal for content creators, animators, developers, and anyone seeking to elevate their video editing projects with sophisticated AI-driven features." + }, + { + "author": "superyoman", + "title": "comfyui_lumaAPI", + "id": "luma", + "reference": "https://github.com/superyoman/comfyui_lumaAPI", + "files": [ + "https://github.com/superyoman/comfyui_lumaAPI" + ], + "install_type": "git-clone", + "description": "Unofficial Luma API-ComfyUI version.[w/WARN: This project is for learning purpose only!]" + }, + { + "author": "chris-the-wiz", + "title": "EmbeddingsCurveEditor_ComfyUI", + "id": "embeddings-curve-editor", + "reference": "https://github.com/chris-the-wiz/EmbeddingsCurveEditor_ComfyUI", + "files": [ + "https://github.com/chris-the-wiz/EmbeddingsCurveEditor_ComfyUI" + ], + "install_type": "git-clone", + "description": "Edit embeddings with a curve. Actually should work on any 1D input tensor. Tested with IPAdapter-Plus." + }, + { + "author": "zhulu111", + "title": "ComfyUI_Bxb", + "id": "ComfyUI_Bxb", + "reference": "https://github.com/zhulu111/ComfyUI_Bxb", + "files": [ + "https://github.com/zhulu111/ComfyUI_Bxb" + ], + "install_type": "git-clone", + "description": "sdBxb, a tool that converts ComfyUI workflows into WeChat Mini Program, Douyin Mini Program, and H5 with one click, and supports payments." + }, + { + "author": "lordgasmic", + "title": "comfyui_wildcards", + "reference": "https://github.com/lordgasmic/comfyui_wildcards", + "files": [ + "https://github.com/lordgasmic/comfyui_wildcards" + ], + "install_type": "git-clone", + "description": "This is an attempt to recreate the wildcards plugin for Automatic1111 but for ComfyUI." + }, + { + "author": "lordgasmic", + "title": "comfyui_save_image_with_options", + "reference": "https://github.com/lordgasmic/comfyui_save_image_with_options", + "files": [ + "https://github.com/lordgasmic/comfyui_save_image_with_options" + ], + "install_type": "git-clone", + "description": "Nodes:Save Image with Options" + }, + { + "author": "opvelll", + "title": "Comfy UI Text List Product", + "id": "listproduct", + "reference": "https://github.com/opvelll/ComfyUI_TextListProduct", + "files": [ + "https://github.com/opvelll/ComfyUI_TextListProduct" + ], + "install_type": "git-clone", + "description": "This is a custom node for Comfy UI. It mainly wraps itertools.product and can be used to create patterns by combining prompts. It is recommended to install this custom node in combination with the nodes from the WAS Node Suite." + }, + { + "author": "jakechai", + "title": "ComfyUI-JakeUpgrade", + "id": "jkupgrade", + "reference": "https://github.com/jakechai/ComfyUI-JakeUpgrade", + "files": [ + "https://github.com/jakechai/ComfyUI-JakeUpgrade" + ], + "install_type": "git-clone", + "description": "A ComfyUI workflow customization by Jake." + }, + { + "author": "celsojr2013", + "title": "ComfyUI SimpleTools Suit", + "reference": "https://github.com/celsojr2013/comfyui_simpletools", + "files": [ + "https://github.com/celsojr2013/comfyui_simpletools" + ], + "install_type": "git-clone", + "description": "Nodes:Simple Google Translator, Simple Resolution Solver.\nThis is a small set of simple nodes that help your workflow on ComfyUI." + }, + { + "author": "celsojr2013", + "title": "comfyui_jamworks_client", + "reference": "https://github.com/celsojr2013/comfyui_jamworks_client", + "files": [ + "https://github.com/celsojr2013/comfyui_jamworks_client" + ], + "install_type": "git-clone", + "description": "Nodes:Jamworks_Login, Jamworks_Download, Shell_Command.\nA Simple Client for Jamworks Platform DAM Integration" + }, + { + "author": "MilitantHitchhiker", + "title": "MilitantHitchhiker-SwitchbladePack", + "id": "hitchhiker", + "reference": "https://github.com/MilitantHitchhiker/MilitantHitchhiker-SwitchbladePack", + "files": [ + "https://github.com/MilitantHitchhiker/MilitantHitchhiker-SwitchbladePack" + ], + "install_type": "git-clone", + "description": "Militant Hitchhiker's Switchblade Pack is a collection of custom nodes for ComfyUI that provide various multi-function capabilities." + }, + { + "author": "slyt", + "title": "comfyui-ollama-nodes", + "reference": "https://github.com/slyt/comfyui-ollama-nodes", + "files": [ + "https://github.com/slyt/comfyui-ollama-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for working with [a/Ollama](https://github.com/ollama/ollama).\nNOTE:Assumes that an Ollama server is running at http://127.0.0.1:11434 and accessible by the ComfyUI backend." + }, + { + "author": "zwng", + "title": "ComfyUI_Zwng_Nodes", + "id": "zwng", + "reference": "https://github.com/za-wa-n-go/ComfyUI_Zwng_Nodes", + "files": [ + "https://github.com/za-wa-n-go/ComfyUI_Zwng_Nodes" + ], + "install_type": "git-clone", + "description": "Simple nodes for loading image files.Nodes that include a simple remote connection to Photoshop, a node that can overlay and preview an image with a mask, and a node that can load images directly from a file path." + }, + { + "author": "Shibiko-AI", + "title": "Shibiko AI ComfyUI Tools", + "id": "shibiko-ai-tools", + "reference": "https://github.com/Shibiko-AI/ShibikoAI-ComfyUI-Tools", + "files": [ + "https://github.com/Shibiko-AI/ShibikoAI-ComfyUI-Tools" + ], + "install_type": "git-clone", + "description": "This is a collection of tools that I use to make my life easier when developing ComfyUI applications. It is a collection of tools that I have created to help me with my development process. I have decided to share these tools with the community in the hopes that they will be useful to others as well. I use this tools to further develop features for [a/https://shibiko.ai](https://shibiko.ai)" + }, + { + "author": "SherryXieYuchen", + "title": "ComfyUI-Image-Inpainting", + "id": "image-inpainting", + "reference": "https://github.com/SherryXieYuchen/ComfyUI-Image-Inpainting", + "files": [ + "https://github.com/SherryXieYuchen/ComfyUI-Image-Inpainting" + ], + "install_type": "git-clone", + "description": "Nodes:VAE Encode Inpaint, VAE Decode Inpaint, ColorCorrection Inpaint, ImagePreprocess Inpaint, ImagePostprocess Inpaint, Load Model Inpaint, Inpainting (using Model)" + }, + { + "author": "zeroxoxo", + "title": "ComfyUI-Fast-Style-Transfer", + "id": "fast-style-transfer", + "reference": "https://github.com/zeroxoxo/ComfyUI-Fast-Style-Transfer", + "files": [ + "https://github.com/zeroxoxo/ComfyUI-Fast-Style-Transfer" + ], + "install_type": "git-clone", + "description": "ComfyUI node for fast neural style transfer. This is a simple conversion based on this: [a/https://github.com/rrmina/fast-neural-style-pytorch](https://github.com/rrmina/fast-neural-style-pytorch) Only basic inference functionality is ported for now." + }, + { + "author": "iwanders", + "title": "iwanders/ComfyUI_nodes", + "id": "iwanders-nodes", + "reference": "https://github.com/iwanders/ComfyUI_nodes", + "files": [ + "https://github.com/iwanders/ComfyUI_nodes" + ], + "install_type": "git-clone", + "description": "Nodes:IW SaveString, IW PrintString, IW ReplaceString, IW StringNode, IW StringConcat, IW TokenizerVocab, IW JsonPickItem." + }, + { + "author": "rhdunn", + "title": "comfyui-bus-plugin", + "id": "bus", + "reference": "https://github.com/rhdunn/comfyui-bus-plugin", + "files": [ + "https://github.com/rhdunn/comfyui-bus-plugin" + ], + "install_type": "git-clone", + "description": "A collection of nodes for rerouting multiple I/O lines together in a bus." + }, + { + "author": "rhdunn", + "title": "comfyui-audio-processing", + "reference": "https://github.com/rhdunn/comfyui-audio-processing", + "files": [ + "https://github.com/rhdunn/comfyui-audio-processing" + ], + "install_type": "git-clone", + "description": "This plugin is compatible with the ComfyUI audio nodes." + }, + { + "author": "hyunamy", + "title": "Comfy-UI on-complete-email-me", + "id": "hyunamy", + "reference": "https://github.com/hyunamy/comfy-ui-on-complete-email-me", + "files": [ + "https://github.com/hyunamy/comfy-ui-on-complete-email-me" + ], + "install_type": "git-clone", + "description": "A feature that sends an email via Gmail once image generation is completed in Comfy-ui." + }, + { + "author": "veighnsche", + "title": "comfyui_gr85", + "id": "gr85", + "reference": "https://github.com/veighnsche/comfyui_gr85", + "files": [ + "https://github.com/veighnsche/comfyui_gr85" + ], + "install_type": "git-clone", + "description": "Nodes:Image Dimension Resizer, Image Sizer, Random Ratio, Show Text, Random Title Character, Random Wildcard Tag Picker, Random Show Atm Loc Outfit, Contains Word, Elements Concatenator, ..." + }, + { + "author": "hwhaocool", + "title": "ComfyUI-Select-Any", + "id": "select-any", + "reference": "https://github.com/hwhaocool/ComfyUI-Select-Any", + "files": [ + "https://github.com/hwhaocool/ComfyUI-Select-Any" + ], + "install_type": "git-clone", + "description": "a comfyui custom node, which can select value from inputs" + }, + { + "author": "GreenLandisaLie", + "title": "AuraSR-ComfyUI", + "id": "aurasr-greenlandisalie", + "reference": "https://github.com/GreenLandisaLie/AuraSR-ComfyUI", + "files": [ + "https://github.com/GreenLandisaLie/AuraSR-ComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of [a/Aura-SR](https://github.com/fal-ai/aura-sr)" + }, + { + "author": "GreenLandisaLie", + "title": "ComfyUI-BooruBrowser", + "reference": "https://github.com/GreenLandisaLie/ComfyUI-BooruBrowser", + "files": [ + "https://github.com/GreenLandisaLie/ComfyUI-BooruBrowser" + ], + "install_type": "git-clone", + "description": "Quickly search and get images from Gelbooru/Danbooru/E621 without leaving ComfyUI" + }, + { + "author": "GreenLandisaLie", + "title": "ComfyUI-RichText_BasicDynamicPrompts", + "reference": "https://github.com/GreenLandisaLie/ComfyUI-RichText_BasicDynamicPrompts", + "files": [ + "https://github.com/GreenLandisaLie/ComfyUI-RichText_BasicDynamicPrompts" + ], + "install_type": "git-clone", + "description": "Basic Dynamic Prompts functionality with a Rich Text texbox for coloring." + }, + { + "author": "licyk", + "title": "ComfyUI-Restart-Sampler", + "id": "restart-sampler-licyk", + "reference": "https://github.com/licyk/ComfyUI-Restart-Sampler", + "files": [ + "https://github.com/licyk/ComfyUI-Restart-Sampler" + ], + "install_type": "git-clone", + "description": "This extension is a node that directly expands the functionality of KSampler, rather than being in the form of a custom node. [w/Workflows created using this feature are not compatible with other users.]" + }, + { + "author": "licyk", + "title": "ComfyUI-HakuImg", + "id": "HakuImg", + "reference": "https://github.com/licyk/ComfyUI-HakuImg", + "files": [ + "https://github.com/licyk/ComfyUI-HakuImg" + ], + "install_type": "git-clone", + "description": "Image processing tool for ComfyUI" + }, + { + "author": "licyk", + "title": "ComfyUI-TCD-Sampler", + "id": "TCD-Sampler", + "reference": "https://github.com/licyk/ComfyUI-TCD-Sampler", + "files": [ + "https://github.com/licyk/ComfyUI-TCD-Sampler" + ], + "install_type": "git-clone", + "description": "Adding TCD sampling" + }, + { + "author": "my-opencode", + "title": "ComfyUI_IndustrialMagick", + "id": "industrialmagick", + "reference": "https://github.com/my-opencode/ComfyUI_IndustrialMagick", + "files": [ + "https://github.com/my-opencode/ComfyUI_IndustrialMagick" + ], + "install_type": "git-clone", + "description": "[a/ImageMagick](https://imagemagick.org/index.php) nodes for ComfyUI. Adds nodes to call ImageMagick subprocesses from ComfyUI.\nRequirements: [a/ImagMagick7](https://imagemagick.org/script/download.php), 'magick' command in your CLI environment." + }, + { + "author": "my-opencode", + "title": "ComfyUI_KSamplerTimer", + "id": "ksamplertimer", + "reference": "https://github.com/my-opencode/ComfyUI_KSamplerTimer", + "files": [ + "https://github.com/my-opencode/ComfyUI_KSamplerTimer" + ], + "install_type": "git-clone", + "description": "A custom node that returns the generation time of the KSampler. Intended for benchmarking or debugging." + }, + { + "author": "SEkINVR", + "title": "ComfyUI SaveAS", + "id": "saveas", + "reference": "https://github.com/SEkINVR/ComfyUI-SaveAs", + "reference2": "https://github.com/AnimationOverhual/ComfyUI-SaveAs", + "files": [ + "https://github.com/SEkINVR/ComfyUI-SaveAs" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to save images in multiple formats, including PNG, JPG, WebP, and ICO.\n[w/ComfyUI-Save-Multi-Format is renamed to SaveAs. Remove previous one and reinstall to this.]" + }, + { + "author": "MrSamSeen", + "title": "SideBySide_Stereoscope", + "id": "comfyui_ssstereoscope_bysamseen", + "reference": "https://github.com/MrSamSeen/ComfyUI_SSStereoscope", + "files": [ + "https://github.com/MrSamSeen/ComfyUI_SSStereoscope" + ], + "install_type": "git-clone", + "description": "Create immersive 3D stereoscopic images and videos! Transform your ComfyUI generations into stunning side-by-side 3D visuals for videos and image sequences. Powered by Depth-Anything-V2, no external depth maps needed. Perfect for VR, 3D displays, and cross-eyed viewing - no special glasses required!" + }, + { + "author": "MrSamSeen", + "title": "ComfyUI_SSBeforeAfterNode", + "id": "ComfyUI_SSBeforeAfterNode", + "reference": "https://github.com/MrSamSeen/ComfyUI_SSBeforeAfterNode", + "files": [ + "https://github.com/MrSamSeen/ComfyUI_SSBeforeAfterNode" + ], + "install_type": "git-clone", + "description": "Two powerful custom nodes for ComfyUI to create stunning before-and-after transition videos. These nodes are designed for visual comparisons, transformations, and creative effects, supporting both standard and depth map-based transitions." + }, + { + "author": "jroc22", + "title": "ComfyUI-CSV-prompt-builder", + "id": "csv-prompt-builder", + "reference": "https://github.com/jroc22/ComfyUI-CSV-prompt-builder", + "files": [ + "https://github.com/jroc22/ComfyUI-CSV-prompt-builder" + ], + "install_type": "git-clone", + "description": "This is a simple node for creating prompts using a .csv file. I created this node as an easy way to output different prompts each time a workflow is run." + }, + { + "author": "DeJoker", + "title": "Pipeline Parallel ComfyUI", + "reference": "https://github.com/DeJoker/pipeline-parallel-comfy", + "files": [ + "https://github.com/DeJoker/pipeline-parallel-comfy" + ], + "install_type": "git-clone", + "description": "provide extra api to run prompt request with parallel execution of independent node" + }, + { + "author": "yiwangsimple", + "title": "ComfyUI_DW_Chat", + "reference": "https://github.com/yiwangsimple/ComfyUI_DW_Chat", + "files": [ + "https://github.com/yiwangsimple/ComfyUI_DW_Chat" + ], + "install_type": "git-clone", + "description": "Content generation with open source models in comfyui via graq api implementation.\n[w/This repo is renamed from ComfyUI_GroqChat to ComfyUI_DW_CHAT. Please remove previous one and reinstall to this.]" + }, + { + "author": "yiwangsimple", + "title": "florence_dw", + "reference": "https://github.com/yiwangsimple/florence_dw", + "files": [ + "https://github.com/yiwangsimple/florence_dw" + ], + "install_type": "git-clone", + "description": "Based on the original repository [a/https://github.com/spacepxl/ComfyUI-Florence-2](https://github.com/spacepxl/ComfyUI-Florence-2), the model loading and storage methods have been improved, and sd3 has been newly added with enhanced speed and accuracy." + }, + { + "author": "Tritant", + "title": "ComfyUI-CreaPrompt", + "id": "creaprompt", + "reference": "https://github.com/tritant/ComfyUI_CreaPrompt", + "files": [ + "https://github.com/tritant/ComfyUI_CreaPrompt" + ], + "install_type": "git-clone", + "description": "Generate random prompts easily." + }, + { + "author": "tritant", + "title": "Flux LoRA Merger", + "reference": "https://github.com/tritant/ComfyUI_Flux_Lora_Merger", + "files": [ + "https://github.com/tritant/ComfyUI_Flux_Lora_Merger" + ], + "install_type": "git-clone", + "description": "Advanced LoRA merging node for ComfyUI (additive, average, sequential)" + }, + { + "author": "tritant", + "title": "Flux Block LoRA Merger", + "reference": "https://github.com/tritant/ComfyUI_Flux_Block_Lora_Merger", + "files": [ + "https://github.com/tritant/ComfyUI_Flux_Block_Lora_Merger" + ], + "install_type": "git-clone", + "description": "Advanced Block LoRA merging node for ComfyUI (allows selective LoRA block merging)" + }, + { + "author": "tritant", + "title": "Advanced Photo Grain", + "reference": "https://github.com/tritant/ComfyUI-Advanced-Photo-Grain", + "files": [ + "https://github.com/tritant/ComfyUI-Advanced-Photo-Grain" + ], + "install_type": "git-clone", + "description": "Adds realistic film grain, vignette and RGB aberration to photos" + }, + { + "author": "tritant", + "title": "Remove Banding Artifacts", + "reference": "https://github.com/tritant/ComfyUI_Remove_Banding_Artifacts", + "files": [ + "https://github.com/tritant/ComfyUI_Remove_Banding_Artifacts" + ], + "install_type": "git-clone", + "description": "Fix banding artifacts by re-sampling the latent with a low denoise strength." + }, + { + "author": "tritant", + "title": "Layers System", + "reference": "https://github.com/tritant/ComfyUI_Layers_Utility", + "files": [ + "https://github.com/tritant/ComfyUI_Layers_Utility" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides a powerful and flexible dynamic layering system, similar to what you would find in image editing software like Photoshop." + }, + { + "author": "tritant", + "title": "Advanced_Relight_Img", + "reference": "https://github.com/tritant/ComfyUI_Relight_Img", + "files": [ + "https://github.com/tritant/ComfyUI_Relight_Img" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides advanced 2D relighting capabilities." + }, + { + "author": "tritant", + "title": "ComfyUI_Custom_Switch", + "reference": "https://github.com/tritant/ComfyUI_Custom_Switch", + "files": [ + "https://github.com/tritant/ComfyUI_Custom_Switch" + ], + "install_type": "git-clone", + "description": "It allows you to control complex graphs by unbypass/unmute and bypass/mute entire groups of nodes, just by adding tags in the title of your nodes, no connection required." + }, + { + "author": "tritant", + "title": "SuperScaler", + "reference": "https://github.com/tritant/ComfyUI_SuperScaler", + "files": [ + "https://github.com/tritant/ComfyUI_SuperScaler" + ], + "install_type": "git-clone", + "description": "An all-in-one, multi-pass generative upscaling and post-processing node designed to simplify complex workflows and add a professional finish to your images." + }, + { + "author": "tritant", + "title": "ComfyUI_Kitchen_nvfp4_Converter", + "reference": "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter", + "files": [ + "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter" + ], + "install_type": "git-clone", + "description": "Convert to nvfp4, support Z-image-turbo, flux.1 and more" + }, + { + "author": "metncelik", + "title": "comfyui_met_suite", + "reference": "https://github.com/metncelik/comfyui_met_suite", + "files": [ + "https://github.com/metncelik/comfyui_met_suite" + ], + "install_type": "git-clone", + "description": "Nodes: Primitive BBOX, BBOX Padding, BBOX Resize, ImageResize KeepRatio." + }, + { + "author": "Smuzzies", + "title": "comfyui_meme_maker", + "reference": "https://github.com/Smuzzies/comfyui_meme_maker", + "files": [ + "https://github.com/Smuzzies/comfyui_meme_maker" + ], + "install_type": "git-clone", + "description": "Meme Maker Node for ComfyUI." + }, + { + "author": "bluevisor", + "title": "ComfyUI_PS_Blend_Node", + "reference": "https://github.com/bluevisor/ComfyUI_PS_Blend_Node", + "files": [ + "https://github.com/bluevisor/ComfyUI_PS_Blend_Node" + ], + "install_type": "git-clone", + "description": "This repository contains a simple custom node for ComfyUI that implements familiar PS-style blend modes using PyTorch. The PSBlendNode allows you to blend two images together using a variety of blend modes and an opacity parameter." + }, + { + "author": "wTechArtist", + "title": "ComfyUI-CustomNodes", + "reference": "https://github.com/wTechArtist/ComfyUI-CustomNodes", + "files": [ + "https://github.com/wTechArtist/ComfyUI-CustomNodes" + ], + "install_type": "git-clone", + "description": "Nodes:Image Blending Mode Mask, Load Image With Bool, IPAdapter Mad Scientist Weight_Type, IPAdapter FaceID With Bool" + }, + { + "author": "wTechArtist", + "title": "ComfyUI-StableDelight-weiweiliang", + "reference": "https://github.com/wTechArtist/ComfyUI-StableDelight-weiweiliang", + "reference2": "https://github.com/wTechArtist/ComfyUI-WWL-StableDelight", + "files": [ + "https://github.com/wTechArtist/ComfyUI-StableDelight-weiweiliang" + ], + "install_type": "git-clone", + "description": "NODES: WWL_StableDelight" + }, + { + "author": "wTechArtist", + "title": "ComfyUI VVL Video Camera Advanced", + "reference": "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera_Advanced", + "files": [ + "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera_Advanced" + ], + "install_type": "git-clone", + "description": "A professional video camera parameter estimation toolkit based on the VGGT model." + }, + { + "author": "mullakhmetov", + "title": "comfyui_dynamic_util_nodes", + "reference": "https://github.com/mullakhmetov/comfyui_dynamic_util_nodes", + "files": [ + "https://github.com/mullakhmetov/comfyui_dynamic_util_nodes" + ], + "install_type": "git-clone", + "description": "ComfyS3 helpful util nodes for dynamic workflows" + }, + { + "author": "HECer", + "title": "ComfyUI-FilePathCreator", + "reference": "https://github.com/HECer/ComfyUI-FilePathCreator", + "files": [ + "https://github.com/HECer/ComfyUI-FilePathCreator" + ], + "install_type": "git-clone", + "description": "The ComfyUI-FilePathCreator is a custom node extension for ComfyUI designed to generate dynamic filenames based on user-defined parameters. This node helps streamline the process of creating organized and timestamped filenames, ideal for saving output files in a structured manner." + }, + { + "author": "adigayung", + "title": "ComfyUI-Translator", + "reference": "https://github.com/adigayung/ComfyUI-Translator", + "files": [ + "https://github.com/adigayung/ComfyUI-Translator" + ], + "install_type": "git-clone", + "description": "Auto translate all languages ​​to english" + }, + { + "author": "ZZXYWQ", + "title": "ZZX Nodes", + "id": "ZZXYWQ", + "reference": "https://github.com/ZZXYWQ/ComfyUI-ZZXYWQ", + "files": [ + "https://github.com/ZZXYWQ/ComfyUI-ZZXYWQ" + ], + "install_type": "git-clone", + "description": "Nodes: StreamRecorder, VideoFormatConverter, ZZX_PaintsUndo" + }, + { + "author": "SiliconFlow", + "title": "☁️BizyAir Nodes", + "id": "bizyair", + "reference": "https://github.com/siliconflow/BizyAir", + "files": [ + "https://github.com/siliconflow/BizyAir" + ], + "install_type": "git-clone", + "description": "[a/BizyAir](https://github.com/siliconflow/BizyAir) Comfy Nodes that can run in any environment." + }, + { + "author": "BenNarum", + "title": "ComfyUI_CAS", + "reference": "https://github.com/BenNarum/ComfyUI_CAS", + "files": [ + "https://github.com/BenNarum/ComfyUI_CAS" + ], + "install_type": "git-clone", + "description": "This extension provides nodes that allow experimentation with various elements (samplers, latent, activators, attenuator, scheulders, ...) of Stable Diffusion." + }, + { + "author": "Indra's Mirror", + "title": "ComfyUI-Documents", + "reference": "https://github.com/Excidos/ComfyUI-Documents", + "files": [ + "https://github.com/Excidos/ComfyUI-Documents" + ], + "install_type": "git-clone", + "description": "ComfyUI-Documents is a powerful extension for ComfyUI that enhances workflows with advanced document processing capabilities. It includes nodes for loading and parsing various document types (PDF, TXT, DOC, DOCX), converting PDF pages to images, splitting PDFs into individual pages, and selecting specific images from batches. Features include text extraction, image conversion, and seamless integration with existing ComfyUI projects." + }, + { + "author": "Indra's Mirror", + "title": "ComfyUI-Lumina-Next-SFT-DiffusersWrapper", + "reference": "https://github.com/Excidos/ComfyUI-Lumina-Next-SFT-DiffusersWrapper", + "files": [ + "https://github.com/Excidos/ComfyUI-Lumina-Next-SFT-DiffusersWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI-Lumina-Next-SFT-DiffusersWrapper is a custom node for ComfyUI that integrates the advanced Lumina-Next-SFT model. It offers high-quality image generation with features like time-aware scaling, optional ODE sampling, and support for high-resolution outputs. This node brings the power of the Lumina text-to-image pipeline directly into ComfyUI workflows, allowing for flexible and powerful image generation capabilities." + }, + { + "author": "Expo", + "title": "LM Studio Image to Text Node for ComfyUI", + "id": "comfyui-lmstudio-image-to-text-node", + "reference": "https://github.com/mattjohnpowell/comfyui-lmstudio-image-to-text-node", + "files": [ + "https://github.com/mattjohnpowell/comfyui-lmstudio-image-to-text-node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates LM Studio's vision models to generate text descriptions of images. It provides a flexible and customizable way to add image-to-text capabilities to your ComfyUI workflows, working with LM Studio's local API." + }, + { + "author": "injet-zhou", + "title": "comfyui_extra_api", + "reference": "https://github.com/injet-zhou/comfyui_extra_api", + "files": [ + "https://github.com/injet-zhou/comfyui_extra_api" + ], + "install_type": "git-clone", + "description": "Add more endpoints to make easy for utilizing ComfyUI API." + }, + { + "author": "leestuartx", + "title": "ComfyUI-GG", + "reference": "https://github.com/leestuartx/ComfyUI-GG", + "files": [ + "https://github.com/leestuartx/ComfyUI-GG" + ], + "install_type": "git-clone", + "description": "ComfyUI-GG is a collection of ComfyUI nodes designed to enhance productivity in image processing workflows. This plugin provides a set of custom nodes that perform various image manipulations and metadata extractions to streamline your tasks." + }, + { + "author": "mgfxer", + "title": "ComfyUI-FrameFX", + "reference": "https://github.com/mgfxer/ComfyUI-FrameFX", + "files": [ + "https://github.com/mgfxer/ComfyUI-FrameFX" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for frame interpolation and video processing in ComfyUI." + }, + { + "author": "Cyberschorsch", + "title": "ComfyUI Checkpoint Loader Config", + "reference": "https://github.com/Cyberschorsch/ComfyUI-checkpoint-config-loader", + "files": [ + "https://github.com/Cyberschorsch/ComfyUI-checkpoint-config-loader" + ], + "install_type": "git-clone", + "description": "Provides a custom node to load config for sampler nodes from a yaml file." + }, + { + "author": "fearnworks", + "title": "Fearnworks Nodes", + "id": "fearnworks", + "reference": "https://github.com/fearnworks/ComfyUI_FearnworksNodes", + "files": [ + "https://github.com/fearnworks/ComfyUI_FearnworksNodes" + ], + "install_type": "git-clone", + "description": "This extension provides various nodes to support multimodal workflows." + }, + { + "author": "807502278", + "title": "ComfyUI-3D-MeshTool", + "id": "3D-MeshTool", + "reference": "https://github.com/807502278/ComfyUI-3D-MeshTool", + "files": [ + "https://github.com/807502278/ComfyUI-3D-MeshTool" + ], + "install_type": "git-clone", + "description": "A simple 3D model processing tool within ComfyUI." + }, + { + "author": "807502278", + "title": "ComfyUI-WJNodes", + "reference": "https://github.com/807502278/ComfyUI-WJNodes", + "files": [ + "https://github.com/807502278/ComfyUI-WJNodes" + ], + "install_type": "git-clone", + "description": "Ready to use upon download. No need to install dependencies for the time being.\nIf there are new functions or suggestions, please provide feedback.\nAttention! The delfile node is not recommended for use on servers. I am not responsible for any losses incurred." + }, + { + "author": "807502278", + "title": "ComfyUI_MaskGCT", + "reference": "https://github.com/807502278/ComfyUI_MaskGCT", + "files": [ + "https://github.com/807502278/ComfyUI_MaskGCT" + ], + "install_type": "git-clone", + "description": "Suitable for Windows - MaskGCT ComfyUI Node Wrapping" + }, + { + "author": "JackEllie", + "title": "ComfyUI-AI-Assistant", + "id": "AI-Assistant", + "reference": "https://github.com/JackEllie/ComfyUI_AI_Assistant", + "files": [ + "https://github.com/JackEllie/ComfyUI_AI_Assistant" + ], + "install_type": "git-clone", + "description": "ComfyUI native implementation of [a/AI-Assistant](https://github.com/tori29umai0123/AI-Assistant)." + }, + { + "author": "APZmedia", + "title": "APZmedia Naming Tools", + "reference": "https://github.com/APZmedia/ComfyUI-APZmedia-cleanName-from-string", + "files": [ + "https://github.com/APZmedia/ComfyUI-APZmedia-cleanName-from-string" + ], + "install_type": "git-clone", + "description": "A comprehensive set of naming tools for ComfyUI to build, sanitize, and manage file names and paths." + }, + { + "author": "APZmedia", + "title": "APZmedia Fast Image Save Node", + "reference": "https://github.com/APZmedia/APZmedia-comfyui-fast-image-save", + "files": [ + "https://github.com/APZmedia/APZmedia-comfyui-fast-image-save" + ], + "install_type": "git-clone", + "description": "This node for ComfyUI allows saving images with an optional alpha channel (transparency). It supports saving images in formats like PNG, JPEG, and WebP." + }, + { + "author": "APZmedia", + "title": "APZmedia Together Image Generator for ComfyUI", + "reference": "https://github.com/APZmedia/APZmedia-comfy-together-lora", + "files": [ + "https://github.com/APZmedia/APZmedia-comfy-together-lora" + ], + "install_type": "git-clone", + "description": "A ComfyUI node to implement Together AI API image generation" + }, + { + "author": "APZmedia", + "title": "ComfyUI Color Profile Reader", + "reference": "https://github.com/APZmedia/ComfyUI-color-tools", + "files": [ + "https://github.com/APZmedia/ComfyUI-color-tools" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of color manipulation and analysis nodes for ComfyUI" + }, + { + "author": "APZmedia", + "title": "NormalMapLightEstimator", + "reference": "https://github.com/APZmedia/Comfyui-LightDirection-estimation", + "files": [ + "https://github.com/APZmedia/Comfyui-LightDirection-estimation" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for estimating light direction and quality from normal maps using luma masking. The system analyzes surface normals to infer lighting information for downstream tasks like adaptive relighting, directional masking, or stylized effects." + }, + { + "author": "APZmedia", + "title": "ComfyUI DreamLight Node", + "reference": "https://github.com/APZmedia/ComfyUI-Dreamlight", + "files": [ + "https://github.com/APZmedia/ComfyUI-Dreamlight" + ], + "install_type": "git-clone", + "description": "Comfyui wrapper of Dreamlight by yongliu20" + }, + { + "author": "N3rd00d", + "title": "ComfyUI-Paint3D-Nodes", + "id": "paint3d", + "reference": "https://github.com/N3rd00d/ComfyUI-Paint3D-Nodes", + "files": [ + "https://github.com/N3rd00d/ComfyUI-Paint3D-Nodes" + ], + "install_type": "git-clone", + "description": "Paint3D Nodes is a custom ComfyUI node for 3D model texture inpainting based on [a/Paint3D](https://arxiv.org/pdf/2312.13913)." + }, + { + "author": "sn0w12", + "title": "ComfyUI-Sn0w-Scripts", + "reference": "https://github.com/sn0w12/ComfyUI-Sn0w-Scripts", + "files": [ + "https://github.com/sn0w12/ComfyUI-Sn0w-Scripts" + ], + "install_type": "git-clone", + "description": "A collection of nodes and improvements created for general ease and lora management. These are just nodes I made and found useful, they should work with most other nodes. Most nodes that take in a prompt are made with booru tags in mind and might not work as expected with other prompts." + }, + { + "author": "sn0w12", + "title": "ComfyUI-Syntax-Highlighting", + "reference": "https://github.com/sn0w12/ComfyUI-Syntax-Highlighting", + "files": [ + "https://github.com/sn0w12/ComfyUI-Syntax-Highlighting" + ], + "install_type": "git-clone", + "description": "Syntax highlighting and other quality of life improvements for ComfyUI." + }, + { + "author": "MiaoshouAI", + "title": "ComfyUI-Miaoshouai-Tagger", + "id": "miaoshouai-tagger", + "reference": "https://github.com/miaoshouai/ComfyUI-Miaoshouai-Tagger", + "files": [ + "https://github.com/miaoshouai/ComfyUI-Miaoshouai-Tagger" + ], + "install_type": "git-clone", + "description": "Nodes to use Florence2 VLM for image tagging and captioning" + }, + { + "author": "MiaoshouAI", + "title": "ComfyUI Video Segmentation Node", + "reference": "https://github.com/miaoshouai/ComfyUI-Video-Segmentation", + "files": [ + "https://github.com/miaoshouai/ComfyUI-Video-Segmentation" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for automatic video scene segmentation using TransNetV2." + }, + { + "author": "Patricio Gonzalez Vivo", + "title": "GLSL Nodes", + "reference": "https://github.com/patriciogonzalezvivo/comfyui_glslnodes", + "files": [ + "https://github.com/patriciogonzalezvivo/comfyui_glslnodes" + ], + "install_type": "git-clone", + "description": "A collections of nodes to support GLSL shaders inside a workflow. Provides nodes: glslViewer, glslEditor, glslEditorPro, int, float, vec2, vec3 and vec4." + }, + { + "author": "2kpr", + "title": "ComfyUI-UltraPixel", + "id": "comfyui-ultrapixel", + "reference": "https://github.com/2kpr/ComfyUI-UltraPixel", + "files": [ + "https://github.com/2kpr/ComfyUI-UltraPixel" + ], + "install_type": "git-clone", + "description": "Implementation of UltraPixel on ComfyUI" + }, + { + "author": "LightSketch-ai", + "title": "ComfyUI-LivePortraitNode (Replicate API)", + "id": "lightsketchlp", + "reference": "https://github.com/LightSketch-ai/ComfyUI-LivePortraitNode", + "files": [ + "https://github.com/LightSketch-ai/ComfyUI-LivePortraitNode" + ], + "install_type": "git-clone", + "description": "Two simple to install nodes to get Live Portrait working in ComfyUI without the need for a fancy GPU (Replicate account needed)." + }, + { + "author": "aaronchm", + "title": "z-a1111-sd-webui-DanTagGen", + "id": "z-a1111-sd-webui-DanTagGen", + "reference": "https://github.com/Aaron-CHM/ComfyUI-z-a1111-sd-webui-DanTagGen", + "files": [ + "https://github.com/Aaron-CHM/ComfyUI-z-a1111-sd-webui-DanTagGen" + ], + "install_type": "git-clone", + "description": "Improved DanTagGen implementation that posesses all functionality of the A1111 webui extension." + }, + { + "author": "mikebilly", + "title": "Transparent-background-comfyUI", + "id": "transparent-background-comfyui", + "reference": "https://github.com/mikebilly/Transparent-background-comfyUI", + "files": [ + "https://github.com/mikebilly/Transparent-background-comfyUI" + ], + "install_type": "git-clone", + "description": "Removes background using Transparent Background" + }, + { + "author": "un-seen", + "title": "comfyui-tensorop", + "id": "comfyui-tensorop", + "reference": "https://github.com/un-seen/comfyui-tensorops", + "files": [ + "https://github.com/un-seen/comfyui-tensorops" + ], + "install_type": "git-clone", + "description": "Nodes to perform tensor operations in ComfyUI" + }, + { + "author": "un-seen", + "title": "ComfyUI Segment Anything", + "reference": "https://github.com/un-seen/comfyui_segment_anything_plus", + "files": [ + "https://github.com/un-seen/comfyui_segment_anything_plus" + ], + "install_type": "git-clone", + "description": "This project is a ComfyUI version of [a/sd-webui-segment-anything](https://github.com/continue-revolution/sd-webui-segment-anything). At present, only the most core functionalities have been implemented. I would like to express my gratitude to [a/continue-revolution](https://github.com/continue-revolution) for their preceding work on which this is based." + }, + { + "author": "john-mnz", + "title": "ComfyUI-Inspyrenet-Rembg", + "id": "inspyrenet", + "reference": "https://github.com/john-mnz/ComfyUI-Inspyrenet-Rembg", + "files": [ + "https://github.com/john-mnz/ComfyUI-Inspyrenet-Rembg" + ], + "install_type": "git-clone", + "description": "ComfyUI node for background removal, implementing [a/InSPyReNet](https://github.com/plemeri/InSPyReNet)" + }, + { + "author": "Koushakur", + "title": "ComfyUI-DenoiseChooser", + "id": "denoise-chooser", + "reference": "https://github.com/Koushakur/ComfyUI-DenoiseChooser", + "files": [ + "https://github.com/Koushakur/ComfyUI-DenoiseChooser" + ], + "install_type": "git-clone", + "description": "The latent gets passed straight through unaltered, if it's empty (i.e from a 'Empty Latent Image' node) FLOAT outputs the first value, otherwise it outputs the second value" + }, + { + "author": "ycchanau", + "title": "ComfyUI Preview Magnifier", + "id": "magnifier", + "reference": "https://github.com/ycchanau/ComfyUI_Preview_Magnifier", + "files": [ + "https://github.com/ycchanau/ComfyUI_Preview_Magnifier" + ], + "install_type": "git-clone", + "description": "Custom nodes that preview image with a magnifier." + }, + { + "author": "lrzjason", + "title": "Comfyui Kolors Utils", + "reference": "https://github.com/lrzjason/Comfyui-Kolors-Utils", + "files": [ + "https://github.com/lrzjason/Comfyui-Kolors-Utils" + ], + "install_type": "git-clone", + "description": "NODES: Save Weight As Kolors Unet, Save Kolors" + }, + { + "author": "lrzjason", + "title": "Comfyui-In-Context-Lora-Utils", + "reference": "https://github.com/lrzjason/Comfyui-In-Context-Lora-Utils", + "files": [ + "https://github.com/lrzjason/Comfyui-In-Context-Lora-Utils" + ], + "install_type": "git-clone", + "description": "NODES: Add Mask For IC Lora, Create Context Window, Concatenate Context Window, Auto Patch" + }, + { + "author": "lrzjason", + "title": "ComfyUIJasonNode", + "reference": "https://github.com/lrzjason/ComfyUIJasonNode", + "files": [ + "https://raw.githubusercontent.com/lrzjason/ComfyUIJasonNode/main/SDXLMixSampler.py", + "https://raw.githubusercontent.com/lrzjason/ComfyUIJasonNode/main/LatentByRatio.py" + ], + "install_type": "copy", + "description": "NODES: SDXLMixSampler, LatentByRatio" + }, + { + "author": "lrzjason", + "title": "Comfyui-ThinkRemover", + "reference": "https://github.com/lrzjason/Comfyui-ThinkRemover", + "files": [ + "https://github.com/lrzjason/Comfyui-ThinkRemover" + ], + "install_type": "git-clone", + "description": "Remove content inside 'think' tag from reasoning llm" + }, + { + "author": "lrzjason", + "title": "ComfyUI Watermark Detection Node", + "reference": "https://github.com/lrzjason/ComfyUI-Watermark-Detection", + "files": [ + "https://github.com/lrzjason/ComfyUI-Watermark-Detection" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides watermark detection capabilities using a YOLO model trained by [a/fancyfeast](https://huggingface.co/fancyfeast), the creator of JoyCaption. The model is originally hosted at [a/Hugging Face Space](https://huggingface.co/spaces/fancyfeast/joycaption-watermark-detection)." + }, + { + "author": "lrzjason", + "title": "Comfyui-QwenEditUtils", + "reference": "https://github.com/lrzjason/Comfyui-QwenEditUtils", + "files": [ + "https://github.com/lrzjason/Comfyui-QwenEditUtils" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for Qwen-based image editing in ComfyUI." + }, + { + "author": "lrzjason", + "title": "Comfyui-LoraUtils", + "reference": "https://github.com/lrzjason/Comfyui-LoraUtils", + "files": [ + "https://github.com/lrzjason/Comfyui-LoraUtils" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for lora operations in ComfyUI." + }, + { + "author": "lrzjason", + "title": "Comfyui-LatentUtils", + "reference": "https://github.com/lrzjason/Comfyui-LatentUtils", + "files": [ + "https://github.com/lrzjason/Comfyui-LatentUtils" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node performing selective latent denoising and detail enhancement using Fourier Transform (FFT) to separate and enhance image frequencies while suppressing noise. (Description by CC)" + }, + { + "author": "cozy_comm", + "title": "Cozy Communication", + "id": "cozy_comm", + "reference": "https://github.com/cozy-comfyui/cozy_comm", + "files": [ + "https://github.com/cozy-comfyui/cozy_comm" + ], + "nodename_pattern": " \\(cozy\\)", + "install_type": "git-clone", + "description": "Post images and video to Discord. Nodes to facilitate communication using REST." + }, + { + "author": "RhizoNymph", + "title": "ComfyUI-Latte", + "id": "latte", + "reference": "https://github.com/RhizoNymph/ComfyUI-Latte", + "files": [ + "https://github.com/RhizoNymph/ComfyUI-Latte" + ], + "install_type": "git-clone", + "description": "Nodes to use [a/latte](https://github.com/Vchitect/Latte) for text to video generation" + }, + { + "author": "RhizoNymph", + "title": "ComfyUI-CLIPSlider", + "id": "clipslider", + "reference": "https://github.com/RhizoNymph/ComfyUI-CLIPSlider", + "files": [ + "https://github.com/RhizoNymph/ComfyUI-CLIPSlider" + ], + "install_type": "git-clone", + "description": "A node to replicate [a/https://huggingface.co/spaces/latentexplorers/latentnavigation-flux](A node to replicate https://huggingface.co/spaces/latentexplorers/latentnavigation-flux)" + }, + { + "author": "RhizoNymph", + "title": "ComfyUI-ColorWheel", + "reference": "https://github.com/RhizoNymph/ComfyUI-ColorWheel", + "files": [ + "https://github.com/RhizoNymph/ComfyUI-ColorWheel" + ], + "install_type": "git-clone", + "description": "NODES:Color Wheel Generator" + }, + { + "author": "Marksusu", + "title": "ComfyUI_MTCLIPEncode", + "id": "mtclipencode", + "reference": "https://github.com/Marksusu/ComfyUI_MTCLIPEncode", + "files": [ + "https://github.com/Marksusu/ComfyUI_MTCLIPEncode" + ], + "install_type": "git-clone", + "description": "MTCLIPEncode: An extension for ComfyUI's CLIPTextEncode node, offering multilingual translation (using MarianMT) and prompt enhancement (using Ollama). Seamlessly translate your native language prompts into English and further optimize them for generating your desired images with Stable Diffusion. Supports Krita AI Diffusion." + }, + { + "author": "fssorc", + "title": "ComfyUI_FaceShaper", + "id": "facesharper", + "reference": "https://github.com/fssorc/ComfyUI_FaceShaper", + "files": [ + "https://github.com/fssorc/ComfyUI_FaceShaper" + ], + "install_type": "git-clone", + "description": "Match two faces' shape before using other face swap nodes\nFace-swapping tools typically only replace facial features during the swap, without altering the facial shape. When there is a significant difference in facial shape between the target person and the person in the original photo, the result of the face swap is less satisfactory.\nThis project is a small script that can first liquefy and stretch the face in the original photo according to the horizontal and vertical proportions of the target person's facial contour. The resulting image can be used as input for other face-swapping nodes." + }, + { + "author": "fssorc", + "title": "ComfyUI_pose_inter", + "reference": "https://github.com/fssorc/ComfyUI_pose_inter", + "files": [ + "https://github.com/fssorc/ComfyUI_pose_inter" + ], + "install_type": "git-clone", + "description": "Generate transition frames between two character posture images. The prerequisite for running is to have installed comfyui_controlnet_aux, using its Open Pose or DWPose preprocessor" + }, + { + "author": "fssorc", + "title": "ComfyUI_FFT", + "reference": "https://github.com/fssorc/ComfyUI_FFT", + "files": [ + "https://github.com/fssorc/ComfyUI_FFT" + ], + "install_type": "git-clone", + "description": "Perform a Fast Fourier Transform on the image, and then users can freely select the filtering range to filter the image. The main function is to remove the grid patterns on the image, and it can also perform high-pass filtering and low-pass filtering. The detailed workflow is shown in the figure below. The PNG file contains the ComfyUI workflow.The working principle is similar to the FFT filter in Photoshop." + }, + { + "author": "fssorc", + "title": "ComfyUI_RopeWrapper", + "reference": "https://github.com/fssorc/ComfyUI_RopeWrapper", + "files": [ + "https://github.com/fssorc/ComfyUI_RopeWrapper" + ], + "install_type": "git-clone", + "description": "Wrap Rope into ComfyUI, do a little change to use in ComfyUI. All credit goes to Hillobar and his ROPE [ㅁ/https://github.com/Hillobar/Rope](https://github.com/Hillobar/Rope)" + }, + { + "author": "BetaDoggo", + "title": "ComfyUI YetAnotherSafetyChecker", + "id": "yetanothersafetychecker", + "reference": "https://github.com/BetaDoggo/ComfyUI-YetAnotherSafetyChecker", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-YetAnotherSafetyChecker" + ], + "install_type": "git-clone", + "description": "Just a simple node to filter out NSFW outputs. This node utilizes [a/AdamCodd/vit-base-nsfw-detector](https://huggingface.co/AdamCodd/vit-base-nsfw-detector) to score the outputs. I chose this model because it's small, fast, and performed very well in my testing. Nudity tends to be scored in the 0.95+ range, but I've set the default to 0.8 as a safe baseline." + }, + { + "author": "BetaDoggo", + "title": "neggles/ComfyUI-WDV-Nodes [gist-wrapper]", + "reference": "https://github.com/BetaDoggo/ComfyUI-WDV-Nodes", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-WDV-Nodes" + ], + "install_type": "git-clone", + "description": "100% of code taken from [a/https://gist.github.com/neggles/ecb6327251a9e274428d07636c727eb9](https://gist.github.com/neggles/ecb6327251a9e274428d07636c727eb9)." + }, + { + "author": "BetaDoggo", + "title": "ComfyUI Video Player", + "id": "videoplayer", + "reference": "https://github.com/BetaDoggo/ComfyUI-VideoPlayer", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-VideoPlayer" + ], + "install_type": "git-clone", + "description": "A silly POC Video Player for ComfyUI" + }, + { + "author": "BetaDoggo", + "title": "Gatcha Embeddings", + "reference": "https://github.com/BetaDoggo/ComfyUI-Gatcha-Embedding", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-Gatcha-Embedding" + ], + "install_type": "git-clone", + "description": "A revolutionary technique for increasing output variety." + }, + { + "author": "BetaDoggo", + "title": "ComfyUI-FastSDCPU", + "reference": "https://github.com/BetaDoggo/ComfyUI-FastSDCPU", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-FastSDCPU" + ], + "install_type": "git-clone", + "description": "A set of nodes for interfacing with the FastSDCPU webserver." + }, + { + "author": "BetaDoggo", + "title": "ComfyUI-Cloud-APIs", + "reference": "https://github.com/BetaDoggo/ComfyUI-Cloud-APIs", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-Cloud-APIs" + ], + "install_type": "git-clone", + "description": "Nodes for using models from online providers. Flux, Auraflow, SoteDiffusion, etc." + }, + { + "author": "WX-NPS1598", + "title": "Auto Crop By NPS", + "id": "autocrop-nps", + "reference": "https://github.com/WX-NPS1598/ComfyUI-Auto_Crop_By_NPS", + "files": [ + "https://github.com/WX-NPS1598/ComfyUI-Auto_Crop_By_NPS" + ], + "install_type": "git-clone", + "description": "A very useful automatic cropping tool! It can realize cropping, expansion and rotation functions in the form of a slider. " + }, + { + "author": "googincheng", + "title": "ComfyUX", + "id": "comfyux", + "reference": "https://github.com/googincheng/ComfyUX", + "files": [ + "https://github.com/googincheng/ComfyUX" + ], + "install_type": "git-clone", + "description": "Better user experience plugin for ComfyUI." + }, + { + "author": "wootwootwootwoot", + "title": "ComfyUI-RK-Sampler", + "id": "rk_sampler", + "reference": "https://github.com/wootwootwootwoot/ComfyUI-RK-Sampler", + "reference2": "https://github.com/memmaptensor/ComfyUI-RK-Sampler", + "files": [ + "https://github.com/wootwootwootwoot/ComfyUI-RK-Sampler" + ], + "install_type": "git-clone", + "description": "Batched Runge-Kutta Samplers for ComfyUI" + }, + { + "author": "Fantasy AI Studio", + "title": "FAI-Node", + "id": "FAI-Node", + "reference": "https://github.com/alanhuang67/ComfyUI-FAI-Node", + "files": [ + "https://github.com/alanhuang67/ComfyUI-FAI-Node" + ], + "install_type": "git-clone", + "description": "Various custom nodes for ComfyUI" + }, + { + "author": "MuziekMagie", + "title": "ComfyUI-Matchering", + "id": "matchering", + "reference": "https://github.com/MuziekMagie/ComfyUI-Matchering", + "files": [ + "https://github.com/MuziekMagie/ComfyUI-Matchering" + ], + "install_type": "git-clone", + "description": "A [a/Matchering](https://github.com/sergree/matchering)-node for ComfyUI.\nNOTE: You take TWO audio files and feed them into Matchering" + }, + { + "author": "Mintbeer96", + "title": "ComfyUI-KerasOCR", + "reference": "https://github.com/Mintbeer96/ComfyUI-KerasOCR", + "files": [ + "https://github.com/Mintbeer96/ComfyUI-KerasOCR" + ], + "install_type": "git-clone", + "description": "An OCR node for detect text in image and returns covering mask." + }, + { + "author": "pikenrover", + "title": "ComfyUI_PRNodes", + "reference": "https://github.com/pikenrover/ComfyUI_PRNodes", + "files": [ + "https://github.com/pikenrover/ComfyUI_PRNodes" + ], + "install_type": "git-clone", + "description": "Nodes:RandomPrompt, RandomPromptMixed, ImageScaleTo, EmptyLatentImageScaleBy, LoraLoaderExtended, Save Image w/Metadata, CheckpointLoaderSimpleExtended" + }, + { + "author": "EnragedAntelope", + "title": "ComfyUI-ConstrainResolution", + "reference": "https://github.com/EnragedAntelope/ComfyUI-ConstrainResolution", + "files": [ + "https://github.com/EnragedAntelope/ComfyUI-ConstrainResolution" + ], + "install_type": "git-clone", + "description": "Given min/max resolution constraints, this automatically suggests optimal dimensions while preserving aspect ratio. Ideal for Image to Image (I2I) and Image to Video (I2V) workflows!" + }, + { + "author": "EnragedAntelope", + "title": "ComfyUI-EACloudNodes", + "reference": "https://github.com/EnragedAntelope/ComfyUI-EACloudNodes", + "files": [ + "https://github.com/EnragedAntelope/ComfyUI-EACloudNodes" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes for interacting with various cloud services. These nodes are designed to work with any ComfyUI instance, including cloud-hosted environments (such as MimicPC) where users may have limited system access." + }, + { + "author": "EnragedAntelope", + "title": "ComfyUI-ReLight", + "reference": "https://github.com/EnragedAntelope/comfyui-relight", + "files": [ + "https://github.com/EnragedAntelope/comfyui-relight" + ], + "install_type": "git-clone", + "description": "Transform your images with cinematic lighting effects in a single click! ReLight is a powerful ComfyUI node that adds professional-grade lighting capabilities including multiple light sources, rim lighting, and 3D lighting simulation." + }, + { + "author": "jn-jairo", + "title": "JNComfy", + "reference": "https://github.com/jn-jairo/jn_comfyui", + "files": [ + "https://github.com/jn-jairo/jn_comfyui" + ], + "install_type": "git-clone", + "description": "ComfyUI extension with patches and nodes.\nPatches:Preview device, Extension device, Temperature, Memory estimation, Optimizations, Easy generic inputs, Easy multiple inputs.\nNODES: Image nodes, Image/Area nodes, Image/Blip nodes, Image/Face nodes, Sampling nodes, Patch nodes, Primitive nodes, Primitive/Conversion nodes, Primitive/Process nodes, Workflow nodes, etc..." + }, + { + "author": "akierson", + "title": "comfyui-colornodes", + "reference": "https://github.com/akierson/comfyui-colornodes", + "files": [ + "https://github.com/akierson/comfyui-colornodes" + ], + "install_type": "git-clone", + "description": "Basic Color Nodes for ComfyUI" + }, + { + "author": "akierson", + "title": "ComfyUI-textnodes", + "reference": "https://github.com/akierson/ComfyUI-textnodes", + "files": [ + "https://github.com/akierson/ComfyUI-textnodes" + ], + "install_type": "git-clone", + "description": "Misc Text Nodes for Comfy UI" + }, + { + "author": "ai-shizuka", + "title": "ComfyUI-tbox", + "reference": "https://github.com/ai-shizuka/ComfyUI-tbox", + "files": [ + "https://github.com/ai-shizuka/ComfyUI-tbox" + ], + "install_type": "git-clone", + "description": "Nodes:ImageLoader, ImageSaver, ImagesSaver, ImageResize, ImageSize, GFPGANNode, MaskAddNode, Video Load, ..." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-Image-Captioner", + "id": "image-captioner", + "reference": "https://github.com/neverbiasu/ComfyUI-Image-Captioner", + "files": [ + "https://github.com/neverbiasu/ComfyUI-Image-Captioner" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for generating captions for your images. Runs on your own system, no external services used, no filter.\nUses various VLMs with APIs to generate captions for images. You can give instructions or ask questions in natural language." + }, + { + "author": "neverbiasu", + "title": "ComfyUI SAM2(Segment Anything 2)", + "id": "sam2", + "reference": "https://github.com/neverbiasu/ComfyUI-SAM2", + "files": [ + "https://github.com/neverbiasu/ComfyUI-SAM2" + ], + "install_type": "git-clone", + "description": "This project adapts the SAM2 to incorporate functionalities from [a/comfyui_segment_anything](https://github.com/storyicon/comfyui_segment_anything). Many thanks to continue-revolution for their foundational work." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-StyleShot", + "reference": "https://github.com/neverbiasu/ComfyUI-StyleShot", + "files": [ + "https://github.com/neverbiasu/ComfyUI-StyleShot" + ], + "install_type": "git-clone", + "description": "This project integrates [a/StyleShot](https://github.com/open-mmlab/StyleShot) functionality into ComfyUI, thanks to the foundational work by continue-revolution." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-Dashscope", + "reference": "https://github.com/neverbiasu/ComfyUI-Dashscope", + "files": [ + "https://github.com/neverbiasu/ComfyUI-Dashscope" + ], + "install_type": "git-clone", + "description": "This project adapts the dashscope([a/aliyun-bailian](https://bailian.console.aliyun.com)) api into ComfyUI." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-ChatTTS", + "reference": "https://github.com/neverbiasu/ComfyUI-ChatTTS", + "files": [ + "https://github.com/neverbiasu/ComfyUI-ChatTTS" + ], + "install_type": "git-clone", + "description": "A ComfyUI integration for [a/ChatTTS](https://github.com/2noise/ChatTTS), enabling high-quality, controllable text-to-speech generation directly in your ComfyUI workflows." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-BAGEL", + "reference": "https://github.com/neverbiasu/ComfyUI-BAGEL", + "files": [ + "https://github.com/neverbiasu/ComfyUI-BAGEL" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package based on the BAGEL-7B-MoT multimodal model." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-Ovis-U1", + "reference": "https://github.com/neverbiasu/ComfyUI-Ovis-U1", + "files": [ + "https://github.com/neverbiasu/ComfyUI-Ovis-U1" + ], + "install_type": "git-clone", + "description": "This repository adds ComfyUI custom nodes that wrap the Ovis-U1 multimodal model, exposing three primary workflows inside the ComfyUI editor." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-ModelScope", + "reference": "https://github.com/neverbiasu/ComfyUI-ModelScope", + "files": [ + "https://github.com/neverbiasu/ComfyUI-ModelScope" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package for ModelScope API integration, providing seamless access to ModelScope's powerful AI models including Large Language Models (LLM), Vision-Language Models (VLM), and Image Generation capabilities." + }, + { + "author": "var1ableX", + "title": "ComfyUI_Accessories", + "reference": "https://github.com/var1ableX/ComfyUI_Accessories", + "files": [ + "https://github.com/var1ableX/ComfyUI_Accessories" + ], + "install_type": "git-clone", + "description": "Get Mask Dimensions" + }, + { + "author": "Makki_Shizu", + "title": "comfyui_reimgsize", + "id": "reimgsize", + "reference": "https://github.com/MakkiShizu/comfyui_reimgsize", + "files": [ + "https://github.com/MakkiShizu/comfyui_reimgsize" + ], + "install_type": "git-clone", + "description": "a simple resize image node(s) in comfyui. This repository is not specific to the length and width values of an image, but focuses more on adjusting the total pixel count, side length specifications, and size ratios of the image." + }, + { + "author": "Makki_Shizu", + "title": "ComfyUI-Prompt-Wildcards", + "id": "Prompt-Wildcards", + "reference": "https://github.com/MakkiShizu/ComfyUI-Prompt-Wildcards", + "files": [ + "https://github.com/MakkiShizu/ComfyUI-Prompt-Wildcards" + ], + "install_type": "git-clone", + "description": "Optional wildcards in ComfyUI" + }, + { + "author": "Makki_Shizu", + "title": "ComfyUI-Qwen2_5-VL", + "id": "Qwen2_5-VL", + "reference": "https://github.com/MakkiShizu/ComfyUI-Qwen2_5-VL", + "files": [ + "https://github.com/MakkiShizu/ComfyUI-Qwen2_5-VL" + ], + "install_type": "git-clone", + "description": "Qwen2.5-VL in ComfyUI" + }, + { + "author": "Makki_Shizu", + "title": "ComfyUI-MakkiTools", + "id": "MakkiTools", + "reference": "https://github.com/MakkiShizu/ComfyUI-MakkiTools", + "files": [ + "https://github.com/MakkiShizu/ComfyUI-MakkiTools" + ], + "install_type": "git-clone", + "description": "Makki's self custom nodes for ComfyUI." + }, + { + "author": "MakkiShizu", + "title": "ComfyUI-animetimm", + "reference": "https://github.com/MakkiShizu/ComfyUI-animetimm", + "files": [ + "https://github.com/MakkiShizu/ComfyUI-animetimm" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for tagging anime images using TIMM models from animetimm, supporting general tags, character tags, artist tags, and rating tags with batch image processing." + }, + { + "author": "JosefKuchar", + "title": "ComfyUI-AdvancedTiling", + "reference": "https://github.com/JosefKuchar/ComfyUI-AdvancedTiling", + "files": [ + "https://github.com/JosefKuchar/ComfyUI-AdvancedTiling" + ], + "install_type": "git-clone", + "description": "Advanced tiling of various shapes for ComfyUI" + }, + { + "author": "Parameshvadivel", + "title": "ComfyUI-SVGview", + "id": "svgview", + "reference": "https://github.com/Parameshvadivel/ComfyUI-SVGview", + "files": [ + "https://github.com/Parameshvadivel/ComfyUI-SVGview" + ], + "install_type": "git-clone", + "description": "Nodes:Preview SVG" + }, + { + "author": "Visionatrix", + "title": "ComfyUI-Visionatrix", + "id": "visionatrix", + "reference": "https://github.com/Visionatrix/ComfyUI-Visionatrix", + "files": [ + "https://github.com/Visionatrix/ComfyUI-Visionatrix" + ], + "install_type": "git-clone", + "description": "The ComfyUI-Visionatrix nodes are designed for convenient ComfyUI to [a/Visionatrix](https://github.com/Visionatrix/Visionatrix) workflow support migration, in particular to extract prompt input params (input, textarea, checkbox, select, range, file) to be used in simplified Visionatrix UI." + }, + { + "author": "Visionatrix", + "title": "ComfyUI-RemoteVAE", + "reference": "https://github.com/Visionatrix/ComfyUI-RemoteVAE", + "files": [ + "https://github.com/Visionatrix/ComfyUI-RemoteVAE" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for Remote VAE Decoding." + }, + { + "author": "Visionatrix", + "title": "ComfyUI-Gemini", + "reference": "https://github.com/Visionatrix/ComfyUI-Gemini", + "files": [ + "https://github.com/Visionatrix/ComfyUI-Gemini" + ], + "install_type": "git-clone", + "description": "Nodes for Google Gemini API, focusing on backward compatibility and stability within ComfyUI." + }, + { + "author": "liangt", + "title": "comfyui-loadimagewithsubfolder", + "reference": "https://github.com/liangt/comfyui-loadimagewithsubfolder", + "files": [ + "https://github.com/liangt/comfyui-loadimagewithsubfolder" + ], + "install_type": "git-clone", + "description": "Extend LoadImage node with subfolder support" + }, + { + "author": "vault-developer", + "title": "ImageBlender", + "reference": "https://github.com/vault-developer/comfyui-image-blender", + "files": [ + "https://github.com/vault-developer/comfyui-image-blender" + ], + "install_type": "git-clone", + "description": "ComfyuiImageBlender is a custom node for ComfyUI. It may be used to blend two images together using a specified blending mode." + }, + { + "author": "gisu", + "title": "foxpack", + "id": "foxp", + "reference": "https://github.com/gisu/comfyui-foxpack", + "files": [ + "https://github.com/gisu/comfyui-foxpack" + ], + "install_type": "git-clone", + "description": "Collection of nodes for the automation of workflows" + }, + { + "author": "webfiltered", + "title": "WTF? - a debug node for ComfyUI", + "id": "debugnode", + "reference": "https://github.com/webfiltered/DebugNode-ComfyUI", + "files": [ + "https://github.com/webfiltered/DebugNode-ComfyUI" + ], + "install_type": "git-clone", + "description": "This node provides a simple way to view the output of many nodes, without leaving ComfyUI." + }, + { + "author": "pzc163", + "title": "Comfyui-CatVTON", + "id": "comfyui-catvton", + "reference": "https://github.com/pzc163/Comfyui-CatVTON", + "files": [ + "https://github.com/pzc163/Comfyui-CatVTON" + ], + "install_type": "git-clone", + "description": "Comfyui-CatVTON This repository is the modified official Comfyui node of CatVTON, which is a simple and efficient virtual try-on diffusion model with 1) Lightweight Network (899.06M parameters totally), 2) Parameter-Efficient Training (49.57M parameters trainable) 3) Simplified Inference (< 8G VRAM for 1024X768 resolution).\nThe original GitHub project is [a/https://github.com/Zheng-Chong/CatVTON](https://github.com/Zheng-Chong/CatVTON)" + }, + { + "author": "pzc163", + "title": "Comfyui_MiniCPMv2_6-prompt-generator", + "id": "Comfyui_MiniCPMv2_6-prompt-generator", + "reference": "https://github.com/pzc163/Comfyui_MiniCPMv2_6-prompt-generator", + "files": [ + "https://github.com/pzc163/Comfyui_MiniCPMv2_6-prompt-generator" + ], + "install_type": "git-clone", + "description": "This is an implementation of [MiniCPMv2_6-prompt-generator](https://huggingface.co/pzc163/MiniCPMv2_6-prompt-generator) by [ComfyUI](https://github.com/comfyanonymous/ComfyUI), including support for single-image caption, generate prompt by upload image and batch-images Prompt generation." + }, + { + "author": "aisabervisionlab", + "title": "ComfyUI_merge_ASVL", + "id": "merge-asvl", + "reference": "https://github.com/aisabervisionlab/ComfyUI_merge_ASVL", + "files": [ + "https://github.com/aisabervisionlab/ComfyUI_merge_ASVL" + ], + "install_type": "git-clone", + "description": "This is a simple node for connecting images. For pictures of the same size, users can choose to fill in vertical in the parameter to connect the pictures vertically or fill in horizontal to connect the pictures horizontally." + }, + { + "author": "akatz-ai", + "title": "Akatz Custom Nodes", + "id": "akatz-ai", + "reference": "https://github.com/akatz-ai/ComfyUI-AKatz-Nodes", + "files": [ + "https://github.com/akatz-ai/ComfyUI-AKatz-Nodes" + ], + "install_type": "git-clone", + "description": "Simple custom node pack for nodes I use in my workflows. Includes Dilate Mask Linear for animating masks." + }, + { + "author": "akatz-ai", + "title": "🌊 Depthflow Nodes", + "id": "depthflow-akatz-ai", + "reference": "https://github.com/akatz-ai/ComfyUI-Depthflow-Nodes", + "files": [ + "https://github.com/akatz-ai/ComfyUI-Depthflow-Nodes" + ], + "install_type": "git-clone", + "description": "Implementation of DepthFlow nodes for ComfyUI, adds a 2.5D parallax effect to images and videos. Compatible with Ryan's Flex system." + }, + { + "author": "akatz-ai", + "title": "DepthCrafter Nodes", + "id": "depthcrafter-akatz-ai", + "reference": "https://github.com/akatz-ai/ComfyUI-DepthCrafter-Nodes", + "files": [ + "https://github.com/akatz-ai/ComfyUI-DepthCrafter-Nodes" + ], + "install_type": "git-clone", + "description": "Implementation of DepthCrafter nodes for ComfyUI, create consistent depth maps for your videos." + }, + { + "author": "akatz-ai", + "title": "ComfyUI-X-Portrait-Nodes", + "id": "comfyui-x-portrait-nodes", + "reference": "https://github.com/akatz-ai/ComfyUI-X-Portrait-Nodes", + "files": [ + "https://github.com/akatz-ai/ComfyUI-X-Portrait-Nodes" + ], + "install_type": "git-clone", + "description": "Implementation of X-Portrait nodes for ComfyUI, animate portraits with an input video and a reference image." + }, + { + "author": "akatz-ai", + "title": "ComfyUI-Basic-Math", + "reference": "https://github.com/akatz-ai/ComfyUI-Basic-Math", + "files": [ + "https://github.com/akatz-ai/ComfyUI-Basic-Math" + ], + "install_type": "git-clone", + "description": "Custom nodes for performing basic math operations" + }, + { + "author": "teward", + "title": "Comfy-Sentry", + "reference": "https://github.com/teward/Comfy-Sentry", + "files": [ + "https://github.com/teward/Comfy-Sentry" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that activates integration with a Sentry instance for loading. Has no actual nodes." + }, + { + "author": "Fuou Marinas", + "title": "FM_nodes", + "reference": "https://github.com/FuouM/FM_nodes", + "files": [ + "https://github.com/FuouM/FM_nodes" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI nodes. Including: WFEN, RealViFormer, ProPIH" + }, + { + "author": "Fuou Marinas", + "title": "ComfyUI-FirstOrderMM", + "id": "fomm", + "reference": "https://github.com/FuouM/ComfyUI-FirstOrderMM", + "files": [ + "https://github.com/FuouM/ComfyUI-FirstOrderMM" + ], + "install_type": "git-clone", + "description": "ComfyUI-native nodes to run First Order Motion Model for Image Animation and its non-diffusion-based successors. [a/https://github.com/AliaksandrSiarohin/first-order-model](https://github.com/AliaksandrSiarohin/first-order-model)" + }, + { + "author": "Fuou Marinas", + "title": "ComfyUI-StyleTransferPlus", + "id": "styletransferplus", + "reference": "https://github.com/FuouM/ComfyUI-StyleTransferPlus", + "files": [ + "https://github.com/FuouM/ComfyUI-StyleTransferPlus" + ], + "install_type": "git-clone", + "description": "Nodes:Neural Neighbor, CAST, EFDM, MicroAST, Coral Color Transfer." + }, + { + "author": "Fuou Marinas", + "title": "ComfyUI-EbSynth", + "id": "comfyEbsynth", + "reference": "https://github.com/FuouM/ComfyUI-EbSynth", + "files": [ + "https://github.com/FuouM/ComfyUI-EbSynth" + ], + "install_type": "git-clone", + "description": "Run EbSynth, Fast Example-based Image Synthesis and Style Transfer, in ComfyUI." + }, + { + "author": "Fuou Marinas", + "title": "ComfyUI-MatAnyone", + "id": "ComfyUI-MatAnyone", + "reference": "https://github.com/FuouM/ComfyUI-MatAnyone", + "files": [ + "https://github.com/FuouM/ComfyUI-MatAnyone" + ], + "install_type": "git-clone", + "description": "MatAnyone in ComfyUI (Remove background)" + }, + { + "author": "MiddleKD", + "title": "ComfyUI-mem-safe-wrapper", + "reference": "https://github.com/MiddleKD/ComfyUI-mem-safe-wrapper", + "files": [ + "https://github.com/MiddleKD/ComfyUI-mem-safe-wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI's Smart Memory Management efficiently manages RAM, GPU memory, and garbage collection. This feature keeps frequently used models in memory to increase inference speed, and dynamically releases less important models when memory is low to optimize resources. However, not all ComfyUI custom node developers create nodes that are compatible with Smart memory management. This includes several impressive models. Mem-safe-wrapper is a custom node that wraps these model nodes to enable ComfyUI's Smart memory management capabilities." + }, + { + "author": "MiddleKD", + "title": "ComfyUI-productfix", + "reference": "https://github.com/MiddleKD/ComfyUI-productfix", + "files": [ + "https://github.com/MiddleKD/ComfyUI-productfix" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node that helps generate images while preserving the text, logos, and details of e-commerce products." + }, + { + "author": "MiddleKD", + "title": "ComfyUI-denoise-mask-scheduler", + "reference": "https://github.com/MiddleKD/ComfyUI-denoise-mask-scheduler", + "files": [ + "https://github.com/MiddleKD/ComfyUI-denoise-mask-scheduler" + ], + "install_type": "git-clone", + "description": "ComfyUI-denoise-mask-scheduler experimental approach involves selectively applying a denoise mask at each step during the inpainting inference process in diffusion models." + }, + { + "author": "PowerHouseMan", + "title": "ComfyUI-AdvancedLivePortrait", + "id": "advancedliveportrait", + "reference": "https://github.com/PowerHouseMan/ComfyUI-AdvancedLivePortrait", + "files": [ + "https://github.com/PowerHouseMan/ComfyUI-AdvancedLivePortrait" + ], + "install_type": "git-clone", + "description": "AdvancedLivePortrait with Facial expression editor" + }, + { + "author": "cdxOo", + "title": "Text Node With Comments (@cdxoo)", + "reference": "https://github.com/cdxOo/comfyui-text-node-with-comments", + "files": [ + "https://github.com/cdxOo/comfyui-text-node-with-comments" + ], + "install_type": "git-clone", + "description": "multiline text node that strips c-style comments (i.e.'//' and '/* ... */') before passing output string downstream" + }, + { + "author": "emojiiii", + "title": "ComfyUI_Emojiiii_Custom_Nodes", + "reference": "https://github.com/emojiiii/ComfyUI_Emojiiii_Custom_Nodes", + "files": [ + "https://github.com/emojiiii/ComfyUI_Emojiiii_Custom_Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:MultiTextEncode, KolorsMultiTextEncode, Caption, BatchImageProcessor" + }, + { + "author": "aonekoss", + "title": "ComfyUI-Counter", + "reference": "https://github.com/oleksandr612/ComfyUI-Counter", + "files": [ + "https://github.com/oleksandr612/ComfyUI-Counter" + ], + "install_type": "git-clone", + "description": "A simple counter, when pressing 'Queue Prompt' resets the count." + }, + { + "author": "alpertunga-bile", + "title": "image-caption-comfyui", + "reference": "https://github.com/alpertunga-bile/image-caption-comfyui", + "files": [ + "https://github.com/alpertunga-bile/image-caption-comfyui" + ], + "install_type": "git-clone", + "description": "Using image caption models to extract prompts in ComfyUI" + }, + { + "author": "Anibaaal", + "title": "ComfyUI UX Nodes", + "reference": "https://github.com/Anibaaal/ComfyUI-UX-Nodes", + "files": [ + "https://github.com/Anibaaal/ComfyUI-UX-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Easy Resolution Picker, Save Diffusion Model, Load Checkpoint BNB On the fly, Load UNET BNB On the fly" + }, + { + "author": "NMWave", + "title": "Image Captioning and Tagging Assistor Nodes", + "id": "naderimagecaptionandtag", + "reference": "https://github.com/NMWave/ComfyUI-Nader-Tagging", + "files": [ + "https://github.com/NMWave/ComfyUI-Nader-Tagging" + ], + "install_type": "git-clone", + "description": "A small set of useful nodes which aid with the tagging process by splitting tags and strings, alternating tags from multiple sources and removing duplicates." + }, + { + "author": "caleboleary", + "title": "Arc2Face ComfyUI Node Library", + "reference": "https://github.com/caleboleary/ComfyUI-Arc2Face", + "files": [ + "https://github.com/caleboleary/ComfyUI-Arc2Face" + ], + "install_type": "git-clone", + "description": "This ComfyUI node library builds upon the work done to train the [a/Arc2Face](https://github.com/foivospar/Arc2Face) model by foivospar. It provides a set of nodes for ComfyUI that allow users to extract face embeddings, generate images based on these embeddings, and perform image-to-image transformations." + }, + { + "author": "GeekyGhost", + "title": "ComfyUI-GeekyRemB", + "reference": "https://github.com/GeekyGhost/ComfyUI-GeekyRemB", + "files": [ + "https://github.com/GeekyGhost/ComfyUI-GeekyRemB" + ], + "install_type": "git-clone", + "description": "GeekyRemB is a powerful suite of image processing nodes for ComfyUI, offering advanced background removal, animation, lighting effects, and keyframe-based positioning. Built on the rembg library with additional capabilities for chroma keying, mask refinement, realistic lighting, shadow generation, and dynamic animations." + }, + { + "author": "GeekyGhost", + "title": "ComfyUI-Geeky-Kokoro-TTS", + "reference": "https://github.com/GeekyGhost/ComfyUI-Geeky-Kokoro-TTS", + "files": [ + "https://github.com/GeekyGhost/ComfyUI-Geeky-Kokoro-TTS" + ], + "install_type": "git-clone", + "description": "A powerful and feature-rich custom node collection for ComfyUI that integrates the Kokoro TTS (Text-to-Speech) system with advanced voice modification capabilities. This package allows you to generate natural-sounding speech and apply various voice effects within ComfyUI workflows." + }, + { + "author": "GeekyGhost", + "title": "ComfyUI Geeky AudioMixer", + "reference": "https://github.com/GeekyGhost/ComfyUI_Geeky_AudioMixer", + "files": [ + "https://github.com/GeekyGhost/ComfyUI_Geeky_AudioMixer" + ], + "install_type": "git-clone", + "description": "Audio Mixing node for ComfyUI" + }, + { + "author": "GeekyGhost", + "title": "ComfyUI-Geeky-LatentSyncWrapper 1.5", + "reference": "https://github.com/GeekyGhost/ComfyUI-Geeky-LatentSyncWrapper", + "files": [ + "https://github.com/GeekyGhost/ComfyUI-Geeky-LatentSyncWrapper" + ], + "install_type": "git-clone", + "description": "Unofficial optimized and enhanced fork of [a/LatentSync 1.5](https://github.com/bytedance/LatentSync) implementation for ComfyUI on Windows and WSL 2.0." + }, + { + "author": "GeekyGhost", + "title": "ComfyUI-Image-Segmenting-Loader", + "reference": "https://github.com/GeekyGhost/ComfyUI-Image-Segmenting-Loader", + "files": [ + "https://github.com/GeekyGhost/ComfyUI-Image-Segmenting-Loader" + ], + "install_type": "git-clone", + "description": "Lets you send a section of an image to qwen edit or kontext to help isolate areas in need of change" + }, + { + "author": "Dobidop", + "title": "Dobidop ComfyStereo", + "id": "simple-stereoscopic", + "reference": "https://github.com/Dobidop/ComfyStereo", + "files": [ + "https://github.com/Dobidop/ComfyStereo" + ], + "install_type": "git-clone", + "description": "Two simple nodes for stereoscopic image generation. Nodes: Stereo Image Node - a basic port from the Automatic1111 stereo script in thygate/stable-diffusion-webui-depthmap-script, LazyStereo - a naïve stereo image generator" + }, + { + "author": "SeniorPioner", + "title": "SP-Nodes", + "id": "spnodes", + "reference": "https://github.com/bananasss00/ComfyUI-SP-Nodes", + "files": [ + "https://github.com/bananasss00/ComfyUI-SP-Nodes" + ], + "install_type": "git-clone", + "description": "Node Pack: PromptChecker for token toggling, KoboldCPP API, ModelMerging, Telegram-Bot-API, and more" + }, + { + "author": "leeguandong", + "title": "ComfyUI_M3Net", + "reference": "https://github.com/leeguandong/ComfyUI_M3Net", + "files": [ + "https://github.com/leeguandong/ComfyUI_M3Net" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/M3Net](https://github.com/I2-Multimedia-Lab/M3Net)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_InternVL2", + "reference": "https://github.com/leeguandong/ComfyUI_InternVL2", + "files": [ + "https://github.com/leeguandong/ComfyUI_InternVL2" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/InternVL](https://github.com/OpenGVLab/InternVL)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_LLaSM", + "reference": "https://github.com/leeguandong/ComfyUI_LLaSM", + "files": [ + "https://github.com/leeguandong/ComfyUI_LLaSM" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/LLaSM](https://huggingface.co/spaces/LinkSoul/LLaSM)" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use VideoEditing", + "reference": "https://github.com/leeguandong/ComfyUI_VideoEditing", + "files": [ + "https://github.com/leeguandong/ComfyUI_VideoEditing" + ], + "install_type": "git-clone", + "description": "Nodes:Load Video to Images, Image to Canny, ControlNet Model Loader, VEDit Model Loader, VEdit Sampler. [a/https://github.com/SingleZombie/DiffusersExample/tree/main/ReplaceAttn](https://github.com/SingleZombie/DiffusersExample/tree/main/ReplaceAttn)" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use CrossImageAttention", + "reference": "https://github.com/leeguandong/ComfyUI_CrossImageAttention", + "files": [ + "https://github.com/leeguandong/ComfyUI_CrossImageAttention" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/CrossImageAttention](https://github.com/garibida/cross-image-attention)" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use Style-Aligned", + "reference": "https://github.com/leeguandong/ComfyUI_Style_Aligned", + "files": [ + "https://github.com/leeguandong/ComfyUI_Style_Aligned" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/style-aligned](https://github.com/google/style-aligned)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_VisualAttentionMap", + "reference": "https://github.com/leeguandong/ComfyUI_VisualAttentionMap", + "files": [ + "https://github.com/leeguandong/ComfyUI_VisualAttentionMap" + ], + "install_type": "git-clone", + "description": "NODES:HF ModelLoader, Show Images, Text2Image Inference, Decode Latent, Show CrossAttn Map, Show SelfAttn Map" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use MasaCtrl", + "reference": "https://github.com/leeguandong/ComfyUI_MasaCtrl", + "files": [ + "https://github.com/leeguandong/ComfyUI_MasaCtrl" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use MasaCtrl" + }, + { + "author": "leeguandong", + "title": "ComfyUI_CompareModelWeights", + "reference": "https://github.com/leeguandong/ComfyUI_CompareModelWeights", + "files": [ + "https://github.com/leeguandong/ComfyUI_CompareModelWeights" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use CompareModelWeights" + }, + { + "author": "leeguandong", + "title": "ComfyUI_FluxCustomId", + "reference": "https://github.com/leeguandong/ComfyUI_FluxCustomId", + "files": [ + "https://github.com/leeguandong/ComfyUI_FluxCustomId" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use FluxCustomId\nOriginal repo: [a/https://github.com/damo-cv/FLUX-customID](https://github.com/damo-cv/FLUX-customID)" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use FluxClipWeight", + "reference": "https://github.com/leeguandong/ComfyUI_FluxClipWeight", + "files": [ + "https://github.com/leeguandong/ComfyUI_FluxClipWeight" + ], + "install_type": "git-clone", + "description": "In Flux, the T5 and CLIP in the text branch are weighted separately to regulate the strength of text-side embeddings." + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use AttentionMask", + "reference": "https://github.com/leeguandong/ComfyUI_FluxAttentionMask", + "files": [ + "https://github.com/leeguandong/ComfyUI_FluxAttentionMask" + ], + "install_type": "git-clone", + "description": "The attention mask in the T5 part of flux and SD3 utilizes the text-side attention mask to make the model focus more on text embeddings during image generation, thereby enhancing semantic alignment with the text." + }, + { + "author": "leeguandong", + "title": "ComfyUI_Cogview4", + "reference": "https://github.com/leeguandong/ComfyUI_Cogview4", + "files": [ + "https://github.com/leeguandong/ComfyUI_Cogview4" + ], + "install_type": "git-clone", + "description": "The latest DIT architecture-based image generation model from Zhipu that supports Chinese text generation." + }, + { + "author": "leeguandong", + "title": "ComfyUI_1Prompt1Story", + "reference": "https://github.com/leeguandong/ComfyUI_1Prompt1Story", + "files": [ + "https://github.com/leeguandong/ComfyUI_1Prompt1Story" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/1Prompt1Story](https://github.com/byliutao/1Prompt1Story)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_ChatGen", + "reference": "https://github.com/leeguandong/ComfyUI_ChatGen", + "files": [ + "https://github.com/leeguandong/ComfyUI_ChatGen" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/ChatGen](https://github.com/chengyou-jia/ChatGen)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_DeepSeekVL2", + "reference": "https://github.com/leeguandong/ComfyUI_DeepSeekVL2", + "files": [ + "https://github.com/leeguandong/ComfyUI_DeepSeekVL2" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/DeepSeek-VL2](https://github.com/deepseek-ai/DeepSeek-VL2)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_FluxLayerDiffuse", + "reference": "https://github.com/leeguandong/ComfyUI_FluxLayerDiffuse", + "files": [ + "https://github.com/leeguandong/ComfyUI_FluxLayerDiffuse" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/Flux-version-LayerDiffuse](https://github.com/RedAIGC/Flux-version-LayerDiffuse)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_Gemma3", + "reference": "https://github.com/leeguandong/ComfyUI_Gemma3", + "files": [ + "https://github.com/leeguandong/ComfyUI_Gemma3" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/gemma-3-27b-it](https://huggingface.co/google/gemma-3-27b-it)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_QWQ32B", + "reference": "https://github.com/leeguandong/ComfyUI_QWQ32B", + "files": [ + "https://github.com/leeguandong/ComfyUI_QWQ32B" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/QwQ-32B](https://huggingface.co/Qwen/QwQ-32B)" + }, + { + "author": "leeguandong", + "title": "ComfyUI_Qwen3Omni", + "reference": "https://github.com/leeguandong/ComfyUI_Qwen3Omni", + "files": [ + "https://github.com/leeguandong/ComfyUI_Qwen3Omni" + ], + "install_type": "git-clone", + "description": "The ComfyUI version of [a/Qwen3-Omini](https://github.com/QwenLM/Qwen3-Omni)" + }, + { + "author": "lenskikh", + "title": "Propmt Worker", + "reference": "https://github.com/lenskikh/ComfyUI-Prompt-Worker", + "files": [ + "https://github.com/lenskikh/ComfyUI-Prompt-Worker" + ], + "install_type": "git-clone", + "description": "Node:Prompt Worker. A text manipulation node for postprocessing of prompt." + }, + { + "author": "kappa54", + "title": "ComfyUI Usability", + "id": "comfyui_usability", + "reference": "https://github.com/kappa54m/ComfyUI_Usability", + "files": [ + "https://github.com/kappa54m/ComfyUI_Usability" + ], + "install_type": "git-clone", + "description": "Custom nodes intended to improve usability." + }, + { + "author": "IuvenisSapiens", + "title": "ComfyUI_MiniCPM-V-4_5", + "reference": "https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-4_5", + "files": [ + "https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-4_5" + ], + "install_type": "git-clone", + "description": "This is an implementation of [MiniCPM-V-4_5](https://github.com/OpenBMB/MiniCPM-V) by [ComfyUI](https://github.com/comfyanonymous/ComfyUI), including support for text-based queries, video queries, single-image queries, and multi-image queries to generate captions or responses." + }, + { + "author": "IuvenisSapiens", + "title": "ComfyUI_Qwen2-Audio-7B-Instruct-Int4", + "id": "qwen2-audio-7b-instruct-int4", + "reference": "https://github.com/IuvenisSapiens/ComfyUI_Qwen2-Audio-7B-Instruct-Int4", + "files": [ + "https://github.com/IuvenisSapiens/ComfyUI_Qwen2-Audio-7B-Instruct-Int4" + ], + "install_type": "git-clone", + "description": "This is an implementation of [a/Qwen2-Audio-7B-Instruct-Int4](https://github.com/QwenLM/Qwen2-Audio) by [a/ComfyUI](https://github.com/comfyanonymous/ComfyUI), including support for text-based queries and audio queries to generate captions or responses." + }, + { + "author": "IuvenisSapiens", + "title": "Comfyui_Qwen3-VL-Instruct", + "reference": "https://github.com/IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct", + "files": [ + "https://github.com/IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct" + ], + "install_type": "git-clone", + "description": "This is an implementation of [Qwen3-VL-Instruct](https://github.com/QwenLM/Qwen3-VL) by [ComfyUI](https://github.com/comfyanonymous/ComfyUI), which includes, but is not limited to, support for text-based queries, video queries, single-image queries, and multi-image queries to generate captions or responses." + }, + { + "author": "mltask", + "title": "MLTask_ComfyUI", + "id": "mltask_comfyui", + "reference": "https://github.com/misterjoessef/MLTask_ComfyUI", + "files": [ + "https://github.com/misterjoessef/MLTask_ComfyUI" + ], + "install_type": "git-clone", + "description": "a set of nodes to help u run ai code using MLTask" + }, + { + "author": "smlbiobot", + "title": "ComfyUI-Flux-Replicate-API", + "id": "replicate-api", + "reference": "https://github.com/smlbiobot/ComfyUI-Flux-Replicate-API", + "files": [ + "https://github.com/smlbiobot/ComfyUI-Flux-Replicate-API" + ], + "install_type": "git-clone", + "description": "Flux Pro via Replicate API\nCreate API key at [a/https://replicate.com/account/api-tokens](https://replicate.com/account/api-tokens)\nCopy config.ini.example to config.ini and put the replicate key there." + }, + { + "author": "smlbiobot", + "title": "sml-comfyui-prompt-expansion", + "id": "sml-comfyui-prompt-expansion", + "reference": "https://github.com/smlbiobot/sml-comfyui-prompt-expansion", + "files": [ + "https://github.com/smlbiobot/sml-comfyui-prompt-expansion" + ], + "install_type": "git-clone", + "description": "Prompt Expansion for Stable Diffusion, using Deepseek API." + }, + { + "author": "Jjulianadv", + "title": "Wild Divide", + "reference": "https://github.com/Julian-adv/WildDivide", + "files": [ + "https://github.com/Julian-adv/WildDivide" + ], + "install_type": "git-clone", + "description": "This extension provides the ability to build prompts using wildcards for each region of a split image." + }, + { + "author": "goburiin", + "title": "nsfwrecog-comfyui", + "reference": "https://github.com/goburiin/nsfwrecog-comfyui", + "files": [ + "https://github.com/goburiin/nsfwrecog-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:NSFW Detector" + }, + { + "author": "eastoc", + "title": "Semantic-SAM", + "reference": "https://github.com/eastoc/ComfyUI_SemanticSAM", + "files": [ + "https://github.com/eastoc/ComfyUI_SemanticSAM" + ], + "install_type": "git-clone", + "description": "Segment and Recognize Anything at Any Granularity." + }, + { + "author": "LING-APE", + "title": "ComfyUI-PixelResolutionCalculator", + "id": "PixelCalulator", + "reference": "https://github.com/Ling-APE/ComfyUI-PixelResolutionCalculator", + "files": [ + "https://github.com/Ling-APE/ComfyUI-PixelResolutionCalculator" + ], + "install_type": "git-clone", + "description": "Simple resuluition calculator to convert pixel resolution and aspect ratio to laten friendlt pixel width and height size." + }, + { + "author": "Cyber-Blacat", + "title": "ComfyUI-Yuan", + "reference": "https://github.com/Cyber-BlackCat/ComfyUI-MoneyMaker", + "files": [ + "https://github.com/Cyber-BlackCat/ComfyUI-MoneyMaker" + ], + "install_type": "git-clone", + "description": "Some simple&practical ComfyUI image processing nodes." + }, + { + "author": "blackcodetavern", + "title": "ComfyUI-Benripack", + "reference": "https://github.com/blackcodetavern/ComfyUI-Benripack", + "files": [ + "https://github.com/blackcodetavern/ComfyUI-Benripack" + ], + "install_type": "git-clone", + "description": "ComfyUI-Benripack is an extension for ComfyUI that provides a CharacterPipe node. This node allows for managing various elements such as images, prompts, and models in a single structure, simplifying the workflow for character-based image generation." + }, + { + "author": "MohammadAboulEla", + "title": "ComfyUI-iTools", + "reference": "https://github.com/MohammadAboulEla/ComfyUI-iTools", + "files": [ + "https://github.com/MohammadAboulEla/ComfyUI-iTools" + ], + "install_type": "git-clone", + "description": "The iTools are some quality of life nodes, like read a possible prompt used to create an image, save a prompt to file as a new line, read prompts from a multiline file." + }, + { + "author": "Hellrunner2k", + "title": "Hellrunner's Magical Nodes", + "reference": "https://github.com/Hellrunner2k/ComfyUI-HellrunnersMagicalNodes", + "files": [ + "https://github.com/Hellrunner2k/ComfyUI-HellrunnersMagicalNodes" + ], + "install_type": "git-clone", + "description": "Magical nodes that are meant for integration and science of course. ^^ Foundational Helpers and smart Containers that use automated functionalities to make room for creative use. A magical pack-synergy is at hand that does not require much extra clutter to make advanced techniques pop beautifully. The idea was to create universal artist's precision tools that do not care what you throw at them." + }, + { + "author": "caleboleary", + "title": "Comfyui-calbenodes", + "reference": "https://github.com/caleboleary/Comfyui-calbenodes", + "files": [ + "https://github.com/caleboleary/Comfyui-calbenodes" + ], + "install_type": "git-clone", + "description": "Nodes:CharacterManagerNode, FilmGrain, FlipFlopperSameArch" + }, + { + "author": "Raapys", + "title": "LatentGC Aggressive", + "id": "latentgcaggressive", + "reference": "https://github.com/Raapys/ComfyUI-LatentGC_Aggressive", + "reference2": "https://github.com/0000111100001111/ComfyUI-LatentGC_Aggressive", + "files": [ + "https://github.com/Raapys/ComfyUI-LatentGC_Aggressive" + ], + "install_type": "git-clone", + "description": "Simple latent-passthrough node for running a full VRAM cleanup between workflow stages." + }, + { + "author": "Pheat-AI", + "title": "Remade_nodes", + "reference": "https://github.com/Pheat-AI/Remade_nodes", + "files": [ + "https://github.com/Pheat-AI/Remade_nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Batch Image Blend by Mask, Batch Enlarged Overlay, Batch Image Overlay, Remove Black Pixels to Transparent, Canny Shrink and Recenter, ..." + }, + { + "author": "OuticNZ", + "title": "ComfyUI-Simple-Of-Complex", + "reference": "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex", + "files": [ + "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex" + ], + "install_type": "git-clone", + "description": "Nodes:Text Switch 2 Way, Prompt Tidy, Text With Context." + }, + { + "author": "justUmen", + "title": "Bjornulf_custom_nodes", + "reference": "https://github.com/justUmen/Bjornulf_custom_nodes", + "files": [ + "https://github.com/justUmen/Bjornulf_custom_nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Ollama, Green Screen to Transparency, Save image for Bjornulf LobeChat, Text with random Seed, Random line from input, Combine images (Background+Overlay alpha), Image to grayscale (black & white), Remove image Transparency (alpha), Resize Image, ..." + }, + { + "author": "jstit", + "title": "comfyui_custom_node_image", + "reference": "https://github.com/jstit/comfyui_custom_node_image", + "files": [ + "https://github.com/jstit/comfyui_custom_node_image" + ], + "install_type": "git-clone", + "description": "Nodes:ImageCropCircle." + }, + { + "author": "jstit", + "title": "ComfyUI-HeadshotPro", + "reference": "https://github.com/HeadshotPro/ComfyUI-HeadshotPro", + "files": [ + "https://github.com/HeadshotPro/ComfyUI-HeadshotPro" + ], + "install_type": "git-clone", + "description": "Nodes:Download Dreambooth Checkpoint, Get Random Value From List, Load Canny Pose Face, Transparent to White Background, Download Flux Lora." + }, + { + "author": "Isi-dev", + "title": "ComfyUI-UniAnimate-W", + "id": "comfyuiunianimatenodes", + "reference": "https://github.com/Isi-dev/ComfyUI-UniAnimate-W", + "files": [ + "https://github.com/Isi-dev/ComfyUI-UniAnimate-W" + ], + "install_type": "git-clone", + "description": "These are nodes to animate an image with a reference video using UniAnimate." + }, + { + "author": "Isi-dev", + "title": "ComfyUI-Animation_Nodes_and_Workflows", + "id": "ComfyUI-Animation_Nodes_and_Workflows", + "reference": "https://github.com/Isi-dev/ComfyUI-Animation_Nodes_and_Workflows", + "reference2": "https://github.com/Isi-dev/ComfyUI_Animation_Nodes_and_Workflows", + "files": [ + "https://github.com/Isi-dev/ComfyUI-Animation_Nodes_and_Workflows" + ], + "install_type": "git-clone", + "description": "These are nodes and workflows that can facilitate the creation of animations and video compilations." + }, + { + "author": "Isi-dev", + "title": "ComfyUI-Img2DrawingAssistants", + "id": "Img2DrawingAssistants", + "reference": "https://github.com/Isi-dev/ComfyUI-Img2DrawingAssistants", + "files": [ + "https://github.com/Isi-dev/ComfyUI-Img2DrawingAssistants" + ], + "install_type": "git-clone", + "description": "These are ComfyUI nodes to assist in converting an image to sketches or lineArts." + }, + { + "author": "Isi-dev", + "title": "ComfyUI_DeleteModelPassthrough", + "reference": "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough", + "files": [ + "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough" + ], + "install_type": "git-clone", + "description": "This custom node provides a memory management utility for ComfyUI.\nIt allows you to delete a specific model (checkpoint, etc.) completely from VRAM and system RAM after use, while passing through any other input type unchanged (IMAGE, LATENT, CLIP, STRING, INT, CONDITIONING, VAE, etc.).\nThis is especially useful for low VRAM & low RAM environments, helping to reduce out-of-memory (OOM) errors in long workflows." + }, + { + "author": "XLabs-AI", + "title": "x-flux-comfyui", + "reference": "https://github.com/XLabs-AI/x-flux-comfyui", + "files": [ + "https://github.com/XLabs-AI/x-flux-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:Load Flux LoRA, Load Flux ControlNet, Apply Flux ControlNet, Xlabs Sampler" + }, + { + "author": "okgo4", + "title": "ComfyUI-Mosaic-Mask", + "reference": "https://github.com/okgo4/ComfyUI-Mosaic-Mask", + "files": [ + "https://github.com/okgo4/ComfyUI-Mosaic-Mask" + ], + "install_type": "git-clone", + "description": "ComfyUI-Mosaic-Mask is an automatic tool designed to detect and mask mosaic areas in input images." + }, + { + "author": "ChrisColeTech", + "title": "ComfyUI-Line-counter", + "reference": "https://github.com/ChrisColeTech/ComfyUI-Line-counter", + "files": [ + "https://github.com/ChrisColeTech/ComfyUI-Line-counter" + ], + "install_type": "git-clone", + "description": "This custom node package for ComfyUI is designed to streamline your workflow with powerful file-counting capabilities." + }, + { + "author": "ChrisColeTech", + "title": "ComfyUI-Elegant-Resource-Monitor", + "reference": "https://github.com/ChrisColeTech/ComfyUI-Elegant-Resource-Monitor", + "files": [ + "https://github.com/ChrisColeTech/ComfyUI-Elegant-Resource-Monitor" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI will add a simple and elegant resource monitor." + }, + { + "author": "dadoirie", + "title": "ComfyUI_Dados_Nodes", + "reference": "https://github.com/dadoirie/ComfyUI_Dados_Nodes", + "files": [ + "https://github.com/dadoirie/ComfyUI_Dados_Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI_Dados_Nodes is a collection of custom nodes for ComfyUI, designed to enhance functionality and provide integration with various services, including Pinterest. This privacy policy explains how these nodes handle user data.\nNOTE: [a/privacy_policy](https://github.com/dadoirie/ComfyUI_Dados_Nodes/blob/master/privacy_policy.md)" + }, + { + "author": "fanfanfan", + "title": "chinese_clip_encode", + "id": "chinese_clip_encode", + "reference": "https://github.com/yuan199696/chinese_clip_encode", + "files": [ + "https://github.com/yuan199696/chinese_clip_encode" + ], + "install_type": "git-clone", + "description": "Support input of Chinese prompts." + }, + { + "author": "fanfanfan", + "title": "add_text_2_img", + "id": "add_text_2_img", + "reference": "https://github.com/yuan199696/add_text_2_img", + "files": [ + "https://github.com/yuan199696/add_text_2_img" + ], + "install_type": "git-clone", + "description": "Support adding custom text to the generated images." + }, + { + "author": "fairy-root", + "title": "Ollama and Llava Vision integration for ComfyUI", + "reference": "https://github.com/fairy-root/comfyui-ollama-llms", + "files": [ + "https://github.com/fairy-root/comfyui-ollama-llms" + ], + "install_type": "git-clone", + "description": "Ollama and Llava / vision integration for ComfyUI" + }, + { + "author": "fairy-root", + "title": "Flux Prompt Generator for ComfyUI", + "reference": "https://github.com/fairy-root/Flux-Prompt-Generator", + "files": [ + "https://github.com/fairy-root/Flux-Prompt-Generator" + ], + "install_type": "git-clone", + "description": "A flexible and customizable prompt generator for generating detailed and creative prompts for image generation models for ComfyUI" + }, + { + "author": "fairy-root", + "title": "ComfyUI-Show-Text", + "reference": "https://github.com/fairy-root/ComfyUI-Show-Text", + "files": [ + "https://github.com/fairy-root/ComfyUI-Show-Text" + ], + "install_type": "git-clone", + "description": "A simple but powerful node for ComfyUI that displays text input in a readable format. Perfect for viewing outputs from text generation nodes, prompt builders, interrogators, and more." + }, + { + "author": "fairy-root", + "title": "ComfyUI-OpenAI-FM", + "reference": "https://github.com/fairy-root/ComfyUI-OpenAI-FM", + "files": [ + "https://github.com/fairy-root/ComfyUI-OpenAI-FM" + ], + "install_type": "git-clone", + "description": "The OpenAI FM TTS node is a custom node for ComfyUI that seamlessly integrates the OpenAI FM Text-to-Speech service into your audio workflows. This node allows you to easily convert text to speech with a variety of voices and emotional styles directly within ComfyUI." + }, + { + "author": "ryanontheinside", + "title": "RyanOnTheInside", + "reference": "https://github.com/ryanontheinside/ComfyUI_RyanOnTheInside", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_RyanOnTheInside" + ], + "install_type": "git-clone", + "description": "Custom nodes introducing particle simulations, optical flow, audio manipulation & reactivity, and temporal masks" + }, + { + "author": "RyanOnTheInside", + "title": "Nodes for use with real-time applications of ComfyUI", + "id": "comfyui_realtimenodes", + "reference": "https://github.com/ryanontheinside/ComfyUI_RealtimeNodes", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_RealtimeNodes" + ], + "install_type": "git-clone", + "description": "These nodes are for real-time applications of ComfyUI." + }, + { + "author": "RyanOnTheInside", + "title": "ComfyUI-EfficientTAM", + "reference": "https://github.com/ryanontheinside/ComfyUI_EfficientTAM", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_EfficientTAM" + ], + "install_type": "git-clone", + "description": "A ComfyUI implementation of [a/EfficientTAM](https://github.com/yformer/EfficientTAM)" + }, + { + "author": "ryanontheinside", + "title": "Doom", + "reference": "https://github.com/ryanontheinside/ComfyUI_Doom", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_Doom" + ], + "install_type": "git-clone", + "description": "Play Doom in ComfyUI." + }, + { + "author": "ryanontheinside", + "title": "ComfyUI_ProfilerX", + "reference": "https://github.com/ryanontheinside/ComfyUI_ProfilerX", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_ProfilerX" + ], + "install_type": "git-clone", + "description": "Node and workflow profiling. Find bottlenecks in your workflows. See trends over time." + }, + { + "author": "ryanontheinside", + "title": "ComfyUI_SuperResolution", + "reference": "https://github.com/ryanontheinside/ComfyUI_SuperResolution", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_SuperResolution" + ], + "install_type": "git-clone", + "description": "A collection of high-performance neural network-based Super Resolution models for ComfyUI." + }, + { + "author": "ryanontheinside", + "title": "Control Freak for ComfyUI", + "reference": "https://github.com/ryanontheinside/ComfyUI_ControlFreak", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_ControlFreak" + ], + "install_type": "git-clone", + "description": "Control Freak gives you physical control over your ComfyUI workflows by mapping MIDI controllers, gamepads, and other input devices to any node parameter or UI element. Transform your image generation experience with tactile, responsive control. Ever heard of 'flow state'?" + }, + { + "author": "ryanontheinside", + "title": "Deep Live Cam for ComfyUI", + "reference": "https://github.com/ryanontheinside/ComfyUI-DeepLiveCam", + "files": [ + "https://github.com/ryanontheinside/ComfyUI-DeepLiveCam" + ], + "install_type": "git-clone", + "description": "This node integrates the face-swapping capabilities from Deep Live Cam into ComfyUI, allowing you to perform real-time face swapping on images and video streams." + }, + { + "author": "ControlAltAI", + "title": "ControlAltAI Nodes", + "id": "controlaltai", + "reference": "https://github.com/gseth/ControlAltAI-Nodes", + "files": + [ + "https://github.com/gseth/ControlAltAI-Nodes" + ], + "install_type": "git-clone", + "description": "Quality of Life Nodes from ControlAltAI. Flux Resolution Calculator, Flux Sampler, Flux Union ControlNet Apply, Noise Plus Blend, Boolean Logic, and Flux Region Nodes." + }, + { + "author": "OliverCrosby", + "title": "ComfyUI Minimap", + "id": "minimap", + "reference": "https://github.com/OliverCrosby/Comfyui-Minimap", + "files": [ + "https://github.com/OliverCrosby/Comfyui-Minimap" + ], + "install_type": "git-clone", + "description": "A simple minimap in the bottom-right of the window showing the full workflow, left click to navigate" + }, + { + "author": "Sieyalixnet", + "title": "ComfyUI_Textarea_Loaders", + "reference": "https://github.com/Sieyalixnet/ComfyUI_Textarea_Loaders", + "files": [ + "https://github.com/Sieyalixnet/ComfyUI_Textarea_Loaders" + ], + "install_type": "git-clone", + "description": "An easy custom node that makes the some loaders' input as Text instead of file selector.\nFor example, there are many characters in different loras respectively. If you want to generate different characters' pictures, you have to select corresponding lora, and then edit the prompt. It may cost much time.\nTo solve this problem, You can use it with a chrome extension https://github.com/Sieyalixnet/ComfyUI-Prompt-Formatter-Extension that makes the queue prompt easier when you dealing with massive loras and prompt." + }, + { + "author": "markuryy", + "title": "ComfyUI Flux Prompt Saver", + "reference": "https://github.com/markuryy/ComfyUI-Flux-Prompt-Saver", + "files": [ + "https://github.com/markuryy/ComfyUI-Flux-Prompt-Saver" + ], + "install_type": "git-clone", + "description": "The Flux Prompt Saver is set of simple nodes for saving images generated with Flux with A1111-style metadata." + }, + { + "author": "markuryy", + "title": "Super Loader", + "reference": "https://github.com/markuryy/ComfyUI-SuperLoader", + "files": [ + "https://github.com/markuryy/ComfyUI-SuperLoader" + ], + "install_type": "git-clone", + "description": "Metadata for loaded models" + }, + { + "author": "markuryy", + "title": "Video XY Plot", + "reference": "https://github.com/markuryy/ComfyUI-Simple-Video-XY-Plot", + "files": [ + "https://github.com/markuryy/ComfyUI-Simple-Video-XY-Plot" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "eesahe", + "title": "ComfyUI-eesahesNodes", + "reference": "https://github.com/EeroHeikkinen/ComfyUI-eesahesNodes", + "files": [ + "https://github.com/EeroHeikkinen/ComfyUI-eesahesNodes" + ], + "install_type": "git-clone", + "description": "InstantX's Flux union ControlNet loader and implementation" + }, + { + "author": "anhkhoatranle30", + "title": "Handy Node ComfyUI", + "id": "handynode", + "reference": "https://github.com/anhkhoatranle30/Handy-Nodes-ComfyUI", + "files": [ + "https://github.com/anhkhoatranle30/Handy-Nodes-ComfyUI" + ], + "install_type": "git-clone", + "description": "This is a pack with some handy nodes for ComfyUI." + }, + { + "author": "Artiprocher", + "title": "Dashscope FLUX API for ComfyUI", + "id": "dashscope_api", + "reference": "https://github.com/modelscope/comfyscope", + "files": [ + "https://github.com/modelscope/comfyscope" + ], + "install_type": "git-clone", + "description": "The FLUX model API from DashScope, developed by Black Forest Labs, offers superior image generation capabilities with optimized support for Chinese prompts, achieving a commendable tradeoff between performance and the quality of generated images compared to other open-source models." + }, + { + "author": "JPrevots", + "title": "ComfyUI-PhyCV", + "reference": "https://github.com/JPrevots/ComfyUI-PhyCV", + "files": [ + "https://github.com/JPrevots/ComfyUI-PhyCV" + ], + "install_type": "git-clone", + "description": "Nodes:PhyCV - Phase-Stretch Transform (PST), PhyCV - VEViD, PhyCV - Page." + }, + { + "author": "rnbwdsh", + "title": "Latent Walk", + "reference": "https://github.com/rnbwdsh/ComfyUI-LatentWalk", + "files": [ + "https://github.com/rnbwdsh/ComfyUI-LatentWalk" + ], + "install_type": "git-clone", + "description": "Latent space walks for latents, conditionals and noise" + }, + { + "author": "kudou-reira", + "title": "ComfyUI_StringToHex", + "reference": "https://github.com/kasukanra/ComfyUI_StringToHex", + "files": [ + "https://github.com/kasukanra/ComfyUI_StringToHex" + ], + "install_type": "git-clone", + "description": "This is a simple ComfyUI node that will take in a string of 'color' (i.e. 'blue') and output a hex color format." + }, + { + "author": "phyblas", + "title": "paint-by-example @ ComfyUI", + "id": "paintbyexample", + "reference": "https://github.com/phyblas/paint-by-example_comfyui", + "files": [ + "https://github.com/phyblas/paint-by-example_comfyui" + ], + "install_type": "git-clone", + "description": "Implementation of paint-by-example on ComfyUI" + }, + { + "author": "phyblas", + "title": "nsfw-shorier_comfyui", + "reference": "https://github.com/phyblas/nsfw-shorier_comfyui", + "files": [ + "https://github.com/phyblas/nsfw-shorier_comfyui" + ], + "install_type": "git-clone", + "description": "Performs various processing on images containing NSFW content within ComfyUI. The model used for detecting NSFW content can be selected." + }, + { + "author": "aidenli", + "title": "ComfyUI_NYJY", + "id": "NYJY", + "reference": "https://github.com/aidenli/ComfyUI_NYJY", + "files": [ + "https://github.com/aidenli/ComfyUI_NYJY" + ], + "install_type": "git-clone", + "description": "A comfyui node that provides translation and image reverse push functions(JoyTag & JoyCaption)." + }, + { + "author": "Pseudotools", + "title": "Pseudocomfy", + "id": "pseudocomfy", + "reference": "https://github.com/Pseudotools/Pseudocomfy", + "files": [ + "https://github.com/Pseudotools/Pseudocomfy" + ], + "install_type": "git-clone", + "description": "A package designed to enable multi-regional prompting for architectural rendering, integrated with the Rhino Pseudorandom plugin." + }, + { + "author": "TTPlanetPig", + "title": "Comfyui_TTP_Toolset", + "reference": "https://github.com/TTPlanetPig/Comfyui_TTP_Toolset", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_TTP_Toolset" + ], + "install_type": "git-clone", + "description": "This is a workflow for my simple logic amazing upscale node for DIT model. it can be common use for Flux,Hunyuan,SD3 It can simple tile the initial image into pieces and then use image-interrogator to get each tile prompts for more accurate upscale process. The condition will be properly handled and the hallucination will be significantly eliminated." + }, + { + "author": "TTPlanetPig", + "title": "for comfyui image proprocessor", + "reference": "https://github.com/TTPlanetPig/Comfyui_TTP_CN_Preprocessor", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_TTP_CN_Preprocessor" + ], + "install_type": "git-clone", + "description": "Adapt for Hunyuan now\nNOTE: The files in the repo are not organized, which may lead to update issues." + }, + { + "author": "TTPlanetPig", + "title": "Comfyui_JC2", + "reference": "https://github.com/TTPlanetPig/Comfyui_JC2", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_JC2" + ], + "install_type": "git-clone", + "description": "Wrapped Joy Caption alpha 2 node for comfyui from [a/https://huggingface.co/spaces/fancyfeast/joy-caption-alpha-two](https://huggingface.co/spaces/fancyfeast/joy-caption-alpha-two) Easy use, for GPU with less 19G, please use nf4 for better balanced speed and result. This Node also took a reference from /chflame163/ComfyUI_LayerStyle and [a/https://huggingface.co/John6666/joy-caption-alpha-two-cli-mod](https://huggingface.co/John6666/joy-caption-alpha-two-cli-mod)" + }, + { + "author": "TTPlanetPig", + "title": "Comfyui_Hunyuan3D", + "reference": "https://github.com/TTPlanetPig/Comfyui_Hunyuan3D", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_Hunyuan3D" + ], + "install_type": "git-clone", + "description": "NODES:TTP_Hunyuan3DNode, TTP_SquareImage, TTP_GIFViewer" + }, + { + "author": "TTPlanetPig", + "title": "Clothing Migration Kit", + "reference": "https://github.com/TTPlanetPig/Comfyui_Object_Migration", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_Object_Migration" + ], + "install_type": "git-clone", + "description": "This is an experimental project focused on Stable Diffusion (SD) models. In a single generated image, the same object or character consistently maintains a very high level of consistency. I had already attempted to address this issue in the SDXL model." + }, + { + "author": "TTPlanetPig", + "title": "TTP_Comfyui_FramePack_SE", + "reference": "https://github.com/TTPlanetPig/TTP_Comfyui_FramePack_SE", + "files": [ + "https://github.com/TTPlanetPig/TTP_Comfyui_FramePack_SE" + ], + "install_type": "git-clone", + "description": "Provide ComfyUI support for FramePack start-and-end image reference" + }, + { + "author": "TTPlanetPig", + "title": "ComfyUI Qwen2.5-VL Object Detection Node", + "reference": "https://github.com/TTPlanetPig/Comfyui_Object_Detect_QWen_VL", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_Object_Detect_QWen_VL" + ], + "install_type": "git-clone", + "description": "This repository provides a custom ComfyUI node for running object detection with the [a/Qwen 2.5 VL](https://github.com/QwenLM/Qwen2.5-VL) model. The node downloads the selected model on demand, runs a detection prompt and outputs bounding boxes that can be used with segmentation nodes such as [a/SAM2](https://github.com/kijai/ComfyUI-segment-anything-2)." + }, + { + "author": "TTPlanetPig", + "title": "Comfyui_DreamID-V_wrapper", + "reference": "https://github.com/TTPlanetPig/Comfyui_DreamID-V_wrapper", + "files": [ + "https://github.com/TTPlanetPig/Comfyui_DreamID-V_wrapper" + ], + "install_type": "git-clone", + "description": "A simple and efficient ComfyUI integration for DreamID-V, a model for identity-preserving video generation that animates reference images using motion from pose videos." + }, + { + "author": "camenduru", + "title": "ComfyUI-TostAI", + "reference": "https://github.com/camenduru/ComfyUI-TostAI", + "files": [ + "https://github.com/camenduru/ComfyUI-TostAI" + ], + "install_type": "git-clone", + "description": "NODES: SendToTostAI" + }, + { + "author": "xlinx", + "title": "ComfyUI-decadetw-auto-prompt-llm", + "reference": "https://github.com/xlinx/ComfyUI-decadetw-auto-prompt-llm", + "files": [ + "https://github.com/xlinx/ComfyUI-decadetw-auto-prompt-llm" + ], + "install_type": "git-clone", + "description": "NODES: Auto-LLM-Text-Vision, Auto-LLM-Text, Auto-LLM-Vision" + }, + { + "author": "xlinx", + "title": "ComfyUI-decadetw-auto-messaging-realtime", + "reference": "https://github.com/xlinx/ComfyUI-decadetw-auto-messaging-realtime", + "files": [ + "https://github.com/xlinx/ComfyUI-decadetw-auto-messaging-realtime" + ], + "install_type": "git-clone", + "description": "Auto messging sd-image and sd-info to mobile phone IM realtime. (LINE | Telegram | Discord)" + }, + { + "author": "xlinx", + "title": "ComfyUI-decadetw-spout-syphon-im-vj", + "reference": "https://github.com/xlinx/ComfyUI-decadetw-spout-syphon-im-vj", + "files": [ + "https://github.com/xlinx/ComfyUI-decadetw-spout-syphon-im-vj" + ], + "install_type": "git-clone", + "description": "I'm SD-VJ. (share SD-generating-process in realtime by gpu)" + }, + { + "author": "wmpmiles", + "title": "comfyui-some-image-processing-stuff", + "reference": "https://github.com/wmpmiles/comfyui-some-image-processing-stuff", + "files": [ + "https://github.com/wmpmiles/comfyui-some-image-processing-stuff" + ], + "install_type": "git-clone", + "description": "Some ComfyUI nodes that provide some image-processing functionality. Resampling, Color Grading, Inpainting, ..." + }, + { + "author": "nonnonstop", + "title": "comfyui-faster-loading", + "reference": "https://github.com/nonnonstop/comfyui-faster-loading", + "files": [ + "https://github.com/nonnonstop/comfyui-faster-loading" + ], + "install_type": "git-clone", + "description": "This extension applies a patch that limits the model loading speed when using an HDD in a Windows environment. See [a/comfyanonymous/ComfyUI#1992](https://github.com/comfyanonymous/ComfyUI/issues/1992). [w/As this patch is only useful in very limited environments, its installation is not recommended under normal circumstances. Memory usage may increase.]" + }, + { + "author": "Dr.Jusseaux", + "title": "Diffusers-in-ComfyUI", + "reference": "https://github.com/maepopi/Diffusers-in-ComfyUI", + "files": [ + "https://github.com/maepopi/Diffusers-in-ComfyUI" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes that allow to use most Diffusers pipelines and components in Comfy(Txt2Img, Img2Img, Inpainting, LoRAS, B-LoRAS, ControlNet...)" + }, + { + "author": "niknah", + "title": "Quick Connections", + "id": "quick-connections", + "reference": "https://github.com/niknah/quick-connections", + "files": [ + "https://github.com/niknah/quick-connections" + ], + "install_type": "git-clone", + "description": "Quick connections, Circuit board connections" + }, + { + "author": "niknah", + "title": "ComfyUI F5-TTS", + "reference": "https://github.com/niknah/ComfyUI-F5-TTS", + "files": [ + "https://github.com/niknah/ComfyUI-F5-TTS" + ], + "install_type": "git-clone", + "description": "Text to speech with F5-TTS" + }, + { + "author": "niknah", + "title": "ComfyUI Hunyuan-3D-2", + "id": "comfyui-hunyuan-3d-2", + "reference": "https://github.com/niknah/ComfyUI-Hunyuan-3D-2", + "files": [ + "https://github.com/niknah/ComfyUI-Hunyuan-3D-2" + ], + "install_type": "git-clone", + "description": "Image to 3D using Hunyuan-3D-2" + }, + { + "author": "niknah", + "title": "ComfyUI-InfiniteYou", + "reference": "https://github.com/niknah/ComfyUI-InfiniteYou", + "files": [ + "https://github.com/niknah/ComfyUI-InfiniteYou" + ], + "install_type": "git-clone", + "description": "ComfyUI custom_node for ByteDance's InfiniteYou" + }, + { + "author": "niknah", + "title": "Audio General", + "reference": "https://github.com/niknah/audio-general-ComfyUI", + "files": [ + "https://github.com/niknah/audio-general-ComfyUI" + ], + "install_type": "git-clone", + "description": "General audio nodes. Mix, Bass/Treble, Concatenate, Pitch, Add/remove silence, Speed" + }, + { + "author": "niknah", + "title": "Presentation ComfyUI", + "reference": "https://github.com/niknah/presentation-ComfyUI", + "files": [ + "https://github.com/niknah/presentation-ComfyUI" + ], + "install_type": "git-clone", + "description": "Turn ComfyUI workflow to a website UI" + }, + { + "author": "daryltucker", + "title": "ComfyUI-LoadFiles", + "id": "LoadFiles", + "reference": "https://github.com/daryltucker/ComfyUI-LoadFiles", + "files": [ + "https://github.com/daryltucker/ComfyUI-LoadFiles" + ], + "install_type": "git-clone", + "description": "The primary goal of these nodes is to provide a way to access files generated by ComfyUI workflows, local to the machine running ComfyUI. These nodes should always return an updated list of files when triggered." + }, + { + "author": "X-T-E-R", + "title": "ComfyUI Easy Civitai (XTNodes)", + "reference": "https://github.com/X-T-E-R/ComfyUI-EasyCivitai-XTNodes", + "files": [ + "https://github.com/X-T-E-R/ComfyUI-EasyCivitai-XTNodes" + ], + "install_type": "git-clone", + "description": "Load your model with image previews, or directly download and import Civitai models via URL. This custom ComfyUI node supports Checkpoint, LoRA, and LoRA Stack models, offering features like bypass options." + }, + { + "author": "hyejinlee12", + "title": "ComfyUI-Fill-Image-for-Outpainting", + "id": "fill-image-for-outpainting", + "reference": "https://github.com/Lhyejin/ComfyUI-Fill-Image-for-Outpainting", + "files": [ + "https://github.com/Lhyejin/ComfyUI-Fill-Image-for-Outpainting" + ], + "install_type": "git-clone", + "description": "This node is to fill image for outpainting(inpainting)\nFill image using cv2 methods(cv2_ns, cv2_telea and edge_pad)" + }, + { + "author": "yhayano-ponotech", + "title": "ComfyUI-Fal-API-Flux", + "reference": "https://github.com/yhayano-ponotech/ComfyUI-Fal-API-Flux", + "files": [ + "https://github.com/yhayano-ponotech/ComfyUI-Fal-API-Flux" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes for ComfyUI that integrate the fal.ai FLUX.1 [dev] with LoRA API, specifically for text-to-image generation. These nodes allow you to use the FLUX.1 model directly within your ComfyUI workflows." + }, + { + "author": "yhayano-ponotech", + "title": "ComfyUI Local Save Node", + "reference": "https://github.com/yhayano-ponotech/comfyui-save-image-local", + "files": [ + "https://github.com/yhayano-ponotech/comfyui-save-image-local" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for directly downloading generated images to your local PC with customizable filenames and formats (PNG/JPEG)." + }, + { + "author": "erosDiffusion", + "title": "ComfyUI-enricos-nodes", + "reference": "https://github.com/erosDiffusion/ComfyUI-enricos-nodes", + "files": [ + "https://github.com/erosDiffusion/ComfyUI-enricos-nodes" + ], + "install_type": "git-clone", + "description": "pass up to 8 images and visually place, rotate and scale them to build the perfect composition. group move and group rescale. remember their position and scaling value across generations to easy swap images. use the buffer zone to to park an asset you don't want to use or easily reach transformations controls" + }, + { + "author": "erosDiffusion", + "title": "ComfyUI-ZImageDit", + "reference": "https://github.com/erosDiffusion/ComfyUI-ZImageDit", + "files": [ + "https://github.com/erosDiffusion/ComfyUI-ZImageDit" + ], + "install_type": "git-clone", + "description": "Unofficial diffusers integration of the official SDNQ pipeline to run in ComfyUI. (Description by CC)" + }, + { + "author": "erosDiffusion", + "title": "ComfyUI-EulerDiscreteScheduler", + "reference": "https://github.com/erosDiffusion/ComfyUI-EulerDiscreteScheduler", + "files": [ + "https://github.com/erosDiffusion/ComfyUI-EulerDiscreteScheduler" + ], + "install_type": "git-clone", + "description": "Noise Free images with Euler Discrete Scheduler in ComfyUI with Z-Image or other models" + }, + { + "author": "Steudio", + "title": "ComfyUI Steudio", + "id": "Steudio", + "reference": "https://github.com/Steudio/ComfyUI_Steudio", + "files": [ + "https://github.com/Steudio/ComfyUI_Steudio" + ], + "install_type": "git-clone", + "description": "Divide and Conquer Node Suite: It calculates the optimal upscale resolution and seamlessly divides the image into tiles, ready for individual processing using your preferred workflow. After processing, the tiles are seamlessly merged into a larger image, offering sharper and more detailed visuals." + }, + { + "author": "Assistant", + "title": "ComfyUI-PromptList", + "reference": "https://github.com/NakamuraShippo/ComfyUI-NS-PromptList", + "files": [ + "https://github.com/NakamuraShippo/ComfyUI-NS-PromptList" + ], + "install_type": "git-clone", + "description": "Custom node to manage prompts in YAML format." + }, + { + "author": "Assistant", + "title": "ComfyUI-NS-ManySliders", + "reference": "https://github.com/NakamuraShippo/ComfyUI-NS-ManySliders", + "files": [ + "https://github.com/NakamuraShippo/ComfyUI-NS-ManySliders" + ], + "install_type": "git-clone", + "description": "ComfyUI-NS-ManySliders is a custom node developed for ComfyUI that allows you to manipulate values using multiple sliders. With this node, you can easily adjust numerous numerical parameters intuitively, making it useful for various purposes." + }, + { + "author": "Assistant", + "title": "ComfyUI-NS-Util", + "reference": "https://github.com/NakamuraShippo/ComfyUI-NS-Util", + "files": [ + "https://github.com/NakamuraShippo/ComfyUI-NS-Util" + ], + "install_type": "git-clone", + "description": "A collection of nodes for ComfyUI. ex:A node for batch managing int, float, and string parameters with presets" + }, + { + "author": "nux1111", + "title": "ComfyUI_NetDist_Plus", + "reference": "https://github.com/nux1111/ComfyUI_NetDist_Plus", + "files": [ + "https://github.com/nux1111/ComfyUI_NetDist_Plus" + ], + "install_type": "git-clone", + "description": "Run ComfyUI workflows on multiple local GPUs/networked machines with options to edit the json values within comfyui.\nOriginal repo: [a/city96/ComfyUI_NetDist](https://github.com/city96/ComfyUI_NetDist)" + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiLoadPreset2", + "id": "comfyui_mittimi_load_preset2", + "reference": "https://github.com/mittimi/ComfyUI_mittimiLoadPreset2", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiLoadPreset2" + ], + "install_type": "git-clone", + "description": "This node can easily switch between models and prompts by saving presets." + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiRecalculateSize", + "id": "comfyui_mittimi_recalculate_size", + "reference": "https://github.com/mittimi/ComfyUI_mittimiRecalculateSize", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiRecalculateSize" + ], + "install_type": "git-clone", + "description": "This is the node that performs the magnification calculation." + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiWidthHeight", + "id": "comfyui_mittimi_width_height", + "reference": "https://github.com/mittimi/ComfyUI_mittimiWidthHeight", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiWidthHeight" + ], + "install_type": "git-clone", + "description": "This node can easily switch between vertical and horizontal values with a single button." + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiDaisyChainText", + "reference": "https://github.com/mittimi/ComfyUI_mittimiDaisyChainText", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiDaisyChainText" + ], + "install_type": "git-clone", + "description": "It has the ability to concatenate text." + }, + { + "author": "RodrigoSKohl", + "title": "Panoramic Image Stitcher", + "reference": "https://github.com/RodrigoSKohl/ComfyUI-Panoramic-ImgStitcher", + "files": [ + "https://github.com/RodrigoSKohl/ComfyUI-Panoramic-ImgStitcher" + ], + "install_type": "git-clone", + "description": "Simple Node to make panoramic images" + }, + { + "author": "RodrigoSKohl", + "title": "Interior Design for Comfyui", + "reference": "https://github.com/RodrigoSKohl/InteriorDesign-for-ComfyUI", + "files": [ + "https://github.com/RodrigoSKohl/InteriorDesign-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "This node is based on MykolaL/StableDesign" + }, + { + "author": "RodrigoSKohl", + "title": "TryOff Anyone", + "reference": "https://github.com/RodrigoSKohl/comfyui-tryoff-anyone", + "files": [ + "https://github.com/RodrigoSKohl/comfyui-tryoff-anyone" + ], + "install_type": "git-clone", + "description": "Node to tryoff clothes" + }, + { + "author": "nicehero", + "title": "comfyui-SegGPT", + "reference": "https://github.com/nicehero/comfyui-SegGPT", + "files": [ + "https://github.com/nicehero/comfyui-SegGPT" + ], + "install_type": "git-clone", + "description": "SegGPT model for comfyui,segmentation everything with mask prompt. Download (https://huggingface.co/BAAI/SegGPT/blob/main/seggpt_vit_large.pth) in this node path." + }, + { + "author": "sakura1bgx", + "title": "ComfyUI_FlipStreamViewer", + "reference": "https://github.com/sakura1bgx/ComfyUI_FlipStreamViewer", + "files": [ + "https://github.com/sakura1bgx/ComfyUI_FlipStreamViewer" + ], + "install_type": "git-clone", + "description": "ComfyUI_FlipStreamViewer is a tool that provides a customizable viewer interface for flipping images with frame interpolation." + }, + { + "author": "ducido", + "title": "ObjectFusion_ComfyUI_nodes", + "id": "objectfusion-nodes", + "reference": "https://github.com/ducido/ObjectFusion_ComfyUI_nodes", + "files": [ + "https://github.com/ducido/ObjectFusion_ComfyUI_nodes" + ], + "install_type": "git-clone", + "description": "This is a node to generate new image that combine 2 objects from different scene." + }, + { + "author": "DanielHabib", + "title": "ComfyUI-Voxels", + "reference": "https://github.com/DanielHabib/ComfyUI-Voxels", + "files": [ + "https://github.com/DanielHabib/ComfyUI-Voxels" + ], + "install_type": "git-clone", + "description": "NODES:Mesh To Voxel, Voxel Block Saver, Voxel Viewer, Voxel Block Loader, Voxel Video Viewer, Voxel Blocks Into Voxel Video, Voxel Video Preview, Voxelize Mesh, ..." + }, + { + "author": "jsonL", + "title": "ComfyUI-tagger", + "id": "comfyui-tagger", + "reference": "https://github.com/StarMagicAI/comfyui_tagger", + "files": [ + "https://github.com/StarMagicAI/comfyui_tagger" + ], + "install_type": "git-clone", + "description": "Nodes to use Florence2 VLM for image vision tasks: object detection, captioning, segmentation and ocr" + }, + { + "author": "boredofnames", + "title": "ComfyUI-ntfy", + "reference": "https://github.com/boredofnames/ComfyUI-ntfy", + "files": [ + "https://github.com/boredofnames/ComfyUI-ntfy" + ], + "install_type": "git-clone", + "description": "NODES:Save Image and ntfy" + }, + { + "author": "Xclbr7", + "title": "ComfyUI-Merlin: Magic Photo Prompter", + "reference": "https://github.com/Xclbr7/ComfyUI-Merlin", + "files": [ + "https://github.com/Xclbr7/ComfyUI-Merlin" + ], + "install_type": "git-clone", + "description": "ComfyUI-Merlin is a custom node extension for ComfyUI, introducing the Magic Photo Prompter. This powerful tool enhances your prompt engineering process by allowing users to easily construct detailed, high-quality prompts for photo-realistic image generation." + }, + { + "author": "microbote", + "title": "StyledCLIPTextEncode", + "reference": "https://github.com/microbote/ComfyUI-StyledCLIPTextEncode", + "files": [ + "https://github.com/microbote/ComfyUI-StyledCLIPTextEncode" + ], + "install_type": "git-clone", + "description": "StyledCLIPTextEncode is a node that enables you to build your prompts(both postive and negative) based on the selected style. It provides up-to 77 styles currently and has been tested on SDXL and SD1.5 checkpoints. It's ported from project [a/Style Selector for SDXL 1.0](https://github.com/ahgsql/StyleSelectorXL), which is only availabe on WebUI." + }, + { + "author": "tianguangliu", + "title": "comfyui-utools", + "id": "utools", + "reference": "https://github.com/tianguanggliu/Utools", + "files": [ + "https://github.com/tianguanggliu/Utools" + ], + "install_type": "git-clone", + "description": "Efficiency tools, Personalized style, Other Nodes, ..." + }, + { + "author": "celoron", + "title": "ComfyUI-VisualQueryTemplate", + "reference": "https://github.com/celoron/ComfyUI-VisualQueryTemplate", + "files": [ + "https://github.com/celoron/ComfyUI-VisualQueryTemplate" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for transforming images into descriptive text using templated visual question answering. Leverages Hugging Face's VQA models with transformers" + }, + { + "author": "Alex Genovese", + "title": "Huggingface Api Serverless", + "reference": "https://github.com/alexgenovese/ComfyUI_HF_Servelress_Inference", + "files": [ + "https://github.com/alexgenovese/ComfyUI_HF_Servelress_Inference" + ], + "install_type": "git-clone", + "description": "Huggingface Api Serverless request" + }, + { + "author": "Alex Genovese", + "title": "ComfyUI UNO Nodes", + "reference": "https://github.com/alexgenovese/ComfyUI-UNO-Flux", + "files": [ + "https://github.com/alexgenovese/ComfyUI-UNO-Flux" + ], + "install_type": "git-clone", + "description": "ComfyUI UNO Nodes is a collection of nodes for ComfyUI that allows you to load and use UNO models." + }, + { + "author": "freelifehacker", + "title": "ComfyUI-ImgMask2PNG", + "reference": "https://github.com/freelifehacker/ComfyUI-ImgMask2PNG", + "files": [ + "https://github.com/freelifehacker/ComfyUI-ImgMask2PNG" + ], + "install_type": "git-clone", + "description": "NODES:ImageMask2PNG" + }, + { + "author": "souki202", + "title": "ComfyUI-LoadImage-Advanced", + "reference": "https://github.com/souki202/ComfyUI-LoadImage-Advanced", + "files": [ + "https://github.com/souki202/ComfyUI-LoadImage-Advanced" + ], + "install_type": "git-clone", + "description": "This is a node that simply integrates LoadImage, Vae Encode, Upscale, Resolution factor correction, and Color Adjustment." + }, + { + "author": "drmbt", + "title": "comfyui-dreambait-nodes", + "id": "drmbt", + "reference": "https://github.com/drmbt/comfyui-dreambait-nodes", + "files": [ + "https://github.com/drmbt/comfyui-dreambait-nodes" + ], + "install_type": "git-clone", + "description": "A collection of forks, QoL nodes and utilities for ComfyUI" + }, + { + "author": "InstaSD", + "title": "InstaSD nodes for ComfyUI", + "reference": "https://github.com/WaddingtonHoldings/ComfyUI-InstaSD", + "files": [ + "https://github.com/WaddingtonHoldings/ComfyUI-InstaSD" + ], + "install_type": "git-clone", + "description": "A collection of nodes for use with InstaSD. These nodes will be transformed into app inputs when you deploy your ComfyUI workflow on InstaSD." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-color-ascii-art-node", + "id": "comfyui-color-ascii-art-node", + "reference": "https://github.com/Shiba-2-shiba/comfyui-color-ascii-art-node", + "files": [ + "https://github.com/Shiba-2-shiba/comfyui-color-ascii-art-node" + ], + "install_type": "git-clone", + "description": "This is a custom node to convert png images into color ASCII art. As noted below, multiple font sizes are used in the specification. The resolution of the generated file is set to be the same as the input image." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI_DiffusionModel_fp8_converter", + "id": "fp8-converter", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI_DiffusionModel_fp8_converter", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI_DiffusionModel_fp8_converter" + ], + "install_type": "git-clone", + "description": "This is a custom node to convert only the Diffusion model part or CLIP model part to fp8 in ComfyUI.\nVAE fp8 conversion is not supported.\nThe advantage of this node is that you do not need to separate unet/clip/vae in advance when converting to fp8, but can use the safetenros files that ComfyUI provides." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI_FreeU_V2_timestepadd", + "id": "ComfyUI_FreeU_V2_timestepadd", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_timestepadd", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_timestepadd" + ], + "install_type": "git-clone", + "description": "This is a custom node to add timestep for FreeU V2." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-Magcache-for-SDXL", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI-Magcache-for-SDXL", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI-Magcache-for-SDXL" + ], + "install_type": "git-clone", + "description": "An experimental implementation of MagCache for SDXL" + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer" + ], + "install_type": "git-clone", + "description": "Unofficial reference implementation of Hybrid Sensitivity Weighted Quantization (HSWQ) for ComfyUI, providing calibration and FP8 conversion nodes for model optimization." + }, + { + "author": "Bao Pham", + "title": "ComfyUI-LyraVSIH", + "id": "lyra-vsih", + "reference": "https://github.com/pbpbpb2705/ComfyUI-LyraVSIH", + "files": [ + "https://github.com/pbpbpb2705/ComfyUI-LyraVSIH" + ], + "install_type": "git-clone", + "description": "This extension provides a set of nodes that can be used to mask multiple object at once" + }, + { + "author": "AbyssBadger0", + "title": "Kolors Awesome Prompts", + "reference": "https://github.com/AbyssBadger0/ComfyUI_Kolors_awesome_prompts", + "files": [ + "https://github.com/AbyssBadger0/ComfyUI_Kolors_awesome_prompts" + ], + "install_type": "git-clone", + "description": "Nodes:KolorsAwesomePrompts" + }, + { + "author": "Hmily", + "title": "ComfyUI-Light-Tool", + "id": "comfyui-light-tool", + "reference": "https://github.com/ihmily/ComfyUI-Light-Tool", + "files": [ + "https://github.com/ihmily/ComfyUI-Light-Tool" + ], + "install_type": "git-clone", + "description": "An awesome light image processing tool nodes for ComfyUI." + }, + { + "author": "Hmily", + "title": "comfy-deploy", + "id": "comfy-deploy", + "reference": "https://github.com/ihmily/comfy-deploy", + "files": [ + "https://github.com/ihmily/comfy-deploy" + ], + "install_type": "git-clone", + "description": "Easy deploy API for ComfyUI." + }, + { + "author": "k-komarov", + "title": "comfyui-bunny-cdn-storage", + "reference": "https://github.com/k-komarov/comfyui-bunny-cdn-storage", + "files": [ + "https://github.com/k-komarov/comfyui-bunny-cdn-storage" + ], + "install_type": "git-clone", + "description": "Save Your Image to BunnyStorage" + }, + { + "author": "PabloGFX", + "title": "Head-Orientation-Node - by PabloGFX", + "id": "head-orientation-node", + "reference": "https://github.com/lazniak/Head-Orientation-Node-for-ComfyUI---by-PabloGFX", + "files": [ + "https://github.com/lazniak/Head-Orientation-Node-for-ComfyUI---by-PabloGFX" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that analyzes and sorts images based on head orientation using MediaPipe. It detects facial landmarks, calculates head pose, and intelligently sorts images for enhanced AI image processing workflows." + }, + { + "author": "PabloGFX", + "title": "Google Photos Loader - by PabloGFX", + "id": "google-photos-loader", + "reference": "https://github.com/lazniak/comfyui-google-photos-loader", + "files": [ + "https://github.com/lazniak/comfyui-google-photos-loader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that integrates Google Photos into your workflows. List albums, load images from specific albums, and search photos directly within ComfyUI. Features customizable image loading options, sorting, and efficient caching for seamless integration of your Google Photos library into AI image processing pipelines." + }, + { + "author": "PabloGFX", + "title": "LiquidTime - by PabloGFX", + "id": "liquid-time-interpolation", + "reference": "https://github.com/lazniak/LiquidTime-Interpolation", + "files": [ + "https://github.com/lazniak/LiquidTime-Interpolation" + ], + "install_type": "git-clone", + "description": "LiquidTime is a simple yet powerful frame interpolation node for ComfyUI. Just input your sequence and desired frame count - the node handles all complex calculations and generates smooth in-between frames for you. A must-have tool for AI animation and video creation that lets you shape time like liquid." + }, + { + "author": "45uee", + "title": "ComfyUI-Color_Transfer", + "reference": "https://github.com/45uee/ComfyUI-Color_Transfer", + "files": [ + "https://github.com/45uee/ComfyUI-Color_Transfer" + ], + "install_type": "git-clone", + "description": "Implementation of color transfer using KMeans algorithm" + }, + { + "author": "Phando", + "title": "ComfyUI-PhandoNodes", + "reference": "https://github.com/Phando/ComfyUI-PhandoNodes", + "files": [ + "https://github.com/Phando/ComfyUI-PhandoNodes" + ], + "install_type": "git-clone", + "description": "A collection of nodes to help streamline your ComfyUI workflows" + }, + { + "author": "geocine", + "title": "geocine-comfyui", + "reference": "https://github.com/geocine/geocine-comfyui", + "files": [ + "https://github.com/geocine/geocine-comfyui" + ], + "install_type": "git-clone", + "description": "NODES:Image Selector (geocine), Image Scale (geocine)" + }, + { + "author": "SeanScripts", + "title": "ComfyUI-Unload-Model", + "reference": "https://github.com/SeanScripts/ComfyUI-Unload-Model", + "files": [ + "https://github.com/SeanScripts/ComfyUI-Unload-Model" + ], + "install_type": "git-clone", + "description": "For unloading a model or all models, using the memory management that is already present in ComfyUI. Copied from [a/https://github.com/willblaschko/ComfyUI-Unload-Models](https://github.com/willblaschko/ComfyUI-Unload-Models) but without the unnecessary extra stuff." + }, + { + "author": "SeanScripts", + "title": "ComfyUI-PixtralLlamaMolmoVision", + "reference": "https://github.com/SeanScripts/ComfyUI-PixtralLlamaMolmoVision", + "files": [ + "https://github.com/SeanScripts/ComfyUI-PixtralLlamaMolmoVision" + ], + "install_type": "git-clone", + "description": "For loading and running Pixtral, Llama 3.2 Vision, and Molmo models. Put models in the models/LLM folder." + }, + { + "author": "ExterminanzHS", + "title": "Gecco Discord Autosend", + "reference": "https://github.com/ExterminanzHS/Gecco-Discord-Autosend", + "files": [ + "https://github.com/ExterminanzHS/Gecco-Discord-Autosend" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to automatically send generated images to Discord channels." + }, + { + "author": "Hugo", + "title": "ComfyUI-BiRefNet-Hugo", + "id": "BiRefNet", + "reference": "https://github.com/MoonHugo/ComfyUI-BiRefNet-Hugo", + "files": [ + "https://github.com/MoonHugo/ComfyUI-BiRefNet-Hugo" + ], + "install_type": "git-clone", + "description": "This repository wraps the latest BiRefNet model as ComfyUI nodes. Compared to the previous model, the latest model offers higher and better matting accuracy." + }, + { + "author": "MoonHugo", + "title": "ComfyUI-FFmpeg", + "id": "FFmpeg", + "reference": "https://github.com/MoonHugo/ComfyUI-FFmpeg", + "files": [ + "https://github.com/MoonHugo/ComfyUI-FFmpeg" + ], + "install_type": "git-clone", + "description": "Encapsulate the commonly used functions of FFmpeg into ComfyUI nodes, making it convenient for users to perform various video processing tasks within ComfyUI." + }, + { + "author": "MoonHugo", + "title": "ComfyUI-StableAudioOpen", + "id": "stable-audio-open", + "reference": "https://github.com/MoonHugo/ComfyUI-StableAudioOpen", + "files": [ + "https://github.com/MoonHugo/ComfyUI-StableAudioOpen" + ], + "install_type": "git-clone", + "description": "The implementation of the audio generation model stable-audio-open in ComfyUI enables ComfyUI to achieve text-to-audio functionality." + }, + { + "author": "MoonHugo", + "title": "ComfyUI-BAGEL-Hugo", + "reference": "https://github.com/MoonHugo/ComfyUI-BAGEL-Hugo", + "files": [ + "https://github.com/MoonHugo/ComfyUI-BAGEL-Hugo" + ], + "install_type": "git-clone", + "description": "This repository encapsulates the BAGEL model as ComfyUI nodes for use, including image editing and image inversion features, but it does not include text-to-image functionality." + }, + { + "author": "GrenKain", + "title": "PixelArt Processing Nodes", + "id": "gk_pixelart", + "reference": "https://github.com/GENKAIx/PixelArt-Processing-Nodes-for-ComfyUI", + "files": [ + "https://github.com/GENKAIx/PixelArt-Processing-Nodes-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "This repository provides custom nodes for ComfyUI that enable pixel art style image processing, including downscaling, upscaling, color quantization, and resolution adjustments." + }, + { + "author": "Trgtuan10", + "title": "ComfyUI_YoloSegment_Mask", + "reference": "https://github.com/Trgtuan10/ComfyUI_YoloSegment_Mask", + "files": [ + "https://github.com/Trgtuan10/ComfyUI_YoloSegment_Mask" + ], + "install_type": "git-clone", + "description": "NODES:Object Mask.\nNOTE:push [a/yolov8x-seg.pt](https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8x-seg.pt) in models/yolo" + }, + { + "author": "Tenney95", + "title": "ComfyUI-NodeAligner", + "reference": "https://github.com/Tenney95/ComfyUI-NodeAligner", + "files": [ + "https://github.com/Tenney95/ComfyUI-NodeAligner" + ], + "install_type": "git-clone", + "description": "ComfyUI-NodeAligner is a lightweight ComfyUI layout plugin that includes features such as node alignment, distribution, and resizing. This plugin is designed to simplify layout adjustments in visual node editors or custom UI components, making node arrangement more convenient and efficient." + }, + { + "author": "VykosX", + "title": "ControlFlowUtils", + "reference": "https://github.com/VykosX/ControlFlowUtils", + "files": [ + "https://github.com/VykosX/ControlFlowUtils" + ], + "install_type": "git-clone", + "description": "Custom nodes to improve flow control and logic + several utilities to enhance capabilities" + }, + { + "author": "tachyon-beep", + "title": "ComfyUI Simple Feed", + "id": "simplefeed", + "reference": "https://github.com/tachyon-beep/comfyui-simplefeed", + "files": [ + "https://github.com/tachyon-beep/comfyui-simplefeed" + ], + "install_type": "git-clone", + "description": "A lightweight image tray forked from Comfy-UI-CustomScripts with simple sorting, positioning and filtering options." + }, + { + "author": "alexisrolland", + "title": "ComfyUI-Phi", + "reference": "https://github.com/alexisrolland/ComfyUI-Phi", + "files": [ + "https://github.com/alexisrolland/ComfyUI-Phi" + ], + "install_type": "git-clone", + "description": "Custom nodes to run microsoft/Phi models." + }, + { + "author": "alexisrolland", + "title": "ComfyUI-Blender", + "reference": "https://github.com/alexisrolland/ComfyUI-Blender", + "files": [ + "https://github.com/alexisrolland/ComfyUI-Blender" + ], + "install_type": "git-clone", + "description": "Blender plugin to send requests to a ComfyUI server." + }, + { + "author": "LatentRat", + "title": "comfy_remote_run", + "reference": "https://github.com/LatentRat/comfy_remote_run", + "files": [ + "https://github.com/LatentRat/comfy_remote_run" + ], + "install_type": "git-clone", + "description": "Nodes to run nodes on remote ComfyUI instances." + }, + { + "author": "kinglord", + "title": "Prompt Gallery", + "id": "promptGallery", + "reference": "https://github.com/Kinglord/ComfyUI_Prompt_Gallery", + "files": [ + "https://github.com/Kinglord/ComfyUI_Prompt_Gallery" + ], + "install_type": "git-clone", + "description": "New UI on the sidebar that allows for quick and easy navigation of images to help build styles, characters, backgrounds, etc. or even entire random prompts." + }, + { + "author": "kinglord", + "title": "ComfyUI_LoRA_Sidebar", + "reference": "https://github.com/Kinglord/ComfyUI_LoRA_Sidebar", + "files": [ + "https://github.com/Kinglord/ComfyUI_LoRA_Sidebar" + ], + "install_type": "git-clone", + "description": "A custom front-end UX node that creates a visual library of all your LoRAs. It's designed to be fast, slim, and make using LoRAs in Comfy a lot more fun for visual users - especially if you have lots of LoRAs. Should make people used to A1111 and other UI heavy platforms feel more at home. If you've got lots of LoRAs, this sidebar could be your new best friend!" + }, + { + "author": "alexcong", + "title": "Qwen2-VL wrapper for ComfyUI", + "id": "comfyui-qwen2-vl", + "reference": "https://github.com/alexcong/ComfyUI_QwenVL", + "files": [ + "https://github.com/alexcong/ComfyUI_QwenVL" + ], + "install_type": "git-clone", + "description": "ComfyUI Qwen2-VL wrapper that supports text-based and single-image queries." + }, + { + "author": "alexcong", + "title": "ComfyUI-SwinIR", + "reference": "https://github.com/alexcong/ComfyUI-SwinIR", + "files": [ + "https://github.com/alexcong/ComfyUI-SwinIR" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for SwinIR (Swin Transformer for Image Restoration) supporting image super-resolution and denoising." + }, + { + "author": "Bin-sam", + "title": "DynamicPose-ComfyUI", + "reference": "https://github.com/Bin-sam/DynamicPose-ComfyUI", + "files": [ + "https://github.com/Bin-sam/DynamicPose-ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES:pose_extraction, Load_reference_unet, Load_denoising_unet, Load_Pose_Guider, Pose_Guider_Encode, DynamicPose_Sampler, load_pose_model, align" + }, + { + "author": "Metal3d", + "title": "Human Parts Detector", + "id": "human-parts-detector", + "reference": "https://github.com/metal3d/ComfyUI_Human_Parts", + "files": [ + "https://github.com/metal3d/ComfyUI_Human_Parts" + ], + "install_type": "git-clone", + "description": "Detect human parts using the DeepLabV3+ ResNet50 model from Keras-io. You can extract hair, arms, legs, and other parts with ease and with small memory usage." + }, + { + "author": "Metal3d", + "title": "M3D photo effects", + "id": "ComfyUI_M3D_photo_effects", + "reference": "https://github.com/metal3d/ComfyUI_M3D_photo_effects", + "files": [ + "https://github.com/metal3d/ComfyUI_M3D_photo_effects" + ], + "install_type": "git-clone", + "description": "A set of photo effects for ComfyUI, for the moment, only Bleach Bypass effect is provided, but more to come!" + }, + { + "author": "Fuwuffy", + "title": "ComfyUI-VisualArea-Nodes", + "id": "comfyui-visualarea-nodes", + "reference": "https://github.com/Fuwuffyi/ComfyUI-VisualArea-Nodes", + "files": [ + "https://github.com/Fuwuffyi/ComfyUI-VisualArea-Nodes" + ], + "install_type": "git-clone", + "description": "This is a collection of nodes created to aid when managing area conditionings." + }, + { + "author": "Cyber-BlackCat", + "title": "ComfyUI_Auto_Caption", + "reference": "https://github.com/Cyber-BlackCat/ComfyUI_Auto_Caption", + "files": [ + "https://github.com/Cyber-BlackCat/ComfyUI_Auto_Caption" + ], + "install_type": "git-clone", + "description": "Using LLM and Joy tag pipeline to tag your image(s folder), it's suitable for train FLUX LoRA and also sdxl. Load images in order!" + }, + { + "author": "Cyber-BlackCat", + "title": "ComfyUI-Image-Vector", + "reference": "https://github.com/Cyber-BlackCat/ComfyUI-Image-Vector", + "files": [ + "https://github.com/Cyber-BlackCat/ComfyUI-Image-Vector" + ], + "install_type": "git-clone", + "description": "modify the original node instruction of image vector, add ‘imagemagick’ which is the key base Python library of ‘wand’ library." + }, + { + "author": "cr7Por", + "title": "ComfyUI_DepthFlow", + "reference": "https://github.com/cr7Por/ComfyUI_DepthFlow", + "files": [ + "https://github.com/cr7Por/ComfyUI_DepthFlow" + ], + "install_type": "git-clone", + "description": "comfyui custom node for depthflow\noriginal depthflow website: [a/https://github.com/BrokenSource/DepthFlow](https://github.com/BrokenSource/DepthFlow)\ncheck this for installation: [a/https://brokensrc.dev/get/](https://brokensrc.dev/get/)" + }, + { + "author": "aimerib", + "title": "ComfyUI-HigherBitDepthSaveImage", + "reference": "https://github.com/aimerib/ComfyUI_HigherBitDepthSaveImage", + "files": [ + "https://github.com/aimerib/ComfyUI_HigherBitDepthSaveImage" + ], + "install_type": "git-clone", + "description": "A comfyui node that provides save image with higher bit depth." + }, + { + "author": "nchenevey1", + "title": "comfyui-gimp-nodes", + "reference": "https://github.com/nchenevey1/comfyui-gimp-nodes", + "files": [ + "https://github.com/nchenevey1/comfyui-gimp-nodes" + ], + "install_type": "git-clone", + "description": "Provides nodes geared towards using GIMP as a frontend for ComfyUI." + }, + { + "author": "MetaGLM", + "title": "ComfyUI ZhipuAI Platform", + "id": "zhipuai-platform", + "reference": "https://github.com/MetaGLM/ComfyUI-ZhipuAI-Platform", + "files": [ + "https://github.com/MetaGLM/ComfyUI-ZhipuAI-Platform" + ], + "pip": ["zhipuai-platform-video"], + "install_type": "git-clone", + "description": "This platform extension provides ZhipuAI nodes, enabling you to configure a workflow for online video generation." + }, + { + "author": "zhiselfly", + "title": "ComfyUI-Alimama-ControlNet-compatible", + "reference": "https://github.com/zhiselfly/ComfyUI-Alimama-ControlNet-compatible", + "files": [ + "https://github.com/zhiselfly/ComfyUI-Alimama-ControlNet-compatible" + ], + "install_type": "git-clone", + "description": "Compatible with alimama's SD3-ControlNet Demo on ComfyUI." + }, + { + "author": "pydn", + "title": "ComfyUI to Python Extension", + "id": "comfyui-to-python-extension", + "reference": "https://github.com/pydn/ComfyUI-to-Python-Extension", + "files": [ + "https://github.com/pydn/ComfyUI-to-Python-Extension" + ], + "install_type": "git-clone", + "description": "This custom node allows you to generate pure python code from your ComfyUI workflow with the click of a button. Great for rapid experimentation or production deployment." + }, + { + "author": "Dayuppy", + "title": "Discord Webhook", + "id": "DiscordWebhook", + "reference": "https://github.com/Dayuppy/ComfyUI-DiscordWebhook", + "files": [ + "https://github.com/Dayuppy/ComfyUI-DiscordWebhook" + ], + "install_type": "git-clone", + "description": "A very simple Discord webhook integration node for ComfyUI that lets you post images and text." + }, + { + "author": "NyaamZ", + "title": "Efficiency Nodes ExtendeD", + "id": "efficiency-ed", + "reference": "https://github.com/NyaamZ/efficiency-nodes-ED", + "files": [ + "https://github.com/NyaamZ/efficiency-nodes-ED" + ], + "install_type": "git-clone", + "description": "Expansion of Efficiency Nodes for ComfyUI. Significant UX improvements.[w/NOTE: This node requires [a/efficiency-nodes-comfyui](https://github.com/jags111/efficiency-nodes-comfyui) and [a/ComfyUI-Custom-Scripts](https://github.com/pythongosssss/ComfyUI-Custom-Scripts); it also requires start.bat to run.]" + }, + { + "author": "NyaamZ", + "title": "ComfyUI ImageGallery ExtendeD", + "id": "image-gallery-ed", + "reference": "https://github.com/NyaamZ/ComfyUI-ImageGallery-ED", + "files": [ + "https://github.com/NyaamZ/ComfyUI-ImageGallery-ED" + ], + "install_type": "git-clone", + "description": "Custom javascript extensions for better UX for ComfyUI. Double click on image to open. It's convenient for checking images." + }, + { + "author": "chrissy0", + "title": "chris-comfyui-nodes", + "reference": "https://github.com/chrissy0/chris-comfyui-nodes", + "files": [ + "https://github.com/chrissy0/chris-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "This repository contains a custom node for ComfyUI that pads an image to be square, filling the new pixels black." + }, + { + "author": "revirevy", + "title": "Comfyui_saveimage_imgbb", + "id": "Comfyui_saveimage_imgbb", + "reference": "https://github.com/revirevy/Comfyui_saveimage_imgbb", + "files": [ + "https://github.com/revirevy/Comfyui_saveimage_imgbb" + ], + "install_type": "git-clone", + "description": "This custom node allow you to upload result images to imgbb." + }, + { + "author": "Kinglord", + "title": "ComfyUI_Slider_Sidebar", + "reference": "https://github.com/Kinglord/ComfyUI_Slider_Sidebar", + "files": [ + "https://github.com/Kinglord/ComfyUI_Slider_Sidebar" + ], + "install_type": "git-clone", + "description": "A custom node that adds a UI element to the sidebar allowing easy access, navigation, and use of a massive collection (100+) of LECO (Slider) LoRAs. LECOs are an amazing tool to generate variance in your output with a minimal impact to consistency, i.e. deviating form your prompt. They can also allow you access to control parts of your image without taking up CLIP space, saving your token weights for more valuable keywords. If you haven't used them, there's never been a better time to try!" + }, + { + "author": "Isi-dev", + "title": "Image to Painting and Inspyrenet Assistant Nodes", + "id": "ComfyUI-Img2PaintingAssistant", + "reference": "https://github.com/Isi-dev/ComfyUI-Img2PaintingAssistant", + "reference2": "https://github.com/Isi-dev/ComfyUI_Img2PaintingAssistant", + "files": [ + "https://github.com/Isi-dev/ComfyUI-Img2PaintingAssistant" + ], + "install_type": "git-clone", + "description": "These are ComfyUI nodes to assist in converting images to paintings and to assist the Inspyrenet Rembg node to totally remove, or replace with a color, the original background from images so that the background does not reappear in videos or in nodes that do not retain the alpha channel in rgba images." + }, + { + "author": "311-code", + "title": "ComfyUI MagicClip_Strength for SDXL", + "reference": "https://github.com/311-code/ComfyUI-MagicClip_Strength", + "files": [ + "https://github.com/311-code/ComfyUI-MagicClip_Strength" + ], + "install_type": "git-clone", + "description": "This project allows you to adjust SDXL's two text encoder's strengths individually for clip_g (ViT-bigG) and clip_l (CLIP-ViT-L) within ComfyUI. (And other adjustments)" + }, + { + "author": "godmt", + "title": "ComfyUI-List-Utils", + "reference": "https://github.com/godmt/ComfyUI-List-Utils", + "files": [ + "https://github.com/godmt/ComfyUI-List-Utils" + ], + "install_type": "git-clone", + "description": "LIST and BATCH utilities which support: create, convert, get or slice items" + }, + { + "author": "godmt", + "title": "ComfyUI-IP-Composer", + "reference": "https://github.com/godmt/ComfyUI-IP-Composer", + "files": [ + "https://github.com/godmt/ComfyUI-IP-Composer" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper of IP-Composer" + }, + { + "author": "pedrogengo", + "title": "ComfyUI-LumaAI-API", + "id": "lumaai-api", + "reference": "https://github.com/lumalabs/ComfyUI-LumaAI-API", + "files": [ + "https://github.com/lumalabs/ComfyUI-LumaAI-API" + ], + "install_type": "git-clone", + "description": "Luma Dream Machine API official ComfyUI custom node." + }, + { + "author": "mingsky", + "title": "ComfyUI-MingNodes", + "id": "ComfyUI_MingNodes_Mingsky", + "reference": "https://github.com/mingsky-ai/ComfyUI-MingNodes", + "files": [ + "https://github.com/mingsky-ai/ComfyUI-MingNodes" + ], + "install_type": "git-clone", + "description": "Nodes: ConvertGrayChannelNode, AdjustBrightnessContrastSaturationNode, BaiduTranslateNode." + }, + { + "author": "blob8", + "title": "ComfyUI_sloppy-comic", + "reference": "https://github.com/blob8/ComfyUI_sloppy-comic", + "files": [ + "https://github.com/blob8/ComfyUI_sloppy-comic" + ], + "install_type": "git-clone", + "description": "Using IPAdapter for style consistency, the node accepts a story structured as text {prompt} text {prompt} etc. and generates a comic, saving it to /output. It also adds LLM API Request node, providing an openai compatible LLM API for generating the stories." + }, + { + "author": "blob8", + "title": "ComfyUI_video-image-motion-transfer", + "reference": "https://github.com/blob8/ComfyUI_video-image-motion-transfer", + "files": [ + "https://github.com/blob8/ComfyUI_video-image-motion-transfer" + ], + "install_type": "git-clone", + "description": "Introduces a node that tries to approximate the entire video using it's first frame (that we stylize) by warping it using optical flow extracted from the video. First we do image-to-image using the reference video's first frame and a depth controlnet. The generated object doesn't have to closely resemble the reference like on the demo. Then the generated image and the video frames are fed into the node and it returns a warped video. No ai models are used by the node. The example workflow uses SDXL but you can get it to work with any arch if you manage i2i." + }, + { + "author": "banqingyuan", + "title": "ComfyUI-text-replace", + "reference": "https://github.com/banqingyuan/ComfyUI-text-replace", + "files": [ + "https://github.com/banqingyuan/ComfyUI-text-replace" + ], + "install_type": "git-clone", + "description": "NODES: OCR Location Node, Image Erase Node, Chat Overlay Node, Extract JSON Node." + }, + { + "author": "edelvarden", + "title": "comfyui_image_metadata_extension", + "reference": "https://github.com/edelvarden/comfyui_image_metadata_extension", + "files": [ + "https://github.com/edelvarden/comfyui_image_metadata_extension" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI. It adds additional metadata for saved images, ensuring compatibility with the Civitai website." + }, + { + "author": "edelvarden", + "title": "ComfyUI-Display-Value", + "reference": "https://github.com/edelvarden/ComfyUI-Display-Value", + "files": [ + "https://github.com/edelvarden/ComfyUI-Display-Value" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI to show values of primitives (str, float, int, or bool)." + }, + { + "author": "dfghsdh", + "title": "ComfyUI_FluxPromptGen", + "reference": "https://github.com/dfghsdh/ComfyUI_FluxPromptGen", + "files": [ + "https://github.com/dfghsdh/ComfyUI_FluxPromptGen" + ], + "install_type": "git-clone", + "description": "Flux Prompt Generator is a custom node set for ComfyUI that enhances prompt generation and image captioning capabilities. It integrates advanced language models and image captioning techniques to provide versatile and powerful prompt manipulation tools for your AI image generation workflows.\nNOTE:PORT OF [a/https://huggingface.co/Aitrepreneur/FLUX-Prompt-Generator](https://huggingface.co/Aitrepreneur/FLUX-Prompt-Generator) for COMFYUI" + }, + { + "author": "liushuchun", + "title": "ComfyUI_Lora_List_With_Url_Loader", + "reference": "https://github.com/liushuchun/ComfyUI_Lora_List_With_Url_Loader", + "files": [ + "https://github.com/liushuchun/ComfyUI_Lora_List_With_Url_Loader" + ], + "install_type": "git-clone", + "description": "Nodes:ComfyUI_Lora_List_With_Url_Loader. Load loras from urls and auto fetch them on web if they are missing." + }, + { + "author": "silveroxides", + "title": "Model and Checkpoint Loaders for NF4 and FP4", + "reference": "https://github.com/silveroxides/ComfyUI_bnb_nf4_fp4_Loaders", + "files": [ + "https://github.com/silveroxides/ComfyUI_bnb_nf4_fp4_Loaders" + ], + "install_type": "git-clone", + "description": "Nodes for loading both Checkpoints and UNET/Diffussion models quantized to bitsandbytes NF4 or FP4 format.\nStill under development and some limitations such as using LoRA might apply still." + }, + { + "author": "silveroxides", + "title": "ComfyUI-RR-JointTagger", + "reference": "https://github.com/silveroxides/ComfyUI-RR-JointTagger", + "files": [ + "https://github.com/silveroxides/ComfyUI-RR-JointTagger" + ], + "install_type": "git-clone", + "description": "Tagger used to tag image of but not limited to furry art." + }, + { + "author": "silveroxides", + "title": "Model Utility Toolkit", + "id": "comfyui_modelutils", + "reference": "https://github.com/silveroxides/ComfyUI-ModelUtils", + "files": [ + "https://github.com/silveroxides/ComfyUI-ModelUtils" + ], + "install_type": "git-clone", + "description": "[WIP]Custom nodes for handling, inspecting, modifying and creating various model files." + }, + { + "author": "silveroxides", + "title": "ComfyUI Sigmoid Offset Scheduler", + "reference": "https://github.com/silveroxides/ComfyUI_SigmoidOffsetScheduler", + "files": [ + "https://github.com/silveroxides/ComfyUI_SigmoidOffsetScheduler" + ], + "install_type": "git-clone", + "description": "Scheduler for ComfyUI and an attempt at optimized scheduler for the Chroma architecture." + }, + { + "author": "silveroxides", + "title": "ComfyUI_EmbeddingToolkit", + "reference": "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit", + "files": [ + "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit" + ], + "install_type": "git-clone", + "description": "Toolkit for creating embeddings for various models in ComfyUI." + }, + { + "author": "silveroxides", + "title": "ComfyUI_FDGuidance", + "reference": "https://github.com/silveroxides/ComfyUI_FDGuidance", + "files": [ + "https://github.com/silveroxides/ComfyUI_FDGuidance" + ], + "install_type": "git-clone", + "description": "An implementation of Frequency-Decoupled Guidance (FDG) in pure Pytorch." + }, + { + "author": "silveroxides", + "title": "ComfyUI Power Shift Scheduler", + "reference": "https://github.com/silveroxides/ComfyUI_PowerShiftScheduler", + "files": [ + "https://github.com/silveroxides/ComfyUI_PowerShiftScheduler" + ], + "install_type": "git-clone", + "description": "Highly customizable Scheduler for ComfyUI." + }, + { + "author": "silveroxides", + "title": "ComfyUI Gemini Expanded API", + "reference": "https://github.com/silveroxides/ComfyUI_Gemini_Expanded_API", + "files": [ + "https://github.com/silveroxides/ComfyUI_Gemini_Expanded_API" + ], + "install_type": "git-clone", + "description": "Node for usage of Gemini API" + }, + { + "author": "silveroxides", + "title": "ComfyUI_Hybrid-Scaled_fp8-Loader", + "reference": "https://github.com/silveroxides/ComfyUI_Hybrid-Scaled_fp8-Loader", + "files": [ + "https://github.com/silveroxides/ComfyUI_Hybrid-Scaled_fp8-Loader" + ], + "install_type": "git-clone", + "description": "Custom Loader for scaled_fp8 models with hybrid precision layers." + }, + { + "author": "silveroxides", + "title": "ComfyUI-PokeIndex", + "reference": "https://github.com/silveroxides/ComfyUI-PokeIndex", + "files": [ + "https://github.com/silveroxides/ComfyUI-PokeIndex" + ], + "install_type": "git-clone", + "description": "A node for randomly fetching Pokemon Infinite Fusion sprite and prompt snippet and add to your workflow." + }, + { + "author": "turkyden", + "title": "ComfyUI-SmartCrop", + "reference": "https://github.com/turkyden/ComfyUI-SmartCrop", + "files": [ + "https://github.com/turkyden/ComfyUI-SmartCrop" + ], + "install_type": "git-clone", + "description": "a ComfyUI Custom Node for [a/smartcrop.py](https://github.com/smartcrop/smartcrop.py)" + }, + { + "author": "DareFail", + "title": "ComfyUI-Roboflow", + "reference": "https://github.com/DareFail/ComfyUI-Roboflow", + "files": [ + "https://github.com/DareFail/ComfyUI-Roboflow" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI node that connects with [a/Roboflow workflows](https://roboflow.com/workflows/build).\nRoboflow hosts hundreds of thousands of open source and custom object detection models." + }, + { + "author": "valofey", + "title": "OpenRouter Node", + "reference": "https://github.com/valofey/Openrouter-Node", + "files": [ + "https://github.com/valofey/Openrouter-Node" + ], + "install_type": "git-clone", + "description": "This is a node to use OpenRouter API from within ComfyUI. It supports both prompt and image+prompt requests (for multimodal LLMs)." + }, + { + "author": "Charlweed", + "title": "ImageTransceiver - ComfyUI", + "reference": "https://github.com/Charlweed/image_transceiver", + "files": [ + "https://github.com/Charlweed/image_transceiver" + ], + "install_type": "git-clone", + "description": "ImageTransceiver is a custom node that enables image generating clients to connect directly to ComfyUI, and send those images in near real-time. For example, an image manipulation program like GIMP can connect an image to a workflow in ComfyUI, and every time the image changes in GIMP, the changes are immediately made in the workflow. Cloning" + }, + { + "author": "tanglaoya321", + "title": "ComfyUI-StoryMaker", + "reference": "https://github.com/tanglaoya321/ComfyUI-StoryMaker", + "files": [ + "https://github.com/tanglaoya321/ComfyUI-StoryMaker" + ], + "install_type": "git-clone", + "description": "NODES:StoryMakerSinglePortraitNode, StoryMakerTwoPortraitNode, StoryMakerSwapClothNode." + }, + { + "author": "CRT", + "title": "CRT-Nodes", + "id": "crt-nodes", + "reference": "https://github.com/plugcrypt/CRT-Nodes", + "reference2": "https://github.com/PGCRT/CRT-Nodes", + "files": [ + "https://github.com/plugcrypt/CRT-Nodes" + ], + "install_type": "git-clone", + "description": "CRT-Nodes is a collection of custom nodes for ComfyUI" + }, + { + "author": "GiusTex", + "title": "ComfyUI-DiffusersImageOutpaint", + "reference": "https://github.com/GiusTex/ComfyUI-DiffusersImageOutpaint", + "files": [ + "https://github.com/GiusTex/ComfyUI-DiffusersImageOutpaint" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for outpainting images with diffusers, based on [a/diffusers-image-outpaint](https://huggingface.co/spaces/fffiloni/diffusers-image-outpaint/tree/main) by fffiloni." + }, + { + "author": "GiusTex", + "title": "ComfyUI-Wan-TimeToMove", + "reference": "https://github.com/GiusTex/ComfyUI-Wan-TimeToMove", + "files": [ + "https://github.com/GiusTex/ComfyUI-Wan-TimeToMove" + ], + "install_type": "git-clone", + "description": "Native ComfyUI port of kijai's WanVideo-Wrapper TimeToMove for video generation, currently supporting LCM sampler with frame generation capabilities. (Description by CC)" + }, + { + "author": "GiusTex", + "title": "ComfyUI-MoreEfficientSamplers", + "reference": "https://github.com/GiusTex/ComfyUI-MoreEfficientSamplers", + "files": [ + "https://github.com/GiusTex/ComfyUI-MoreEfficientSamplers" + ], + "install_type": "git-clone", + "description": "Advanced sampler nodes for ComfyUI based on efficiency-nodes, including live preview rendering and support for custom samplers with schedulers like flowmatch scheduler." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-MiniCPM-Plus", + "id": "minicpm-plus", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-Plus", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-Plus" + ], + "install_type": "git-clone", + "description": "Custom nodes for MiniCPM language models in ComfyUI. Provides advanced text generation and image understanding functions." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-Molmo", + "id": "comfyui-molmo", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-Molmo", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-Molmo" + ], + "install_type": "git-clone", + "description": "Use of the molmo model.Generate detailed image descriptions and analysis using Molmo models in ComfyUI." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-InpaintEasy", + "id": "ComfyUI-InpaintEasy", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-InpaintEasy", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-InpaintEasy" + ], + "tags": ["inpaint", "crop", "image"], + "install_type": "git-clone", + "description": "InpaintEasy is a set of optimized local repainting (Inpaint) nodes that provide a simpler and more powerful local repainting workflow. It makes local repainting work easier and more efficient with intelligent cropping and merging functions." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-OmniGenX", + "id": "ComfyUI-OmniGenX", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-OmniGenX", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-OmniGenX" + ], + "install_type": "git-clone", + "description": "OmniGen Unified Image Generation Model Integration." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-Redux-Prompt", + "id": "ComfyUI-Redux-Prompt", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-Redux-Prompt", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-Redux-Prompt" + ], + "tags": ["Flux", "redux", "prompt"], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides fine-grained control over style transfer using Redux style models." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-MiniCPM-o", + "id": "ComfyUI-MiniCPM-o", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-o", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-o" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for MiniCPM" + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-Janus-Pro", + "id": "ComfyUI-Janus-Pro", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-Janus-Pro", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-Janus-Pro" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Janus-Pro, a unified multimodal understanding and generation framework." + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-Free-GPU", + "id": "ComfyUI-Free-GPU", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-Free-GPU", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-Free-GPU" + ], + "description": "ComfyUI-Free-GPU provides a node for releasing RAM and VRAM in ComfyUI.", + "install_type": "git-clone" + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-Gemini-API", + "id": "ComfyUI-Gemini-API", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-Gemini-API", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-Gemini-API" + ], + "description": "A custom node for ComfyUI to integrate Google Gemini API.", + "install_type": "git-clone" + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-GPT-API", + "id": "ComfyUI-GPT-API", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-GPT-API", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-GPT-API" + ], + "description": "A custom node for ComfyUI to integrate GPT API.", + "install_type": "git-clone" + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-FramePack-HY", + "id": "ComfyUI-FramePack-HY", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY" + ], + "description": "A custom node for ComfyUI to FramePack.", + "install_type": "git-clone" + }, + { + "author": "CY-CHENYUE", + "title": "ComfyUI-ImageCompositionCy", + "id": "ComfyUI-ImageCompositionCy", + "reference": "https://github.com/CY-CHENYUE/ComfyUI-ImageCompositionCy", + "files": [ + "https://github.com/CY-CHENYUE/ComfyUI-ImageCompositionCy" + ], + "description": "A powerful ComfyUI multi-image composition node that supports real-time adjustment of image position, size, and rotation angle on an interactive Canvas, with freehand drawing capabilities and real-time preview of composition effects.", + "install_type": "git-clone" + }, + { + "author": "codecringebinge", + "title": "ComfyUI-Arrow-Key-Canvas-Navigation", + "id": "codecringebinge.arrow.key.canvas.navigation", + "reference": "https://github.com/codecringebinge/ComfyUI-Arrow-Key-Canvas-Navigation", + "files": [ + "https://github.com/codecringebinge/ComfyUI-Arrow-Key-Canvas-Navigation" + ], + "install_type": "git-clone", + "description": "A ComfyUI Custom Node that enables arrow key canvas navigation with a pan speed setting." + }, + { + "author": "asaddi", + "title": "ComfyUI-YALLM-node", + "reference": "https://github.com/asaddi/ComfyUI-YALLM-node", + "files": [ + "https://github.com/asaddi/ComfyUI-YALLM-node" + ], + "install_type": "git-clone", + "description": "Yet another set of LLM nodes for ComfyUI (for local/remote OpenAI-like APIs, multi-modal models supported)" + }, + { + "author": "asaddi", + "title": "YALLM-LlamaVision", + "reference": "https://github.com/asaddi/YALLM-LlamaVision", + "files": [ + "https://github.com/asaddi/YALLM-LlamaVision" + ], + "install_type": "git-clone", + "description": "A set of nodes for basic Llama 3.2 Vision support in ComfyUI. Give it an image and query and it will output a text response." + }, + { + "author": "ycyy", + "title": "ComfyUI-YCYY-LoraInfo", + "reference": "https://github.com/ycyy/ComfyUI-YCYY-LoraInfo", + "files": [ + "https://github.com/ycyy/ComfyUI-YCYY-LoraInfo" + ], + "install_type": "git-clone", + "description": "You can use this node to get information about lora. For example trigger words, description and example images." + }, + { + "author": "ycyy", + "title": "ComfyUI-YCYY-API", + "reference": "https://github.com/ycyy/ComfyUI-YCYY-API", + "files": [ + "https://github.com/ycyy/ComfyUI-YCYY-API" + ], + "install_type": "git-clone", + "description": "Freely call APIs in ComfyUI" + }, + { + "author": "Darth-Veitcher", + "title": "Comfy DV", + "id": "comfydv", + "reference": "https://github.com/darth-veitcher/comfydv", + "files": [ + "https://github.com/darth-veitcher/comfydv" + ], + "install_type": "git-clone", + "description": "Nodes: String Formatting (f-string and jinja2), Random Choice, Model Memory management, and other quality of life improvements." + }, + { + "author": "Darth-Veitcher", + "title": "ComfyUI Ollama Model Manager", + "id": "comfyui-ollama-model-manager", + "reference": "https://github.com/darth-veitcher/comfyui-ollama-model-manager", + "files": [ + "https://github.com/darth-veitcher/comfyui-ollama-model-manager" + ], + "install_type": "git-clone", + "description": "Custom nodes for managing [a/Ollama](https://ollama.com/) models in ComfyUI workflows. Load and unload models on-demand to optimize memory usage in constrained environments." + }, + { + "author": "ez-af", + "title": "ComfyUI-EZ-AF-Nodes", + "reference": "https://github.com/ez-af/ComfyUI-EZ-AF-Nodes", + "files": [ + "https://github.com/ez-af/ComfyUI-EZ-AF-Nodes" + ], + "install_type": "git-clone", + "description": "Conveniently control parts of text prompts with custom UI. Pack includes loaders from txt and csv files, dynamic text concatenation tool and easy-to-use input node" + }, + { + "author": "danbochman", + "title": "FASHN Virtual Try-On", + "id": "fashn", + "reference": "https://github.com/fashn-AI/ComfyUI-FASHN", + "files": [ + "https://github.com/fashn-AI/ComfyUI-FASHN" + ], + "install_type": "git-clone", + "description": "Node for the FASHN Virtual Try-On API. Requires an API Key from fashn.ai" + }, + { + "author": "BRIA AI", + "title": "BRIA AI API nodes", + "reference": "https://github.com/Bria-AI/ComfyUI-BRIA-API", + "files": [ + "https://github.com/Bria-AI/ComfyUI-BRIA-API" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI using BRIA's API." + }, + { + "author": "L.HC", + "title": "SimpleToolsNodes", + "reference": "https://github.com/Mcmillian/ComfyUI-SimpleToolsNodes", + "files": [ + "https://github.com/Mcmillian/ComfyUI-SimpleToolsNodes" + ], + "install_type": "git-clone", + "description": "Two simple nodes: 1. Get the steps based on the model name, 2. Generate prompts using chatglm." + }, + { + "author": "creeper", + "title": "comfyui_nai_api", + "reference": "https://github.com/Creeper-MZ/comfyui_nai_api", + "files": [ + "https://github.com/Creeper-MZ/comfyui_nai_api" + ], + "install_type": "git-clone", + "description": "A node that can use Nai in Comfyui" + }, + { + "author": "guyaton", + "title": "guy-nodes-comfyui", + "reference": "https://github.com/guyaton/guy-nodes-comfyui", + "files": [ + "https://github.com/guyaton/guy-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "These are designed to be custom nodes i found usefulness to that hopefully others can share." + }, + { + "author": "acorderob", + "title": "Prompt PostProcessor", + "reference": "https://github.com/acorderob/sd-webui-prompt-postprocessor", + "files": [ + "https://github.com/acorderob/sd-webui-prompt-postprocessor" + ], + "install_type": "git-clone", + "description": "Stable Diffusion WebUI & ComfyUI extension to post-process the prompt, including sending content from the prompt to the negative prompt and wildcards." + }, + { + "author": "Moooonet", + "title": "ComfyUI-Align", + "reference": "https://github.com/Moooonet/ComfyUI-Align", + "files": [ + "https://github.com/Moooonet/ComfyUI-Align" + ], + "install_type": "git-clone", + "description": "A powerful node alignment and color management plugin for ComfyUI, designed to enhance your workflow efficiency" + }, + { + "author": "Nojahhh", + "title": "ComfyUI GLM-4 Wrapper", + "reference": "https://github.com/Nojahhh/ComfyUI_GLM4_Wrapper", + "files": [ + "https://github.com/Nojahhh/ComfyUI_GLM4_Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI GLM-4 Wrapper. This powerful tool enhances your prompt engineering process by allowing users to easily construct detailed, high-quality prompts for image/video generation based on user image and/or user prompts." + }, + { + "author": "nilor-corp", + "title": "Nilor Nodes by Nilor Corp", + "id": "nilor-nodes", + "reference": "https://github.com/nilor-corp/nilor-nodes", + "files": [ + "https://github.com/nilor-corp/nilor-nodes" + ], + "install_type": "git-clone", + "description": "Custom utility nodes for ComfyUI by Nilor Corp. Probably not useful for most people, but contains stuff for working with lists, filenames, image batches, etc in a very specifc way." + }, + { + "author": "willchil", + "title": "ComfyUI-Environment-Visualizer", + "reference": "https://github.com/willchil/ComfyUI-Environment-Visualizer", + "files": [ + "https://github.com/willchil/ComfyUI-Environment-Visualizer" + ], + "install_type": "git-clone", + "description": "This ComfyUI node pack allows the user to take a panoramic image and a corresponding depth map, and turn them into a 3D environment, which they can view in an immersive WebXR environment." + }, + { + "author": "YarvixPA", + "title": "ComfyUI-YarvixPA", + "reference": "https://github.com/YarvixPA/ComfyUI-YarvixPA", + "files": [ + "https://github.com/YarvixPA/ComfyUI-YarvixPA" + ], + "install_type": "git-clone", + "description": "A set of custom nodes that simplify things." + }, + { + "author": "AcademiaSD", + "title": "comfyui_AcademiaSD", + "reference": "https://github.com/AcademiaSD/comfyui_AcademiaSD", + "files": [ + "https://github.com/AcademiaSD/comfyui_AcademiaSD" + ], + "install_type": "git-clone", + "description": "Official set of custom nodes of AcademiaSD." + }, + { + "author": "SpenserCai", + "title": "ComfyUI-FunAudioLLM", + "id": "funaudiollm", + "reference": "https://github.com/SpenserCai/ComfyUI-FunAudioLLM", + "files": [ + "https://github.com/SpenserCai/ComfyUI-FunAudioLLM" + ], + "install_type": "git-clone", + "description": "Comfyui custom node for [a/FunAudioLLM](https://funaudiollm.github.io/) include [a/CosyVoice](https://github.com/FunAudioLLM/CosyVoice) and [a/SenseVoice](https://github.com/FunAudioLLM/SenseVoice)." + }, + { + "author": "GadzoinksOfficial", + "title": "Gadzoinks", + "reference": "https://github.com/GadzoinksOfficial/gadzoinks_ComfyUI", + "files": [ + "https://github.com/GadzoinksOfficial/gadzoinks_ComfyUI" + ], + "install_type": "git-clone", + "description": "Custom node for integrating with gadzoinks iPhone app" + }, + { + "author": "GadzoinksOfficial", + "title": "Gprompts", + "reference": "https://github.com/GadzoinksOfficial/comfyui_gprompts", + "files": [ + "https://github.com/GadzoinksOfficial/comfyui_gprompts" + ], + "install_type": "git-clone", + "description": "Another dynamic prompt node, designed to be easy to use and support wildcards" + }, + { + "author": "educator-art", + "title": "ComfyUI-Load-DirectoryFiles", + "reference": "https://github.com/educator-art/ComfyUI-Load-DirectoryFiles", + "files": [ + "https://github.com/educator-art/ComfyUI-Load-DirectoryFiles" + ], + "install_type": "git-clone", + "description": "This node loads prompts (txt) and images (png) from a specified directory. By specifying an index, it outputs the selected file." + }, + { + "author": "educator-art", + "title": "ComfyUI-gpt-oss-PromptDesigner", + "reference": "https://github.com/educator-art/ComfyUI-gpt-oss-PromptDesigner", + "files": [ + "https://github.com/educator-art/ComfyUI-gpt-oss-PromptDesigner" + ], + "install_type": "git-clone", + "description": "Using the ollama gpt-oss:20b model, a prompt is generated. The user enters the desired theme into a custom node and runs it, and the model outputs a Stable Diffusion prompt. This is useful when you want the model to handle prompt creation for you." + }, + { + "author": "raysers", + "title": "Mflux-ComfyUI", + "reference": "https://github.com/raysers/Mflux-ComfyUI", + "files": [ + "https://github.com/raysers/Mflux-ComfyUI" + ], + "install_type": "git-clone", + "description": "Simple use of [a/Mflux](https://github.com/filipstrand/mflux) in ComfyUI, suitable for users who are not familiar with terminal usage.\nNOTE: A MLX port of FLUX based on the Huggingface Diffusers implementation." + }, + { + "author": "civen-cn", + "title": "ComfyUI-PaddleOcr", + "reference": "https://github.com/civen-cn/ComfyUI-PaddleOcr", + "files": [ + "https://github.com/civen-cn/ComfyUI-PaddleOcr" + ], + "install_type": "git-clone", + "description": "Nodes related to [a/PaddleOCR](https://paddlepaddle.github.io/PaddleOCR) OCR." + }, + { + "author": "rdancer", + "title": "ComfyUI_Florence2SAM2", + "reference": "https://github.com/rdancer/ComfyUI_Florence2SAM2", + "files": [ + "https://github.com/rdancer/ComfyUI_Florence2SAM2" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node implementing Florence 2 + Segment Anything Model 2, based on [a/SkalskiP's HuggingFace space](https://huggingface.co/spaces/SkalskiP/florence-sam)" + }, + { + "author": "gelasdev", + "title": "ComfyUI-FLUX-BFL-API", + "reference": "https://github.com/gelasdev/ComfyUI-FLUX-BFL-API", + "files": [ + "https://github.com/gelasdev/ComfyUI-FLUX-BFL-API" + ], + "install_type": "git-clone", + "description": "Custom nodes for integrating Flux models with the BFL API." + }, + { + "author": "ggarra13", + "title": "ComfyUI-mrv2", + "reference": "https://github.com/ggarra13/ComfyUI-mrv2", + "files": [ + "https://github.com/ggarra13/ComfyUI-mrv2" + ], + "install_type": "git-clone", + "description": "Nodes to interact with the mrv2 player" + }, + { + "author": "SSsnap", + "title": "Snap Processing for Comfyui", + "reference": "https://github.com/SS-snap/ComfyUI-Snap_Processing", + "files": [ + "https://github.com/SS-snap/ComfyUI-Snap_Processing" + ], + "install_type": "git-clone", + "description": "The custom Snap processing node has been converted for ComfyUI production. It currently includes a simple PyQt5 interactive interface as well as practical nodes for basic operations like area calculation.." + }, + { + "author": "SSsnap", + "title": "ComfyUI-LBW_flux", + "reference": "https://github.com/SS-snap/ComfyUI-LBW_flux", + "files": [ + "https://github.com/SS-snap/ComfyUI-LBW_flux" + ], + "install_type": "git-clone", + "description": "Through this node, you can more easily test the impact of different blocks in flux_lora on the final result." + }, + { + "author": "SSsnap", + "title": "ComfyUI-Ad-scheduler", + "reference": "https://github.com/SS-snap/ComfyUI-Ad_scheduler", + "files": [ + "https://github.com/SS-snap/ComfyUI-Ad_scheduler" + ], + "install_type": "git-clone", + "description": "This node is used to enhance image details. We can add a latent space image and introduce any amount of noise. Then, we can start denoising at any timestep. This allows us to add more details to the image while maintaining overall consistency as much as possible." + }, + { + "author": "SSsnap", + "title": "Comfyui_SSsnap_pose-Remapping", + "reference": "https://github.com/SS-snap/Comfyui_SSsnap_pose-Remapping", + "files": [ + "https://github.com/SS-snap/Comfyui_SSsnap_pose-Remapping" + ], + "install_type": "git-clone", + "description": "A pose remapping node with support for joint locking, motion-aware scaling, and optional easing - perfect for animation refinement and mech rig control." + }, + { + "author": "RiceRound", + "title": "ComfyUI Compression and Encryption Node", + "id": "cryptocat", + "reference": "https://github.com/RiceRound/ComfyUI_CryptoCat", + "files": [ + "https://github.com/RiceRound/ComfyUI_CryptoCat" + ], + "install_type": "git-clone", + "description": "a lightweight open-source node for ComfyUI, designed to simplify workflows while providing encryption protection for them." + }, + { + "author": "RiceRound", + "title": "RiceRound Cloud Node", + "id": "riceround", + "reference": "https://github.com/RiceRound/ComfyUI_RiceRound", + "files": [ + "https://github.com/RiceRound/ComfyUI_RiceRound" + ], + "install_type": "git-clone", + "description": "This is an imaginative project that allows for one-click deployment, providing both an online page and a ComfyUI cloud node.[w/This custom node is vulnerable because it can dynamically download and execute nodes.]" + }, + { + "author": "yvann-ba", + "title": "ComfyUI_Yvann-Nodes", + "reference": "https://github.com/yvann-ba/ComfyUI_Yvann-Nodes", + "files": [ + "https://github.com/yvann-ba/ComfyUI_Yvann-Nodes" + ], + "install_type": "git-clone", + "description": "Audio Reactive nodes for AI animations 🔊 Analyze audio, extract drums, bass, vocals. Compatible with IPAdapter, ControlNets, AnimateDiff... Generate reactive masks and weights. Create audio-driven visuals. Produce weight graphs and audio masks. Ideal for music videos and reactive animations. Features audio scheduling and waveform analysis" + }, + { + "author": "Playbook", + "title": "Playbook Nodes", + "id": "playbook-3d", + "reference": "https://github.com/playbook3d/playbook3d-comfyui-nodes", + "files": [ + "https://github.com/playbook3d/playbook3d-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for connecting 3D scenes and ComfyUI workflows." + }, + { + "author": "Elaine-chennn", + "title": "ComfyUI Overlay Media Node", + "reference": "https://github.com/Elaine-chennn/comfyui-overlay-media", + "files": [ + "https://github.com/Elaine-chennn/comfyui-overlay-media" + ], + "install_type": "git-clone", + "description": "This repository contains a custom ComfyUI node for overlaying media using ffmpeg." + }, + { + "author": "LAOGOU-666", + "title": "ComfyUI_LG_FFT", + "reference": "https://github.com/LAOGOU-666/ComfyUI_LG_FFT", + "files": [ + "https://github.com/LAOGOU-666/ComfyUI_LG_FFT" + ], + "install_type": "git-clone", + "description": "Implementation of Fast Fourier Transform in COMFYUI" + }, + { + "author": "LAOGOU-666", + "title": "Comfyui-LG_Relight", + "reference": "https://github.com/LAOGOU-666/Comfyui-LG_Relight", + "files": [ + "https://github.com/LAOGOU-666/Comfyui-LG_Relight" + ], + "install_type": "git-clone", + "description": "A simple implementation of real-time 3D lighting in ComfyUI. It's an open-source node, have fun playing around!" + }, + { + "author": "LAOGOU-666", + "title": "ComfyUI-LG_HotReload", + "id": "ComfyUI-LG_HotReload", + "reference": "https://github.com/LAOGOU-666/ComfyUI-LG_HotReload", + "files": [ + "https://github.com/LAOGOU-666/ComfyUI-LG_HotReload" + ], + "install_type": "git-clone", + "description": "An extension for ComfyUI that allows hot reloading. Once installed, you can preview changes in real-time while developing custom nodes or installing plugins without restarting ComfyUI." + }, + { + "author": "LAOGOU-666", + "title": "Comfyui-Memory_Cleanup", + "id": "comfyui_memory_cleanup", + "reference": "https://github.com/LAOGOU-666/Comfyui-Memory_Cleanup", + "files": [ + "https://github.com/LAOGOU-666/Comfyui-Memory_Cleanup" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that provides nodes for memory cleanup, including VRAM and RAM cleanup functions to optimize ComfyUI performance during long running workflows." + }, + { + "author": "LAOGOU-666", + "title": "Comfyui-LG_GroupExecutor", + "id": "comfyui_lg_groupexecutor", + "reference": "https://github.com/LAOGOU-666/Comfyui-LG_GroupExecutor", + "files": [ + "https://github.com/LAOGOU-666/Comfyui-LG_GroupExecutor" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for controlling and managing node group execution flow. Features include single/multiple group execution, delay control, signal chaining, and execution list repetition processing." + }, + { + "author": "LAOGOU-666", + "title": "Comfyui_LG_Tools", + "reference": "https://github.com/LAOGOU-666/Comfyui_LG_Tools", + "files": [ + "https://github.com/LAOGOU-666/Comfyui_LG_Tools" + ], + "install_type": "git-clone", + "description": "This is a toolset designed for ComfyUI by LAOGOU-666, providing a series of practical image processing and operation nodes, making our operation more intuitive and convenient" + }, + { + "author": "LAOGOU-666", + "title": "ComfyUI-LG_SamplingUtils", + "reference": "https://github.com/LAOGOU-666/ComfyUI-LG_SamplingUtils", + "files": [ + "https://github.com/LAOGOU-666/ComfyUI-LG_SamplingUtils" + ], + "install_type": "git-clone", + "description": "This is a toolset designed for ComfyUI by LAOGOU-666, providing a series of practical sampling nodes, making our operation more intuitive and convenient" + }, + { + "author": "VertexStudio", + "title": "roblox-comfyui-nodes", + "reference": "https://github.com/VertexStudio/roblox-comfyui-nodes", + "files": [ + "https://github.com/VertexStudio/roblox-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "NODES:Scale Image Node, Switch Image Node, Switch Text Node, First Number Node, Mirror Effect Node, Text To ImageNode, Flow Nodes, Simple Save Image Node" + }, + { + "author": "2kpr", + "title": "ComfyUI-PMRF", + "id": "comfyui-pmrf", + "reference": "https://github.com/2kpr/ComfyUI-PMRF", + "files": [ + "https://github.com/2kpr/ComfyUI-PMRF" + ], + "install_type": "git-clone", + "description": "Implementation of PMRF on ComfyUI" + }, + { + "author": "tkreuziger", + "title": "ComfyUI and Claude", + "reference": "https://github.com/tkreuziger/comfyui-claude", + "files": [ + "https://github.com/tkreuziger/comfyui-claude" + ], + "install_type": "git-clone", + "description": "A set of custom nodes that are using Anthropic's Claude models for describing images and transforming texts." + }, + { + "author": "sipie800", + "title": "ComfyUI-PuLID-Flux-Enhanced", + "reference": "https://github.com/sipie800/ComfyUI-PuLID-Flux-Enhanced", + "files": [ + "https://github.com/sipie800/ComfyUI-PuLID-Flux-Enhanced" + ], + "install_type": "git-clone", + "description": "adapted from [a/https://github.com/balazik/ComfyUI-PuLID-Flux](https://github.com/balazik/ComfyUI-PuLID-Flux).\ncommon fusion methods for multi-image input, some further experimental fusion methods, switch between using gray image (official) and rgb.," + }, + { + "author": "EvilBT", + "title": "JoyCaptionAlpha Two for ComfyUI", + "reference": "https://github.com/EvilBT/ComfyUI_SLK_joy_caption_two", + "files": [ + "https://github.com/EvilBT/ComfyUI_SLK_joy_caption_two" + ], + "install_type": "git-clone", + "description": "NODES:Joy Caption Two, Joy Caption Two Advanced, Joy Caption Two Load, Joy Caption Extra Options" + }, + { + "author": "Q-Bug4", + "title": "Simple JSON Parser Node for ComfyUI", + "reference": "https://github.com/Q-Bug4/Comfyui-Simple-Json-Node", + "files": [ + "https://github.com/Q-Bug4/Comfyui-Simple-Json-Node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to parse and extract data from JSON strings." + }, + { + "author": "Q-Bug4", + "title": "Comfyui-Qb-Date-Nodes", + "reference": "https://github.com/Q-Bug4/Comfyui-Qb-DateNodes", + "files": [ + "https://github.com/Q-Bug4/Comfyui-Qb-DateNodes" + ], + "install_type": "git-clone", + "description": "A custom node designed for ComfyUI, allowing users to format the current date and time based on a specified format." + }, + { + "author": "Q-Bug4", + "title": "comfyui-qbug-batch", + "reference": "https://github.com/Q-Bug4/comfyui-qbug-batch", + "files": [ + "https://github.com/Q-Bug4/comfyui-qbug-batch" + ], + "install_type": "git-clone", + "description": "ComfyUI Batch Toolkit: Custom nodes that simplify batch operations and improve efficiency." + }, + { + "author": "bartly", + "title": "Babel Removebg Api Node for ComfyUI", + "id": "BabelRemovebgApi", + "reference": "https://github.com/bartly/Comfyui_babel_removebg_api", + "files": [ + "https://github.com/bartly/Comfyui_babel_removebg_api" + ], + "install_type": "git-clone", + "description": "This is a node to remove background of human picture." + }, + { + "author": "NumZ", + "title": "ComfyUI-FlowChain", + "id": "FlowChainNode", + "reference": "https://github.com/numz/Comfyui-FlowChain", + "files": [ + "https://github.com/numz/ComfyUI-FlowChain" + ], + "install_type": "git-clone", + "description": "Convert your workflows into node and chain them." + }, + { + "author": "NumZ", + "title": "ComfyUI-Orpheus", + "id": "OrpheusNode", + "reference": "https://github.com/numz/Comfyui-Orpheus", + "files": [ + "https://github.com/numz/Comfyui-Orpheus" + ], + "install_type": "git-clone", + "description": "TTS with emotional speech capabilities in 8 Languages 24 speakers." + }, + { + "author": "NumZ", + "title": "ComfyUI-SeedVR2_VideoUpscaler", + "id": "SeedVR2_VideoUpscaler", + "reference": "https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler", + "files": [ + "https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler" + ], + "install_type": "git-clone", + "description": "Welcome to the ComfyUI-SeedVR2 Video Upscaler repository! This project offers a non-official video upscaling tool designed specifically for ComfyUI. With this tool, you can enhance your video quality, making your visual content more engaging and clearer." + }, + { + "author": "SozeInc", + "title": "Quality of Life Nodes for ComfyUI", + "id": "ComfyUI_Soze", + "reference": "https://github.com/SozeInc/ComfyUI_Soze", + "files": [ + "https://github.com/SozeInc/ComfyUI_Soze" + ], + "install_type": "git-clone", + "description": "These nodes aid with batching image processing and maintaining input file names in output files and other quality of life nodes." + }, + { + "author": "MzMaXaM", + "title": "ComfyUi-MzMaXaM", + "reference": "https://github.com/MzMaXaM/ComfyUi-MzMaXaM", + "files": [ + "https://github.com/MzMaXaM/ComfyUi-MzMaXaM" + ], + "install_type": "git-clone", + "description": "A pack of nodes(only 2 for now) to make my life easier and hopefully yours ;)" + }, + { + "author": "robertvoy", + "title": "ComfyUI Flux Continuum: Modular Interface", + "reference": "https://github.com/robertvoy/ComfyUI-Flux-Continuum", + "files": [ + "https://github.com/robertvoy/ComfyUI-Flux-Continuum" + ], + "install_type": "git-clone", + "description": "Set of custom nodes to use with the ComfyUI Flux Continuum: Modular Interface. NODES: Text Versions, Image64 Display, Tabs, Step Slider, Denoise Slider, Guidance Slider, Batch Slider, Max Shift Slider, ControlNet Slider and more" + }, + { + "author": "Lam Yan", + "title": "ComfyUI_Lam", + "id": "ComfyUI_Lam", + "reference": "https://github.com/yanlang0123/ComfyUI_Lam", + "files": [ + "https://github.com/yanlang0123/ComfyUI_Lam" + ], + "install_type": "git-clone", + "description": "This extension has some useful nodes, loops, wechat public number +AI chat drawing, distributed cluster" + }, + { + "author": "moustafa-nasr", + "title": "ComfyUI-SimpleLogger", + "reference": "https://github.com/moustafa-nasr/ComfyUI-SimpleLogger", + "files": [ + "https://github.com/moustafa-nasr/ComfyUI-SimpleLogger" + ], + "install_type": "git-clone", + "description": "A simple node to save your history in html file. I saves the WorkFlow with all it's input values so you can duplicate it later." + }, + { + "author": "sweetndata", + "title": "ComfyUI-googletrans", + "reference": "https://github.com/sweetndata/ComfyUI-googletrans", + "files": [ + "https://github.com/sweetndata/ComfyUI-googletrans" + ], + "install_type": "git-clone", + "description": "NODES:Google Translate" + }, + { + "author": "sweetndata", + "title": "ComfyUI-Image-Harmonizer", + "reference": "https://github.com/sweetndata/ComfyUI-Image-Harmonizer", + "files": [ + "https://github.com/sweetndata/ComfyUI-Image-Harmonizer" + ], + "install_type": "git-clone", + "description": "NODES:Image-Harmonizer" + }, + { + "author": "sweetndata", + "title": "ComfyUI_Sticker_Compositer", + "reference": "https://github.com/sweetndata/ComfyUI_Sticker_Compositer", + "files": [ + "https://github.com/sweetndata/ComfyUI_Sticker_Compositer" + ], + "install_type": "git-clone", + "description": "NODES:Sticker Compositer.\nbackground frame + sticker" + }, + { + "author": "BlackVortexAI", + "title": "BV Node Pack", + "reference": "https://github.com/BlackVortexAI/bv_nodepack", + "files": [ + "https://github.com/BlackVortexAI/bv_nodepack" + ], + "install_type": "git-clone", + "description": "A ComfyUI node pack with utility and workflow nodes: a flexible config-driven Pipe system plus Subgraph-friendly UI nodes (Heading, Spacer, Divider) with dynamic JavaScript rendering." + }, + { + "author": "JosephThomasParker", + "title": "ComfyUI-DrawThingsWrapper", + "reference": "https://github.com/JosephThomasParker/ComfyUI-DrawThingsWrapper", + "files": [ + "https://github.com/JosephThomasParker/ComfyUI-DrawThingsWrapper" + ], + "install_type": "git-clone", + "description": "These nodes provide a wrapper for calling Draw Things image generations from ComfyUI.\nWait, why? The Draw Things app has been optimized for Apple hardware and runs roughly x3 faster than ComfyUI generations. But ComfyUI is a flexible and powerful tools, and has some features - like queuing and face swapping - that haven't been implemented in Draw Things." + }, + { + "author": "Kesin11", + "title": "ComfyUI-list-filter", + "reference": "https://github.com/Kesin11/ComfyUI-list-filter", + "files": [ + "https://github.com/Kesin11/ComfyUI-list-filter" + ], + "install_type": "git-clone", + "description": "Custom nodes for convenient filtering image or string lists in ComfyUI workflow." + }, + { + "author": "taches-ai", + "title": "ComfyUI Scene Composer", + "reference": "https://github.com/taches-ai/comfyui-scene-composer", + "reference2": "https://github.com/mus-taches/comfyui-scene-composer", + "files": [ + "https://github.com/taches-ai/comfyui-scene-composer" + ], + "install_type": "git-clone", + "description": "A collection of nodes to facilitate the creation of explicit NSFW scenes in ComfyUI." + }, + { + "author": "NguynHungNguyen", + "title": "Segment Any Bedroom Interior", + "reference": "https://github.com/NguynHungNguyen/Segment-Bedroom-Interior", + "files": [ + "https://github.com/NguynHungNguyen/Segment-Bedroom-Interior" + ], + "install_type": "git-clone", + "description": "Segment Any Bedroom Interior is a Python-based project designed to segment furniture and objects within a bedroom image. The segmentation process uses RGB codes to accurately differentiate between various pieces of furniture, providing a precise mask output for each segmented object. This project is integrated with ComfyUI to allow easy and intuitive usage." + }, + { + "author": "MyShell", + "title": "ComfyUI-ShellAgent-Plugin", + "id": "comfyui_shellagent_plugin", + "reference": "https://github.com/myshell-ai/ComfyUI-ShellAgent-Plugin", + "files": [ + "https://github.com/myshell-ai/ComfyUI-ShellAgent-Plugin" + ], + "install_type": "git-clone", + "description": "This repository provides utility nodes for defining inputs and outputs in ComfyUI workflows. These nodes are essential for running ShellAgent apps with ComfyUI, but they can also be used independently to specify input/output variables and their requirements explicitly." + }, + { + "author": "Vrch Studio (vrch.ai)", + "title": "ComfyUI Web Viewer", + "reference": "https://github.com/VrchStudio/comfyui-web-viewer", + "files": [ + "https://github.com/VrchStudio/comfyui-web-viewer" + ], + "install_type": "git-clone", + "description": "The ComfyUI Web Viewer by [a/vrch.ai](https://vrch.ai) is a custom node collection offering a real-time AI-generated interactive art framework. This utility integrates realtime streaming into ComfyUI workflows, supporting keyboard control nodes, OSC control nodes, sound input nodes, and more. Accessible from any device with a web browser, it enables real time interaction with AI-generated content, making it ideal for interactive visual projects and enhancing ComfyUI workflows with efficient content management and display." + }, + { + "author": "kk8bit", + "title": "KayTool", + "reference": "https://github.com/kk8bit/KayTool", + "files": [ + "https://github.com/kk8bit/KayTool" + ], + "install_type": "git-clone", + "description": "KayTool nodes is designed to enhance the efficiency of building ComfyUI workflows. It includes a variety of practical nodes: support for efficient models like BiRefNet and RemBG for background removal and mask post-processing, wireless data transfer (Set & Get ), AI translation (Tencent and Baidu), dynamic mathematical operations, image processing (size extraction, color adjustment, background removal, mask blurring and expansion), flexible text handling, precision sliders, advanced image saving with metadata support, and more." + }, + { + "author": "sousakujikken", + "title": "ComfyUI-PixydustQuantizer", + "reference": "https://github.com/sousakujikken/ComfyUI-PixydustQuantizer", + "files": [ + "https://github.com/sousakujikken/ComfyUI-PixydustQuantizer" + ], + "install_type": "git-clone", + "description": "Pixydust Quantizer is a custom node extension for ComfyUI that allows for the simplified recreation of tile patterns used in 1990s 16-color PC graphics, offering advanced color quantization and palette optimization features.Additionally, it includes a CRT-like effect node that mimics the phosphor glow and slight color bleeding of old CRT displays, adding a nostalgic aesthetic.With version 2.0.0, it now supports batch image processing, enabling efficient handling of video frames and image sequences." + }, + { + "author": "hoveychen", + "title": "ComfyUI-MusePose-Remaster", + "id": "musepose-remaster", + "reference": "https://github.com/hoveychen/ComfyUI-MusePose-Remaster", + "files": [ + "https://github.com/hoveychen/ComfyUI-MusePose-Remaster" + ], + "install_type": "git-clone", + "description": "MusePose Remaster is a remaster version of ComfyUI MusePose node.\nIt supports auto weights download, remove most necessary dependencies, etc." + }, + { + "author": "AhBumm", + "title": "Customizable API Call Nodes by BillBum", + "id": "billbum", + "reference": "https://github.com/AhBumm/ComfyUI_BillBum_APIset_Nodes", + "files": [ + "https://github.com/AhBumm/ComfyUI_BillBum_APIset_Nodes" + ], + "nodename_pattern": "\\(BillBum\\)$", + "install_type": "git-clone", + "description": "API call node for Third-party platforms both official and local. Support VLMs LLMs Dalle3 Flux-Pro SD3 etc. And some little tools: img to b64 url, b64 url to img, b64 url to b64 data, reg text to word and ',' only, etc." + }, + { + "author": "AhBumm", + "title": "ComfyUI_UnfakePy_Warpper", + "reference": "https://github.com/AhBumm/ComfyUI_UnfakePy_Warpper", + "files": [ + "https://github.com/AhBumm/ComfyUI_UnfakePy_Warpper" + ], + "install_type": "git-clone", + "description": "Warp Unfake.py for ComfyUI" + }, + { + "author": "Scepter", + "title": "ComfyUI-Scepter", + "id": "scepter", + "reference": "https://github.com/modelscope/scepter", + "files": [ + "https://github.com/modelscope/scepter" + ], + "install_type": "git-clone", + "description": "Custom nodes for various visual generation and editing tasks using Scepter." + }, + { + "author": "DeemosTech", + "title": "ComfyUI-Rodin", + "id": "rodinHyperhuamn", + "reference": "https://github.com/DeemosTech/ComfyUI-Rodin", + "files": [ + "https://github.com/DeemosTech/ComfyUI-Rodin" + ], + "install_type": "git-clone", + "description": "Comfyui-rodin is a 3D generation extension based on Rodin-API. It provides many of the functionality nodes currently available in RodinAPI and It provides a 3D preview node for ComfyUI." + }, + { + "author": "Ardenius", + "title": "ComfyUI-Ardenius", + "id": "ARD", + "reference": "https://github.com/ArdeniusAI/ComfyUI-Ardenius", + "files": [ + "https://github.com/ArdeniusAI/ComfyUI-Ardenius" + ], + "install_type": "git-clone", + "description": "ARD ComfyUI Ardenius include ARD Control Box, ARD Math nodes and other helper nodes to be added in the future. for more info https://ko-fi.com/ardenius." + }, + { + "author": "brayevalerien", + "title": "ComfyUI Resynthesizer", + "reference": "https://github.com/brayevalerien/ComfyUI-resynthesizer", + "files": [ + "https://github.com/brayevalerien/ComfyUI-resynthesizer" + ], + "install_type": "git-clone", + "description": "This repository is a quick port of [a/Resynthesizer](https://github.com/bootchk/resynthesizer) to ComfyUI.\nResynthesizer is the open-source implementation of a texture generation technique proposed by Paul Harrison in 2005, especially useful for removing an object from an image (inpainting), which is most likely close to what Photoshop uses to for the content aware fill feature. Note that this is not using a diffusion model to inpaint, as opposed to many techniques of today, which makes it very fast and predictable, but sometimes yields worse results." + }, + { + "author": "brayevalerien", + "title": "ComfyUI-splitstring", + "reference": "https://github.com/brayevalerien/ComfyUI-SplitString", + "files": [ + "https://github.com/brayevalerien/ComfyUI-SplitString" + ], + "install_type": "git-clone", + "description": "Very specific node for spliting a string with 12 lines into 12 individual strings.k" + }, + { + "author": "BZcreativ", + "title": "ComfyUI-FLUX-TOGETHER-API", + "reference": "https://github.com/BZcreativ/ComfyUI-FLUX-TOGETHER-API", + "files": [ + "https://github.com/BZcreativ/ComfyUI-FLUX-TOGETHER-API" + ], + "install_type": "git-clone", + "description": "A custom node implementation for ComfyUI that integrates with Together.ai's FLUX image generation models. This project is inspired by and adapted from [a/ComfyUI-FLUX-BFL-API](https://github.com/gelasdev/ComfyUI-FLUX-BFL-API) to work with the Together.ai API." + }, + { + "author": "stormcenter", + "title": "ComfyUI-AutoSplitGridImage", + "reference": "https://github.com/stormcenter/ComfyUI-AutoSplitGridImage", + "files": [ + "https://github.com/stormcenter/ComfyUI-AutoSplitGridImage" + ], + "install_type": "git-clone", + "description": "ComfyUI-AutoSplitGridImage is a custom node for ComfyUI that provides intelligent image splitting functionality. It combines edge detection for column splits and uniform division for row splits, offering a balanced approach to grid-based image segmentation." + }, + { + "author": "stormcenter", + "title": "ComfyUI LivePhoto Creator", + "reference": "https://github.com/stormcenter/ComfyUI-LivePhotoCreator", + "files": [ + "https://github.com/stormcenter/ComfyUI-LivePhotoCreator" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to create iPhone-compatible Live Photos from videos. This node can convert video sequences into Live Photo format, with the ability to select key frames and customize the output." + }, + { + "author": "stormcenter", + "title": "ComfyUI-SVGFullfill", + "reference": "https://github.com/stormcenter/ComfyUI-SVGFullfill", + "files": [ + "https://github.com/stormcenter/ComfyUI-SVGFullfill" + ], + "install_type": "git-clone", + "description": "ComfyUI-SVGFullfill is a custom node for ComfyUI that handles SVG file processing. Key features: - SVG file upload and preview - Replace images (up to 3) and text elements (up to 10) in SVG - Chinese font support - Real-time canvas preview - PNG export" + }, + { + "author": "AkashKarnatak", + "title": "ComfyUI_faishme", + "reference": "https://github.com/AkashKarnatak/ComfyUI_faishme", + "files": [ + "https://github.com/AkashKarnatak/ComfyUI_faishme" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for our product Faishme" + }, + { + "author": "ARZUMATA", + "title": "ComfyUI-ARZUMATA", + "reference": "https://github.com/ARZUMATA/ComfyUI-ARZUMATA", + "files": [ + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA" + ], + "install_type": "git-clone", + "description": "NODES:Caching CLIP Text Encode for FLUX.\nRandom nodes for ComfyUI for various purposes." + }, + { + "author": "ARZUMATA", + "title": "ComfyUI-Qwen2", + "reference": "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-Qwen2", + "files": [ + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-Qwen2" + ], + "install_type": "git-clone", + "description": "Qwen2 Nodes for ComfyUI.\nI needed to run Qwen2 on ComfyUI to use it in my workflow for batching images and captioning and none of the implementations I found on the web worked the way I wanted.[w/May contain bugs.]" + }, + { + "author": "ARZUMATA", + "title": "ComfyUI-ARZUMATA-PixelIt", + "reference": "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-PixelIt", + "files": [ + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-PixelIt" + ], + "install_type": "git-clone", + "description": "A python port of pixelit by giventofly." + }, + { + "author": "Rinsanga1", + "title": "comfyui-florence2xy", + "reference": "https://github.com/Rinsanga1/comfyui-florence2xy", + "files": [ + "https://github.com/Rinsanga1/comfyui-florence2xy" + ], + "install_type": "git-clone", + "description": "NODES:Florence2 Coordinates (XY Split), Phi-3.5 Vision Instruct." + }, + { + "author": "gt732", + "title": "ComfyUI-DreamWaltz-G", + "reference": "https://github.com/gt732/ComfyUI-DreamWaltz-G", + "files": [ + "https://github.com/gt732/ComfyUI-DreamWaltz-G" + ], + "install_type": "git-clone", + "description": "This repository contains custom ComfyUI nodes designed to integrate with [a/DreamWaltz-G](https://github.com/Yukun-Huang/DreamWaltz-G), a cutting-edge model for generating expressive 3D Gaussian avatars using skeleton-guided 2D diffusion." + }, + { + "author": "clhui", + "title": "Clh Tool for ComfyUI", + "id": "ComfyUi-clh-Tool", + "reference": "https://github.com/clhui/ComfyUi-clh-Tool", + "files": [ + "https://github.com/clhui/ComfyUi-clh-Tool" + ], + "install_type": "git-clone", + "description": "Some mathematical calculation nodes，freedom And omnipotent, string calculation nodes, can customize the number of parameters and calculation formulas（expression）. The calculation content can also be displayed in places such as the label title of Comfy Node，String to Image Title Label" + }, + { + "author": "ruucm", + "title": "Ruucm's ComfyUI Nodes", + "id": "ruucm", + "reference": "https://github.com/ruucm/ruucm-comfy", + "nodename_pattern": " \\(ruucm\\)$", + "files": [ + "https://github.com/ruucm/ruucm-comfy" + ], + "install_type": "git-clone", + "description": "Nodes: Load External LoRA Model Only" + }, + { + "author": "TZOOTZ", + "title": "TZOOTZ VHS Effect Node", + "reference": "https://github.com/TZOOTZ/ComfyUI-TZOOTZ_VHS", + "files": [ + "https://github.com/TZOOTZ/ComfyUI-TZOOTZ_VHS" + ], + "pip": ["numpy<2"], + "install_type": "git-clone", + "description": "The TZOOTZ VHS Effect Node is designed for multimedia creators who want to blend digital precision with analog imperfection ↔️. Inspired by retro VHS aesthetics, this node lets you apply grain, color bleeding, saturation adjustments, and more, giving any image a touch of analog warmth and noise." + }, + { + "author": "jianzhichun", + "title": "ComfyUI-Easyai", + "id": "comfyui-easyai", + "reference": "https://github.com/jianzhichun/ComfyUI-Easyai", + "files": [ + "https://github.com/jianzhichun/ComfyUI-Easyai" + ], + "install_type": "git-clone", + "description": "ComfyUI-Easyai is a powerful extension for ComfyUI that enables users to share workflows and models to easyai." + }, + { + "author": "Isulion", + "title": "ComfyUI_Isulion Random Prompt Generator", + "reference": "https://github.com/Isulion/ComfyUI_Isulion", + "files": [ + "https://github.com/Isulion/ComfyUI_Isulion" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes that generate prompts and many more." + }, + { + "author": "sneccc", + "title": "comfyui-snek-nodes", + "reference": "https://github.com/sneccc/comfyui-snek-nodes", + "files": [ + "https://github.com/sneccc/comfyui-snek-nodes" + ], + "install_type": "git-clone", + "description": "NODES:Aesthetics, Aesthetics V2, Load AI Toolkit Latent Flux, Send_to_Eagle, Snek SQLite Prompt Logger" + }, + { + "author": "theshubzworld", + "title": "ComfyUI-ollama_killer", + "reference": "https://github.com/theshubzworld/ComfyUI-ollama_killer", + "files": [ + "https://github.com/theshubzworld/ComfyUI-ollama_killer" + ], + "install_type": "git-clone", + "description": "OllamaKiller is a cross-platform utility node for ComfyUI that automatically manages Ollama processes (`ollama.exe` on Windows, `ollama` on macOS/Linux). It helps free up VRAM by terminating Ollama processes after model execution, improving workflow performance and memory management. Features include graceful process termination, detailed status reporting, and seamless text passthrough." + }, + { + "author": "theshubzworld", + "title": "SD3.5 Empty Latent Size Picker", + "reference": "https://github.com/theshubzworld/ComfyUI-SD3.5-Latent-Size-Picker", + "files": [ + "https://github.com/theshubzworld/ComfyUI-SD3.5-Latent-Size-Picker" + ], + "install_type": "git-clone", + "description": "A universal node for generating empty latent tensors with support for SD3.5, SDXL, and Flux models. Features extended aspect ratio support, batch processing, and flexible dimension overrides." + }, + { + "author": "theshubzworld", + "title": "Together Vision Node", + "id": "comfyui_together_vision", + "reference": "https://github.com/theshubzworld/ComfyUI-TogetherVision", + "files": [ + "https://github.com/theshubzworld/ComfyUI-TogetherVision" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node using Together AI's Vision models for free image descriptions, image generation, and image-to-image transformation. Features include customizable prompts, advanced parameters, and robust error handling." + }, + { + "author": "theshubzworld", + "title": "ComfyUI-FaceCalloutNode", + "reference": "https://github.com/theshubzworld/ComfyUI-FaceCalloutNode", + "files": [ + "https://github.com/theshubzworld/ComfyUI-FaceCalloutNode" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that provide advanced face callout, annotation, and compositing effects using OpenCV and PIL. These nodes are designed for image processing workflows that require face detection, annotation, and creative compositing." + }, + { + "author": "theshubzworld", + "title": "ComfyUI-NvidiaCaptioner", + "reference": "https://github.com/theshubzworld/ComfyUI-NvidiaCaptioner", + "files": [ + "https://github.com/theshubzworld/ComfyUI-NvidiaCaptioner" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for generating rich, detailed captions for images using NVIDIA's vision models. Supports batch processing, multiple captioning styles, and includes built-in caching for efficient workflows." + }, + { + "author": "theshubzworld", + "title": "ComfyUI-Universal-Latent", + "reference": "https://github.com/theshubzworld/ComfyUI-Universal-Latent", + "files": [ + "https://github.com/theshubzworld/ComfyUI-Universal-Latent" + ], + "install_type": "git-clone", + "description": "Enhanced empty latent node with extended aspect ratio support for ComfyUI" + }, + { + "author": "jeffrey2212", + "title": "Pony Character Prompt Picker for ComfyUI", + "reference": "https://github.com/jeffrey2212/ComfyUI-PonyCharacterPrompt", + "files": [ + "https://github.com/jeffrey2212/ComfyUI-PonyCharacterPrompt" + ], + "install_type": "git-clone", + "description": "The Pony Character Prompt Picker node reads an Excel file specified by the user, allows manual selection of a tab, and randomly picks a cell value from a specified column, starting from row 3 to the end. The selected value is output as a string to the next node in the ComfyUI workflow." + }, + { + "author": "Jonseed", + "title": "ComfyUI-Detail-Daemon", + "reference": "https://github.com/Jonseed/ComfyUI-Detail-Daemon", + "files": [ + "https://github.com/Jonseed/ComfyUI-Detail-Daemon" + ], + "install_type": "git-clone", + "description": "A port of muerrilla's [a/sd-webui-Detail-Daemon](https://github.com/muerrilla/sd-webui-detail-daemon) as a node for ComfyUI, to adjust sigmas that control detail." + }, + { + "author": "chris-arsenault", + "title": "ComfyUI-AharaNodes", + "reference": "https://github.com/chris-arsenault/ComfyUI-AharaNodes", + "files": [ + "https://github.com/chris-arsenault/ComfyUI-AharaNodes" + ], + "install_type": "git-clone", + "description": "NODES:Frame Segmenter, Get Frame at Index, Repeat Sampler Config, Patch Repeat Sampler Config (Model), Patch Repeat Sampler Config (Latent), KSampler (Simple Input)" + }, + { + "author": "mfg637", + "title": "ComfyUI-ScheduledGuider-Ext", + "reference": "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext", + "files": [ + "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext" + ], + "install_type": "git-clone", + "description": "This extension contains various nodes for CFG scheduling and more. NODES:ScheduledCFGGuider, PerpNegScheduledCFGGuider, CosineScheduler, GaussianScheduler, LogNormalScheduler, InvertSigmas, ConcatSigmas, OffsetSigmas, SplitSigmasByValue" + }, + { + "author": "changwook987", + "title": "ComfyUI-Small-Utility", + "reference": "https://github.com/changwook987/ComfyUI-Small-Utility", + "files": [ + "https://github.com/changwook987/ComfyUI-Small-Utility" + ], + "install_type": "git-clone", + "description": "Context menu extension for CLIPTextEncode (sort prompt), EmptyLatentImage (sdxl size selector)." + }, + { + "author": "OpalSky", + "title": "OpalSky Nodes", + "reference": "https://github.com/OpalSky-AI/OpalSky_Nodes", + "files": [ + "https://github.com/OpalSky-AI/OpalSky_Nodes" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for ComfyUI that provides enhanced string manipulation and prompt variant generation functionality for AI workflows." + }, + { + "author": "JustinMatters", + "title": "ComfyUI JMNodes", + "id": "JMNodes", + "reference": "https://github.com/JustinMatters/comfyUI-JMNodes", + "files": [ + "https://github.com/JustinMatters/comfyUI-JMNodes" + ], + "install_type": "git-clone", + "description": "Provides nodes to support generation of all possible combinations of a set of prompts via boolean logic" + }, + { + "author": "lgldlk", + "title": "ComfyUI-PC-ding-dong", + "reference": "https://github.com/lgldlk/ComfyUI-PC-ding-dong", + "files": [ + "https://github.com/lgldlk/ComfyUI-PC-ding-dong" + ], + "install_type": "git-clone", + "description": "Just like when your pizza is ready and the oven goes 'Ding! 🍕', this plugin lets your ComfyUI notify you when your AI creations are done baking!\nA ComfyUI custom node that sends you a friendly 'ding-dong' notification when your workflows are fully cooked and ready to serve. No more staring at the screen waiting - let the AI kitchen tell you when dinner's ready! 👨‍🍳" + }, + { + "author": "lgldlk", + "title": "ComfyUI-PSD-Replace", + "reference": "https://github.com/lgldlk/ComfyUI-PSD-Replace", + "files": [ + "https://github.com/lgldlk/ComfyUI-PSD-Replace" + ], + "install_type": "git-clone", + "description": "One click replacement of smart objects or layers in PSD" + }, + { + "author": "Wakfull33", + "title": "ComfyUI-SaveImageCivitAI", + "reference": "https://github.com/Wakfull33/ComfyUI-SaveImageCivitAI", + "files": [ + "https://github.com/Wakfull33/ComfyUI-SaveImageCivitAI" + ], + "install_type": "git-clone", + "description": "A custom node allowing to save images with CIVITAI readable datas" + }, + { + "author": "waterminer", + "title": "ComfyUI-tagcomplete", + "reference": "https://github.com/waterminer/ComfyUI-tagcomplete", + "files": [ + "https://github.com/waterminer/ComfyUI-tagcomplete" + ], + "install_type": "git-clone", + "description": "This extension provides tag completion feature in textbox." + }, + { + "author": "grovebadger", + "title": "Negative Wildcard Processor Node for ComfyUI", + "id": "neg_wildcard_processor", + "reference": "https://github.com/GrvBdgr/comfyui-negativewildcardsprocessor", + "files": [ + "https://github.com/GrvBdgr/comfyui-negativewildcardsprocessor" + ], + "install_type": "git-clone", + "description": "Node to process negative wildcard tokens () and move them from the positive prompt to the negative." + }, + { + "author": "catboxanon", + "title": "comfyui_stealth_pnginfo", + "reference": "https://github.com/catboxanon/comfyui_stealth_pnginfo", + "files": [ + "https://github.com/catboxanon/comfyui_stealth_pnginfo" + ], + "install_type": "git-clone", + "description": "Fork of [a/sd_webui_stealth_pnginfo](https://github.com/ashen-sensored/sd_webui_stealth_pnginfo) with ComfyUI support." + }, + { + "author": "dafeng012", + "title": "comfyui-imgmake", + "reference": "https://github.com/dafeng012/comfyui-imgmake", + "files": [ + "https://github.com/dafeng012/comfyui-imgmake" + ], + "install_type": "git-clone", + "description": "This extension integrates ebsynth_utility into comfyui, and I've written some of my own nodes for secondary use." + }, + { + "author": "zubenelakrab", + "title": "ComfyUI-ASV-Nodes Node", + "id": "ComfyUI-ASV-Nodes", + "reference": "https://github.com/zubenelakrab/ComfyUI-ASV-Nodes", + "files": [ + "https://github.com/zubenelakrab/ComfyUI-ASV-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI-ASV-Nodes make prompting easier." + }, + { + "author": "zubenelakrab", + "title": "ComfyUI Neural Nodes", + "reference": "https://github.com/xobiomesh/ComfyUI_xObiomesh", + "files": [ + "https://github.com/xobiomesh/ComfyUI_xObiomesh" + ], + "install_type": "git-clone", + "description": "An advanced ComfyUI extension that enables multi-agent LLM conversations using Ollama models." + }, + { + "author": "KohakuBlueleaf", + "title": "TIPO-extension", + "reference": "https://github.com/KohakuBlueleaf/z-tipo-extension", + "files": [ + "https://github.com/KohakuBlueleaf/z-tipo-extension" + ], + "install_type": "git-clone", + "description": "A general extension to utilize TIPO or DanTagGen to do 'text-presampling' based on KGen library: [a/https://github.com/KohakuBlueleaf/KGen](https://github.com/KohakuBlueleaf/KGen)" + }, + { + "author": "KohakuBlueleaf", + "title": "HDM-ext", + "id": "HDM", + "reference": "https://github.com/KohakuBlueleaf/HDM-ext", + "files": [ + "https://github.com/KohakuBlueleaf/HDM-ext" + ], + "install_type": "git-clone", + "description": "HDM model loader for ComfyUI" + }, + { + "author": "hanoixan", + "title": "ComfyUI DataBeast", + "reference": "https://github.com/hanoixan/ComfyUI-DataBeast", + "files": [ + "https://github.com/hanoixan/ComfyUI-DataBeast" + ], + "install_type": "git-clone", + "description": "This extension provides convenience nodes for batch processing." + }, + { + "author": "HelloVision", + "title": "ComfyUI_HelloMeme", + "reference": "https://github.com/HelloVision/ComfyUI_HelloMeme", + "files": [ + "https://github.com/HelloVision/ComfyUI_HelloMeme" + ], + "install_type": "git-clone", + "description": "This repository is the official implementation of the [a/HelloMeme](https://arxiv.org/pdf/2410.22901) ComfyUI interface, featuring both image and video generation functionalities. Example workflow files can be found in the ComfyUI_HelloMeme/workflows directory. Test images and videos are saved in the ComfyUI_HelloMeme/examples directory. Below are screenshots of the interfaces for image and video generation.\nNOTE: 'HelloMeme: Integrating Spatial Knitting Attentions to Embed High-Level and Fidelity-Rich Conditions in Diffusion Models'" + }, + { + "author": "recraftai", + "title": "ComfyUI-RecraftAI", + "id": "comfyui-recraftai", + "reference": "https://github.com/recraft-ai/ComfyUI-RecraftAI", + "files": [ + "https://github.com/recraft-ai/ComfyUI-RecraftAI" + ], + "install_type": "git-clone", + "description": "Recraft AI API Custom Nodes" + }, + { + "author": "basix", + "title": "Basix Image Filters", + "id": "basix_image_filters", + "reference": "https://github.com/maludwig/basix_image_filters", + "files": [ + "https://github.com/maludwig/basix_image_filters" + ], + "install_type": "git-clone", + "description": "A handful of image filters for ComfyUI (darken, lighten, levels, saturate, hue)" + }, + { + "author": "Frost Ming", + "title": "Comfy-Pack", + "reference": "https://github.com/bentoml/comfy-pack", + "files": [ + "https://github.com/bentoml/comfy-pack" + ], + "description": "A comprehensive toolkit for standardizing, packaging and deploying ComfyUI workflows as reproducible environments and production-ready REST services", + "install_type": "git-clone" + }, + { + "author": "Poseidon-fan", + "title": "ComfyUI-RabbitMQ-Publisher", + "reference": "https://github.com/Poseidon-fan/ComfyUI-RabbitMQ-Publisher", + "files": [ + "https://github.com/Poseidon-fan/ComfyUI-RabbitMQ-Publisher" + ], + "description": "ComfyUI custom_node that publish output image to rabbit_mq", + "install_type": "git-clone" + }, + { + "author": "1zhangyy1", + "title": "ComfyUI VIDU", + "reference": "https://github.com/1zhangyy1/comfyui-vidu-nodes", + "files": [ + "https://github.com/1zhangyy1/comfyui-vidu-nodes" + ], + "description": "This is a ComfyUI node package that integrates with VIDU API, supporting features such as text-to-video, image-to-video, character-to-video generation, and video super-resolution.", + "install_type": "git-clone" + }, + { + "author": "LevelPixel", + "title": "ComfyUI Level Pixel", + "reference": "https://github.com/LevelPixel/ComfyUI-LevelPixel", + "files": [ + "https://github.com/LevelPixel/ComfyUI-LevelPixel" + ], + "install_type": "git-clone", + "description": "Main nodes of the Level Pixel company (aka levelpixel, LP). Includes convenient nodes for working with images from folders; counting files in a folder; cleaning memory; tag filters. Model Unloader, LLM Unloader, Free memory, Tag Filters, Tag Category Filters, Tag Choice Parser, File counter, Image Loader From Path (with counters), Image Remove Background based on RemBG, Autotagger." + }, + { + "author": "LevelPixel", + "title": "ComfyUI Level Pixel Advanced", + "id": "comfyui-levelpixel-advanced", + "reference": "https://github.com/LevelPixel/ComfyUI-LevelPixel-Advanced", + "files": [ + "https://github.com/LevelPixel/ComfyUI-LevelPixel-Advanced" + ], + "install_type": "git-clone", + "description": "Advanced nodes of the Level Pixel company (levelpixel, LP). Includes convenient advanced nodes for working with LLM и VLM models (LLaVa) with GGUF format. Qwen2.5-VL and Qwen2.5 supported. Also included is a node for the RAM model. Nodes have the ability to automatically unload models from VRAM." + }, + { + "author": "morino-kumasan", + "title": "comfyui-toml-prompt", + "reference": "https://github.com/morino-kumasan/comfyui-toml-prompt", + "files": [ + "https://github.com/morino-kumasan/comfyui-toml-prompt" + ], + "install_type": "git-clone", + "description": "Encode Prompt in TOML for ComfyUI." + }, + { + "author": "wentao-uw", + "title": "ComfyUI template matching", + "reference": "https://github.com/wentao-uw/ComfyUI-template-matching", + "files": [ + "https://github.com/wentao-uw/ComfyUI-template-matching" + ], + "description": "This project is a ComfyUI version of [a/https://github.com/cozheyuanzhangde/Invariant-TemplateMatching](https://github.com/cozheyuanzhangde/Invariant-TemplateMatching).", + "install_type": "git-clone" + }, + { + "author": "w00dycomfyuirun", + "title": "ComfyUI_Appstore", + "id": "ComfyUI_Appstore", + "reference": "https://github.com/ronaldzgithub/ComfyUI_Appstore", + "files": [ + "https://github.com/ronaldzgithub/ComfyUI_Appstore" + ], + "install_type": "git-clone", + "description": "ComfyUI_Appstore, a tool that converts ComfyUI workflows into web apps on huaxiaobao.net with one click, and supports payments, like ComfyUI_Bxb (Bxb) does. Providing a way for the comfyui authors to get profit from." + }, + { + "author": "kycg", + "title": "Kw_Json_Lora_CivitAIDownloader", + "reference": "https://github.com/kycg/comfyui-Lora-auto-downloader", + "files": [ + "https://github.com/kycg/comfyui-Lora-auto-downloader" + ], + "description": "This tool allows you to download models from CivitAI based on a JSON configuration that defines LORA and checkpoint models. It uses token-based authentication to download files from specified URLs and saves them to specified directories. based on CivitAIDownloader", + "install_type": "git-clone" + }, + { + "author": "VangengLab", + "title": "ComfyUI-LivePortrait_v2", + "reference": "https://github.com/VangengLab/ComfyUI-LivePortrait_v2", + "files": [ + "https://github.com/VangengLab/ComfyUI-LivePortrait_v2" + ], + "install_type": "git-clone", + "description": "We developed a custom_node for Liveportrait_v2 that enables flexible use on Comfyui to drive animal image-based emoji generation from videos." + }, + { + "author": "VangengLab", + "title": "ComfyUI-LivePortrait_v3", + "reference": "https://github.com/VangengLab/ComfyUI-LivePortrait_v3", + "files": [ + "https://github.com/VangengLab/ComfyUI-LivePortrait_v3" + ], + "install_type": "git-clone", + "description": "We developed a custom_node for Liveportrait_v3 that enables flexible use on Comfyui to drive image-based emoji generation from photos." + }, + { + "author": "Comflowy", + "title": "Comflowy's Custom Nodes", + "id": "comflowy", + "reference": "https://github.com/6174/comflowy-nodes", + "files": [ + "https://github.com/6174/comflowy-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by Comflowy." + }, + { + "author": "troyxmccall", + "title": "ComfyUI-ScaleToTargetMegapixels", + "reference": "https://github.com/troyxmccall/ComfyUI-ScaleToTargetMegapixels", + "files": [ + "https://github.com/troyxmccall/ComfyUI-ScaleToTargetMegapixels" + ], + "install_type": "git-clone", + "description": "NODES:ScaleToTargetMegapixels." + }, + { + "author": "neph1", + "title": "comfyui-smooth-step-lora-loader", + "reference": "https://github.com/neph1/comfyui-smooth-step-lora-loader", + "files": [ + "https://github.com/neph1/comfyui-smooth-step-lora-loader" + ], + "install_type": "git-clone", + "description": "This custom node provides a smooth step function that normalizes LoRA values by enhancing elements above the mean while reducing those below it. Users can independently control both the LoRA strength and smooth step intensity to fine-tune their results, though the effectiveness may vary between different seeds and LoRA types." + }, + { + "author": "ImmortalPie", + "title": "PonySwitch Node", + "reference": "https://github.com/ImmortalPie/ComfyUI-PonySwitch", + "files": [ + "https://github.com/ImmortalPie/ComfyUI-PonySwitch" + ], + "install_type": "git-clone", + "description": "The PonySwitch node is a custom node for ComfyUI that modifies prompts based on a toggle switch and adds configurable pony tags." + }, + { + "author": "LatentSpaceDirective", + "title": "ComfyUI-Texturaizer", + "id": "texturaizer", + "reference": "https://github.com/LatentSpaceDirective/ComfyUI-Texturaizer", + "files": [ + "https://github.com/LatentSpaceDirective/ComfyUI-Texturaizer" + ], + "install_type": "git-clone", + "description": "These are companion nodes for Texturaizer, a Blender plugin that connects complex 3D data to ComfyUI. https://texturaizer.com" + }, + { + "author": "Lasse Lauwerys", + "title": "Touch screen gesture support", + "reference": "https://github.com/Iemand005/ComfyUI-Touch-Gestures", + "files": [ + "https://github.com/Iemand005/ComfyUI-Touch-Gestures" + ], + "install_type": "git-clone", + "description": "Implements proper multitouch zooming and panning into ComfyUI to make it more usable on mobile devices." + }, + { + "author": "Lasse Lauwerys", + "title": "Touchpad and trackpad gesture support", + "reference": "https://github.com/Iemand005/ComfyUI-Touchpad-Gestures", + "files": [ + "https://github.com/Iemand005/ComfyUI-Touchpad-Gestures" + ], + "install_type": "git-clone", + "description": "Implements proper touchpad/trackpad zooming and panning into ComfyUI to make it more usable on laptops." + }, + { + "author": "phazei", + "title": "Prompt Stash", + "id": "ComfyUI-Prompt-Stash", + "reference": "https://github.com/phazei/ComfyUI-Prompt-Stash", + "files": [ + "https://github.com/phazei/ComfyUI-Prompt-Stash" + ], + "install_type": "git-clone", + "description": "Prompt Stash is a simple plugin for ComfyUI that lets you save your prompts and organize them into multiple lists. It also features a pass-through functionality, so you can hook it up to an LLM node (or any text outputting node) and capture its outputs directly." + }, + { + "author": "phazei", + "title": "ComfyUI-OrpheusTTS-LMStudio", + "reference": "https://github.com/phazei/ComfyUI-OrpheusTTS-LMStudio", + "files": [ + "https://github.com/phazei/ComfyUI-OrpheusTTS-LMStudio" + ], + "install_type": "git-clone", + "description": "Generate Orpheus TTS audio via LM Studio" + }, + { + "author": "Doctor Diffusion", + "title": "Schedulizer", + "id": "schedulizer", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-Schedulizer", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-Schedulizer" + ], + "install_type": "git-clone", + "description": "Nodes:Whisper Node, Prompt Schedule Converter. Convert song lyrics into a useable prompt travel schedule within comfyUI. Includes whisper large-v2." + }, + { + "author": "Doctor Diffusion", + "title": "MediaMixer", + "id": "mediamixer", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-MediaMixer", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-MediaMixer" + ], + "install_type": "git-clone", + "description": "A node suite for downloading audio and video from youtube as we all sevral useful video utilits such as a final frame selector and a node that merges two videos into one." + }, + { + "author": "Doctor Diffusion", + "title": "ComfyUI-SnakeOil", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-SnakeOil", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-SnakeOil" + ], + "install_type": "git-clone", + "description": "Use [a/Doctor Diffusion's snake oil nLoRAs](https://civitai.com/models/987843) as well as [a/other negative LoRAs](https://civitai.com/models/186617/doctor-diffusions-negative-xl-lora) easily within ComfyUI." + }, + { + "author": "Doctor Diffusion", + "title": "ComfyUI BEN - Background Erase Network", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-BEN", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-BEN" + ], + "install_type": "git-clone", + "description": "Remove backgrounds from images with [a/BEN](https://huggingface.co/PramaLLC/BEN) in ComfyUI" + }, + { + "author": "Doctor Diffusion", + "title": "ComfyUI-basic-pitch", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-basic-pitch", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-basic-pitch" + ], + "install_type": "git-clone", + "description": "Audio to midi functionality within ComfyUI" + }, + { + "author": "robtl2", + "title": "ComfyUI-ComfyBridge", + "reference": "https://github.com/robtl2/ComfyUI-ComfyBridge", + "files": [ + "https://github.com/robtl2/ComfyUI-ComfyBridge" + ], + "install_type": "git-clone", + "description": "A socket service that helps third-party DCC software maintain long-term image exchange with comfyUI." + }, + { + "author": "bombax-xiaoice", + "title": "ComfyUI-MagicDance", + "reference": "https://github.com/bombax-xiaoice/ComfyUI-MagicDance", + "files": [ + "https://github.com/bombax-xiaoice/ComfyUI-MagicDance" + ], + "install_type": "git-clone", + "description": "ComfyUI supports over [a/Boese0601/MagicDance](https://github.com/Boese0601/MagicDance)." + }, + { + "author": "bombax-xiaoice", + "title": "ComfyUI-Allegro", + "reference": "https://github.com/bombax-xiaoice/ComfyUI-Allegro", + "files": [ + "https://github.com/bombax-xiaoice/ComfyUI-Allegro" + ], + "install_type": "git-clone", + "description": "ComfyUI supports over [a/rhymes-ai/Allegro](https://huggingface.co/rhymes-ai/Allegro), which uses text prompt to generate short video in relatively high quality, especially comparing to other open source solutions available for now." + }, + { + "author": "bombax-xiaoice", + "title": "ComfyUI-Open-Sora-I2V", + "reference": "https://github.com/bombax-xiaoice/ComfyUI-Open-Sora-I2V", + "files": [ + "https://github.com/bombax-xiaoice/ComfyUI-Open-Sora-I2V" + ], + "install_type": "git-clone", + "description": "Another comfy implementation for the short video generation project hpcaitech/Open-Sora, supporting latest V2 and V3 models as well as image to video functions, etc." + }, + { + "author": "bombax-xiaoice", + "title": "ComfyUI-OpenSoraPlan", + "reference": "https://github.com/bombax-xiaoice/ComfyUI-OpenSoraPlan", + "files": [ + "https://github.com/bombax-xiaoice/ComfyUI-OpenSoraPlan" + ], + "install_type": "git-clone", + "description": "Another comfy implementation for the short video generation project PKU-YuanGroup/Open-Sora-Plan, supporting latest 1.3.0 and 1.2.0 and image to video feature, etc." + }, + { + "author": "bombax-xiaoice", + "title": "ComfyUI-DisPose", + "reference": "https://github.com/bombax-xiaoice/ComfyUI-DisPose", + "files": [ + "https://github.com/bombax-xiaoice/ComfyUI-DisPose" + ], + "install_type": "git-clone", + "description": "ComfyUI supports over lihxxx/DisPose, which generates a new video with a reference video as poses and a reference image as everything else." + }, + { + "author": "chenbaiyujason", + "title": "ComfyUI-SCStepFun", + "reference": "https://github.com/chenbaiyujason/ComfyUI_StepFun", + "files": [ + "https://github.com/chenbaiyujason/ComfyUI_StepFun" + ], + "install_type": "git-clone", + "description": "To use stepfun's library, you need an official api that supports multimodal inputs such as video and pictures [a/https://platform.stepfun.com/request-restriction](https://platform.stepfun.com/request-restriction)" + }, + { + "author": "yondonfu", + "title": "ComfyUI-Background-Edit", + "id": "comfyui-background-edit", + "reference": "https://github.com/yondonfu/ComfyUI-Background-Edit", + "files": [ + "https://github.com/yondonfu/ComfyUI-Background-Edit" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for editing background of images/videos with CUDA acceleration support." + }, + { + "author": "yondonfu", + "title": "ComfyUI-Torch-Compile", + "id": "comfyui-torch-compile", + "reference": "https://github.com/yondonfu/ComfyUI-Torch-Compile", + "files": [ + "https://github.com/yondonfu/ComfyUI-Torch-Compile" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for torch.compile." + }, + { + "author": "GorillaFrame", + "title": "GFrbmg2", + "reference": "https://github.com/gorillaframeai/GF_nodes", + "files": [ + "https://github.com/gorillaframeai/GF_nodes" + ], + "install_type": "git-clone", + "description": "GF Remove Background 2.0" + }, + { + "author": "amaozhao", + "title": "ComfyUI_DeployCash", + "id": "ComfyUI_DeployCash", + "reference": "https://github.com/jacklukai/ComfyUI_DeployCash", + "reference2": "https://github.com/DeployAI365/ComfyUI_DeployCash", + "files": [ + "https://github.com/jacklukai/ComfyUI_DeployCash" + ], + "install_type": "git-clone", + "description": "DeployCash, a tool that converts workflows into WeChat and H5 with one click, and supports payments." + }, + { + "author": "zer0thgear", + "title": "zer0 Comfy Utilities", + "id": "zer0-comfy-utils", + "reference": "https://github.com/zer0thgear/zer0-comfy-utils", + "files": [ + "https://github.com/zer0thgear/zer0-comfy-utils" + ], + "install_type": "git-clone", + "description": "Collection of personal nodes including tavern card-related nodes, prompt manipulation related utilities, and a node to combine a list of strings back into one string." + }, + { + "author": "fallingmeteorite", + "title": "nsfw-image-check-comfyui", + "reference": "https://github.com/fallingmeteorite/nsfw-image-check-comfyui", + "files": [ + "https://github.com/fallingmeteorite/nsfw-image-check-comfyui" + ], + "install_type": "git-clone", + "description": "NODES:Nsfw Image Check Node" + }, + { + "author": "VikramxD", + "title": "VEnhancer ComfyUI Extension", + "reference": "https://github.com/VikramxD/VEnhancer-ComfyUI-Wrapper", + "files": [ + "https://github.com/VikramxD/VEnhancer-ComfyUI-Wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI workflow for VEnhancer Inference" + }, + { + "author": "BIMer-99", + "title": "Comfyui_Hunyuan3D_EX", + "reference": "https://github.com/BIMer-99/Comfyui_Hunyuan3D_EX", + "files": [ + "https://github.com/BIMer-99/Comfyui_Hunyuan3D_EX" + ], + "install_type": "git-clone", + "description": "This is a custom node designed to simplify the use of Hunyuan3D in ComfyUI" + }, + { + "author": "vuongminh1907", + "title": "ComfyUI_ZenID", + "reference": "https://github.com/vuongminh1907/ComfyUI_ZenID", + "files": [ + "https://github.com/vuongminh1907/ComfyUI_ZenID" + ], + "install_type": "git-clone", + "description": "Inspired by [a/InstantID](https://github.com/instantX-research/InstantID) and [a/InstantID Comfy](https://github.com/cubiq/ComfyUI_InstantID)\nThis ZenID Node has been refactored for specialized tasks like Face Swap" + }, + { + "author": "yorkane", + "title": "ComfyUI-KYNode", + "reference": "https://github.com/yorkane/ComfyUI-KYNode", + "files": [ + "https://github.com/yorkane/ComfyUI-KYNode" + ], + "install_type": "git-clone", + "description": "NODES:Advanced Lying Sigma Sampler, Save Image To target Path" + }, + { + "author": "c0ffymachyne", + "title": "ComfyUI Signal Processing", + "reference": "https://github.com/c0ffymachyne/ComfyUI_SignalProcessing", + "files": [ + "https://github.com/c0ffymachyne/ComfyUI_SignalProcessing" + ], + "install_type": "git-clone", + "description": "Audio processing nodes for comfyui." + }, + { + "author": "c0ffymachyne", + "title": "Bytebeat Synthesizer: Composing with Operators", + "reference": "https://github.com/c0ffymachyne/ComfyUI_BeatByte", + "files": [ + "https://github.com/c0ffymachyne/ComfyUI_BeatByte" + ], + "install_type": "git-clone", + "description": "Bytebeat is like composing music with the tools of a programmer’s toolkit. Instead of piano keys, you have operators like >>, |, and &. It’s like giving your CPU a guitar and letting it shred! 🤘" + }, + { + "author": "liuqianhonga", + "title": "ComfyUI-Image-Compressor", + "reference": "https://github.com/liuqianhonga/ComfyUI-Image-Compressor", + "files": [ + "https://github.com/liuqianhonga/ComfyUI-Image-Compressor" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for image compression that supports multiple compression formats and parameter adjustments." + }, + { + "author": "liuqianhonga", + "title": "ComfyUI-Html2Image", + "reference": "https://github.com/liuqianhonga/ComfyUI-Html2Image", + "files": [ + "https://github.com/liuqianhonga/ComfyUI-Html2Image" + ], + "install_type": "git-clone", + "description": "NODES: Webpage Screenshot, Camera Watermark, Template To Image" + }, + { + "author": "liuqianhonga", + "title": "ComfyUI-String-Helper", + "reference": "https://github.com/liuqianhonga/ComfyUI-String-Helper", + "files": [ + "https://github.com/liuqianhonga/ComfyUI-String-Helper" + ], + "install_type": "git-clone", + "description": "NODES: String Formatter, String List" + }, + { + "author": "liuqianhonga", + "title": "ComfyUI-QHNodes", + "reference": "https://github.com/liuqianhonga/ComfyUI-QHNodes", + "files": [ + "https://github.com/liuqianhonga/ComfyUI-QHNodes" + ], + "install_type": "git-clone", + "description": "A custom node collection developed for ComfyUI, offering preset dimensions for Latent, loading LoRA from folders, and integrating multiple commonly used custom nodes." + }, + { + "author": "duhaifeng", + "title": "ComfyUI-BiRefNet-lite", + "reference": "https://github.com/rubi-du/ComfyUI-BiRefNet-Super", + "files": [ + "https://github.com/rubi-du/ComfyUI-BiRefNet-Super" + ], + "install_type": "git-clone", + "description": "This repository packages the latest BiRefNet model as a ComfyUI node for use, supporting chunked loading on both CPU and GPU, as well as model caching features." + }, + { + "author": "duhaifeng", + "title": "ComfyUI-Flux-Inpainting", + "reference": "https://github.com/rubi-du/ComfyUI-Flux-Inpainting", + "files": [ + "https://github.com/rubi-du/ComfyUI-Flux-Inpainting" + ], + "install_type": "git-clone", + "description": "This node wraps the flux fill model as ComfyUI nodes. Use NF4 flux fill model, support for inpainting and outpainting image. Compared to the flux fill dev model, these nodes can use the flux fill model to perform inpainting and outpainting work under lower VRM conditions." + }, + { + "author": "duhaifeng", + "title": "ComfyUI-ICC-nodes", + "reference": "https://github.com/rubi-du/ComfyUI-ICC-nodes", + "files": [ + "https://github.com/rubi-du/ComfyUI-ICC-nodes" + ], + "install_type": "git-clone", + "description": "This repository support processing Comfyui image nodes with ICC profile, load and save images with ICC profile" + }, + { + "author": "duhaifeng", + "title": "ComfyUI-MaskEditor-Extension", + "reference": "https://github.com/rubi-du/ComfyUI-MaskEditor-Extension", + "files": [ + "https://github.com/rubi-du/ComfyUI-MaskEditor-Extension" + ], + "install_type": "git-clone", + "description": "This repository packages the latest BiRefNet model as a ComfyUI node for use, supporting chunked loading on both CPU and GPU, as well as model caching features." + }, + { + "author": "vkff5833", + "title": "ComfyUI-PromptConverter", + "reference": "https://github.com/vkff5833/ComfyUI-PromptConverter", + "files": [ + "https://github.com/vkff5833/ComfyUI-PromptConverter" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that converts prompts between different AI image generation models." + }, + { + "author": "yichengup", + "title": "Comfyui-Ycanvas", + "reference": "https://github.com/yichengup/Comfyui-Ycanvas", + "files": [ + "https://github.com/yichengup/Comfyui-Ycanvas" + ], + "install_type": "git-clone", + "description": "NODES:Canvas View" + }, + { + "author": "yichengup", + "title": "Comfyui_Flux_Style_Adjust (Redux)", + "reference": "https://github.com/yichengup/Comfyui_Flux_Style_Adjust", + "files": [ + "https://github.com/yichengup/Comfyui_Flux_Style_Adjust" + ], + "install_type": "git-clone", + "description": "StyleModelApply adds more controls" + }, + { + "author": "yichengup", + "title": "Comfyui_Redux_Advanced", + "reference": "https://github.com/yichengup/Comfyui_Redux_Advanced", + "files": [ + "https://github.com/yichengup/Comfyui_Redux_Advanced" + ], + "install_type": "git-clone", + "description": "Redux style adds more controls" + }, + { + "author": "yichengup", + "title": "Comfyui-Deepseek", + "reference": "https://github.com/yichengup/Comfyui-Deepseek", + "files": [ + "https://github.com/yichengup/Comfyui-Deepseek" + ], + "install_type": "git-clone", + "description": "About DeepSeek Chat API\nGo here to register and get the api-key [a/https://platform.deepseek.com/](https://platform.deepseek.com/) Then enter api_key in config.json" + }, + { + "author": "yichengup", + "title": "ComfyUI_Yc_JanusPro", + "reference": "https://github.com/yichengup/ComfyUI_Yc_JanusPro", + "files": [ + "https://github.com/yichengup/ComfyUI_Yc_JanusPro" + ], + "install_type": "git-clone", + "description": "About DeepSeek Chat API\nGo here to register and get the api-key [a/https://platform.deepseek.com/](https://platform.deepseek.com/) Then enter api_key in config.json" + }, + { + "author": "yichengup", + "title": "ComfyUI-YCNodes", + "reference": "https://github.com/yichengup/ComfyUI-YCNodes", + "files": [ + "https://github.com/yichengup/ComfyUI-YCNodes" + ], + "install_type": "git-clone", + "description": "A collection of image processing extension nodes for ComfyUI." + }, + { + "author": "yichengup", + "title": "comfyui-face-liquify", + "reference": "https://github.com/yichengup/comfyui-face-liquify", + "files": [ + "https://github.com/yichengup/comfyui-face-liquify" + ], + "install_type": "git-clone", + "description": "video face liquefaction" + }, + { + "author": "yichengup", + "title": "ComfyUI-LinearTransition", + "reference": "https://github.com/yichengup/ComfyUI-LinearTransition", + "files": [ + "https://github.com/yichengup/ComfyUI-LinearTransition" + ], + "install_type": "git-clone", + "description": "This is a custom node designed for ComfyUI to create transition effects between two images and generate a sequence of video frames." + }, + { + "author": "yichengup", + "title": "ComfyUI_SwiftCut", + "reference": "https://github.com/yichengup/ComfyUI_SwiftCut", + "files": [ + "https://github.com/yichengup/ComfyUI_SwiftCut" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI plugin that Its purpose and function is to replicate some of the editing effects of capcut,jianying and pr." + }, + { + "author": "yichengup", + "title": "ComfyUI-VideoTransition", + "reference": "https://github.com/yichengup/ComfyUI-VideoTransition", + "files": [ + "https://github.com/yichengup/ComfyUI-VideoTransition" + ], + "install_type": "git-clone", + "description": "A video transition effects plugin implemented using a Chromium headless browser and Python." + }, + { + "author": "yichengup", + "title": "ComfyUI-YCNodes_Toolkit", + "reference": "https://github.com/yichengup/ComfyUI-YCNodes_Toolkit", + "files": [ + "https://github.com/yichengup/ComfyUI-YCNodes_Toolkit" + ], + "install_type": "git-clone", + "description": "ComfyUI toolkit with custom nodes for BBox canvas visualization, image brush mask drawing, and coordinate annotation for debugging and external data bridging. (Description by CC)" + }, + { + "author": "yichengup", + "title": "ComfyUI-gaussian_preview", + "reference": "https://github.com/yichengup/ComfyUI-gaussian_preview", + "files": [ + "https://github.com/yichengup/ComfyUI-gaussian_preview" + ], + "install_type": "git-clone", + "description": "Preview and record 3D Gaussian splatting models with interactive 3D rendering and video export. (Description by CC)" + }, + { + "author": "Horizon Team", + "title": "ComfyUI_FluxMod", + "id": "fluxmod", + "reference": "https://github.com/lodestone-rock/ComfyUI_FluxMod", + "files": [ + "https://github.com/lodestone-rock/ComfyUI_FluxMod" + ], + "install_type": "git-clone", + "description": "Nodes for use of Chroma model and other prototype models" + }, + { + "author": "lth", + "title": "Comfyui_three_js", + "id": "comfyui_three_js", + "reference": "https://github.com/lo-th/Comfyui_three_js", + "files": [ + "https://github.com/lo-th/Comfyui_three_js" + ], + "install_type": "git-clone", + "description": "Use power of three.js in 3d view on comfyui." + }, + { + "author": "AIPOQUE", + "title": "ComfyUI-APQNodes", + "reference": "https://github.com/AIPOQUE/ComfyUI-APQNodes", + "files": [ + "https://github.com/AIPOQUE/ComfyUI-APQNodes" + ], + "install_type": "git-clone", + "description": "Without fine-tuning, FLUX.1 Dev model cannot understand exact color codes. However, it is known that FLUX.1 Dev can repeatedly produce certain colors with certain prompt(color name). Fortunately, on CIVITAI, [a/“novuschroma” shared 155 pre-tested color names](https://civitai.com/models/879997/color-wildcards-for-flux-and-sdxl) that FLUX.1 Dev can handle. Thanks to his resource, color palette consists exclusively of 155 colors can be configured. ‘ColorPalette’ node from ComfyUI APQNodes converts input hex color code to the most similar color name(from pre-tested 155 color names) of which FLUX.1 Dev is aware." + }, + { + "author": "arcum42", + "title": "Sage Utils", + "reference": "https://github.com/arcum42/ComfyUI_SageUtils", + "files": [ + "https://github.com/arcum42/ComfyUI_SageUtils" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes by arcum42. Currently focused on saving metadata in images so that Civitai picks it up, pulling Civitai information, and misc helper nodes." + }, + { + "author": "Tomudo", + "title": "ComfyUI-ascii-art", + "id": "comfyui-ascii-art", + "reference": "https://github.com/tomudo/ComfyUI-ascii-art", + "files": [ + "https://github.com/tomudo/ComfyUI-ascii-art" + ], + "install_type": "git-clone", + "description": "This is a custom node to convert image to ascii art string." + }, + { + "author": "tuohe", + "title": "ComfyUI-HaiperAI-API", + "id": "haiperai-api", + "reference": "https://github.com/Haiper-ai/ComfyUI-HaiperAI-API", + "files": [ + "https://github.com/Haiper-ai/ComfyUI-HaiperAI-API" + ], + "install_type": "git-clone", + "description": "Haiper API official ComfyUI custom node." + }, + { + "author": "tungdop2", + "title": "Face Restorer for ComfyUI", + "id": "face_restorer", + "reference": "https://github.com/tungdop2/Comfyui_face_restorer", + "files": [ + "https://github.com/tungdop2/Comfyui_face_restorer" + ], + "install_type": "git-clone", + "description": "The face restore node for ComfyUI, based on RestoreFormer" + }, + { + "author": "tungdop2", + "title": "Joy Caption Alpha Two for ComfyUI", + "id": "joy-captioner-alpha-two", + "reference": "https://github.com/tungdop2/Comfyui_joy-caption-alpha-two", + "files": [ + "https://github.com/tungdop2/Comfyui_joy-caption-alpha-two" + ], + "install_type": "git-clone", + "description": "The Joy Caption Alpha Two node for ComfyUI, based on https://huggingface.co/spaces/fancyfeast/joy-caption-alpha-two" + }, + { + "author": "pschroedl", + "title": "ComfyUI-SAM2-Realtime", + "reference": "https://github.com/pschroedl/ComfyUI-SAM2-Realtime", + "files": [ + "https://github.com/pschroedl/ComfyUI-SAM2-Realtime" + ], + "install_type": "git-clone", + "description": "NODES:(Down)Load SAM2-Realtime Model, Sam2RealtimeSegmentation" + }, + { + "author": "Shakker-Labs", + "title": "ComfyUI-IPAdapter-Flux", + "reference": "https://github.com/Shakker-Labs/ComfyUI-IPAdapter-Flux", + "files": [ + "https://github.com/Shakker-Labs/ComfyUI-IPAdapter-Flux" + ], + "install_type": "git-clone", + "description": "nodes for flux ipadapter released by shakker-labs" + }, + { + "author": "iamandeepsandhu", + "title": "NSFW Check for ComfyUI", + "reference": "https://github.com/iamandeepsandhu/ComfyUI-NSFW-Check", + "files": [ + "https://github.com/iamandeepsandhu/ComfyUI-NSFW-Check" + ], + "install_type": "git-clone", + "description": "This project is designed to detect whether images generated by ComfyUI are Not Safe For Work (NSFW). It uses a machine learning model to classify images as either safe or not safe for work and returns a confidence score for the NSFW classification." + }, + { + "author": "Black-Lioness", + "title": "ComfyUI-PromptUtils", + "reference": "https://github.com/RunningOverGlowies/ComfyUI-PromptUtils", + "files": [ + "https://github.com/RunningOverGlowies/ComfyUI-PromptUtils" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes designed to enhance your workflow with realistic filename generation and keyword generation." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-LatentClamp", + "reference": "https://github.com/SparknightLLC/ComfyUI-LatentClamp", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-LatentClamp" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that modifies the values in the samples input that fall outside of a min and max range using a multiplier." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-MaskArbiter", + "reference": "https://github.com/SparknightLLC/ComfyUI-MaskArbiter", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-MaskArbiter" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that takes a list of masks and returns a single mask based on your criteria." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-ConditionalInterrupt", + "reference": "https://github.com/SparknightLLC/ComfyUI-ConditionalInterrupt", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-ConditionalInterrupt" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that terminates the workflow processing if 'proceed' is set to False. More convenient than manually bypassing a bunch of nodes.\nThis is a restructured version of the 'SRL Conditional Interrupt' node from the [a/srl-nodes](https://github.com/seanlynch/srl-nodes) pack." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-GPENO", + "reference": "https://github.com/SparknightLLC/ComfyUI-GPENO", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-GPENO" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that performs GPEN face restoration on the input image(s). Significantly faster than other implementations of GPEN." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-ImageAutotone", + "reference": "https://github.com/SparknightLLC/ComfyUI-ImageAutotone", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-ImageAutotone" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that takes an input image and clips the color channels independently to increase contrast and alter color cast. This is a reinterpretation of PhotoShop's 'Auto Tone' algorithm." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-WeightedRandomChoice", + "reference": "https://github.com/SparknightLLC/ComfyUI-WeightedRandomChoice", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-WeightedRandomChoice" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that picks from `input_a` and `input_b` based on the given `chance`." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-ImageAutosize", + "reference": "https://github.com/SparknightLLC/ComfyUI-ImageAutosize", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-ImageAutosize" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that provides a convenient way of resizing or cropping an image for diffusion tasks." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-LatentOrientation", + "reference": "https://github.com/SparknightLLC/ComfyUI-LatentOrientation", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-LatentOrientation" + ], + "install_type": "git-clone", + "description": "A simple node for ComfyUI that rotates or resizes the input latent to common orientations." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-ModelSamplingSD3Advanced", + "reference": "https://github.com/SparknightLLC/ComfyUI-ModelSamplingSD3Advanced", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-ModelSamplingSD3Advanced" + ], + "install_type": "git-clone", + "description": "Adds windowed, curved shift control for Flow Matching samplers (SD3-style / flow schedules). It is a drop-in replacement for Comfy's included ModelSamplingSD3 node." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-SpectralVAEDetailer", + "reference": "https://github.com/SparknightLLC/ComfyUI-SpectralVAEDetailer", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-SpectralVAEDetailer" + ], + "install_type": "git-clone", + "description": "Adjusts a latent image before the VAE decoding step in order to improve your image quality." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-MakeSeamlessTexture", + "reference": "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture" + ], + "install_type": "git-clone", + "description": "Turn images into seamless textures and build tiled previews. Unique radial mask method available." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-CrosshairGuidelines", + "reference": "https://github.com/SparknightLLC/ComfyUI-CrosshairGuidelines", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-CrosshairGuidelines" + ], + "install_type": "git-clone", + "description": "Crosshair guidelines to help align nodes and groups while moving or resizing." + }, + { + "author": "lightricks", + "title": "ComfyUI-LTXVideo", + "id": "comfyui-ltxvideo", + "reference": "https://github.com/Lightricks/ComfyUI-LTXVideo", + "files": [ + "https://github.com/Lightricks/ComfyUI-LTXVideo" + ], + "install_type": "git-clone", + "description": "Custom nodes for LTX-Video support in ComfyUI" + }, + { + "author": "Kai Duehrkop", + "title": "Advanced Reflux control", + "id": "advancedRefluxControl", + "reference": "https://github.com/kaibioinfo/ComfyUI_AdvancedRefluxControl", + "files": [ + "https://github.com/kaibioinfo/ComfyUI_AdvancedRefluxControl" + ], + "install_type": "git-clone", + "description": "This extension offers a new Apply-Style node for Redux that allows for changing the influence of the conditioning image on the final outcome. This effectively allows for changing the style or content of an image using a prompt while using Redux." + }, + { + "author": "ramesh-x90", + "title": "ComfyUI_pyannote", + "reference": "https://github.com/ramesh-x90/ComfyUI_pyannote", + "files": [ + "https://github.com/ramesh-x90/ComfyUI_pyannote" + ], + "install_type": "git-clone", + "description": "This repository provides custom nodes for ComfyUI designed to process audio files, performing speaker diarization and integrating speaker data into whisper-transcribed segments. These nodes utilize the PyAnnote library for speaker identification and pandas for efficient data handling." + }, + { + "author": "wu12023", + "title": "ComfyUI-Image-Evaluation", + "reference": "https://github.com/wu12023/ComfyUI-Image-Evaluation", + "files": [ + "https://github.com/wu12023/ComfyUI-Image-Evaluation" + ], + "install_type": "git-clone", + "description": "An extension to ComfyUI that evaluates images using multiple models." + }, + { + "author": "windfancy", + "title": "zsq_prompt", + "reference": "https://github.com/windfancy/zsq_prompt", + "files": [ + "https://github.com/windfancy/zsq_prompt" + ], + "install_type": "git-clone", + "description": "NODES: PromptStyler, PromptLatent, PromptCLIPEncode, PromptSelector" + }, + { + "author": "exectails", + "title": "Info Utils", + "id": "et_infoutils", + "reference": "https://github.com/exectails/comfyui-et_infoutils", + "files": [ + "https://github.com/exectails/comfyui-et_infoutils" + ], + "install_type": "git-clone", + "description": "Nodes that facilitate simpler information providing and gathering, such as Text Box, Show Data and Token Counter nodes." + }, + { + "author": "exectails", + "title": "String Utils", + "id": "et_stringutils", + "reference": "https://github.com/exectails/comfyui-et_stringutils", + "files": [ + "https://github.com/exectails/comfyui-et_stringutils" + ], + "install_type": "git-clone", + "description": "Nodes dedicated to the analysis and transformation of text strings, such as for formatting and conversions between types." + }, + { + "author": "exectails", + "title": "Dynamic Prompts", + "id": "et_dynamicprompts", + "reference": "https://github.com/exectails/comfyui-et_dynamicprompts", + "files": [ + "https://github.com/exectails/comfyui-et_dynamicprompts" + ], + "install_type": "git-clone", + "description": "Nodes that implement functionality similar to the Dynamic Prompts extension for A1111." + }, + { + "author": "SleeeepyZhou", + "title": "CNtranslator", + "id": "cn-translator", + "reference": "https://github.com/SleeeepyZhou/ComfyUI-CNtranslator", + "files": [ + "https://github.com/SleeeepyZhou/ComfyUI-CNtranslator" + ], + "install_type": "git-clone", + "description": "A translation node for users in Chinese Mainland. (Because of the network firewall in Chinese Mainland, many translation APIs cannot be used normally.)" + }, + { + "author": "flycarl", + "title": "ComfyUI-Pixelate", + "reference": "https://github.com/flycarl/ComfyUI-Pixelate", + "files": [ + "https://github.com/flycarl/ComfyUI-Pixelate" + ], + "install_type": "git-clone", + "description": "[a/sd-webui-pixelart](https://github.com/mrreplicart/sd-webui-pixelart) are referenced by many webui users, this node is mean to use it in ComfyUI." + }, + { + "author": "Alvaroeai", + "title": "ComfyUI-Text2Json", + "reference": "https://github.com/Alvaroeai/ComfyUI-Text2Json", + "files": [ + "https://github.com/Alvaroeai/ComfyUI-Text2Json" + ], + "install_type": "git-clone", + "description": "This repository contains a custom node for ComfyUI that converts text into a JSON object. The node is designed to be user-friendly and supports multi-line JSON input." + }, + { + "author": "dymokomi", + "title": "comfyui_dygen", + "reference": "https://github.com/dymokomi/comfyui_dygen", + "files": [ + "https://github.com/dymokomi/comfyui_dygen" + ], + "install_type": "git-clone", + "description": "NODES: DY Image Quantize, DY Image Cluster, DY Image Palette, DY Image Masks, Image List to Grid, DY Image Scaler, DY Random Lines, DY Adaptive Color Lines, DY Adaptive Color Circles, DY Adaptive Color Rectangles, DY Binary Pattern Stamper" + }, + { + "author": "bananasss00", + "title": "ComfyUI-flux_fill_patcher", + "reference": "https://github.com/bananasss00/ComfyUI-flux_fill_patcher", + "files": [ + "https://github.com/bananasss00/ComfyUI-flux_fill_patcher" + ], + "install_type": "git-clone", + "description": "flux patcher for Fill Flux.Dev lora [a/https://civitai.com/models/981615/fluxfill-inpaint-lora](https://civitai.com/models/981615/fluxfill-inpaint-lora)" + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-SoundHub", + "reference": "https://github.com/Yuan-ManX/ComfyUI-SoundHub", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-SoundHub" + ], + "install_type": "git-clone", + "description": "ComfyUI-SoundHub is a collection of audio processing nodes designed for ComfyUI, enabling seamless audio processing and generation within your ComfyUI workflows." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-LLaMA-Mesh", + "reference": "https://github.com/Yuan-ManX/ComfyUI-LLaMA-Mesh", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-LLaMA-Mesh" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for LLaMA-Mesh model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-PhotoDoodle", + "reference": "https://github.com/Yuan-ManX/ComfyUI-PhotoDoodle", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-PhotoDoodle" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for PhotoDoodle model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-StyleStudio", + "reference": "https://github.com/Yuan-ManX/ComfyUI-StyleStudio", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-StyleStudio" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for StyleStudio model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-OrpheusTTS", + "reference": "https://github.com/Yuan-ManX/ComfyUI-OrpheusTTS", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-OrpheusTTS" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for OrpheusTTS model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-LayerAnimate", + "reference": "https://github.com/Yuan-ManX/ComfyUI-LayerAnimate", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-LayerAnimate" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for LayerAnimate model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-SkyReels-A2", + "reference": "https://github.com/Yuan-ManX/ComfyUI-SkyReels-A2", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-SkyReels-A2" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for SkyReels-A2 model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-UNO", + "reference": "https://github.com/Yuan-ManX/ComfyUI-UNO", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-UNO" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for UNO model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-HiDream-I1", + "reference": "https://github.com/Yuan-ManX/ComfyUI-HiDream-I1", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-HiDream-I1" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for HiDream-I1 model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Kimi-VL", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Kimi-VL", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Kimi-VL" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Kimi-VL model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Cobra", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Cobra", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Cobra" + ], + "install_type": "git-clone", + "description": "Make Cobra avialbe in ComfyUI.\nCobra: Efficient Line Art COlorization with BRoAder References" + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-LiveCC", + "reference": "https://github.com/Yuan-ManX/ComfyUI-LiveCC", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-LiveCC" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for LiveCC model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Dia", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Dia", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Dia" + ], + "install_type": "git-clone", + "description": "Make Dia avialbe in ComfyUI." + }, + { + "author": "Yuan-ManX", + "title": "Yuan-ManX/ComfyUI-AudioX", + "reference": "https://github.com/Yuan-ManX/ComfyUI-AudioX", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-AudioX" + ], + "install_type": "git-clone", + "description": "Make AudioX avialbe in ComfyUI." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Muyan-TTS", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Muyan-TTS", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Muyan-TTS" + ], + "install_type": "git-clone", + "description": "Make Muyan-TTS avialbe in ComfyUI." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Multiverse", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Multiverse", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Multiverse" + ], + "install_type": "git-clone", + "description": "Make Multiverse avialbe in ComfyUI.\nMultiverse: The First AI Multiplayer World Model. Two human players driving cars in Multiverse." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Matrix-Game", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Matrix-Game", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Matrix-Game" + ], + "install_type": "git-clone", + "description": "Make Matrix-Game avialbe in ComfyUI." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Step1X-3D", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Step1X-3D", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Step1X-3D" + ], + "install_type": "git-clone", + "description": "ComfyUI-Step1X-3D is now available in ComfyUI, delivering high-fidelity 3D asset generation with consistent geometry-texture alignment. It supports multi-style outputs: cartoon, sketch, and photorealistic." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-MoviiGen", + "reference": "https://github.com/Yuan-ManX/ComfyUI-MoviiGen", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-MoviiGen" + ], + "install_type": "git-clone", + "description": "ComfyUI-MoviiGen is now available in ComfyUI, MoviiGen 1.1 is a cutting-edge video generation model that excels in cinematic aesthetics and visual quality." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-AniSora", + "reference": "https://github.com/Yuan-ManX/ComfyUI-AniSora", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-AniSora" + ], + "install_type": "git-clone", + "description": "ComfyUI-AniSora is now available in ComfyUI, Index-AniSora is the most powerful open-source animated video generation model. It enables one-click creation of video shots across diverse anime styles including series episodes, Chinese original animations, manga adaptations, VTuber content, anime PVs, mad-style parodies, and more!" + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Bagel", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Bagel", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Bagel" + ], + "install_type": "git-clone", + "description": "ComfyUI-Bagel is now available in ComfyUI, BAGEL is an open‑source multimodal foundation model with 7B active parameters (14B total) trained on large‑scale interleaved multimodal data. [w/Don't install together with neverbiasu/ComfyUI-BAGEL simultaneously.]" + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-HunyuanPortrait", + "reference": "https://github.com/Yuan-ManX/ComfyUI-HunyuanPortrait", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-HunyuanPortrait" + ], + "install_type": "git-clone", + "description": "ComfyUI-HunyuanPortrait is now available in ComfyUI, HunyuanPortrait is a diffusion-based condition control method that employs implicit representations for highly controllable and lifelike portrait animation." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-HunyuanVideo-Avatar", + "reference": "https://github.com/Yuan-ManX/ComfyUI-HunyuanVideo-Avatar", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-HunyuanVideo-Avatar" + ], + "install_type": "git-clone", + "description": "ComfyUI-HunyuanVideo-Avatar is now available in ComfyUI, HunyuanVideo-Avatar is a multimodal diffusion transformer (MM-DiT)-based model capable of simultaneously generating dynamic, emotion-controllable, and multi-character dialogue videos." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-ChatterboxTTS", + "reference": "https://github.com/Yuan-ManX/ComfyUI-ChatterboxTTS", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-ChatterboxTTS" + ], + "install_type": "git-clone", + "description": "ComfyUI-ChatterboxTTS is now available in ComfyUI, Chatterbox TTS is the first production-grade open-source TTS model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Direct3D-S2", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Direct3D-S2", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Direct3D-S2" + ], + "install_type": "git-clone", + "description": "ComfyUI-Direct3D‑S2 is now available in ComfyUI, Direct3D‑S2 - Gigascale 3D Generation Made Easy with Spatial Sparse Attention. Direct3D‑S2 is a scalable 3D generation framework based on sparse volumes that achieves superior output quality with dramatically reduced training costs." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Vui", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Vui", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Vui" + ], + "install_type": "git-clone", + "description": "ComfyUI-Vui is now available in ComfyUI, Vui is a llama based transformer that predicts audio tokens." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Hunyuan3D-2.1", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Hunyuan3D-2.1", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Hunyuan3D-2.1" + ], + "install_type": "git-clone", + "description": "ComfyUI-Hunyuan3D-2.1 is now available in ComfyUI, Hunyuan3D-2.1 is a scalable 3D asset creation system that advances state-of-the-art 3D generation through two pivotal innovations: Fully Open-Source Framework and Physically-Based Rendering (PBR) Texture Synthesis." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-OmniGen2", + "reference": "https://github.com/Yuan-ManX/ComfyUI-OmniGen2", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-OmniGen2" + ], + "install_type": "git-clone", + "description": "ComfyUI-OmniGen2 is now available in ComfyUI, OmniGen2 is a powerful and efficient unified multimodal model. Its architecture is composed of two key components: a 3B Vision-Language Model (VLM) and a 4B diffusion model." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-PosterCraft", + "reference": "https://github.com/Yuan-ManX/ComfyUI-PosterCraft", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-PosterCraft" + ], + "install_type": "git-clone", + "description": "ComfyUI-PosterCraft is now available in ComfyUI, PosterCraft is a unified framework for high-quality aesthetic poster generation that excels in precise text rendering, seamless integration of abstract art, striking layouts, and stylistic harmony." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-ThinkSound", + "reference": "https://github.com/Yuan-ManX/ComfyUI-ThinkSound", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-ThinkSound" + ], + "install_type": "git-clone", + "description": "ComfyUI-ThinkSound is now available in ComfyUI, ThinkSound is a unified Any2Audio generation framework with flow matching guided by Chain-of-Thought (CoT) reasoning." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-HiggsAudio", + "reference": "https://github.com/Yuan-ManX/ComfyUI-HiggsAudio", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-HiggsAudio" + ], + "install_type": "git-clone", + "description": "ComfyUI-HiggsAudio is now available in ComfyUI, Higgs Audio v2 is a text-audio foundation model from Boson AI." + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-SkyworkUniPic", + "reference": "https://github.com/Yuan-ManX/ComfyUI-SkyworkUniPic", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-SkyworkUniPic" + ], + "install_type": "git-clone", + "description": "ComfyUI-SkyworkUniPic is now available in ComfyUI, Skywork-UniPic is a unified autoregressive multimodal model with 1.5 billion parameters that natively integrates image understanding, text-to-image generation, and image editing capabilities within a single architecture." + }, + { + "author": "Starnodes2024", + "title": "ComfyUI_StarNodes", + "reference": "https://github.com/Starnodes2024/ComfyUI_StarNodes", + "files": [ + "https://github.com/Starnodes2024/ComfyUI_StarNodes" + ], + "install_type": "git-clone", + "description": "NODES: StarNode Startsettings for Flux and SD, Smplers for Flux and SD, Detail Deamon, Wildcards and more Helper Nodes" + }, + { + "author": "Starnodes2024", + "title": "ComfyUI_StarBetaNodes", + "reference": "https://github.com/Starnodes2024/ComfyUI_StarBetaNodes", + "files": [ + "https://github.com/Starnodes2024/ComfyUI_StarBetaNodes" + ], + "install_type": "git-clone", + "description": "Welcome to Star Beta Nodes - a collection of experimental custom nodes for ComfyUI designed for beta testing and feedback. These nodes provide enhanced functionality for image processing, video handling, and workflow automation." + }, + { + "author": "Starnodes2024", + "title": "ComfyUI Star DyPE", + "reference": "https://github.com/Starnodes2024/comfyui_Starnodes_DyPE", + "files": [ + "https://github.com/Starnodes2024/comfyui_Starnodes_DyPE" + ], + "install_type": "git-clone", + "description": "Dynamic Position Extrapolation for Ultra High Resolution FLUX Image Generation\nThis custom node enables FLUX models in ComfyUI to generate ultra-high resolution images (4K and beyond) using DyPE (Dynamic Position Extrapolation) technology." + }, + { + "author": "motivated3", + "title": "ComfyUI MiaoShua Creator", + "id": "comfyui-shua-creator", + "reference": "https://github.com/motivated3/comfyui-shua-creator", + "files": [ + "https://github.com/motivated3/comfyui-shua-creator" + ], + "install_type": "git-clone", + "description": "With the MiaoShua creator's end, you can use this plugin to upload debugged workflows for consumer end users to use." + }, + { + "author": "takemetosiberia", + "title": "SAMURAI Nodes for ComfyUI", + "reference": "https://github.com/takemetosiberia/ComfyUI-SAMURAI--SAM2-", + "files": [ + "https://github.com/takemetosiberia/ComfyUI-SAMURAI--SAM2-" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for video object segmentation using [a/SAMURAI](https://github.com/yangchris11/samurai) model." + }, + { + "author": "purpen", + "title": "AIRedoon", + "reference": "https://github.com/purpen/ComfyUI-AIRedoon", + "files": [ + "https://github.com/purpen/ComfyUI-AIRedoon" + ], + "install_type": "git-clone", + "description": "NODES:AIRedoon Qwen Model Loader, AIRedoon Translator, AIRedoon Image Caption, AIRedoon LoRA Stack, AIRedoon Image RGBA2RGB, AIRedoon Preview Text, AIRedoon Save Text, ...\nRedoonAi Tool Kit" + }, + { + "author": "purpen", + "title": "ComfyUI-ImageTagger", + "reference": "https://github.com/purpen/ComfyUI-ImageTagger", + "files": [ + "https://github.com/purpen/ComfyUI-ImageTagger" + ], + "install_type": "git-clone", + "description": "NODES:AIRedoon Image Caption.\nAnalyze image tagger" + }, + { + "author": "Regi E", + "title": "ComfyUI-EasyPony", + "reference": "https://github.com/regiellis/ComfyUI-EasyPony", + "files": [ + "https://github.com/regiellis/ComfyUI-EasyPony" + ], + "install_type": "git-clone", + "description": "Easy Pony is a helper node that simplifies the process of adding scoring and other attributes to prompts when using Pony models." + }, + { + "author": "Regi E", + "title": "ComfyUI-EasyNoobai", + "reference": "https://github.com/regiellis/ComfyUI-EasyNoobai", + "files": [ + "https://github.com/regiellis/ComfyUI-EasyNoobai" + ], + "install_type": "git-clone", + "description": "Simple set of nodes to assist with prompt generation for NOOBAI XL / Illustrious models" + }, + { + "author": "Regi E", + "title": "Easy Color Correction", + "reference": "https://github.com/regiellis/ComfyUI-EasyColorCorrector", + "files": [ + "https://github.com/regiellis/ComfyUI-EasyColorCorrector" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for flexible and efficient image color correction and post-processing." + }, + { + "author": "Regi E", + "title": "SDXL Adherence", + "reference": "https://github.com/regiellis/ComfyUI-SDXL-Adherence", + "files": [ + "https://github.com/regiellis/ComfyUI-SDXL-Adherence" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes that improve SDXL prompt adherence and any-size/tiled VAE workflows." + }, + { + "author": "Regi E", + "title": "Comfyui-EasyIllustrious", + "reference": "https://github.com/regiellis/ComfyUI-EasyIllustrious", + "files": [ + "https://github.com/regiellis/ComfyUI-EasyIllustrious" + ], + "install_type": "git-clone", + "description": "ComfyUI-EasyIllustrious is a custom node suite to make working with Illustrious models easier and more intuitive" + }, + { + "author": "mrhan1993", + "title": "ComfyUI-Fooocus", + "reference": "https://github.com/mrhan1993/ComfyUI-Fooocus", + "files": [ + "https://github.com/mrhan1993/ComfyUI-Fooocus" + ], + "install_type": "git-clone", + "description": "This extension provides image generation features based on Fooocus." + }, + { + "author": "Kling AI", + "title": "ComfyUI-KLingAI-API", + "reference": "https://github.com/KwaiVGI/ComfyUI-KLingAI-API", + "files": [ + "https://github.com/KwaiVGI/ComfyUI-KLingAI-API" + ], + "install_type": "git-clone", + "description": "Provide high-quality video and image generation capabilities, meeting creators' needs for creative content production and management through more convenient operations, richer functionalities, professional parameters, and stunning effects." + }, + { + "author": "lujiazho", + "title": "ComfyUI-CatvtonFluxWrapper", + "id": "comfyui-catvton-flux-wrapper", + "reference": "https://github.com/lujiazho/ComfyUI-CatvtonFluxWrapper", + "files": [ + "https://github.com/lujiazho/ComfyUI-CatvtonFluxWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI-CatvtonFluxWrapper provides ComfyUI nodes for diffusers implementation of Catvton-Flux." + }, + { + "author": "Eugene (JEONG-JIWOO)", + "title": "ComfyUI_Eugene_Nodes", + "reference": "https://github.com/JEONG-JIWOO/ComfyUI_Eugene_Nodes", + "files": [ + "https://github.com/JEONG-JIWOO/ComfyUI_Eugene_Nodes" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes using Dictionary designed to optimize and manage workflows in ComfyUI." + }, + { + "author": "xs315431", + "title": "Comfyui_Get_promptId", + "reference": "https://github.com/xs315431/Comfyui_Get_promptId", + "files": [ + "https://github.com/xs315431/Comfyui_Get_promptId" + ], + "install_type": "git-clone", + "description": "NODES: Get Prompt_Id, Success Callback\nget comfyui task id and Callback for successful image generation, in conjunction with the back-end" + }, + { + "author": "5x00", + "title": "ComfyUI-VLM_Captions", + "reference": "https://github.com/5x00/ComfyUI-VLM-Captions", + "files": [ + "https://github.com/5x00/ComfyUI-VLM-Captions" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node that let's you use Claude or ChatGPT 4o's VLM capabilities to generate captions/tags for images." + }, + { + "author": "5x00", + "title": "ComfyUI-PiAPI-Faceswap", + "reference": "https://github.com/5x00/ComfyUI-PiAPI-Faceswap", + "files": [ + "https://github.com/5x00/ComfyUI-PiAPI-Faceswap" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI nodes that integrates [a/PiAPI faceswap](https://piapi.ai/faceswap-api) service into ComfyUI. This can be helpful if you're trying to create a workflow that includes faceswap for commercial usage." + }, + { + "author": "ClownsharkBatwing", + "title": "RES4LYF", + "id": "res4lyf", + "reference": "https://github.com/ClownsharkBatwing/RES4LYF", + "files": [ + "https://github.com/ClownsharkBatwing/RES4LYF" + ], + "install_type": "git-clone", + "description": "Advanced samplers with new noise scaling math to enable SDE sampling with all publicly available native models; new unsampling/noise inversion methods and other advanced img2img techniques for inpainting and/or guiding the sampling process with guide images, with results superior to FlowEdit, RF Inversion, and other SOTA implementations. Also new style transfer methods unique to this node pack; regional conditioning for HiDream, Flux, AuraFlow, and WAN; methods for eliminating Flux blur; and temporal conditioning (shift gradually from one prompt to the next with video). 115 sampler types, 24 noise types, 11 noise scaling modes, in a single node. Also includes a wide variety of QoF and other utility nodes for boosting detail, manipulating sigmas, latents, images, and more." + }, + { + "author": "NeoGriever", + "title": "ComfyUI - NeoGriever", + "id": "neogrievernodes", + "reference": "https://github.com/NeoGriever/ComfyUI-NeoGriever", + "files": [ + "https://github.com/NeoGriever/ComfyUI-NeoGriever" + ], + "install_type": "git-clone", + "description": "NeoGriever's helper nodes. Better CLIP Text Encoder, Resolution Provider, Multimask Write/Read, TextBoxes Simple/Join/x2/x3, Sliders INT/FLOAT/STEPPER, String Tool/Squisher/Cutter, Create Solid Color, Fill with Color, Checkerboard Generator, Image Progress Bar" + }, + { + "author": "PauldeLavallaz", + "title": "Claude Prompt Generator", + "id": "claude_prompt_generator", + "reference": "https://github.com/PauldeLavallaz/comfyui_claude_prompt_generator", + "files": [ + "https://github.com/PauldeLavallaz/comfyui_claude_prompt_generator" + ], + "install_type": "git-clone", + "description": "Node that generates prompts using Anthropic Claude API." + }, + { + "author": "PauldeLavallaz", + "title": "ComfyUI-CartesiaTTS", + "reference": "https://github.com/PauldeLavallaz/ComfyUI-CartesiaTTS", + "files": [ + "https://github.com/PauldeLavallaz/ComfyUI-CartesiaTTS" + ], + "install_type": "git-clone", + "description": "Node for Cartesia Sonic-3 that calls the `/tts/bytes` endpoint and returns: file_path, bytes, url" + }, + { + "author": "huanngzh", + "title": "ComfyUI-MVAdapter", + "reference": "https://github.com/huanngzh/ComfyUI-MVAdapter", + "files": [ + "https://github.com/huanngzh/ComfyUI-MVAdapter" + ], + "description": "This extension integrates [a/MV-Adapter](https://github.com/huanngzh/MV-Adapter) into ComfyUI, allowing users to generate multi-view consistent images from text prompts or single images directly within the ComfyUI interface.", + "install_type": "git-clone" + }, + { + "author": "Aerse", + "title": "ComfyUI-Seed-Nodes", + "reference": "https://github.com/Aerse/ComfyUI-Seed-Nodes", + "files": [ + "https://github.com/Aerse/ComfyUI-Seed-Nodes" + ], + "description": "ComfyUI-Seed-Nodes is a custom node library that extends the functionality of ComfyUI, offering advanced image loading and pixelation tools.", + "install_type": "git-clone" + }, + { + "author": "Slickytail", + "title": "ComfyUI-InstantX-IPAdapter-SD3", + "reference": "https://github.com/Slickytail/ComfyUI-InstantX-IPAdapter-SD3", + "files": [ + "https://github.com/Slickytail/ComfyUI-InstantX-IPAdapter-SD3" + ], + "description": "ComfyUI implementation of the [a/InstantX IP-Adapter for SD3.5 Large](https://huggingface.co/InstantX/SD3.5-Large-IP-Adapter).", + "install_type": "git-clone" + }, + { + "author": "Slickytail", + "title": "ComfyUI-RegionalAdaptiveSampling", + "reference": "https://github.com/Slickytail/ComfyUI-RegionalAdaptiveSampling", + "files": [ + "https://github.com/Slickytail/ComfyUI-RegionalAdaptiveSampling" + ], + "description": "ComfyUI implementation of Regional Adaptive Sampling, (original implementation at https://github.com/microsoft/RAS).", + "install_type": "git-clone" + }, + { + "author": "sourceful-official", + "title": "LoadLoraModelOnlyWithUrl", + "reference": "https://github.com/sourceful-official/LoadLoraModelOnlyWithUrl", + "reference2": "https://github.com/sourceful-official/ComfyUI_LoadLoraModelOnlyWithUrl", + "files": [ + "https://github.com/sourceful-official/LoadLoraModelOnlyWithUrl" + ], + "description": "ComfyUI-LoadLoraModelOnlyWithUrl", + "install_type": "git-clone" + }, + { + "author": "kimara-ai", + "title": "Kimara.ai's Advanced Watermarking Tools", + "reference": "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Advanced-Watermarks", + "files": [ + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Advanced-Watermarks" + ], + "description": "The KimaraAIWatermarker custom node allows you to apply watermark text and logo overlays to images. Optionally, the watermark can be moved by the move_watermark_step amount of pixels after each generated image. To apply a moving watermark to a list of images, use the KimaraAIBatchImages node to concatenate the list into a single tensor, then use that as an input for the watermark node, as shown in the example image below.", + "install_type": "git-clone" + }, + { + "author": "weilin9999", + "title": "WeiLin-Comfyui-Tools", + "id": "Comfyui-Tools", + "reference": "https://github.com/weilin9999/WeiLin-Comfyui-Tools", + "files": [ + "https://github.com/weilin9999/WeiLin-Comfyui-Tools" + ], + "install_type": "git-clone", + "description": "quickly use the prompt word tool in ComfyUI" + }, + { + "author": "LucipherDev", + "title": "ComfyUI-Golden-Noise", + "reference": "https://github.com/LucipherDev/ComfyUI-Golden-Noise", + "files": [ + "https://github.com/LucipherDev/ComfyUI-Golden-Noise" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Node for 'Golden Noise for Diffusion Models: A Learning Framework'. This node refines the initial latent noise in the diffusion process, enhancing both image quality and semantic coherence." + }, + { + "author": "LucipherDev", + "title": "ComfyUI-AniDoc", + "reference": "https://github.com/LucipherDev/ComfyUI-AniDoc", + "files": [ + "https://github.com/LucipherDev/ComfyUI-AniDoc" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Nodes for 'AniDoc: Animation Creation Made Easier'. This approach automates line art video colorization using a novel model that aligns color information from references, ensures temporal consistency, and reduces manual effort in animation production." + }, + { + "author": "LucipherDev", + "title": "ComfyUI-TangoFlux", + "reference": "https://github.com/LucipherDev/ComfyUI-TangoFlux", + "files": [ + "https://github.com/LucipherDev/ComfyUI-TangoFlux" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Nodes for 'TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching'. This generates high-quality 44.1kHz audio up to 30 seconds using just a text prompt." + }, + { + "author": "envy-ai", + "title": "ComfyUI-ConDelta", + "reference": "https://github.com/envy-ai/ComfyUI-ConDelta", + "files": [ + "https://github.com/envy-ai/ComfyUI-ConDelta" + ], + "install_type": "git-clone", + "description": "This extension extends ComfyUI's capabilities with respect to manipulating conditionings." + }, + { + "author": "kraglik", + "title": "PromptCollapse", + "reference": "https://github.com/kraglik/prompt_collapse", + "files": [ + "https://github.com/kraglik/prompt_collapse" + ], + "install_type": "git-clone", + "description": "A prompt generation system that manages relationships between prompt components to maintain logical consistency. Integrates with ComfyUI as a custom node." + }, + { + "author": "abdozmantar", + "title": "DeepExtract", + "reference": "https://github.com/abdozmantar/ComfyUI-DeepExtract", + "files": [ + "https://github.com/abdozmantar/ComfyUI-DeepExtract" + ], + "install_type": "git-clone", + "description": "DeepExtract is a powerful and efficient tool designed to separate vocals and sounds from audio files, providing an enhanced experience for musicians, producers, and audio engineers. With DeepExtract, you can quickly and effectively isolate vocals or instruments from mixed audio tracks, facilitating tasks like remixing, karaoke preparation, or audio analysis." + }, + { + "author": "abdozmantar", + "title": "DeepExtract2", + "reference": "https://github.com/abdozmantar/ComfyUI-DeepExtractV2", + "files": [ + "https://github.com/abdozmantar/ComfyUI-DeepExtractV2" + ], + "install_type": "git-clone", + "description": "DeepExtractV2 – lightning-fast, high-quality audio separator. Instantly isolate vocals, drums, bass, and more from any track. Ideal for creators, DJs, and audio pros." + }, + { + "author": "ctefer", + "title": "CFE_comfyui", + "reference": "https://github.com/CpreForEver/CFE_comfyui", + "files": [ + "https://github.com/CpreForEver/CFE_comfyui" + ], + "install_type": "git-clone", + "description": "This is a subset of nodes for ComfyUI that I made just for my own workflow. The nodes support Flux (single conditioning, no negatives) and are just a way of minimizing the noodles. There's no real journey to be made here, just anything that helps me get through the day." + }, + { + "author": "111496583yzy", + "title": "Jigsaw Puzzle Effect Plugin", + "reference": "https://github.com/111496583yzy/comfyui-PuzzleCrack-Effect", + "files": [ + "https://github.com/111496583yzy/comfyui-PuzzleCrack-Effect" + ], + "install_type": "git-clone", + "description": "The Jigsaw Puzzle Effect plugin provides a unique puzzle effect for image processing. By dividing an image into multiple puzzle pieces and optionally adding missing pieces, users can easily create artistic puzzle effects." + }, + { + "author": "nsdtcloud3d", + "title": "ComfyUI-3D-Convert", + "reference": "https://github.com/nsdtcloud3d/ComfyUI-3D-Convert", + "files": [ + "https://github.com/nsdtcloud3d/ComfyUI-3D-Convert" + ], + "install_type": "git-clone", + "description": "ComfyUI-3D-Covert is a 3D File Format Conversion Extension based on 3dconvert.nsdt.cloud-API. It provides a node ConvertTo3DFormat currently available, is a powerful tool designed to streamline the conversion of 3D models between a wide array of file formats." + }, + { + "author": "Mr.Chip", + "title": "ComfyUI-SaveImageS3", + "id": "zouyuimages3", + "reference": "https://github.com/mrchipset/ComfyUI-SaveImageS3", + "files": [ + "https://github.com/mrchipset/ComfyUI-SaveImageS3" + ], + "install_type": "git-clone", + "description": "This extension offers a custom node to save image to S3-compatible oss." + }, + { + "author": "DesertPixelAi", + "title": "ComfyUI-Desert-Pixel-Nodes", + "reference": "https://github.com/DesertPixelAi/ComfyUI-Desert-Pixel-Nodes", + "files": [ + "https://github.com/DesertPixelAi/ComfyUI-Desert-Pixel-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on animation, image processing, and workflow optimization." + }, + { + "author": "DesertPixelAi", + "title": "ComfyUI DP Dynamic Random Styler", + "reference": "https://github.com/DesertPixelAi/comfyui-dp-them-styler", + "files": [ + "https://github.com/DesertPixelAi/comfyui-dp-them-styler" + ], + "install_type": "git-clone", + "description": "A dynamic theme-based prompt generator for ComfyUI that creates versatile, random prompts optimized for face swap workflows." + }, + { + "author": "DesertPixelAi", + "title": "ComfyUI DP Ideogram Character Node", + "reference": "https://github.com/DesertPixelAi/ComfyUI-DP-Ideogram-Character", + "files": [ + "https://github.com/DesertPixelAi/ComfyUI-DP-Ideogram-Character" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for generating consistent character images using Ideogram API v3's character reference feature. Part of the Desert Pixel (DP) node collection." + }, + { + "author": "muhammederem", + "title": "BLIP Vision-Language Model Integration", + "reference": "https://github.com/muhammederem/blip-comfyui", + "files": [ + "https://github.com/muhammederem/blip-comfyui" + ], + "install_type": "git-clone", + "description": "A Python implementation for integrating the BLIP (Bootstrapping Language-Image Pre-training) model for visual question answering." + }, + { + "author": "jiaqianjing", + "title": "ComfyUI-MidjourneyHub", + "reference": "https://github.com/jiaqianjing/ComfyUI-MidjourneyHub", + "files": [ + "https://github.com/jiaqianjing/ComfyUI-MidjourneyHub" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for integrating with Midjourney API." + }, + { + "author": "Runware Inc.", + "title": "Runware.ai ComfyUI Inference API Integration", + "id": "runware", + "reference": "https://github.com/Runware/ComfyUI-Runware", + "files": [ + "https://github.com/Runware/ComfyUI-Runware" + ], + "install_type": "git-clone", + "description": "Runware Inference API Integration for ComfyUI (No GPU Required)." + }, + { + "author": "shannooty", + "title": "ComfyUI Timer Nodes", + "id": "comfyui-timer-nodes", + "reference": "https://github.com/Shannooty/ComfyUI-Timer-Nodes", + "files": [ + "https://github.com/Shannooty/ComfyUI-Timer-Nodes" + ], + "install_type": "git-clone", + "description": "This project provides a set of custom timer nodes for ComfyUI. These nodes allow you to measure and append runtime information to strings or other data during your workflow." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_OminiControl", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_OminiControl", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_OminiControl" + ], + "install_type": "git-clone", + "description": "ComfyUI_RH_OminiControl is a ComfyUI plugin based on OminiControl By splitting the pipeline load, the plugin efficiently runs on NVIDIA RTX 4090 GPUs. Additionally, the spatial and fill functionalities are generated using the schnell model, reducing the number of sampling steps and improving overall efficiency." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_UNO", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_UNO", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_UNO" + ], + "install_type": "git-clone", + "description": "This is a UNO ComfyUI plugin implementation that can run the full version with 24GB VRAM, as well as quickly run the FP8 version." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_FramePack", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_FramePack", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_FramePack" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plug-in for lllyasviel/FramePack, easy to use" + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_Step1XEdit", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_Step1XEdit", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_Step1XEdit" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node implementation for image editing using the Step-1 model architecture, specifically adapted for reference-based image editing guided by text prompts." + }, + { + "author": "sebord", + "title": "ComfyUI-LMCQ", + "reference": "https://github.com/sebord/ComfyUI-LMCQ", + "files": [ + "https://github.com/sebord/ComfyUI-LMCQ" + ], + "install_type": "git-clone", + "description": "ComfyUI small node toolkit, this toolkit is mainly to update some practical small nodes, to make a contribution to the comfyui ecosystem, PS: 'LMCQ' is the abbreviation of the team name\nNOTE: The files in the repo are not organized, which may lead to update issues." + }, + { + "author": "InstantStudioAI", + "title": "ComfyUI-InstantStudio", + "reference": "https://github.com/InstantStudioAI/ComfyUI-InstantStudio", + "files": [ + "https://github.com/InstantStudioAI/ComfyUI-InstantStudio" + ], + "install_type": "git-clone", + "description": "A collection of nodes to enhance your experience with ComfyUI." + }, + { + "author": "Tlant", + "title": "ComfyUI-OllamaPromptsGeneratorTlant", + "reference": "https://github.com/Tlant/ComfyUI-OllamaPromptsGeneratorTlant", + "files": [ + "https://github.com/Tlant/ComfyUI-OllamaPromptsGeneratorTlant" + ], + "install_type": "git-clone", + "description": "Use ollama to generate prompts based on reference text in comfyui." + }, + { + "author": "DarioFT", + "title": "ComfyUI-VideoDirCombiner", + "reference": "https://github.com/DarioFT/ComfyUI-VideoDirCombiner", + "files": [ + "https://github.com/DarioFT/ComfyUI-VideoDirCombiner" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that combines multiple videos from a directory with optional transitions and background music. Perfect for batch processing and creating seamless video compilations." + }, + { + "author": "Kim", + "title": "ComfyUI_KimNodes", + "reference": "https://github.com/wjl0313/ComfyUI_KimNodes", + "files": [ + "https://github.com/wjl0313/ComfyUI_KimNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI node collection: icon layout & processing, YOLO intelligent cropping, image filters & enhancement, text processing tools, metadata management, mask handling and image classification in one comprehensive toolbox." + }, + { + "author": "LiJT", + "title": "Gemini prompt generator JT version", + "reference": "https://github.com/LiJT/ComfyUI-Gemini-Prompt-Generator-JT", + "files": [ + "https://github.com/LiJT/ComfyUI-Gemini-Prompt-Generator-JT" + ], + "install_type": "git-clone", + "description": "Custom node to use Gemini 1.5 and above for Comfyui to generates theme related prompts for image generators" + }, + { + "author": "codeprimate", + "title": "ComfyUI Mask Contour Processor", + "reference": "https://github.com/codeprimate/ComfyUI-MaskContourProcessor", + "files": [ + "https://github.com/codeprimate/ComfyUI-MaskContourProcessor" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that improves inpainting results by extending mask boundaries with geometric patterns, helping create smoother transitions and better context for AI-driven image completion." + }, + { + "author": "Miyuutsu", + "title": "comfyui-save-vpred", + "reference": "https://github.com/Miyuutsu/comfyui-save-vpred", + "files": [ + "https://github.com/Miyuutsu/comfyui-save-vpred" + ], + "install_type": "git-clone", + "description": "Simple ComfyUI Custom Node to enable saving checkpoints with V-Pred ZTSNR tensors and metadata." + }, + { + "author": "kostenickj", + "title": "comfyui-jk-easy-nodes", + "reference": "https://github.com/kostenickj/jk-comfyui-helpers", + "files": [ + "https://github.com/kostenickj/jk-comfyui-helpers" + ], + "install_type": "git-clone", + "description": "NODES: EasyHRFix, EasyHRFix_Context, JKAnythingToString, JKBigContext, JKDynamicThresholdingMultiModel, JKEasyCheckpointLoader, JKEasyDetailer, JKEasyDetailer_Context, JKEasyKSampler_Context, JKEasyWatermark, JKInspireSchedulerAdapter, JKLilContext, JKMultiModelSamplerUnpatch, JKStringEmpty, JKStringEquals, JKStringNotEmpty, JKStringNotEquals, JKStringToSamplerAdapter" + }, + { + "author": "IamCreateAI", + "title": "ComfyUI-Ruyi", + "reference": "https://github.com/IamCreateAI/Ruyi-Models", + "files": [ + "https://github.com/IamCreateAI/Ruyi-Models" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for Ruyi, an image-to-video model by CreateAI." + }, + { + "author": "IamCreateAI", + "title": "ComfyUI-Animon", + "reference": "https://github.com/IamCreateAI/ComfyUI-Animon", + "files": [ + "https://github.com/IamCreateAI/ComfyUI-Animon" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for [Animon Platform](https://platform.animon.ai/), a comprehensive API service offering a variety of image and video generation models." + }, + { + "author": "pollockjj", + "title": "ComfyUI-MultiGPU", + "reference": "https://github.com/pollockjj/ComfyUI-MultiGPU", + "files": [ + "https://github.com/pollockjj/ComfyUI-MultiGPU" + ], + "install_type": "git-clone", + "description": "This extension adds CUDA device selection to supported loader nodes in ComfyUI. By monkey-patching ComfyUI’s memory management, each model component (like UNet, Clip, or VAE) can be loaded on a specific GPU. Examples included are multi-GPU workflows for SDXL, FLUX, LTXVideo, and Hunyuan Video for both standard and GGUF loader nodes." + }, + { + "author": "PressWagon", + "title": "ComfyUI-StringsAndThings", + "reference": "https://github.com/PressWagon/ComfyUI-StringsAndThings", + "files": [ + "https://github.com/PressWagon/ComfyUI-StringsAndThings" + ], + "install_type": "git-clone", + "description": "EA collection of ComfyUI custom nodes for formatting and debugging string data with the intention of collecting generation data to be processed by a custom node pack like comfy-image-saver, as well as miscellaneous extra nodes to experiment with." + }, + { + "author": "ADDOOR", + "title": "ComfyUI-Addoor", + "reference": "https://github.com/Eagle-CN/ComfyUI-Addoor", + "files": [ + "https://github.com/Eagle-CN/ComfyUI-Addoor" + ], + "install_type": "git-clone", + "description": "A collection of batch operation toolkits suitable for ComfyUI" + }, + { + "author": "CyanAutumn", + "title": "ComfyUi Random Manage Cyan", + "id": "CyanAutumn", + "reference": "https://github.com/CyanAutumn/ComfyUi_Random_Manage_Cyan", + "files": [ + "https://github.com/CyanAutumn/ComfyUi_Random_Manage_Cyan" + ], + "install_type": "git-clone", + "description": "A random prompt node" + }, + { + "author": "Black Forest Labs", + "title": "Black Forest Labs API Nodes", + "reference": "https://github.com/black-forest-labs/bfl-comfy-nodes", + "files": [ + "https://github.com/black-forest-labs/bfl-comfy-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Black Forest Labs API Services" + }, + { + "author": "kazeyori", + "title": "ComfyUI-QuickImageSequenceProcess", + "reference": "https://github.com/kazeyori/ComfyUI-QuickImageSequenceProcess", + "files": [ + "https://github.com/kazeyori/ComfyUI-QuickImageSequenceProcess" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin for quick image sequence processing. This plugin allows users to manipulate frame sequences with various operations including frame insertion, deletion, and duplication." + }, + { + "author": "Light-x02", + "title": "Light-x02 Nodes", + "id": "Light-x02_Nodes", + "reference": "https://github.com/Light-x02/ComfyUI-Lightx02-Nodes", + "files": [ + "https://github.com/Light-x02/ComfyUI-Lightx02-Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by Light-x02. Optimize and simplify workflows, adding utilities, samplers, schedulers and various tools (Flux, images, etc.) to enrich and extend ComfyUI’s capabilities." + }, + { + "author": "Light-x02", + "title": "Flux Settings Node", + "id": "flux_settings_node", + "reference": "https://github.com/Light-x02/ComfyUI-FluxSettingsNode", + "files": [ + "https://github.com/Light-x02/ComfyUI-FluxSettingsNode" + ], + "install_type": "git-clone", + "description": "A combined node for ComfyUI with six configurable tabs for managing multiple parameter configurations, including guidance, sampler, scheduler, steps, and denoise." + }, + { + "author": "Light-x02", + "title": "ComfyUI-Civitai-Discovery-Hub", + "reference": "https://github.com/Light-x02/ComfyUI-Civitai-Discovery-Hub", + "files": [ + "https://github.com/Light-x02/ComfyUI-Civitai-Discovery-Hub" + ], + "install_type": "git-clone", + "description": "This ComfyUI node lets you browse the Civitai gallery directly within the interface, featuring infinite scroll, advanced filters (including NSFW), and favorites management. It also allows you to retrieve prompts, metadata, and images/videos to seamlessly reuse them in your workflows." + }, + { + "author": "Light-x02", + "title": "ComfyUI-checkpoint-Discovery-Hub", + "reference": "https://github.com/Light-x02/ComfyUI-checkpoint-Discovery-Hub", + "files": [ + "https://github.com/Light-x02/ComfyUI-checkpoint-Discovery-Hub" + ], + "install_type": "git-clone", + "description": "Checkpoint Discovery Hub — An advanced browser for your ComfyUI models. Easily explore, filter, and load your checkpoints, manage presets, favorites, and Civitai metadata — all from a sleek and intuitive interface." + }, + { + "author": "marcoc2", + "title": "Image Processing Suite for ComfyUI", + "reference": "https://github.com/marcoc2/ComfyUI-AnotherUtils", + "files": [ + "https://github.com/marcoc2/ComfyUI-AnotherUtils" + ], + "install_type": "git-clone", + "description": "A collection of specialized image processing nodes for ComfyUI, focused on dataset preparation and pixel art manipulation." + }, + { + "author": "marcoc2", + "title": "ComfyUI-Cog", + "reference": "https://github.com/marcoc2/ComfyUI_CogView4-6B_diffusers", + "files": [ + "https://github.com/marcoc2/ComfyUI_CogView4-6B_diffusers" + ], + "install_type": "git-clone", + "description": "This is a custom node aiming to run CogView4 on diffusers while there is no official implementation on ComfyUI.\nNOTE: You will need a updated version of diffusers and I don't know if updating it my break other stuff, so I advise you to make in a new instance of ComfyUI" + }, + { + "author": "BIMer-99", + "title": "ComfyUI_FishSpeech_EX", + "reference": "https://github.com/BIMer-99/ComfyUI_FishSpeech_EX", + "files": [ + "https://github.com/BIMer-99/ComfyUI_FishSpeech_EX" + ], + "install_type": "git-clone", + "description": "This plugin is optimized for Fish-Speech-1.5 version and is only applicable to version 1.5" + }, + { + "author": "AEmotionStudio", + "title": "ComfyUI Christmas Theme 🎄✨", + "reference": "https://github.com/AEmotionStudio/ComfyUI-ChristmasTheme", + "files": [ + "https://github.com/AEmotionStudio/ComfyUI-ChristmasTheme" + ], + "install_type": "git-clone", + "description": "A beautiful theme extension for ComfyUI that adds festive touches with dynamic backgrounds, snowfall effects, and animated node connections" + }, + { + "author": "AEmotionStudio", + "title": "ComfyUI-EnhancedLinksandNodes 🎨✨", + "reference": "https://github.com/AEmotionStudio/ComfyUI-EnhancedLinksandNodes", + "reference2": "https://github.com/AEmotionStudio/ComfyUI-Enhanced", + "files": [ + "https://github.com/AEmotionStudio/ComfyUI-EnhancedLinksandNodes" + ], + "install_type": "git-clone", + "description": "A visually stunning extension for ComfyUI that adds beautiful, customizable animations to both links and nodes in your workflow, with a focus on performance and customization. Includes an end-of-render animation and a text visibility tool for nodes. No extra packages are required, works with the latest version of ComfyUI, and should be compatible with most workflows. Larger workflows may experience performance issues, especially if you have a lot of nodes and are using a lower end system." + }, + { + "author": "AEmotionStudio", + "title": "ComfyUI-MagnifyGlass", + "reference": "https://github.com/AEmotionStudio/ComfyUI-MagnifyGlass", + "files": [ + "https://github.com/AEmotionStudio/ComfyUI-MagnifyGlass" + ], + "install_type": "git-clone", + "description": "ComfyUI-MagnifyGlass: A powerful & customizable magnifying glass for ComfyUI. Zoom into canvas details with smooth controls, configurable activation, custom styles (shape, size, border) & WebGL performance." + }, + { + "author": "AEmotionStudio", + "title": "ComfyUI-ShaderNoiseKSampler", + "reference": "https://github.com/AEmotionStudio/ComfyUI-ShaderNoiseKSampler", + "files": [ + "https://github.com/AEmotionStudio/ComfyUI-ShaderNoiseKSampler" + ], + "install_type": "git-clone", + "description": "Transform AI image generation from random exploration into deliberate artistic navigation. This advanced KSampler replacement blends traditional noise with shader noise. Navigate latent space with intention using adjustable noise parameters, shape masks, and colors transformations." + }, + { + "author": "AEmotionStudio", + "title": "ComfyUI-DiscordSend", + "reference": "https://github.com/AEmotionStudio/ComfyUI-DiscordSend", + "files": [ + "https://github.com/AEmotionStudio/ComfyUI-DiscordSend" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that enables seamless sharing of AI-generated images and videos directly to Discord." + }, + { + "author": "xfgexo", + "title": "EXO Custom ComfyUI Nodes", + "id": "exo-custom-nodes", + "reference": "https://github.com/xfgexo/EXO-Custom-ComfyUI-Nodes", + "files": [ + "https://github.com/xfgexo/EXO-Custom-ComfyUI-Nodes" + ], + "install_type": "git-clone", + "description": "A custom node pack made with efficiency and quality of life features in mind. Most notably is my Prompt Builder Deluxe Node. Unlike any other run-of-the-mill prompt builder or styler node out there. Mine allows you to create and design in a way no other node does." + }, + { + "author": "jefferyharrell", + "title": "JH XMP Metadata Nodes", + "reference": "https://github.com/ComfyUI-JH/ComfyUI-JH-XMP-Metadata-Nodes", + "files": [ + "https://github.com/ComfyUI-JH/ComfyUI-JH-XMP-Metadata-Nodes" + ], + "install_type": "git-clone", + "description": "These are custom nodes for ComfyUI for the loading and saving of metadata in XMP format. XMP metadata is embedded in the images created by these nodes; it travels along wherever the image does. Both macOS and Windows index XMP metadata automatically, making it searchable from the Finder on the Mac or the File Explorer in Windows. Apps like Photoshop or Lightroom (and presumably many others) expose XMP metadata and allow it to be edited." + }, + { + "author": "jefferyharrell", + "title": "JH Misc. Nodes", + "reference": "https://github.com/ComfyUI-JH/ComfyUI-JH-Misc-Nodes", + "files": [ + "https://github.com/ComfyUI-JH/ComfyUI-JH-Misc-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Daisy-Chainable String Constant, Two-Way Switch, Three-Way Switch, Preview Imag\nMiscellaneous custom nodes for ComfyUI" + }, + { + "author": "TKRLAB", + "title": "Prompt List JSON", + "reference": "https://github.com/TKRLAB/ComfyUI_Prompt_List_JSON", + "files": [ + "https://github.com/TKRLAB/ComfyUI_Prompt_List_JSON" + ], + "install_type": "git-clone", + "description": "This repository provides a custom node for ComfyUI that allows managing positive and negative prompts in a structured JSON format. The node supports adding, updating, and logging prompts, ensuring seamless integration into your workflow." + }, + { + "author": "kevinmcmahondev", + "title": "Skin Tone Detector for ComfyUI", + "reference": "https://github.com/kevinmcmahondev/comfyui-skin-tone-detector", + "files": [ + "https://github.com/kevinmcmahondev/comfyui-skin-tone-detector" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that detects the skin tone of a person in an image and matches it to the standard emoji skin tone palette." + }, + { + "author": "kevinmcmahondev", + "title": "KMCDev Nodes", + "reference": "https://github.com/kevinmcmahondev/comfyui-kmcdev-image-filter-adjustments", + "files": [ + "https://github.com/kevinmcmahondev/comfyui-kmcdev-image-filter-adjustments" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that provides advanced image adjustment filters and controls for image manipulation" + }, + { + "author": "mahdi", + "title": "seamless-clone-comfyui", + "reference": "https://github.com/Aksaz/comfyui-seamless-clone", + "files": [ + "https://github.com/Aksaz/comfyui-seamless-clone" + ], + "install_type": "git-clone", + "description": "Seamless Clone for ComfyUI" + }, + { + "author": "pharmapsychotic", + "title": "comfy-cliption", + "id": "comfy-cliption", + "reference": "https://github.com/pharmapsychotic/comfy-cliption", + "files": [ + "https://github.com/pharmapsychotic/comfy-cliption" + ], + "install_type": "git-clone", + "description": "Image to caption with CLIP ViT-L/14. Small and fast addition to the CLIP-L model you already have loaded to generate captions for images within your workflow." + }, + { + "author": "York Xiang", + "title": "Remembering utils", + "id": "comfyui-rememberingutils", + "reference": "https://github.com/bombless/comfyUI-RememberingUtils", + "files": [ + "https://github.com/bombless/comfyUI-RememberingUtils" + ], + "install_type": "git-clone", + "description": "Helper nodes to display last seed and prompt." + }, + { + "author": "shahkoorosh", + "title": "ComfyUI-KGnodes", + "reference": "https://github.com/shahkoorosh/ComfyUI-KGnodes", + "files": [ + "https://github.com/shahkoorosh/ComfyUI-KGnodes" + ], + "install_type": "git-clone", + "description": "NODES:Custom Resolution Latent Node, Style Selector\nThis Custom node offers various experimental nodes to make it easier to use ComfyUI." + }, + { + "author": "shahkoorosh", + "title": "ComfyUI-PersianText", + "reference": "https://github.com/shahkoorosh/ComfyUI-PersianText", + "files": [ + "https://github.com/shahkoorosh/ComfyUI-PersianText" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI node for rendering text with advanced styling options, including full support for Persian/Farsi and Arabic scripts." + }, + { + "author": "andygill", + "title": "comfyui-sunflower-nodes", + "reference": "https://github.com/andygill/comfyui-sunflower-nodes", + "files": [ + "https://github.com/andygill/comfyui-sunflower-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for 3D visualization." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_APICall", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_APICall", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_APICall" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plugin that makes it easier to call and run workflows from RunningHub in your local ComfyUI setup." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI SeedXPro Translation Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_SeedXPro", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_SeedXPro" + ], + "install_type": "git-clone", + "description": "This is a Seed-X-PPO-7B ComfyUI plugin. Easy to use" + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI DMOSpeech2 Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_DMOSpeech2", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_DMOSpeech2" + ], + "install_type": "git-clone", + "description": "This is a Seed-X-PPO-7B ComfyUI plugin. Easy to use" + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI USO Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_USO", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_USO" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates USO (Unified Style and Subject-Driven Generation) for high-quality image generation with style and subject control." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI IC-Custom Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_ICCustom", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_ICCustom" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates IC-Custom model for high-quality image customization and generation." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI OneReward Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_OneReward", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_OneReward" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates OneReward model for high-quality image inpainting, outpainting, and object removal." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI Ovi Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_Ovi", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_Ovi" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates Ovi for synchronized video+audio generation from text or image inputs." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI DreamOmni2 Node", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_DreamOmni2", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_DreamOmni2" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates DreamOmni2 for image generation and editing with multi-modal understanding." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_mammothmoda", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_mammothmoda", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_mammothmoda" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for MammothModa2 text-to-image generation." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_VideoAsPrompt", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_VideoAsPrompt", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_VideoAsPrompt" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates Video-As-Prompt for motion-guided video generation from image inputs." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_QwenImageI2L", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_QwenImageI2L", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_QwenImageI2L" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that generates Image-to-LoRA (I2L) LoRA from training images using DiffSynth-Studio Qwen-Image i2L pipelines." + }, + { + "author": "HM-RunningHub", + "title": "ComfyUI_RH_LLM_API", + "reference": "https://github.com/HM-RunningHub/ComfyUI_RH_LLM_API", + "files": [ + "https://github.com/HM-RunningHub/ComfyUI_RH_LLM_API" + ], + "install_type": "git-clone", + "description": "An easy-to-use ComfyUI plugin for LLM integration supporting DeepSeek, OpenAI API-compatible models, with video reverse-prompt (captioning) capabilities. (Description by CC)" + }, + { + "author": "wqjuser", + "title": "ComfyUI-Chat-Image", + "reference": "https://github.com/wqjuser/ComfyUI-Chat-Image", + "files": [ + "https://github.com/wqjuser/ComfyUI-Chat-Image" + ], + "install_type": "git-clone", + "description": "Use an online large language model to describe images." + }, + { + "author": "ronsantash", + "title": "ComfyUIFlexiLoRALoader", + "reference": "https://github.com/ronsantash/Comfyui-flexi-lora-loader", + "files": [ + "https://github.com/ronsantash/Comfyui-flexi-lora-loader" + ], + "install_type": "git-clone", + "description": "FlexiLoRALoader - A ComfyUI custom node for dynamic LoRA weight management. Apply multiple LoRAs with flexible weight patterns and randomization features for creative AI image generation.\nFeatures: • Multiple LoRA handling (up to 3) • Weight pattern presets • Random/Sequential mode • Debug logging support" + }, + { + "author": "cherninlab", + "title": "Logo Generator Node for ComfyUI", + "reference": "https://github.com/cherninlab/logo-generator-comfyui", + "files": [ + "https://github.com/cherninlab/logo-generator-comfyui" + ], + "install_type": "git-clone", + "description": "This custom node allows you to generate logo images using Google Fonts." + }, + { + "author": "SongGuo11", + "title": "ComfyUI SaveAnything Node (SG11)", + "reference": "https://github.com/SongGuo11/ComfyUI-SaveAnything-SG11", + "files": [ + "https://github.com/SongGuo11/ComfyUI-SaveAnything-SG11" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for saving images in various formats" + }, + { + "author": "ciga2011", + "title": "ComfyUI MarkItDown", + "id": "markitdown", + "reference": "https://github.com/ciga2011/ComfyUI-MarkItDown", + "files": [ + "https://github.com/ciga2011/ComfyUI-MarkItDown" + ], + "pip": ["markitdown", "openai"], + "install_type": "git-clone", + "description": "This node pack helps to convert various files to Markdown. It supports pdf, pptx, xlsx, docx, html and image files." + }, + { + "author": "ciga2011", + "title": "ComfyUI Pollinations", + "id": "pollinations", + "reference": "https://github.com/ciga2011/ComfyUI-Pollinations", + "files": [ + "https://github.com/ciga2011/ComfyUI-Pollinations" + ], + "install_type": "git-clone", + "description": "Generate images from text prompts using Pollinations' AI models for free." + }, + { + "author": "ciga2011", + "title": "ComfyUI Prompt Optimizer", + "id": "promptoptimizer", + "reference": "https://github.com/ciga2011/ComfyUI-PromptOptimizer", + "files": [ + "https://github.com/ciga2011/ComfyUI-PromptOptimizer" + ], + "install_type": "git-clone", + "description": "Optimize prompts for text-to-image models at no cost." + }, + { + "author": "IgalOgonov", + "title": "Simple String Repository", + "reference": "https://github.com/IgalOgonov/ComfyUI_Simple_String_Repository", + "files": [ + "https://github.com/IgalOgonov/ComfyUI_Simple_String_Repository" + ], + "install_type": "git-clone", + "description": "Custom node that allows storing and accessing strings, meant to be parts of a prompt, in a simplified manner. Partially supports dynamic prompt syntax." + }, + { + "author": "fairy-root", + "title": "ComfyUI-GLHF", + "id": "comfyui-glhf", + "reference": "https://github.com/fairy-root/ComfyUI-GLHF", + "files": [ + "https://github.com/fairy-root/ComfyUI-GLHF" + ], + "install_type": "git-clone", + "description": "GLHF is a ComfyUI node that facilitates seamless interaction with the GLHF chat API. Designed to enhance user experience, it supports multiple language models, web search integration, and customizable instructions, making it a powerful extension for AI-driven workflows." + }, + { + "author": "Jurdn", + "title": "Jurdns Groq API Node", + "id": "jurdnsgroqapinode", + "reference": "https://github.com/jurdnisglobby/ComfyUI-Jurdns-Groq-Node", + "files": [ + "https://github.com/jurdnisglobby/ComfyUI-Jurdns-Groq-Node" + ], + "pip": ["groq"], + "install_type": "git-clone", + "description": "This node utilizes the Groq.com API to enhance prompts. (Place API key and main system prompt in the groq_config.json)" + }, + { + "author": "randomnoner11", + "title": "ComfyUI-MistralAI-API", + "reference": "https://github.com/randomnoner11/ComfyUI-MistralAI-API", + "files": [ + "https://github.com/randomnoner11/ComfyUI-MistralAI-API" + ], + "install_type": "git-clone", + "description": "Mistral AI API's chat completion endpoint in ComfyUI" + }, + { + "author": "ahernandezmiro", + "title": "ComfyUI-GCP_Storage_tools", + "reference": "https://github.com/ahernandezmiro/ComfyUI-GCP_Storage_tools", + "files": [ + "https://github.com/ahernandezmiro/ComfyUI-GCP_Storage_tools" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes for GPC Storage access" + }, + { + "author": "rohitsainier", + "title": "ComfyUI-InstagramDownloader", + "id": "comfyui-instagram-downloader", + "reference": "https://github.com/rohitsainier/ComfyUI-InstagramDownloader", + "files": [ + "https://github.com/rohitsainier/ComfyUI-InstagramDownloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package that allows downloading and organizing Instagram content directly in your ComfyUI Output folder" + }, + { + "author": "zmwv823", + "title": "ComfyUI_Anytext", + "reference": "https://github.com/zmwv823/ComfyUI_Anytext", + "files": [ + "https://github.com/zmwv823/ComfyUI_Anytext" + ], + "install_type": "git-clone", + "description": "Unofficial Simple And Rough Implementation Of [a/AnyText](https://github.com/tyxsspa/AnyText) and [a/Glyph-ByT5] (https://github.com/AIGText/Glyph-ByT5) and [a/JoyType](https://github.com/jdh-algo/JoyType)" + }, + { + "author": "SKBv0", + "title": "ComfyUI SKBundle", + "reference": "https://github.com/SKBv0/ComfyUI_SKBundle", + "files": [ + "https://github.com/SKBv0/ComfyUI_SKBundle" + ], + "install_type": "git-clone", + "description": "Nodes: MultiText, TextBox, TitlePlus, SeamlessTexture, AspectRatioPlus, DisplayEverything, ComparerPlus, AnySwitch, Node Design Tools..." + }, + { + "author": "SKBv0", + "title": "ComfyUI_SpideyReroute", + "reference": "https://github.com/SKBv0/ComfyUI_SpideyReroute", + "files": [ + "https://github.com/SKBv0/ComfyUI_SpideyReroute" + ], + "install_type": "git-clone", + "description": "Just a reroute node with a tiny twist." + }, + { + "author": "SKBv0", + "title": "ComfyUI_LinkFX", + "reference": "https://github.com/SKBv0/ComfyUI_LinkFX", + "files": [ + "https://github.com/SKBv0/ComfyUI_LinkFX" + ], + "install_type": "git-clone", + "description": "Visual effects for ComfyUI links (wires) with various animation styles (Neon, Matrix, Fire) and gravity physics rope simulation. (Description by CC)" + }, + { + "author": "SKBv0", + "title": "ComfyUI_BlendPack", + "reference": "https://github.com/SKBv0/ComfyUI_BlendPack", + "files": [ + "https://github.com/SKBv0/ComfyUI_BlendPack" + ], + "install_type": "git-clone", + "description": "Video transition effects for ComfyUI using WebGL rendering with 100+ transition variants across categories like dissolve, wipe, zoom, blur, glitch, and more." + }, + { + "author": "civen-cn", + "title": "ComfyUI Whisper Translator", + "reference": "https://github.com/civen-cn/ComfyUI-Whisper-Translator", + "files": [ + "https://github.com/civen-cn/ComfyUI-Whisper-Translator" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI node that allows you to translate subtitles using the Whisper. Now support for multiple languages: ['zh', 'en', 'ja', 'ko', 'ru', 'fr', 'de', 'es', 'pt', 'it', 'ar'] You may need to put fonts in the 'fonts' folder to support different languages." + }, + { + "author": "WainWong", + "title": "ComfyUI-Loop-image", + "reference": "https://github.com/WainWong/ComfyUI-Loop-image", + "files": [ + "https://github.com/WainWong/ComfyUI-Loop-image" + ], + "install_type": "git-clone", + "description": "ComfyUI Loop Image is a node package specifically designed for image loop processing. It provides two main processing modes: Batch Image Processing and Single Image Processing, along with supporting image segmentation and merging functions." + }, + { + "author": "Jash-Vora", + "title": "FitDiT", + "reference": "https://github.com/Jash-Vora/ComfyUI-GarmentDiT", + "files": [ + "https://github.com/Jash-Vora/ComfyUI-GarmentDiT" + ], + "install_type": "git-clone", + "description": "[a/FitDiT](https://arxiv.org/abs/2411.10499): Advancing the Authentic Garment Details for High-fidelity Virtual Try-onon" + }, + { + "author": "rhplus0831", + "title": "ComfyMepi", + "reference": "https://github.com/rhplus0831/ComfyMepi", + "files": [ + "https://github.com/rhplus0831/ComfyMepi" + ], + "install_type": "git-clone", + "description": "Another mobile frontend for ComfyUI" + }, + { + "author": "0x-jerry", + "title": "0x-jerry/Rembg Background Removal Node for ComfyUI", + "reference": "https://github.com/0x-jerry/comfyui-rembg", + "files": [ + "https://github.com/0x-jerry/comfyui-rembg" + ], + "install_type": "git-clone", + "description": "Rembg Background Removal Node for ComfyUI" + }, + { + "author": "sanbuphy", + "title": "ComfyUI-AudioLDM", + "reference": "https://github.com/sanbuphy/ComfyUI-AudioLDM", + "files": [ + "https://github.com/sanbuphy/ComfyUI-AudioLDM" + ], + "install_type": "git-clone", + "description": "ComfyUI Workflow to run audioldm-l-full pipeline\n[a/https://huggingface.co/cvssp/audioldm-l-full](https://huggingface.co/cvssp/audioldm-l-full)" + }, + { + "author": "bear2b", + "title": "ColorMatrixGPU Node for ComfyUI", + "reference": "https://github.com/bear2b/comfyui-argo-nodes", + "files": [ + "https://github.com/bear2b/comfyui-argo-nodes" + ], + "install_type": "git-clone", + "description": "This node applies a custom 4x4 color matrix to an image using GPU acceleration via PyTorch." + }, + { + "author": "phuvinh010701", + "title": "ComfyUI-Nudenet", + "reference": "https://github.com/phuvinh010701/ComfyUI-Nudenet", + "files": [ + "https://github.com/phuvinh010701/ComfyUI-Nudenet" + ], + "install_type": "git-clone", + "description": "Nodes for NSFW content filtering" + }, + { + "author": "Vaibhavs10", + "title": "ComfyUI-DDUF", + "reference": "https://github.com/Vaibhavs10/ComfyUI-DDUF", + "files": [ + "https://github.com/Vaibhavs10/ComfyUI-DDUF" + ], + "install_type": "git-clone", + "description": "Run DDUF in ComfyUI - powered by Diffusers." + }, + { + "author": "AconexOfficial", + "title": "ComfyUI GOAT Nodes", + "reference": "https://github.com/AconexOfficial/ComfyUI_GOAT_Nodes", + "files": [ + "https://github.com/AconexOfficial/ComfyUI_GOAT_Nodes" + ], + "install_type": "git-clone", + "description": "Nodes to level up your workflows performance and streamline specific functions." + }, + { + "author": "Jaminanim", + "title": "ComfyUI-Random-Int-Divisor-Node", + "reference": "https://github.com/Jaminanim/ComfyUI-Random-Int-Divisor-Node", + "files": [ + "https://github.com/Jaminanim/ComfyUI-Random-Int-Divisor-Node" + ], + "install_type": "git-clone", + "description": "A set of custom ComfyUI nodes for generating random integers within a range, adjusted to the nearest multiple of a user-defined divisor. Needlessly includes both an efficient and simple list implementation. Updates with each generation." + }, + { + "author": "cenzijing", + "title": "ComfyUI-Markmap", + "reference": "https://github.com/cenzijing/ComfyUI-Markmap", + "files": [ + "https://github.com/cenzijing/ComfyUI-Markmap" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for creating mindmaps from markdown" + }, + { + "author": "bongsang", + "title": "ComfyUI-Bongsang", + "reference": "https://github.com/bongsang/ComfyUI-Bongsang", + "files": [ + "https://github.com/bongsang/ComfyUI-Bongsang" + ], + "install_type": "git-clone", + "description": "The 'ComfyUI-Bongsang' is very useful tools for a diffusion model developer." + }, + { + "author": "muxueChen", + "title": "CosyVoice2 for ComfyUI", + "reference": "https://github.com/muxueChen/ComfyUI_NTCosyVoice", + "files": [ + "https://github.com/muxueChen/ComfyUI_NTCosyVoice" + ], + "install_type": "git-clone", + "description": "ComfyUI_NTCosyVoice is a plugin of ComfyUI for Cosysvoice2" + }, + { + "author": "inventorado", + "title": "ComfyUI Neural Network Toolkit NNT ", + "id": "nnt", + "reference": "https://github.com/inventorado/ComfyUI_NNT", + "files": [ + "https://github.com/inventorado/ComfyUI_NNT" + ], + "install_type": "git-clone", + "description": "Neural Network Toolkit (NNT) for ComfyUI is an extensive set of custom ComfyUI nodes for designing, training, and fine-tuning neural networks. This toolkit allows defining models, layers, training workflows, transformers, and tensor operations in a visual manner using nodes." + }, + { + "author": "Hullabalo", + "title": "ComfyUI-Loop", + "reference": "https://github.com/Hullabalo/ComfyUI-Loop", + "files": [ + "https://github.com/Hullabalo/ComfyUI-Loop" + ], + "install_type": "git-clone", + "description": "A pair of nodes (Load Image and Save Image) to create a simple loop in your ComfyUI inpainting workflow, without the need of loading your last saved image, and a few others to cut and paste back the cutting into the source." + }, + { + "author": "hodanajan", + "title": "optimal-crop-resolution", + "reference": "https://github.com/hodanajan/optimal-crop-resolution", + "files": [ + "https://github.com/hodanajan/optimal-crop-resolution" + ], + "install_type": "git-clone", + "description": "ComfyUI node to calculate optimal resolution to crop the image to (from a list of aspect ratios)" + }, + { + "author": "JJ", + "title": "ComfyUI-Jtils", + "reference": "https://github.com/cnbjjj/ComfyUI-Jtils", + "files": [ + "https://github.com/cnbjjj/ComfyUI-Jtils" + ], + "install_type": "git-clone", + "description": "An extension for ComfyUI that adds utility functions and nodes not available in the default setup." + }, + { + "author": "mw", + "title": "MW-ComfyUI_OneButtonPrompt", + "reference": "https://github.com/billwuhao/ComfyUI_OneButtonPrompt", + "files": [ + "https://github.com/billwuhao/ComfyUI_OneButtonPrompt" + ], + "install_type": "git-clone", + "description": "A node that assists in one click generation of prompts (for image and video generation, etc.) in Comfyui." + }, + { + "author": "mw", + "title": "ComfyUI_StepAudioTTS", + "reference": "https://github.com/billwuhao/ComfyUI_StepAudioTTS", + "files": [ + "https://github.com/billwuhao/ComfyUI_StepAudioTTS" + ], + "install_type": "git-clone", + "description": "A Text To Speech node using Step-Audio-TTS in ComfyUI. Can speak, rap, sing, or clone voice." + }, + { + "author": "mw", + "title": "ComfyUI_KokoroTTS_MW", + "reference": "https://github.com/billwuhao/ComfyUI_KokoroTTS_MW", + "files": [ + "https://github.com/billwuhao/ComfyUI_KokoroTTS_MW" + ], + "install_type": "git-clone", + "description": "A Text To Speech node using Kokoro TTS in ComfyUI. Supports 8 languages and 150 voices" + }, + { + "author": "mw", + "title": "ComfyUI_DiffRhythm_MW", + "reference": "https://github.com/billwuhao/ComfyUI_DiffRhythm", + "files": [ + "https://github.com/billwuhao/ComfyUI_DiffRhythm" + ], + "install_type": "git-clone", + "description": "Blazingly Fast and Embarrassingly Simple End-to-End Full-Length Song Generation. A node for ComfyUI." + }, + { + "author": "mw", + "title": "MW-ComfyUI_PortraitTools", + "reference": "https://github.com/billwuhao/ComfyUI_PortraitTools", + "files": [ + "https://github.com/billwuhao/ComfyUI_PortraitTools" + ], + "install_type": "git-clone", + "description": "Portrait Tools: Facial detection cropping, alignment, ID photo, etc." + }, + { + "author": "mw", + "title": "ComfyUI_NotaGen", + "reference": "https://github.com/billwuhao/ComfyUI_NotaGen", + "files": [ + "https://github.com/billwuhao/ComfyUI_NotaGen" + ], + "install_type": "git-clone", + "description": "Symbolic Music Generation, NotaGen node for ComfyUI." + }, + { + "author": "mw", + "title": "MW-ComfyUI_EraX-WoW-Turbo", + "reference": "https://github.com/billwuhao/ComfyUI_EraX-WoW-Turbo", + "files": [ + "https://github.com/billwuhao/ComfyUI_EraX-WoW-Turbo" + ], + "install_type": "git-clone", + "description": "Super fast multilingual speech recognition model based on Whisper Large-v3 Turbo. A node for ComfyUI." + }, + { + "author": "mw", + "title": "MW-ComfyUI_gemmax", + "reference": "https://github.com/billwuhao/ComfyUI_gemmax", + "files": [ + "https://github.com/billwuhao/ComfyUI_gemmax" + ], + "install_type": "git-clone", + "description": "XiaoMi GemmaX: Support 28 languages, Multilingual Translator based on Gemma. A node for ComfyUI." + }, + { + "author": "mw", + "title": "ComfyUI_CSM", + "reference": "https://github.com/billwuhao/ComfyUI_CSM", + "files": [ + "https://github.com/billwuhao/ComfyUI_CSM" + ], + "install_type": "git-clone", + "description": "ComfyUI node of Conversational Speech Model (CSM)." + }, + { + "author": "mw", + "title": "ComfyUI_SparkTTS", + "reference": "https://github.com/billwuhao/ComfyUI_SparkTTS", + "files": [ + "https://github.com/billwuhao/ComfyUI_SparkTTS" + ], + "install_type": "git-clone", + "description": "Using Spark-TTS in Comfyui. Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokenss" + }, + { + "author": "mw", + "title": "ComfyUI_AudioTools", + "reference": "https://github.com/billwuhao/ComfyUI_AudioTools", + "files": [ + "https://github.com/billwuhao/ComfyUI_AudioTools" + ], + "install_type": "git-clone", + "description": "This toolkit is designed for a wide range of audio tasks, from podcast enhancement and text-to-speech to creative music manipulation and fully automated, batch-processed audio-reactive visual generation." + }, + { + "author": "mw", + "title": "MW-ComfyUI_MegaTTS3", + "reference": "https://github.com/billwuhao/ComfyUI_MegaTTS3", + "files": [ + "https://github.com/billwuhao/ComfyUI_MegaTTS3" + ], + "install_type": "git-clone", + "description": "Lightweight and Efficient, 🎧Ultra High-Quality Voice Cloning, Chinese and English." + }, + { + "author": "mw", + "title": "MW-ComfyUI_OuteTTS", + "reference": "https://github.com/billwuhao/ComfyUI_OuteTTS", + "files": [ + "https://github.com/billwuhao/ComfyUI_OuteTTS" + ], + "install_type": "git-clone", + "description": "OuteTTS - Unified Text-To-Speech. A node for ComfyUI" + }, + { + "author": "mw", + "title": "ComfyUI_IndexTTS", + "reference": "https://github.com/billwuhao/ComfyUI_IndexTTS", + "files": [ + "https://github.com/billwuhao/ComfyUI_IndexTTS" + ], + "install_type": "git-clone", + "description": "IndexTTS Voice Cloning Nodes for ComfyUI. High-quality voice cloning, very fast, supports Chinese and English, and allows custom voice styles." + }, + { + "author": "mw", + "title": "ComfyUI_ACE-Step", + "reference": "https://github.com/billwuhao/ComfyUI_ACE-Step", + "files": [ + "https://github.com/billwuhao/ComfyUI_ACE-Step" + ], + "install_type": "git-clone", + "description": "ACE-Step: A Step Towards Music Generation Foundation Model" + }, + { + "author": "mw", + "title": "ComfyUI_parakeet-tdt", + "reference": "https://github.com/billwuhao/ComfyUI_parakeet-tdt", + "files": [ + "https://github.com/billwuhao/ComfyUI_parakeet-tdt" + ], + "install_type": "git-clone", + "description": "parakeet-tdt-0.6b-v2: Automatic speech recognition (ASR) model designed for high-quality English transcription, featuring support for punctuation, capitalization, and accurate timestamp prediction." + }, + { + "author": "mw", + "title": "Comfyui_HeyGem", + "reference": "https://github.com/billwuhao/Comfyui_HeyGem", + "files": [ + "https://github.com/billwuhao/Comfyui_HeyGem" + ], + "install_type": "git-clone", + "description": "HeyGem AI avatar." + }, + { + "author": "mw", + "title": "ComfyUI_SOME", + "reference": "https://github.com/billwuhao/ComfyUI_SOME", + "files": [ + "https://github.com/billwuhao/ComfyUI_SOME" + ], + "install_type": "git-clone", + "description": "Sing to Midi 🎶" + }, + { + "author": "umiyuki", + "title": "ComfyUI Pad To Eight", + "reference": "https://github.com/umiyuki/comfyui-pad-to-eight", + "files": [ + "https://github.com/umiyuki/comfyui-pad-to-eight" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that pads an image to a multiple of 8 width." + }, + { + "author": "Meettya", + "title": "ComfyUI-OneForOne", + "reference": "https://github.com/Meettya/ComfyUI-OneForOne", + "files": [ + "https://github.com/Meettya/ComfyUI-OneForOne" + ], + "install_type": "git-clone", + "description": "Node:Image Fit Calculator" + }, + { + "author": "KunmyonChoi", + "title": "ComfyUI_S3_direct", + "reference": "https://github.com/KunmyonChoi/ComfyUI_S3_direct", + "files": [ + "https://github.com/KunmyonChoi/ComfyUI_S3_direct" + ], + "install_type": "git-clone", + "description": "ComfyUI custom_node that load and save file directly from S3\nSimplified version of [a/https://github.com/kealiu/ComfyUI-S3-Tools](https://github.com/kealiu/ComfyUI-S3-Tools)" + }, + { + "author": "ChenDarYen", + "title": "ComfyUI-TimestepShiftModel", + "reference": "https://github.com/ChenDarYen/ComfyUI-TimestepShiftModel", + "files": [ + "https://github.com/ChenDarYen/ComfyUI-TimestepShiftModel" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI implementation of the timestep shift technique used in [a/NitroFusion: High-Fidelity Single-Step Diffusion through Dynamic Adversarial Training.](https://arxiv.org/abs/2412.02030)\nFor more details, visit the official [a/NitroFusion GitHub repository](https://github.com/ChenDarYen/NitroFusion)." + }, + { + "author": "ChenDarYen", + "title": "ComfyUI-NAG", + "reference": "https://github.com/ChenDarYen/ComfyUI-NAG", + "files": [ + "https://github.com/ChenDarYen/ComfyUI-NAG" + ], + "install_type": "git-clone", + "description": "ComfyUI implemtation for NAG" + }, + { + "author": "facok", + "title": "ComfyUI-HunyuanVideoMultiLora", + "reference": "https://github.com/facok/ComfyUI-HunyuanVideoMultiLora", + "files": [ + "https://github.com/facok/ComfyUI-HunyuanVideoMultiLora" + ], + "install_type": "git-clone", + "description": "A custom LoRA-loading node designed to prevent issues such as blurriness and other artifacts when loading multiple LoRAs in HunYuan Video.\nUsage Instructions: The connection method remains unchanged from the original. The only difference is the additional blocks_type option. Please select double_blocks." + }, + { + "author": "facok", + "title": "ComfyUI-TeaCacheHunyuanVideo", + "reference": "https://github.com/facok/ComfyUI-TeaCacheHunyuanVideo", + "files": [ + "https://github.com/facok/ComfyUI-TeaCacheHunyuanVideo" + ], + "install_type": "git-clone", + "description": "This is a TeaCache acceleration node for HunYuan Video, supporting the native node workflow for seamless upgrades. Simply choose the acceleration multiplier you want—currently, three levels are available." + }, + { + "author": "facok", + "title": "comfyui-meancache-z", + "reference": "https://github.com/facok/comfyui-meancache-z", + "files": [ + "https://github.com/facok/comfyui-meancache-z" + ], + "install_type": "git-clone", + "description": "MeanCache: Training-free inference acceleration for Z-Image Flow Matching models" + }, + { + "author": "FinetunersAI", + "title": "ComfyUI_Finetuners_Suite", + "reference": "https://github.com/FinetunersAI/ComfyUI_Finetuners_Suite", + "files": [ + "https://github.com/FinetunersAI/ComfyUI_Finetuners_Suite" + ], + "install_type": "git-clone", + "description": "A suite of nodes for ComfyUI that helps making ComfyUI more accesible for artists" + }, + { + "author": "sh570655308", + "title": "ComfyUI-GigapixelAI", + "id": "gigapixel", + "reference": "https://github.com/sh570655308/ComfyUI-GigapixelAI", + "files": [ + "https://github.com/sh570655308/ComfyUI-GigapixelAI" + ], + "install_type": "git-clone", + "description": "Custom nodes use gigapixelai in comfyui." + }, + { + "author": "sh570655308", + "title": "ComfyUI-TopazVideoAI", + "id": "tvai", + "reference": "https://github.com/sh570655308/ComfyUI-TopazVideoAI", + "files": [ + "https://github.com/sh570655308/ComfyUI-TopazVideoAI" + ], + "install_type": "git-clone", + "description": "Custom nodes use topazvideoai in comfyui." + }, + { + "author": "jammyfu", + "title": "Painting Coder Utils", + "id": "painting-coder-utils", + "reference": "https://github.com/jammyfu/ComfyUI_PaintingCoderUtils", + "files": [ + "https://github.com/jammyfu/ComfyUI_PaintingCoderUtils" + ], + "install_type": "git-clone", + "description": "Powerful tools for image and text processing, including cross-platform workflow fixes, optimized resolution, dynamic text/image combos, and batch processing. Unlock seamless AI art creation and boost your productivity!" + }, + { + "author": "welltop-cn", + "title": "ComfyUI-TeaCache", + "id": "teacache", + "reference": "https://github.com/welltop-cn/ComfyUI-TeaCache", + "files": [ + "https://github.com/welltop-cn/ComfyUI-TeaCache" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [ali-vilab/TeaCache](https://github.com/ali-vilab/TeaCache) for ComfyUI" + }, + { + "author": "calcuis", + "title": "gguf", + "id": "gguf", + "reference": "https://github.com/calcuis/gguf", + "files": [ + "https://github.com/calcuis/gguf" + ], + "preemptions":[ + "LoaderGGUF", + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "TripleClipLoaderGGUF", + "LoaderGGUFAdvanced", + "GGUFSave" + ], + "install_type": "git-clone", + "description": "gguf node for comfyui" + }, + { + "author": "ainewsto", + "title": "comfyui-labs-google", + "reference": "https://github.com/ainewsto/comfyui-labs-google", + "files": [ + "https://github.com/ainewsto/comfyui-labs-google" + ], + "install_type": "git-clone", + "description": "NODES: ComfyUI-ImageFx, ComfyUI-Whisk, ComfyUI-Whisk-Prompts" + }, + { + "author": "ainewsto", + "title": "Comfyui-chatgpt-api", + "reference": "https://github.com/ainewsto/Comfyui-chatgpt-api", + "files": [ + "https://github.com/ainewsto/Comfyui-chatgpt-api" + ], + "install_type": "git-clone", + "description": "A new ComfyUI node for OpenAI's ChatGPT API has been added. It currently supports single and multiple image inputs, text input, image generation, and image editing." + }, + { + "author": "ainewsto", + "title": "Comfyui-google-veo2-api", + "reference": "https://github.com/ainewsto/Comfyui-google-veo2-api", + "files": [ + "https://github.com/ainewsto/Comfyui-google-veo2-api" + ], + "install_type": "git-clone", + "description": "NODES: Google Veo2 Video Generation" + }, + { + "author": "gremlation", + "title": "ComfyUI-ViewData", + "reference": "https://github.com/gremlation/ComfyUI-ViewData", + "files": [ + "https://github.com/gremlation/ComfyUI-ViewData" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that displays the type and contents of whatever is connected to the input. In the case of a Tensor object, it shows the shape instead of its value." + }, + { + "author": "gremlation", + "title": "ComfyUI-JMESPath", + "reference": "https://github.com/gremlation/ComfyUI-JMESPath", + "files": [ + "https://github.com/gremlation/ComfyUI-JMESPath" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that runs a [a/JMESPath](https://jmespath.org/) query against input JSON and outputs the result." + }, + { + "author": "gremlation", + "title": "ComfyUI-jq", + "reference": "https://github.com/gremlation/ComfyUI-jq", + "files": [ + "https://github.com/gremlation/ComfyUI-jq" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that runs a [a/jq](https://jqlang.github.io/jq/) query against input JSON and outputs the result." + }, + { + "author": "gremlation", + "title": "ComfyUI-ImageLabel", + "reference": "https://github.com/gremlation/ComfyUI-ImageLabel", + "files": [ + "https://github.com/gremlation/ComfyUI-ImageLabel" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that extends an image vertically to add a label either above or below it." + }, + { + "author": "gremlation", + "title": "ComfyUI-TrackAndWheel", + "reference": "https://github.com/gremlation/ComfyUI-TrackAndWheel", + "files": [ + "https://github.com/gremlation/ComfyUI-TrackAndWheel" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that improves panning and zooming on trackpads and with the mouse wheel." + }, + { + "author": "fuselayer", + "title": "comfyui-mosaic-blur", + "reference": "https://github.com/fuselayer/comfyui-mosaic-blur", + "files": [ + "https://github.com/fuselayer/comfyui-mosaic-blur" + ], + "install_type": "git-clone", + "description": "A simple mosaic blur node for ComfyUI that uses CV2 or Pillow" + }, + { + "author": "fuselayer", + "title": "comfyui-minimal-workflow-image", + "reference": "https://github.com/fuselayer/comfyui-minimal-workflow-image", + "files": [ + "https://github.com/fuselayer/comfyui-minimal-workflow-image" + ], + "install_type": "git-clone", + "description": "Fixed implementation of the export workflow image utility from [a/pythongosssss/ComfyUI-Custom-Scripts](https://github.com/pythongosssss/ComfyUI-Custom-Scripts). All nodes should display and all node links should be visible and render 1:1 to their actual states in ComfyUI." + }, + { + "author": "fuselayer", + "title": "comfyui-lite-tracker", + "reference": "https://github.com/fuselayer/comfyui-lite-tracker", + "files": [ + "https://github.com/fuselayer/comfyui-lite-tracker" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for LiteTracker, a fast and efficient point tracking model for videos with load model, track, and grid editor nodes." + }, + { + "author": "jerrylongyan", + "title": "ComfyUI-My-Mask", + "reference": "https://github.com/jerrylongyan/ComfyUI-My-Mask", + "files": [ + "https://github.com/jerrylongyan/ComfyUI-My-Mask" + ], + "install_type": "git-clone", + "description": "Some nodes for processing masks, currently including nodes that fill in the concave parts of existing masks with convex hulls." + }, + { + "author": "mira-6", + "title": "comfyui-sasolver", + "reference": "https://github.com/mira-6/comfyui-sasolver", + "files": [ + "https://github.com/mira-6/comfyui-sasolver" + ], + "install_type": "git-clone", + "description": "SASolver for Comfyui. Adapted from [a/comfyanonymous/ComfyUI#4454](https://github.com/comfyanonymous/ComfyUI/pull/4454) and [a/https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler](https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler)" + }, + { + "author": "dreamhartley", + "title": "ComfyUI_show_seed", + "reference": "https://github.com/dreamhartley/ComfyUI_show_seed", + "files": [ + "https://github.com/dreamhartley/ComfyUI_show_seed" + ], + "install_type": "git-clone", + "description": "A custom node that saves images while displaying the seed value used in generation" + }, + { + "author": "bubbliiiing", + "title": "Video Generation Nodes for EasyAnimate", + "id": "easyanimatenodes", + "reference": "https://github.com/aigc-apps/EasyAnimate", + "files": [ + "https://github.com/aigc-apps/EasyAnimate" + ], + "install_type": "git-clone", + "description": "Video Generation Nodes for EasyAnimate, which suppors text-to-video, image-to-video, video-to-video and different controls." + }, + { + "author": "bubbliiiing", + "title": "VideoX-Fun", + "reference": "https://github.com/aigc-apps/VideoX-Fun", + "files": [ + "https://github.com/aigc-apps/VideoX-Fun" + ], + "install_type": "git-clone", + "description": "VideoX-Fun is a video generation pipeline that can be used to generate AI images and videos, as well as to train baseline and Lora models for Diffusion Transformer. We support direct prediction from pre-trained baseline models to generate videos with different resolutions, durations, and FPS. Additionally, we also support users in training their own baseline and Lora models to perform specific style transformations." + }, + { + "author": "DraconicDragon", + "title": "ComfyUI-Venice-API", + "reference": "https://github.com/DraconicDragon/ComfyUI-Venice-API", + "files": [ + "https://github.com/DraconicDragon/ComfyUI-Venice-API" + ], + "install_type": "git-clone", + "description": "A custom node implementation for ComfyUI that integrates with venice.ai's Flux and SDXL image generation models. This project is adapted from [a/ComfyUI-FLUX-TOGETHER-API](https://github.com/BZcreativ/ComfyUI-FLUX-TOGETHER-API) to work with the venice.ai API." + }, + { + "author": "DraconicDragon", + "title": "ComfyUI-RyuuNoodles", + "reference": "https://github.com/DraconicDragon/ComfyUI-RyuuNoodles", + "files": [ + "https://github.com/DraconicDragon/ComfyUI-RyuuNoodles" + ], + "install_type": "git-clone", + "description": "Collection of one or more custom nodes for ComfyUI made mainly for personal use (GitHub README for more info). \nNodes: live Token Counter on any node, switch nodes with fallback functionality and FLOAT/INT nodes (and maybe more)." + }, + { + "author": "Wenaka2004", + "title": "ComfyUI-TagClassifier", + "reference": "https://github.com/Wenaka2004/ComfyUI-TagClassifier", + "files": [ + "https://github.com/Wenaka2004/ComfyUI-TagClassifier" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node，use Deepseek v3 to classify the input tags" + }, + { + "author": "westNeighbor", + "title": "ComfyUI-ultimate-openpose-render", + "reference": "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-render", + "files": [ + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-render" + ], + "install_type": "git-clone", + "description": "Enhanced features with flexible choice of inputs and outputs, fine control for pose plotting, freedom to composite poses and fast local pose editting." + }, + { + "author": "westNeighbor", + "title": "ComfyUI-ultimate-openpose-estimator", + "reference": "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-estimator", + "files": [ + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-estimator" + ], + "install_type": "git-clone", + "description": "Super fast tensorrt performance with accuate pose estimation of dwpose model, giving the detecting threshold control, plus pose image render and pose json format output. Fine control for pose plotting." + }, + { + "author": "westNeighbor", + "title": "ComfyUI-ultimate-openpose-editor", + "reference": "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-editor", + "files": [ + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-editor" + ], + "install_type": "git-clone", + "description": "Enhanced features with flexible choice of inputs and outputs, fine control for pose plotting, freedom to composite poses and fast local pose editting." + }, + { + "author": "a-und-b", + "title": "ComfyUI_Delay", + "reference": "https://github.com/a-und-b/ComfyUI_Delay", + "files": [ + "https://github.com/a-und-b/ComfyUI_Delay" + ], + "install_type": "git-clone", + "description": "Simple custom node for ComfyUI to artificially delay a workflow at any point." + }, + { + "author": "a-und-b", + "title": "ComfyUI_JSON_Helper", + "reference": "https://github.com/a-und-b/ComfyUI_JSON_Helper", + "files": [ + "https://github.com/a-und-b/ComfyUI_JSON_Helper" + ], + "install_type": "git-clone", + "description": "Simple custom node for ComfyUI that converts JSON strings to JSON objects." + }, + { + "author": "a-und-b", + "title": "ComfyUI_LoRA_from_URL", + "reference": "https://github.com/a-und-b/ComfyUI_LoRA_from_URL", + "files": [ + "https://github.com/a-und-b/ComfyUI_LoRA_from_URL" + ], + "install_type": "git-clone", + "description": "A simple-as-possible custom node for ComfyUI to load LoRA models from a public URL." + }, + { + "author": "a-und-b", + "title": "IC-Light V2 (fal.ai)", + "reference": "https://github.com/a-und-b/ComfyUI_IC-Light-v2_fal", + "files": [ + "https://github.com/a-und-b/ComfyUI_IC-Light-v2_fal" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node using the fal.ai API for the IC-Light V2 model" + }, + { + "author": "a-und-b", + "title": "ComfyUI Mask Area Condition", + "reference": "https://github.com/a-und-b/ComfyUI_MaskAreaCondition", + "files": [ + "https://github.com/a-und-b/ComfyUI_MaskAreaCondition" + ], + "install_type": "git-clone", + "description": "Calculates the percentage of a mask area compared to the total image size and outputs a boolean based on a defined threshold." + }, + { + "author": "a-und-b", + "title": "ComfyUI_AB_Wildcard", + "reference": "https://github.com/a-und-b/ComfyUI_AB_Wildcard", + "files": [ + "https://github.com/a-und-b/ComfyUI_AB_Wildcard" + ], + "install_type": "git-clone", + "description": "Simple node for advanced wildcard text processing. Supports variables, conditionals, tag aggregation, weighted selection, and deep nesting. Lightweight, fast, zero external dependencies." + }, + { + "author": "r3dsd", + "title": "Comfyui-Template-Loader", + "reference": "https://github.com/r3dsd/comfyui-template-loader", + "files": [ + "https://github.com/r3dsd/comfyui-template-loader" + ], + "install_type": "git-clone", + "description": "Easily Load Your Frequently Used Prompts in ComfyUI\nWith ComfyUI Template Loader, managing and reusing your favorite prompts has never been simpler. Save time and streamline your workflow by loading your go-to templates with just a few clicks!" + }, + { + "author": "r3dsd", + "title": "HommageTools for ComfyUI", + "reference": "https://github.com/ArtHommage/HommageTools", + "files": [ + "https://github.com/ArtHommage/HommageTools" + ], + "install_type": "git-clone", + "description": "Entry point for HommageTools node collection for ComfyUI. Handles node registration, imports, and logging configuration." + }, + { + "author": "l-comm", + "title": "WatermarkRemoval", + "id": "watermark-removal", + "reference": "https://github.com/l-comm/WatermarkRemoval", + "files": [ + "https://github.com/l-comm/WatermarkRemoval" + ], + "install_type": "git-clone", + "description": "Watermark removal project" + }, + { + "author": "jhj0517", + "title": "ComfyUI-Moondream-Gaze-Detection", + "id": "comfyui-moondream-gaze-detection", + "reference": "https://github.com/jhj0517/ComfyUI-Moondream-Gaze-Detection", + "files": [ + "https://github.com/jhj0517/ComfyUI-Moondream-Gaze-Detection" + ], + "install_type": "git-clone", + "description": "Moondream's gaze detection feature wrapper node." + }, + { + "author": "jhj0517", + "title": "ComfyUI jhj Kokoro Onnx", + "id": "comfyui-jhj-kokoro-onnx", + "reference": "https://github.com/jhj0517/ComfyUI-jhj-Kokoro-Onnx", + "files": [ + "https://github.com/jhj0517/ComfyUI-jhj-Kokoro-Onnx" + ], + "install_type": "git-clone", + "description": "kokoro-onnx (opensource TTS model) wrapper for ComfyUI." + }, + { + "author": "jnxmx", + "title": "ComfyUI_HuggingFace_Downloader", + "reference": "https://github.com/jnxmx/ComfyUI_HuggingFace_Downloader", + "files": [ + "https://github.com/jnxmx/ComfyUI_HuggingFace_Downloader" + ], + "install_type": "git-clone", + "description": "Nodes for auto download models from Hugging Face using their filenames as part of workflows" + }, + { + "author": "philiprodriguez", + "title": "ComfyUI-HunyuanImageLatentToVideoLatent", + "reference": "https://github.com/philiprodriguez/ComfyUI-HunyuanImageLatentToVideoLatent", + "files": [ + "https://github.com/philiprodriguez/ComfyUI-HunyuanImageLatentToVideoLatent" + ], + "install_type": "git-clone", + "description": "A ComfyUI node which copies a given latent's samples tensor along the time axis ((length - 1) // 4) + 1 times to form a longer latent (see EmptyHunyuanLatentVideo's implementation for why this specific number of copies is used) and then prepares a noise_mask tensor of the same shape such that the value of the mask for a given time step is given by the function at https://www.desmos.com/calculator/vhw74mr1vh." + }, + { + "author": "benjiyaya", + "title": "ComfyUI-HunyuanVideoImagesGuider", + "reference": "https://github.com/benjiyaya/ComfyUI-HunyuanVideoImagesGuider", + "files": [ + "https://github.com/benjiyaya/ComfyUI-HunyuanVideoImagesGuider" + ], + "install_type": "git-clone", + "description": "A specialized node for ComfyUI that enable advanced motion and animation capabilities for image as guider for video processing In Hunyuan Video." + }, + { + "author": "benjiyaya", + "title": "ComfyUI-QwenImageLayeredToLength", + "reference": "https://github.com/benjiyaya/ComfyUI-QwenImageLayeredToLength", + "files": [ + "https://github.com/benjiyaya/ComfyUI-QwenImageLayeredToLength" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for using Qwen-Image-Layered as a conversion tool to transform layer numbers into latent space length parameters. (Description by CC)" + }, + { + "author": "Zeks", + "title": "comfyui-rapidfire", + "reference": "https://github.com/Zeks/comfyui-rapidfire", + "files": [ + "https://github.com/Zeks/comfyui-rapidfire" + ], + "install_type": "git-clone", + "description": "A set of nodes for rapidfiring the half backed latents, cleaning up obvious bad generations and automatically queueing the rest to fully generate." + }, + { + "author": "meanin2", + "title": "comfyui-MGnodes", + "reference": "https://github.com/meanin2/comfyui-MGnodes", + "files": [ + "https://github.com/meanin2/comfyui-MGnodes" + ], + "install_type": "git-clone", + "description": "Assorted custom nodes with a focus on simplicity and usability including watermark node and others focused on customizing my comfy experience." + }, + { + "author": "Kurdknight", + "title": "KurdKnight ComfyUI System Check Node", + "reference": "https://github.com/Kurdknight/Kurdknight_comfycheck", + "files": [ + "https://github.com/Kurdknight/Kurdknight_comfycheck" + ], + "install_type": "git-clone", + "description": "A comprehensive system information node for ComfyUI that provides detailed information about your system, GPU, CUDA, and AI libraries configuration. Works on both Windows and Linux systems." + }, + { + "author": "ThepExcel", + "title": "Multiline Text Choice Node for ComfyUI", + "reference": "https://github.com/ThepExcel/aiangelgallery-comfyui", + "files": [ + "https://github.com/ThepExcel/aiangelgallery-comfyui" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows users to input multiline text and select a specific line by its number. The node processes the input and returns the selected line along with its index." + }, + { + "author": "BoyuanJiang", + "title": "FitDiT[official] - High-fidelity Virtual Try-on", + "id": "fitdit", + "reference": "https://github.com/BoyuanJiang/FitDiT/tree/FitDiT-ComfyUI", + "files": [ + "https://github.com/BoyuanJiang/FitDiT-ComfyUI" + ], + "install_type": "git-clone", + "description": "FitDiT is designed for high-fidelity virtual try-on using Diffusion Transformers (DiT)." + }, + { + "author": "nofunstudio", + "title": "Node_Fun_ComfyUI", + "reference": "https://github.com/nofunstudio/Node_Fun_ComfyUI", + "files": [ + "https://github.com/nofunstudio/Node_Fun_ComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Node Pack Layered Infinite Zoom Node" + }, + { + "author": "PixelML", + "title": "PixelML ComfyUI Nodes", + "reference": "https://github.com/PixelML/ComfyUI-PixelML-CustomNodes", + "files": [ + "https://github.com/PixelML/ComfyUI-PixelML-CustomNodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on variable handling and workflow automation." + }, + { + "author": "shabri-arrahim", + "title": "ComfyUI Safety Checker", + "reference": "https://github.com/shabri-arrahim/ComfyUI-Safety-Checker", + "files": [ + "https://github.com/shabri-arrahim/ComfyUI-Safety-Checker" + ], + "install_type": "git-clone", + "description": "This project provides custom safety checkers for image classification using Falcons AI and CompVis models. The safety checkers are designed to detect and filter out NSFW content from images." + }, + { + "author": "shenduldh", + "title": "ComfyUI-Lightning", + "reference": "https://github.com/shenduldh/ComfyUI-Lightning", + "files": [ + "https://github.com/shenduldh/ComfyUI-Lightning" + ], + "install_type": "git-clone", + "description": "Accelerate FLUX inferencing speed for ComfyUI." + }, + { + "author": "theAdamColton", + "title": "ComfyUI-texflow-extension", + "reference": "https://github.com/theAdamColton/ComfyUI-texflow-extension", + "files": [ + "https://github.com/theAdamColton/ComfyUI-texflow-extension" + ], + "install_type": "git-clone", + "description": "This is the ComfyUI extension for use with texflow. It provides two new nodes, 'Load Texflow Depth Image' and 'Save Texflow Image'.\nFor more information see [a/the main texflow repo](https://github.com/theAdamColton/texflow/)" + }, + { + "author": "hmwl", + "title": "ComfyUI_zip", + "reference": "https://github.com/hmwl/ComfyUI_zip", + "files": [ + "https://github.com/hmwl/ComfyUI_zip" + ], + "install_type": "git-clone", + "description": "ComfyUI zip package image processing" + }, + { + "author": "hmwl", + "title": "ComfyUI-TaskMonitor", + "reference": "https://github.com/hmwl/ComfyUI-TaskMonitor", + "files": [ + "https://github.com/hmwl/ComfyUI-TaskMonitor" + ], + "install_type": "git-clone", + "description": "A powerful task monitoring extension for ComfyUI that provides real-time progress tracking, workflow statistics, and execution monitoring." + }, + { + "author": "nisimjoseph", + "title": "ComfyUI OpenAI Prompter", + "reference": "https://github.com/nisimjoseph/ComfyUI_OpenAI-Prompter", + "files": [ + "https://github.com/nisimjoseph/ComfyUI_OpenAI-Prompter" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that generates creative and detailed prompts using OpenAI's GPT models." + }, + { + "author" : "ngosset", + "title": "ImageSimilarity", + "id": "imageSimilarity", + "reference": "https://github.com/ngosset/ComfyUI-ImageSimilarity", + "files": [ + "https://github.com/ngosset/ComfyUI-ImageSimilarity" + ], + "install_type": "git-clone", + "description": "Uses ResNet embeddings and cosine similarity to compare the likeness of two images." + }, + { + "author": "Bellzs", + "title": "ComfyUI-LoRA-Assistant", + "reference": "https://github.com/Bellzs/ComfyUI-LoRA-Assistant", + "files": [ + "https://github.com/Bellzs/ComfyUI-LoRA-Assistant" + ], + "install_type": "git-clone", + "description": "The plug-in is designed to automatically save the association between the LoRA model and Trigger words to a Local JSON file so that when the LoRA model is loaded, the associated trigger words can be automatically loaded via the node 'LoRA Trigger Local' without manual input." + }, + { + "author" : "strand1", + "title": "ComfyUI-Autogen", + "reference": "https://github.com/strand1/ComfyUI-Autogen", + "files": [ + "https://github.com/strand1/ComfyUI-Autogen" + ], + "install_type": "git-clone", + "description": "A collection of nodes for using Autogen with ComfyUI\n[a/AutoGen](https://github.com/microsoft/AutoGen): assistant agents, group chats, code executor, etc." + }, + { + "author": "hellercommaa", + "title": "Hunyuan Video Resolutions", + "id": "hunyuanvideoresolutions", + "reference": "https://github.com/HellerCommaA/ComfyUI-VideoResolutions", + "files": [ + "https://github.com/HellerCommaA/ComfyUI-VideoResolutions" + ], + "install_type": "git-clone", + "description": "A super simple node that outputs common video resolutions as 2 integers for Hunyuan and others!" + }, + { + "author": "HellerCommaA", + "title": "ComfyUI-ZImageLatent", + "reference": "https://github.com/HellerCommaA/ComfyUI-ZImageLatent", + "files": [ + "https://github.com/HellerCommaA/ComfyUI-ZImageLatent" + ], + "install_type": "git-clone", + "description": "A super simple node that outputs official zimage resolutions as a latent" + }, + { + "author": "benjiyaya", + "title": "ComfyUI-KokoroTTS", + "reference": "https://github.com/benjiyaya/ComfyUI-KokoroTTS", + "files": [ + "https://github.com/benjiyaya/ComfyUI-KokoroTTS" + ], + "install_type": "git-clone", + "description": "A Text To Speech node using Kokoro TTS in ComfyUI." + }, + { + "author": "WangPengxing", + "title": "ComfyUI WPX Nodes", + "reference": "https://github.com/WangPengxing/ComfyUI_WPX_Node", + "files": [ + "https://github.com/WangPengxing/ComfyUI_WPX_Node" + ], + "install_type": "git-clone", + "description": "A custom node collection for ComfyUI, offering enhanced image processing features." + }, + { + "author": "PixelFunAI", + "title": "Hunyuan LoRA Loader Nodes", + "reference": "https://github.com/PixelFunAI/ComfyUI_PixelFun", + "files": [ + "https://github.com/PixelFunAI/ComfyUI_PixelFun" + ], + "install_type": "git-clone", + "description": "This collection provides four additional nodes for loading and managing Hunyuan Video LoRAs in ComfyUI" + }, + { + "author": "Burgstall-labs", + "title": "ComfyUI-BS_Kokoro-onnx", + "reference": "https://github.com/Burgstall-labs/ComfyUI-BS_Kokoro-onnx", + "files": [ + "https://github.com/Burgstall-labs/ComfyUI-BS_Kokoro-onnx" + ], + "install_type": "git-clone", + "description": "A ComfyUI wrapper for [a/Kokoro-onnx](https://github.com/thewh1teagle/kokoro-onnx)" + }, + { + "author": "Burgstall-labs", + "title": "ComfyUI-BS-Textchop", + "reference": "https://github.com/Burgstall-labs/ComfyUI-BS-Textchop", + "files": [ + "https://github.com/Burgstall-labs/ComfyUI-BS-Textchop" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that extracts text segments based on specified start and/or end marker strings. You can define multiple marker pairs to extract different segments from the same input text.\nThe node intelligently adapts its extraction based on whether you provide a start marker, an end marker, or both for each pair." + }, + { + "author": "Burgstall-labs", + "title": "ComfyUI-BETA-Cropnodes", + "reference": "https://github.com/Burgstall-labs/ComfyUI-BETA-Cropnodes", + "reference2": "https://github.com/Burgstall-labs/ComfyUI-BETA-Helpernodes", + "files": [ + "https://github.com/Burgstall-labs/ComfyUI-BETA-Cropnodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI designed for cropping and stitching video frames (image batches). Part of the 'Burgstall Enabling The Awesomeness' suite." + }, + { + "author": "Burgstall-labs", + "title": "ComfyUI-BETA-Helpernodes", + "reference": "https://github.com/Burgstall-labs/ComfyUI-BETA-Helpernodes", + "files": [ + "https://github.com/Burgstall-labs/ComfyUI-BETA-Helpernodes" + ], + "install_type": "git-clone", + "description": "Custom utility nodes for ComfyUI, providing helpers for tasks like video frame manipulation and advanced audio saving. Part of the 'Burgstall Enabling The Awesomeness' suite." + }, + { + "author": "Kidev", + "title": "ComfyUI Fisheye Effects Nodes", + "reference": "https://github.com/Kidev/ComfyUI-Fisheye-effects", + "files": [ + "https://github.com/Kidev/ComfyUI-Fisheye-effects" + ], + "install_type": "git-clone", + "description": "Provides tools for applying and removing fisheye lens effects from images." + }, + { + "author": "Kidev", + "title": "ComfyUI-FaceFilter", + "reference": "https://github.com/Kidev/ComfyUI-FaceFilter", + "files": [ + "https://github.com/Kidev/ComfyUI-FaceFilter" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for face based filtering plus image batch merging." + }, + { + "author": "Dehypnotic", + "title": "Dehypnotic Save nodes", + "reference": "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes", + "files": [ + "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes" + ], + "install_type": "git-clone", + "description": "Save toolkit for audio, image, and video: MP3 audio export with VBR/CBR options, multi-format image saving with workflow/thumbnail metadata, and video + frame encoding (MP4/MKV/WEBM/MOV) — all sharing whitelist-safe paths and rich placeholder templating." + }, + { + "author": "feixuetuba", + "title": "Spleeter", + "reference": "https://github.com/feixuetuba/Spleeter", + "files": [ + "https://github.com/feixuetuba/Spleeter" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI plugin based on [a/Spleeter](https://github.com/deezer/spleete). The model files are available on BaiduNetDisk. After downloading the model, place it in the checkpoints directory." + }, + { + "author": "aidec", + "title": "Comfyui_TextBatch_aidec", + "reference": "https://github.com/aidec/Comfyui_TextBatch_aidec", + "files": [ + "https://github.com/aidec/Comfyui_TextBatch_aidec" + ], + "install_type": "git-clone", + "description": "The Text Queue Processor can split text into groups line by line for batch processing (unfinished, with noticeable bugs still being fixed). Currently, on the first run, it may only process one item. Once that is completed, running it again usually works fine. After each run, the `start_index` needs to be manually reset. Occasionally, strange issues occur, such as multiple queues being added at once, while other times it works perfectly fine. The potential causes are still under investigation." + }, + { + "author": "asutermo", + "title": "ComfyUI-Flux-TryOff", + "id": "tryoffflux", + "reference": "https://github.com/asutermo/ComfyUI-Flux-TryOff", + "files": [ + "https://github.com/asutermo/ComfyUI-Flux-TryOff" + ], + "install_type": "git-clone", + "description": "Try Off for ComfyUI using Flux and CatVTON." + }, + { + "author": "bugltd", + "title": "ComfyLab Pack", + "id": "comfylab-pack", + "reference": "https://github.com/bugltd/ComfyLab-Pack", + "files": [ + "https://github.com/bugltd/ComfyLab-Pack" + ], + "nodename_pattern": " \\(lab\\)$", + "install_type": "git-clone", + "description": "Nodes: XY Plot with many options, Output Config (JSON / JSON5 / YAML), Queue, Format String, List utilities, Input nodes, ...." + }, + { + "author": "duchamps0305", + "title": "comfyui-white-extractor", + "reference": "https://github.com/duchamps0305/comfyui-white-extractor", + "reference2": "https://github.com/alexpuliatti/comfyui-white-extractor", + "files": [ + "https://github.com/duchamps0305/comfyui-white-extractor" + ], + "install_type": "git-clone", + "description": "a simple white extractor node for comfyui." + }, + { + "author": "DJ-Tribefull", + "title": "Comfyui FOCUS nodes", + "reference": "https://github.com/DJ-Tribefull/Comfyui_FOCUS_nodes", + "files": [ + "https://github.com/DJ-Tribefull/Comfyui_FOCUS_nodes" + ], + "install_type": "git-clone", + "description": "A collection of nodes designed for efficiency and the reduction of screen-clutter. Includes a Global Seed controller with boolean toggles, SDXL All-in-One conditioner, a custom SDXL control module, Wildcard processor, Style Injector, and more. [w/WARNING: Updating this node-pack wil overwrite any changes you've made to the included wildcards and styles. Please backup your folders before updating.]" + }, + { + "author": "KLL535", + "title": "ComfyUI_SimpleButcher", + "reference": "https://github.com/KLL535/ComfyUI_SimpleButcher", + "files": [ + "https://github.com/KLL535/ComfyUI_SimpleButcher" + ], + "install_type": "git-clone", + "description": "Node to automate batch generation with randomize prompts from text files. It mimics Forge's functionality, allowing you to combine text elements and LoRA. The node supports writing LoRA in any order within a text file using formats like or , without needing separate nodes. The node understands LoRA names in Forge's style, when the name is not the filename, but the internal name from the metadata." + }, + { + "author": "KLL535", + "title": "ComfyUI_PNGInfo_Sidebar", + "reference": "https://github.com/KLL535/ComfyUI_PNGInfo_Sidebar", + "files": [ + "https://github.com/KLL535/ComfyUI_PNGInfo_Sidebar" + ], + "install_type": "git-clone", + "description": "Frontend extension that adds a sidebar for easy viewing of PNG file metadata." + }, + { + "author": "KLL535", + "title": "ComfyUI_Simple_Qwen3-VL-gguf", + "reference": "https://github.com/KLL535/ComfyUI_Simple_Qwen3-VL-gguf", + "files": [ + "https://github.com/KLL535/ComfyUI_Simple_Qwen3-VL-gguf" + ], + "install_type": "git-clone", + "description": "Simple Qwen3-VL gguf LLM model loader" + }, + { + "author": "mango125", + "title": "ComfyUI-Mango-Random", + "reference": "https://github.com/mango-rgb/ComfyUI-Mango-Random-node", + "files": [ + "https://github.com/mango-rgb/ComfyUI-Mango-Random-node" + ], + "install_type": "git-clone", + "description": "🥭 Mango Random Nodes - A collection of random file nodes for ComfyUI" + }, + { + "author": "WUYUDING2583", + "title": "Save Image With Callback", + "reference": "https://github.com/WUYUDING2583/ComfyUI-Save-Image-Callback", + "files": [ + "https://github.com/WUYUDING2583/ComfyUI-Save-Image-Callback" + ], + "install_type": "git-clone", + "description": "This node enables integration between ComfyUI and external services by adding callback capabilities to the image saving process. When an image is saved, the node automatically call your webhook with your specified URL with custom data." + }, + { + "author": "fblissjr", + "title": "ComfyUI-EmbeddingPipelineAnalytics", + "reference": "https://github.com/fblissjr/ComfyUI-EmbeddingPipelineAnalytics", + "files": [ + "https://github.com/fblissjr/ComfyUI-EmbeddingPipelineAnalytics" + ], + "install_type": "git-clone", + "description": "this repo is to capture end-to-end data, metadata, and embeddings for ComfyUI workflows, specifically HunyuanVideo to start." + }, + { + "author": "fblissjr", + "title": "ComfyUI Dataset Helper & Batch Node", + "reference": "https://github.com/fblissjr/ComfyUI-DatasetHelper", + "files": [ + "https://github.com/fblissjr/ComfyUI-DatasetHelper" + ], + "install_type": "git-clone", + "description": "This custom node set for ComfyUI provides a DatasetBatchNode for automated, sequential processing of datasets, particularly useful for iterative training or batched image/video generation workflows." + }, + { + "author": "fblissjr", + "title": "wanvideo - seamless flow", + "reference": "https://github.com/fblissjr/ComfyUI-WanSeamlessFlow", + "files": [ + "https://github.com/fblissjr/ComfyUI-WanSeamlessFlow" + ], + "install_type": "git-clone", + "description": "experimental wanvideo comfyui node with a singular goal - visually seamless transitions between context windows" + }, + { + "author": "fblissjr", + "title": "ComfyUI-WanActivationEditor", + "reference": "https://github.com/fblissjr/ComfyUI-WanActivationEditor", + "files": [ + "https://github.com/fblissjr/ComfyUI-WanActivationEditor" + ], + "install_type": "git-clone", + "description": "editing activations in wanvideo" + }, + { + "author": "fblissjr", + "title": "Shrug-Prompter: Unified VLM Integration for ComfyUI", + "reference": "https://github.com/fblissjr/shrug-prompter", + "files": [ + "https://github.com/fblissjr/shrug-prompter" + ], + "install_type": "git-clone", + "description": "A comprehensive Vision-Language Model (VLM) integration system for ComfyUI with more intelligent prompt optimization, object detection, template support, and performance optimizations. Optimized for Wan2.1, Flux Kontext, and general purpose. Goes well with my other project, an MLX/llama.cpp server with hot swappable models and ollama api compatibility, (heylookitsanllm)[a/https://github.com/fblissjr/heylookitsanllm](https://github.com/fblissjr/heylookitsanllm)" + }, + { + "author": "fblissjr", + "title": "ComfyUI-QwenImageWanBridge", + "reference": "https://github.com/fblissjr/ComfyUI-QwenImageWanBridge", + "files": [ + "https://github.com/fblissjr/ComfyUI-QwenImageWanBridge" + ], + "install_type": "git-clone", + "description": "Custom nodes for bridging Qwen-Image and WAN video models in ComfyUI." + }, + { + "author": "vincentfs", + "title": "ComfyUI-ArchiGraph", + "id": "archigraph", + "reference": "https://github.com/vincentfs/ComfyUI-ArchiGraph", + "files": [ + "https://github.com/vincentfs/ComfyUI-ArchiGraph" + ], + "install_type": "git-clone", + "description": "Implementation of architectural related graph algorithm in ComfyUI." + }, + { + "author": "davidgressett", + "title": "CartesianCSVNode for ComfyUI", + "reference": "https://github.com/davidgressett/comfyui-systemlevel", + "files": [ + "https://github.com/davidgressett/comfyui-systemlevel" + ], + "install_type": "git-clone", + "description": "This custom node allows you to load data from one or more CSV files, then feed that data into subsequent nodes in a ComfyUI workflow." + }, + { + "author": "SshunWang", + "title": "ComfyUI for CosyVoice", + "reference": "https://github.com/SshunWang/ComfyUI_CosyVoice", + "files": [ + "https://github.com/SshunWang/ComfyUI_CosyVoice" + ], + "install_type": "git-clone", + "description": "Support both CosyVoice1.0 and CosyVoice2.0. Referenced [a/CosyVoice-ComfyUI](https://github.com/AIFSH/CosyVoice-ComfyUI), the following modifications have been made: Add support for CosyVoice2.0, Add whether to use stream processing options, Use speed control by CosyVoice, Add model path check to avoid duplicate downloads, Provide two ways of use" + }, + { + "author": "Kayarte", + "title": "AudioDriven-Latent-Space-Tools-for-ComfyUI", + "reference": "https://github.com/Kayarte/AudioDriven-Latent-Space-Tools-for-ComfyUI", + "files": [ + "https://github.com/Kayarte/AudioDriven-Latent-Space-Tools-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that analyzes audio files using Librosa, extracting tempo, beat times, energy levels, and timestamps. The analysis results can be displayed in a text box within ComfyUI." + }, + { + "author": "MontagenAI", + "title": "ComfyUI-Montagen", + "reference": "https://github.com/MontagenAI/ComfyUI-Montagen", + "files": [ + "https://github.com/MontagenAI/ComfyUI-Montagen" + ], + "install_type": "git-clone", + "description": "ComfyUI-Montagen is an extension designed to enhance the video editing ability of ComfyUI with custom nodes and Montagen. It offers basic video editing features and integrates media clips with the ComfyUI workflow. Furthermore, this extension unlocks the full potential of AI-based video generation and task automation." + }, + { + "author": "Xiangyu-CAS", + "title": "HandFixer", + "reference": "https://github.com/Xiangyu-CAS/HandFixer", + "files": [ + "https://github.com/Xiangyu-CAS/HandFixer" + ], + "install_type": "git-clone", + "description": "This project addresses the issue of numerous hand defects in AI-generated portrait images by using a workflow based on FLUX/FLUX-Fill to correct hand deformities. It is effective for both real-life and anime images, including those generated by DiT/SDXL/Midjourney. It supports diffusers, gradio, ComfyUI, and more" + }, + { + "author": "cake-ml", + "title": "TinySanaPreview", + "reference": "https://github.com/cake-ml/tiny-sana-preview", + "files": [ + "https://github.com/cake-ml/tiny-sana-preview" + ], + "install_type": "git-clone", + "description": "TinySanaPreview is a custom ComfyUI node that implements real-time previews during generation for Sana diffusion models." + }, + { + "author": "huixingyun", + "title": "ComfyUI-HX-Captioner", + "reference": "https://github.com/huixingyun/ComfyUI-HX-Captioner", + "files": [ + "https://github.com/huixingyun/ComfyUI-HX-Captioner" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin library based on [a/https://github.com/stavsap/comfyui-ollama](https://github.com/stavsap/comfyui-ollama), with the Ollama cluster provided by Huixingyun." + }, + { + "author": "bradsec", + "title": "ComfyUI_StringEssentials", + "reference": "https://github.com/bradsec/ComfyUI_StringEssentials", + "files": [ + "https://github.com/bradsec/ComfyUI_StringEssentials" + ], + "install_type": "git-clone", + "description": "Essential string manipulation nodes for ComfyUI." + }, + { + "author": "Dr.Positliver", + "title": "comfyui-zegr", + "reference": "https://github.com/Positliver/comfyui-zegr", + "files": [ + "https://github.com/Positliver/comfyui-zegr" + ], + "install_type": "git-clone", + "description": "comfyui share models to oss conveniently." + }, + { + "author": "danielw", + "title": "Custom nodes for llm chat with optional image input", + "id": "llm-api", + "reference": "https://github.com/tianyuw/ComfyUI-LLM-API", + "files": [ + "https://github.com/tianyuw/ComfyUI-LLM-API" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables Large Language Model (LLM) chat interactions with optional image input support." + }, + { + "author": "JohnDoeSmithee", + "title": "ComfyUI-SoX-Mixdown", + "reference": "https://github.com/JohnDoeSmithee/ComfyUI-SoX-Mixdown", + "files": [ + "https://github.com/JohnDoeSmithee/ComfyUI-SoX-Mixdown" + ], + "install_type": "git-clone", + "description": "A custom node for SoX's mixdown function. Make sure that the sox command is installed and the path added before using this node." + }, + { + "author": "JTriggerFish", + "title": "Comfy Latent Tools", + "reference": "https://github.com/JTriggerFish/ComfyLatentTools", + "files": [ + "https://github.com/JTriggerFish/ComfyLatentTools" + ], + "install_type": "git-clone", + "description": "A set of tools for manipulating latent tensors in ComfyUI" + }, + { + "author": "ProGamerGov", + "title": "ComfyUI_pytorch360convert", + "id": "comfyui-pytorch360convert", + "reference": "https://github.com/ProGamerGov/ComfyUI_pytorch360convert", + "files": [ + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for working with and converting between and working with 360 degree equirectangular images, cubemap, and perspective images. Also includes Circular padding Conv2d options for models and VAEs, along with nodes to fix seams and polar artifacts. Panoramic 360 images are also sometimes known as VR photography (virtual reality), HDRI environments (ex: skyboxes), image spheres, spherical images, 360 pano." + }, + { + "author": "ProGamerGov", + "title": "ComfyUI_pytorch360convert_video", + "reference": "https://github.com/ProGamerGov/ComfyUI_pytorch360convert_video", + "files": [ + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert_video" + ], + "install_type": "git-clone", + "description": "Video nodes for comfyui-pytorch360convert" + }, + { + "author": "ProGamerGov", + "title": "Preview 360 Panorama for ComfyUI", + "id": "comfyui-preview360panorama", + "reference": "https://github.com/ProGamerGov/ComfyUI_preview360panorama", + "files": [ + "https://github.com/ProGamerGov/ComfyUI_preview360panorama" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for interactive 360° panorama image previews. Panoramic 360 images are also sometimes known as VR photography (virtual reality), HDRI environments (ex: skyboxes), image spheres, spherical images, 360 pano, and 360 degree photos." + }, + { + "author": "burnsbert", + "title": "EBU LMStudio LLM Integration", + "id": "ebu-lmstudio", + "reference": "https://github.com/burnsbert/ComfyUI-EBU-LMStudio", + "files": [ + "https://github.com/burnsbert/ComfyUI-EBU-LMStudio" + ], + "install_type": "git-clone", + "description": "This ComfyUI extension provides custom nodes for integrating with LM Studio, allowing for loading, managing, and making requests of LLM models through the LMStudio local server and command-line interface." + }, + { + "author": "burnsbert", + "title": "EBU Workflow", + "id": "ebu-workflow", + "reference": "https://github.com/burnsbert/ComfyUI-EBU-Workflow", + "files": [ + "https://github.com/burnsbert/ComfyUI-EBU-Workflow" + ], + "install_type": "git-clone", + "description": "Custom nodes for general workflow quality of life including resolutions sorted by aspect ratio, upscaling helps, and unique file names" + }, + { + "author": "burnsbert", + "title": "EBU PromptHelper", + "id": "ebu-prompthelper", + "reference": "https://github.com/burnsbert/ComfyUI-EBU-PromptHelper", + "files": [ + "https://github.com/burnsbert/ComfyUI-EBU-PromptHelper" + ], + "install_type": "git-clone", + "description": "Custom nodes for enhancing and manipulating prompts in ComfyUI. Includes nodes for random color palette generation following different color theory methodologies, prompt text replacement and randomization, list sampling, loading files into strings, and season/weather/time-of-day generation." + }, + { + "author": "SykkoAtHome", + "title": "Face Processor for ComfyUI", + "reference": "https://github.com/SykkoAtHome/ComfyUI_FaceProcessor", + "files": [ + "https://github.com/SykkoAtHome/ComfyUI_FaceProcessor" + ], + "install_type": "git-clone", + "description": "A custom node collection for ComfyUI that provides advanced face detection, alignment, and transformation capabilities using MediaPipe Face Mesh." + }, + { + "author": "Mattabyte", + "title": "ComfyUI Secure API Call", + "reference": "https://github.com/Mattabyte/ComfyUI-SecureApiCall", + "files": [ + "https://github.com/Mattabyte/ComfyUI-SecureApiCall" + ], + "install_type": "git-clone", + "description": "This package provides custom nodes to ComfyUI to POST data to a secure API." + }, + { + "author": "oxysoft", + "title": "ComfyUI-gowiththeflow", + "reference": "https://github.com/oxysoft/ComfyUI-gowiththeflow-loopback", + "reference2": "https://github.com/oxysoft/ComfyUI-gowiththeflow", + "files": [ + "https://github.com/oxysoft/ComfyUI-gowiththeflow" + ], + "install_type": "git-clone", + "description": "Implementation of GoWithTheFlow, original code at [a/https://github.com/Eyeline-Research/Go-with-the-Flow/](https://github.com/Eyeline-Research/Go-with-the-Flow/) and [a/https://github.com/RyannDaGreat/CommonSource/blob/master/noise_warp.py](https://github.com/RyannDaGreat/CommonSource/blob/master/noise_warp.py)" + }, + { + "author": "willmiao", + "title": "ComfyUI-Lora-Manager", + "reference": "https://github.com/willmiao/ComfyUI-Lora-Manager", + "files": [ + "https://github.com/willmiao/ComfyUI-Lora-Manager" + ], + "install_type": "git-clone", + "description": "Revolutionize your workflow with the ultimate LoRA companion for ComfyUI!" + }, + { + "author": "tigeryy2", + "title": "ComfyUI Structured Outputs", + "reference": "https://github.com/tigeryy2/comfyui-structured-outputs", + "files": [ + "https://github.com/tigeryy2/comfyui-structured-outputs" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for LLM Structured Outputs with integration for prompting" + }, + { + "author": "Conor-Collins", + "title": "ComfyUI-CoCoTools_IO", + "reference": "https://github.com/Conor-Collins/ComfyUI-CoCoTools_IO", + "files": [ + "https://github.com/Conor-Collins/ComfyUI-CoCoTools_IO" + ], + "install_type": "git-clone", + "description": "Advanced image input and output: EXR, 32 bit support and more" + }, + { + "author": "852wa", + "title": "ComfyUI-ColorshiftColor", + "reference": "https://github.com/852wa/ComfyUI-ColorshiftColor", + "files": [ + "https://github.com/852wa/ComfyUI-ColorshiftColor" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI.\nIt reduces colors based on a specified number and allows for adjustments to hue, saturation, and brightness.\nFeatures:Each parameter can be set to random, You can toggle masking (not changing colors) using color numbers, Mask inversion can also be toggled on or off." + }, + { + "author": "852wa", + "title": "ComfyUI-AdvancedAlphaProcessor", + "reference": "https://github.com/852wa/ComfyUI-AAP", + "files": [ + "https://github.com/852wa/ComfyUI-AAP" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI.\nFeatures:Removes white areas in the input image by making them transparent based on brightness, Outputs in black and transparent, Outputs in gray and transparent.\nThis is a simple node with the above functionalities implemented. It also supports sequential processing." + }, + { + "author": "ReBeating", + "title": "ComfyUI-Artist-Selector", + "reference": "https://github.com/ReBeating/ComfyUI-Artist-Selector", + "files": [ + "https://github.com/ReBeating/ComfyUI-Artist-Selector" + ], + "install_type": "git-clone", + "description": "A useful comfyui node named LoadArtistTag for selecting artist tags, including 1000+ single-artist tags and 300 mixed-artists tags." + }, + { + "author": "gmorks", + "title": "ComfyUI-SendToDiscord", + "reference": "https://github.com/gmorks/ComfyUI-SendToDiscord", + "files": [ + "https://github.com/gmorks/ComfyUI-SendToDiscord" + ], + "install_type": "git-clone", + "description": "ComfyUI-SendToDiscord is a custom node for ComfyUI that simplifies sending preview images to Discord via webhooks. It supports both single-image uploads and batch mode, making it an efficient tool for sharing your generated images directly with your Discord server." + }, + { + "author": "gmorks", + "title": "ComfyUI-Animagine-Prompt", + "reference": "https://github.com/gmorks/ComfyUI-Animagine-Prompt", + "files": [ + "https://github.com/gmorks/ComfyUI-Animagine-Prompt" + ], + "install_type": "git-clone", + "description": "Comfy UI node to prompt build for https://huggingface.co/cagliostrolab/animagine-xl-4.0 model" + }, + { + "author": "gmorks", + "title": "ComfyUI-WatchPoint", + "reference": "https://github.com/gmorks/ComfyUI-WatchPoint", + "files": [ + "https://github.com/gmorks/ComfyUI-WatchPoint" + ], + "install_type": "git-clone", + "description": "Multi-monitor preview with external window (zoom, pan, save), floating in-browser preview, and prompt monitoring. Features stable threading, customizable positioning, and Signal Scout for real-time prompt tracking." + }, + { + "author": "jinanlongen", + "title": "ComfyUI Prompt Expander Node", + "reference": "https://github.com/jinanlongen/ComfyUI-Prompt-Expander", + "reference2": "https://github.com/derekluo/ComfyUI-Prompt-Expander", + "files": [ + "https://github.com/jinanlongen/ComfyUI-Prompt-Expander" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that expands text prompts using the SuperPrompt-v1 T5 model. This node helps generate more detailed and descriptive prompts from simple input text, which can be particularly useful for image generation workflows." + }, + { + "author": "Style-Mosaic", + "title": "ComfyUI DINO-X Detector Node", + "reference": "https://github.com/Style-Mosaic/dino-x-comfyui-node", + "files": [ + "https://github.com/Style-Mosaic/dino-x-comfyui-node" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that integrates DINO-X API for object detection and segmentation. This node allows you to detect and segment objects in images using text prompts." + }, + { + "author": "checkbins", + "title": "checkbin-comfy", + "id": "checkbin", + "reference": "https://github.com/checkbins/checkbin-comfy", + "files": [ + "https://github.com/checkbins/checkbin-comfy" + ], + "install_type": "git-clone", + "description": "These nodes allow you to make Checkbin comparisons." + }, + { + "author": "GHOSTLXH", + "title": "ComfyUI-Counternodes", + "reference": "https://github.com/GHOSTLXH/ComfyUI-Counternodes", + "files": [ + "https://github.com/GHOSTLXH/ComfyUI-Counternodes" + ], + "install_type": "git-clone", + "description": "This node group contains a series of ComfyUI nodes with built-in counters and specific output results based on the counter's output, aimed at implementing folder traversal functionality in the ComfyUI frontend. For specific examples, please refer to the sample workflow. Of course, you can also use your imagination to create other interesting things." + }, + { + "author": "agilly1989", + "title": "ComfyUI_agilly1989_motorway", + "reference": "https://github.com/agilly1989/ComfyUI_agilly1989_motorway", + "files": [ + "https://github.com/agilly1989/ComfyUI_agilly1989_motorway" + ], + "install_type": "git-clone", + "description": "CURRENTLY IN ACTIVE DEVELOPMENT (BETA)! IF THINGS BREAK ITS BECAUSE I BROKE IT.... This my implemenation of a `pipe` in ComfyUI. Is it better or worse than others? No idea. (also has some utility nodes)" + }, + { + "author": "AiartvnTeam", + "title": "A2V Multi Image Composite", + "id": "Aiartvn", + "reference": "https://github.com/aiartvn/A2V_Multi_Image_Composite", + "files": [ + "https://github.com/aiartvn/A2V_Multi_Image_Composite" + ], + "description": "Node for compositing multiple images with interactive preview and layer management", + "install_type": "git-clone", + "tags": ["image", "composite", "layer", "blend", "transform"] + }, + { + "author": "zentrocdot", + "title": "ComfyUI_Circle_Detection", + "reference": "https://github.com/zentrocdot/ComfyUI_Circle_Detection", + "files": [ + "https://github.com/zentrocdot/ComfyUI_Circle_Detection" + ], + "description": "Next to AI mathematical methods can be used for the detection of objects like a circle.", + "install_type": "git-clone" + }, + { + "author": "zentrocdot", + "title": "ComfyUI-RealESRGAN_Upscaler", + "reference": "https://github.com/zentrocdot/ComfyUI-RealESRGAN_Upscaler", + "files": [ + "https://github.com/zentrocdot/ComfyUI-RealESRGAN_Upscaler" + ], + "description": "This node uses the RealESRGAN model from [a/xinntao](https://github.com/xinntao/Real-ESRGAN).", + "install_type": "git-clone" + }, + { + "author": "zentrocdot", + "title": "ComfyUI-Simple_Image_To_Prompt", + "reference": "https://github.com/zentrocdot/ComfyUI-Simple_Image_To_Prompt", + "files": [ + "https://github.com/zentrocdot/ComfyUI-Simple_Image_To_Prompt" + ], + "description": "ComfyUI simple Image To Prompt node.", + "install_type": "git-clone" + }, + { + "author": "hgabha", + "title": "WWAA-CustomNodes", + "reference": "https://github.com/hgabha/WWAA-CustomNodes", + "files": [ + "https://github.com/hgabha/WWAA-CustomNodes" + ], + "install_type": "git-clone", + "description": "Custom Nodes by the team at WeirdWonderfulAI.Art. Line Count, Join String, Dither Image, Image Batch Loader, Prompt Writer" + }, + { + "author": "slvslvslv", + "title": "ComfyUI Smart Helper Nodes", + "reference": "https://github.com/slvslvslv/ComfyUI-SmartHelperNodes", + "files": [ + "https://github.com/slvslvslv/ComfyUI-SmartHelperNodes" + ], + "install_type": "git-clone", + "description": "NODES: Smart HunyuanVideo Lora Select, Smart HunyuanVideo Lora StackSmart Format String, Smart Format String (10 params)" + }, + { + "author": "slvslvslv", + "title": "ComfyUI-SmartImageTools", + "reference": "https://github.com/slvslvslv/ComfyUI-SmartImageTools", + "files": [ + "https://github.com/slvslvslv/ComfyUI-SmartImageTools" + ], + "install_type": "git-clone", + "description": "NODES: Various nodes for image manipulation" + }, + { + "author": "Tr1dae", + "title": "ComfyUI-Dequality", + "reference": "https://github.com/Tr1dae/ComfyUI-Dequality", + "files": [ + "https://github.com/Tr1dae/ComfyUI-Dequality" + ], + "install_type": "git-clone", + "description": "Simple addition to add noise to an image. Found on reddit" + }, + { + "author": "greengerong", + "title": "Janus-Pro ComfyUI Plugin", + "reference": "https://github.com/greengerong/ComfyUI-JanusPro-PL", + "files": [ + "https://github.com/greengerong/ComfyUI-JanusPro-PL" + ], + "install_type": "git-clone", + "description": "This plugin integrates the Janus-Pro multi-modal model into ComfyUI, enabling advanced image understanding and text-to-image generation capabilities. It supports both image analysis and creative image generation workflows." + }, + { + "author": "raindrop313", + "title": "ComfyUI_SD3_Flowedit", + "reference": "https://github.com/raindrop313/ComfyUI_SD3_Flowedit", + "files": [ + "https://github.com/raindrop313/ComfyUI_SD3_Flowedit" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes that support SD3/SD3.5 in FlowEdit" + }, + { + "author": "raindrop313", + "title": "ComfyUI-WanVideoStartEndFrames", + "reference": "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames", + "files": [ + "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes that support video generation by start and end frames" + }, + { + "author": "martin-rizzo", + "title": "ComfyUI-TinyBreaker", + "reference": "https://github.com/martin-rizzo/ComfyUI-TinyBreaker", + "files": [ + "https://github.com/martin-rizzo/ComfyUI-TinyBreaker" + ], + "install_type": "git-clone", + "description": "ComfyUI-TinyBreaker is a collection of custom nodes specifically designed to generate images using the TinyBreaker model. It's actively developed with ongoing improvements. Although still in progress, these nodes are functional and allow you to explore the potential of the model." + }, + { + "author": "martin-rizzo", + "title": "ComfyUI-ZImagePowerNodes", + "reference": "https://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes", + "files": [ + "https://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes designed and fine-tuned specifically for the Z-Image model. Pushing the best image generation model to its limits!" + }, + { + "author": "Arkanun", + "title": "ReadCSV_ComfyUI", + "reference": "https://github.com/Arkanun/ReadCSV_ComfyUI", + "files": [ + "https://github.com/Arkanun/ReadCSV_ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES: ReadCSVRowNode" + }, + { + "author": "gorillaframeai", + "title": "GF_translate", + "reference": "https://github.com/gorillaframeai/GF_translate", + "files": [ + "https://github.com/gorillaframeai/GF_translate" + ], + "install_type": "git-clone", + "description": "These custom nodes for ComfyUI provide advanced text translation capabilities using Google Translate. They are designed for seamless integration into the ComfyUI environment, offering users powerful tools for text and JSON file translation tasks." + }, + { + "author": "DragonDiffusionbyBoyo", + "title": "Boyonodes", + "reference": "https://github.com/DragonDiffusionbyBoyo/Boyonodes", + "files": [ + "https://github.com/DragonDiffusionbyBoyo/Boyonodes" + ], + "install_type": "git-clone", + "description": "Essential nodes for semantic image editing workflows with Kontext, Qwen Image Edit, and HiDream E1.1 models. Features automated iterative editing with Boyo Image Grab, organised dataset creation with paired image/prompt savers, and comprehensive file management tools. Perfect for batch processing, training data preparation, and streamlined semantic editing pipelines. Added Uncensored Qwen VL abliterated model node and downloader!" + }, + { + "author": "DragonDiffusionbyBoyo", + "title": "BoyoSupercoolWrapper", + "reference": "https://github.com/DragonDiffusionbyBoyo/BoyoSupercoolWrapper", + "files": [ + "https://github.com/DragonDiffusionbyBoyo/BoyoSupercoolWrapper" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI wrapper for Andrew DalPino's SuperCool upscaler, enabling its use directly within ComfyUI's node workflow. No extra dependencies required—just drop in the models and go." + }, + { + "author": "StarAsh042", + "title": "ComfyUI_RollingArtist", + "reference": "https://github.com/StarAsh042/ComfyUI_RollingArtist", + "files": [ + "https://github.com/StarAsh042/ComfyUI_RollingArtist" + ], + "install_type": "git-clone", + "description": "RollingArtist is a ComfyUI node designed to generate artist prompt texts with random weights, suitable for text-to-image generation models. The node reads an artist list from a CSV file and generates combined prompts based on the parameters." + }, + { + "author": "magekinnarus", + "title": "ComfyUI-V-Prediction-Node", + "reference": "https://github.com/magekinnarus/ComfyUI-V-Prediction-Node", + "files": [ + "https://github.com/magekinnarus/ComfyUI-V-Prediction-Node" + ], + "install_type": "git-clone", + "description": "Node to set v-prediction sampling when using SDXL and other models that may not have the necessary metadata to identify it as a v-prediction model. This node is useful for quantized models since they lack the necessary metadata." + }, + { + "author": "CC-SUN6", + "title": "ccsun_node", + "reference": "https://github.com/CC-SUN6/ccsun_node", + "files": [ + "https://github.com/CC-SUN6/ccsun_node" + ], + "install_type": "git-clone", + "description": "About the comfyui image selector, image adjustment (panning, rotation, zoom), adjust image size to be a multiple of 8" + }, + { + "author": "DiaoDaiaChan", + "title": "Comfyui SDAPI Request / NovelAI", + "id": "diaodaiachan", + "reference": "https://github.com/DiaoDaiaChan/ComfyUI_API_Request", + "files": [ + "https://github.com/DiaoDaiaChan/ComfyUI_API_Request" + ], + "install_type": "git-clone", + "description": "A Novel AI / SD-WebUI request node, support nai3/nai4, use NovelAI model in Your Comfyui." + }, + { + "author": "dorpxam", + "title": "ComfyUI-LTXVideoLoRA", + "reference": "https://github.com/dorpxam/ComfyUI-LTXVideoLoRA", + "files": [ + "https://github.com/dorpxam/ComfyUI-LTXVideoLoRA" + ], + "install_type": "git-clone", + "description": "A set of custom nodes enabling LoRA support for LTX Video" + }, + { + "author": "dorpxam", + "title": "ComfyUI-FramePack-F1-T2V", + "reference": "https://github.com/dorpxam/ComfyUI-FramePack-F1-T2V", + "files": [ + "https://github.com/dorpxam/ComfyUI-FramePack-F1-T2V" + ], + "install_type": "git-clone", + "description": "A set of custom nodes enabling Text-to-Video support for FramePack-F1" + }, + { + "author": "asdrabael", + "title": "Hunyuan-Multi-Lora-Loader", + "id": "Hunyuan Multi-Lora Loader", + "reference": "https://github.com/asdrabael/Hunyuan-Multi-Lora-Loader", + "files": [ + "https://github.com/asdrabael/Hunyuan-Multi-Lora-Loader" + ], + "install_type": "git-clone", + "description": "ComfyUI Node for loading multiple Lora's [a/HunyuanVideo](https://github.com/Tencent/HunyuanVideo)" + }, + { + "author": "lingha", + "title": "comfyui_kj", + "id": "comfyui_kj", + "reference": "https://github.com/lingha0h/comfyui_kj", + "files": [ + "https://github.com/lingha0h/comfyui_kj" + ], + "install_type": "git-clone", + "description": "comfyui_kj, A tool that can package workflows into projects and publish them to a WeChat Mini Program named Kaji, allowing charges to be collected from users." + }, + { + "author": "vahlok-alunmid", + "title": "ComfyUI-ExtendIPAdapterClipVision", + "reference": "https://github.com/vahlok-alunmid/ComfyUI-ExtendIPAdapterClipVision", + "files": [ + "https://github.com/vahlok-alunmid/ComfyUI-ExtendIPAdapterClipVision" + ], + "install_type": "git-clone", + "description": "This extension provides two nodes to use with my experimental [a/ip-adapter finetune](https://civitai.com/models/1233692?modelVersionId=1390253) for NoobAI-XL style transfer. [a/Here](https://github.com/vahlok-alunmid/reForge-preprocessor_bigG_448) is the counterpart extension for Reforge WebUI." + }, + { + "author": "guerreiro", + "title": "Comfyg Switch", + "reference": "https://github.com/guerreiro/comfyg-switch", + "files": [ + "https://github.com/guerreiro/comfyg-switch" + ], + "install_type": "git-clone", + "description": "Comfyg Switch is a custom node that dynamically selects model configuration parameters based on the chosen checkpoint. It reads model-specific settings from a JSON file (model_configs.json)." + }, + { + "author": "yanhuifair", + "title": "comfyui-janus", + "reference": "https://github.com/yanhuifair/comfyui-janus", + "files": [ + "https://github.com/yanhuifair/comfyui-janus" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Janus" + }, + { + "author": "ShunL12324", + "title": "comfy-portal-endpoint", + "reference": "https://github.com/ShunL12324/comfy-portal-endpoint", + "files": [ + "https://github.com/ShunL12324/comfy-portal-endpoint" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI extension that provides additional API endpoints functionality, primarily designed to support Comfy Portal - a modern iOS client application for ComfyUI." + }, + { + "author": "ShinChven", + "title": "ShinChven's Custom Nodes Package", + "reference": "https://github.com/ShinChven/sc-comfy-nodes", + "files": [ + "https://github.com/ShinChven/sc-comfy-nodes" + ], + "install_type": "git-clone", + "description": "This project contains custom nodes for ComfyUI, developed by ShinChven. The nodes in this package extend the functionality of ComfyUI by providing additional features and utilities." + }, + { + "author": "vkff5833", + "title": "ComfyUI-MobileClient", + "reference": "https://github.com/vkff5833/ComfyUI-MobileClient", + "files": [ + "https://github.com/vkff5833/ComfyUI-MobileClient" + ], + "install_type": "git-clone", + "description": "Add a mobile-friendly web interface to ComfyUI." + }, + { + "author": "mediocreatmybest", + "title": "ComfyUI-Transformers-Pipeline", + "reference": "https://github.com/mediocreatmybest/ComfyUI-Transformers-Pipeline", + "files": [ + "https://github.com/mediocreatmybest/ComfyUI-Transformers-Pipeline" + ], + "install_type": "git-clone", + "description": "Additional ComfyUI nodes to utilise the Transformers pipeline in a simple and modular way." + }, + { + "author": "IrisRainbowNeko", + "title": "ascii-art-comfyui", + "reference": "https://github.com/Deep-Neko/ComfyUI_ascii_art", + "files": [ + "https://github.com/Deep-Neko/ComfyUI_ascii_art" + ], + "install_type": "git-clone", + "description": "ascii art preprocessors in ComfyUI" + }, + { + "author": "mie", + "title": "ComfyUI_MieNodes", + "reference": "https://github.com/MieMieeeee/ComfyUI-MieNodes", + "files": [ + "https://github.com/MieMieeeee/ComfyUI-MieNodes" + ], + "install_type": "git-clone", + "description": "Offering a series of utility nodes designed to simplify workflows and enhance efficiency" + }, + { + "author": "mie", + "title": "ComfyUI_CaptionThis", + "reference": "https://github.com/MieMieeeee/ComfyUI-CaptionThis", + "files": [ + "https://github.com/MieMieeeee/ComfyUI-CaptionThis" + ], + "install_type": "git-clone", + "description": "Describe a single image or all images in a directory using models such as Janus Pro, Florence2, or JoyCaption (testing), with a particular focus on building datasets for training LoRA." + }, + { + "author": "mie", + "title": "ComfyUI-MinioConnector", + "reference": "https://github.com/MieMieeeee/ComfyUI-MinioConnector", + "files": [ + "https://github.com/MieMieeeee/ComfyUI-MinioConnector" + ], + "install_type": "git-clone", + "description": "Provides a series of utility nodes designed for interacting with MinIO, including functionalities such as uploading and downloading files and folders, as well as creating buckets if they do not already exist." + }, + { + "author": "lum3on", + "title": "comfyui_LLM_Polymath", + "id": "llm_polymath", + "reference": "https://github.com/lum3on/comfyui_LLM_Polymath", + "files": [ + "https://github.com/lum3on/comfyui_LLM_Polymath" + ], + "install_type": "git-clone", + "description": "An advanced chat node integrating LLMs, real-time web search, image handling, and image scraping. Supports APIs from OpenAI, Google, Anthropic, Grok, DeepSeek, and local Ollama. Includes custom node finder, smart assistant tools, and growing subnodes like text masking and concept eraser." + }, + { + "author": "lum3on", + "title": "HiDream Sampler", + "id": "hidream-sampler", + "reference": "https://github.com/lum3on/comfyui_HiDream-Sampler", + "files": [ + "https://github.com/lum3on/comfyui_HiDream-Sampler" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for generating images using the HiDream AI model. Uses quantization for lower memory usage." + }, + { + "author": "lum3on", + "title": "ComfyUI-ModelQuantizer", + "id": "ModelQuantizer", + "reference": "https://github.com/lum3on/ComfyUI-ModelQuantizer", + "files": [ + "https://github.com/lum3on/ComfyUI-ModelQuantizer" + ], + "install_type": "git-clone", + "description": "This is a node to converts models into Fp8, bf16, fp16." + }, + { + "author": "lum3on", + "title": "ComfyUI-FrameUtilitys", + "reference": "https://github.com/lum3on/ComfyUI-FrameUtilitys", + "files": [ + "https://github.com/lum3on/ComfyUI-FrameUtilitys" + ], + "install_type": "git-clone", + "description": "Professional-grade frame manipulation tools for ComfyUI, providing advanced video editing capabilities with native IMAGE tensor support." + }, + { + "author": "lum3on", + "title": "comfyui_EdgeTAM", + "reference": "https://github.com/lum3on/comfyui_EdgeTAM", + "files": [ + "https://github.com/lum3on/comfyui_EdgeTAM" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation of EdgeTAM (On-Device Track Anything Model) for efficient, interactive video object tracking." + }, + { + "author": "lum3on", + "title": "ComfyUI-AudioX", + "reference": "https://github.com/lum3on/ComfyUI-StableAudioX", + "files": [ + "https://github.com/lum3on/ComfyUI-StableAudioX" + ], + "install_type": "git-clone", + "description": "A powerful audio generation extension for ComfyUI that integrates AudioX models for high-quality audio synthesis from text and video inputs." + }, + { + "author": "lum3on", + "title": "ComfyUI Midjourney Scraper Node", + "reference": "https://github.com/lum3on/ComfyUI_MJ-Scraper", + "files": [ + "https://github.com/lum3on/ComfyUI_MJ-Scraper" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to scrape and download images and videos from the Midjourney showcase pages. It uses undetected_chromedriver to bypass anti-scraping measures, but requires session cookies from a logged-in browser session to function correctly." + }, + { + "author": "lum3on", + "title": "ComfyUI Reve API Integration Node", + "reference": "https://github.com/lum3on/ComfyUI_Reve-API", + "files": [ + "https://github.com/lum3on/ComfyUI_Reve-API" + ], + "install_type": "git-clone", + "description": "A unified ComfyUI custom node that integrates all Reve API endpoints (Create, Edit, Remix) into a single, dynamic node with operation-specific inputs and seamless operation switching." + }, + { + "author": "lum3on", + "title": "ComfyUI_NativeBlockSwap", + "reference": "https://github.com/lum3on/ComfyUI_NativeBlockSwap", + "files": [ + "https://github.com/lum3on/ComfyUI_NativeBlockSwap" + ], + "install_type": "git-clone", + "description": "Native block swap node for ComfyUI WAN models (2.1 & 2.2), reduces VRAM by swapping up to 40 transformer blocks to CPU." + }, + { + "author": "austinbrown34", + "title": "ComfyUI-IO-Helpers", + "reference": "https://github.com/austinbrown34/ComfyUI-IO-Helpers", + "files": [ + "https://github.com/austinbrown34/ComfyUI-IO-Helpers" + ], + "install_type": "git-clone", + "description": "A custom nodes package for ComfyUI that enhances workflow flexibility by providing specialized nodes for saving and loading intermediate data (encoded prompts and sampled latents) in multiple formats. This package leverages helper classes for file I/O, supports gzip compression for efficient storage, and integrates progress feedback via a progress bar to improve user experience during long operations." + }, + { + "author": "HowToSD", + "title": "ComfyUI-Data-Analysis", + "reference": "https://github.com/HowToSD/ComfyUI-Data-Analysis", + "files": [ + "https://github.com/HowToSD/ComfyUI-Data-Analysis" + ], + "install_type": "git-clone", + "description": "Data analysis custom modules for ComfyUI - Use Pandas & Matplotlib from within ComfyUI" + }, + { + "author": "HowToSD", + "title": "ComfyUI-Pt-Wrapper", + "reference": "https://github.com/HowToSD/ComfyUI-Pt-Wrapper", + "files": [ + "https://github.com/HowToSD/ComfyUI-Pt-Wrapper" + ], + "install_type": "git-clone", + "description": "PyTorch extension for ComfyUI featuring extensive PyTorch wrapper nodes for seamless tensor operations and PyTorch model training." + }, + { + "author": "dasilva333", + "title": "ComfyUI_ContrastingColor", + "reference": "https://github.com/dasilva333/ComfyUI_ContrastingColor", + "files": [ + "https://github.com/dasilva333/ComfyUI_ContrastingColor" + ], + "install_type": "git-clone", + "description": "This node calculates a contrasting complementary color based on an input RGB color. The goal is to ensure visibility and contrast when overlaying text, UI elements, or graphical components against a given background color." + }, + { + "author": "dasilva333", + "title": "ComfyUI_MarkdownImage", + "reference": "https://github.com/dasilva333/ComfyUI_MarkdownImage", + "files": [ + "https://github.com/dasilva333/ComfyUI_MarkdownImage" + ], + "install_type": "git-clone", + "description": "This project generates an image from Markdown text using imgkit and wkhtmltoimage. It automatically scales the text to fit within the specified image dimensions." + }, + { + "author": "dasilva333", + "title": "ComfyUI HunyuanVideo-Foley Custom Node", + "reference": "https://github.com/dasilva333/ComfyUI_HunyuanVideo-Foley", + "files": [ + "https://github.com/dasilva333/ComfyUI_HunyuanVideo-Foley" + ], + "install_type": "git-clone", + "description": "This custom node integrates the HunyuanVideo-Foley model for generating audio from video frames and text prompts in ComfyUI. It's built for use in generating Foley sounds from video and text inputs." + }, + { + "author": "moon7star9", + "title": "ComfyUI_BiRefNet_Universal", + "reference": "https://github.com/moon7star9/ComfyUI_BiRefNet_Universal", + "files": [ + "https://github.com/moon7star9/ComfyUI_BiRefNet_Universal" + ], + "install_type": "git-clone", + "description": "A comprehensive node package that seamlessly integrates all BiRefNet series models into ComfyUI" + }, + { + "author": "wirytiox", + "title": "ComfyUI-SelectStringFromListWithIndex", + "id": "ComfyUI-SelectStringFromListWithIndex", + "reference": "https://github.com/wirytiox/ComfyUI-SelectStringFromListWithIndex", + "reference2": "https://github.com/mr-pepe69/ComfyUI-SelectStringFromListWithIndex", + "files": [ + "https://github.com/wirytiox/ComfyUI-SelectStringFromListWithIndex" + ], + "install_type": "git-clone", + "description": "This node is a node made by GMapeSplat/ComfyUI_ezXY that i copied while his node doesn't work" + }, + { + "author": "TheAIDoctor", + "title": "The AI Doctors Clinical Tools", + "id": "The-AI-Doctors-Clinical-Tools", + "reference": "https://github.com/BlueprintCoding/ComfyUI_AIDocsClinicalTools", + "files": [ + "https://github.com/BlueprintCoding/ComfyUI_AIDocsClinicalTools" + ], + "install_type": "git-clone", + "description": "Nodes: Multi Int and Multi Text; allows for the creation of multiple int, floats and string storage and output from a single node." + }, + { + "author": "Mohammadreza Mohseni", + "title": "ComfyUI Mohseni Kit", + "id": "mohseni-kit", + "reference": "https://github.com/mohseni-mr/ComfyUI-Mohseni-Kit", + "files": [ + "https://github.com/mohseni-mr/ComfyUI-Mohseni-Kit" + ], + "install_type": "git-clone", + "description": "A collection of useful nodes for ComfyUI, including Float Preview for live image visualization." + }, + { + "author": "BuffMcBigHuge", + "title": "ComfyUI-Zonos", + "reference": "https://github.com/BuffMcBigHuge/ComfyUI-Zonos", + "files": [ + "https://github.com/BuffMcBigHuge/ComfyUI-Zonos" + ], + "install_type": "git-clone", + "description": "TTS with Zyphra Zonos" + }, + { + "author": "BuffMcBigHuge", + "title": "ComfyUI-Google-AI-Studio", + "reference": "https://github.com/BuffMcBigHuge/ComfyUI-Google-AI-Studio", + "files": [ + "https://github.com/BuffMcBigHuge/ComfyUI-Google-AI-Studio" + ], + "install_type": "git-clone", + "description": "Google AI Studio by BuffMcBigHuge" + }, + { + "author": "BahaC", + "title": "ComfyUI Zonos TTS Node", + "reference": "https://github.com/BahaC/ComfyUI-ZonosTTS", + "files": [ + "https://github.com/BahaC/ComfyUI-ZonosTTS" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that brings Zonos Text-to-Speech capabilities to your workflows, featuring high-quality speech synthesis and voice cloning." + }, + { + "author": "dzqdzq", + "title": "ComfyUI-crop-alpha", + "reference": "https://github.com/dzqdzq/ComfyUI-crop-alpha", + "files": [ + "https://github.com/dzqdzq/ComfyUI-crop-alpha" + ], + "install_type": "git-clone", + "description": "Automatic cropping of transparent areas to prevent images from being too large, while also supporting resizing to prevent image dimensions from being too large." + }, + { + "author": "bbtaivi", + "title": "AIV ComfyUI Node", + "reference": "https://github.com/bbtaivi/ComfyUI-Aiv-Param", + "files": [ + "https://github.com/bbtaivi/ComfyUI-Aiv-Param" + ], + "install_type": "git-clone", + "description": "Used to convert workflow node settings into AIV mini-program parameters." + }, + { + "author": "PrunaAI", + "title": "Pruna nodes for ComfyUI", + "reference": "https://github.com/PrunaAI/ComfyUI_pruna", + "files": [ + "https://github.com/PrunaAI/ComfyUI_pruna" + ], + "install_type": "git-clone", + "description": "This repository explains how to accelerate image generation in ComfyUI using Pruna, an inference optimization engine that makes AI models faster, smaller, cheaper, and greener. ComfyUI is a popular node-based GUI for image generation models, for which we provide a custom compilation node that accelerates Stable Diffusion (SD) and Flux inference, while preserving output quality." + }, + { + "author": "Hellfiredragon", + "title": "comfyui-image-manipulation", + "reference": "https://github.com/Hellfiredragon/comfyui-image-manipulation", + "files": [ + "https://github.com/Hellfiredragon/comfyui-image-manipulation" + ], + "install_type": "git-clone", + "description": "Custom nodes to manipulate images in ComfyUI" + }, + { + "author": "lunarring", + "title": "bitalino_comfy", + "reference": "https://github.com/lunarring/bitalino_comfy", + "files": [ + "https://github.com/lunarring/bitalino_comfy" + ], + "install_type": "git-clone", + "description": "A package implementing a Bitalino device ComfyUI custom node." + }, + { + "author": "AIDC-AI", + "title": "ComfyUI-Copilot", + "id": "ComfyUI-Copilot", + "reference": "https://github.com/AIDC-AI/ComfyUI-Copilot", + "files": [ + "https://github.com/AIDC-AI/ComfyUI-Copilot" + ], + "install_type": "git-clone", + "description": "Your Intelligent Assistant for Comfy-UI." + }, + { + "author": "attashe", + "title": "ComfyUI-FluxRegionAttention", + "reference": "https://github.com/attashe/ComfyUI-FluxRegionAttention", + "files": [ + "https://github.com/attashe/ComfyUI-FluxRegionAttention" + ], + "install_type": "git-clone", + "description": "Implement Region Attention for Flux model. Add node RegionAttention that takes a regions - mask + condition, mask could be set from comfyui masks or bbox in FluxRegionBBOX node.\nThis code is not optimized and has a memory leak. If you caught a OOM just try run a query againg - works on my RTX3080. For generation it uses a usual prompt that have influence to all picture and a regions that have their own prompts.\nBase prompt good for setup background and style of image. This is train-free technique and results not always stable - sometimes need to try several seeds or change prompt." + }, + { + "author": "yas-ponotech", + "title": "ComfyUI-Stability-AI-API", + "reference": "https://github.com/yhayano-ponotech/comfyui-stability-ai-api", + "files": [ + "https://github.com/yhayano-ponotech/comfyui-stability-ai-api" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for using the Stability AI API in ComfyUI." + }, + { + "author": "HJH-AILab", + "title": "ComfyUI_StableAnimator", + "reference": "https://github.com/HJH-AILab/ComfyUI_StableAnimator", + "files": [ + "https://github.com/HJH-AILab/ComfyUI_StableAnimator" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for StableAnimator" + }, + { + "author": "HJH-AILab", + "title": "ComfyUI_CosyVoice2", + "reference": "https://github.com/HJH-AILab/ComfyUI_CosyVoice2", + "files": [ + "https://github.com/HJH-AILab/ComfyUI_CosyVoice2" + ], + "install_type": "git-clone", + "description": "A wrapper of [a/CosyVoice2](https://github.com/FunAudioLLM/CosyVoice/)'s ComfyUI custom_nodes" + }, + { + "author": "HJH-AILab", + "title": "ComfyUI_Facefusion", + "reference": "https://github.com/HJH-AILab/ComfyUI_Facefusion", + "files": [ + "https://github.com/HJH-AILab/ComfyUI_Facefusion" + ], + "install_type": "git-clone", + "description": "a [a/Facefusion](https://github.com/facefusion/facefusion)'s wrapper for ComfyUI custom node." + }, + { + "author": "Easymode-ai", + "title": "ComfyUI-ShadowR", + "reference": "https://github.com/Easymode-ai/ComfyUI-ShadowR", + "files": [ + "https://github.com/Easymode-ai/ComfyUI-ShadowR" + ], + "install_type": "git-clone", + "description": "ComfyUI [a/movingforward100/Shadow_R](https://github.com/movingforward100/Shadow_R) Wrapper" + }, + { + "author": "Easymode-ai", + "title": "ComfyUI-BPT", + "reference": "https://github.com/Easymode-ai/ComfyUI-BPT", + "files": [ + "https://github.com/Easymode-ai/ComfyUI-BPT" + ], + "install_type": "git-clone", + "description": "Comfyui [a/BPT](https://github.com/whaohan/bpt) Wrapper (Trimesh in/out connections)" + }, + { + "author": "Easymode-ai", + "title": "FlexPainter ComfyUI Wrapper", + "reference": "https://github.com/Easymode-ai/ComfyUI-FlexPainter", + "files": [ + "https://github.com/Easymode-ai/ComfyUI-FlexPainter" + ], + "install_type": "git-clone", + "description": "ComfyUI FlexPainter Wrapper" + }, + { + "author": "GamingDaveUk", + "title": "Daves Nodes", + "id": "davesnodes", + "reference": "https://github.com/GamingDaveUk/daves_nodes", + "files": [ + "https://github.com/GamingDaveUk/daves_nodes" + ], + "install_type": "git-clone", + "description": "Nodes that I needed but couldnt find, so ended up making." + }, + { + "author": "chenlongming", + "title": "ComfyUI_Spectral", + "reference": "https://github.com/chenlongming/ComfyUI_Spectral", + "files": [ + "https://github.com/chenlongming/ComfyUI_Spectral" + ], + "install_type": "git-clone", + "description": "ComfyUI Spectral is a ComfyUI custom nodes library based on the spectral, mainly used for visual processing of spectral files" + }, + { + "author": "Chengym2023", + "title": "ComfyUI-DeepSeek_Online", + "reference": "https://github.com/Chengym2023/ComfyUI-DeepSeek_Online", + "files": [ + "https://github.com/Chengym2023/ComfyUI-DeepSeek_Online" + ], + "install_type": "git-clone", + "description": "NODES: SiliconCloudReasoning, DeepSeekOnline" + }, + { + "author": "gitmylo", + "title": "Audio nodes", + "reference": "https://github.com/gitmylo/ComfyUI-audio-nodes", + "files": [ + "https://github.com/gitmylo/ComfyUI-audio-nodes" + ], + "install_type": "git-clone", + "description": "Various nodes related to audio." + }, + { + "author": "aicuai", + "title": "aicu-comfyui-stability-ai-api", + "reference": "https://github.com/aicuai/aicu-comfyui-stability-ai-api", + "files": [ + "https://github.com/aicuai/aicu-comfyui-stability-ai-api" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes for Stability AI API which supports SD3.0 and 3.5." + }, + { + "author": "aicuai", + "title": "comfyui-save-image-watermark", + "reference": "https://github.com/aicuai/comfyui-save-image-watermark", + "files": [ + "https://github.com/aicuai/comfyui-save-image-watermark" + ], + "install_type": "git-clone", + "description": "Save images with visible watermarks (logo/text), invisible watermarks (LSB steganography), and metadata embedding. Supports PNG/JPEG/WebP with browser download." + }, + { + "author": "benda1989", + "title": "GKK·CosyVoice", + "reference": "https://github.com/benda1989/CosyVoice2_ComfyUI", + "files": [ + "https://github.com/benda1989/CosyVoice2_ComfyUI" + ], + "install_type": "git-clone", + "description": "a plugin of ComfyUI for CosyVoice2" + }, + { + "author": "benda1989", + "title": "GKK·Sonic", + "reference": "https://github.com/benda1989/Sonic_ComfyUI", + "files": [ + "https://github.com/benda1989/Sonic_ComfyUI" + ], + "install_type": "git-clone", + "description": "a plugin of ComfyUI for Long Sonic" + }, + { + "author": "morgan55555", + "title": "ComfyUI Lock Mode", + "reference": "https://github.com/morgan55555/comfyui-lock-mode", + "files": [ + "https://github.com/morgan55555/comfyui-lock-mode" + ], + "install_type": "git-clone", + "description": "Lock Mode feature for ComfyUI. Make simple no-code UI easily." + }, + { + "author": "pathway8-sudo", + "title": "ComfyUI-Pathway-CutPNG-Node", + "reference": "https://github.com/pathway8-sudo/ComfyUI-Pathway-CutPNG-Node", + "files": [ + "https://github.com/pathway8-sudo/ComfyUI-Pathway-CutPNG-Node" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node that uses BRIA RMBG v1.4 for background removal and PNG cutting." + }, + { + "author": "crave33", + "title": "RenesStuffDanboruTagGet", + "reference": "https://github.com/crave33/RenesStuffDanbooruTagGet", + "files": [ + "https://github.com/crave33/RenesStuffDanbooruTagGet" + ], + "install_type": "git-clone", + "description": "generate tags / prompt from danboru image_id input" + }, + { + "author": "MeeeyoAI", + "title": "ComfyUI_StringOps", + "reference": "https://github.com/MeeeyoAI/ComfyUI_StringOps", + "files": [ + "https://github.com/MeeeyoAI/ComfyUI_StringOps" + ], + "install_type": "git-clone", + "description": "StringOps is a versatile text processing toolkit built for ComfyUI's node-based workflows" + }, + { + "author": "Pablerdo", + "title": "ComfyUI-MultiCutAndDrag", + "reference": "https://github.com/Pablerdo/ComfyUI-MultiCutAndDrag", + "files": [ + "https://github.com/Pablerdo/ComfyUI-MultiCutAndDrag" + ], + "install_type": "git-clone", + "description": "Cut and and drag that allows you to cut and drag multiple images on a path" + }, + { + "author": "Pablerdo", + "title": "ComfyUI-ZeptaframePromptMerger", + "reference": "https://github.com/Pablerdo/ComfyUI-ZeptaframePromptMerger", + "files": [ + "https://github.com/Pablerdo/ComfyUI-ZeptaframePromptMerger" + ], + "install_type": "git-clone", + "description": "Custom node that merges general and subject-specific prompts" + }, + { + "author": "Pablerdo", + "title": "ComfyUI-ResizeZeptaPayload", + "reference": "https://github.com/Pablerdo/ComfyUI-ResizeZeptaPayload", + "files": [ + "https://github.com/Pablerdo/ComfyUI-ResizeZeptaPayload" + ], + "install_type": "git-clone", + "description": "Resize a batch of trajectories or images" + }, + { + "author": "Pablerdo", + "title": "Stable Virtual Camera", + "reference": "https://github.com/Pablerdo/ComfyUI-StableVirtualCameraWrapper", + "files": [ + "https://github.com/Pablerdo/ComfyUI-StableVirtualCameraWrapper" + ], + "install_type": "git-clone", + "description": "Generative View Synthesis with Diffusion Models" + }, + { + "author": "orange90", + "title": " ComfyUI-Regex-Runner", + "id": "comfyui-regex-runner", + "reference": "https://github.com/orange90/ComfyUI-Regex-Runner", + "files": [ + "https://github.com/orange90/ComfyUI-Regex-Runner" + ], + "install_type": "git-clone", + "description": "This is a node to run regex for strings." + }, + { + "author": "SirWillance", + "title": "FoW - Light", + "id": "fow-suite-light", + "reference": "https://github.com/SirWillance/FoW_Suite_LIGHT", + "files": [ + "https://github.com/SirWillance/FoW_Suite_LIGHT" + ], + "install_type": "git-clone", + "description": "A Beginner-friendly Node Suite for prompt refinement in ComfyUI, including custom nodes for weighting, splitting, combining, catalogues, and the PromptRefiner for a simple prompt interface. For more info, join me on https://www.twitch.tv/sirwillance. Be one of the first 50 followers to get a FREE upgrade to the Standard Tier!" + }, + { + "author": "KAVVATARE", + "title": " ComfyUI-Light-N-Color", + "reference": "https://github.com/KAVVATARE/ComfyUI-Light-N-Color", + "files": [ + "https://github.com/KAVVATARE/ComfyUI-Light-N-Color" + ], + "install_type": "git-clone", + "description": "ComfyUI node that adds Brightness, RGB channels, and Depth of Field to AI-generated image" + }, + { + "author": "KAVVATARE", + "title": "RightEyeDisparity", + "reference": "https://github.com/KAVVATARE/ComfyUI_RightEyeDisparity", + "files": [ + "https://github.com/KAVVATARE/ComfyUI_RightEyeDisparity" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node for generating right eye disparity for VR videos" + }, + { + "author": "KAVVATARE", + "title": "ComfyUI_SimpleGoogleTranslate", + "reference": "https://github.com/KAVVATARE/ComfyUI_SimpleGoogleTranslate", + "files": [ + "https://github.com/KAVVATARE/ComfyUI_SimpleGoogleTranslate" + ], + "install_type": "git-clone", + "description": "Minimal and easy-to-use Google Translate text node for ComfyUI using the googletrans library with automatic language detection and full language support. (Description by CC)" + }, + { + "author": "fat-tire", + "title": "ComfyUI Unified Media Suite", + "reference": "https://github.com/fat-tire/comfyui-unified-media-suite", + "files": [ + "https://github.com/fat-tire/comfyui-unified-media-suite" + ], + "install_type": "git-clone", + "description": "Lightweight [a/PyAV](https://pypi.org/project/av/)-powered ComfyUI nodes to load/save multimedia." + }, + { + "author": "ajbergh", + "title": "comfyui-ethnicity_hairstyle_clip_encoder", + "reference": "https://github.com/ajbergh/comfyui-ethnicity_hairstyle_clip_encoder", + "files": [ + "https://github.com/ajbergh/comfyui-ethnicity_hairstyle_clip_encoder" + ], + "install_type": "git-clone", + "description": "This ComfyUI custom node enhances the standard CLIP text encoding functionality by integrating ethnicity and hairstyle selection into the positive prompt. Designed to work seamlessly with ComfyUI, this node allows you to influence the conditioning process by dynamically appending descriptive modifiers. Users can choose a specific ethnicity or hairstyle, or opt for a 'random' selection that picks an option from a predefined CSV list." + }, + { + "author": "moose-lab", + "title": "ComfyUI-GPT", + "reference": "https://github.com/moose-lab/ComfyUI-GPT", + "files": [ + "https://github.com/moose-lab/ComfyUI-GPT" + ], + "install_type": "git-clone", + "description": "Help comfy deisgner develope custom nodes by foreground GUI without any coding knowledge, complementing the workflow what you design with LLM automatically" + }, + { + "author": "zichongc", + "title": "ComfyUI-Attention-Distillation", + "reference": "https://github.com/zichongc/ComfyUI-Attention-Distillation", + "files": [ + "https://github.com/zichongc/ComfyUI-Attention-Distillation" + ], + "install_type": "git-clone", + "description": "Non-native [a/AttentionDistillation](https://github.com/xugao97/AttentionDistillation) for ComfyUI.\nOfficial ComfyUI demo for the paper AttentionDistillation, implemented as an extension of ComfyUI. Note that this extension incorporates AttentionDistillation using diffusers." + }, + { + "author": "PanicTitan", + "title": "ComfyUI-Fooocus-V2-Expansion", + "reference": "https://github.com/PanicTitan/ComfyUI-Fooocus-V2-Expansion", + "files": [ + "https://github.com/PanicTitan/ComfyUI-Fooocus-V2-Expansion" + ], + "install_type": "git-clone", + "description": "Adaptation of Fooocus Prompt Expansion for ComfyUI\nForked from [a/ComfyUI-Prompt-Expansion](https://github.com/meap158/ComfyUI-Prompt-Expansion) with some updates and changes based on original Fooocus, to be more specific [a/expansion.py](https://github.com/lllyasviel/Fooocus/blob/main/extras/expansion.py) and [a/LykosAI - GPT-Prompt-Expansion-Fooocus-v2](https://huggingface.co/LykosAI/GPT-Prompt-Expansion-Fooocus-v2)" + }, + { + "author": "panic-titan", + "title": "ComfyUI-Gallery", + "reference": "https://github.com/PanicTitan/ComfyUI-Gallery", + "files": [ + "https://github.com/PanicTitan/ComfyUI-Gallery" + ], + "install_type": "git-clone", + "description": "Real-time Gallery for ComfyUI with image metadata inspection. Support for images and video." + }, + { + "author": "maximclouser", + "title": "ComfyUI-InferenceTimeScaling", + "reference": "https://github.com/YRIKKA/ComfyUI-InferenceTimeScaling", + "files": [ + "https://github.com/YRIKKA/ComfyUI-InferenceTimeScaling" + ], + "install_type": "git-clone", + "description": "Inference-time techniques to enhance diffusion-based image generation quality through random search and zero-order optimization algorithms" + }, + { + "author": "marawan206", + "title": "Face Cropper Node (2:3 Ratio)", + "reference": "https://github.com/marawan206/ComfyUI-FaceCropper", + "files": [ + "https://github.com/marawan206/ComfyUI-FaceCropper" + ], + "install_type": "git-clone", + "description": "The Face Cropper Node (MarwanFaceCropping) is a custom image processing node designed for ComfyUI. It takes an input image and crops it to a 2:3 aspect ratio, ensuring that most of the subject remains in the frame while maintaining the correct proportions." + }, + { + "author": "JiSenHua", + "title": "ComfyUI-TD", + "id": "touchdesigner", + "reference": "https://github.com/JiSenHua/ComfyUI-TD", + "files": [ + "https://github.com/JiSenHua/ComfyUI-TD" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI designed to facilitate the real-time transmission of rendered images, videos, or 3D models to TouchDesigner." + }, + { + "author": "InceptionsAI", + "title": "ComfyUI-RunComfy-Helper", + "reference": "https://github.com/InceptionsAI/ComfyUI-RunComfy-Helper", + "files": [ + "https://github.com/InceptionsAI/ComfyUI-RunComfy-Helper" + ], + "install_type": "git-clone", + "description": "Helper nodes for [a/RunComfy](https://www.runcomfy.com)" + }, + { + "author": "fluffydiveX", + "title": "ComfyUI-hvBlockswap", + "reference": "https://github.com/fluffydiveX/ComfyUI-hvBlockswap", + "files": [ + "https://github.com/fluffydiveX/ComfyUI-hvBlockswap" + ], + "install_type": "git-clone", + "description": "It is a simple HunyuanVideo block swap node for ComfyUI native nodes." + }, + { + "author": "keit", + "title": "ComfyUI-Image-Toolkit", + "id": "comfyui-image-toolkit", + "reference": "https://github.com/keit0728/ComfyUI-Image-Toolkit", + "files": [ + "https://github.com/keit0728/ComfyUI-Image-Toolkit" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for image processing." + }, + { + "author": "keit", + "title": "ComfyUI-musubi-tuner", + "reference": "https://github.com/keit0728/ComfyUI-musubi-tuner", + "files": [ + "https://github.com/keit0728/ComfyUI-musubi-tuner" + ], + "install_type": "git-clone", + "description": "This is a custom node that allows you to run musubi-tuner from ComfyUI." + }, + { + "author": "Mango1010", + "title": "Mango Node Pack", + "id": "MangoNodePack", + "reference": "https://github.com/mang01010/MangoNodePack", + "files": [ + "https://github.com/mang01010/MangoNodePack" + ], + "install_type": "git-clone", + "description": "Node pack designed to save images with metadata supported by Civitai." + }, + { + "author": "0xRavenBlack", + "title": "ComfyUI-OOP", + "reference": "https://github.com/0xRavenBlack/ComfyUI-OOP", + "files": [ + "https://github.com/0xRavenBlack/ComfyUI-OOP" + ], + "install_type": "git-clone", + "description": "ComfyUI Node to create Object-Oriented Prompts" + }, + { + "author": "Legorobotdude", + "title": "ComfyUI-VariationLab", + "reference": "https://github.com/Legorobotdude/ComfyUI-VariationLab", + "files": [ + "https://github.com/Legorobotdude/ComfyUI-VariationLab" + ], + "install_type": "git-clone", + "description": "Helps explore different parameters quickly" + }, + { + "author": "lthero", + "title": "ComfyUI-GaussianShadingWatermark", + "reference": "https://github.com/lthero-big/ComfyUI-GaussianShadingWatermark", + "files": [ + "https://github.com/lthero-big/ComfyUI-GaussianShadingWatermark" + ], + "install_type": "git-clone", + "description": "Add invisible watermark to images to protect your images" + }, + { + "author": "JohanK66", + "title": "ComfyUI WebhookImage", + "reference": "https://github.com/JohanK66/ComfyUI-WebhookImage", + "files": [ + "https://github.com/JohanK66/ComfyUI-WebhookImage" + ], + "install_type": "git-clone", + "description": "This package provides a custom node to ComfyUI to send a message and image by means of a webhook" + }, + { + "author": "mr7thing", + "title": "Circle Pattern Processor for ComfyUI", + "reference": "https://github.com/mr7thing/circle_pattern_processor", + "files": [ + "https://github.com/mr7thing/circle_pattern_processor" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that can detect circular patterns in an image and generate a standardized circular output." + }, + { + "author": "TheWhykiki", + "title": "Whykiki ComfyUI Toolset", + "reference": "https://github.com/TheWhykiki/Whykiki-ComfyUIToolset", + "files": [ + "https://github.com/TheWhykiki/Whykiki-ComfyUIToolset" + ], + "install_type": "git-clone", + "description": "A collection of useful nodes for ComfyUI that provide various workflow enhancements." + }, + { + "author": "justin-vt", + "title": "ComfyUI-brushstrokes", + "reference": "https://github.com/justin-vt/ComfyUI-brushstrokes", + "files": [ + "https://github.com/justin-vt/ComfyUI-brushstrokes" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that applies painterly/brush-stroke effects to images, using either ImageMagick (Wand) or G'MIC (gmic-py) under the hood." + }, + { + "author": "pxl-pshr", + "title": "GlitchNodes", + "reference": "https://github.com/pxl-pshr/GlitchNodes", + "files": [ + "https://github.com/pxl-pshr/GlitchNodes" + ], + "install_type": "git-clone", + "description": "GlitchNodes is a collection of image processing nodes designed for ComfyUI that specializes in creating glitch art and retro effects." + }, + { + "author": "ZYK-AI", + "title": "ComfyUI-YK Line loading", + "id": "ComfyUI-YK_Line loading", + "reference": "https://github.com/sittere/ComfyUI-YK_Line-loading", + "files": [ + "https://github.com/sittere/ComfyUI-YK_Line-loading" + ], + "install_type": "git-clone", + "description": "Plugin that implements world automatic typesetting and outputs only one paragraph of text" + }, + { + "author": "Jerome Bacquet", + "title": "ComfyUI XenoFlow", + "id": "XenoFlow", + "reference": "https://github.com/jerome7562/ComfyUI-XenoFlow", + "files": [ + "https://github.com/jerome7562/ComfyUI-XenoFlow" + ], + "install_type": "git-clone", + "description": "Implementation of Instance nodes, Replicate nodes, and standard Save UI to improve the workflow into ComfyUI." + }, + { + "author": "chenpipi0807", + "title": "PIP Artistic Words for ComfyUI", + "reference": "https://github.com/chenpipi0807/PIP_ArtisticWords", + "files": [ + "https://github.com/chenpipi0807/PIP_ArtisticWords" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI extension node that allows you to add various exquisite artistic text effects to your images, supporting a wide range of text styles and effects." + }, + { + "author": "chenpipi0807", + "title": "ComfyUI NSFW Filter", + "reference": "https://github.com/chenpipi0807/ComfyUI_NSFW_Godie", + "files": [ + "https://github.com/chenpipi0807/ComfyUI_NSFW_Godie" + ], + "install_type": "git-clone", + "description": "A simple and effective ComfyUI custom node for filtering inappropriate text content, automatically detecting and replacing prohibited words while preserving the original format." + }, + { + "author": "chenpipi0807", + "title": "ComfyUI-Index-TTS", + "reference": "https://github.com/chenpipi0807/ComfyUI-Index-TTS", + "files": [ + "https://github.com/chenpipi0807/ComfyUI-Index-TTS" + ], + "install_type": "git-clone", + "description": "NODES: An industrial-grade zero-shot text-to-speech synthesis system with a ComfyUI interface." + }, + { + "author": "chenpipi0807", + "title": "Comfyui-CustomizeTextEncoder-Qwen-image", + "reference": "https://github.com/chenpipi0807/Comfyui-CustomizeTextEncoder-Qwen-image", + "files": [ + "https://github.com/chenpipi0807/Comfyui-CustomizeTextEncoder-Qwen-image" + ], + "install_type": "git-clone", + "description": "The official ComfyUI TextEncodeQwenImageEdit node simplifies prompt engineering. This node supports custom system prompts to enhance flexibility." + }, + { + "author": "ifmylove2011", + "title": "comfyui-missed-tool", + "reference": "https://github.com/ifmylove2011/comfyui-missed-tool", + "files": [ + "https://github.com/ifmylove2011/comfyui-missed-tool" + ], + "install_type": "git-clone", + "description": "NODES: TrimBG, TrimBG Advanced, Image Queue Loader, Load Image Alpha.\nA few tools for ComfyUI, perhaps it's exactly what you need." + }, + { + "author": "illuminatianon", + "title": "CSV Wildcard Node for ComfyUI", + "reference": "https://github.com/illuminatianon/comfyui-csvwildcards", + "files": [ + "https://github.com/illuminatianon/comfyui-csvwildcards" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides dynamic text substitution using wildcards and CSV files. Perfect for creating varied prompts with consistent relationships between terms." + }, + { + "author": "illuminatianon", + "title": "comfyui-lumi-tools", + "reference": "https://github.com/illuminatianon/comfyui-lumi-tools", + "files": [ + "https://github.com/illuminatianon/comfyui-lumi-tools" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node pack by Lumi." + }, + { + "author": "finegrain", + "title": "comfyui-finegrain", + "reference": "https://github.com/finegrain-ai/comfyui-finegrain", + "files": [ + "https://github.com/finegrain-ai/comfyui-finegrain" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to interact with the Finegrain API." + }, + { + "author": "Diohim", + "title": "ComfyUI Unusual Tools", + "reference": "https://github.com/Diohim/ComfyUI-Unusual-Tools", + "files": [ + "https://github.com/Diohim/ComfyUI-Unusual-Tools" + ], + "install_type": "git-clone", + "description": "A collection of unusual but useful image processing nodes for ComfyUI." + }, + { + "author": "penposs", + "title": "ComfyUI Gemini Pro Node", + "reference": "https://github.com/penposs/ComfyUI_Gemini_Pro", + "files": [ + "https://github.com/penposs/ComfyUI_Gemini_Pro" + ], + "install_type": "git-clone", + "description": "This is a Google Gemini Pro API integration node for ComfyUI, supporting text, image, video, and audio inputs." + }, + { + "author": "penposs", + "title": "Comfyui_wan_api", + "reference": "https://github.com/penposs/Comfyui_wan_api", + "files": [ + "https://github.com/penposs/Comfyui_wan_api" + ], + "install_type": "git-clone", + "description": "Free trial of Tongyi Wanxiang wan2.1 model, this is a batch implementation of wan2.1 API, providing batch processing for your short video production." + }, + { + "author": "penposs", + "title": "Comfyui-banana2", + "reference": "https://github.com/penposs/Comfyui-banana2", + "files": [ + "https://github.com/penposs/Comfyui-banana2" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI using Google's Gemini 2.5 Flash Image and Gemini 3 Pro Image Preview APIs to generate images with resolution scaling for 1K, 2K, 4K, 8K. (Description by CC)" + }, + { + "author": "cardenluo", + "title": "ComfyUI-Apt_Preset", + "reference": "https://github.com/cardenluo/ComfyUI-Apt_Preset", + "files": [ + "https://github.com/cardenluo/ComfyUI-Apt_Preset" + ], + "install_type": "git-clone", + "description": "ComfyUI Preset Manager, supporting various preset templates and workflow management" + }, + { + "author": "Holasyb918", + "title": "Ghost2_Comfyui", + "reference": "https://github.com/Holasyb918/Ghost2_Comfyui", + "files": [ + "https://github.com/Holasyb918/Ghost2_Comfyui" + ], + "install_type": "git-clone", + "description": "ComfyUI adaptation of [a/GHOST 2.0](https://github.com/ai-forever/ghost-2.0)." + }, + { + "author": "mit-han-lab", + "title": "ComfyUI-nunchaku", + "reference": "https://github.com/nunchaku-tech/ComfyUI-nunchaku", + "files": [ + "https://github.com/nunchaku-tech/ComfyUI-nunchaku" + ], + "install_type": "git-clone", + "description": "Nunchaku ComfyUI Node. Nunchaku is the inference that supports SVDQuant. SVDQuant is a new post-training training quantization paradigm for diffusion models, which quantize both the weights and activations of FLUX.1 to 4 bits, achieving 3.5× memory and 8.7× latency reduction on a 16GB laptop 4090 GPU. See more details: https://github.com/mit-han-lab/nunchaku" + }, + { + "author": "Nikosis", + "title": "ComfyUI-Nikosis-Nodes", + "reference": "https://github.com/Nikosis/ComfyUI-Nikosis-Nodes", + "files": [ + "https://github.com/Nikosis/ComfyUI-Nikosis-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: Aspect Ratio, Prompt Multiple Styles Selector, Text Concatenate" + }, + { + "author": "Nikosis", + "title": "ComfyUI-Nikosis-Preprocessors", + "reference": "https://github.com/Nikosis/ComfyUI-Nikosis-Preprocessors", + "files": [ + "https://github.com/Nikosis/ComfyUI-Nikosis-Preprocessors" + ], + "install_type": "git-clone", + "description": "Nodes: DepthAnything v2, LineArt, PyraCanny, Sketch" + }, + { + "author": "vadimcro", + "title": "VKRiez-Edge", + "reference": "https://github.com/vadimcro/VKRiez-Edge", + "files": [ + "https://github.com/vadimcro/VKRiez-Edge" + ], + "install_type": "git-clone", + "description": "A collection of advanced edge detection nodes for ComfyUI that generate high-quality edge maps / contours for usage with ControlNet Canny / Anyline guidance." + }, + { + "author": "Duanyll", + "title": "Duanyll Nodepack", + "reference": "https://github.com/Duanyll/duanyll_nodepack", + "files": [ + "https://github.com/Duanyll/duanyll_nodepack" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "irreveloper", + "title": "ComfyUI-DSD", + "reference": "https://github.com/irreveloper/ComfyUI-DSD", + "files": [ + "https://github.com/irreveloper/ComfyUI-DSD" + ], + "install_type": "git-clone", + "description": "An Unofficial ComfyUI custom node package that integrates [a/Diffusion Self-Distillation (DSD)](https://github.com/primecai/diffusion-self-distillation) for zero-shot customized image generation.\nDSD is a model for subject-preserving image generation that allows you to create images of a specific subject in novel contexts without per-instance tuning." + }, + { + "author": "HannibalP", + "title": "comfyui-HannibalPack", + "reference": "https://github.com/HannibalP/comfyui-HannibalPack", + "files": [ + "https://github.com/HannibalP/comfyui-HannibalPack" + ], + "install_type": "git-clone", + "description": "This node improves the merging of LoRA for movements and physical resemblance when adding multiple LoRA to a model." + }, + { + "author": "xingBaGan", + "title": "ComfyUI-connect-ui", + "reference": "https://github.com/xingBaGan/ComfyUI-connect-ui", + "files": [ + "https://github.com/xingBaGan/ComfyUI-connect-ui" + ], + "install_type": "git-clone", + "description": "Real-time image transfer between client and server Base64 image encoding/decoding support Supports PNG image format Includes a floating preview window for received images Preview window has minimize/maximize functionality" + }, + { + "author": "iDAPPA", + "title": "AMD GPU Monitor for ComfyUI", + "reference": "https://github.com/iDAPPA/ComfyUI-AMDGPUMonitor", + "files": [ + "https://github.com/iDAPPA/ComfyUI-AMDGPUMonitor" + ], + "install_type": "git-clone", + "description": "A simple, lightweight AMD GPU monitoring tool for ComfyUI that displays real-time information about your AMD GPU directly in the UI." + }, + { + "author": "roundyyy", + "title": "Mesh Simplifier for ComfyUI", + "reference": "https://github.com/roundyyy/ComfyUI-mesh-simplifier", + "files": [ + "https://github.com/roundyyy/ComfyUI-mesh-simplifier" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that implements mesh simplification with texture preservation using PyMeshLab. This node allows you to reduce the complexity of 3D meshes while preserving visual quality, and is compatible with ComfyUI-3D-Pack's mesh format." + }, + { + "author": "orssorbit", + "title": "ComfyUI-wanBlockswap", + "reference": "https://github.com/orssorbit/ComfyUI-wanBlockswap", + "files": [ + "https://github.com/orssorbit/ComfyUI-wanBlockswap" + ], + "install_type": "git-clone", + "description": "This is a simple Wan block swap node for ComfyUI native nodes, works by swapping upto 40 blocks to the CPU to reduce VRAM." + }, + { + "author": "joreyaesh", + "title": "ComfyUI Scroll Over Textarea", + "reference": "https://github.com/joreyaesh/comfyui_scroll_over_textarea", + "files": [ + "https://github.com/joreyaesh/comfyui_scroll_over_textarea" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension to allow textarea elements to be scrolled over. Useful when using a trackpad in order to prevent accidental forward/back navigation (two fingers horizontally on a Mac) when scrolling around the UI." + }, + { + "author": "joreyaesh", + "title": "ComfyUI Touchpad Scroll Controller", + "reference": "https://github.com/joreyaesh/comfyui_touchpad_scroll_controller.enableTouchpadScroll", + "files": [ + "https://github.com/joreyaesh/comfyui_touchpad_scroll_controller.enableTouchpadScroll" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that enhances touchpad navigation by redirecting two-finger scrolling over to the canvas, including over textareas. This can prevent accidental back/forward browser navigation when using horizontal touchpad gestures and provides smooth zooming and panning for Mac and other touchpad users." + }, + { + "author": "ali-vilab", + "title": "ComfyUI-ACE_Plus", + "id": "ace_plus", + "reference": "https://github.com/ali-vilab/ACE_plus", + "files": [ + "https://github.com/ali-vilab/ACE_plus" + ], + "install_type": "git-clone", + "description": "Custom nodes for various visual generation and editing tasks using ACE_Plus FFT Model." + }, + { + "author": "chri002", + "title": "ComfyUI_depthMapOperation", + "reference": "https://github.com/chri002/ComfyUI_depthMapOperation", + "files": [ + "https://github.com/chri002/ComfyUI_depthMapOperation" + ], + "description": "A simple set of nodes to generate a point cloud from an image and its depth map, perform transformations and some basic operations.", + "install_type": "git-clone" + }, + { + "author": "Laurent2916", + "title": "comfyui-piq", + "reference": "https://github.com/Laurent2916/comfyui-piq", + "files": [ + "https://github.com/Laurent2916/comfyui-piq" + ], + "description": "PIQ ComfyUI custom nodes", + "install_type": "git-clone" + }, + { + "author": "thezveroboy", + "title": "ComfyUI-CSM-Nodes", + "reference": "https://github.com/thezveroboy/ComfyUI-CSM-Nodes", + "files": [ + "https://github.com/thezveroboy/ComfyUI-CSM-Nodes" + ], + "description": "Custom nodes for ComfyUI implementing the csm model for text-to-speech generation.", + "install_type": "git-clone" + }, + { + "author": "thezveroboy", + "title": "ComfyUI-WAN-ClipSkip", + "reference": "https://github.com/thezveroboy/ComfyUI-WAN-ClipSkip", + "files": [ + "https://github.com/thezveroboy/ComfyUI-WAN-ClipSkip" + ], + "description": "Custom nodes for ComfyUI implementing the csm model for text-to-speech generation.", + "install_type": "git-clone" + }, + { + "author": "thezveroboy", + "title": "ComfyUI_ACE-Step-zveroboy", + "reference": "https://github.com/thezveroboy/ComfyUI_ACE-Step-zveroboy", + "files": [ + "https://github.com/thezveroboy/ComfyUI_ACE-Step-zveroboy" + ], + "description": "I took the original source code from the repository [a/ComfyUI_ACE-Step](https://github.com/billwuhao/ComfyUI_ACE-Step) and modified it to make the model loading explicit instead of hidden.", + "install_type": "git-clone" + }, + { + "author": "thezveroboy", + "title": "ComfyUI Random Image Loader", + "reference": "https://github.com/thezveroboy/comfyui-random-image-loader", + "files": [ + "https://github.com/thezveroboy/comfyui-random-image-loader" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that loads a random image from a specified folder and outputs it in the standard ComfyUI IMAGE format, along with a MASK and the image path as STRING. Images are loaded in their original dimensions." + }, + { + "author": "thezveroboy", + "title": "ComfyUI-LUT", + "reference": "https://github.com/thezveroboy/ComfyUI-lut", + "files": [ + "https://github.com/thezveroboy/ComfyUI-lut" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI for simple LUT file extraction from any image." + }, + { + "author": "thezveroboy", + "title": "comfyui-RandomPromptsZveroboy", + "reference": "https://github.com/thezveroboy/comfyui-RandomPromptsZveroboy", + "files": [ + "https://github.com/thezveroboy/comfyui-RandomPromptsZveroboy" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that fixes an existing node [a/comfyui-dynamicprompts](https://github.com/adieyal/comfyui-dynamicprompts)." + }, + { + "author": "thezveroboy", + "title": "ComfyUI-ClipReshaper", + "reference": "https://github.com/thezveroboy/ComfyUI-ClipReshaper", + "files": [ + "https://github.com/thezveroboy/ComfyUI-ClipReshaper" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to reshape/project Conditioning tensors and ensure SDXL conditioning metadata." + }, + { + "author": "thezveroboy", + "title": "ComfyUI-LoadRandomText", + "reference": "https://github.com/thezveroboy/ComfyUI-LoadRandomText", + "files": [ + "https://github.com/thezveroboy/ComfyUI-LoadRandomText" + ], + "install_type": "git-clone", + "description": "Load Random Text is a ComfyUI node pack that instantly picks a text file from a folder and outputs its contents straight into your workflow." + }, + { + "author": "thezveroboy", + "title": "ComfyUI-klein4-9multiangle", + "reference": "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle", + "files": [ + "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle" + ], + "install_type": "git-clone", + "description": "Klein4&9 MultiAngle Prompt is a ComfyUI node that lets you quickly set the camera angle and distance to the subject in your prompt without typing long descriptions manually." + }, + { + "author": "tatookan", + "title": "comfyui_ssl_gemini_EXP", + "reference": "https://github.com/tatookan/comfyui_ssl_gemini_EXP", + "files": [ + "https://github.com/tatookan/comfyui_ssl_gemini_EXP" + ], + "description": "Calling gemini2.0 at comfyui . The project will continue to organize good APIs!", + "install_type": "git-clone" + }, + { + "author": "atluslin", + "title": "comfyui_arcane_style_trans", + "reference": "https://github.com/atluslin/comfyui_arcane_style_trans", + "files": [ + "https://github.com/atluslin/comfyui_arcane_style_trans" + ], + "description": "ComfyUI's Arcane stylization plugin", + "install_type": "git-clone" + }, + { + "author": "pixelworldai", + "title": "ComfyUI-AlphaFlatten", + "reference": "https://github.com/pixelworldai/ComfyUI-AlphaFlatten", + "files": [ + "https://github.com/pixelworldai/ComfyUI-AlphaFlatten" + ], + "install_type": "git-clone", + "description": "This node takes a batch of images with alpha channels (RGBA format) and combines them into a single image, respecting the transparency of each layer. It's particularly useful for compositing multiple masked elements (like faces) into a single image." + }, + { + "author": "pixelworldai", + "title": "ComfyUI-WorkflowGraphics", + "reference": "https://github.com/pixelworldai/ComfyUI-WorkflowGraphics", + "files": [ + "https://github.com/pixelworldai/ComfyUI-WorkflowGraphics" + ], + "install_type": "git-clone", + "description": "Embed images directly in your workflow JSONs" + }, + { + "author": "CozyMantis (+ Curt-Park)", + "title": "Cozy Human Parser in pure Python", + "id": "humanparser-pure-python", + "reference": "https://github.com/Curt-Park/human-parser-comfyui-node-in-pure-python", + "files": [ + "https://github.com/Curt-Park/human-parser-comfyui-node-in-pure-python" + ], + "install_type": "git-clone", + "description": "It works the same as human-parser-comfyui-node but is implemented in pure Python so that it doesn't require a runtime build for InPlaceABNSync." + }, + { + "author": "ComplexRobot", + "title": "ComfyUI-Simple-VFI", + "reference": "https://github.com/ComplexRobot/ComfyUI-Simple-VFI", + "files": [ + "https://github.com/ComplexRobot/ComfyUI-Simple-VFI" + ], + "install_type": "git-clone", + "description": "Nodes for simple frame interpolation without the use of AI. Uses standard image operations to blend frames together." + }, + { + "author": "Taithrah", + "title": "Fens-Simple-Nodes", + "reference": "https://github.com/Taithrah/ComfyUI_Fens_Simple_Nodes", + "files": [ + "https://github.com/Taithrah/ComfyUI_Fens_Simple_Nodes" + ], + "install_type": "git-clone", + "description": "Simple nodes for ComfyUI - Token Counter - Optimal Empty Latent" + }, + { + "author": "Immac", + "title": "ComfyUI Core Video Nodes", + "reference": "https://github.com/Immac/ComfyUI-CoreVideoMocks", + "files": [ + "https://github.com/Immac/ComfyUI-CoreVideoMocks" + ], + "install_type": "git-clone", + "description": "A mock of a possible implementation of for ComfyUI Core Video Nodes." + }, + { + "author": "kuo6", + "title": "ComfyUI Equirectangular Tools", + "reference": "https://github.com/kukuo6666/ComfyUI-Equirect", + "files": [ + "https://github.com/kukuo6666/ComfyUI-Equirect" + ], + "install_type": "git-clone", + "description": "Tools for processing equirectangular images, supporting conversion from equirectangular format to cubemap." + }, + { + "author": "vahidzxc", + "title": "va-nodes", + "reference": "https://github.com/vahidzxc/va-nodes", + "files": [ + "https://github.com/vahidzxc/va-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI, focusing on improving workflow efficiency and adding new functionality.(work in progress!!!)" + }, + { + "author": "blovett80", + "title": "ComfyUI-PixelDojo", + "reference": "https://github.com/blovett80/ComfyUI-PixelDojo", + "files": [ + "https://github.com/blovett80/ComfyUI-PixelDojo" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for using PixelDojo's Flux API to generate high-quality images directly within ComfyUI workflows." + }, + { + "author": "yasser-baalla", + "title": "comfyUI-SemanticImageFetch", + "reference": "https://github.com/yasser-baalla/comfyUI-SemanticImageFetch", + "files": [ + "https://github.com/yasser-baalla/comfyUI-SemanticImageFetch" + ], + "install_type": "git-clone", + "description": "Create a custom node to select the closest images semantically to an input prompt" + }, + { + "author": "SijieMei", + "title": "ComfyUI-Prompt-History", + "reference": "https://github.com/SijieMei/ComfyUI-promptHistory", + "files": [ + "https://github.com/SijieMei/ComfyUI-promptHistory" + ], + "install_type": "git-clone", + "description": "Save prompt history and reselect" + }, + { + "author": "Tensor-Art", + "title": "ComfyUI_TENSOR_ART", + "reference": "https://github.com/Tensor-Art/ComfyUI_TENSOR_ART", + "files": [ + "https://github.com/Tensor-Art/ComfyUI_TENSOR_ART" + ], + "install_type": "git-clone", + "description": "This project implements a set of custom nodes for ComfyUI, integrating some of the API interfaces provided by [a/TAMS](https://tams.tensor.art/)." + }, + { + "author": "infinigence", + "title": "ComfyUI_Model_Cache", + "reference": "https://github.com/infinigence/ComfyUI_Model_Cache", + "files": [ + "https://github.com/infinigence/ComfyUI_Model_Cache" + ], + "install_type": "git-clone", + "description": "A model cached-loader custom node for ComfyUI." + }, + { + "author": "infinigence", + "title": "ComfyUI-Infinigence-Nodes", + "reference": "https://github.com/infinigence/ComfyUI-Infinigence-Nodes", + "files": [ + "https://github.com/infinigence/ComfyUI-Infinigence-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: DrawTextNode, Qwen2.5VL_api, ..." + }, + { + "author": "zaheenrahman", + "title": "ComfyUI-ColorCorrection", + "reference": "https://github.com/zaheenrahman/ComfyUI-ColorCorrection", + "files": [ + "https://github.com/zaheenrahman/ComfyUI-ColorCorrection" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that performs color correction on clothing in face-swapped images. This node helps maintain the original clothing color when using face swap tools, addressing common color shifts that occur during the face swap process." + }, + { + "author": "CHAOSEA", + "title": "ComfyUI_FaceAlignPaste", + "reference": "https://github.com/CHAOSEA/ComfyUI_FaceAlignPaste", + "files": [ + "https://github.com/CHAOSEA/ComfyUI_FaceAlignPaste" + ], + "install_type": "git-clone", + "description": "Smart Face Alignment and Pasting Node" + }, + { + "author": "RaymondProduction", + "title": "Zerna Pack", + "reference": "https://github.com/RaymondProduction/comfyui-zerna-pack", + "files": [ + "https://github.com/RaymondProduction/comfyui-zerna-pack" + ], + "install_type": "git-clone", + "description": "A set of nodes for batch processing of text and images." + }, + { + "author": "svetozarov", + "title": "AS_LLM_nodes", + "reference": "https://github.com/svetozarov/AS_LLM_nodes", + "files": [ + "https://github.com/svetozarov/AS_LLM_nodes" + ], + "install_type": "git-clone", + "description": "This ComfyUI extension provides custom nodes for working with Google Gemini and OpenAI ChatGPT." + }, + { + "author": "Andro-Meta", + "title": "ComfyUI-Ovis2", + "reference": "https://github.com/Andro-Meta/ComfyUI-Ovis2", + "files": [ + "https://github.com/Andro-Meta/ComfyUI-Ovis2" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node set for integrating [a/Ovis2](https://huggingface.co/AIDC-AI/Ovis2-34B), a powerful multimodal large language model designed to analyze images and videos." + }, + { + "author": "rainlizard", + "title": "Raffle", + "reference": "https://github.com/rainlizard/ComfyUI-Raffle", + "files": [ + "https://github.com/rainlizard/ComfyUI-Raffle" + ], + "install_type": "git-clone", + "description": "A semi-random prompt generator for danbooru tags that works alongside your character prompt, allowing you to put your waifu in many scenarios. (for Illustrious/NoobAI/Pony)" + }, + { + "author": "jupo-ai", + "title": "comfy-ex-tagcomplete", + "id": "comfy-ex-tagcomplete", + "reference": "https://github.com/jupo-ai/comfy-ex-tagcomplete", + "files": [ + "https://github.com/jupo-ai/comfy-ex-tagcomplete" + ], + "install_type": "git-clone", + "description": "tag completer with csv file" + }, + { + "author": "felixszeto", + "title": "ComfyUI-RequestNodes", + "reference": "https://github.com/felixszeto/ComfyUI-RequestNodes", + "files": [ + "https://github.com/felixszeto/ComfyUI-RequestNodes" + ], + "install_type": "git-clone", + "description": "This is a request node tool designed for making HTTP requests (GET/POST) to APIs and viewing the responses. It is useful for API testing and development." + }, + { + "author": "AIExplorer25", + "title": "ComfyUI_AutoDownloadModels", + "reference": "https://github.com/AIExplorer25/ComfyUI_AutoDownloadModels", + "files": [ + "https://github.com/AIExplorer25/ComfyUI_AutoDownloadModels" + ], + "install_type": "git-clone", + "description": "This custom node helps to auto download models from huggingface" + }, + { + "author": "AIExplorer25", + "title": "ComfyUI_ChatGptHelper", + "reference": "https://github.com/AIExplorer25/ComfyUI_ChatGptHelper", + "files": [ + "https://github.com/AIExplorer25/ComfyUI_ChatGptHelper" + ], + "install_type": "git-clone", + "description": "ComfyUI ChatGPT Helper ComfyUI ChatGPT Helper is a custom node extension for ComfyUI that integrates OpenAI's ChatGPT capabilities directly into your ComfyUI workflows. This tool allows for dynamic prompt generation, automated text manipulation, and enhanced interactivity within your AI image generation processes." + }, + { + "author": "AIExplorer25", + "title": "ComfyUI_ImageCaptioner", + "reference": "https://github.com/AIExplorer25/ComfyUI_ImageCaptioner", + "files": [ + "https://github.com/AIExplorer25/ComfyUI_ImageCaptioner" + ], + "install_type": "git-clone", + "description": "This custom node helps to generate cation for images for lora training." + }, + { + "author": "Altair200333", + "title": "Flux Pro Nodes for ComfyUI", + "reference": "https://github.com/Altair200333/ComfyUI_Flux_1.1_PRO", + "files": [ + "https://github.com/Altair200333/ComfyUI_Flux_1.1_PRO" + ], + "install_type": "git-clone", + "description": "This plugin adds a new node to ComfyUI. The node uses the FLUX.1 Fill API to fill in parts of an image." + }, + { + "author": "PiggyDance", + "title": "ComfyUI_OpenCV", + "reference": "https://github.com/PiggyDance/ComfyUI_OpenCV", + "files": [ + "https://github.com/PiggyDance/ComfyUI_OpenCV" + ], + "install_type": "git-clone", + "description": "OpenCV nodes for ComfyUI" + }, + { + "author": "wywywywy", + "title": "ComfyUI Pause Workflow Node", + "reference": "https://github.com/wywywywy/ComfyUI-pause", + "files": [ + "https://github.com/wywywywy/ComfyUI-pause" + ], + "install_type": "git-clone", + "description": "Node to pause a workflow with a continue button" + }, + { + "author": "Semper-Sursum", + "title": "HF-Flux-ComfyUI", + "reference": "https://github.com/Semper-Sursum/HF-Flux-ComfyUI", + "files": [ + "https://github.com/Semper-Sursum/HF-Flux-ComfyUI" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI enables direct integration with Hugging Face Flux models for image generation via API. Users can leverage the power of Flux models like FLUX.1 [schnell] and FLUX.1 [dev] without leaving the ComfyUI environment" + }, + { + "author": "Semper-Sursum", + "title": "ComfyUI-PromptWrapper", + "reference": "https://github.com/clouddreamfly/ComfyUI-PromptWrapper", + "files": [ + "https://github.com/clouddreamfly/ComfyUI-PromptWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for PromptWrapper, Mainly for prompt word translation, Chinese translation into English or English translation into Chinese." + }, + { + "author": "SYaroslavIv", + "title": "SwD Preset Selector for ComfyUI", + "reference": "https://github.com/YaroslavIv/comfyui_swd", + "files": [ + "https://github.com/YaroslavIv/comfyui_swd" + ], + "install_type": "git-clone", + "description": "The SwD Preset Selector is a custom node for ComfyUI that provides a simple way to select predefined SwD configurations." + }, + { + "author": "game4d", + "title": "ComfyUI-BDsInfiniteYou", + "reference": "https://github.com/game4d/ComfyUI-BDsInfiniteYou", + "files": [ + "https://github.com/game4d/ComfyUI-BDsInfiniteYou" + ], + "install_type": "git-clone", + "description": "ComfyUI custom_node for [a/ByteDance's InfiniteYou](https://github.com/bytedance/InfiniteYou)." + }, + { + "author": "hayde0096", + "title": "EasySettingpipes", + "reference": "https://github.com/hayde0096/Comfyui-EasySettingpipes", + "files": [ + "https://github.com/hayde0096/Comfyui-EasySettingpipes" + ], + "install_type": "git-clone", + "description": "Just a Sampler and another settings pipe for comfyui" + }, + { + "author": "orex2121", + "title": "comfyui-OreX", + "reference": "https://github.com/orex2121/comfyui-OreX", + "files": [ + "https://github.com/orex2121/comfyui-OreX" + ], + "install_type": "git-clone", + "description": "comfyui-OreX is a set of nodes for using LLM models via a free API." + }, + { + "author": "zakantonio", + "title": "Avatar Generation Experience", + "reference": "https://github.com/zakantonio/AvatarGen-experience", + "files": [ + "https://github.com/zakantonio/AvatarGen-experience" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that transforms user photos into stylized character avatars." + }, + { + "author": "Gue-e", + "title": "ComfyUI-PanoCard", + "reference": "https://github.com/Gue-e/ComfyUI-PanoCard", + "files": [ + "https://github.com/Gue-e/ComfyUI-PanoCard" + ], + "install_type": "git-clone", + "description": "A plugin application that utilizes ComfyUI to generate 360-degree panoramic images. It primarily works by converting between flat images and equidistant cylindrical projections, stretching flat images into a curved format, and setting regional conditions, while harnessing the power of large models to produce 360-degree panoramic views." + }, + { + "author": "stepfun-ai", + "title": "ComfyUI-StepVideo", + "reference": "https://github.com/stepfun-ai/ComfyUI-StepVideo", + "files": [ + "https://github.com/stepfun-ai/ComfyUI-StepVideo" + ], + "install_type": "git-clone", + "description": "This repository contains ComfyUI custom nodes for StepVideo." + }, + { + "author": "LoveEatCandy", + "title": "COMFYUI-ReplacePartOfImage", + "reference": "https://github.com/LoveEatCandy/COMFYUI-ReplacePartOfImage", + "files": [ + "https://github.com/LoveEatCandy/COMFYUI-ReplacePartOfImage" + ], + "install_type": "git-clone", + "description": "Replace part of an image with another image" + }, + { + "author": "Flow-two", + "title": "ComfyUI-WanStartEndFramesNative", + "reference": "https://github.com/Flow-two/ComfyUI-WanStartEndFramesNative", + "files": [ + "https://github.com/Flow-two/ComfyUI-WanStartEndFramesNative" + ], + "install_type": "git-clone", + "description": "Start and end frames video generation node that supports native ComfyUI." + }, + { + "author": "Creepybits", + "title": "ComfyUI-Creepy_nodes", + "id": "Creepy_nodes", + "reference": "https://github.com/Creepybits/ComfyUI-Creepy_nodes", + "files": [ + "https://github.com/Creepybits/ComfyUI-Creepy_nodes" + ], + "install_type": "git-clone", + "description": "A collection of switch nodes for ComfyUI" + }, + { + "author": "Creepybits", + "title": "Comfyui-Save_To_OneDrive", + "reference": "https://github.com/Creepybits/ComfyUI-Save_To_OneDrive", + "files": [ + "https://github.com/Creepybits/ComfyUI-Save_To_OneDrive" + ], + "install_type": "git-clone", + "description": "Saves images directly to OneDrive using Microsoft's free API service." + }, + { + "author": "ImagineerNL", + "title": "ComfyUI-ToSVG-Potracer", + "reference": "https://github.com/ImagineerNL/ComfyUI-ToSVG-Potracer", + "files": [ + "https://github.com/ImagineerNL/ComfyUI-ToSVG-Potracer" + ], + "install_type": "git-clone", + "description": "ComfyUI node to vectorize 2 color images like logo or text calling the pure Python 'potracer' library for potrace. Requires LATEST VERSION of https://registry.comfy.org/nodes/ComfyUI-ToSVG to_SVG node to save as SVG." + }, + { + "author": "ImagineerNL", + "title": "ComfyUI-IMGNR-Utils", + "reference": "https://github.com/ImagineerNL/ComfyUI-IMGNR-Utils", + "files": [ + "https://github.com/ImagineerNL/ComfyUI-IMGNR-Utils" + ], + "install_type": "git-clone", + "description": "ComfyUI Utility Nodes by Imagineer. 1: Catch and Edit Text; useful for grabbing AI generated prompts which you edit by hand. Doing so mutes the upstream node, improving speed and saving external calls and budget.
    2. Preview Image - No Save: Previews as they should be" + }, + { + "author": "Yushan777", + "title": "ComfyUI-Y7-SBS-2Dto3D", + "reference": "https://github.com/yushan777/ComfyUI-Y7-SBS-2Dto3D", + "files": [ + "https://github.com/yushan777/ComfyUI-Y7-SBS-2Dto3D" + ], + "install_type": "git-clone", + "description": "Convert 2D images and videos to 3D SBS (side-by-side) format" + }, + { + "author": "Yushan777", + "title": "Y7Nodes for ComfyUI", + "id": "y7nodes", + "reference": "https://github.com/yushan777/ComfyUI-Y7Nodes", + "files": [ + "https://github.com/yushan777/ComfyUI-Y7Nodes" + ], + "install_type": "git-clone", + "description": "A collection of utility / quality-of-life nodes for ComfyUI. Probably only useful to me." + }, + { + "author": "bemoregt", + "title": "ComfyUI_CustomNode_Image2Spectrum", + "reference": "https://github.com/bemoregt/ComfyUI_CustomNode_Image2Spectrum", + "files": [ + "https://github.com/bemoregt/ComfyUI_CustomNode_Image2Spectrum" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Node for converting images to frequency spectrum visualizations using FFT" + }, + { + "author": "pnikolic-amd", + "title": "MIGraphX Node for ComfyUI", + "reference": "https://github.com/pnikolic-amd/ComfyUI_MIGraphX", + "files": [ + "https://github.com/pnikolic-amd/ComfyUI_MIGraphX" + ], + "install_type": "git-clone", + "description": "This node enables better performance for Stable Diffusion models, by leveraging AMD MIGraphX, on Navi3 and Navi4 GPUs." + }, + { + "author": "zzubnik", + "title": "TT_TextTools", + "id": "TT_TextTools", + "reference": "https://github.com/zzubnik/TT_TextTools", + "files": [ + "https://github.com/zzubnik/TT_TextTools" + ], + "install_type": "git-clone", + "description": "Custom text tools for helping with multiple prompt generation in ComfyUI. These tools allow more variety than just relying on the randomness of the image generator. You can create related, themed prompts, random each time." + }, + { + "author": "dimtion", + "title": "ComfyUI-Raw-Image", + "reference": "https://github.com/dimtion/comfyui-raw-image", + "files": [ + "https://github.com/dimtion/comfyui-raw-image" + ], + "install_type": "git-clone", + "description": "Comfyui-raw-image provides the ability to load raw image files for ComfyUI" + }, + { + "author": "Zar4X", + "title": "ComfyUI-Batch-Process", + "reference": "https://github.com/Zar4X/ComfyUI-Batch-Process", + "files": [ + "https://github.com/Zar4X/ComfyUI-Batch-Process" + ], + "install_type": "git-clone", + "description": "A collection of nodes for batch processing texts and images in ComfyUI" + }, + { + "author": "Zar4X", + "title": "ComfyUI-Image-Resizing", + "reference": "https://github.com/Zar4X/ComfyUI-Image-Resizing", + "files": [ + "https://github.com/Zar4X/ComfyUI-Image-Resizing" + ], + "install_type": "git-clone", + "description": "Precision dimension control nodes for aspect ratio adjustments and resizing workflows" + }, + { + "author": "WaveSpeedAI", + "title": "wavespeed-comfyui", + "reference": "https://github.com/WaveSpeedAI/wavespeed-comfyui", + "files": [ + "https://github.com/WaveSpeedAI/wavespeed-comfyui" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that allows you to use the WaveSpeed AI API directly in ComfyUI. WaveSpeed AI is a high-performance AI image and video generation service platform offering industry-leading generation speeds. For more information, see [a/WaveSpeed AI Documentation](https://wavespeed.ai/docs)." + }, + { + "author": "hekmon", + "title": "comfyui-checkpoint-extract", + "reference": "https://github.com/hekmon/comfyui-checkpoint-extract", + "files": [ + "https://github.com/hekmon/comfyui-checkpoint-extract" + ], + "install_type": "git-clone", + "description": "Extract CLIP and VAE models from a loaded checkpoint in ComfyUI." + }, + { + "author": "hekmon", + "title": "ComfyUI OpenAI API", + "reference": "https://github.com/hekmon/comfyui-openai-api", + "files": [ + "https://github.com/hekmon/comfyui-openai-api" + ], + "install_type": "git-clone", + "description": "Call LLM and VLM in a simple way using the OpenAI API standard from ComfyUI" + }, + { + "author": "rookiepsi", + "title": "ComfyUI Extended", + "reference": "https://github.com/rookiepsi/comfyui-extended", + "files": [ + "https://github.com/rookiepsi/comfyui-extended" + ], + "install_type": "git-clone", + "description": "Nodes for ComfyUI that extend the core functionality without adding extra dependencies." + }, + { + "author": "rookiepsi", + "title": "Blur Mask", + "reference": "https://github.com/rookiepsi/comfypsi_blur_mask", + "files": [ + "https://github.com/rookiepsi/comfypsi_blur_mask" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that applies a Gaussian blur to a mask." + }, + { + "author": "younyokel", + "title": "ComfyUI Prompt Formatter", + "reference": "https://github.com/younyokel/comfyui_prompt_formatter", + "files": [ + "https://github.com/younyokel/comfyui_prompt_formatter" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that provides tools to clean, optimize, and format text prompts. It includes features like converting tags, aligning brackets, and applying weights to prompts." + }, + { + "author": "MoonGoblinDev", + "title": "Civicomfy - Civitai Model Downloader for ComfyUI", + "reference": "https://github.com/MoonGoblinDev/Civicomfy", + "files": [ + "https://github.com/MoonGoblinDev/Civicomfy" + ], + "install_type": "git-clone", + "description": "Civicomfy seamlessly integrates Civitai's vast model repository directly into ComfyUI, allowing you to search, download, and organize AI models without leaving your workflow." + }, + { + "author": "hunzmusic", + "title": "ComfyUI-IG2MV", + "reference": "https://github.com/hunzmusic/ComfyUI-IG2MV", + "files": [ + "https://github.com/hunzmusic/ComfyUI-IG2MV" + ], + "install_type": "git-clone", + "description": "This custom node package provides nodes specifically for using the mvadapter_ig2mv_sdxl.safetensors adapter within ComfyUI. This adapter is designed for image-guided multi-view generation, typically used for creating textures from 3D mesh renders (position and normal maps)." + }, + { + "author": "LaVie024", + "title": "comfyui-lopi999-nodes", + "reference": "https://github.com/LaVie024/comfyui-lopi999-nodes", + "files": [ + "https://github.com/LaVie024/comfyui-lopi999-nodes" + ], + "install_type": "git-clone", + "description": "Utility nodes for some randomness in your workflows, like random latent sizes. A few modifications to a few existing nodes, includes nodes for sampler and model parameters. Also includes two schedulers and four samplers that can be used with any KSampler node." + }, + { + "author": "Ky11le", + "title": "draw_tools", + "reference": "https://github.com/Ky11le/draw_tools", + "files": [ + "https://github.com/Ky11le/draw_tools" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for tiling images horizontally with configurable spacing" + }, + { + "author": "cleanlii", + "title": "DalleImageNodes - OpenAI DALL·E Nodes for ComfyUI", + "reference": "https://github.com/cleanlii/comfyui-dalle-integration", + "files": [ + "https://github.com/cleanlii/comfyui-dalle-integration" + ], + "install_type": "git-clone", + "description": "DalleImageNodes is a custom extension for ComfyUI that integrates OpenAI's DALL·E 3 API for: Image generation, Inpainting (image editing), Image variation.\nThis project supports the latest OpenAI Python SDK (v1.x) and automatically handles image resizing and format requirements (RGBA, fixed sizes) based on the examples from the offical Dall-E website." + }, + { + "author": "Sekiun", + "title": "ComfyUI-WebpToPNGSequence", + "reference": "https://github.com/Sekiun/ComfyUI-WebpToPNGSequence", + "files": [ + "https://github.com/Sekiun/ComfyUI-WebpToPNGSequence" + ], + "install_type": "git-clone", + "description": "Utility node for converting a .webp format image into sequential png images in ComfyUI" + }, + { + "author": "Michael Gold", + "title": "ComfyUI-HF-Model-Downloader", + "reference": "https://github.com/michaelgold/ComfyUI-HF-Model-Downloader", + "files": [ + "https://github.com/michaelgold/ComfyUI-HF-Model-Downloader" + ], + "install_type": "git-clone", + "description": "Easily download and install 2D to 3D and Flux models from Hugging Face." + }, + { + "author": "Siempreflaco", + "title": "ComfyUI-NCNodes", + "reference": "https://github.com/Siempreflaco/ComfyUI-NCNodes", + "files": [ + "https://github.com/Siempreflaco/ComfyUI-NCNodes" + ], + "install_type": "git-clone", + "description": "NODES: Audio Recorder, Line Counter, Increment INT, Image Processor, Load 3D Mesh From Outputs" + }, + { + "author": "livepeer", + "title": "ComfyUI-Stream-Pack", + "reference": "https://github.com/livepeer/ComfyUI-Stream-Pack", + "files": [ + "https://github.com/livepeer/ComfyUI-Stream-Pack" + ], + "install_type": "git-clone", + "description": "A suite of custom ComfyUI nodes for building real-time video and audio workflows using ComfyStream." + }, + { + "author": "VertexAnomaly", + "title": "ComfyUI_ImageSentinel", + "reference": "https://github.com/VertexAnomaly/ComfyUI_ImageSentinel", + "files": [ + "https://github.com/VertexAnomaly/ComfyUI_ImageSentinel" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that provides an Image Loader that updates inside the workflow when the Image file is changed. This allows for a easy bridge between 3D software, and 2D art applications while retaining use of a full workflow rather than being restricted to a plugin." + }, + { + "author": "iSuneast", + "title": "ComfyUI-WebhookNotifier", + "reference": "https://github.com/iSuneast/ComfyUI-WebhookNotifier", + "files": [ + "https://github.com/iSuneast/ComfyUI-WebhookNotifier" + ], + "install_type": "git-clone", + "description": "The Webhook Notification plugin for ComfyUI, used to send webhook notifications when image generation is complete." + }, + { + "author": "mobilehacker", + "title": "ComfyUI_format-lora-stack", + "reference": "https://github.com/mobilehacker/ComfyUI_format-lora-stack", + "files": [ + "https://github.com/mobilehacker/ComfyUI_format-lora-stack" + ], + "install_type": "git-clone", + "description": "Simple node to convert lora_stack output into string to generate a1111-style lora strength output text, like . Used to include your Lora names from Lora Stack in text input-output nodes and so on." + }, + { + "author": "Jokimbe", + "title": "ComfyUI-DrawThings-gRPC", + "reference": "https://github.com/Jokimbe/ComfyUI-DrawThings-gRPC", + "files": [ + "https://github.com/Jokimbe/ComfyUI-DrawThings-gRPC" + ], + "install_type": "git-clone", + "description": "Connect to any Draw Things gRPC server" + }, + { + "author": "Temult", + "title": "TWanSigmaGraph", + "reference": "https://github.com/Temult/TWanSigmaGraph", + "files": [ + "https://github.com/Temult/TWanSigmaGraph" + ], + "install_type": "git-clone", + "description": "Interactive sigma schedule editor with graph and text input." + }, + { + "author": "Raykosan", + "title": "ComfyUI_RS-SaturationNode", + "reference": "https://github.com/Raykosan/ComfyUI_RS-SaturationNode", + "files": [ + "https://github.com/Raykosan/ComfyUI_RS-SaturationNode" + ], + "install_type": "git-clone", + "description": "Professional image saturation control with artifact and highlight protection." + }, + { + "author": "Raykosan", + "title": "ComfyUI_RaykoStudio", + "reference": "https://github.com/Raykosan/ComfyUI_RaykoStudio", + "files": [ + "https://github.com/Raykosan/ComfyUI_RaykoStudio" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI that allows you to overlay text on an image in an area defined by a mask, with support for text rotation, custom fonts, line breaks and transparency." + }, + { + "author": "MasterpieceX", + "title": "mpx-comfyui-nodes", + "reference": "https://github.com/withmpx/mpx-comfyui-nodes", + "files": [ + "https://github.com/withmpx/mpx-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "This Module provides nodes to allow the development of 3D Generative AI workflows that use the MasterpieceX Python SDK." + }, + { + "author": "jerrywap", + "title": "ComfyUI_LoadImageFromHttpURL", + "id": "load-image-from-http-url", + "reference": "https://github.com/jerrywap/ComfyUI_LoadImageFromHttpURL", + "files": [ + "https://github.com/jerrywap/ComfyUI_LoadImageFromHttpURL" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that fetches an image from an HTTP URL and returns it as an image tensor. Useful for API-based workflows." + }, + { + "author": "jerrywap", + "title": "ComfyUI_UploadToWebhookHTTP", + "id": "upload-to-webhook-http", + "reference": "https://github.com/jerrywap/ComfyUI_UploadToWebhookHTTP", + "files": [ + "https://github.com/jerrywap/ComfyUI_UploadToWebhookHTTP" + ], + "install_type": "git-clone", + "description": "Send generated images or videos to any HTTP webhook with optional parameters such as prompt-id and metadata payload." + }, + { + "author": "CGAnimitta", + "title": "ComfyUI_CGAnimittaTools", + "reference": "https://github.com/cganimitta/ComfyUI_CGAnimittaTools", + "files": [ + "https://github.com/cganimitta/ComfyUI_CGAnimittaTools" + ], + "install_type": "git-clone", + "description": "A series of functional custom plugins, including Blender Bridge, Extract the value of any list type data, read text files, etc." + }, + { + "author": "rickyars", + "title": "Tiled Image Generator for ComfyUI", + "reference": "https://github.com/rickyars/comfyui-llm-tile", + "files": [ + "https://github.com/rickyars/comfyui-llm-tile" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that generates tiled image compositions with overlapping regions. This approach creates coherent compositions by using the edges of each tile as seeds for neighboring tiles, resulting in seamless transitions." + }, + { + "author": "nako-nakoko", + "title": "ComfyUI_Mel_Nodes", + "reference": "https://github.com/nako-nakoko/ComfyUI_Mel_Nodes", + "files": [ + "https://github.com/nako-nakoko/ComfyUI_Mel_Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes with split, random, and select functions for easy visual and management of multiple cumbersome prompts" + }, + { + "author": "synthetai", + "title": "ComfyUI_FaceEnhancer", + "reference": "https://github.com/synthetai/ComfyUI_FaceEnhancer", + "files": [ + "https://github.com/synthetai/ComfyUI_FaceEnhancer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node based on GFPGAN for face enhancement, capable of restoring and enhancing faces in images and videos" + }, + { + "author": "synthetai", + "title": "ComfyUI-JM-KLing-API", + "reference": "https://github.com/synthetai/ComfyUI-JM-KLing-API", + "files": [ + "https://github.com/synthetai/ComfyUI-JM-KLing-API" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that allows you to use the KLingAI API directly within the ComfyUI environment. It is developed based on the KLingAI API documentation. For more details, please refer to the official documentation. [a/KLingAI API Documentation](https://app.klingai.com/global/dev/document-api/quickStart/productIntroduction/overview)." + }, + { + "author": "synthetai", + "title": "ComfyUI_PromptBatcher", + "reference": "https://github.com/synthetai/ComfyUI_PromptBatcher", + "files": [ + "https://github.com/synthetai/ComfyUI_PromptBatcher" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that enables batch processing of prompts from text files to generate multiple images." + }, + { + "author": "synthetai", + "title": "ComfyUI-ToolBox", + "reference": "https://github.com/synthetai/ComfyUI-ToolBox", + "files": [ + "https://github.com/synthetai/ComfyUI-ToolBox" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, including audio/video processing, file uploads, and AI image generation." + }, + { + "author": "synthetai", + "title": "ComfyUI-JM-MiniMax-API", + "reference": "https://github.com/synthetai/ComfyUI-JM-MiniMax-API", + "files": [ + "https://github.com/synthetai/ComfyUI-JM-MiniMax-API" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes that integrate with MiniMax API services." + }, + { + "author": "synthetai", + "title": "ComfyUI-JM-Volcengine-API", + "reference": "https://github.com/synthetai/ComfyUI-JM-Volcengine-API", + "files": [ + "https://github.com/synthetai/ComfyUI-JM-Volcengine-API" + ], + "install_type": "git-clone", + "description": "volcengine comfyui api" + }, + { + "author": "synthetai", + "title": "ComfyUI-JM-Gemini-API", + "reference": "https://github.com/synthetai/ComfyUI-JM-Gemini-API", + "files": [ + "https://github.com/synthetai/ComfyUI-JM-Gemini-API" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that generates images using Google's Gemini API, supporting both text-to-image and image-to-image generation." + }, + { + "author": "chou18194766xx", + "title": "comfyui-EncryptSave", + "reference": "https://github.com/chou18194766xx/comfyui-EncryptSave", + "files": [ + "https://github.com/chou18194766xx/comfyui-EncryptSave" + ], + "install_type": "git-clone", + "description": "comfyui image encrypt and save." + }, + { + "author": "chou18194766xx", + "title": "comfyui_EncryptPreview", + "reference": "https://github.com/chou18194766xx/comfyui_EncryptPreview", + "files": [ + "https://github.com/chou18194766xx/comfyui_EncryptPreview" + ], + "install_type": "git-clone", + "description": "ComfyUI's non-persistent (in-memory) image preview feature" + }, + { + "author": "KERRY-YUAN", + "title": "NodeSimpleExecutor", + "id": "NodeSimpleExecutor", + "reference": "https://github.com/KERRY-YUAN/ComfyUI_Simple_Executor", + "files": [ + "https://github.com/KERRY-YUAN/ComfyUI_Simple_Executor" + ], + "install_type": "git-clone", + "description": "This node package contains automatic sampler setting according to model name in ComfyUI, adjusting image size according to specific constraints and some other nodes." + }, + { + "author": "KERRY-YUAN", + "title": "ComfyUI_Spark_TTS", + "id": "ComfyUI_Spark_TTS", + "reference": "https://github.com/KERRY-YUAN/ComfyUI_Spark_TTS", + "files": [ + "https://github.com/KERRY-YUAN/ComfyUI_Spark_TTS" + ], + "install_type": "git-clone", + "description": "Spark-TTS controllable synthesis and voice cloning." + }, + { + "author": "KERRY-YUAN", + "title": "ComfyUI_Float_Animator", + "id": "ComfyUI_Float_Animator", + "reference": "https://github.com/KERRY-YUAN/ComfyUI_Float_Animator", + "files": [ + "https://github.com/KERRY-YUAN/ComfyUI_Float_Animator" + ], + "install_type": "git-clone", + "description": "Float project applicable to ComfyUI.Generates speaking portrait video frames from an image and audio." + }, + { + "author": "brantje", + "title": "ComfyUI-api-tools", + "id": "comfyui_api_tools", + "reference": "https://github.com/brantje/ComfyUI-api-tools", + "files": [ + "https://github.com/brantje/ComfyUI-api-tools" + ], + "install_type": "git-clone", + "description": "Adds extra API functionallity and prometheus endpoint" + }, + { + "author": "brantje", + "title": "ComfyUI-MagicQuill", + "id": "comfyui_magicquill_fixed", + "reference": "https://github.com/brantje/ComfyUI_MagicQuill", + "files": [ + "https://github.com/brantje/ComfyUI_MagicQuill" + ], + "install_type": "git-clone", + "description": "Fixed version of the original [a/MagicQuill](https://github.com/magic-quill/ComfyUI_MagicQuill) node. Required nodes: ComfyUI-Brushnet and ComfyUI Controlnet AUX" + }, + { + "author": "oshtz", + "title": "oshtz Nodes", + "reference": "https://github.com/oshtz/ComfyUI-oshtz-nodes", + "files": [ + "https://github.com/oshtz/ComfyUI-oshtz-nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes including LLM integration, LoRA switchers, image tools, and more" + }, + { + "author": "HavocsCall", + "title": "HavocsCall's Custom ComfyUI Nodes", + "reference": "https://github.com/HavocsCall/comfyui_HavocsCall_Custom_Nodes", + "files": [ + "https://github.com/HavocsCall/comfyui_HavocsCall_Custom_Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Prompt Combiner, Float/Int Selector, Sampler Config, Text Box, Int to Float/String, Int to Float/String, Clip/Conditioning/Image/Latent/Model/String/VAE Switch" + }, + { + "author": "danger-electrodes", + "title": "ComfyUI_Fawfluencer_Nodes", + "reference": "https://github.com/danger-electrodes/ComfyUI_Fawfluencer_Nodes", + "files": [ + "https://github.com/danger-electrodes/ComfyUI_Fawfluencer_Nodes" + ], + "install_type": "git-clone", + "description": "A set of node for ComfyUI to create an influencer" + }, + { + "author": "badxprogramm", + "title": "GradientBlurNode for ComfyUI", + "reference": "https://github.com/badxprogramm/ComfyUI-GradientBlur", + "files": [ + "https://github.com/badxprogramm/ComfyUI-GradientBlur" + ], + "install_type": "git-clone", + "description": "GradientBlurNode is a custom node for ComfyUI that allows for gradient-based image blurring. This tool provides precise control over the direction, intensity, and distribution of the blur, making it ideal for creating smooth transitions, focusing attention on specific parts of an image, or adding artistic effects." + }, + { + "author": "uihp", + "title": "ComfyUI-String-Chain", + "reference": "https://github.com/uihp/ComfyUI-String-Chain", + "files": [ + "https://github.com/uihp/ComfyUI-String-Chain" + ], + "install_type": "git-clone", + "description": "String Chain: Reconnect your prompts" + }, + { + "author": "leoleexh", + "title": "Comfy-Topaz-Photo", + "id": "leoleexh's Custom-Nodes", + "reference": "https://github.com/leoleelxh/Comfy-Topaz-Photo", + "files": [ + "https://github.com/leoleelxh/Comfy-Topaz-Photo" + ], + "install_type": "git-clone", + "description": "A new ComfyUI node for integrating Topaz Photo AI's powerful image enhancement capabilities." + }, + { + "author": "big-mon", + "title": "ComfyUI-ResolutionPresets", + "id": "bigmonComfyuiResolutionPresets", + "reference": "https://github.com/big-mon/ComfyUI-ResolutionPresets", + "files": [ + "https://github.com/big-mon/ComfyUI-ResolutionPresets" + ], + "install_type": "git-clone", + "description": "Provides recommended resolution presets specifically. Select a preset from the dropdown to easily output the corresponding width and height values for use with nodes like Empty Latent Image." + }, + { + "author": "hnmr293", + "title": "ComfyUI-SaveMem", + "reference": "https://github.com/hnmr293/comfyui-savemem", + "files": [ + "https://github.com/hnmr293/comfyui-savemem" + ], + "install_type": "git-clone", + "description": "Save Image/Latent to Shared Memory" + }, + { + "author": "hnmr293", + "title": "ComfyUI-latent-ops", + "reference": "https://github.com/hnmr293/ComfyUI-latent-ops", + "files": [ + "https://github.com/hnmr293/ComfyUI-latent-ops" + ], + "install_type": "git-clone", + "description": "A collection of nodes for manipulating LATENT in ComfyUI." + }, + { + "author": "Reithan", + "title": "Negative Rejection Steering", + "reference": "https://github.com/Reithan/negative_rejection_steering", + "files": [ + "https://github.com/Reithan/negative_rejection_steering" + ], + "install_type": "git-clone", + "description": "NRS seeks to replace the 'naive' linear interpolation of Classifier Free Guidance with a more nuanced and composable steering of the generation process with better mathematical basis." + }, + { + "author": "FunnyFinger", + "title": "Dynamic Sliders Stack", + "reference": "https://github.com/FunnyFinger/Dynamic_Sliders_stack", + "files": [ + "https://github.com/FunnyFinger/Dynamic_Sliders_stack" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to have many sliders with interactive dynamic behavior. This repository includes all necessary code and assets for seamless integration." + }, + { + "author": "FunnyFinger", + "title": "Radar Weights Node", + "reference": "https://github.com/FunnyFinger/ComfyUi-RadarWeightNode", + "files": [ + "https://github.com/FunnyFinger/ComfyUi-RadarWeightNode" + ], + "install_type": "git-clone", + "description": "A Custom Node for ComfyUi to add an interactive Radar graph to visually control weights." + }, + { + "author": "xLegende", + "title": "ComfyUI-Prompt-Formatter", + "id": "comfyui-prompt-formatter", + "reference": "https://github.com/xLegende/ComfyUI-Prompt-Formatter", + "files": [ + "https://github.com/xLegende/ComfyUI-Prompt-Formatter" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes for ComfyUI designed to help structure, filter, and generate text prompts using categorized tag definitions stored in a YAML file." + }, + { + "author": "QijiTec", + "title": "ComfyUI-RED-UNO", + "reference": "https://github.com/QijiTec/ComfyUI-RED-UNO", + "files": [ + "https://github.com/QijiTec/ComfyUI-RED-UNO" + ], + "install_type": "git-clone", + "description": "Default 16GB VRAM UNO in context generation ComfyUI-node, using RED-UNO FT model" + }, + { + "author": "Danteday", + "title": "NoteManager", + "reference": "https://github.com/Danteday/ComfyUI-NoteManager", + "files": [ + "https://github.com/Danteday/ComfyUI-NoteManager" + ], + "install_type": "git-clone", + "description": "A powerful extension for ComfyUI that enables adding notes to many node in your workflow. Keep track of important settings, reminders, and workflow documentation directly within your ComfyUI canvas." + }, + { + "author": "zzw5516", + "title": "ComfyUI-zw-tools", + "id": "zzw5516", + "reference": "https://github.com/zzw5516/ComfyUI-zw-tools", + "files": [ + "https://github.com/zzw5516/ComfyUI-zw-tools" + ], + "install_type": "git-clone", + "description": "Automatic prompt translation to Chinese, custom prompt management, AI-based prompt expansion and translation, AI-generated image/video record management (file browser), and cloud storage upload management." + }, + { + "author": "nisaruj", + "title": "ComfyUI-DAAM", + "id": "comfyui-daam", + "reference": "https://github.com/nisaruj/comfyui-daam", + "files": [ + "https://github.com/nisaruj/comfyui-daam" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Diffusion Attentive Attribution Maps (DAAM)" + }, + { + "author": "bytedance", + "title": "ComfyUI_InfiniteYou", + "reference": "https://github.com/bytedance/ComfyUI_InfiniteYou", + "files": [ + "https://github.com/bytedance/ComfyUI_InfiniteYou" + ], + "install_type": "git-clone", + "description": "Official ComfyUI Support - InfiniteYou: Flexible Photo Recrafting While Preserving Your Identity" + }, + { + "author": "bytedance", + "title": "ComfyUI-HyperLoRA", + "reference": "https://github.com/bytedance/ComfyUI-HyperLoRA", + "files": [ + "https://github.com/bytedance/ComfyUI-HyperLoRA" + ], + "install_type": "git-clone", + "description": "Official implementation in ComfyUI of CVPR 2025 paper 'HyperLoRA: Parameter-Efficient Adaptive Generation for Portrait Synthesis'" + }, + { + "author": "bytedance", + "title": "comfyui-lumi-batcher", + "reference": "https://github.com/bytedance/comfyui-lumi-batcher", + "files": [ + "https://github.com/bytedance/comfyui-lumi-batcher" + ], + "install_type": "git-clone", + "description": "ComfyUI Lumi Batcher is a batch processing extension plugin designed for ComfyUI, aiming to improve workflow debugging efficiency. Traditional debugging methods require adjusting parameters one by one, while this tool significantly enhances work efficiency through batch processing capabilities." + }, + { + "author": "AstroCorp", + "title": "ComfyUI AstroCorp Nodes", + "reference": "https://github.com/AstroCorp/ComfyUI-AstroCorp-Nodes", + "files": [ + "https://github.com/AstroCorp/ComfyUI-AstroCorp-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of personal ComfyUI nodes designed to enhance and automate workflows." + }, + { + "author": "stevenwg", + "title": "ComfyUI-VideoGrid", + "reference": "https://github.com/stevenwg/ComfyUI-VideoGrid", + "files": [ + "https://github.com/stevenwg/ComfyUI-VideoGrid" + ], + "install_type": "git-clone", + "description": "Add vertical and horizontal video grid support" + }, + { + "author": "avenstack", + "title": "ComfyUI-AV-MegaTTS3", + "reference": "https://github.com/avenstack/ComfyUI-AV-MegaTTS3", + "files": [ + "https://github.com/avenstack/ComfyUI-AV-MegaTTS3" + ], + "install_type": "git-clone", + "description": "🎧Ultra High-Quality Voice Cloning, Chinese and English." + }, + { + "author": "avenstack", + "title": "ComfyUI-AV-LatentSync", + "reference": "https://github.com/avenstack/ComfyUI-AV-LatentSync", + "files": [ + "https://github.com/avenstack/ComfyUI-AV-LatentSync" + ], + "install_type": "git-clone", + "description": "LatentSync 1.5 wrapper for ComfyUI" + }, + { + "author": "avenstack", + "title": "ComfyUI-AV-FunASR", + "reference": "https://github.com/avenstack/ComfyUI-AV-FunASR", + "files": [ + "https://github.com/avenstack/ComfyUI-AV-FunASR" + ], + "install_type": "git-clone", + "description": "FunASR wrapper for ComfyUI" + }, + { + "author": "WarpedAnimation", + "title": "ComfyUI-WarpedToolset", + "reference": "https://github.com/WarpedAnimation/ComfyUI-WarpedToolset", + "files": [ + "https://github.com/WarpedAnimation/ComfyUI-WarpedToolset" + ], + "install_type": "git-clone", + "description": "A toolset for Hunyuan Video (mainly), with some additional nodes applicable to Framepack Video and WAN Video" + }, + { + "author": "Jint8888", + "title": "Comfyui_JTnodes", + "reference": "https://github.com/Jint8888/Comfyui_JTnodes", + "files": [ + "https://github.com/Jint8888/Comfyui_JTnodes" + ], + "install_type": "git-clone", + "description": "This project contains some custom ComfyUI nodes for image processing, AI conversation, and utility tasks." + }, + { + "author": "ichabodcole", + "title": "ComfyUI-Ichis-Pack", + "reference": "https://github.com/ichabodcole/ComfyUI-Ichis-Pack", + "files": [ + "https://github.com/ichabodcole/ComfyUI-Ichis-Pack" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI Nodes, most to make dynamic prompting a bit easier." + }, + { + "author": "SignalCha1n", + "title": "Snap Style Nodes for ComfyUI", + "reference": "https://github.com/SignalCha1n/comfyui-ComfySnap", + "files": [ + "https://github.com/SignalCha1n/comfyui-ComfySnap" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI designed to replicate certain visual elements and effects reminiscent of Snap and early digital aesthetics. These nodes are ideal for image processing tasks and are fully compatible with ComfyUI." + }, + { + "author": "judian17", + "title": "ComfyUI_ZIM", + "reference": "https://github.com/judian17/ComfyUI_ZIM", + "files": [ + "https://github.com/judian17/ComfyUI_ZIM" + ], + "install_type": "git-clone", + "description": "The unofficial implementation of ZIM in ComfyUI" + }, + { + "author": "judian17", + "title": "ComfyUI-Extract_Flux_Lora", + "reference": "https://github.com/judian17/ComfyUI-Extract_Flux_Lora", + "files": [ + "https://github.com/judian17/ComfyUI-Extract_Flux_Lora" + ], + "install_type": "git-clone", + "description": "Extract LoRA from the original Fine-Tuned model." + }, + { + "author": "judian17", + "title": "ComfyUI JoyCaption-Beta-GGUF Node", + "reference": "https://github.com/judian17/ComfyUI-joycaption-beta-one-GGUF", + "files": [ + "https://github.com/judian17/ComfyUI-joycaption-beta-one-GGUF" + ], + "install_type": "git-clone", + "description": "This project provides a node for ComfyUI to use the JoyCaption-Beta model in GGUF format for image captioning." + }, + { + "author": "judian17", + "title": "ComfyUI-UniWorld-jd17", + "reference": "https://github.com/judian17/ComfyUI-UniWorld-jd17", + "files": [ + "https://github.com/judian17/ComfyUI-UniWorld-jd17" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI implementation of [a/UniWorld-V1](https://github.com/PKU-YuanGroup/UniWorld-V1)." + }, + { + "author": "judian17", + "title": "ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node", + "reference": "https://github.com/judian17/ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node", + "files": [ + "https://github.com/judian17/ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node" + ], + "install_type": "git-clone", + "description": "Prompt node for the [a/JoyCaption-beta-one-hf-llava](https://huggingface.co/mradermacher/llama-joycaption-beta-one-hf-llava-GGUF) model, to use JoyCaption-beta-one-hf-llava with Ollama" + }, + { + "author": "judian17", + "title": "ComfyUI-SRT-subtitles-VoxCPM", + "reference": "https://github.com/judian17/ComfyUI-SRT-subtitles-VoxCPM", + "files": [ + "https://github.com/judian17/ComfyUI-SRT-subtitles-VoxCPM" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for generating and editing speech from SRT subtitle files using VoxCPM text-to-speech model, supporting multi-speaker dialogue and audio replacement workflows." + }, + { + "author": "judian17", + "title": "ComfyUI-multiple-inputs", + "reference": "https://github.com/judian17/ComfyUI-multiple-inputs", + "files": [ + "https://github.com/judian17/ComfyUI-multiple-inputs" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, focusing on batch processing, stitching, and visualization." + }, + { + "author": "TiamaTiramisu", + "title": "RisuTools", + "reference": "https://github.com/TiamaTiramisu/risutools", + "files": [ + "https://github.com/TiamaTiramisu/risutools" + ], + "install_type": "git-clone", + "description": "Nodes for integration with RisuAI" + }, + { + "author": "excelwong", + "title": "ComfyUI Prompt Composer", + "reference": "https://github.com/excelwong/ComfyUI-PromptComposer", + "files": [ + "https://github.com/excelwong/ComfyUI-PromptComposer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node plugin for assembling prompts. It allows you to generate positive and negative prompts by selecting different options." + }, + { + "author": "jida-ai", + "title": "ComfyUI-VideoChatWrapper", + "reference": "https://github.com/lebrosoft/ComfyUI-VideoChatWrapper", + "files": [ + "https://github.com/lebrosoft/ComfyUI-VideoChatWrapper" + ], + "install_type": "git-clone", + "description": "Nodes related to video chat workflows" + }, + { + "author": "VK", + "title": "VK Nodes", + "reference": "https://github.com/VK/vk-nodes", + "files": [ + "https://github.com/VK/vk-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to simplify my tiled render" + }, + { + "author": "MaruPelkar", + "title": "ComfyUI Conditioning Resizer", + "reference": "https://github.com/MaruPelkar/comfyui-conditioning-resizer", + "files": [ + "https://github.com/MaruPelkar/comfyui-conditioning-resizer" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows resizing of conditioning tensors, particularly useful for fixing size mismatches between CLIP Text Encode and CLIP Vision Encode outputs in SD3 workflows." + }, + { + "author": "bablueza", + "title": "Vaja TextToSpeech Node for ComfyUI", + "reference": "https://github.com/bablueza/ComfyUI-Vaja-Ai4thai", + "files": [ + "https://github.com/bablueza/ComfyUI-Vaja-Ai4thai" + ], + "install_type": "git-clone", + "description": "NODES: Vaja Synthesis Api, ShowText" + }, + { + "author": "GrailGreg", + "title": "Image Saving and Base64 Encoding Script", + "reference": "https://github.com/GrailGreg/images_base64", + "files": [ + "https://github.com/GrailGreg/images_base64" + ], + "install_type": "git-clone", + "description": "Based on the original SaveImage node from ComfyUI This ComfyUI node provides functionality to save images in PNG format while simultaneously generating and returning their Base64 encoded strings. This is particularly useful for applications that require image data to be transmitted as strings, such as web applications." + }, + { + "author": "vekitan55", + "title": "Simple Flux.1 Merger for ComfyUI", + "reference": "https://github.com/vekitan55/SimpleFlux1Merger", + "files": [ + "https://github.com/vekitan55/SimpleFlux1Merger" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node set for merging Flux.1-based models with intuitive control. This extension provides both simplified group merging and expert per-layer control, including support for advanced difference-based merge modes. Basically the code was generated by ChatGPT." + }, + { + "author": "kantsche", + "title": "ComfyUI-MixMod", + "reference": "https://github.com/kantsche/ComfyUI-MixMod", + "files": [ + "https://github.com/kantsche/ComfyUI-MixMod" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that allows mixing multiple models during the sampling process for enhanced image generation." + }, + { + "author": "goldwins520", + "title": "Save Image To Webdav", + "reference": "https://github.com/goldwins520/Comfyui_saveimg2webdav", + "files": [ + "https://github.com/goldwins520/Comfyui_saveimg2webdav" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "yogurt7771", + "title": "ComfyUI-YogurtNodes", + "reference": "https://github.com/yogurt7771/ComfyUI-YogurtNodes", + "files": [ + "https://github.com/yogurt7771/ComfyUI-YogurtNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI-YogurtNodes is a collection of custom nodes for ComfyUI, providing a series of practical image processing and workflow enhancement functionalities." + }, + { + "author": "comfy-deploy", + "title": "ComfyUI LLM Toolkit", + "reference": "https://github.com/comfy-deploy/comfyui-llm-toolkit", + "files": [ + "https://github.com/comfy-deploy/comfyui-llm-toolkit" + ], + "install_type": "git-clone", + "description": "A custom node collection for integrating various LLM (Large Language Model) providers with ComfyUI." + }, + { + "author": "JustLateNightAI", + "title": "KeywordImageBlocker", + "reference": "https://github.com/JustLateNightAI/KeywordImageBlocker", + "files": [ + "https://github.com/JustLateNightAI/KeywordImageBlocker" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that will block images that flag custom set key words" + }, + { + "author": "EmAySee", + "title": "ComfyUI_EmAySee_CustomNodes", + "reference": "https://github.com/EmAySee/ComfyUI_EmAySee_CustomNodes", + "files": [ + "https://github.com/EmAySee/ComfyUI_EmAySee_CustomNodes" + ], + "install_type": "git-clone", + "description": "Lots of randomizers, a simple oobabooga adapter with json options to pass, and other useful nodes." + }, + { + "author": "pupba", + "title": "ComfyForEach", + "reference": "https://github.com/pupba/Comfy_ForEach", + "files": [ + "https://github.com/pupba/Comfy_ForEach" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes designed for image batch processing, per-index image operations, and AWS integration using EventBridge." + }, + { + "author": "n0neye", + "title": "A3D ComfyUI Integration", + "reference": "https://github.com/n0neye/A3D-comfyui-integration", + "files": [ + "https://github.com/n0neye/A3D-comfyui-integration" + ], + "install_type": "git-clone", + "description": "[a/A3D](https://github.com/n0neye/A3D) is an AI x 3D hybrid tool that allows you to compose 3D scenes and render them with AI. This integration allows you to send the color & depth images to ComfyUI. You can use it as a pose controller, or scene composer for your ComfyUI workflows." + }, + { + "author": "alessandroperilli", + "title": "Open Creative Studio Nodes", + "reference": "https://github.com/alessandroperilli/OCS_Nodes", + "files": [ + "https://github.com/alessandroperilli/OCS_Nodes" + ], + "install_type": "git-clone", + "description": "A custom node suite to augment the capabilities of the [a/Open Creative Studio for ComfyUI](https://oc.studio/)." + }, + { + "author": "rkfg", + "title": "Dia realistic TTS", + "reference": "https://github.com/rkfg/ComfyUI-Dia_tts", + "files": [ + "https://github.com/rkfg/ComfyUI-Dia_tts" + ], + "install_type": "git-clone", + "description": "It's a ComfyUI wrapper for [a/Dia TTS](https://github.com/nari-labs/dia) by Nari labs, includes a portion of their code used for inference." + }, + { + "author": "hubentu", + "title": "Multiple LoRA Loader for ComfyUI", + "reference": "https://github.com/hubentu/ComfyUI-loras-loader", + "files": [ + "https://github.com/hubentu/ComfyUI-loras-loader" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that allow working with LoRAs and trigger words by index selection." + }, + { + "author": "BNP1111", + "title": "comfyui_flux_corrector", + "reference": "https://github.com/BNP1111/comfyui_flux_corrector", + "files": [ + "https://github.com/BNP1111/comfyui_flux_corrector" + ], + "install_type": "git-clone", + "description": "This model was fine-tuned on Flux.1-Dev to with reflection tuning to serve as a corrector for self-refinement framework introduced in From Reflection to Perfection: Scaling Inference-Time Optimization for Text-to-Image Diffusion Models via Reflection Tuning. " + }, + { + "author": "Cryptyox", + "title": "anaglyphTool-Comfyui", + "reference": "https://github.com/Cryptyox/anaglyphTool-Comfyui", + "files": [ + "https://github.com/Cryptyox/anaglyphTool-Comfyui" + ], + "install_type": "git-clone", + "description": "This Comfyui node creates an anaglyph image from a color and depth map input. It achieves high speeds suitable for video to anaglyph conversion by using CUDA GPU acceleration." + }, + { + "author": "hugo", + "title": "fastgan-comfyui", + "reference": "https://github.com/hugobb/FastGAN-ComfyUI-Node", + "files": [ + "https://github.com/hugobb/FastGAN-ComfyUI-Node" + ], + "install_type": "git-clone", + "description": "A FastGAN Node for ComfyUI" + }, + { + "author": "marklieberman", + "title": "ComfyUI-Liebs-Picker", + "reference": "https://github.com/marklieberman/ComfyUI-Liebs-Picker", + "files": [ + "https://github.com/marklieberman/ComfyUI-Liebs-Picker" + ], + "install_type": "git-clone", + "description": "A node to pause execution of the workflow and select which input images should proceed to the output." + }, + { + "author": "marklieberman", + "title": "ComfyUI-Liebs-Toast", + "reference": "https://github.com/marklieberman/ComfyUI-Liebs-Toast", + "files": [ + "https://github.com/marklieberman/ComfyUI-Liebs-Toast" + ], + "install_type": "git-clone", + "description": "A node to display a toast notification. Use it to send a toast when your prompt is complete. Also pairs well with [a/ComfyUI-Liebs_Picker](https://github.com/marklieberman/ComfyUI-Liebs-Picker) and [a/cg-image-filter](https://github.com/chrisgoringe/cg-image-filter) to be notified when the picker is waiting." + }, + { + "author": "marklieberman", + "title": "ComfyUI-Liebs-Title", + "reference": "https://github.com/marklieberman/ComfyUI-Liebs-Title", + "files": [ + "https://github.com/marklieberman/ComfyUI-Liebs-Title" + ], + "install_type": "git-clone", + "description": "An extension to modify the browser tab title when running ComfyUI workflows." + }, + { + "author": "SXQBW", + "title": "ComfyUI-Qwen-Omni", + "reference": "https://github.com/SXQBW/ComfyUI-Qwen-Omni", + "files": [ + "https://github.com/SXQBW/ComfyUI-Qwen-Omni" + ], + "install_type": "git-clone", + "description": "ComfyUI-Qwen-Omni is the first ComfyUI plugin that supports end-to-end multimodal interaction, enabling seamless joint generation and editing of text, images, and audio. Without intermediate steps, with just one operation, the model can simultaneously understand and process multiple input modalities, generating coherent text descriptions and voice outputs, providing an unprecedentedly smooth experience for AI creation." + }, + { + "author": "SXQBW", + "title": "ComfyUI-Qwen", + "reference": "https://github.com/SXQBW/ComfyUI-Qwen", + "files": [ + "https://github.com/SXQBW/ComfyUI-Qwen" + ], + "install_type": "git-clone", + "description": "The Qwen3 ComfyUI Integration is a powerful tool designed specifically for ComfyUI workflows, aiming to seamlessly integrate Qwen series large language models (LLMs)." + }, + { + "author": "SXQBW", + "title": "ComfyUI-Qwen-VL", + "reference": "https://github.com/SXQBW/ComfyUI-Qwen-VL", + "files": [ + "https://github.com/SXQBW/ComfyUI-Qwen-VL" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for Qwen-VL series large language models, supporting multi-modal functions such as text generation, image understanding, and video analysis.Support for Qwen2-VL, Qwen2.5-VL." + }, + { + "author": "nobrainX2", + "title": "ComfyUI Custom Dia", + "reference": "https://github.com/nobrainX2/comfyUI-customDia", + "files": [ + "https://github.com/nobrainX2/comfyUI-customDia" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI integration of the [a/Dia TTS model](https://github.com/nari-labs/dia/). Many thanks to nari-labs for their fantastic work." + }, + { + "author": "zygion", + "title": "i-zygion-util-nodes", + "reference": "https://github.com/zygion/comfyui-zygion-util-nodes", + "files": [ + "https://github.com/zygion/comfyui-zygion-util-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Item List, Template Input, Template Processor, Scene Queue Node, Trigger Passthrough Node" + }, + { + "author": "quank123wip", + "title": "ComfyUI-Step1X-Edit", + "reference": "https://github.com/quank123wip/ComfyUI-Step1X-Edit", + "files": [ + "https://github.com/quank123wip/ComfyUI-Step1X-Edit" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Node for [a/Step1X-Edit](https://github.com/stepfun-ai/Step1X-Edit/). Noted this node may consume large VRAMs!" + }, + { + "author": "Xkipper", + "title": "ComfyUI_SkipperNodes", + "reference": "https://github.com/Xkipper/ComfyUI_SkipperNodes", + "files": [ + "https://github.com/Xkipper/ComfyUI_SkipperNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI Skipper Custom Nodes" + }, + { + "author": "FewBox", + "title": "fewbox-outfit-comfyui", + "reference": "https://github.com/FewBox/fewbox-outfit-comfyui", + "files": [ + "https://github.com/FewBox/fewbox-outfit-comfyui" + ], + "install_type": "git-clone", + "description": "Comfy Custom Node for Try-on." + }, + { + "author": "hua(Kungfu)", + "title": "ComfyUI_to_webui", + "reference": "https://github.com/kungful/ComfyUI_to_webui", + "files": [ + "https://github.com/kungful/ComfyUI_to_webui" + ], + "install_type": "git-clone", + "description": "Encapsulate the comfyui workflow as a gradio webui" + }, + { + "author": "Jacky-MYQ", + "title": "RGB to CMYK for ComfyUI (Save as tif)", + "reference": "https://github.com/Jacky-MYQ/comfyui-rgb2cmyk", + "files": [ + "https://github.com/Jacky-MYQ/comfyui-rgb2cmyk" + ], + "install_type": "git-clone", + "description": "RGB to CMYK (save as tif)" + }, + { + "author": "Jacky-MYQ", + "title": "comfyui-DataCleaning", + "reference": "https://github.com/Jacky-MYQ/comfyui-DataCleaning", + "files": [ + "https://github.com/Jacky-MYQ/comfyui-DataCleaning" + ], + "install_type": "git-clone", + "description": "Image cropping and Image resizing" + }, + { + "author": "lceric", + "title": "comfyui-gpt-image", + "reference": "https://github.com/lceric/comfyui-gpt-image", + "files": [ + "https://github.com/lceric/comfyui-gpt-image" + ], + "install_type": "git-clone", + "description": "Ports the official ComfyUI GPT-API node, adding support for customizable api_base, auth_token, and model settings." + }, + { + "author": "Alexankharin", + "title": "camera-comfyUI", + "reference": "https://github.com/Alexankharin/camera-comfyUI", + "files": [ + "https://github.com/Alexankharin/camera-comfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for the different projection models and camera movements" + }, + { + "author": "somesomebody", + "title": "lorainfo-sidebar", + "reference": "https://github.com/somesomebody/lorainfo-sidebar", + "files": [ + "https://github.com/somesomebody/lorainfo-sidebar" + ], + "install_type": "git-clone", + "description": "Preview images of LoRA files and edit their associated JSON files." + }, + { + "author": "dezoomer", + "title": "ComfyUI-DeZoomer-Nodes", + "reference": "https://github.com/De-Zoomer/ComfyUI-DeZoomer-Nodes", + "files": [ + "https://github.com/De-Zoomer/ComfyUI-DeZoomer-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI." + }, + { + "author": "lisaks", + "title": "Pixstri ComfyUI Comics", + "reference": "https://github.com/lisaks/comfyui-panelforge", + "files": [ + "https://github.com/lisaks/comfyui-panelforge" + ], + "install_type": "git-clone", + "description": "Pixstri is a custom plugin for ComfyUI designed to generate comic pages. It provides a hierarchical node system that allows you to create comic layouts with rows and frames, making it easy to design and preview comic pages within your ComfyUI workflows." + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-DiaTTS", + "reference": "https://github.com/BobRandomNumber/ComfyUI-DiaTTS", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-DiaTTS" + ], + "install_type": "git-clone", + "description": "An implementation of Nari-Labs Dia TTS" + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-KyutaiTTS", + "reference": "https://github.com/BobRandomNumber/ComfyUI-KyutaiTTS", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-KyutaiTTS" + ], + "install_type": "git-clone", + "description": "A non real-time ComfyUI implementation of Kyutai TTS" + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-TLBVFI", + "reference": "https://github.com/BobRandomNumber/ComfyUI-TLBVFI", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-TLBVFI" + ], + "install_type": "git-clone", + "description": "wrapper for the TLB-VFI: Temporal-Aware Latent Brownian Bridge Diffusion for Video Frame Interpolation project" + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-BasicOllama", + "reference": "https://github.com/BobRandomNumber/ComfyUI-BasicOllama", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-BasicOllama" + ], + "install_type": "git-clone", + "description": "A simplified node that provides access to Ollama. It allows you to send prompts, system prompts, and images to your Ollama instance and receive text-based responses." + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-Calculator", + "reference": "https://github.com/BobRandomNumber/ComfyUI-Calculator", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-Calculator" + ], + "install_type": "git-clone", + "description": "Calculator" + }, + { + "author": "santiagosamuel3455", + "title": "ComfyUI-GeminiImageToPrompt", + "reference": "https://github.com/santiagosamuel3455/ComfyUI-GeminiImageToPrompt", + "files": [ + "https://github.com/santiagosamuel3455/ComfyUI-GeminiImageToPrompt" + ], + "install_type": "git-clone", + "description": "Imagen descripcion prompt system" + }, + { + "author": "philipy1219", + "title": "ComfyUI-TaylorSeer", + "reference": "https://github.com/philipy1219/ComfyUI-TaylorSeer", + "files": [ + "https://github.com/philipy1219/ComfyUI-TaylorSeer" + ], + "install_type": "git-clone", + "description": "This project is the ComfyUI implementation of the TaylorSeer project [a/https://github.com/Shenyi-Z/TaylorSeer](https://github.com/Shenyi-Z/TaylorSeer)." + }, + { + "author": "philipy1219", + "title": "ComfyUI-CloudStorage", + "reference": "https://github.com/philipy1219/ComfyUI-CloudStorage", + "files": [ + "https://github.com/philipy1219/ComfyUI-CloudStorage" + ], + "install_type": "git-clone", + "description": "This extension adds cloud storage support to ComfyUI, allowing you to save and load images, masks, and videos directly from cloud storage services. Currently supports Aliyun OSS and AWS S3." + }, + { + "author": "FaberVS", + "title": "MultiModel", + "reference": "https://github.com/FaberVS/MultiModel", + "files": [ + "https://github.com/FaberVS/MultiModel" + ], + "install_type": "git-clone", + "description": "A collection of nodes and utilities to make working with multiple models, custom parameters, and prompt styles in ComfyUI easier, faster, and more flexible. You are welcome to use and adapt them for your own workflows!" + }, + { + "author": "ArtsticH", + "title": "EasyKit-NodeAlign-Pro", + "id": "easykit-node-align", + "reference": "https://github.com/ArtsticH/ComfyUI_EasyKitHT_NodeAlignPro", + "files": [ + "https://github.com/ArtsticH/ComfyUI_EasyKitHT_NodeAlignPro" + ], + "install_type": "git-clone", + "description": "Node2.0-based professional alignment & real-time node color picker - innovative first support: A must-have plugin for managing node layout and color schemes in ComfyUI. Features a real-time color picker, alignment, 7 preset colors, grayscale/custom modes, and one-click reverse alignment.", + "tags": ["node2.0", "alignment", "color-picker", "node-utility", "ui", "organizer", "frontend"] + }, + { + "author": "matorzhin", + "title": "milan-nodes-comfyui", + "reference": "https://github.com/matorzhin/milan-nodes-comfyui", + "files": [ + "https://github.com/matorzhin/milan-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: 'Load One Image with Name, Title, Description', 'Load Multiple Images with Name, Directory, Title, Description'" + }, + { + "author": "cathodeDreams", + "title": "comfyui-azul-scripts", + "reference": "https://github.com/cathodeDreams/comfyui-azul-scripts", + "files": [ + "https://github.com/cathodeDreams/comfyui-azul-scripts" + ], + "install_type": "git-clone", + "description": "NODES: Save Image (JPG), Combine Conditionings (Weighted)" + }, + { + "author": "unicough", + "title": "OpenAI Image API with gpt-image-1", + "id": "comfy_openai_image_api", + "reference": "https://github.com/unicough/comfy_openai_image_api", + "files": [ + "https://github.com/unicough/comfy_openai_image_api" + ], + "install_type": "git-clone", + "description": "This custom node uses OpenAI Image API to generate image (if no input image is provided) or edit image (if input image is provided) with the latest gpt-image-1 model. To use it, you will need to provide your OpenAI API key. This makes the node to be friendly for situations where ComfyUi serves as API server, because you don't have to login like the official OpenAI GPT Image 1 node does." + }, + { + "author": "XieJunchen", + "title": "comfyUI_LLM", + "reference": "https://github.com/XieJunchen/comfyUI_LLM", + "files": [ + "https://github.com/XieJunchen/comfyUI_LLM" + ], + "install_type": "git-clone", + "description": "comfyUI_LLM is the integration of a large language model into ComfyUI" + }, + { + "author": "raykindle", + "title": "ComfyUI_Step1X-Edit", + "reference": "https://github.com/raykindle/ComfyUI_Step1X-Edit", + "files": [ + "https://github.com/raykindle/ComfyUI_Step1X-Edit" + ], + "install_type": "git-clone", + "description": "This custom node integrates the [a/Step1X-Edit](https://github.com/stepfun-ai/Step1X-Edit) image editing model into ComfyUI. Step1X-Edit is a state-of-the-art image editing model that processes a reference image and user's editing instruction to generate a new image." + }, + { + "author": "Vaporbook", + "title": "ComfyUI-SaveImage-PP", + "reference": "https://github.com/Vaporbook/ComfyUI-SaveImage-PP", + "files": [ + "https://github.com/Vaporbook/ComfyUI-SaveImage-PP" + ], + "install_type": "git-clone", + "description": "A better SaveImage than SaveImage-Plus." + }, + { + "author": "McKlinton2", + "title": "ComfyUI McKlinton Pack — Mask Node", + "reference": "https://github.com/McKlinton2/comfyui-mcklinton-pack", + "files": [ + "https://github.com/McKlinton2/comfyui-mcklinton-pack" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI enables detailed segmentation of colored mask images into specific anatomical regions for male and female bodies." + }, + { + "author": "kambara", + "title": "ComfyUI-PromptPalette", + "reference": "https://github.com/kambara/ComfyUI-PromptPalette", + "files": [ + "https://github.com/kambara/ComfyUI-PromptPalette" + ], + "install_type": "git-clone", + "description": "A custom node that makes prompt editing easier by allowing phrase switching with just mouse operations." + }, + { + "author": "MijnSpam", + "title": "Upload to PushOver", + "reference": "https://github.com/MijnSpam/UploadToPushOver", + "files": [ + "https://github.com/MijnSpam/UploadToPushOver" + ], + "install_type": "git-clone", + "description": "Send generated image to PushOver API webhook with optional parameters such as prompt-id and metadata payload." + }, + { + "author": "MijnSpam", + "title": "Comfy swap and scale", + "reference": "https://github.com/MijnSpam/ComfyUI_SwapAndScale", + "files": [ + "https://github.com/MijnSpam/ComfyUI_SwapAndScale" + ], + "install_type": "git-clone", + "description": "Do you want to easily swap width and heigth? Than this is for you. From portrait to Landscape. Is you images model trained on 1MP pictures, then you can easily scale those down. For best pictures width and heigth should be a factor of 32, say no more..." + }, + { + "author": "wakattac", + "title": "ComfyUI-AbstractImaGen", + "id": "abstract-imagen", + "reference": "https://github.com/wakattac/ComfyUI-AbstractImaGen", + "files": [ + "https://github.com/wakattac/ComfyUI-AbstractImaGen" + ], + "install_type": "git-clone", + "description": "ComfyUI node for [a/Abstract Image Generation](https://github.com/wakattac/ComfyUI-AbstractImaGen/). This node is designed to create unique abstract base images on the fly within your ComfyUI workflows, which can then be used as input for VAE encoding, image-to-image generation, or other creative processes." + }, + { + "author": "Irsalistic", + "title": "ComfyUI DAM Object Extractor", + "reference": "https://github.com/Irsalistic/comfyui-dam-object-extractor", + "files": [ + "https://github.com/Irsalistic/comfyui-dam-object-extractor" + ], + "description": "A ComfyUI node that uses NVIDIA's DAM model to identify objects in masked regions", + "tags": ["object recognition", "vision", "image analysis"], + "install_type": "git-clone" + }, + { + "author": "dicksensei69", + "title": "ComfyUI Loops", + "reference": "https://github.com/dicksensei69/comfyui_loops", + "files": [ + "https://github.com/dicksensei69/comfyui_loops" + ], + "description": "A custom node for ComfyUI that creates looping animations from image sequences.", + "install_type": "git-clone" + }, + { + "author": "tighug", + "title": "ComfyUI Rating Checker", + "reference": "https://github.com/tighug/comfyui-rating-checker", + "files": [ + "https://github.com/tighug/comfyui-rating-checker" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that classifies images into NSFW (Not Safe For Work) categories." + }, + { + "author": "tighug", + "title": "ComfyUI Eagle Feeder", + "reference": "https://github.com/tighug/comfyui-eagle-feeder", + "files": [ + "https://github.com/tighug/comfyui-eagle-feeder" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to send images directly to [a/Eagle](https://jp.eagle.cool/)." + }, + { + "author": "BigStationW", + "title": "ComfyUi-RescaleCFGAdvanced", + "reference": "https://github.com/BigStationW/ComfyUi-RescaleCFGAdvanced", + "files": [ + "https://github.com/BigStationW/ComfyUi-RescaleCFGAdvanced" + ], + "install_type": "git-clone", + "description": "ReforgeCFG is a ComfyUI node designed to add details to your image. [a/While it already exists in Comfy Core](https://github.com/comfyanonymous/ComfyUI/blob/80a44b97f5cbcb890896e2b9e65d177f1ac6a588/comfy_extras/nodes_model_advanced.py#L258), it lacks timesteps for adjustment." + }, + { + "author": "BigStationW", + "title": "ComfyUi-Load-Image-And-Display-Prompt-Metadata", + "reference": "https://github.com/BigStationW/ComfyUi-Load-Image-And-Display-Prompt-Metadata", + "files": [ + "https://github.com/BigStationW/ComfyUi-Load-Image-And-Display-Prompt-Metadata" + ], + "install_type": "git-clone", + "description": "This node displays the positive and negative prompts of a loaded ComfyUi image." + }, + { + "author": "BigStationW", + "title": "ComfyUi-Scale-Image-to-Total-Pixels-Advanced", + "reference": "https://github.com/BigStationW/ComfyUi-Scale-Image-to-Total-Pixels-Advanced", + "files": [ + "https://github.com/BigStationW/ComfyUi-Scale-Image-to-Total-Pixels-Advanced" + ], + "install_type": "git-clone", + "description": "A more advanced version of the original ImageScaleToTotalPixels node" + }, + { + "author": "BigStationW", + "title": "ComfyUi-ConditioningNoiseInjection", + "reference": "https://github.com/BigStationW/ComfyUi-ConditioningNoiseInjection", + "files": [ + "https://github.com/BigStationW/ComfyUi-ConditioningNoiseInjection" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that injects controlled noise into conditioning embeddings (like prompts) for a portion of the diffusion process." + }, + { + "author": "BigStationW", + "title": "ComfyUi-ConditioningTimestepSwitch", + "reference": "https://github.com/BigStationW/ComfyUi-ConditioningTimestepSwitch", + "files": [ + "https://github.com/BigStationW/ComfyUi-ConditioningTimestepSwitch" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows temporal switching between prompts." + }, + { + "author": "BigStationW", + "title": "ComfyUi-TextEncodeQwenImageEditAdvanced", + "reference": "https://github.com/BigStationW/ComfyUi-TextEncodeQwenImageEditAdvanced", + "files": [ + "https://github.com/BigStationW/ComfyUi-TextEncodeQwenImageEditAdvanced" + ], + "install_type": "git-clone", + "description": "Qwen Image Edit uses a Vision Language Model to analyze input images and automatically enhance prompts with detailed descriptions." + }, + { + "author": "BigStationW", + "title": "ComfyUi-DisplayAllSteps", + "reference": "https://github.com/BigStationW/ComfyUi-DisplayAllSteps", + "files": [ + "https://github.com/BigStationW/ComfyUi-DisplayAllSteps" + ], + "install_type": "git-clone", + "description": "Custom node that displays the intermediate images generated at each denoising step during sampling. (Description by CC)" + }, + { + "author": "BigStationW", + "title": "Comfyui-AD-Image-Concatenation-Advanced", + "reference": "https://github.com/BigStationW/Comfyui-AD-Image-Concatenation-Advanced", + "files": [ + "https://github.com/BigStationW/Comfyui-AD-Image-Concatenation-Advanced" + ], + "install_type": "git-clone", + "description": "Advanced image concatenation node for ComfyUI with flexible grid layouts, padding, and styling options." + }, + { + "author": "matoo", + "title": "Compare Videos", + "reference": "https://github.com/surinder83singh/ComfyUI-compare-videos", + "files": [ + "https://github.com/surinder83singh/ComfyUI-compare-videos" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI extension to compare two video/image sequences via wipe preview." + }, + { + "author": "JoeNavark", + "title": "Custom Graph Sigma for ComfyUI", + "reference": "https://github.com/JoeNavark/comfyui_custom_sigma_editor", + "files": [ + "https://github.com/JoeNavark/comfyui_custom_sigma_editor" + ], + "install_type": "git-clone", + "description": "Custom Graph Sigma is a ComfyUI custom node that provides an interactive spline-based curve editor for visually creating and exporting custom sigma schedules. This is especially useful for controlling the noise schedule or custom step values in diffusion models and other workflows that use a sequence of values over time or steps." + }, + { + "author": "hybskgks28275", + "title": "ComfyUI-hybs-nodes", + "reference": "https://github.com/hybskgks28275/ComfyUI-hybs-nodes", + "files": [ + "https://github.com/hybskgks28275/ComfyUI-hybs-nodes" + ], + "install_type": "git-clone", + "description": "Various custom nodes will be added." + }, + { + "author": "mohsensd1373", + "title": "comfyui_wordpress", + "reference": "https://github.com/mohsensd1373/comfyui_wordpress", + "files": [ + "https://github.com/mohsensd1373/comfyui_wordpress" + ], + "install_type": "git-clone", + "description": "Upload image from comfyui to WordPress add your site setting in file wordpress_config.json" + }, + { + "author": "StableLlama", + "title": "Basic data handling", + "reference": "https://github.com/StableLlama/ComfyUI-basic_data_handling", + "files": [ + "https://github.com/StableLlama/ComfyUI-basic_data_handling" + ], + "install_type": "git-clone", + "description": "Basic Python functions for manipulating data that every programmer is used to. Currently supported: BOOLEAN, FLOAT, INT, STRING and data lists." + }, + { + "author": "charlyad142", + "title": "ComfyUI BFL API Pro Nodes", + "reference": "https://github.com/charlyad142/ComfyUI_bfl_api_pro_nodes", + "files": [ + "https://github.com/charlyad142/ComfyUI_bfl_api_pro_nodes" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides integration with the BFL (Black Forest Labs) API to enhance and optimize image processing. It allows the use of Flux Pro directly within ComfyUI, offering advanced image processing capabilities." + }, + { + "author": "ServiceStack", + "title": "ComfyUI Asset Downloader", + "id": "asset-downloader", + "reference": "https://github.com/ServiceStack/comfy-asset-downloader", + "files": [ + "https://github.com/ServiceStack/comfy-asset-downloader" + ], + "install_type": "git-clone", + "description": "This node allows downloading models and other resources used within a ComfyUI workflow making it easier to resolve referenced assets and share workflows" + }, + { + "author": "Njbx", + "title": "ComfyUI-LTX13B-Blockswap", + "reference": "https://github.com/Njbx/ComfyUI-LTX13B-Blockswap", + "files": [ + "https://github.com/Njbx/ComfyUI-LTX13B-Blockswap" + ], + "install_type": "git-clone", + "description": "ComfyUI-LTX13B-Blockswap This is a simple LTX block swap node for ComfyUI native nodes for 13B model, works by swapping upto 47 blocks to the CPU to reduce VRAM." + }, + { + "author": "IIs-fanta", + "title": "ComfyUI-FANTA-GameBox", + "reference": "https://github.com/IIs-fanta/ComfyUI-FANTA-GameBox", + "files": [ + "https://github.com/IIs-fanta/ComfyUI-FANTA-GameBox" + ], + "install_type": "git-clone", + "description": "Nodes for playing mini-games with ComfyUI." + }, + { + "author": "pixible", + "title": "comfyui-customselector", + "reference": "https://github.com/gasparuff/CustomSelector", + "files": [ + "https://github.com/gasparuff/CustomSelector" + ], + "install_type": "git-clone", + "description": "Helps deciding different settings depending on the input string" + }, + { + "author": "AIWarper", + "title": "NormalCrafterWrapper", + "id": "normal-crafter-wrapper", + "reference": "https://github.com/AIWarper/ComfyUI-NormalCrafterWrapper", + "files": [ + "https://github.com/AIWarper/ComfyUI-NormalCrafterWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI diffusers wrapper nodes for [a/NormalCrafter](https://github.com/Binyr/NormalCrafter)" + }, + { + "author": "AIWarper", + "title": "ComfyUI Warper Nodes", + "reference": "https://github.com/AIWarper/ComfyUI-WarperNodes", + "files": [ + "https://github.com/AIWarper/ComfyUI-WarperNodes" + ], + "install_type": "git-clone", + "description": "NODES: DWPose Scaler (Warper), Mouth Mask from Pose (Warper), Facial Part Mask from Pose (Warper), Smart Video Batcher (Warper), Get Batch By Index (Warper), Smart Overlapping Batcher (Warper), Flow Visualizer (Warper), Preprocess for Target (Warper), Crop and Restore (Warper), Aspect Ratio Resolution (Warper)" + }, + { + "author": "Goshe-nite", + "title": "GPS' Supplements for ComfyUI", + "id": "GPSupps", + "reference": "https://github.com/Goshe-nite/comfyui-gps-supplements", + "files": [ + "https://github.com/Goshe-nite/comfyui-gps-supplements" + ], + "install_type": "git-clone", + "description": "Nodes to make ComfyUI-Image-Saver and rgthree-comfy more compatible. Allowing Power Lora Loader node to be used with Image Saver node. Also adding nodes to extract Image Saver compatible strings to simplify workflows." + }, + { + "author": "fpgaminer", + "title": "JoyCaption Nodes", + "id": "comfyui-joycaption", + "reference": "https://github.com/fpgaminer/joycaption_comfyui", + "files": [ + "https://github.com/fpgaminer/joycaption_comfyui" + ], + "install_type": "git-clone", + "description": "Nodes for running the JoyCaption image captioner VLM." + }, + { + "author": "1hew", + "title": "ComfyUI 1hewNodes", + "id": "ComfyUI-1hewNodes", + "reference": "https://github.com/1hew/ComfyUI-1hewNodes", + "files": [ + "https://github.com/1hew/ComfyUI-1hewNodes" + ], + "install_type": "git-clone", + "description": "This is a custom node collection for ComfyUI that provides some utility nodes." + }, + { + "author": "cyberhirsch", + "title": "Seb Nodes", + "id": "seb_nodes", + "reference": "https://github.com/cyberhirsch/seb_nodes", + "files": [ + "https://github.com/cyberhirsch/seb_nodes" + ], + "install_type": "git-clone", + "description": "Save image node with dynamic paths and an 'Open Folder' button." + }, + { + "author": "Alastor 666 1933", + "title": "Caching to not Waste", + "id": "caching_to_not_waste", + "reference": "https://github.com/alastor-666-1933/caching_to_not_waste", + "files": [ + "https://github.com/alastor-666-1933/caching_to_not_waste" + ], + "install_type": "git-clone", + "description": "This node allows you to cache/caching/store and reuse resized images, ControlNet images, masks, and texts. It avoids repeating heavy operations by loading previously saved files — saving time, memory, and processing power in future executions." + }, + { + "author": "hayd-zju", + "title": "ICEdit-ComfyUI-official", + "reference": "https://github.com/hayd-zju/ICEdit-ComfyUI-official", + "files": [ + "https://github.com/hayd-zju/ICEdit-ComfyUI-official" + ], + "install_type": "git-clone", + "description": "This node pack provides the official ComfyUI workflow for ICEdit." + }, + { + "author": "SanDiegoDude", + "title": "ComfyUI-SaveAudioMP3", + "reference": "https://github.com/SanDiegoDude/ComfyUI-SaveAudioMP3", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-SaveAudioMP3" + ], + "install_type": "git-clone", + "description": "quick Comfy Node to convert input waveform audio to MP3" + }, + { + "author": "SanDiegoDude", + "title": "ComfyUI-DeepStereo", + "reference": "https://github.com/SanDiegoDude/ComfyUI-DeepStereo", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-DeepStereo" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for DeepStereo, an auto-autostereogram generator" + }, + { + "author": "SanDiegoDude", + "title": "ComfyUI-Kontext-API", + "reference": "https://github.com/SanDiegoDude/ComfyUI-Kontext-API", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-Kontext-API" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for integrating with the Fal Kontext API for advanced image editing and generation." + }, + { + "author": "SanDiegoDude", + "title": "SCG_LocalVLM", + "reference": "https://github.com/SanDiegoDude/SCG_LocalVLM", + "files": [ + "https://github.com/SanDiegoDude/SCG_LocalVLM" + ], + "install_type": "git-clone", + "description": "This is an implementation of [Qwen3-VL](https://github.com/QwenLM/Qwen3-VL) for [ComfyUI](https://github.com/comfyanonymous/ComfyUI), which supports for text-based and single-image queries." + }, + { + "author": "SanDiegoDude", + "title": "ComfyUI-Soprano-TTS", + "reference": "https://github.com/SanDiegoDude/ComfyUI-Soprano-TTS", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-Soprano-TTS" + ], + "install_type": "git-clone", + "description": "Ultra-lightweight, high-fidelity text-to-speech for ComfyUI using Soprano TTS." + }, + { + "author": "tavyra", + "title": "ComfyUI_Curves", + "reference": "https://github.com/tavyra/ComfyUI_Curves", + "files": [ + "https://github.com/tavyra/ComfyUI_Curves" + ], + "install_type": "git-clone", + "description": "Generate or draw FLOAT arrays within ComfyUI" + }, + { + "author": "krmahil", + "title": "Hollow Preserve", + "reference": "https://github.com/krmahil/comfyui-hollow-preserve", + "files": [ + "https://github.com/krmahil/comfyui-hollow-preserve" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that breaks closed loops in masks to prevent inpainting models from modifying enclosed regions" + }, + { + "author": "lihaoyun6", + "title": "ComfyUI-BlindWatermark", + "reference": "https://github.com/lihaoyun6/ComfyUI-BlindWatermark", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-BlindWatermark" + ], + "install_type": "git-clone", + "description": "Embeds an invisible watermark in the input image" + }, + { + "author": "lihaoyun6", + "title": "Comfyui-QwenPromptRewriter", + "reference": "https://github.com/lihaoyun6/ComfyUI-QwenPromptRewriter", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-QwenPromptRewriter" + ], + "install_type": "git-clone", + "description": "Enhance your prompts using the Qwen LLM to align the behavior and capabilities of the Qwen-Image/Edit online version." + }, + { + "author": "lihaoyun6", + "title": "ComfyUI-Segformer_Ultra_Fast", + "reference": "https://github.com/lihaoyun6/ComfyUI-Segformer_Ultra_Fast", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-Segformer_Ultra_Fast" + ], + "install_type": "git-clone", + "description": "Run Segformer at lightning speed for image/video segmentation." + }, + { + "author": "lihaoyun6", + "title": "ComfyUI-FlashVSR_Ultra_Fast", + "reference": "https://github.com/lihaoyun6/ComfyUI-FlashVSR_Ultra_Fast", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-FlashVSR_Ultra_Fast" + ], + "install_type": "git-clone", + "description": "Running FlashVSR on lower VRAM without any artifacts." + }, + { + "author": "northumber", + "title": "ComfyUI-northTools", + "reference": "https://github.com/northumber/ComfyUI-northTools", + "files": [ + "https://github.com/northumber/ComfyUI-northTools" + ], + "install_type": "git-clone", + "description": "Collection of nodes for ComfyUI for automation" + }, + { + "author": "neggo", + "title": "comfyui-sambanova", + "reference": "https://github.com/neggo/comfyui-sambanova", + "files": [ + "https://github.com/neggo/comfyui-sambanova" + ], + "install_type": "git-clone", + "description": "This node pack provides a Python node that uses the SambaNova API to send prompts to a chat AI model (e.g., DeepSeek-V3-0324) and retrieve responses, intended for integration into node-based workflows like ComfyUI." + }, + { + "author": "Sinphaltimus", + "title": "comfyui_fedcoms_node_pack", + "reference": "https://github.com/Sinphaltimus/comfyui_fedcoms_node_pack", + "files": [ + "https://github.com/Sinphaltimus/comfyui_fedcoms_node_pack" + ], + "install_type": "git-clone", + "description": "Several nodes that attempt to extract metadata and raw text information from Gen AI models." + }, + { + "author": "XchanBik", + "title": "ComfyUI_SimpleBridgeNode", + "reference": "https://github.com/XchanBik/ComfyUI_SimpleBridgeNode", + "files": [ + "https://github.com/XchanBik/ComfyUI_SimpleBridgeNode" + ], + "install_type": "git-clone", + "description": "This node can store a route with a chosen ID then load it anywhere in the workflow. Goal it to make linking less messy in my taste." + }, + { + "author": "wings6407", + "title": "ComfyUI_HBH-image_overlay", + "reference": "https://github.com/wings6407/ComfyUI_HBH-image_overlay", + "files": [ + "https://github.com/wings6407/ComfyUI_HBH-image_overlay" + ], + "install_type": "git-clone", + "description": "Use the point editor to perform image composition editing." + }, + { + "author": "monkeyWie", + "title": "ComfyUI-FormInput", + "reference": "https://github.com/monkeyWie/ComfyUI-FormInput", + "files": [ + "https://github.com/monkeyWie/ComfyUI-FormInput" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides a set of input elements to create forms or interact with your workflows." + }, + { + "author": "bollerdominik", + "title": "ComfyUI-load-lora-from-url", + "reference": "https://github.com/bollerdominik/ComfyUI-load-lora-from-url", + "files": [ + "https://github.com/bollerdominik/ComfyUI-load-lora-from-url" + ], + "install_type": "git-clone", + "description": "A simple node to load image from local path or http url." + }, + { + "author": "newtextdoc1111", + "title": "ComfyUI-Autocomplete-Plus", + "reference": "https://github.com/newtextdoc1111/ComfyUI-Autocomplete-Plus", + "files": [ + "https://github.com/newtextdoc1111/ComfyUI-Autocomplete-Plus" + ], + "install_type": "git-clone", + "description": "Autocomplete and Related Tag display for ComfyUI" + }, + { + "author": "otacoo", + "title": "Metadata-Extractor", + "reference": "https://github.com/otacoo/comfyui_otacoo", + "files": [ + "https://github.com/otacoo/comfyui_otacoo" + ], + "install_type": "git-clone", + "description": "Extract generation info from PNG and JPEG images, supports both A1111 and (some) ComfyUI metadata" + }, + { + "author": "vladpro3", + "title": "ComfyUI_BishaNodes", + "reference": "https://github.com/vladpro3/ComfyUI_BishaNodes", + "files": [ + "https://github.com/vladpro3/ComfyUI_BishaNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to improve promts and image settings" + }, + { + "author": "otacoo", + "title": "comfyui-holdup", + "reference": "https://github.com/usrname0/comfyui-holdup", + "files": [ + "https://github.com/usrname0/comfyui-holdup" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that waits for a GPU temp and/or a number of seconds." + }, + { + "author": "lerignoux", + "title": "ComfyUI-PechaKucha", + "reference": "https://github.com/lerignoux/ComfyUI-PechaKucha", + "files": [ + "https://github.com/lerignoux/ComfyUI-PechaKucha" + ], + "install_type": "git-clone", + "description": "Nodes to generate a pecha-kucha presentation in ComfyUI" + }, + { + "author": "lerignoux", + "title": "ComfyUI Stable3DGen", + "reference": "https://github.com/lerignoux/ComfyUI-Stable3DGen", + "files": [ + "https://github.com/lerignoux/ComfyUI-Stable3DGen" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node to generate 3D assets using [a/Stable3D](https://github.com/Stable-X/Stable3DGen)" + }, + { + "author": "GroxicTinch", + "title": "EasyUI", + "reference": "https://github.com/GroxicTinch/EasyUI-ComfyUI", + "files": [ + "https://github.com/GroxicTinch/EasyUI-ComfyUI" + ], + "install_type": "git-clone", + "description": "Allows making a mirror of options that are on a node, for use creating your own UI" + }, + { + "author": "Dontdrunk", + "title": "ComfyUI-DD-Nodes", + "id": "comfyui-dd-nodes", + "reference": "https://github.com/Dontdrunk/ComfyUI-DD-Nodes", + "files": [ + "https://github.com/Dontdrunk/ComfyUI-DD-Nodes" + ], + "install_type": "git-clone", + "description": "Provide powerful frontend and backend integration node packages for ComfyUI - this is an exceptionally robust integration extension." + }, + { + "author": "Dontdrunk", + "title": "ComfyUI-DD-Translation", + "id": "comfyui-dd-translation", + "reference": "https://github.com/Dontdrunk/ComfyUI-DD-Translation", + "files": [ + "https://github.com/Dontdrunk/ComfyUI-DD-Translation" + ], + "install_type": "git-clone", + "description": "A plugin offering supplementary Chinese translations for ComfyUI custom nodes." + }, + { + "author": "TrophiHunter", + "title": "Photography Nodes", + "id": "comfyui-photography-nodes", + "reference": "https://github.com/TrophiHunter/ComfyUI_Photography_Nodes", + "files": [ + "https://github.com/TrophiHunter/ComfyUI_Photography_Nodes" + ], + "install_type": "git-clone", + "description": "I wanted a way to batch add effects to images inside Comfyui so I made these nodes. Some of the effects should be ordered specifically so they stack and are effecting the image emulating camera effectsI made some workflows to show you the correct order." + }, + { + "author": "magic-eraser-org", + "title": "ComfyUI-Unwatermark", + "reference": "https://github.com/magic-eraser-org/ComfyUI-Unwatermark", + "files": [ + "https://github.com/magic-eraser-org/ComfyUI-Unwatermark" + ], + "install_type": "git-clone", + "description": "ComfyUI-Unwatermark: A ComfyUI custom node to intelligently remove watermarks from images using the unwatermark.ai API.\nThis custom node for ComfyUI allows you to easily remove watermarks from your images by leveraging the power of the unwatermark.ai API." + }, + { + "author": "Sayene", + "title": "comfyui-base64-to-image-size", + "reference": "https://github.com/Sayene/comfyui-base64-to-image-size", + "files": [ + "https://github.com/Sayene/comfyui-base64-to-image-size" + ], + "install_type": "git-clone", + "description": "Loads an image and its transparency mask from a base64-encoded data URI. This is useful for API connections as you can transfer data directly rather than specify a file location." + }, + { + "author": "xuhongming251", + "title": "ComfyUI-Jimeng", + "reference": "https://github.com/xuhongming251/ComfyUI-Jimeng", + "files": [ + "https://github.com/xuhongming251/ComfyUI-Jimeng" + ], + "install_type": "git-clone", + "description": "for use jimeng ai in comfyui" + }, + { + "author": "xuhongming251", + "title": "ComfyUI-InfiniteTalk-MultiImage", + "reference": "https://github.com/xuhongming251/ComfyUI-InfiniteTalk-MultiImage", + "files": [ + "https://github.com/xuhongming251/ComfyUI-InfiniteTalk-MultiImage" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for multi-image processing and data manipulation in InfiniteTalk workflows. (Description by CC)" + }, + { + "author": "Kyron Mahan", + "title": "ComfyUI Smart Scaler", + "id": "smart-scaler", + "reference": "https://github.com/babydjac/comfyui-smart-scaler", + "files": [ + "https://github.com/babydjac/comfyui-smart-scaler" + ], + "install_type": "git-clone", + "description": "A package for intelligent image scaling, aspect ratio adjustments, metadata extraction, and video frame processing for Wan 2.1 vid2vid/img2vid workflows with Pony/SDXL models." + }, + { + "author": "purewater2011", + "title": "comfyui_color_detection", + "reference": "https://github.com/purewater2011/comfyui_color_detection", + "files": [ + "https://github.com/purewater2011/comfyui_color_detection" + ], + "install_type": "git-clone", + "description": "This plugin adds functionality to ComfyUI for detecting yellow tones in images, making it particularly useful for skin tone analysis and image color evaluation." + }, + { + "author": "San4itos", + "title": "Save Images to Video (FFmpeg) for ComfyUI", + "reference": "https://github.com/San4itos/ComfyUI-Save-Images-as-Video", + "files": [ + "https://github.com/San4itos/ComfyUI-Save-Images-as-Video" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to save image sequences as video files using FFmpeg. Supports various codecs, audio muxing, and in-node previews." + }, + { + "author": "X-School-Academy", + "title": "X-FluxAgent", + "reference": "https://github.com/X-School-Academy/X-FluxAgent", + "files": [ + "https://github.com/X-School-Academy/X-FluxAgent" + ], + "install_type": "git-clone", + "description": "X-FluxAgent turns ComfyUI into a smart, AI-powered agent capable of building software, automating tasks, and even managing your daily workflows — all with natural language prompts, no coding experience needed." + }, + { + "author": "cluny85", + "title": "ComfyUI-Scripting-Tools", + "reference": "https://github.com/cluny85/ComfyUI-Scripting-Tools", + "files": [ + "https://github.com/cluny85/ComfyUI-Scripting-Tools" + ], + "install_type": "git-clone", + "description": "A set of utility nodes for ComfyUI focused on scripting. Includes an enhanced UUID generator node." + }, + { + "author": "LamEmil", + "title": "ComfyUI ASCII Art Nodes", + "reference": "https://github.com/LamEmil/ComfyUI_ASCIIArtNode", + "files": [ + "https://github.com/LamEmil/ComfyUI_ASCIIArtNode" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that enable the creation of various ASCII art effects, from static images to complex, colorized typing animations and video conversions." + }, + { + "author": "jqy-yo", + "title": "BBoxLowerMask2", + "reference": "https://github.com/jqy-yo/Comfyui-BBoxLowerMask2", + "files": [ + "https://github.com/jqy-yo/Comfyui-BBoxLowerMask2" + ], + "install_type": "git-clone", + "description": "Create a mask to slice the image at specific coordinates" + }, + { + "author": "ICAI Icelandic Center for Artificial Intelligence", + "title": "Sampler Scheduler Metrics Tester for ComfyUI", + "id": "SamplerSchedulerMetricsTester", + "reference": "https://github.com/IcelandicCenterArtificialIntelligence/ComfyUI-SamplerSchedulerMetricsTester", + "files": [ + "https://github.com/IcelandicCenterArtificialIntelligence/ComfyUI-SamplerSchedulerMetricsTester" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to test combinations of samplers and schedulers. It generates a batch of generated images(latents), as well as RGB images, each one annotated with the specific combination used, performance timing, and several image quality metrics (Laplacian Variance, Gradient Mean, FFT-based sharpness) for our internal usage, but kept as they could may be useful for others to." + }, + { + "author": "2frames.app", + "title": "AQnodes for ComfyUI", + "id": "AQnodes", + "reference": "https://github.com/2frames/ComfyUI-AQnodes", + "files": [ + "https://github.com/2frames/ComfyUI-AQnodes" + ], + "install_type": "git-clone", + "description": "Nodes for ComfyUI, mostly for llm calling and automatizing pulid multiface." + }, + { + "author": "BigWhiteFly", + "title": "ComfyUI-ImageConcat", + "reference": "https://github.com/BigWhiteFly/ComfyUI-ImageConcat", + "files": [ + "https://github.com/BigWhiteFly/ComfyUI-ImageConcat" + ], + "install_type": "git-clone", + "description": "concatenate all images in floders, concatenate caption txt files for trainning loras." + }, + { + "author": "Jannled", + "title": "OWL-ViT ComfyUI", + "reference": "https://github.com/Jannled/owl-vit-comfyui", + "files": [ + "https://github.com/Jannled/owl-vit-comfyui" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for OWL-ViT / OWLv2 using the HuggingFace Transformers implementation" + }, + { + "author": "thedivergentai", + "title": "Divergent Nodes", + "reference": "https://github.com/thedivergentai/divergent_nodes", + "files": [ + "https://github.com/thedivergentai/divergent_nodes" + ], + "install_type": "git-clone", + "description": "This repository contains a collection of custom nodes for ComfyUI designed to integrate external AI models, provide utilities, and enable advanced workflows." + }, + { + "author": "skycoder", + "title": "Filename Tools", + "reference": "https://github.com/skycoder182/comfyui-filename-tools", + "files": [ + "https://github.com/skycoder182/comfyui-filename-tools" + ], + "install_type": "git-clone", + "description": "A utility node for extracting and trimming filenames from file paths" + }, + { + "author": "skycoder", + "title": "Skycoder Tools", + "reference": "https://github.com/skycoder182/comfyui-skycoder-tools", + "files": [ + "https://github.com/skycoder182/comfyui-skycoder-tools" + ], + "install_type": "git-clone", + "description": "A collection of useful custom nodes for ComfyUI workflows" + }, + { + "author": "craig-tanaka", + "title": "ComfyUI Anime Segmentation Nodes v1.1.0", + "reference": "https://github.com/craig-tanaka/comfyui_animeseg", + "files": [ + "https://github.com/craig-tanaka/comfyui_animeseg" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for ComfyUI that provide anime-style image segmentation using efficient pre-trained models." + }, + { + "author": "lepiai", + "title": "ComfyUI-Minitools", + "reference": "https://github.com/lepiai/ComfyUI-Minitools", + "files": [ + "https://github.com/lepiai/ComfyUI-Minitools" + ], + "install_type": "git-clone", + "description": "ComfyUI Mini Toolkit – Helps reduce node redundancy. Let’s see if there’s time to keep it updated regularly." + }, + { + "author": "wildminder", + "title": "ComfyUI-KEEP", + "reference": "https://github.com/wildminder/ComfyUI-KEEP", + "files": [ + "https://github.com/wildminder/ComfyUI-KEEP" + ], + "install_type": "git-clone", + "description": "Kalman-Inspired Feature Propagation for Video Face Super-Resolution" + }, + { + "author": "wildminder", + "title": "ComfyUI-Chatterbox", + "reference": "https://github.com/wildminder/ComfyUI-Chatterbox", + "files": [ + "https://github.com/wildminder/ComfyUI-Chatterbox" + ], + "install_type": "git-clone", + "description": "ComfyUI Chatterbox TTS & Voice Conversion Node" + }, + { + "author": "wildminder", + "title": "ComfyUI-Optim", + "reference": "https://github.com/wildminder/000_ComfyUI-Optim", + "files": [ + "https://github.com/wildminder/000_ComfyUI-Optim" + ], + "install_type": "git-clone", + "description": "ComfyUI startup optimizer and patcher" + }, + { + "author": "wildminder", + "title": "ComfyUI-VibeVoice", + "reference": "https://github.com/wildminder/ComfyUI-VibeVoice", + "files": [ + "https://github.com/wildminder/ComfyUI-VibeVoice" + ], + "install_type": "git-clone", + "description": "VibeVoice TTS. Expressive, long-form, multi-speaker conversational audio" + }, + { + "author": "wildminder", + "title": "ComfyUI-VoxCPM", + "reference": "https://github.com/wildminder/ComfyUI-VoxCPM", + "files": [ + "https://github.com/wildminder/ComfyUI-VoxCPM" + ], + "install_type": "git-clone", + "description": "VoxCPM TTS. Context-aware, expressive speech generation and true-to-life voice cloning" + }, + { + "author": "wildminder", + "title": "ComfyUI-KaniTTS", + "reference": "https://github.com/wildminder/ComfyUI-KaniTTS", + "files": [ + "https://github.com/wildminder/ComfyUI-KaniTTS" + ], + "install_type": "git-clone", + "description": "Kani TTS. Generate natural, high‑quality speech from text" + }, + { + "author": "wildminder", + "title": "ComfyUI-DyPE", + "reference": "https://github.com/wildminder/ComfyUI-DyPE", + "files": [ + "https://github.com/wildminder/ComfyUI-DyPE" + ], + "install_type": "git-clone", + "description": "DyPE for FLUX. Artifact-free 4K+ image generation." + }, + { + "author": "cloudkoala", + "title": "comfyui-koala", + "reference": "https://github.com/cloudkoala/comfyui-koala", + "files": [ + "https://github.com/cloudkoala/comfyui-koala" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on aspect ratio management and other utilities." + }, + { + "author": "Limbicnation", + "title": "Depth Estimation Node", + "reference": "https://github.com/Limbicnation/ComfyUIDepthEstimation", + "files": [ + "https://github.com/Limbicnation/ComfyUIDepthEstimation" + ], + "install_type": "git-clone", + "description": "A robust custom depth estimation node for ComfyUI using Depth-Anything models. It integrates depth estimation with configurable post-processing options including blur, median filtering, contrast enhancement, and gamma correction." + }, + { + "author": "Limbicnation", + "title": "ComfyUI Face Detection Node", + "id": "comfyui-face-detection-node", + "reference": "https://github.com/Limbicnation/ComfyUI_FaceDetectionNode", + "files": [ + "https://github.com/Limbicnation/ComfyUI_FaceDetectionNode" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for face detection and cropping using OpenCV Haar cascades, with full ComfyUI v3 schema support and backward compatibility.", + "nodename_pattern": "FaceDetectionNode" + }, + { + "author": "Limbicnation", + "title": "Transparency Background Remover", + "reference": "https://github.com/Limbicnation/ComfyUI-TransparencyBackgroundRemover", + "files": [ + "https://github.com/Limbicnation/ComfyUI-TransparencyBackgroundRemover" + ], + "install_type": "git-clone", + "description": "Automatic background removal and transparency generation for ComfyUI" + }, + { + "author": "Limbicnation", + "title": "ComfyUI-RandomSeedGenerator", + "reference": "https://github.com/Limbicnation/ComfyUI-RandomSeedGenerator", + "files": [ + "https://github.com/Limbicnation/ComfyUI-RandomSeedGenerator" + ], + "install_type": "git-clone", + "description": "Advanced seed generator for ComfyUI with multiple modes, state persistence, and cross-library synchronization" + }, + { + "author": "Limbicnation", + "title": "ComfyUI-PromptGenerator", + "id": "comfyui-prompt-generator", + "reference": "https://github.com/Limbicnation/ComfyUI-PromptGenerator", + "files": [ + "https://github.com/Limbicnation/ComfyUI-PromptGenerator" + ], + "install_type": "git-clone", + "description": "Generate Stable Diffusion prompts using Qwen3-8B via Ollama with 7 style presets (cinematic, anime, photorealistic, fantasy, abstract, cyberpunk, sci-fi)" + }, + { + "author": "hao-ai-lab", + "title": "FastVideo", + "reference": "https://github.com/hao-ai-lab/FastVideo", + "files": [ + "https://github.com/hao-ai-lab/FastVideo" + ], + "install_type": "git-clone", + "description": "A custom node suite for ComfyUI that provides accelerated multi-GPU video generation using [a/FastVideo](https://github.com/hao-ai-lab/FastVideo)." + }, + { + "author": "TensorKaze", + "title": "ComfyUI-TkNodes", + "id": "ComfyUI-TkNodes", + "reference": "https://github.com/TensorKaze/ComfyUI-TkNodes", + "files": [ + "https://github.com/TensorKaze/ComfyUI-TkNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI with advanced image scaling, latent manipulation, and Flux sampling" + }, + { + "author": "angree", + "title": "Q GLB Material Modifier", + "reference": "https://github.com/angree/ComfyUI-Q_GLB_Material_Modifier", + "files": [ + "https://github.com/angree/ComfyUI-Q_GLB_Material_Modifier" + ], + "install_type": "git-clone", + "description": "Enhance GLB 3D models with realistic materials, smart emissive elements, and procedural normal maps" + }, + { + "author": "angree", + "title": "Q Find Mask Size", + "reference": "https://github.com/angree/ComfyUI-Q_find-mask-size", + "files": [ + "https://github.com/angree/ComfyUI-Q_find-mask-size" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for finding and analyzing mask sizes in images" + }, + { + "author": "babe-and-spencer-enterprises", + "title": "ComfyUI Upload to BASE Node", + "reference": "https://github.com/babe-and-spencer-enterprises/base-comfyui-node", + "files": [ + "https://github.com/babe-and-spencer-enterprises/base-comfyui-node" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that lets you upload generated images directly to your [a/BASE](https://getbase.app/) account — no manual downloads or re-uploads needed." + }, + { + "author": "R5-Revo", + "title": "Universal LLM Node for ComfyUI", + "reference": "https://github.com/R5-Revo/llm-node-comfyui", + "files": [ + "https://github.com/R5-Revo/llm-node-comfyui" + ], + "install_type": "git-clone", + "description": "UniversalLLMNode is a custom node for ComfyUI that provides a unified interface to use multiple major LLM APIs, including OpenAI, Anthropic (Claude), Google Gemini, Groq, and Mistral. It is ideal for tasks such as automatically generating high-quality SDXL prompts for image generation." + }, + { + "author": "jaimitoes", + "title": "ComfyUI_Wan2_1_lora_trainer", + "reference": "https://github.com/jaimitoes/ComfyUI_Wan2_1_lora_trainer", + "files": [ + "https://github.com/jaimitoes/ComfyUI_Wan2_1_lora_trainer" + ], + "install_type": "git-clone", + "description": "Musubi Tuner by kohya_ss" + }, + { + "author": "karthikg-09", + "title": "ComfyUI-Vton-Mask", + "reference": "https://github.com/karthikg-09/ComfyUI-Vton-Mask", + "files": [ + "https://github.com/karthikg-09/ComfyUI-Vton-Mask" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI custom node for generating high-quality masks and pose detection for virtual try-on applications. This node extracts only the essential masking functionality from FitDiT without requiring heavy diffusion models." + }, + { + "author": "karthikg-09", + "title": "ComfyUI WanVideo Auto Resize", + "reference": "https://github.com/karthikg-09/ComfyUI-WanVideoAutoResize", + "files": [ + "https://github.com/karthikg-09/ComfyUI-WanVideoAutoResize" + ], + "install_type": "git-clone", + "description": "A high-performance ComfyUI custom node for intelligent image resizing with industry-standard presets and smart orientation detection. Optimized for video workflows and batch processing." + }, + { + "author": "kiko9", + "title": "ComfyUI_PromptManager", + "reference": "https://github.com/ComfyAssets/ComfyUI_PromptManager", + "files": [ + "https://github.com/ComfyAssets/ComfyUI_PromptManager" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that extends the standard text encoder with persistent prompt storage, advanced search capabilities, and an automatic image gallery system using SQLite." + }, + { + "author": "kiko9", + "title": "ComfyUI_Selectors", + "reference": "https://github.com/ComfyAssets/ComfyUI_Selectors", + "files": [ + "https://github.com/ComfyAssets/ComfyUI_Selectors" + ], + "install_type": "git-clone", + "description": "A modern ComfyUI custom node package that provides essential UI controls for image generation workflows. These nodes allow you to centralize commonly shared parameters (scheduler, sampler, dimensions, seeds) and link them to multiple nodes in your workflow, eliminating redundancy while maintaining JSON metadata compatibility." + }, + { + "author": "kiko9", + "title": "ComfyUI-KikoTools", + "reference": "https://github.com/ComfyAssets/ComfyUI-KikoTools", + "files": [ + "https://github.com/ComfyAssets/ComfyUI-KikoTools" + ], + "install_type": "git-clone", + "description": "ComfyUI-KikoTools provides carefully crafted, production-ready nodes grouped under the 'ComfyAssets' category. Each tool is designed with clean interfaces, comprehensive testing, and optimized performance for SDXL and FLUX workflows." + }, + { + "author": "kiko9", + "title": "ComfyUI-KikoStats", + "reference": "https://github.com/ComfyAssets/ComfyUI-KikoStats", + "files": [ + "https://github.com/ComfyAssets/ComfyUI-KikoStats" + ], + "install_type": "git-clone", + "description": "Real-time monitoring and statistics for ComfyUI" + }, + { + "author": "TFL-TFL", + "title": "ComfyUI_Text_Translation", + "reference": "https://github.com/TFL-TFL/ComfyUI_Text_Translation", + "files": [ + "https://github.com/TFL-TFL/ComfyUI_Text_Translation" + ], + "install_type": "git-clone", + "description": "Text translation node for ComfyUI: No need to apply for a translation API key, just use it. Currently supports more than thirty translation platforms." + }, + { + "author": "Charonartist", + "title": "ComfyUI Auto LoRA", + "reference": "https://github.com/Charonartist/comfyui-auto-lora-v2", + "files": [ + "https://github.com/Charonartist/comfyui-auto-lora-v2" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node that automatically detects trigger words from text prompts and applies the corresponding LoRA models." + }, + { + "author": "Charonartist", + "title": "ComfyUI Smart Resize Node", + "reference": "https://github.com/Charonartist/comfyui-smart-resize-node", + "files": [ + "https://github.com/Charonartist/comfyui-smart-resize-node" + ], + "install_type": "git-clone", + "description": "Smart resize node for ComfyUI that handles portrait/landscape images with short/long side specification" + }, + { + "author": "Charonartist", + "title": "ComfyUI Tag Remover", + "reference": "https://github.com/Charonartist/comfyui-tag-remover", + "files": [ + "https://github.com/Charonartist/comfyui-tag-remover" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for removing specified tags and their content from text" + }, + { + "author": "Charonartist", + "title": "comfyui-last-frame-extractor", + "reference": "https://github.com/Charonartist/comfyui-last-frame-extractor", + "files": [ + "https://github.com/Charonartist/comfyui-last-frame-extractor" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node that extracts the last frame (image) from an input image batch. It is particularly useful when you want to obtain the final scene or frame in a video generation workflow." + }, + { + "author": "Charonartist", + "title": "comfyui-lmstudio-conversation", + "reference": "https://github.com/Charonartist/comfyui-lmstudio-conversation", + "files": [ + "https://github.com/Charonartist/comfyui-lmstudio-conversation" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for LM Studio integration with conversation history support " + }, + { + "author": "ptmaster", + "title": "ComfyUI-Load-Diffusion-Model-to-Muti-GPUs", + "reference": "https://github.com/ptmaster/ComfyUI-Load-Diffusion-Model-to-Muti-GPUs", + "files": [ + "https://github.com/ptmaster/ComfyUI-Load-Diffusion-Model-to-Muti-GPUs/raw/refs/heads/main/Load%20Diffusion%20Model%20into%20Muti%20GPUs.py" + ], + "install_type": "copy", + "description": "NODES: OverrideLoadedDiffusionDevice.\nI happen to have two graphics cards, and I want to load models into another graphics card in Comfyui, so I designed this small node." + }, + { + "author": "ptmaster", + "title": "ComfyUI-audio-speed", + "reference": "https://github.com/ptmaster/comfyui-audio-speed", + "files": [ + "https://github.com/ptmaster/comfyui-audio-speed" + ], + "install_type": "git-clone", + "description": "This node pack is designed to adjust audio playback speed within ComfyUI, particularly to sync audio with models like FantasyTalking (WAN) that require specific frame rates. It can also be used for general-purpose audio speed control." + }, + { + "author": "ptmaster", + "title": "Comfyui-PT-Keyframe-Camera", + "reference": "https://github.com/ptmaster/Comfyui-PT-Keyframe-Camera", + "files": [ + "https://github.com/ptmaster/Comfyui-PT-Keyframe-Camera" + ], + "install_type": "git-clone", + "description": "The Comfyui-PT-Keyframe-Camera is a powerful tool designed to streamline the process of creating animations with keyframe cameras. It integrates seamlessly with existing workflows, allowing you to focus on your creativity without getting bogged down by technical details. This tool is perfect for animators, filmmakers, and anyone looking to add depth to their projects." + }, + { + "author": "doubletwisted", + "title": "ComfyUI Deadline Submission", + "reference": "https://github.com/doubletwisted/ComfyUI-Deadline-Plugin", + "files": [ + "https://github.com/doubletwisted/ComfyUI-Deadline-Plugin" + ], + "install_type": "git-clone", + "description": "ComfyUI plugin for submitting workflows to Thinkbox Deadline for distributed rendering. Enables render farm distribution with configurable job settings, batch processing, and automatic seed variation.", + "nodename_pattern": "DeadlineSubmitNode" + }, + { + "author": "openvino-dev-samples", + "title": "ComfyUI-OpenVINO", + "id": "comfyui-openvino", + "reference": "https://github.com/openvino-dev-samples/comfyui_openvino", + "files": [ + "https://github.com/openvino-dev-samples/comfyui_openvino" + ], + "install_type": "git-clone", + "description": "OpenVINO node is designed for optimizing the performance of model inference in ComfyUI by leveraging Intel OpenVINO toolkits. It can support running model on Intel CPU, GPU and NPU device." + }, + { + "author": "coiichan", + "title": "ComfyUI-Depth-Visualization-advanced", + "reference": "https://github.com/CoiiChan/ComfyUI-Depth-Visualization-Advanced", + "files": [ + "https://github.com/CoiiChan/ComfyUI-Depth-Visualization-Advanced" + ], + "install_type": "git-clone", + "description": "Works with any Depth Map and visualizes the applied version it inside ComfyUI." + }, + { + "author": "coiichan", + "title": "comfyui-every-person-seg-coii", + "reference": "https://github.com/CoiiChan/comfyui-every-person-seg-coii", + "reference2": "https://github.com/CoiiChan/ComfyUI-Every-Person-Seg-CoiiNode", + "files": [ + "https://github.com/CoiiChan/comfyui-every-person-seg-coii" + ], + "install_type": "git-clone", + "description": "A masking tool that provides the ability to break down the detailed contours of characters one by one for multi person use scenarios" + }, + { + "author": "coiichan", + "title": "ComfyUI-FuncAsTexture-CoiiNode", + "reference": "https://github.com/CoiiChan/ComfyUI-FuncAsTexture-CoiiNode", + "files": [ + "https://github.com/CoiiChan/ComfyUI-FuncAsTexture-CoiiNode" + ], + "install_type": "git-clone", + "description": "This allows for mathematical operations on input images and precise manipulation of channels through NumPy formulas, making it suitable for ComfyUI users with programming experience." + }, + { + "author": "coulterj", + "title": "ComfyUI SVG Visual Normalize & Margin Node", + "reference": "https://github.com/coulterj/comfyui-svg-visual-normalize", + "files": [ + "https://github.com/coulterj/comfyui-svg-visual-normalize" + ], + "install_type": "git-clone", + "description": "This ComfyUI custom node processes SVG (Scalable Vector Graphics) images to ensure the artwork consistently fills its canvas, is visually centered, and optionally has a margin applied. It's designed to provide more accurate results for complex vector graphics, such as those generated by vector tracing tools, where simple geometric bounding boxes may not align with perceived visual extents." + }, + { + "author": "papcorns", + "title": "ComfyUI Load Image From URL", + "reference": "https://github.com/papcorns/ComfyUI-Papcorns-Node-LoadImageFromUrl", + "files": [ + "https://github.com/papcorns/ComfyUI-Papcorns-Node-LoadImageFromUrl" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that allows you to load images directly from URLs or local file paths. This node provides a convenient way to import images into your ComfyUI workflows without manually downloading them first." + }, + { + "author": "papcorns", + "title": "Papcorns ComfyUI Custom Nodes", + "reference": "https://github.com/papcorns/Papcorns-Comfyui-Custom-Nodes", + "files": [ + "https://github.com/papcorns/Papcorns-Comfyui-Custom-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that enhances image processing and cloud storage capabilities." + }, + { + "author": "gabe-init", + "title": "ComfyUI OpenRouter Node", + "reference": "https://github.com/gabe-init/ComfyUI-Openrouter_node", + "files": [ + "https://github.com/gabe-init/ComfyUI-Openrouter_node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to interact with OpenRouter's chat/completion API, providing access to a wide range of models." + }, + { + "author": "gabe-init", + "title": "ComfyUI-11labs", + "reference": "https://github.com/gabe-init/ComfyUI-11labs", + "files": [ + "https://github.com/gabe-init/ComfyUI-11labs" + ], + "install_type": "git-clone", + "description": "ComfyUI ElevenLabs TTS Node - Text-to-speech integration with advanced voice controls" + }, + { + "author": "gabe-init", + "title": "ComfyUI-Google-Image-Search", + "reference": "https://github.com/gabe-init/ComfyUI-Google-Image-Search", + "files": [ + "https://github.com/gabe-init/ComfyUI-Google-Image-Search" + ], + "install_type": "git-clone", + "description": "ComfyUI Google Image Search Node - Search and retrieve images from Google" + }, + { + "author": "gabe-init", + "title": "ComfyUI-String-Similarity", + "reference": "https://github.com/gabe-init/ComfyUI-String-Similarity", + "files": [ + "https://github.com/gabe-init/ComfyUI-String-Similarity" + ], + "install_type": "git-clone", + "description": "ComfyUI String Similarity Node - Advanced text comparison with multiple algorithms" + }, + { + "author": "GACLove", + "title": "ComfyUI-Lightx2vWrapper", + "reference": "https://github.com/ModelTC/ComfyUI-Lightx2vWrapper", + "files": [ + "https://github.com/ModelTC/ComfyUI-Lightx2vWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI-Lightx2vWrapper is an inference wrapper for Lightx2v designed for use with ComfyUI." + }, + { + "author": "GACLove", + "title": "ComfyUI-VFI", + "reference": "https://github.com/GACLove/ComfyUI-VFI", + "files": [ + "https://github.com/GACLove/ComfyUI-VFI" + ], + "install_type": "git-clone", + "description": "ComfyUI-RIFE is an inference wrapper for RIFE designed for use with ComfyUI." + }, + { + "author": "Yahweasel", + "title": "ComfyUI-MinDalle", + "reference": "https://github.com/Yahweasel/ComfyUI-MinDalle", + "files": [ + "https://github.com/Yahweasel/ComfyUI-MinDalle" + ], + "install_type": "git-clone", + "description": "This is a quick-and-filthy wrapper of [a/min-dalle](https://github.com/kuprel/min-dalle) for ComfyUI. min-dalle downloads and loads the actual model itself, making for a very simple, but very non-idiomatic, ComfyUI node." + }, + { + "author": "Yahweasel", + "title": "ComfyUI-HF-Diffusers", + "reference": "https://github.com/Yahweasel/ComfyUI-HF-Diffusers", + "files": [ + "https://github.com/Yahweasel/ComfyUI-HF-Diffusers" + ], + "install_type": "git-clone", + "description": "A lot of custom nodes for ComfyUI are really just bindings to HuggingFace Diffusers and/or Transformers, but overly constrained to use them in very particular ways." + }, + { + "author": "AIToldMeTo", + "title": "ComfyUI Cache Cleaner Node", + "reference": "https://github.com/AIToldMeTo/comfyui-cache-cleaner", + "files": [ + "https://github.com/AIToldMeTo/comfyui-cache-cleaner" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides the ability to clear the cache directly from your workflow." + }, + { + "author": "SamTyurenkov", + "title": "comfyui_chatgpt", + "reference": "https://github.com/SamTyurenkov/comfyui_chatgpt", + "files": [ + "https://github.com/SamTyurenkov/comfyui_chatgpt" + ], + "install_type": "git-clone", + "description": "Chat GPT Image Generation Chat Node for Comfy UI" + }, + { + "author": "SamTyurenkov", + "title": "comfyui_vace_preprocessors", + "reference": "https://github.com/SamTyurenkov/comfyui-vace-preprocessors", + "files": [ + "https://github.com/SamTyurenkov/comfyui-vace-preprocessors" + ], + "install_type": "git-clone", + "description": "Some nodes to create a preprocessed videos" + }, + { + "author": "orion4d", + "title": "ComfyUI-Image-Effects", + "reference": "https://github.com/orion4d/ComfyUI-Image-Effects", + "files": [ + "https://github.com/orion4d/ComfyUI-Image-Effects" + ], + "install_type": "git-clone", + "description": "Complete collection of image effects for ComfyUI - 32 nodes across 6 categories" + }, + { + "author": "orion4d", + "title": "ComfyUI PDF Nodes", + "reference": "https://github.com/orion4d/ComfyUI_pdf_nodes", + "files": [ + "https://github.com/orion4d/ComfyUI_pdf_nodes" + ], + "install_type": "git-clone", + "description": "This repository contains a set of custom nodes for ComfyUI that allow you to load, manipulate, extract information from, and preview PDF files directly within your workflows." + }, + { + "author": "orion4d", + "title": "ComfyUI Illusion & Pattern Nodes", + "reference": "https://github.com/orion4d/illusion_node", + "files": [ + "https://github.com/orion4d/illusion_node" + ], + "install_type": "git-clone", + "description": "This repository contains a collection of custom nodes for ComfyUI, designed for generating various patterns, optical illusions, and performing related image manipulations. All nodes are categorized under 'illusion' in the ComfyUI menu." + }, + { + "author": "orion4d", + "title": "ComfyUI_extract_imag", + "reference": "https://github.com/orion4d/ComfyUI_extract_imag", + "files": [ + "https://github.com/orion4d/ComfyUI_extract_imag" + ], + "install_type": "git-clone", + "description": "This ComfyUI node allows you to extract all images found in various types of documents and save them to disk. It also provides a preview of the first extracted image." + }, + { + "author": "orion4d", + "title": "CalculatorPro - Node Suite for ComfyUI", + "reference": "https://github.com/orion4d/Calculator_Pro", + "files": [ + "https://github.com/orion4d/Calculator_Pro" + ], + "install_type": "git-clone", + "description": "utilitaires pour ComfyUI, conçue pour effectuer des calculs et des conversions" + }, + { + "author": "orion4d", + "title": "ComfyUI Colormaster Nodes", + "reference": "https://github.com/orion4d/ComfyUI_colormaster", + "files": [ + "https://github.com/orion4d/ComfyUI_colormaster" + ], + "install_type": "git-clone", + "description": "This project offers a collection of custom nodes for ComfyUI, dedicated to creating hexadecimal color palettes" + }, + { + "author": "orion4d", + "title": "Display Image with Mask for ComfyUI", + "reference": "https://github.com/orion4d/ComfyUI_image-display", + "files": [ + "https://github.com/orion4d/ComfyUI_image-display" + ], + "install_type": "git-clone", + "description": "This repository contains a versatile custom node for ComfyUI, Display Image with Mask, designed to offer advanced image viewing, masking, and saving capabilities directly within your workflow." + }, + { + "author": "orion4d", + "title": "ComfyUI_DAO_master", + "reference": "https://github.com/orion4d/ComfyUI_DAO_master", + "files": [ + "https://github.com/orion4d/ComfyUI_DAO_master" + ], + "install_type": "git-clone", + "description": "ComfyUI_DAO_master is a collection of custom nodes for ComfyUI. These nodes provide additional tools for image creation, manipulation, and visual experimentation, with a focus on vector workflows (DXF & SVG) and production utilities." + }, + { + "author": "orion4d", + "title": "Orion4D Pixel-Shift Nodes for ComfyUI", + "reference": "https://github.com/orion4d/Orion4D_pixelshift", + "files": [ + "https://github.com/orion4d/Orion4D_pixelshift" + ], + "install_type": "git-clone", + "description": "This custom node pack for ComfyUI provides an advanced image processing workflow to achieve high-quality upscales with an extended dynamic range (HDR), mimicking the flexibility of a camera's RAW file. Note: this node will not correct AI image hallucinations, ideally it is used in the last pass from a good quality image (2000/3000px with an X2 or X4 model)." + }, + { + "author": "aiaiaikkk", + "title": "ComfyUI-Curve", + "reference": "https://github.com/aiaiaikkk/ComfyUI-Curve", + "files": [ + "https://github.com/aiaiaikkk/ComfyUI-Curve" + ], + "install_type": "git-clone", + "description": "Professional image adjustment tools for ComfyUI - Curves, Levels, HSL, and Camera Raw adjustments with real-time preview" + }, + { + "author": "aiaiaikkk", + "title": "super-prompt-canvas", + "reference": "https://github.com/aiaiaikkk/super-prompt-canvas", + "files": [ + "https://github.com/aiaiaikkk/super-prompt-canvas" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for image editing prompt generation with visual canvas annotation and multi-model AI assistance" + }, + { + "author": "aiaiaikkk", + "title": "ComfyUI API Image Edit", + "reference": "https://github.com/aiaiaikkk/comfyui-api-image-edit", + "files": [ + "https://github.com/aiaiaikkk/comfyui-api-image-edit" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for API-based image editing with multiple provider support" + }, + { + "author": "lxe", + "title": "ComfyUI OpenAI Compatible LLM Node", + "reference": "https://github.com/lxe/ComfyUI-OpenAI-Compat-LLM-Node", + "files": [ + "https://github.com/lxe/ComfyUI-OpenAI-Compat-LLM-Node" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides integration with OpenAI-compatible Large Language Model APIs, including OpenAI, local models, and other compatible endpoints. Supports both text-only and multimodal (text + image) interactions." + }, + { + "author": "narusas", + "title": "ComfyUI Logic Support", + "reference": "https://github.com/narusas/Comfyui-Logic-Support", + "files": [ + "https://github.com/narusas/Comfyui-Logic-Support" + ], + "install_type": "git-clone", + "description": "A collection of logic and utility nodes for ComfyUI to enhance workflow capabilities." + }, + { + "author": "xhiroga", + "title": "ComfyUI-FramePackWrapper_PlusOne", + "id": "comfyui-framepackwrapper-plusone", + "reference": "https://github.com/xhiroga/ComfyUI-FramePackWrapper_PlusOne", + "files": [ + "https://github.com/xhiroga/ComfyUI-FramePackWrapper_PlusOne" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for FramePack, supporting 1-frame inferences." + }, + { + "author": "babydjac", + "title": "ComfyUI Grok Prompts", + "id": "comfyui-grok-prompts", + "reference": "https://github.com/babydjac/comfyui-grok-prompts", + "files": [ + "https://github.com/babydjac/comfyui-grok-prompts" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for generating prompts using Grok AI, enhancing prompt creation for text-to-image workflows." + }, + { + "author": "LingSss9", + "title": "comfyui-merge", + "id": "comfyui-merge", + "reference": "https://github.com/LingSss9/comfyui-merge", + "files": [ + "https://github.com/LingSss9/comfyui-merge" + ], + "install_type": "git-clone", + "description": "Merge up to 4 LoRA models with balanced, order-independent logic. Inspired by WebUI SuperMerger." + }, + { + "author": "p1atdev", + "title": "comfyui-timm-backbone", + "reference": "https://github.com/p1atdev/comfyui-timm-backbone", + "files": [ + "https://github.com/p1atdev/comfyui-timm-backbone" + ], + "install_type": "git-clone", + "description": "ComfyUI Timm Backbone Nodes is a custom node set that enables you to load and use pre-trained models from the [a/timm](https://github.com/huggingface/pytorch-image-models) library within ComfyUI workflows." + }, + { + "author": "p1atdev", + "title": "TKG-DM (Training-free Chroma Key Content Generation Diffusion Model) for ComfyUI", + "reference": "https://github.com/p1atdev/comfyui-tkg-chroma-key", + "files": [ + "https://github.com/p1atdev/comfyui-tkg-chroma-key" + ], + "install_type": "git-clone", + "description": "This repository provides an unofficial ComfyUI custom node implementation of the paper TKG-DM: Training-free Chroma Key Content Generation Diffusion Model." + }, + { + "author": "Zch6111", + "title": "AI_Text_Comfyui", + "reference": "https://github.com/Zch6111/AI_Text_Comfyui", + "files": [ + "https://github.com/Zch6111/AI_Text_Comfyui" + ], + "install_type": "git-clone", + "description": "AI_Text_Comfyui is a custom node for ComfyUI that connects to the OpenAI Chat API and automatically generates creative text prompts for AI workflows. This simplified version removes external dependencies like dotenv, requiring the OpenAI key to be set using a system environment variable." + }, + { + "author": "mrcuddle", + "title": "Underage Filter", + "reference": "https://github.com/T-Ph525/ComfyUI-Underage-Filter", + "files": [ + "https://github.com/T-Ph525/ComfyUI-Underage-Filter" + ], + "install_type": "git-clone", + "description": "An implementation to detect underage subjects in images for ComfyUI." + }, + { + "author": "ToTheBeginning", + "title": "DreamO Comfyui", + "reference": "https://github.com/ToTheBeginning/ComfyUI-DreamO", + "files": [ + "https://github.com/ToTheBeginning/ComfyUI-DreamO" + ], + "install_type": "git-clone", + "description": "[a/DreamO](https://github.com/bytedance/DreamO) ComfyUI native implementation." + }, + { + "author": "XWAVEart", + "title": "ComfyUI XWAVE Nodes", + "reference": "https://github.com/XWAVEart/comfyui-xwave-xlitch-nodes", + "files": [ + "https://github.com/XWAVEart/comfyui-xwave-xlitch-nodes" + ], + "install_type": "git-clone", + "description": "A collection of artistic glitch and image manipulation nodes for ComfyUI, featuring advanced noise effects, color manipulations, distortions, and more." + }, + { + "author": "vivi-gomez", + "title": "ComfyUI Fix Node Translate", + "reference": "https://github.com/vivi-gomez/ComfyUI-fixnodetranslate", + "files": [ + "https://github.com/vivi-gomez/ComfyUI-fixnodetranslate" + ], + "install_type": "git-clone", + "description": "Addon for ComfyUI that adds 'Fix node (recreate + keep inputs)' context menu option" + }, + { + "author": "Pigidiy", + "title": "ComfyUI-LikeSpiderAI-SaveMP3", + "id": "likeSpiderMP3", + "reference": "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-SaveMP3", + "files": [ + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-SaveMP3" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that saves input AUDIO as .mp3 using ffmpeg." + }, + { + "author": "violet0927", + "title": "Hugging Face LoRA Uploader", + "reference": "https://github.com/violet0927/ComfyUI-HuggingFaceLoraUploader", + "id": "comfyui_huggingfacelorauploader", + "files": [ + "https://github.com/violet0927/ComfyUI-HuggingFaceLoraUploader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node to upload LoRA models to Hugging Face Hub." + }, + { + "author": "violet0927", + "title": "ComfyUI OmniConsistency Nodes", + "reference": "https://github.com/lc03lc/Comfyui_OmniConsistency", + "files": [ + "https://github.com/lc03lc/Comfyui_OmniConsistency" + ], + "install_type": "git-clone", + "description": "ComfyUI OmniConsistency Nodes is a collection of nodes for ComfyUI that allows you to load and use OmniConsistency models." + }, + { + "author": "bikiam", + "title": "ComfyUI_WhisperSRT", + "reference": "https://github.com/bikiam/ComfyUI_WhisperSRT", + "files": [ + "https://github.com/bikiam/ComfyUI_WhisperSRT" + ], + "install_type": "git-clone", + "description": "This is custom node for audio transcribe with SRT." + }, + { + "author": "thalismind", + "title": "ComfyUI Blend Image Nodes", + "reference": "https://github.com/thalismind/ComfyUI-Blend-Nodes", + "files": [ + "https://github.com/thalismind/ComfyUI-Blend-Nodes" + ], + "install_type": "git-clone", + "description": "This repository contains a ComfyUI node for blending images using various blending modes. Can be used to watermark images, create overlays, or apply effects to images in a ComfyUI workflow." + }, + { + "author": "thalismind", + "title": "ComfyUI LoadImageWithFilename", + "reference": "https://github.com/thalismind/ComfyUI-LoadImageWithFilename", + "files": [ + "https://github.com/thalismind/ComfyUI-LoadImageWithFilename" + ], + "install_type": "git-clone", + "description": "This custom node extends ComfyUI's image loading functionality with filename output and folder loading capabilities." + }, + { + "author": "boricuapab", + "title": "ComfyUI-Bori-JsonSetGetConverter", + "reference": "https://github.com/boricuapab/ComfyUI-Bori-JsonSetGetConverter", + "files": [ + "https://github.com/boricuapab/ComfyUI-Bori-JsonSetGetConverter" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that takes in a file path full of json's and finds the mape variable nodes in them and converts them to the kjnode set and get nodes." + }, + { + "author": "boricuapab", + "title": "ComfyUI-Bori-QwenImageResolutions", + "reference": "https://github.com/boricuapab/ComfyUI-Bori-QwenImageResolutions", + "files": [ + "https://github.com/boricuapab/ComfyUI-Bori-QwenImageResolutions" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that provides the user with a dropdown which contains the recommended resolutions for the Qwen Image Model." + }, + { + "author": "avocadori", + "title": "ComfyUI-load-image-prompt-lora", + "reference": "https://github.com/avocadori/ComfyUI-load-image-prompt-lora", + "files": [ + "https://github.com/avocadori/ComfyUI-load-image-prompt-lora" + ], + "install_type": "git-clone", + "description": "NODES: YAML Image Cycler (Full), YAML Image Cycler (Simple), YAML LoRA Extractor, YAML LoRA Loader, YAML LoRA Selector" + }, + { + "author": "Chrisvenator", + "title": "painting-by-colors-generator", + "reference": "https://github.com/Chrisvenator/ComfyUI-Painting-by-colors-generator", + "files": [ + "https://github.com/Chrisvenator/ComfyUI-Painting-by-colors-generator" + ], + "install_type": "git-clone", + "description": "Create a painting by colors image from an image" + }, + { + "author": "tetsuoo-online", + "title": "comfyui-too-xmp-metadata", + "reference": "https://github.com/tetsuoo-online/comfyui-too-xmp-metadata", + "files": [ + "https://github.com/tetsuoo-online/comfyui-too-xmp-metadata" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that allow you to read and write XMP metadata to images" + }, + { + "author": "e-tier-newbie", + "title": "ComfyUI-E-Tier-TextSaver", + "id": "e-tier-text-saver", + "reference": "https://github.com/e-tier-newbie/ComfyUI-E-Tier-TextSaver", + "files": [ + "https://github.com/e-tier-newbie/ComfyUI-E-Tier-TextSaver" + ], + "install_type": "git-clone", + "description": "A node for saving cleaned text outputs, useful for LoRA training. Removes unwanted tokens like and saves to .txt." + }, + { + "author": "MDMAchine", + "title": "MD Nodes", + "id": "comfyuimdnodes", + "reference": "https://github.com/MDMAchine/ComfyUI_MD_Nodes", + "files": [ + "https://github.com/MDMAchine/ComfyUI_MD_Nodes" + ], + "install_type": "git-clone", + "description": "A wild collection of custom nodes for ComfyUI including noise schedulers, samplers, audio preview, latent visualizers, and more — built for maximal creative chaos." + }, + { + "author": "shiertier", + "title": "ComfyUI-TeaCache-Lumina", + "reference": "https://github.com/shiertier/ComfyUI-TeaCache-lumina2", + "files": [ + "https://github.com/shiertier/ComfyUI-TeaCache-lumina2" + ], + "install_type": "git-clone", + "description": "ComfyUI Node Implementation: TeaCache Acceleration Specifically Designed for the Lumina Model" + }, + { + "author": "sjh00", + "title": "ComfyUI LoadImageWithInfo", + "reference": "https://github.com/sjh00/ComfyUI-LoadImageWithInfo", + "files": [ + "https://github.com/sjh00/ComfyUI-LoadImageWithInfo" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that retrieves detailed information about an image, including its name, format (extension), DPI, dimensions, long side, short side, file size, and EXIF data. It also supports image saving " + }, + { + "author": "Aljnk", + "title": "ComfyUI-JNK-Tiny-Nodes", + "reference": "https://github.com/Aljnk/ComfyUI-JNK-Tiny-Nodes", + "files": [ + "https://github.com/Aljnk/ComfyUI-JNK-Tiny-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of useful custom nodes for ComfyUI - image processing, text manipulation, and workflow automation." + }, + { + "author": "Santodan", + "title": "Santodan Random LoRA Node", + "reference": "https://github.com/Santodan/santodan-custom-nodes-comfyui", + "files": [ + "https://github.com/Santodan/santodan-custom-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "Randomizes selected LoRAs and strengths. Includes trigger word output and support for exclusive/random selection." + }, + { + "author": "zccrs", + "title": "ComfyUI DCI", + "reference": "https://github.com/zccrs/comfyui-dci", + "files": [ + "https://github.com/zccrs/comfyui-dci" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI extension for creating, previewing, and analyzing DCI (DSG Combined Icons) format files. This extension fully implements the DCI specification, supporting multi-state icons, multiple color tones, scaling factors, and advanced metadata analysis." + }, + { + "author": "s9roll7", + "title": "Comfyui CoTracker Node", + "reference": "https://github.com/s9roll7/comfyui_cotracker_node", + "files": [ + "https://github.com/s9roll7/comfyui_cotracker_node" + ], + "install_type": "git-clone", + "description": "This is a node that outputs tracking results of a grid or specified points using CoTracker. It can be directly connected to the WanVideo ATI Tracks Node." + }, + { + "author": "set-soft", + "title": "Audio Batch", + "reference": "https://github.com/set-soft/ComfyUI-AudioBatch", + "files": [ + "https://github.com/set-soft/ComfyUI-AudioBatch" + ], + "install_type": "git-clone", + "description": "Audio batch creation, extraction, information, resample, mono and stereo conversion.\nAlso cut, concatenate, blend (mix) and de/normalize. Join/split channels (stereo).\nSignal generator (`sine`, `square`, `sawtooth`, `triangle`, `sweep`, `noise`).\nMusical note to frequency.\nAudio downloader for quick workflows which downloads its example data." + }, + { + "author": "set-soft", + "title": "Image Misc", + "reference": "https://github.com/set-soft/ComfyUI-ImageMisc", + "files": [ + "https://github.com/set-soft/ComfyUI-ImageMisc" + ], + "install_type": "git-clone", + "description": "Miscellaneous nodes for image manipulation.\nCurrently just download image with bypass, so you can create workflows including image examples.\nNo extra dependencies, just an internal module." + }, + { + "author": "pictorialink", + "title": "ComfyUI-Text-Translation", + "reference": "https://github.com/pictorialink/ComfyUI-Text-Translation", + "files": [ + "https://github.com/pictorialink/ComfyUI-Text-Translation" + ], + "install_type": "git-clone", + "description": "This node uses the Translators library for translation." + }, + { + "author": "pictorialink", + "title": "ComfyUI-Custom-Node-Config", + "reference": "https://github.com/pictorialink/ComfyUI-Custom-Node-Config", + "files": [ + "https://github.com/pictorialink/ComfyUI-Custom-Node-Config" + ], + "install_type": "git-clone", + "description": "This project is a custom node plugin for ComfyUI that provides a form node for configuring and saving parameters related to LLMs (such as OpenAI, Kimi, DeepSeek). Users can input information such as API Key, Base, Version, and Model through the node. The node will automatically save the configuration to a local file and set it as environment variables, making it convenient for subsequent use." + }, + { + "author": "pictorialink", + "title": "ComfyUI-Qwen3-llama.cpp", + "reference": "https://github.com/pictorialink/ComfyUI-Qwen3-llama.cpp", + "files": [ + "https://github.com/pictorialink/ComfyUI-Qwen3-llama.cpp" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI QWen3 8b running based on llama.cpp, which only support the CUDA framework and do not support MPS." + }, + { + "author": "mo230761", + "title": "InsertAnything-ComfyUI-official", + "reference": "https://github.com/mo230761/InsertAnything-ComfyUI-official", + "files": [ + "https://github.com/mo230761/InsertAnything-ComfyUI-official" + ], + "install_type": "git-clone", + "description": "This repository provides the official ComfyUI workflow for [a/Insert Anything](https://github.com/song-wensong/insert-anything)." + }, + { + "author": "spawner", + "title": "CUI-Lumina2-TeaCache", + "reference": "https://github.com/spawner1145/CUI-Lumina2-TeaCache", + "files": [ + "https://github.com/spawner1145/CUI-Lumina2-TeaCache" + ], + "install_type": "git-clone", + "description": "comfy extension for lumina2 TeaCache" + }, + { + "author": "spawner", + "title": "comfyui-aichat", + "reference": "https://github.com/spawner1145/comfyui-aichat", + "files": [ + "https://github.com/spawner1145/comfyui-aichat" + ], + "install_type": "git-clone", + "description": "gemini and openai in comfyui" + }, + { + "author": "spawner", + "title": "comfyui-lsnet", + "reference": "https://github.com/spawner1145/comfyui-lsnet", + "files": [ + "https://github.com/spawner1145/comfyui-lsnet" + ], + "install_type": "git-clone", + "description": "A nodepack powered by LSNet that classifies and clusters artworks by style for fast and efficient style analysis." + }, + { + "author": "PenguinTeo", + "title": "Comfyui-TextEditor-Penguin", + "reference": "https://github.com/PenguinTeo/Comfyui-TextEditor-Penguin", + "files": [ + "https://github.com/PenguinTeo/Comfyui-TextEditor-Penguin" + ], + "install_type": "git-clone", + "description": "A text overlay node for ComfyUI that supports rich effects such as gradients, outlines, and shadows. It is suitable for adding highly customizable text content to images." + }, + { + "author": "PenguinTeo", + "title": "GeminiBanana for ComfyUI", + "reference": "https://github.com/PenguinTeo/Comfyui-GeminiBanana", + "files": [ + "https://github.com/PenguinTeo/Comfyui-GeminiBanana" + ], + "install_type": "git-clone", + "description": "GeminiBanana is a custom node for ComfyUI based on the Gemini API. It allows you to call Gemini inside ComfyUI workflows to generate text, parse images, or perform multimodal interactions, greatly enhancing workflow automation and creative capabilities." + }, + { + "author": "jack-liu", + "title": "Pillar_For_ComfyUI", + "reference": "https://github.com/aicoder-max/Pillar_For_ComfyUI", + "files": [ + "https://github.com/aicoder-max/Pillar_For_ComfyUI" + ], + "install_type": "git-clone", + "description": "Pillar is an extension plugin for ComfyUI, providing the ability to call local distributed services for ComfyUI. Currently, it integrates the llama-joycaption-beta-one-hf-llava model and offers a distributed deployment solution to solve the problem that the model occupies too many resources and affects the image generation efficiency." + }, + { + "author": "scraed", + "title": "LanPaint", + "reference": "https://github.com/scraed/LanPaint", + "files": [ + "https://github.com/scraed/LanPaint" + ], + "install_type": "git-clone", + "description": "Achieve seamless inpainting results without needing a specialized inpainting model." + }, + { + "author": "hvppycoding", + "title": "RandomSamplerSchedulerSteps for ComfyUI", + "reference": "https://github.com/hvppycoding/comfyui-random-sampler-scheduler-steps", + "files": [ + "https://github.com/hvppycoding/comfyui-random-sampler-scheduler-steps" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that randomly selects a (Sampler, Scheduler, Steps) combination from user-defined presets." + }, + { + "author": "hvppycoding", + "title": "json prompt renderer", + "reference": "https://github.com/hvppycoding/comfyui-json-prompt-renderer", + "files": [ + "https://github.com/hvppycoding/comfyui-json-prompt-renderer" + ], + "install_type": "git-clone", + "description": "NODES: Extract JSON, 'Prompt: Render Template from JSON'" + }, + { + "author": "o-l-l-i", + "title": "Olm Resolution Picker for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-Resolution-Picker", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-Resolution-Picker" + ], + "install_type": "git-clone", + "description": "A smart, customizable resolution selector node with live aspect ratio preview, image overlays, and checkerboard support — cleanly parsed from a human-readable text file." + }, + { + "author": "o-l-l-i", + "title": "Olm LUT Node for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-OlmLUT", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-OlmLUT" + ], + "install_type": "git-clone", + "description": "The Olm LUT is a custom node for ComfyUI that allows you to apply .cube LUT (Look-Up Table) files to images within your generative workflows. It supports creative workflows including film emulation, color grading, and aesthetic stylization using LUTs." + }, + { + "author": "o-l-l-i", + "title": "Olm Curve Editor for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-CurveEditor", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-CurveEditor" + ], + "install_type": "git-clone", + "description": "A single-purpose, multi-channel curve editor for ComfyUI, providing precise color control over R, G, B, and Luma channels directly within the node graph. It’s a focused, lightweight, and standalone solution built specifically for one task: applying color curves cleanly and efficiently." + }, + { + "author": "o-l-l-i", + "title": "Olm Sketch for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-Sketch", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-Sketch" + ], + "install_type": "git-clone", + "description": "An interactive sketching and drawing node for ComfyUI with stylus/pen support – built for fast, intuitive scribbling directly inside your workflows, geared towards ControlNet-style workflows which utilize scribbles and line art." + }, + { + "author": "o-l-l-i", + "title": "Olm DragCrop for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-DragCrop", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-DragCrop" + ], + "install_type": "git-clone", + "description": "An interactive image cropping node for ComfyUI, allowing precise visual selection of crop areas directly within your workflow. This node is designed to streamline the process of preparing images for various tasks, ensuring immediate visual feedback and control over your image dimensions." + }, + { + "author": "o-l-l-i", + "title": "Olm Image Adjust for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-ImageAdjust", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-ImageAdjust" + ], + "install_type": "git-clone", + "description": "An interactive image adjustment node for ComfyUI, with an easy-to-use graphical interface and realtime preview." + }, + { + "author": "o-l-l-i", + "title": "Olm Channel Mixer for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-ChannelMixer", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-ChannelMixer" + ], + "install_type": "git-clone", + "description": "An interactive, classic channel mixer color adjustment node for ComfyUI, with realtime preview and a responsive editing interface." + }, + { + "author": "o-l-l-i", + "title": "Olm Color Balance for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-ColorBalance", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-ColorBalance" + ], + "install_type": "git-clone", + "description": "An interactive color balance adjustment node for ComfyUI, featuring a clean interface and realtime preview." + }, + { + "author": "o-l-l-i", + "title": "Olm Histogram for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-Histogram", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-Histogram" + ], + "install_type": "git-clone", + "description": "A compact, real-time histogram analysis node for ComfyUI — with easy-to-use interactive UI, smooth rendering, and accurate pixel sampling. Built for compositing-style workflows and color diagnostics." + }, + { + "author": "o-l-l-i", + "title": "Olm LGG (Lift, Gamma, Gain) for ComfyUI", + "reference": "https://github.com/o-l-l-i/ComfyUI-Olm-LGG", + "files": [ + "https://github.com/o-l-l-i/ComfyUI-Olm-LGG" + ], + "install_type": "git-clone", + "description": "A visual, interactive Lift, Gamma, Gain color correction node for ComfyUI, tailored for precise color grading workflows." + }, + { + "author": "xiaogui8dangjia", + "title": "Comfyui-imagetoSTL", + "reference": "https://github.com/xiaogui8dangjia/Comfyui-imagetoSTL", + "files": [ + "https://github.com/xiaogui8dangjia/Comfyui-imagetoSTL" + ], + "install_type": "git-clone", + "description": "comfyui_imagetostl is a simple node for ComfyUI that converts grayscale images to STL." + }, + { + "author": "NeonLightning", + "title": "neonllama", + "reference": "https://github.com/NeonLightning/neonllama", + "files": [ + "https://github.com/NeonLightning/neonllama" + ], + "install_type": "git-clone", + "description": "This custom ComfyUI node transforms a core idea into a richly detailed positive prompt using a local [a/Ollama](https://ollama.com) LLM." + }, + { + "author": "xmarre", + "title": "LoRA-Safe TorchCompile", + "reference": "https://github.com/xmarre/TorchCompileModel_LoRASafe", + "files": [ + "https://github.com/xmarre/TorchCompileModel_LoRASafe" + ], + "install_type": "git-clone", + "description": "Drop-in TorchCompile node that preserves LoRA patches." + }, + { + "author": "Pigidiy", + "title": "ComfyUI-LikeSpiderAI-UI", + "id": "like_spider_ui", + "reference": "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-UI", + "files": [ + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-UI" + ], + "install_type": "git-clone", + "description": "Declarative UI Framework for ComfyUI Nodes. Minimalistic base class for creating UI-based audio/text/image nodes." + }, + { + "author": "hexxacubic", + "title": "ComfyUI-Prompt_Library", + "reference": "https://github.com/hexxacubic/ComfyUI-Prompt_Library", + "files": [ + "https://github.com/hexxacubic/ComfyUI-Prompt_Library" + ], + "install_type": "git-clone", + "description": "A ComfyUI node pack for management of larger prompt amounts and prompt variations." + }, + { + "author": "MicheleGuidi", + "title": "ComfyUI-Computer-Vision", + "reference": "https://github.com/MicheleGuidi/ComfyUI-Contextual-SAM2", + "files": [ + "https://github.com/MicheleGuidi/ComfyUI-Contextual-SAM2" + ], + "install_type": "git-clone", + "description": "Extension nodes for ComfyUI that improves automatic segmentation using bounding boxes generated by Florence 2 and segmentation from Segment Anything 2 (SAM2). Currently just an enhancement of nodes from [a/Kijai](https://github.com/kijai/ComfyUI-segment-anything-2)." + }, + { + "author": "swhsiang", + "title": "comfyui-3d-gs-renderer", + "reference": "https://github.com/swhsiang/comfyui-3d-gs-renderer", + "files": [ + "https://github.com/swhsiang/comfyui-3d-gs-renderer" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node to support 3D GS rendering" + }, + { + "author": "jasonjgardner", + "title": "ComfyUI Substance Designer Integration Plugin", + "reference": "https://github.com/jasonjgardner/comfui-substance-designer-integration", + "files": [ + "https://github.com/jasonjgardner/comfui-substance-designer-integration" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI plugin that enables seamless integration with Substance 3D Designer workflows through command line automation. This plugin provides custom nodes for cooking .sbs files, rendering .sbsar archives, controlling material parameters, and batch processing Substance materials within ComfyUI workflows." + }, + { + "author": "jasonjgardner", + "title": "comfyui-pixel-art-scalers", + "reference": "https://github.com/jasonjgardner/comfyui-pixel-art-scalers", + "files": [ + "https://github.com/jasonjgardner/comfyui-pixel-art-scalers" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for scaling pixel art using various algorithms" + }, + { + "author": "sLKbabawhsiang", + "title": "ComfyUI-TuZi-Flux-Kontext", + "reference": "https://github.com/LKbaba/ComfyUI-TuZi-Flux-Kontext", + "files": [ + "https://github.com/LKbaba/ComfyUI-TuZi-Flux-Kontext" + ], + "install_type": "git-clone", + "description": " Powerful Flux-Kontext image generation custom node for ComfyUI, using the official RabbitAI API. Supports text-to-image, image-to-image, and multi-image-to-image generation. Supports concurrent generation." + }, + { + "author": "INuBq8", + "title": "Notification Bridge", + "reference": "https://github.com/INuBq8/ComfyUI-NotificationBridge", + "files": [ + "https://github.com/INuBq8/ComfyUI-NotificationBridge" + ], + "install_type": "git-clone", + "description": "Bridge nodes for ComfyUI that send messages through WhatsApp (Twilio) and Discord when a workflow completes." + }, + { + "author": "Erehr", + "title": "ComfyUI-EreNodes", + "reference": "https://github.com/Erehr/ComfyUI-EreNodes", + "files": [ + "https://github.com/Erehr/ComfyUI-EreNodes" + ], + "install_type": "git-clone", + "description": "A collection of prompt managent nodes with advanced tag parsing. Prompt tag cloud, mutiselect, toggle list, randomizer, filter, autocompete." + }, + { + "author": "Erehr", + "title": "ComfyUI-Eagle-Autosend", + "reference": "https://github.com/Erehr/ComfyUI-Eagle-Autosend", + "files": [ + "https://github.com/Erehr/ComfyUI-Eagle-Autosend" + ], + "install_type": "git-clone", + "description": "A seamless, node-independent way to automatically send your ComfyUI generations to Eagle, complete with full metadata annotation and tags." + }, + { + "author": "xiaowc", + "title": "Comfyui-Dynamic-Params", + "reference": "https://github.com/xiaowc-lib/comfyui-dynamic-params", + "files": [ + "https://github.com/xiaowc-lib/comfyui-dynamic-params" + ], + "install_type": "git-clone", + "description": "Comfyui custom nodes that support dynamic parameter addition and deletion." + }, + { + "author": "keit", + "title": "ComfyUI-keitNodes", + "reference": "https://github.com/keit0728/ComfyUI-keitNodes", + "files": [ + "https://github.com/keit0728/ComfyUI-keitNodes" + ], + "install_type": "git-clone", + "description": "This is keit's utility nodes." + }, + { + "author": "A043-studios", + "title": "Pixel3DMM ComfyUI Nodes", + "reference": "https://github.com/A043-studios/comfyui-pixel3dmm", + "files": [ + "https://github.com/A043-studios/comfyui-pixel3dmm" + ], + "install_type": "git-clone", + "description": "Professional 3D face reconstruction for ComfyUI using the Pixel3DMM method" + }, + { + "author": "A043-studios", + "title": "ComfyUI ASDF Pixel Sort Nodes", + "reference": "https://github.com/A043-studios/ComfyUI-ASDF-Pixel-Sort-Nodes", + "files": [ + "https://github.com/A043-studios/ComfyUI-ASDF-Pixel-Sort-Nodes" + ], + "install_type": "git-clone", + "description": "A ComfyUI integration of Kim Asendorf's iconic ASDFPixelSort algorithm, bringing classic pixel sorting effects directly into your ComfyUI workflows" + }, + { + "author": "A043-studios", + "title": "ComfyUI ASCII Generator Node", + "reference": "https://github.com/A043-studios/Comfyui-ascii-generator", + "files": [ + "https://github.com/A043-studios/Comfyui-ascii-generator" + ], + "install_type": "git-clone", + "description": "ASCII art generator for ComfyUI with multi-language character set support" + }, + { + "author": "A043-studios", + "title": "ComfyUI OmniSVG Nodes", + "reference": "https://github.com/A043-studios/ComfyUI-OmniSVG", + "files": [ + "https://github.com/A043-studios/ComfyUI-OmniSVG" + ], + "install_type": "git-clone", + "description": "Generate high-quality SVG graphics from text descriptions and images using OmniSVG in ComfyUI." + }, + { + "author": "Zachary116699", + "title": "ComfyUI_LoadImageWithMetaDataEx", + "reference": "https://github.com/Zachary116699/ComfyUI-LoadImageWithMetaDataEx", + "files": [ + "https://github.com/Zachary116699/ComfyUI-LoadImageWithMetaDataEx" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI. It can read metadata from the image filepath, and filepath can be provided as a connected input, which allows it to batch read image metadata in a loop." + }, + { + "author": "AgencyMind", + "title": "ComfyUI-GPU-Preprocessor-Wrapper", + "reference": "https://github.com/AgencyMind/ComfyUI-GPU-Preprocessor-Wrapper", + "files": [ + "https://github.com/AgencyMind/ComfyUI-GPU-Preprocessor-Wrapper" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node extension that solves multi-GPU device conflicts for ControlNet preprocessors." + }, + { + "author": "AgencyMind", + "title": "ComfyUI-Satori", + "reference": "https://github.com/AgencyMind/ComfyUI-Satori", + "files": [ + "https://github.com/AgencyMind/ComfyUI-Satori" + ], + "install_type": "git-clone", + "description": "When your workflow starts acting weird and you need to know what's actually happening to your data - not just guess from looking at the output." + }, + { + "author": "olivv-cs", + "title": "ComfyUI-FunPack", + "reference": "https://github.com/olivv-cs/ComfyUI-FunPack", + "files": [ + "https://github.com/olivv-cs/ComfyUI-FunPack" + ], + "install_type": "git-clone", + "description": "A set of custom nodes designed for experiments with video diffusion models." + }, + { + "author": "xuhuan2048", + "title": "ExtractStoryboards", + "id": "comfyui_extractstoryboards", + "reference": "https://github.com/gitadmini/comfyui_extractstoryboards", + "files": [ + "https://github.com/gitadmini/comfyui_extractstoryboards" + ], + "install_type": "git-clone", + "description": "A tool for decomposing video storyboards, which can obtain storyboards and keyframes" + }, + { + "author": "pawelmal0101", + "title": "ComfyUI Webhook Notifier", + "reference": "https://github.com/pawelmal0101/ComfyUI-Webhook", + "files": [ + "https://github.com/pawelmal0101/ComfyUI-Webhook" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI custom node that sends webhook notifications when images are generated. Perfect for integrating your image generation workflow with external services or your own backend." + }, + { + "author": "hassan-sd", + "title": "ComfyUI Image & Prompt Loader", + "id": "hassanprompt", + "reference": "https://github.com/hassan-sd/comfyui-image-prompt-loader", + "files": [ + "https://github.com/hassan-sd/comfyui-image-prompt-loader" + ], + "install_type": "git-clone", + "description": "Load images with automatic prompt extraction from Civitai URLs, caption files, or EXIF metadata. Features smart dataset detection and dynamic preview updates." + }, + { + "author": "benjamin-bertram", + "title": "ComfyUI OIDN Denoiser", + "reference": "https://github.com/benjamin-bertram/Comfyui_OIDN_Denoiser", + "files": [ + "https://github.com/benjamin-bertram/Comfyui_OIDN_Denoiser" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides a wrapper for Intel's Open Image Denoise (OIDN) library, allowing you to denoise images directly within your ComfyUI workflow." + }, + { + "author": "Zehong-Ma", + "title": "ComfyUI-MagCache", + "reference": "https://github.com/Zehong-Ma/ComfyUI-MagCache", + "files": [ + "https://github.com/Zehong-Ma/ComfyUI-MagCache" + ], + "install_type": "git-clone", + "description": "official implementation of [zehong-ma/MagCache](https://github.com/zehong-ma/MagCache) for ComfyUI" + }, + { + "author": "without-ordinary", + "title": "OpenOutpaint ComfyUI Interface", + "reference": "https://github.com/without-ordinary/openoutpaint_comfyui_interface", + "reference2": "https://github.com/without-ordinary/wo_openoutpaint_comfyui_interface", + "files": [ + "https://github.com/without-ordinary/openoutpaint_comfyui_interface" + ], + "install_type": "git-clone", + "description": "An API interface for OpenOutpaint to work with ComfyUI workflow" + }, + { + "author": "adamreading", + "title": "ComfyUI-AjoNodes", + "reference": "https://github.com/AJO-reading/ComfyUI-AjoNodes", + "files": [ + "https://github.com/AJO-reading/ComfyUI-AjoNodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes designed for ComfyUI from the AJO-reading organization. This repository currently includes the Audio Collect & Concat node, which collects multiple audio segments and concatenates them into a single audio stream." + }, + { + "author": "neocrz", + "title": "comfyui-usetaesd", + "reference": "https://github.com/neocrz/comfyui-usetaesd", + "files": [ + "https://github.com/neocrz/comfyui-usetaesd" + ], + "install_type": "git-clone", + "description": "A custom node set for ComfyUI that provides nodes for encoding and decoding images using Tiny AutoEncoders for Stable Diffusion (TAESD) models." + }, + { + "author": "havvk", + "title": "ComfyUI_AIIA", + "reference": "https://github.com/havvk/ComfyUI_AIIA", + "files": [ + "https://github.com/havvk/ComfyUI_AIIA" + ], + "install_type": "git-clone", + "description": "Tired of OOM errors and tedious file management? The AIIA Node Suite delivers the ultimate workflow overhaul, headlined by the AIIA Media Browser: a high-performance file hub fully integrated into ComfyUI. Instantly preview images, videos, and audio, and experience ultimate smoothness thanks to smart caching and virtual scrolling, even with tens of thousands of files. It also features a powerful fullscreen viewer, rich tooltip previews, and flexible sorting. Alongside the browser, our Video Combine node fundamentally solves memory bottlenecks in long video generation. By streaming frames from disk, you can create videos of virtually unlimited length, making OOM errors a thing of the past. The suite also includes OOM-safe FLOAT video generation, advanced audio processing, and other utilities, providing a complete end-to-end solution from content creation to asset management." + }, + { + "author": "dseditor", + "title": "ComfyUI-Thread", + "reference": "https://github.com/dseditor/ComfyUI-Thread", + "files": [ + "https://github.com/dseditor/ComfyUI-Thread" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package for seamless integration with Threads (Meta's social platform). This package allows you to publish posts, manage images, and retrieve post history directly from your ComfyUI workflows." + }, + { + "author": "dseditor", + "title": "ComfyUI-ScheduledTask", + "reference": "https://github.com/dseditor/ComfyUI-ScheduledTask", + "files": [ + "https://github.com/dseditor/ComfyUI-ScheduledTask" + ], + "install_type": "git-clone", + "description": "A powerful workflow scheduling extension for ComfyUI that enables automated daily execution of workflows with an intuitive web interface ,Adding shutdown computer after workflow node" + }, + { + "author": "dseditor", + "title": "ComfyUI-ListHelper", + "reference": "https://github.com/dseditor/ComfyUI-ListHelper", + "files": [ + "https://github.com/dseditor/ComfyUI-ListHelper" + ], + "install_type": "git-clone", + "description": "The ListHelper collection is a comprehensive set of custom nodes for ComfyUI that provides powerful list manipulation capabilities. This collection includes audio processing, text splitting, and number generation tools for enhanced workflow automation." + }, + { + "author": "dseditor", + "title": "Comfy-MCP", + "reference": "https://github.com/dseditor/Comfy-MCP", + "files": [ + "https://github.com/dseditor/Comfy-MCP" + ], + "install_type": "git-clone", + "description": "Simple MCP Server for ComfyUI text to image Workflow - ComfyUI Node Integration , Based on lalanikarim/comfy-mcp-server work" + }, + { + "author": "Leon", + "title": "Leon's Utility and API Integration Nodes", + "id": "leon", + "reference": "https://github.com/l3ony2k/comfyui-leon-nodes", + "files": [ + "https://github.com/l3ony2k/comfyui-leon-nodes" + ], + "nodename_pattern": "^🤖 Leon", + "install_type": "git-clone", + "description": "A comprehensive collection of utility and API integration nodes for ComfyUI. Includes image manipulation (4-grid split), string utilities, and multiple API integrations: ImgBB upload, HyprLab upload, Google Image API, Luma AI, FLUX Image API, FLUX Kontext API, and Midjourney proxy integration. Features include image/video hosting, AI image generation, and image description capabilities.", + "pip": [ + "Pillow", + "torch", + "numpy", + "requests", + "tenacity" + ], + "tags": [ + "image", + "utility", + "api", + "upload", + "generation", + "split", + "string", + "imgbb", + "hypr", + "google", + "luma", + "flux", + "midjourney" + ] + }, + { + "author": "jurdnf", + "title": "ComfyUI-JurdnsModelSculptor", + "reference": "https://github.com/jurdnf/ComfyUI-JurdnsModelSculptor", + "files": [ + "https://github.com/jurdnf/ComfyUI-JurdnsModelSculptor" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI nodes that sculpt diffusion models by applying gradient-based modifications to different layers and blocks." + }, + { + "author": "jurdnf", + "title": "ComfyUI-JurdnsIterativeNoiseKsampler", + "reference": "https://github.com/jurdnf/ComfyUI-JurdnsIterativeNoiseKSampler", + "files": [ + "https://github.com/jurdnf/ComfyUI-JurdnsIterativeNoiseKSampler" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that adds controlled noise injection during the sampling process for enhanced image generation quality and detail." + }, + { + "author": "DrStone71", + "title": "ComfyUI-Prompt-Translator", + "reference": "https://github.com/DrStone71/ComfyUI-Prompt-Translator", + "files": [ + "https://github.com/DrStone71/ComfyUI-Prompt-Translator" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to translate your prompt directly into the language used by your LLM" + }, + { + "author": "Phospholipids", + "title": "PPWildCard", + "reference": "https://github.com/kohs100/comfyui-ppwc", + "files": [ + "https://github.com/kohs100/comfyui-ppwc" + ], + "install_type": "git-clone", + "description": "This extension offers wildcard prompting works solely in workflow." + }, + { + "author": "linjian-ufo", + "title": "DeepSeek Chat Node for ComfyUI", + "reference": "https://github.com/linjian-ufo/comfyui_deepseek_lj257_update", + "files": [ + "https://github.com/linjian-ufo/comfyui_deepseek_lj257_update" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that calls the DeepSeek Chat API to process text input and return text output." + }, + { + "author": "linjian-ufo", + "title": "GLM-4V Image Descriptor", + "reference": "https://github.com/linjian-ufo/ComfyUI_GLM4V_voltspark", + "files": [ + "https://github.com/linjian-ufo/ComfyUI_GLM4V_voltspark" + ], + "install_type": "git-clone", + "description": "Professional AI Image Description Generator\nBased on Zhipu AI GLM-4V multimodal model, batch generate accurate and detailed descriptions for images in Chinese and English" + }, + { + "author": "jinchanz", + "title": "ComfyUI-ADIC", + "reference": "https://github.com/jinchanz/ComfyUI-ADIC", + "files": [ + "https://github.com/jinchanz/ComfyUI-ADIC" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for calling an image translation API within ComfyUI." + }, + { + "author": "Lord Lethris", + "title": "ComfyUI-RPG-Characters", + "id": "rpg-characters", + "reference": "https://github.com/lord-lethris/ComfyUI-RPG-Characters", + "files": [ + "https://github.com/lord-lethris/ComfyUI-RPG-Characters" + ], + "install_type": "git-clone", + "description": "Stylized RPG character prompt generator for ComfyUI. Supports standard and Ollama-based prompts, works with SD, SDXL, Flux, and more." + }, + { + "author": "Lord Lethris", + "title": "Dia2 TTS & Captions Generators for ComfyUI", + "id": "dia2_tts_captions", + "reference": "https://github.com/lord-lethris/ComfyUI-lethris-dia2", + "files": [ + "https://github.com/lord-lethris/ComfyUI-lethris-dia2" + ], + "install_type": "Git-Clone", + "description": "This package provides two ComfyUI nodes: 🗣️ Dia2 TTS Generator for text-to-speech using Dia2-2B, and 💬 Dia2 Captions Generator to convert TTS timestamps into SRT/SSA/VTT subtitles. Includes example workflow and voice samples. GPU users require CUDA 12.8+." + }, + { + "author": "ialhabbal", + "title": "OcclusionMask", + "reference": "https://github.com/ialhabbal/OcclusionMask", + "files": [ + "https://github.com/ialhabbal/OcclusionMask" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for advanced face occlusion, segmentation, and masking, leveraging state-of-the-art face detection (insightface buffalo models) for robust and accurate results." + }, + { + "author": "kael558", + "title": "ComfyUI-GGUF-FantasyTalking", + "reference": "https://github.com/kael558/ComfyUI-GGUF-FantasyTalking", + "files": [ + "https://github.com/kael558/ComfyUI-GGUF-FantasyTalking" + ], + "install_type": "git-clone", + "description": "GGUF Quantization support for native ComfyUI models with FantasyTalking." + }, + { + "author": "😈 CasterPollux", + "title": "MiniMax Video Object Remover Suite", + "reference": "https://github.com/casterpollux/MiniMax-bmo", + "files": [ + "https://github.com/casterpollux/MiniMax-bmo" + ], + "nodename_pattern": "MiniMax.*BMO|BMO.*MiniMax", + "pip": ["segment-anything"], + "tags": ["video", "inpainting", "object-removal", "suite", "professional", "BMO"], + "install_type": "git-clone", + "description": "Professional video object removal suite using MiniMax optimization. Includes BMO-enhanced nodes with VAE normalization, temporal preservation, and 6-step inference. Complete video inpainting solution for ComfyUI." + }, + { + "author": "drphero", + "title": "ComfyUI-PromptTester", + "reference": "https://github.com/drphero/comfyui_prompttester", + "files": [ + "https://github.com/drphero/comfyui_prompttester" + ], + "install_type": "git-clone", + "description": "Automatically tests the impact of each phrase in a prompt by generating images with one phrase omitted at a time." + }, + { + "author": "azazeal04", + "title": "anime_character_selector", + "reference": "https://github.com/azazeal04/Azazeal_Anime_Characters_ComfyUI", + "files": [ + "https://github.com/azazeal04/Azazeal_Anime_Characters_ComfyUI" + ], + "install_type": "git-clone", + "description": "character nodes for characters from various anime shows and comics" + }, + { + "author": "azazeal04", + "title": "HybridSamplers for ComfyUI", + "reference": "https://github.com/azazeal04/ComfyUI-HybridSamplers", + "files": [ + "https://github.com/azazeal04/ComfyUI-HybridSamplers" + ], + "install_type": "git-clone", + "description": "Custom samplers and schedulers for ComfyUI" + }, + { + "author": "azazeal04", + "title": "comfy-switch-samplers", + "reference": "https://github.com/azazeal04/comfyui-switch-samplers", + "files": [ + "https://github.com/azazeal04/comfyui-switch-samplers" + ], + "install_type": "git-clone", + "description": "Switch sampler nodes for ComfyUI" + }, + { + "author": "flamacore", + "title": "ComfyUI YouTube Uploader", + "id": "comfyui-youtubeuploader", + "reference": "https://github.com/flamacore/ComfyUI-YouTubeUploader", + "files": [ + "https://github.com/flamacore/ComfyUI-YouTubeUploader" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for uploading generated content to YouTube. [a/Buy me a coffee](https://buymeacoffee.com/chao.k)" + }, + { + "author": "robin-collins", + "title": "ComfyUI-TechsToolz", + "reference": "https://github.com/robin-collins/ComfyUI-TechsToolz", + "files": [ + "https://github.com/robin-collins/ComfyUI-TechsToolz" + ], + "install_type": "git-clone", + "description": "A modular collection of ComfyUI custom nodes with advanced dependency management and ComfyUI Manager integration." + }, + { + "author": "highdoping", + "title": "ComfyUI-ASSSSA", + "reference": "https://github.com/HighDoping/ComfyUI_ASSSSA", + "files": [ + "https://github.com/HighDoping/ComfyUI_ASSSSA" + ], + "install_type": "git-clone", + "description": "Add ASS/SSA subtitle to video using ffmpeg." + }, + { + "author": "highdoping", + "title": "lama_with_refiner", + "reference": "https://github.com/fplu/comfyui_lama_with_refiner", + "files": [ + "https://github.com/fplu/comfyui_lama_with_refiner" + ], + "install_type": "git-clone", + "description": "Nodes for lama+refiner inpainting with ComfyUI." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageAdjustments", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageAdjustments", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageAdjustments" + ], + "install_type": "git-clone", + "description": "Image Adjustments node for ComfyUI with minimal requirements, uses PyTorch for image manipulation operations." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesCompositionGuides", + "reference": "https://github.com/quasiblob/ComfyUI-EsesCompositionGuides", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesCompositionGuides" + ], + "install_type": "git-clone", + "description": "Non-destructive visual image composition helper tool node for ComfyUI with minimal requirements, works with larger images too." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageOffset", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageOffset", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageOffset" + ], + "install_type": "git-clone", + "description": "The 'Eses Image Offset' node offers basic image offsetting capabilities within ComfyUI. It allows shifting image and mask content horizontally and/or vertically, with an option to wrap content around the canvas edges for a tiling effect." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageLensEffects", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageLensEffects", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageLensEffects" + ], + "install_type": "git-clone", + "description": "The 'Eses Image Lens Effects' node is a multipurpose node for ComfyUI designed to simulate a variety of lens characteristics. It combines several typical effects into a single, convenient node, allowing to add realistic or stylistic lens distortion, chromatic aberration, post-process scaling, and a highly configurable vignette." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageEffectBloom", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageEffectBloom", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageEffectBloom" + ], + "install_type": "git-clone", + "description": "'Eses Image Effect Bloom' image post processing effect for ComfyUI, it uses GPU and has optimized blur effect calculations. Minimal dependencies, simple and easy to use UI." + }, + { + "author": "quasiblob", + "title": "EsesCompositionGoldenRatio", + "reference": "https://github.com/quasiblob/EsesCompositionGoldenRatio", + "files": [ + "https://github.com/quasiblob/EsesCompositionGoldenRatio" + ], + "install_type": "git-clone", + "description": "'Real-time golden ratio pattern composition evaluation tool node for ComfyUI. This does nothing else - but you can move, rotate and scale then pattern to find new things and structures in your images." + }, + { + "author": "quasiblob", + "title": "EsesImageResize", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageResize", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageResize" + ], + "install_type": "git-clone", + "description": "The 'Eses Image Resize' node offers comprehensive image resizing capabilities within ComfyUI. It supports various scaling modes including scaling by a specific ratio, target megapixels, or directly to fixed dimensions. The node provides framing options to handle aspect ratio changes, allowing users to 'Crop to Fit' (fill) the target frame or 'Fit to Frame' (letterbox) the image with a customizable fill color. It also generates and outputs a corresponding mask, with control over the letterbox area's color (black or white) within the mask." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageEffectCurves", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageEffectCurves", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageEffectCurves" + ], + "install_type": "git-clone", + "description": "Channel curves custom node for ComfyUI. RGB, R, G and B, luma and saturation curves adjustments. Save and load presets. Real-time curves adjustment tool directly within the user interface. Precise, interactive control over the tonal range of both image channels and masks, using a GPU-accelerated PyTorch backend for instant feedback." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageEffectLevels", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageEffectLevels", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageEffectLevels" + ], + "install_type": "git-clone", + "description": "The 'Eses Image Effect Levels' is a ComfyUI custom node that provides a real-time levels adjustment tool directly within the user interface. It allows for interactive control over the tonal range of both images and masks, using a GPU-accelerated PyTorch backend for near instant feedback." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageTransform", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageTransform", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageTransform" + ], + "install_type": "git-clone", + "description": "Apply 2D transformations to images and masks within ComfyUI. Zoom, position, scale, flip, rotate, squash and stretch the input content. Tile images to create patterns (supports alpha channels). Fill options for managing canvas areas exposed by transformations. Apply masks to RGB images and invert mask inputs or outputs. No extra dependencies." + }, + { + "author": "quasiblob", + "title": "ComfyUI-EsesImageCompare", + "reference": "https://github.com/quasiblob/ComfyUI-EsesImageCompare", + "files": [ + "https://github.com/quasiblob/ComfyUI-EsesImageCompare" + ], + "install_type": "git-clone", + "description": "Interactive A/B image comparison node with a draggable slider to reveal one image over another. Includes difference and other blend modes for more detailed analysis, allowing one to spot changes in similar images. Node also outputs a passthrough image of input A, and a grayscale difference mask." + }, + { + "author": "TheLustriVA", + "title": "ComfyUI Image Size Tool", + "reference": "https://github.com/TheLustriVA/ComfyUI-Image-Size-Tools", + "files": [ + "https://github.com/TheLustriVA/ComfyUI-Image-Size-Tools" + ], + "install_type": "git-clone", + "description": "Resolution calculator nodes for ComfyUI with model-specific constraints and optimal bucket resolutions" + }, + { + "author": "834t", + "title": "Scene Composer for ComfyUI", + "reference": "https://github.com/834t/ComfyUI_834t_scene_composer", + "files": [ + "https://github.com/834t/ComfyUI_834t_scene_composer" + ], + "install_type": "git-clone", + "description": "An intuitive, all-in-one node for ComfyUI that brings a powerful, layer-based regional prompting workflow directly into your graph. Say goodbye to managing countless Conditioning (Set Area) nodes and hello to drawing your creative vision." + }, + { + "author": "Maxed-Out-99", + "title": "ComfyUI-MaxedOut", + "reference": "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut", + "files": [ + "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes used in Maxed Out workflows (SDXL, Flux, etc.)" + }, + { + "author": "Maxed-Out-99", + "title": "ComfyUI-SmartModelLoaders-MXD", + "reference": "https://github.com/Maxed-Out-99/ComfyUI-SmartModelLoaders-MXD", + "files": [ + "https://github.com/Maxed-Out-99/ComfyUI-SmartModelLoaders-MXD" + ], + "install_type": "git-clone", + "description": "Smart, unified model loaders for ComfyUI that support both standard .safetensors and quantized .gguf formats — no switching nodes required. Includes flexible UNET and CLIP loaders that work across models like SDXL, SD3, Flux, and more." + }, + { + "author": "joeriben", + "title": "AI4ArtsEd Nodes", + "reference": "https://github.com/joeriben/ai4artsed_comfyui_nodes", + "files": [ + "https://github.com/joeriben/ai4artsed_comfyui_nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for the project AI for Arts Education" + }, + { + "author": "DebugPadawan", + "title": "DebugPadawan's ComfyUI Essentials", + "reference": "https://github.com/DebugPadawan/DebugPadawans-ComfyUI-Essentials", + "files": [ + "https://github.com/DebugPadawan/DebugPadawans-ComfyUI-Essentials" + ], + "install_type": "git-clone", + "description": "Essential custom nodes for ComfyUI workflows" + }, + { + "author": "aleolidev", + "title": "Kaizen Package", + "id": "kaizen_package", + "reference": "https://github.com/aleolidev/comfy_kaizen_package", + "files": [ + "https://github.com/aleolidev/comfy_kaizen_package" + ], + "install_type": "git-clone", + "description": "A collection of custom image processing nodes for ComfyUI" + }, + { + "author": "cmdicely", + "title": "Simple Image To Palette", + "reference": "https://github.com/cmdicely/simple_image_to_palette", + "files": [ + "https://github.com/cmdicely/simple_image_to_palette" + ], + "install_type": "git-clone", + "description": "Custom node to extract the colors in an image as a palette for use with ComfyUI-PixelArt-Detector" + }, + { + "author": "cmdicely", + "title": "GrsAI api in ComfyUI", + "reference": "https://github.com/31702160136/ComfyUI-GrsAI", + "files": [ + "https://github.com/31702160136/ComfyUI-GrsAI" + ], + "install_type": "git-clone", + "description": "GrsAI API node supports models: Flux-Pro-1.1 (¥ 0.03), Flux-Ultra-1.1 (¥ 0.04), Flux Kontext Pro (¥ 0.035), Flux Kontext Max (¥ 0.07), GPT Image (¥ 0.02). Support text generated images, image generated images, and multi image fusion." + }, + { + "author": "AKharytonchyk", + "title": "ComfyUI-telegram-bot-node", + "reference": "https://github.com/AKharytonchyk/ComfyUI-telegram-bot-node", + "files": [ + "https://github.com/AKharytonchyk/ComfyUI-telegram-bot-node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Telegram bot integration" + }, + { + "author": "leonardomiramondi", + "title": "Flux Context ComfyUI Node", + "reference": "https://github.com/leonardomiramondi/flux-context-comfyui", + "files": [ + "https://github.com/leonardomiramondi/flux-context-comfyui" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Flux Context (Kontext) image editing" + }, + { + "author": "kpsss34", + "title": "ComfyUI kpsss34 Custom Node", + "reference": "https://github.com/kpsss34/ComfyUI-kpsss34", + "files": [ + "https://github.com/kpsss34/ComfyUI-kpsss34" + ], + "install_type": "git-clone", + "description": "Diffusers custom_node" + }, + { + "author": "Gary-yeh", + "title": "comfyui-super-captioner", + "reference": "https://github.com/Gary-yeh/comfyui-super-captioner", + "files": [ + "https://github.com/Gary-yeh/comfyui-super-captioner" + ], + "install_type": "git-clone", + "description": "A powerful multi-model image captioning node that supports both local BLIP models and the cloud-based Google Gemini API, specifically designed for ComfyUI." + }, + { + "author": "Gary-yeh", + "title": "ComfyUI-WebPrompter", + "reference": "https://github.com/Gary-yeh/ComfyUI-WebPrompter", + "files": [ + "https://github.com/Gary-yeh/ComfyUI-WebPrompter" + ], + "install_type": "git-clone", + "description": "This is a custom node suite for ComfyUI that automates the conversion of web content into an AI-refined news script. This simplified version focuses on the core 'fetch-and-process' workflow for a fast and direct automation experience." + }, + { + "author": "fotobudka-team", + "title": "ComfyUI AI Faces - Photo Verification Node", + "reference": "https://github.com/fotobudka-team/comfyui-ai-faces", + "files": [ + "https://github.com/fotobudka-team/comfyui-ai-faces" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for automated face verification, designed to check if a person is clearly visible and suitable for passport-style photos. This node performs comprehensive facial analysis to ensure photo quality meets identification document standards." + }, + { + "author": "Ambrosinus", + "title": "ComfyUI-ATk-Nodes", + "reference": "https://github.com/lucianoambrosini/ComfyUI-ATk-Nodes", + "files": [ + "https://github.com/lucianoambrosini/ComfyUI-ATk-Nodes" + ], + "install_type": "git-clone", + "description": "Ambrosinus ToolKit - Streamlined workflow export with transparent backgrounds, professional themes, and smart scaling. Perfect for creating clean, high-resolution workflow documentation and sharing.", + "category": "Utils" + }, + { + "author": "wasilone11", + "title": "ComfyUI Sync Lipsync Node", + "reference": "https://github.com/wasilone11/comfyui-sync-lipsync-node", + "files": [ + "https://github.com/wasilone11/comfyui-sync-lipsync-node" + ], + "install_type": "git-clone", + "description": "This custom node allows you to perform audio-video lip synchronization inside ComfyUI using a simple interface." + }, + { + "author": "wasilone11", + "title": "ComfyUI Sync PVM Node", + "reference": "https://github.com/wasilone11/comfyui-pvm-node", + "files": [ + "https://github.com/wasilone11/comfyui-pvm-node" + ], + "install_type": "git-clone", + "description": "This custom node allows you to generate personalized video messages (PVM) using audio, video, and multilingual text prompts inside ComfyUI." + }, + { + "author": "uinodes", + "title": "ComfyUI-uinodesDOC", + "reference": "https://github.com/uinodes/ComfyUI-uinodesDOC", + "files": [ + "https://github.com/uinodes/ComfyUI-uinodesDOC" + ], + "install_type": "git-clone", + "description": "This custom node is designed to provide graphical documentation for ComfyUI custom nodes." + }, + { + "author": "puke3615", + "title": "ComfyUI-OneAPI", + "reference": "https://github.com/puke3615/ComfyUI-OneAPI", + "files": [ + "https://github.com/puke3615/ComfyUI-OneAPI" + ], + "install_type": "git-clone", + "description": "Simple REST API interfaces for ComfyUI with dynamic parameter replacement and output management" + }, + { + "author": "bobsblazed", + "title": "Bobs_Latent_Optimizer", + "reference": "https://github.com/BobsBlazed/Bobs_Latent_Optimizer", + "files": [ + "https://github.com/BobsBlazed/Bobs_Latent_Optimizer" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI is designed to optimize latent generation for use with FLUX, SDXL and SD3. It provides flexible control over aspect ratios, megapixel sizes, and upscale factors, allowing users to dynamically create latents that fit specific tiling and resolution needs." + }, + { + "author": "bobsblazed", + "title": "Bobs_LoRA_Loader", + "reference": "https://github.com/BobsBlazed/Bobs-Lora-Loader", + "files": [ + "https://github.com/BobsBlazed/Bobs-Lora-Loader" + ], + "install_type": "git-clone", + "description": "A custom LoRA loader node for ComfyUI with advanced block-weighting controls for both SDXL and FLUX models. Features presets for common use-cases like 'Character' and 'Style', and a 'Custom' mode for fine-grained control over individual model blocks." + }, + { + "author": "sdtana", + "title": "ComfyUI-FDG", + "reference": "https://github.com/sdtana/ComfyUI-FDG", + "files": [ + "https://github.com/sdtana/ComfyUI-FDG" + ], + "install_type": "git-clone", + "description": "Implementation of [a/Guidance in the Frequency Domain Enables High-Fidelity Sampling at Low CFG Scales](https://arxiv.org/abs/2506.19713) for ComfyUI." + }, + { + "author": "AbstractEyes", + "title": "comfyui-lycoris", + "reference": "https://github.com/AbstractEyes/comfyui-lycoris", + "files": [ + "https://github.com/AbstractEyes/comfyui-lycoris" + ], + "install_type": "git-clone", + "description": "A properly implemented lycoris loader for comfyui." + }, + { + "author": "alchemine", + "title": "ComfyUI-Alchemine-Pack", + "reference": "https://github.com/alchemine/comfyui-alchemine-pack", + "files": [ + "https://github.com/alchemine/comfyui-alchemine-pack" + ], + "install_type": "git-clone", + "description": "Custom nodes pack for ComfyUI" + }, + { + "author": "HMG-Fiverr", + "title": "Random Number Button", + "reference": "https://github.com/HMG-Fiverr/ComfyUI-RandomNumberButton", + "files": [ + "https://github.com/HMG-Fiverr/ComfyUI-RandomNumberButton" + ], + "install_type": "git-clone", + "description": "This node provides a button that, when clicked, triggers the execution of the node and generates a new random integer between 0 and 1000. The generated number is available as an output." + }, + { + "author": "Good-Dream-Studio", + "title": "ComfyUI-Connect", + "reference": "https://github.com/Good-Dream-Studio/ComfyUI-Connect", + "files": [ + "https://github.com/Good-Dream-Studio/ComfyUI-Connect" + ], + "install_type": "git-clone", + "description": "Expose your workflows into HTTP endpoints directly from ComfyUI itself." + }, + { + "author": "eg0pr0xy", + "title": "ComfyUI-NoiseGen", + "reference": "https://github.com/eg0pr0xy/comfyui_noisegen", + "files": [ + "https://github.com/eg0pr0xy/comfyui_noisegen" + ], + "install_type": "git-clone", + "description": "Professional noise generation nodes for ComfyUI" + }, + { + "author": "aoliao", + "title": "ComfyUI ElevenLabs API integration", + "reference": "https://github.com/sysL-padawan/comfyui-elevenlabs-integration", + "files": [ + "https://github.com/sysL-padawan/comfyui-elevenlabs-integration" + ], + "install_type": "git-clone", + "description": "This project integrates the ElevenLabs Text-to-Speech API as a custom node for ComfyUI. It enables seamless text-to-speech conversion directly within ComfyUI, providing the generated audio as a PyTorch tensor for immediate playback or further processing. Ideal for workflows requiring high-quality speech synthesis" + }, + { + "author": "Windecay", + "title": "ComfyUI-ReservedVRAM", + "reference": "https://github.com/Windecay/ComfyUI-ReservedVRAM", + "files": [ + "https://github.com/Windecay/ComfyUI-ReservedVRAM" + ], + "install_type": "git-clone", + "description": "A simple node that can dynamically adjust the reserved memory of a workflow in real-time, used to avoid the utilization of shared memory." + }, + { + "author": "Windecay", + "title": "ComfyUI-SDupcaleTiledSize", + "reference": "https://github.com/Windecay/ComfyUI-SDupcaleTiledSize", + "files": [ + "https://github.com/Windecay/ComfyUI-SDupcaleTiledSize" + ], + "install_type": "git-clone", + "description": "Assist in determining reasonable input values for tiled_width/tiled_height in the UltimateSDUpscale node to improve efficiency." + }, + { + "author": "Windecay", + "title": "ComfyUI_CheckVprediction", + "reference": "https://github.com/Windecay/ComfyUI_CheckVprediction", + "files": [ + "https://github.com/Windecay/ComfyUI_CheckVprediction" + ], + "install_type": "git-clone", + "description": "A simple node for detecting vrediction, outputs a boolean value, used for logical switching (for example, automatically adding rescalecfg when vrediction model is detected), recommended to be used with if else and other nodes." + }, + { + "author": "Windecay", + "title": "ComfyUI_Dynamic-RAMCache", + "reference": "https://github.com/Windecay/ComfyUI_Dynamic-RAMCache", + "files": [ + "https://github.com/Windecay/ComfyUI_Dynamic-RAMCache" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that dynamically manages RAM usage by intelligently controlling cache purging based on available system memory." + }, + { + "author": "kaaskoek232", + "title": "ComfyUI-MemoryManagement", + "reference": "https://github.com/kaaskoek232/ComfyUI-MemoryManagement", + "files": [ + "https://github.com/kaaskoek232/ComfyUI-MemoryManagement" + ], + "install_type": "git-clone", + "description": "Advanced memory management custom nodes for ComfyUI" + }, + { + "author": "LK-168", + "title": "comfyui_imgutils", + "reference": "https://github.com/LK-168/comfyui_imgutils", + "files": [ + "https://github.com/LK-168/comfyui_imgutils" + ], + "install_type": "git-clone", + "description": "Image tool kit for comfyui with dghs-imgutils" + }, + { + "author": "Icyman86", + "title": "ComfyUI_AnimeCharacterSelect", + "reference": "https://github.com/Icyman86/ComfyUI_AnimeCharacterSelect", + "files": [ + "https://github.com/Icyman86/ComfyUI_AnimeCharacterSelect" + ], + "install_type": "git-clone", + "description": "WAI's Character select ported to ComfyUI with a few tweaks" + }, + { + "author": "Cyrus-Hei", + "title": "comfyui-prompt-bank", + "reference": "https://github.com/Cyrus-Hei/comfyui-prompt-bank", + "files": [ + "https://github.com/Cyrus-Hei/comfyui-prompt-bank" + ], + "install_type": "git-clone", + "description": "A prompt manager on the sidebar for ComfyUI, allowing easy saving and copying of prompts. " + }, + { + "author": "KarmaSwint", + "title": "KarmaNodes", + "reference": "https://github.com/KarmaSwint/ComfyUI-KarmaNodes", + "files": [ + "https://github.com/KarmaSwint/ComfyUI-KarmaNodes" + ], + "install_type": "git-clone", + "description": "Custom cycling KSampler with progressive upscale and more. Professional post-processing nodes." + }, + { + "author": "S4MUEL404", + "title": "ComfyUI S4Motion", + "id": "comfyui-s4motion", + "reference": "https://github.com/S4MUEL-404/ComfyUI-S4Motion", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-S4Motion" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes for animating a foreground layer over a background, with unified timing and high-quality composition. It includes effectors for rotation, position, path-following position, scale, opacity, distortion, and masking, plus a core node that composes frames and exports APNG/WEBP and a frame sequence." + }, + { + "author": "S4MUEL404", + "title": "ComfyUI S4Tool Image", + "id": "comfyui-s4tool-image", + "reference": "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image" + ], + "install_type": "git-clone", + "description": "A custom node package for image processing in ComfyUI, for automating image processing within the ComfyUI workflow." + }, + { + "author": "S4MUEL404", + "title": "ComfyUI S4Tool Text", + "id": "comfyui-s4tool-text", + "reference": "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Text", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Text" + ], + "install_type": "git-clone", + "description": "Text rendering and styling nodes for ComfyUI. This extension provides a basic text renderer, multiple font loaders, and a style node that adds stroke, shadow, gradient fill, and opacity control." + }, + { + "author": "S4MUEL404", + "title": "ComfyUI Prepack", + "id": "comfyui-prepack", + "reference": "https://github.com/S4MUEL-404/ComfyUI-Prepack", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-Prepack" + ], + "install_type": "git-clone", + "description": "A small, practical bundle of ComfyUI nodes that streamlines common workflows." + }, + { + "author": "S4MUEL404", + "title": "ComfyUI-PromptsO", + "id": "comfyui-promptso", + "reference": "https://github.com/S4MUEL-404/ComfyUI-PromptsO", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-PromptsO" + ], + "install_type": "git-clone", + "description": "A comprehensive AI API integration and prompt processing toolkit for ComfyUI, providing powerful text and image generation capabilities with advanced prompt manipulation tools." + }, + { + "author": "fchangjun", + "title": "MultiSaveImage Node", + "reference": "https://github.com/fchangjun/Comfyui_MultiSaveImage", + "files": [ + "https://github.com/fchangjun/Comfyui_MultiSaveImage" + ], + "install_type": "git-clone", + "description": "A custom node for saving multiple images simultaneously with batch processing and resizing capabilities." + }, + { + "author": "fchangjun", + "title": "BaiduMeux_Comfy Tools", + "reference": "https://github.com/fchangjun/Baidu_Meux_ComfyTools", + "files": [ + "https://github.com/fchangjun/Baidu_Meux_ComfyTools" + ], + "install_type": "git-clone", + "description": "Meux ComfyTools is a collection of custom nodes that streamline common workflow chores in ComfyUI for the Meux asset platform." + }, + { + "author": "Yo1up", + "title": "Diffusion-Model-Detailer", + "reference": "https://github.com/Yo1up/Diffusion-Model-Detailer", + "files": [ + "https://github.com/Yo1up/Diffusion-Model-Detailer" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes that allow the user to control the generation of diffusion models to increase and decrease level of detail. The model patch has no trainable parameters and can be applied to theoretically any diffusion model in existence. whether or not the implementation currently works for every diffusion model in existence is unknown." + }, + { + "author": "facefusion", + "title": "FaceFusion ComfyUI", + "reference": "https://github.com/facefusion/facefusion-comfyui", + "files": [ + "https://github.com/facefusion/facefusion-comfyui" + ], + "install_type": "git-clone", + "description": "Industry leading face manipulation platform" + }, + { + "author": "pmarmotte2", + "title": "ComfyUI-Speaker-Isolation", + "reference": "https://github.com/pmarmotte2/ComfyUI-Speaker-Isolation", + "files": [ + "https://github.com/pmarmotte2/ComfyUI-Speaker-Isolation" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that performs speaker diarization to isolate individual speaker audio tracks from a single audio source." + }, + { + "author": "IIEleven11", + "title": "ComfyUI-FairyTaler", + "reference": "https://github.com/IIEleven11/ComfyUI-FairyTaler", + "files": [ + "https://github.com/IIEleven11/ComfyUI-FairyTaler" + ], + "install_type": "git-clone", + "description": "This package provides ComfyUI nodes for creating 3-scene storyboards from Ollama text output." + }, + { + "author": "heheok", + "title": "comfyui_wan2.1_vace_infinite_helpers", + "reference": "https://github.com/heheok/comfyui_wan2.1_vace_infinite_helpers", + "files": [ + "https://github.com/heheok/comfyui_wan2.1_vace_infinite_helpers" + ], + "install_type": "git-clone", + "description": "This collection of custom nodes for ComfyUI is specifically designed to automate and streamline the process of creating infinite videos with WAN2.1 VACE." + }, + { + "author": "Ltamann", + "title": "TBG_Enhanced Tiled Upscaler & Refiner FLUX PRO", + "reference": "https://github.com/Ltamann/ComfyUI-TBG-ETUR", + "files": [ + "https://github.com/Ltamann/ComfyUI-TBG-ETUR" + ], + "install_type": "git-clone", + "description": "About TBG Enhanced Tiled Upscaler and Refiner Pro! We at TBG Think. Build. Generate. Pro AI upscaling & image enrichment are excited to make our TBG Enhanced Tiled Upscaler and Refiner Pro available to you for free non-commercial use. We believe in empowering creators and innovators, which is why anything you create or generate using our software" + }, + { + "author": "Ltamann", + "title": "TBG’s ComfyUI Development Takeaways", + "reference": "https://github.com/Ltamann/ComfyUI-TBG-Takeaways", + "files": [ + "https://github.com/Ltamann/ComfyUI-TBG-Takeaways" + ], + "install_type": "git-clone", + "description": "A curated collection of reusable ComfyUI nodes developed by TGB. These sidecodes encapsulate key breakthroughs in model sampling, noise scheduling, and image refinement for enhanced stable diffusion workflows." + }, + { + "author": "Ltamann", + "title": "FastVLM-7B ComfyUI Node", + "reference": "https://github.com/Ltamann/ComfyUI-FastVLM-7B", + "files": [ + "https://github.com/Ltamann/ComfyUI-FastVLM-7B" + ], + "install_type": "git-clone", + "description": "ComfyUI-FastVLM-7B Apple A custom node for Apple’s FastVLM-7B vision-language model. This node lets you pass an image + instruction and returns a generated text response." + }, + { + "author": "Ltamann", + "title": "ComfyUI-TBG-SAM3", + "reference": "https://github.com/Ltamann/ComfyUI-TBG-SAM3", + "files": [ + "https://github.com/Ltamann/ComfyUI-TBG-SAM3" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node extension integrating Meta's Segment Anything Model 3 (SAM 3) for advanced image and video segmentation with text-prompt, point-based, and mask-driven capabilities. Provides production-ready nodes compatible with ComfyUI's Impact Pack SEGS format, depth map generation, and support for Python 3.13+ with CUDA and CPU support." + }, + { + "author": "DavidPiazza", + "title": "Network Bending for ComfyUI", + "reference": "https://github.com/DavidPiazza/network_bending", + "files": [ + "https://github.com/DavidPiazza/network_bending" + ], + "install_type": "git-clone", + "description": "A custom node pack for ComfyUI that enables creative manipulation and 'bending' of neural network models. Perform various operations on loaded model checkpoints to create unique and experimental effects." + }, + { + "author": "DiffusionLight", + "title": "DiffusionLight-ComfyUI", + "reference": "https://github.com/DiffusionLight/DiffusionLight-ComfyUI", + "files": [ + "https://github.com/DiffusionLight/DiffusionLight-ComfyUI" + ], + "install_type": "git-clone", + "description": "DiffusionLight (Turbo) implemented in ComfyUI" + }, + { + "author": "sunx.ai", + "title": "SunxAI Custom Nodes for ComfyUI", + "id": "comfyui_sun_nodes", + "reference": "https://github.com/upseem/comfyui_sun_nodes", + "files": [ + "https://github.com/upseem/comfyui_sun_nodes" + ], + "install_type": "git-clone", + "description": "A set of custom nodes developed by SunxAI for ComfyUI, including image loop processing and more. " + }, + { + "author": "sunx.ai", + "title": "comfyui_sunxAI_facetools", + "reference": "https://github.com/upseem/comfyui_sunxAI_facetools", + "files": [ + "https://github.com/upseem/comfyui_sunxAI_facetools" + ], + "install_type": "git-clone", + "description": "Face detection & restoration tools for ComfyUI by Sunx.ai" + }, + { + "author": "set-soft", + "title": "Audio Separation (Demix)", + "reference": "https://github.com/set-soft/AudioSeparation", + "files": [ + "https://github.com/set-soft/AudioSeparation" + ], + "install_type": "git-clone", + "description": "Audio separation (aka demixing) nodes, for Vocals, Instruments, Bass, Drums and Others (experimental Piano and Guitar).\nUsing MDX-Net and Demucs, no extra dependencies, support for batch and resample.\nChoose between High Quality and Speed. All safetensor models (No ONNX, No PyTorch)" + }, + { + "author": "creepybits", + "title": "Save Image To Google Drive", + "id": "creepybits", + "reference": "https://github.com/Creepybits/ComfyUI-Save_To_GDrive", + "files": [ + "https://github.com/Creepybits/ComfyUI-Save_To_GDrive" + ], + "install_type": "git-clone", + "description": "This ComfyUI node will save images directly to Google Drive by using Google's free API service." + }, + { + "author": "creepybits", + "title": "world weaver", + "id": "ComfyUI-World_weaver", + "reference": "https://github.com/Creepybits/World_weaver", + "files": [ + "https://github.com/Creepybits/World_weaver" + ], + "install_type": "git-clone", + "description": "The World Weaver System: True AI character consistency using Textual Inheritance. Maintain unshakeable character identity (face, body, essence) across radical changes in pose, clothing, and scene without LoRAs, IP-Adapters, or ControlNet. This repo contains the Character Vault and Prompt Helper components." + }, + { + "author": "Hazukiaoi", + "title": "LM Studio Tools for ComfyUI", + "reference": "https://github.com/Hazukiaoi/ComfyUI-LM_Studio_Tools", + "files": [ + "https://github.com/Hazukiaoi/ComfyUI-LM_Studio_Tools" + ], + "install_type": "git-clone", + "description": "This is a custom node pack designed for ComfyUI that seamlessly integrates the powerful LM Studio into your workflow, enabling you to perform a variety of tasks such as text generation and image understanding (Vision) using locally run LLMs." + }, + { + "author": "georgitsenov", + "title": "ComfyUI S3 Save Node", + "reference": "https://github.com/georgitsenov/ComfyUI-R2", + "files": [ + "https://github.com/georgitsenov/ComfyUI-R2" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for saving generated images directly to Cloudflare R2 (or S3-compatible) buckets using boto3, with secure random filename generation and public URL return." + }, + { + "author": "HappyXY", + "title": "ComfyUI-AmazonBedrock", + "reference": "https://github.com/HappyXY/ComfyUI-AmazonBedrock", + "files": [ + "https://github.com/HappyXY/ComfyUI-AmazonBedrock" + ], + "install_type": "git-clone", + "description": "use case of llm, image, video models on amazon bedrock" + }, + { + "author": "manifestations", + "title": "ComfyUI Globetrotter Nodes", + "reference": "https://github.com/manifestations/comfyui-globetrotter", + "files": [ + "https://github.com/manifestations/comfyui-globetrotter" + ], + "install_type": "git-clone", + "description": "A collection of custom ComfyUI nodes and utilities for generating AI image prompts representing the diverse attire, cultures, regions, and appearances of the world. This project is designed for easy extension to new countries, cultures, and body parts, using a modular JSON-based data structure and dynamic node generation." + }, + { + "author": "kaipard", + "title": "Auto Aspect Latent Generator", + "reference": "https://github.com/kaipard/comfyui-auto-latent-size", + "files": [ + "https://github.com/kaipard/comfyui-auto-latent-size" + ], + "install_type": "git-clone", + "description": "Add presets for latent and adjust the image size." + }, + { + "author": "pvlprk", + "title": "ComfyUI Assistant Node", + "reference": "https://github.com/pvlprk/comfyui-pvl-api-nodes", + "files": [ + "https://github.com/pvlprk/comfyui-pvl-api-nodes" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that integrates with the OpenAI Assistants API." + }, + { + "author": "danTheMonk", + "title": "ComfyUI Int and Float Conversion Nodes", + "reference": "https://github.com/danTheMonk/comfyui-int-and-float", + "files": [ + "https://github.com/danTheMonk/comfyui-int-and-float" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI custom node extension that provides utility nodes for converting between integer and float values." + }, + { + "author": "RamonGuthrie", + "title": "ComfyUI-RBG-ImageStitchPlus", + "reference": "https://github.com/RamonGuthrie/ComfyUI-RBG-ImageStitchPlus", + "files": [ + "https://github.com/RamonGuthrie/ComfyUI-RBG-ImageStitchPlus" + ], + "install_type": "git-clone", + "description": "An advanced image stitching node for ComfyUI." + }, + { + "author": "RamonGuthrie", + "title": "ComfyUI-RBG-SmartSeedVariance", + "reference": "https://github.com/RamonGuthrie/ComfyUI-RBG-SmartSeedVariance", + "files": [ + "https://github.com/RamonGuthrie/ComfyUI-RBG-SmartSeedVariance" + ], + "install_type": "git-clone", + "description": "Advanced seed diversity enhancement for ComfyUI with intelligent noise injection and directional biasing." + }, + { + "author": "vrgamegirl19", + "title": "VRGameDevGirl Video Enhancement Nodes", + "id": "vrgamedev_video_nodes", + "reference": "https://github.com/vrgamegirl19/comfyui-vrgamedevgirl", + "files": [ + "https://github.com/vrgamegirl19/comfyui-vrgamedevgirl" + ], + "install_type": "git-clone", + "description": "Film grain and color match nodes designed for high-quality frame-by-frame video enhancement in ComfyUI." + }, + { + "author": "namtb96", + "title": "OmniGen2 Simple Node", + "reference": "https://github.com/namtb96/OmniGen2-Simple-Node", + "files": [ + "https://github.com/namtb96/OmniGen2-Simple-Node" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package for the OmniGen2 multimodal generation model." + }, + { + "author": "lonelyowl13", + "title": "Artist tag randomizer for comfyui", + "reference": "https://github.com/lonelyowl13/artist_randomizer", + "files": [ + "https://github.com/lonelyowl13/artist_randomizer" + ], + "install_type": "git-clone", + "description": "A node for including random artists usernames to a prompt." + }, + { + "author": "Aryan185", + "title": "ComfyUI-ExternalAPI-Helpers", + "reference": "https://github.com/Aryan185/ComfyUI-ExternalAPI-Helpers", + "files": [ + "https://github.com/Aryan185/ComfyUI-ExternalAPI-Helpers" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Flux Kontext Pro and Max models from Replicate" + }, + { + "author": "Aryan185", + "title": "ComfyUI-VertexAPI", + "reference": "https://github.com/Aryan185/ComfyUI-VertexAPI", + "files": [ + "https://github.com/Aryan185/ComfyUI-VertexAPI" + ], + "install_type": "git-clone", + "description": "A collection of powerful custom nodes for ComfyUI that connect your local workflows to closed-source AI models via their APIs, supporting Google Gemini, Imagen, Veo, OpenAI's GPT-Image-1, and FLUX models." + }, + { + "author": "iacoposk8", + "title": "ComfyUI Fooocus Inpaint Wrapper", + "reference": "https://github.com/iacoposk8/ComfyUI-Fooocus-Inpaint-Wrapper", + "files": [ + "https://github.com/iacoposk8/ComfyUI-Fooocus-Inpaint-Wrapper" + ], + "install_type": "git-clone", + "description": "A simple wrapper for Fooocus's inpainting code, designed to replicate its outstanding results. Future improvements for a more refined and lightweight version are planned." + }, + { + "author": "iacoposk8", + "title": "ComfyUI XOR Text & Pickle Nodes", + "reference": "https://github.com/iacoposk8/xor_pickle_nodes", + "files": [ + "https://github.com/iacoposk8/xor_pickle_nodes" + ], + "install_type": "git-clone", + "description": "Three custom nodes for ComfyUI that allow you to encrypt and decrypt Python objects or text using simple XOR encryption." + }, + { + "author": "FaraamFide", + "title": "ComfyUI-ParamNodes", + "reference": "https://github.com/FaraamFide/ComfyUI-ParamNodes", + "files": [ + "https://github.com/FaraamFide/ComfyUI-ParamNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI-ParamNodes is a lightweight, dependency-free collection of custom nodes for ComfyUI, designed to parameterize your workflows for API-driven generation. It provides a clean set of input nodes to control strings, numbers, booleans, and model/LoRA selections, along with a simple logic switch for conditional execution." + }, + { + "author": "yamanacn", + "title": "ComfyUI Kontext Duo Image Analyzer", + "reference": "https://github.com/yamanacn/comfyui_kontext_Analyze", + "files": [ + "https://github.com/yamanacn/comfyui_kontext_Analyze" + ], + "install_type": "git-clone", + "description": "This is a custom node designed for ComfyUI that leverages the multimodal large model Doubao from Volcengine Ark to intelligently compare two input images. You can provide two images and a custom text prompt. The node will send this information to the large model and return a detailed textual description of the similarities and differences between the two images." + }, + { + "author": "weekii", + "title": "comfyui-save-image-pro", + "reference": "https://github.com/weekii/comfyui-save-image-pro", + "files": [ + "https://github.com/weekii/comfyui-save-image-pro" + ], + "install_type": "git-clone", + "description": "Professional-grade ComfyUI image saving plugin with support for multiple formats, custom naming, and advanced features." + }, + { + "author": "weekii", + "title": "ComfyUI-GGUF-FX", + "reference": "https://github.com/weekii/ComfyUI-GGUF-FX", + "files": [ + "https://github.com/weekii/ComfyUI-GGUF-FX" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for running GGUF quantized Qwen2.5-VL models using llama.cpp" + }, + { + "author": "bbaudio", + "title": "ComfyUI-SuperUltimateVaceTools", + "reference": "https://github.com/bbaudio-2025/ComfyUI-SuperUltimateVaceTools", + "files": [ + "https://github.com/bbaudio-2025/ComfyUI-SuperUltimateVaceTools" + ], + "install_type": "git-clone", + "description": "powerful nodes for wan2.1 vace" + }, + { + "author": "robertvoy", + "title": "ComfyUI-Distributed", + "reference": "https://github.com/robertvoy/ComfyUI-Distributed", + "files": [ + "https://github.com/robertvoy/ComfyUI-Distributed" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that enables distributed image generation across multiple GPUs through a master-worker architecture." + }, + { + "author": "FortunaCournot", + "title": "Stereoscopic", + "id": "stereoscopic", + "reference": "https://github.com/FortunaCournot/comfyui_stereoscopic", + "files": [ + "https://github.com/FortunaCournot/comfyui_stereoscopic" + ], + "install_type": "git-clone", + "description": "Contains ImageSBSConverter node to convert an image into a side-by-side image." + }, + { + "author": "negaga53", + "title": "ComfyUI Universal Image Loader", + "reference": "https://github.com/negaga53/comfyui-imgloader", + "files": [ + "https://github.com/negaga53/comfyui-imgloader" + ], + "install_type": "git-clone", + "description": "A powerful and versatile custom node for ComfyUI that provides multiple ways to load images into your workflows." + }, + { + "author": "sunra-ai", + "title": "ComfyUI Sunra.ai Plugin", + "reference": "https://github.com/sunra-ai/comfyui-sunra", + "files": [ + "https://github.com/sunra-ai/comfyui-sunra" + ], + "install_type": "git-clone", + "description": "Professional ComfyUI plugin for Sunra.ai's FLUX.1 Kontext and Seedance models with enhanced UI" + }, + { + "author": "Ben Staniford", + "title": "ComfyUI Load Most Recent Image Node", + "reference": "https://github.com/benstaniford/comfy-load-last-image", + "files": [ + "https://github.com/benstaniford/comfy-load-last-image" + ], + "install_type": "git-clone", + "description": "A ComfyUI node designed to load the most recent image in a folder" + }, + { + "author": "Ben Staniford", + "title": "Comfy Contact Sheet Image Loader", + "reference": "https://github.com/benstaniford/comfy-contact-sheet-image-loader", + "files": [ + "https://github.com/benstaniford/comfy-contact-sheet-image-loader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for loading images from a contact sheet of recent files" + }, + { + "author": "Ben Staniford", + "title": "LoRa Loader with Trigger Database", + "reference": "https://github.com/benstaniford/comfy-lora-loader-with-triggerdb", + "files": [ + "https://github.com/benstaniford/comfy-lora-loader-with-triggerdb" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides a LoRa loader with persistent trigger word storage. Automatically saves and loads trigger words for each LoRa model, making your workflow more efficient." + }, + { + "author": "Ben Staniford", + "title": "Prompt Database for ComfyUI", + "reference": "https://github.com/benstaniford/comfy-prompt-db", + "files": [ + "https://github.com/benstaniford/comfy-prompt-db" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides a database-driven prompt management system. Store, organize, and edit prompts in categories with persistent JSON storage." + }, + { + "author": "Ben Staniford", + "title": "ComfyUI Image Switch Node", + "reference": "https://github.com/benstaniford/comfy-image-switch", + "files": [ + "https://github.com/benstaniford/comfy-image-switch" + ], + "install_type": "git-clone", + "description": "An image source switch node for ComfyUI" + }, + { + "author": "OneThingAI", + "title": "ComfyUI OneThing AI Node", + "reference": "https://github.com/OneThingAI/ComfyUI_Onething_Image", + "files": [ + "https://github.com/OneThingAI/ComfyUI_Onething_Image" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates with OneThing AI's image generation API." + }, + { + "author": "OneThingAI", + "title": "ComfyUI OneThing CV Node", + "reference": "https://github.com/OneThingAI/ComfyUI_Onething_CV", + "files": [ + "https://github.com/OneThingAI/ComfyUI_Onething_CV" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to get detailed text descriptions of images using the OneThing AI Vision API. The node integrates with OneThing AI's powerful vision models to provide detailed descriptions of image content." + }, + { + "author": "NeuroSenko", + "title": "ComfyUI LLM SDXL Adapter", + "reference": "https://github.com/NeuroSenko/ComfyUI_LLM_SDXL_Adapter", + "files": [ + "https://github.com/NeuroSenko/ComfyUI_LLM_SDXL_Adapter" + ], + "install_type": "git-clone", + "description": "A comprehensive set of ComfyUI nodes for using Large Language Models (LLM) as text encoders for SDXL image generation through a trained adapter." + }, + { + "author": "MovieLabs", + "title": "MovieLabs ComfyUI Nodes for Publishing Workflow", + "reference": "https://github.com/MovieLabs/comfyui-movielabs-util", + "files": [ + "https://github.com/MovieLabs/comfyui-movielabs-util" + ], + "install_type": "git-clone", + "description": "An extension set of validation checks, automatic versioning numbering, automatic directory creation, and naming conventions are implemented to ensure that the file system is kept in sync with ShotGrid." + }, + { + "author": "reallusion", + "title": "Reallusion ComfyUI Custom Nodes", + "reference": "https://github.com/reallusion/ComfyUI-Reallusion", + "files": [ + "https://github.com/reallusion/ComfyUI-Reallusion" + ], + "install_type": "git-clone", + "description": "This nodepack contains custom nodes for ComfyUI designed specifically for handling Reallusion-related assets such as Character Creator and iClone image and video files. These nodes are intended to be used as backend components that communicate and operate through the AI Render Plugin interface of iClone or Character Creator, enabling a seamless integration between ComfyUI's powerful image/video generation capabilities and Reallusion’s animation tools. By bridging ComfyUI with iClone/Character Creator’s AI Render Plugin, these nodes facilitate workflows where AI-assisted content generation can be controlled, customized, and rendered directly from within Reallusion software environments." + }, + { + "author": "glitchinthemetrix16", + "title": "ComfyUI Roop Custom Nodes", + "reference": "https://github.com/glitchinthemetrix16/ComfyUI-Roop", + "files": [ + "https://github.com/glitchinthemetrix16/ComfyUI-Roop" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to enable face swapping using the Roop library." + }, + { + "author": "IsItDanOrAi", + "title": "exLoadout: Excel-Based Model & Settings Loader", + "id": "comfyui-exloadout", + "reference": "https://github.com/IsItDanOrAi/ComfyUI-exLoadout", + "files": [ + "https://github.com/IsItDanOrAi/ComfyUI-exLoadout" + ], + "install_type": "git-clone", + "description": "Excel spreadsheet-driven ComfyUI nodes that let you load models, values, and workflows based on saved rows in Excel. Great for organizing and switching between CLIPs, VAEs, LoRAs, and more." + }, + { + "author": "claptrap0", + "title": "ComfyUI_LLM_Hub", + "reference": "https://github.com/claptrap0/ComfyUI_LLM_Hub", + "files": [ + "https://github.com/claptrap0/ComfyUI_LLM_Hub" + ], + "install_type": "git-clone", + "description": "Utilize the power of an LLM into ComfyUI to transform your text-to-image and text-to-video ideas into highly detailed prompts for generation while giving you full control." + }, + { + "author": "xChenNing", + "title": "ComfyUI_Image_Pin", + "id": "comfyui-image-pin", + "reference": "https://github.com/CheNing233/ComfyUI_Image_Pin", + "files": [ + "https://github.com/CheNing233/ComfyUI_Image_Pin" + ], + "install_type": "git-clone", + "description": "Allows you to pin images to the JSON of your workflow, migrate with JSON, or embed in image's metadata. supports image compression." + }, + { + "author": "LaoMaoBoss", + "title": "ComfyUI-WBLESS", + "id": "LaoMaoBoss", + "reference": "https://github.com/LaoMaoBoss/ComfyUI-WBLESS", + "files": [ + "https://github.com/LaoMaoBoss/ComfyUI-WBLESS" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node package. This custom node features multiple practical functions, including global variables, flow control, obtaining image or mask dimensions, and Dominant Axis Scale." + }, + { + "author": "zeeoale", + "title": "PromptCreatorNodetraumakom Prompt Generator", + "reference": "https://github.com/zeeoale/PromptCreatorNode", + "files": [ + "https://github.com/zeeoale/PromptCreatorNode" + ], + "install_type": "git-clone", + "description": "A powerful custom node for ComfyUI that generates rich, dynamic prompts based on modular JSON worlds — with color realm control (RGB / CMYK), LoRA triggers, and optional AI-based prompt enhancement." + }, + { + "author": "Android zhang", + "title": "Comfyui-Distill-Any-Depth", + "reference": "https://github.com/zade23/Comfyui-Distill-Any-Depth", + "files": [ + "https://github.com/zade23/Comfyui-Distill-Any-Depth" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use Distill-Any-Depth prediction." + }, + { + "author": "Android zhang", + "title": "ComfyUI-MoGe2", + "reference": "https://github.com/zade23/Comfyui-MoGe2", + "files": [ + "https://github.com/zade23/Comfyui-MoGe2" + ], + "install_type": "git-clone", + "description": "Runs the MoGe2 model on the input image. \n v1: Ruicheng/moge-vitl \n v2: Ruicheng/moge-2-vitl-normal" + }, + { + "author": "swisscore-py", + "title": "ComfyUI Telegram Suite", + "reference": "https://github.com/SwissCore92/comfyui-telegram-suite", + "files": [ + "https://github.com/SwissCore92/comfyui-telegram-suite" + ], + "install_type": "git-clone", + "description": "Implement Telegram into your ComfyUI workflows." + }, + { + "author": "ZXL-Xinram", + "title": "ComfyUI-AutoFlow", + "reference": "https://github.com/ZXL-Xinram/ComfyUI-AutoFlow", + "files": [ + "https://github.com/ZXL-Xinram/ComfyUI-AutoFlow" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI focused on path processing and string operations." + }, + { + "author": "lex-drl", + "title": "Best Resolution", + "reference": "https://github.com/Lex-DRL/ComfyUI-BestResolution", + "files": [ + "https://github.com/Lex-DRL/ComfyUI-BestResolution" + ], + "install_type": "git-clone", + "description": "QoL nodes for semi-automatic calculation of the best (most optimal) sampling resolution \n• compatible with ANY model (from now or the future), \n• accounting for upscale... \n• ...and pixel-step." + }, + { + "author": "lex-drl", + "title": "String Constructor (Text-Formatting)", + "reference": "https://github.com/Lex-DRL/ComfyUI-StringConstructor", + "files": [ + "https://github.com/Lex-DRL/ComfyUI-StringConstructor" + ], + "install_type": "git-clone", + "description": "Composing prompt variants from the same text pieces with ease:\n• Build your \"library\" (dictionary) of named text chunks (sub-strings) to use it across the entire workflow.\n• Compile these snippets into different prompts in-place - with just one string formatting node.\n• Freely update the dictionary down the line - get different prompts.\n• Reference text chunks within each other to build dependent hierarchies of less/more detailed descriptions.\n• A real life-saver for regional prompting (aka area composition)." + }, + { + "author": "baikong", + "title": "blender-in-comfyui", + "reference": "https://github.com/JayLyu/blender-in-comfyui", + "files": [ + "https://github.com/JayLyu/blender-in-comfyui" + ], + "install_type": "git-clone", + "description": "Combine multiple 3D models into a single Blender file and render in ComfyUI." + }, + { + "author": "MithrilMan", + "title": "Mithril-Nodes for ComfyUI", + "reference": "https://github.com/MithrilMan/ComfyUI-MithrilNodes", + "files": [ + "https://github.com/MithrilMan/ComfyUI-MithrilNodes" + ], + "install_type": "git-clone", + "description": "Mithril-Nodes is a collection of custom nodes for ComfyUI that enhance workflow modularity, data routing, and configuration management. These nodes help you build more dynamic, organized, and reusable pipelines for generative AI workflows." + }, + { + "author": "Yukinoshita-Yukinoe", + "title": "ComfyUI-Qwen-Node", + "reference": "https://github.com/Yukinoshita-Yukinoe/ComfyUI-Qwen-Node", + "files": [ + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-Qwen-Node" + ], + "install_type": "git-clone", + "description": "Qwen3 api node" + }, + { + "author": "seanjang990", + "title": "ComfyUI Document Auto Crop Node", + "reference": "https://github.com/seanjang990/comfyui-document-auto-crop", + "files": [ + "https://github.com/seanjang990/comfyui-document-auto-crop" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI automatically crops a document by detecting edges, rotates it based on face orientation using MediaPipe, and adjusts it to a target aspect ratio (default 11:14)." + }, + { + "author": "cjj198909", + "title": "OpenAI/Azure OpenAI Image API", + "reference": "https://github.com/cjj198909/comfy_openai_image_api_azure", + "files": [ + "https://github.com/cjj198909/comfy_openai_image_api_azure" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that provides access to OpenAI's image generation and editing capabilities, including support for gpt-image-1 model with both OpenAI and Azure OpenAI providers." + }, + { + "author": "paulh4x", + "title": "ComfyUI_PHRenderFormerWrapper", + "reference": "https://github.com/paulh4x/ComfyUI_PHRenderFormerWrapper", + "files": [ + "https://github.com/paulh4x/ComfyUI_PHRenderFormerWrapper" + ], + "install_type": "git-clone", + "description": "A Wrapper and a set of Custom Nodes for using RenderFormer as a 3d Environment in ComfyUI." + }, + { + "author": "Aero-Ex", + "title": "ComfyUI Vision LLM Analyzer Node", + "reference": "https://github.com/Aero-Ex/ComfyUI-Vision-LLM-Analyzer", + "files": [ + "https://github.com/Aero-Ex/ComfyUI-Vision-LLM-Analyzer" + ], + "install_type": "git-clone", + "description": "This repository contains a powerful and versatile custom node for ComfyUI that seamlessly integrates with OpenAI-compatible Large Language Models (LLMs), including multimodal (vision-enabled) models like GPT-4o.\nThis single node allows you to perform both text generation and image analysis, making it an essential tool for advanced prompt engineering and creative automation." + }, + { + "author": "StrawberryFist", + "title": "StrawberryFist VRAM Optimizer", + "reference": "https://github.com/strawberryPunch/vram_optimizer", + "files": [ + "https://github.com/strawberryPunch/vram_optimizer" + ], + "install_type": "git-clone", + "description": "A comprehensive VRAM management tool for ComfyUI. Includes automatic cleanup and GPU monitoring.", + "nodename_pattern": "StFist", + "pip": ["GPUtil>=1.4.0"], + "tags": ["vram", "gpu", "optimizer", "monitoring"] + }, + { + "author": "blird", + "title": "ComfyUI-Wanify: Adaptive Image Resize Node", + "reference": "https://github.com/blird/ComfyUI-Wanify", + "files": [ + "https://github.com/blird/ComfyUI-Wanify" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides adaptive image resizing based on target pixel counts, maintaining aspect ratio and supporting different quality levels. It is useful for workflows that require images to fit within specific pixel budgets (e.g., for video, AI models, or memory constraints)." + }, + { + "author": "hiderminer", + "title": "ComfyUI-HM-Tools", + "reference": "https://github.com/hiderminer/ComfyUI-HM-Utilities", + "files": [ + "https://github.com/hiderminer/ComfyUI-HM-Utilities" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that provides useful image processing tools." + }, + { + "author": "Dimona Patrick", + "title": "ComfyUI Mzikart Mixer", + "reference": "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Mixer", + "files": [ + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Mixer" + ], + "install_type": "git-clone", + "description": "Professional audio processing nodes for ComfyUI" + }, + { + "author": "Edoardo Carmignani", + "title": "ComfyUI-ExtraLinks", + "id": "extralinks", + "reference": "https://github.com/edoardocarmignani/extralinks", + "files": [ + "https://github.com/edoardocarmignani/extralinks" + ], + "install_type": "git-clone", + "description": "A one-click collection of alternate connection styles for ComfyUI." + }, + { + "author": "Edoardo Carmignani", + "title": "VAE Decode Switch for ComfyUI", + "reference": "https://github.com/MasterDenis/VAE-Decode-Switch", + "files": [ + "https://github.com/MasterDenis/VAE-Decode-Switch" + ], + "install_type": "git-clone", + "description": "Node for ComfyUI designed for more neatly switching between tiled and default VAE Decode Nodes." + }, + { + "author": "webuilder", + "title": "ComfyUI WB Utils", + "reference": "https://github.com/webuilder/WB-ComfyUI-Utils", + "files": [ + "https://github.com/webuilder/WB-ComfyUI-Utils" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, including useful functions such as audio processing and text manipulation." + }, + { + "author": "MartinDeanMoriarty", + "title": "ComfyUI-DeanLogic", + "reference": "https://github.com/MartinDeanMoriarty/ComfyUI-DeanLogic", + "files": [ + "https://github.com/MartinDeanMoriarty/ComfyUI-DeanLogic" + ], + "install_type": "git-clone", + "description": "Nodes to switch image input or output path with boolean conditions" + }, + { + "author": "MartinDeanMoriarty", + "title": "ComfyUI-NumberToText", + "reference": "https://github.com/MartinDeanMoriarty/ComfyUI-NumberToText", + "files": [ + "https://github.com/MartinDeanMoriarty/ComfyUI-NumberToText" + ], + "install_type": "git-clone", + "description": "Converts a number (e.g., 2 or 15) into written text (e.g., two or fifteen). Works for english and german up to numbers as high as 9999 without problems." + }, + { + "author": "rdomunky", + "title": "comfyui-subfolderimageloader", + "reference": "https://github.com/rdomunky/comfyui-subfolderimageloader", + "files": [ + "https://github.com/rdomunky/comfyui-subfolderimageloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that enhances image loading with subfolder organization and dynamic filtering" + }, + { + "author": "NyaFuP", + "title": "NF Preview Selector", + "reference": "https://github.com/NyaFuP/ComfyUI_Preview_Selector", + "files": [ + "https://github.com/NyaFuP/ComfyUI_Preview_Selector" + ], + "install_type": "git-clone", + "description": "A floating dialog-based image preview and selection system for ComfyUI." + }, + { + "author": "brucew4yn3rp", + "title": "Save Image with Selective Metadata", + "id": "SaveImageSelectiveMetadata", + "reference": "https://github.com/brucew4yn3rp/ComfyUI_SelectiveMetadata", + "files": [ + "https://github.com/brucew4yn3rp/ComfyUI_SelectiveMetadata" + ], + "install_type": "git-clone", + "description": "This custom node allows users to selectively choose what to add to the generated image's metadata." + }, + { + "author": "brucew4yn3rp", + "title": "Vintage Effect", + "id": "VintageEffect", + "reference": "https://github.com/brucew4yn3rp/ComfyUI_VintageEffect", + "files": [ + "https://github.com/brucew4yn3rp/ComfyUI_VintageEffect" + ], + "install_type": "git-clone", + "description": "ComfyUI node that applies vintage/retro effects through JPG compression, color grading, film grain, vignette, and more to emulate more realistic photo aesthetics." + }, + { + "author": "brucew4yn3rp", + "title": "Frontend Cleanup Node", + "id": "ComfyUI_FrontEndCleanup", + "reference": "https://github.com/brucew4yn3rp/ComfyUI_FrontEndCleanup", + "files": [ + "https://github.com/brucew4yn3rp/ComfyUI_FrontEndCleanup" + ], + "install_type": "git-clone", + "description": "This node customizes the ComfyUI frontend by relocating the action bar into the top bar and hiding selected UI elements to reduce visual clutter." + }, + { + "author": "cedarconnor", + "title": "ComfyUI LatLong - Equirectangular Image Processing Nodes", + "reference": "https://github.com/cedarconnor/comfyui-LatLong", + "files": [ + "https://github.com/cedarconnor/comfyui-LatLong" + ], + "install_type": "git-clone", + "description": "Advanced equirectangular (360°) image processing nodes for ComfyUI, enabling precise rotation, horizon adjustment, and specialized cropping operations for panoramic images." + }, + { + "author": "cedarconnor", + "title": "ComfyUI Upsampler Nodes", + "reference": "https://github.com/cedarconnor/upsampler", + "files": [ + "https://github.com/cedarconnor/upsampler" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for integrating with the Upsampler API to enhance and upscale images using AI." + }, + { + "author": "cedarconnor", + "title": "ComfyUI Batch Name Loop", + "reference": "https://github.com/cedarconnor/comfyui-BatchNameLoop", + "files": [ + "https://github.com/cedarconnor/comfyui-BatchNameLoop" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package for batch image processing with filename preservation." + }, + { + "author": "cedarconnor", + "title": "ComfyUI-DreamCube", + "reference": "https://github.com/cedarconnor/ComfyUI-DreamCube", + "files": [ + "https://github.com/cedarconnor/ComfyUI-DreamCube" + ], + "install_type": "git-clone", + "description": "360° panoramic depth estimation with multi-plane synchronization for ComfyUI, featuring equirectangular-cubemap transformations, cross-face consistency, and boundary blending for seamless depth maps." + }, + { + "author": "cedarconnor", + "title": "ComfyUI-Skeletonretarget", + "reference": "https://github.com/cedarconnor/ComfyUI-Skeletonretarget", + "files": [ + "https://github.com/cedarconnor/ComfyUI-Skeletonretarget" + ], + "install_type": "git-clone", + "description": "A custom node pack for ComfyUI that aligns and retargets skeletal pose data from driving videos to match reference images, enabling consistent motion transfer. (Description by CC)" + }, + { + "author": "vaishnav-vn", + "title": "va1", + "name": "Pad Image by Aspect", + "reference": "https://github.com/vaishnav-vn/va1", + "files": [ + "https://github.com/vaishnav-vn/va1" + ], + "install_type": "git-clone", + "description": "repo has Custon node designed to expand, pad, and mask images to fixed or randomized aspect ratios with precise spatial and scale control — engineered for outpainting, compositional layout, and creative canvas expansion. " + }, + { + "author": "wawahuy", + "title": "ComfyUI HTTP - REST API Nodes", + "reference": "https://github.com/wawahuy/ComfyUI-HTTP", + "files": [ + "https://github.com/wawahuy/ComfyUI-HTTP" + ], + "install_type": "git-clone", + "description": "Powerful REST API nodes for ComfyUI that enable seamless HTTP/REST integration into your workflows." + }, + { + "author": "watarika", + "title": "ComfyUI-SendToEagle-w-Metadata", + "reference": "https://github.com/watarika/ComfyUI-SendToEagle-w-Metadata", + "files": [ + "https://github.com/watarika/ComfyUI-SendToEagle-w-Metadata" + ], + "install_type": "git-clone", + "description": "Sends images with metadata (PNGInfo) obtained from the input values of each node to Eagle. You can customize the tags to be registered in Eagle." + }, + { + "author": "Azornes", + "title": "Comfyui-LayerForge", + "id": "layerforge", + "reference": "https://github.com/Azornes/Comfyui-LayerForge", + "files": [ + "https://github.com/Azornes/Comfyui-LayerForge" + ], + "install_type": "git-clone", + "description": "Photoshop-like layered canvas editor to your ComfyUI workflow. This node is perfect for complex compositing, inpainting, and outpainting, featuring multi-layer support, masking, blend modes, and precise transformations. Includes optional AI-powered background removal for streamlined image editing." + }, + { + "author": "Azornes", + "title": "Comfyui-Resolution-Master", + "reference": "https://github.com/Azornes/Comfyui-Resolution-Master", + "files": [ + "https://github.com/Azornes/Comfyui-Resolution-Master" + ], + "install_type": "git-clone", + "description": " Precise resolution and aspect ratio control for ComfyUI" + }, + { + "author": "einhorn13", + "title": "ComfyUI-ImageProcessUtilities", + "reference": "https://github.com/einhorn13/ComfyUI-ImageProcessUtilities", + "files": [ + "https://github.com/einhorn13/ComfyUI-ImageProcessUtilities" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI designed to enhance image processing workflows. Especially useful for high-resolution rendering, complex inpainting, tiling, and batch manipulation. This allows you to perform processing that would otherwise exceed your VRAM limits." + }, + { + "author": "khanhlvg", + "title": "[Unofficial] Vertex AI Custom Nodes for ComfyUI", + "reference": "https://github.com/khanhlvg/vertex-ai-comfyui-nodes", + "files": [ + "https://github.com/khanhlvg/vertex-ai-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Vertex AI Custom Nodes for ComfyUI" + }, + { + "author": "cuban044", + "title": "[Unofficial] ComfyUI-Veo3-Experimental", + "reference": "https://github.com/cuban044/ComfyUI-Veo3-Experimental", + "files": [ + "https://github.com/cuban044/ComfyUI-Veo3-Experimental" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that integrates Google's Veo 3 text-to-video generation capabilities." + }, + { + "author": "builmenlabo", + "title": "ComfyUI builmenlabo - Unified Package", + "id": "builmenlabo", + "reference": "https://github.com/comnote-max/builmenlabo", + "files": [ + "https://github.com/comnote-max/builmenlabo" + ], + "install_type": "git-clone", + "description": "Comprehensive collection of ComfyUI custom nodes: 🦙 Advanced LLM text generation with Llama-CPP (CPU/GPU acceleration), 🌐 Smart multi-language prompt translation (Google/DeepL/Yandex/Baidu), 🌍 20-language interface toggle, 📸 AI-powered Gemini pose analysis, 🎛️ Smart ControlNet management. Perfect unified package for AI artists and creators. Blog: https://note.com/hirodream44", + "nodename_pattern": "builmenlabo", + "tags": [ + "LLM", + "translation", + "multilingual", + "pose-analysis", + "controlnet", + "text-generation", + "gemini", + "llama-cpp", + "AI" + ] + }, + { + "author": "Cyrostar", + "title": "Artha-Gemini", + "id": "Artha-Gemini", + "reference": "https://github.com/Cyrostar/Artha-Gemini", + "reference2": "https://github.com/Cyrostar/ComfyUI-Artha-Gemini", + "files": [ + "https://github.com/Cyrostar/Artha-Gemini" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for interacting with the Gemini api for image and video generation prompting." + }, + { + "author": "Cyrostar", + "title": "Artha-Projekt", + "id": "artha-projekt", + "reference": "https://github.com/Cyrostar/Artha-Projekt", + "files": [ + "https://github.com/Cyrostar/Artha-Projekt" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for project management." + }, + { + "author": "GeraldWie", + "title": "ComfyUI-I2I-slim", + "reference": "https://github.com/GeraldWie/ComfyUI-I2I-slim", + "files": [ + "https://github.com/GeraldWie/ComfyUI-I2I-slim" + ], + "install_type": "git-clone", + "description": "A lightweight version of the custom nodes originally developed by [a/ManglerFTW](https://github.com/ManglerFTW/ComfyI2I) for performing image-to-image tasks in ComfyUI." + }, + { + "author": "tauraloke", + "title": "ComfyUI-Unfake-Pixels", + "reference": "https://github.com/tauraloke/ComfyUI-Unfake-Pixels", + "files": [ + "https://github.com/tauraloke/ComfyUI-Unfake-Pixels" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for pixel art scaling. Automatically detects the pixel scale using an edge-aware method (Sobel filter + voting on tiles) and downscales the image to that pixel size, reducing color palette." + }, + { + "author": "adrianschubek", + "title": "comfyui-zeug", + "reference": "https://github.com/adrianschubek/comfyui-zeug", + "files": [ + "https://github.com/adrianschubek/comfyui-zeug" + ], + "install_type": "git-clone", + "description": "comfyui-zeug (German for 'gear' or 'stuff') is a collection of custom nodes for ComfyUI, designed to enhance functionality and provide additional features." + }, + { + "author": "g0kuvonlange", + "title": "ComfyUI Load From URL", + "reference": "https://github.com/g0kuvonlange/ComfyUI-Load-From-URL", + "files": [ + "https://github.com/g0kuvonlange/ComfyUI-Load-From-URL" + ], + "install_type": "git-clone", + "description": "A simple custom node for ComfyUI to load LoRAs and videos directly from a URL. Ideal for users hosting files on a server with publicly accessible URLs." + }, + { + "author": "visualbruno", + "title": "ComfyUI-Hunyuan3d-2-1", + "reference": "https://github.com/visualbruno/ComfyUI-Hunyuan3d-2-1", + "files": [ + "https://github.com/visualbruno/ComfyUI-Hunyuan3d-2-1" + ], + "install_type": "git-clone", + "description": "ComfyUI Wrapper for [a/Hunyuan3D v2.1](https://github.com/Tencent-Hunyuan/Hunyuan3D-2.1) - From Images to High-Fidelity 3D Assets with Production-Ready PBR Material" + }, + { + "author": "visualbruno", + "title": "ComfyUI-Trellis2", + "reference": "https://github.com/visualbruno/ComfyUI-Trellis2", + "files": [ + "https://github.com/visualbruno/ComfyUI-Trellis2" + ], + "install_type": "git-clone", + "description": "ComfyUI Wrapper for TRELLIS.2 - Microsoft's image-to-3D generation model. (Description by CC)" + }, + { + "author": "AIWarper", + "title": "ComfyUI-DAViD", + "reference": "https://github.com/AIWarper/ComfyUI-DAViD", + "files": [ + "https://github.com/AIWarper/ComfyUI-DAViD" + ], + "install_type": "git-clone", + "description": "An implementation of the DAViD tooling, a method for extracting depth, normals, and masks from an input image." + }, + { + "author": "ComfyUI Studio", + "title": "ComfyUI-Studio-nodes", + "reference": "https://github.com/comfyuistudio/ComfyUI-Studio-nodes", + "files": [ + "https://github.com/comfyuistudio/ComfyUI-Studio-nodes" + ], + "install_type": "git-clone", + "description": "🧩 Aspect Ratio Image Size Calculator, 🖼️ Aspect Ratio Resizer, and 📄 Markdown Link Generator for ComfyUI.", + "tags": ["image", "resize", "aspect-ratio", "markdown", "utils"] + }, + { + "author": "jenn", + "title": "BookCoverFinder", + "reference": "https://github.com/weberjc/book-cover-finder-comfy", + "files": [ + "https://github.com/weberjc/book-cover-finder-comfy" + ], + "install_type": "git-clone", + "description": "Book Cover Finder tool that wraps openlibrary.org" + }, + { + "author": "RndNanthu", + "title": "ComfyUI-RndNanthu", + "id": "ComfyUI-RndNanthu", + "reference": "https://github.com/rndnanthu/ComfyUI-RndNanthu", + "files": [ + "https://github.com/rndnanthu/ComfyUI-RndNanthu" + ], + "install_type": "git-clone", + "description": "Film Grain simulation, Log Color Conversions, Color Scopes (RGB Parade, Vectorscope, Gamut Warnings), False Color, and more." + }, + { + "author": "Pun0110", + "title": "CSV Styler", + "reference": "https://github.com/Pun0110/ComfyUI-CSV-Styler", + "files": [ + "https://github.com/Pun0110/ComfyUI-CSV-Styler" + ], + "install_type": "git-clone", + "description": "Repository contains CSV Styler - custom node for ComfyUI. It loads styles from styles.csv file (Automatic1111 Web-Ui styles.csv format) and combine them with provided positive and negative prompt.\nNOTE: 'styles.csv' should be placed in ComfyUI root directory (near main.py)." + }, + { + "author": "cnnmmd", + "title": "cnnmmd: comfyui_xoxxox_cnnmmd", + "reference": "https://github.com/cnnmmd/comfyui_xoxxox_cnnmmd", + "files": [ + "https://github.com/cnnmmd/comfyui_xoxxox_cnnmmd" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for ComfyUI, designed for the following application: [a/https://github.com/cnnmmd/cnnmmd](https://github.com/cnnmmd/cnnmmd)" + }, + { + "author": "CallMe1101", + "title": "ComfyUI_OmniAvatar", + "reference": "https://github.com/CallMe1101/ComfyUI_OmniAvatar", + "files": [ + "https://github.com/CallMe1101/ComfyUI_OmniAvatar" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node developed based on OmniAvatar, capable of generating video sequences with synchronized lip movements and facial expressions by inputting a portrait image, audio, and text prompt. The node parameters and invocation method are fully consistent with the official OmniAvatar inference." + }, + { + "author": "ebrinz", + "title": "ComfyUI-MusicGen-HF", + "reference": "https://github.com/ebrinz/ComfyUI-MusicGen-HF", + "files": [ + "https://github.com/ebrinz/ComfyUI-MusicGen-HF" + ], + "install_type": "git-clone", + "description": "A standalone ComfyUI custom node package for Facebook's MusicGen using Hugging Face Transformers. Generate high-quality music from text prompts with full support for CUDA, MPS (Apple Silicon), and CPU." + }, + { + "author": "mcDandy", + "title": "More Math", + "reference": "https://github.com/mcDandy/more_math", + "files": [ + "https://github.com/mcDandy/more_math" + ], + "install_type": "git-clone", + "description": "Adds math nodes for FLOAT, CONDITIONING, LATENT, IMAGE, NOISE and AUDIO.\nAllows usage of math expressions with variety of functions and variables, not limited to inputs. List of those is on github of this extension." + }, + { + "author": "kmlbdh", + "title": "ComfyUI_LocalLLMNodes", + "reference": "https://github.com/kmlbdh/ComfyUI_LocalLLMNodes", + "files": [ + "https://github.com/kmlbdh/ComfyUI_LocalLLMNodes" + ], + "install_type": "git-clone", + "description": "A custom node pack for ComfyUI that allows you to run Large Language Models (LLMs) locally and use them for prompt generation and other text tasks directly within your ComfyUI workflows." + }, + { + "author": "kmlbdh", + "title": "kmlbdh Video Combine (Smart + Tiled)", + "reference": "https://github.com/kmlbdh/ComfyUI-kmlbdh-VideoCombine", + "files": [ + "https://github.com/kmlbdh/ComfyUI-kmlbdh-VideoCombine" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node designed for stable, high-resolution video export — even on limited hardware." + }, + { + "author": "joosthel", + "title": "ComfyUI-CVOverlay", + "reference": "https://github.com/joosthel/ComfyUI-CVOverlay", + "files": [ + "https://github.com/joosthel/ComfyUI-CVOverlay" + ], + "install_type": "git-clone", + "description": "TouchDesigner-style blob tracking and computer vision effects for ComfyUI. Simple nodes for bright spot detection, plexus connections, and technical aesthetics in video workflows." + }, + { + "author": "lokinou", + "title": "ComfyUI-Offload-Models", + "reference": "https://github.com/lokinou/comfyui-offload-models", + "files": [ + "https://github.com/lokinou/comfyui-offload-models" + ], + "install_type": "git-clone", + "description": "Custom nodes to offload and rapatriate models from cpu." + }, + { + "author": "lokinou", + "title": "ComfyUI-Better-Flow", + "reference": "https://github.com/lokinou/comfyui-better-flow", + "files": [ + "https://github.com/lokinou/comfyui-better-flow" + ], + "install_type": "git-clone", + "description": "Nodes for controlling workflow and reducing VRAM fingerprint." + }, + { + "author": "rainlizard", + "title": "Whirlpool Upscaler", + "reference": "https://github.com/rainlizard/ComfyUI-WhirlpoolUpscaler", + "files": [ + "https://github.com/rainlizard/ComfyUI-WhirlpoolUpscaler" + ], + "install_type": "git-clone", + "description": "This is a modified implementation of impact-pack's iterative upscaler. It leans in on the idea that giving too much attention to computation at high resolutions isn't a good idea." + }, + { + "author": "zl9739379", + "title": "ComfyUI-ArkVideoGenerate", + "reference": "https://github.com/zl9739379/ComfyUI-ArkVideoGenerate", + "files": [ + "https://github.com/zl9739379/ComfyUI-ArkVideoGenerate" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates ByteDance Volcano Engine's video generation AI model, supporting both text-to-video and image-to-video generation." + }, + { + "author": "YaserJaradeh", + "title": "Yaser-nodes for ComfyUI", + "reference": "https://github.com/YaserJaradeh/comfyui-yaser-nodes", + "files": [ + "https://github.com/YaserJaradeh/comfyui-yaser-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that provide dynamic input selection and intelligent upscaling functionality." + }, + { + "author": "gvfarns", + "title": "comfyui_gvf", + "reference": "https://github.com/gvfarns/comfyui_gvf", + "files": [ + "https://github.com/gvfarns/comfyui_gvf" + ], + "install_type": "git-clone", + "description": "ComfyUI custom convenience nodes: Cropping images to a given aspect ratio, Cropping images to a max/min aspect ratio, If/else logic with provided float (rather than using a float node)" + }, + { + "author": "mikeshuangyan", + "title": "ComfyUI_MqUtils", + "reference": "https://github.com/mikeshuangyan/ComfyUI_MqUtils", + "files": [ + "https://github.com/mikeshuangyan/ComfyUI_MqUtils" + ], + "install_type": "git-clone", + "description": "MQ util nodes for ComfyUI" + }, + { + "author": "Franklyc", + "title": "ComfyUI LoRA adaLN Patcher Node", + "reference": "https://github.com/Franklyc/comfyui-lora-adain-patcher-node", + "files": [ + "https://github.com/Franklyc/comfyui-lora-adain-patcher-node" + ], + "install_type": "git-clone", + "description": "A simple but powerful custom node for ComfyUI that patches LoRA models by adding dummy adaLN_modulation_1 weights. This solves compatibility errors when using LoRAs with newer model architectures that expect these keys to be present in the final_layer." + }, + { + "author": "Simlym", + "title": "ComfyUI Prompt Helper", + "id": "prompt-helper", + "reference": "https://github.com/Simlym/comfyui-prompt-helper", + "files": [ + "https://github.com/Simlym/comfyui-prompt-helper" + ], + "install_type": "git-clone", + "description": "A simple and intuitive prompt management tool for ComfyUI." + }, + { + "author": "woct0rdho", + "title": "ComfyUI-RadialAttn", + "reference": "https://github.com/woct0rdho/ComfyUI-RadialAttn", + "files": [ + "https://github.com/woct0rdho/ComfyUI-RadialAttn" + ], + "install_type": "git-clone", + "description": "RadialAttention in ComfyUI native workflow" + }, + { + "author": "jiafuzeng", + "title": "LatentSync", + "reference": "https://github.com/jiafuzeng/comfyui-LatentSync", + "files": [ + "https://github.com/jiafuzeng/comfyui-LatentSync" + ], + "install_type": "git-clone", + "description": "We present LatentSync, an end-to-end lip-sync method based on audio-conditioned latent diffusion models without any intermediate motion representation, diverging from previous diffusion-based lip-sync methods based on pixel-space diffusion or two-stage generation. Our framework can leverage the powerful capabilities of Stable Diffusion to directly model complex audio-visual correlations." + }, + { + "author": "What-a-stupid-username", + "title": "comfyui_InversedSampler", + "reference": "https://github.com/What-a-stupid-username/comfyui-InversedSampler", + "files": [ + "https://github.com/What-a-stupid-username/comfyui-InversedSampler" + ], + "install_type": "git-clone", + "description": "A inversed euler sampler to revert image to noisy latent. Can be used to improve content consistency when perform I2I." + }, + { + "author": "rubenvillarreal", + "title": "ComfyUI_PoseAlign", + "reference": "https://github.com/rubenvillarreal/ComfyUI_PoseAlign", + "files": [ + "https://github.com/rubenvillarreal/ComfyUI_PoseAlign" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides pose alignment functionality." + }, + { + "author": "charlyad142", + "title": "ComfyUI Charly FitToAspectNode", + "reference": "https://github.com/charlyad142/ComfyUI_Charly_FitToAspectNode", + "files": [ + "https://github.com/charlyad142/ComfyUI_Charly_FitToAspectNode" + ], + "install_type": "git-clone", + "description": "Un nodo personalizado para ComfyUI que ajusta imágenes a diferentes relaciones de aspecto manteniendo las proporciones originales." + }, + { + "author": "Rizzlord", + "title": "ComfyUI-RizzNodes", + "reference": "https://github.com/Rizzlord/ComfyUI-RizzNodes", + "files": [ + "https://github.com/Rizzlord/ComfyUI-RizzNodes" + ], + "install_type": "git-clone", + "description": "RizzNodes for ComfyUI Welcome to RizzNodes, a collection of custom nodes for ComfyUI designed to streamline various workflows, from loading images and models in batches to dynamic prompt generation and memory management." + }, + { + "author": "jupo-ai", + "title": "comfy-aspect-ratios", + "id": "comfy-aspect-ratios", + "reference": "https://github.com/jupo-ai/comfy-aspect-ratios", + "files": [ + "https://github.com/jupo-ai/comfy-aspect-ratios" + ], + "install_type": "git-clone", + "description": "generate empty latent with aspect ratios" + }, + { + "author": "Brekel", + "title": "ComfyUI-Brekel", + "id": "brekel", + "reference": "https://github.com/Brekel/ComfyUI-Brekel", + "files": [ + "https://github.com/Brekel/ComfyUI-Brekel" + ], + "install_type": "git-clone", + "description": "Nodes to enhance & streamline prompts. Enhance using local LLM within ComfyUI, generate using random lines from text files, or randomly select text file prompts" + }, + { + "author": "juddisjudd", + "title": "Bawk Nodes Collection", + "reference": "https://github.com/juddisjudd/ComfyUI-BawkNodes", + "files": [ + "https://github.com/juddisjudd/ComfyUI-BawkNodes" + ], + "install_type": "git-clone", + "description": "A complete collection of FLUX-optimized ComfyUI nodes for enhanced AI image generation workflows." + }, + { + "author": "comfyui-wiki", + "title": "ComfyUI Wiki Workflows", + "reference": "https://github.com/comfyui-wiki/ComfyUI-Wiki-Workflows", + "files": [ + "https://github.com/comfyui-wiki/ComfyUI-Wiki-Workflows" + ], + "install_type": "git-clone", + "description": "Workflow templates from ComfyUI Wiki - No custom nodes or dependencies included" + }, + { + "author": "tercumantanumut", + "title": "ComfyUI-Omini-Kontext", + "reference": "https://github.com/tercumantanumut/ComfyUI-Omini-Kontext", + "files": [ + "https://github.com/tercumantanumut/ComfyUI-Omini-Kontext" + ], + "install_type": "git-clone", + "description": "Wrapper ComfyUI integration for the [a/Flux Omini Kontext](https://github.com/Saquib764/omini-kontext) pipeline, enabling seamless character/object insertion into scenes using FLUX.1-Kontext-dev with LoRA adaptation." + }, + { + "author": "stduhpf", + "title": "WanImageToVideoTiledVAE for ComfyUI", + "reference": "https://github.com/stduhpf/ComfyUI--WanImageToVideoTiled", + "files": [ + "https://github.com/stduhpf/ComfyUI--WanImageToVideoTiled" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for ComfyUI that replaces nodes like WanImageToVideo but using a Tiled VAE approach to reduce VRAM requirements." + }, + { + "author": "stduhpf", + "title": "Wan22FirstLastFrameToVideoLatent for ComfyUI", + "reference": "https://github.com/stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent", + "files": [ + "https://github.com/stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that can be used to generate videos from either a starting frame, an end frame or both; with the Wan2.2 5B model (which uses the new Wan2.2 VAE, unlike Wan 2.2 A14B model wich uses the old Wan2.1 VAE)." + }, + { + "author": "stduhpf", + "title": "KSampler for Wan 2.2 MoE for ComfyUI", + "reference": "https://github.com/stduhpf/ComfyUI-WanMoeKSampler", + "files": [ + "https://github.com/stduhpf/ComfyUI-WanMoeKSampler" + ], + "install_type": "git-clone", + "description": "These nodes are made to support 'Mixture of Expert' Flow models with the architecture of Wan2.2 A14B (With a high noise expert and low noise expert). Instead of guessing the denoising step at which to swap from tyhe high noise model to the low noise model, this node automatically chanage to the low noise model when we reach the diffusion timestep at which the signal to noise ratio is supposed to be 1:1." + }, + { + "author": "kanibus", + "title": "KANIBUS - Advanced Eye Tracking ControlNet System", + "reference": "https://github.com/kanibus/kanibus", + "files": [ + "https://github.com/kanibus/kanibus" + ], + "install_type": "git-clone", + "description": "Advanced Eye Tracking ControlNet System for ComfyUI - Professional eye-tracking with MediaPipe, 6-DOF Kalman filtering, and WAN 2.1/2.2 compatibility" + }, + { + "author": "Novice_Chen", + "title": "ComfyUI-XingLiu", + "reference": "https://github.com/NewNoviceChen/ComfyUI-XingLiu", + "files": [ + "https://github.com/NewNoviceChen/ComfyUI-XingLiu" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that integrates LibLib's text-to-image and image-to-image generation capabilities, with customizable ControlNet and Lora support." + }, + { + "author": "ranska", + "title": "Pixel Palette Art", + "reference": "https://github.com/ranska/pixel_palette_art", + "files": [ + "https://github.com/ranska/pixel_palette_art" + ], + "install_type": "git-clone", + "description": "Comfyui custom node: Set of tools for pixel art palette." + }, + { + "author": "SaturMars", + "title": "ComfyUI-NVVFR", + "reference": "https://github.com/SaturMars/ComfyUI-NVVFR", + "files": [ + "https://github.com/SaturMars/ComfyUI-NVVFR" + ], + "install_type": "git-clone", + "description": "ComfyUI node for video super-resolution and frame interpolation using [a/NVEncC](https://github.com/rigaya/NVEnc)." + }, + { + "author": "SaturMars", + "title": "ComfyUI Qwen LoRA Converter Node", + "reference": "https://github.com/SaturMars/ComfyUI-QwenImageLoraConverter", + "files": [ + "https://github.com/SaturMars/ComfyUI-QwenImageLoraConverter" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node used to convert Qwen-Image LoRA files trained on the ModelScope platform to a format that ComfyUI can recognize." + }, + { + "author": "jqy-yo", + "title": "ComfyUI Gemini Nodes", + "id": "gemini-nodes-jqy", + "reference": "https://github.com/jqy-yo/comfyui-gemini-nodes", + "files": [ + "https://github.com/jqy-yo/comfyui-gemini-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for integrating Google Gemini API with ComfyUI, providing powerful AI capabilities for text generation, image generation, and video analysis. Nodes: Gemini Text API, Gemini Image Editor, Gemini Image Gen Advanced, Gemini Video Captioner." + }, + { + "author": "fidecastro", + "title": "comfyui-llamacpp-client", + "reference": "https://github.com/fidecastro/comfyui-llamacpp-client", + "files": [ + "https://github.com/fidecastro/comfyui-llamacpp-client" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI custom node that provides complete client functionality for llama-server from [a/llama.cpp](https://github.com/ggml-org/llama.cpp). This node acts as a bridge between ComfyUI workflows and llama-server instances, supporting every single parameter and endpoint that llama-server offers." + }, + { + "author": "PICOPON", + "title": "ComfyUI OpenAI Node", + "reference": "https://github.com/PICOPON/ComfyUI-API-OpenAI-Node", + "files": [ + "https://github.com/PICOPON/ComfyUI-API-OpenAI-Node" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that integrates OpenAI-compatible APIs for prompt generation and enhancement, specifically designed for Stable Diffusion workflows." + }, + { + "author": "verIdyia", + "title": "ComfyUI Qwen-Image DFloat11 Nodes", + "reference": "https://github.com/verIdyia/ComfyUI-Qwen-Image-DF11", + "files": [ + "https://github.com/verIdyia/ComfyUI-Qwen-Image-DF11" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for the DFloat11 compressed Qwen-Image model. This package provides efficient image generation with reduced memory usage through DFloat11 compression technology." + }, + { + "author": "snomiao", + "title": "ComfyUI Video Crop", + "reference": "https://github.com/snomiao/ComfyUI-Video-Crop", + "files": [ + "https://github.com/snomiao/ComfyUI-Video-Crop" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for cropping videos using FFmpeg with pixel-precise control." + }, + { + "author": "max-dingsda", + "title": "OllamaTools for ComfyUI", + "reference": "https://github.com/max-dingsda/OllamaTools", + "files": [ + "https://github.com/max-dingsda/OllamaTools" + ], + "install_type": "git-clone", + "description": "This project makes local LLMs easy to use for prompt enhancement and image captioning –No API keys. No external tools. No headache." + }, + { + "author": "HWDigi", + "title": "Factory Prompt Generator", + "reference": "https://github.com/HWDigi/Factory-Prompts_comfyui", + "files": [ + "https://github.com/HWDigi/Factory-Prompts_comfyui" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI custom node suite for advanced Safe for Work prompt generation across all checkpoint types (Pony, SDXL, SD1.5, and more). This SFW edition is specifically designed for professional workflows, educational environments, and GitHub hosting compliance." + }, + { + "author": "BitWalker", + "title": "FlowCV", + "reference": "https://github.com/Koren-cy/FlowCV", + "files": [ + "https://github.com/Koren-cy/FlowCV" + ], + "install_type": "git-clone", + "description": "Visual opencv node package based on comfy ui" + }, + { + "author": "switzerswish", + "title": "LoRA Visualizer", + "reference": "https://github.com/oliverswitzer/ComfyUI-Lora-Visualizer", + "files": [ + "https://github.com/oliverswitzer/ComfyUI-Lora-Visualizer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that parses prompt text for LoRA tags and visualizes their metadata, including trigger words, strength values, thumbnail previews, and example images." + }, + { + "author": "diogod", + "title": "TTS Audio Suite", + "reference": "https://github.com/diodiogod/TTS-Audio-Suite", + "files": [ + "https://github.com/diodiogod/TTS-Audio-Suite" + ], + "install_type": "git-clone", + "description": "TTS Audio Suite - Universal multi-engine TTS extension for ComfyUI with unified architecture supporting ChatterBox, F5-TTS, and future engines like RVC. Features modular engine adapters, character voice management, comprehensive SRT subtitle support, and advanced audio processing capabilities." + }, + { + "author": "Ferocit", + "title": "comfyui-feroccustomnodes", + "reference": "https://github.com/Ferocit/comfyui-feroccustomnodes", + "files": [ + "https://github.com/Ferocit/comfyui-feroccustomnodes" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes for ComfyUI, designed to enhance your workflow with text-based operations, particularly for managing and utilizing descriptive texts." + }, + { + "author": "drozbay", + "title": "ComfyUI-WanVaceAdvanced", + "reference": "https://github.com/drozbay/ComfyUI-WanVaceAdvanced", + "files": [ + "https://github.com/drozbay/ComfyUI-WanVaceAdvanced" + ], + "install_type": "git-clone", + "description": "Advanced/Experimental VACE nodes for WAN video models in ComfyUI." + }, + { + "author": "Lovzu", + "title": "KittenTTS Node for Voice Generation", + "reference": "https://github.com/Lovzu/ComfyUI-KittenTTS", + "files": [ + "https://github.com/Lovzu/ComfyUI-KittenTTS" + ], + "install_type": "git-clone", + "description": "Ultra-lightweight text-to-speech model with just 15 million parameters" + }, + { + "author": "Pirog17000", + "title": "Pirog's Nodes for ComfyUI", + "reference": "https://github.com/Pirog17000/Pirogs-Nodes", + "files": [ + "https://github.com/Pirog17000/Pirogs-Nodes" + ], + "install_type": "git-clone", + "description": "Pirog's Nodes - ComfyUI custom node pack providing enhanced sampling functionality" + }, + { + "author": "vsaan212", + "title": "Vsaan212-workflow-utilities", + "reference": "https://github.com/vsaan212/Vsaan212-workflow-utilities", + "files": [ + "https://github.com/vsaan212/Vsaan212-workflow-utilities" + ], + "install_type": "git-clone", + "description": "Subject & Scenario Selectors (with subfolders), Text Split, and Optional Switch LoRA utilities for ComfyUI." + }, + { + "author": "eric183", + "title": "ComfyUI-Only", + "id": "comfyui-only", + "reference": "https://github.com/eric183/ComfyUI-Only", + "files": [ + "https://github.com/eric183/ComfyUI-Only" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI, originally focused on workflow parsing, now expanded to provide advanced file loading features like 'Load Latent (Advanced)' for drag-and-drop latent file uploads and 'WorkflowImageFileLoader' for parsing prompts from image metadata. It also adds a js extension for a better UI experience." + }, + { + "author": "squirrel765", + "title": "ComfyUI-LLM-VLM-Node", + "reference": "https://github.com/squirrel765/ComfyUI-LLM-VLM-Node", + "files": [ + "https://github.com/squirrel765/ComfyUI-LLM-VLM-Node" + ], + "install_type": "git-clone", + "description": "A unified ComfyUI node for both LLM (text-only) and VLM (image-to-text) generation using GGUF models.." + }, + { + "author": "squirrel765", + "title": "comfyui-ea-nodes", + "reference": "https://github.com/ExoticArts/comfyui-ea-nodes", + "files": [ + "https://github.com/ExoticArts/comfyui-ea-nodes" + ], + "install_type": "git-clone", + "description": "ExoticArts custom nodes for ComfyUI (EA Power LoRA, etc.)" + }, + { + "author": "HSDHCdev", + "title": "AI Pixel Art Enhancer for ComfyUI", + "reference": "https://github.com/HSDHCdev/ComfyUI-AI-Pixel-Art-Enhancer", + "files": [ + "https://github.com/HSDHCdev/ComfyUI-AI-Pixel-Art-Enhancer" + ], + "install_type": "git-clone", + "description": "Pixel art Enhancement Node for ComfyUI" + }, + { + "author": "Rzgar Espo", + "title": "ComfyUI Qwen Image Size Picker", + "id": "QwenImg-latent", + "reference": "https://github.com/rzgarespo/ComfyUI-qwen-image-size-picker", + "files": [ + "https://github.com/rzgarespo/ComfyUI-qwen-image-size-picker" + ], + "install_type": "git-clone", + "description": "An empty latent size picker with support for Qwen Image, SDXL, and Flux models." + }, + { + "author": "rzgarespo", + "title": "ComfyUI-diffusiondb", + "reference": "https://github.com/rzgarespo/ComfyUI-diffusiondb", + "files": [ + "https://github.com/rzgarespo/ComfyUI-diffusiondb" + ], + "install_type": "git-clone", + "description": "This code gives you the quick access to 14 million text-to-image prompts from the DiffusionDB dataset." + }, + { + "author": "luke-mino-altherr", + "title": "ComfyUI-Latent-Reverb", + "reference": "https://github.com/luke-mino-altherr/ComfyUI-LatentReverb", + "files": [ + "https://github.com/luke-mino-altherr/ComfyUI-LatentReverb" + ], + "install_type": "git-clone", + "description": "Creates spatial echo and ambient effects by applying reverb-like processing directly in latent space" + }, + { + "author": "Baverne", + "title": "comfyUI-TiledWan", + "reference": "https://github.com/Baverne/comfyUI-TiledWan", + "files": [ + "https://github.com/Baverne/comfyUI-TiledWan" + ], + "install_type": "git-clone", + "description": "Node set and workflow to run wan2.1 vace with tiled while keeping temporal and spatial consistency" + }, + { + "author": "teamalpha-ai", + "title": "ComfyUI-ImageTransformer", + "reference": "https://github.com/teamalpha-ai/comfyui-image-transformer", + "files": [ + "https://github.com/teamalpha-ai/comfyui-image-transformer" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for Image Transformer" + }, + { + "author": "karas17", + "title": "ComfyUI Camera Watermark", + "reference": "https://github.com/karas17/ComfyUI-Camera-Watermark", + "files": [ + "https://github.com/karas17/ComfyUI-Camera-Watermark" + ], + "install_type": "git-clone", + "description": "A versatile and highly customizable node for ComfyUI to add camera-style watermarks and frames to your images. Whether you want to emulate the classic Leica look, add EXIF data, or create professional-looking framed images, this plugin has you covered." + }, + { + "author": "karas17", + "title": "comfyui_GLM_TTS", + "reference": "https://github.com/karas17/comfyui_GLM_TTS", + "files": [ + "https://github.com/karas17/comfyui_GLM_TTS" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for GLM-TTS, a high-quality text-to-speech system supporting zero-shot voice cloning." + }, + { + "author": "shinyakidoguchi301", + "title": "shinyakidoguchi301/LoRA Tag Loader for ComfyUI", + "reference": "https://github.com/shinyakidoguchi301/comfyui-lora-tag-loader", + "files": [ + "https://github.com/shinyakidoguchi301/comfyui-lora-tag-loader" + ], + "install_type": "git-clone", + "description": "This custom node allows you to select a LoRA file from the models/loras directory (including subfolders), automatically load training tags from metadata or Eagle MEMO, set strength, and optionally display a preview image." + }, + { + "author": "njlent", + "title": "ComfyUI Wavelet Color Fix", + "reference": "https://github.com/njlent/ComfyUI_wavelet-colorfix", + "files": [ + "https://github.com/njlent/ComfyUI_wavelet-colorfix" + ], + "install_type": "git-clone", + "description": "This is a standalone node pack that provides powerful color correction methods for ComfyUI, extracted from the ComfyUI-DLoRAL project. It allows you to transfer the color profile from a source image or video to a target image or video.\nThis is ideal for restoring the original color to AI-processed videos (like upscaling or frame interpolation) or for creative color grading." + }, + { + "author": "njlent", + "title": "ComfyUI Execution Time Reporter", + "reference": "https://github.com/njlent/ComfyUI_performance-report", + "files": [ + "https://github.com/njlent/ComfyUI_performance-report" + ], + "install_type": "git-clone", + "description": "A comprehensive performance monitoring and analysis tool for ComfyUI workflows that tracks execution time, memory usage, and system resource utilization." + }, + { + "author": "flybirdxx", + "title": "ComfyUI-SDMatte", + "reference": "https://github.com/flybirdxx/ComfyUI-SDMatte", + "files": [ + "https://github.com/flybirdxx/ComfyUI-SDMatte" + ], + "install_type": "git-clone", + "description": "SDMatte is an interactive image matting method based on stable diffusion, which supports three types of visual prompts (points, boxes, and masks) for accurately extracting target objects from natural images." + }, + { + "author": "flybirdxx", + "title": "ComfyUI-Rex-Omni", + "reference": "https://github.com/flybirdxx/ComfyUI-RexOmni", + "files": [ + "https://github.com/flybirdxx/ComfyUI-RexOmni" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for integrating Rex-Omni multimodal AI models. This node provides seamless integration of Rex-Omni's advanced computer vision and natural language processing capabilities into your ComfyUI workflows." + }, + { + "author": "flybirdxx", + "title": "ComfyUI-SoulX-Podcast", + "reference": "https://github.com/flybirdxx/ComfyUI-SoulX-Podcast", + "files": [ + "https://github.com/flybirdxx/ComfyUI-SoulX-Podcast" + ], + "install_type": "git-clone", + "description": "ComfyUI-SoulX-Podcast is a custom node plugin for ComfyUI that packages the core functionality of SoulX-Podcast (long-form, multi-speaker, multi-dialect podcast voice generation) into a visual node workflow." + }, + { + "author": "DenRakEiw", + "title": "ComfyUI Latent Color Tools", + "reference": "https://github.com/DenRakEiw/Latent_Nodes", + "files": [ + "https://github.com/DenRakEiw/Latent_Nodes" + ], + "install_type": "git-clone", + "description": "Advanced color manipulation and image adjustments directly in ComfyUI's latent space" + }, + { + "author": "DenRakEiw", + "title": "Universal NN Latent Upscaler for ComfyUI", + "reference": "https://github.com/DenRakEiw/WAN_NN_Latent_Upscale", + "files": [ + "https://github.com/DenRakEiw/WAN_NN_Latent_Upscale" + ], + "install_type": "git-clone", + "description": "A universal neural network latent upscaler that supports SD1.5, SDXL, Flux, and Wan2.2 models. Uses trained neural networks instead of simple interpolation for higher quality latent upscaling.\nBuilt upon the excellent foundation of [a/Ttl's ComfyUi_NNLatentUpscale](https://github.com/Ttl/ComfyUi_NNLatentUpscale) - this project extends the original work with universal model support and improved architectures." + }, + { + "author": "DenRakEiw", + "title": "ComfyUI-nearest-qwen-resolution", + "reference": "https://github.com/DenRakEiw/ComfyUI-nearest-qwen-resolution", + "files": [ + "https://github.com/DenRakEiw/ComfyUI-nearest-qwen-resolution" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that converts input image dimensions to the nearest recommended Qwen-Image resolution preset, matching orientation and aspect ratio while optimizing for the target model." + }, + { + "author": "RainyN0077", + "title": "ComfyUI-PromptSE", + "id": "comfyui-promptse", + "reference": "https://github.com/RainyN0077/ComfyUI-PromptSE", + "files": [ + "https://github.com/RainyN0077/ComfyUI-PromptSE" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for managing and combining multiple prompt entries. Supports weight adjustment, lexicon assistance, drag-and-drop sorting, and global settings to greatly enhance prompt engineering efficiency and flexibility." + }, + { + "author": "kusurin", + "title": "ComfyUI-chronophotography", + "reference": "https://github.com/kusurin/ComfyUI-chronophotography", + "files": [ + "https://github.com/kusurin/ComfyUI-chronophotography" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for creating chronophotography effects from video frames" + }, + { + "author": "feffy380", + "title": "Chroma Cache", + "reference": "https://github.com/feffy380/comfyui-chroma-cache", + "files": [ + "https://github.com/feffy380/comfyui-chroma-cache" + ], + "install_type": "git-clone", + "description": "Caching optimization for Chroma" + }, + { + "author": "FearL0rd", + "title": "ComfyUI MaskAIFingerprint", + "reference": "https://github.com/FearL0rd/ComfyUI-MaskAIFingerprint", + "files": [ + "https://github.com/FearL0rd/ComfyUI-MaskAIFingerprint" + ], + "install_type": "git-clone", + "description": "Attempt to create a ComfyUI node for masking AI-generated fingerprints." + }, + { + "author": "FearL0rd", + "title": "ComfyUI Any-Device Offload", + "id": "ComfyUI-AnyDeviceOffload", + "reference": "https://github.com/FearL0rd/ComfyUI-AnyDeviceOffload", + "files": [ + "https://github.com/FearL0rd/ComfyUI-AnyDeviceOffload" + ], + "install_type": "git-clone", + "description": "This custom node gives you total control over where your models run and where they live in memory. It solves common Out of Memory (OOM) errors, enables multi-GPU workflows, and fixes persistent crashes when trying to run modern workflows (like Flux/SD3) on CPUs or secondary GPUs." + }, + { + "author": "FearL0rd", + "title": "ComfyUI-ParallelAnything", + "reference": "https://github.com/FearL0rd/ComfyUI-ParallelAnything", + "files": [ + "https://github.com/FearL0rd/ComfyUI-ParallelAnything" + ], + "install_type": "git-clone", + "description": "This suite of nodes unlocks high-performance parallel processing in ComfyUI by utilizing **Model Replication**. Unlike standard offloading which moves a single model instance between devices, these nodes create independent replicas of the model on each selected GPU/CPU, allowing for true simultaneous batch processing." + }, + { + "author": "Alectriciti", + "title": "comfyui-adaptiveprompts", + "reference": "https://github.com/Alectriciti/comfyui-adaptiveprompts", + "files": [ + "https://github.com/Alectriciti/comfyui-adaptiveprompts" + ], + "install_type": "git-clone", + "description": "Adaptive Prompts is a modern reimagining of dynamic prompts for ComfyUI. It lets you randomize, restructure, and clean up prompts with powerful wildcard and string tools. For the sake of consistency, I will still refer to them as Dynamic Prompts." + }, + { + "author": "VraethrDalkr", + "title": "ComfyUI-TripleKSampler", + "reference": "https://github.com/VraethrDalkr/ComfyUI-TripleKSampler", + "files": [ + "https://github.com/VraethrDalkr/ComfyUI-TripleKSampler" + ], + "install_type": "git-clone", + "description": "Triple-stage KSampler for Wan2.2 split models with Lightning LoRA" + }, + { + "author": "NHLStenden", + "title": "ComfyUI-ImageBag", + "reference": "https://github.com/NHLStenden/ComfyUI-ImageBag", + "files": [ + "https://github.com/NHLStenden/ComfyUI-ImageBag" + ], + "install_type": "git-clone", + "description": "A custom node package for ComfyUI featuring advanced image processing tools." + }, + { + "author": "jupo-ai", + "title": "comfy-preview-model", + "id": "comfy-preview-model", + "reference": "https://github.com/jupo-ai/comfy-preview-model", + "files": [ + "https://github.com/jupo-ai/comfy-preview-model" + ], + "install_type": "git-clone", + "description": "Preview media file in model's dir." + }, + { + "author": "jupo-ai", + "title": "comfy-join-prompt", + "id": "comfy-join-prompt", + "reference": "https://github.com/jupo-ai/comfy-join-prompt", + "files": [ + "https://github.com/jupo-ai/comfy-join-prompt" + ], + "install_type": "git-clone", + "description": "Join Multiline text." + }, + { + "author": "apeirography", + "title": "DaimalyadNodes", + "reference": "https://github.com/apeirography/DaimalyadNodes", + "files": [ + "https://github.com/apeirography/DaimalyadNodes" + ], + "install_type": "git-clone", + "description": "Model Downloader + API-Friendly Wildcard Processor for ComfyUI" + }, + { + "author": "mamorett", + "title": "MiniCPM‑V‑4 (GGUF) for ComfyUI", + "reference": "https://github.com/mamorett/ComfyUI_minicpmv4", + "files": [ + "https://github.com/mamorett/ComfyUI_minicpmv4" + ], + "install_type": "git-clone", + "description": "Modular ComfyUI nodes to run the vision-language model MiniCPM‑V‑4 in GGUF format, powered by llama‑cpp‑python." + }, + { + "author": "mamorett", + "title": "ComfyUI-Flux2proReplicate", + "reference": "https://github.com/mamorett/ComfyUI-Flux2proReplicate", + "files": [ + "https://github.com/mamorett/ComfyUI-Flux2proReplicate" + ], + "install_type": "git-clone", + "description": "Set of custom nodes for ComfyUI that generates images using the Flux 2 Pro model via Replicate API with flexible aspect ratios and secure API key management. (Description by CC)" + }, + { + "author": "Verolelb", + "title": "ComfyUI-Qwen-Aspect-Ratio", + "reference": "https://github.com/Verolelb/ComfyUI-Qwen-Aspect-Ratio", + "files": [ + "https://github.com/Verolelb/ComfyUI-Qwen-Aspect-Ratio" + ], + "install_type": "git-clone", + "description": "A node to provide recommended aspect ratios for the Qwen model series." + }, + { + "author": "Verolelb", + "title": "ComfyUI-Video-Workbench", + "reference": "https://github.com/Verolelb/ComfyUI-Video-Workbench", + "files": [ + "https://github.com/Verolelb/ComfyUI-Video-Workbench" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that acts as a mini video editing studio, automatically assembling multiple video clips from a folder with intelligent resolution resizing, aspect ratio handling, and frame rate management." + }, + { + "author": "jupo-ai", + "title": "comfy-linear-move", + "id": "comfy-linear-move", + "reference": "https://github.com/jupo-ai/comfy-linear-move", + "files": [ + "https://github.com/jupo-ai/comfy-linear-move" + ], + "install_type": "git-clone", + "description": "Move nodes linearly." + }, + { + "author": "Marco Zanella", + "title": "ComfyUI-BooleanExpression", + "id": "ComfyUI-BooleanExpression", + "reference": "https://github.com/marco-zanella/ComfyUI-BooleanExpression", + "files": [ + "https://github.com/marco-zanella/ComfyUI-BooleanExpression" + ], + "install_type": "git-clone", + "tags": ["boolean", "logic", "comparison"], + "description": "A collection of logic and comparison nodes for ComfyUI. This package adds building blocks for boolean logic, arithmetic comparisons, and string comparisons, making it easier to design conditional workflows directly in ComfyUI." + }, + { + "author": "WeChatCV", + "title": "Stand-In Official Preprocessor ComfyUI Nodes", + "reference": "https://github.com/WeChatCV/Stand-In_Preprocessor_ComfyUI", + "files": [ + "https://github.com/WeChatCV/Stand-In_Preprocessor_ComfyUI" + ], + "install_type": "git-clone", + "description": "This repository provides a temporary ComfyUI node implementation of the Stand-In preprocessor, aiming to correct the misunderstanding of Stand-In’s preprocessing logic in [a/ComfyUI-WanVideoWrapper](https://github.com/kijai/ComfyUI-WanVideoWrapper).\n[w/We strongly recommend using the workflows provided in this repo to ensure proper compatibility and the best identity-preserving performance.]" + }, + { + "author": "SilverAndJade", + "title": "ComfyUI Silver Nodes", + "reference": "https://github.com/SilverAndJade/comfyui-silver-nodes", + "files": [ + "https://github.com/SilverAndJade/comfyui-silver-nodes" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI that enhance workflow capabilities with advanced loaders and processing tools." + }, + { + "author": "vsLinx", + "title": "ComfyUI vsLinx Nodes", + "id": "comfyui-vslinx-nodes", + "reference": "https://github.com/vslinx/ComfyUI-vslinx-nodes", + "files": [ + "https://github.com/vslinx/ComfyUI-vslinx-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes that let you quickly load multiple images via a multi-select dialog with preview. The images are instantly uploaded to the input folder and can be output either as a list or a batch. " + }, + { + "author": "HoangYell", + "title": "comfyui-hoangyell-video-edit", + "reference": "https://github.com/HoangYell/comfyui-hoangyell-video", + "files": [ + "https://github.com/HoangYell/comfyui-hoangyell-video" + ], + "install_type": "git-clone", + "description": "A collection of custom ComfyUI nodes for advanced video processing and editing workflows." + }, + { + "author": "krigeta", + "title": "qwen-image-controlnets-comfyui", + "reference": "https://github.com/krigeta/qwen-image-controlnets-comfyui", + "files": [ + "https://github.com/krigeta/qwen-image-controlnets-comfyui" + ], + "install_type": "git-clone", + "description": "creating a custom node to test how to use Blocknet controlnets in comfyUI using logic from Diffsynth Studio." + }, + { + "author": "L33chKing", + "title": "Tag Frequency Weighter for ComfyUI", + "reference": "https://github.com/L33chKing/comfyui-tag-frequency-weighter", + "files": [ + "https://github.com/L33chKing/comfyui-tag-frequency-weighter" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that weights tags based on their frequency/rarity in danbooru" + }, + { + "author": "routhakash", + "title": "AkkiNodes LLM Suite: Your Personal AI Film Studio", + "reference": "https://github.com/routhakash/AkkiNodes-LLM-Suite-for-ComfyUI", + "files": [ + "https://github.com/routhakash/AkkiNodes-LLM-Suite-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "A suite of advanced ComfyUI custom nodes for a complete 'Script-to-Screen' workflow, powered by local LLMs." + }, + { + "author": "moonwhaler", + "title": "SeedVR2 Tiling Upscaler", + "id": "seedvr2-tiling-upscaler", + "reference": "https://github.com/moonwhaler/comfyui-seedvr2-tilingupscaler", + "files": [ + "https://github.com/moonwhaler/comfyui-seedvr2-tilingupscaler" + ], + "install_type": "git-clone", + "description": "Memory-efficient image upscaling using SeedVR2 models with advanced tiling and detail-preserving stitching. Supports both stable and nightly SeedVR2 builds (3B/7B, FP16/FP8, GGUF models). Requires ComfyUI-SeedVR2_VideoUpscaler to be installed." + }, + { + "author": "moonwhaler", + "title": "comfyui-moonpack", + "reference": "https://github.com/moonwhaler/comfyui-moonpack", + "files": [ + "https://github.com/moonwhaler/comfyui-moonpack" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI that enhance workflow efficiency and flexibility." + }, + { + "author": "saquib764", + "title": "Omini Kontext", + "id": "omini_kontext_editor", + "reference": "https://github.com/Saquib764/omini-kontext", + "files": [ + "https://github.com/Saquib764/omini-kontext" + ], + "install_type": "git-clone", + "description": "Nodes to use Omini Kontext framework for multi-image reference using Flux Kontext model. It has node to for Nunchaku compatibility. The is an editor node to place the character/product on the image for spatial control." + }, + { + "author": "obisin", + "title": "ComfyUI - DGLS (Dynamic GPU Layer Swapping)", + "reference": "https://github.com/obisin/ComfyUI-DGLS", + "files": [ + "https://github.com/obisin/ComfyUI-DGLS" + ], + "install_type": "git-clone", + "description": "Smart dynamic layer swapping between GPU and CPU for optimal inference performance with comprehensive mixed precision handling and copy-compute overlap optimization. Enables running much larger models on limited VRAM setups." + }, + { + "author": "Dehypnotic", + "title": "NumberedText", + "reference": "https://github.com/Dehypnotic/comfyui-numbered-text", + "files": [ + "https://github.com/Dehypnotic/comfyui-numbered-text" + ], + "install_type": "git-clone", + "description": "Lightweight node to number text divisions (one per newline) and select single/multiple divisions by index with an optional separator" + }, + { + "author": "rickrender", + "title": "Vectorizer API", + "reference": "https://github.com/rickrender/ComfyUI-Vectorizer-API", + "files": [ + "https://github.com/rickrender/ComfyUI-Vectorizer-API" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI nodes for interfacing with the Vectorizer.ai API. Manipulate the results with options for scaling the SVG result back to raster image with increased resolution. Includes a background remover node to remove a prevalent background color from raster images. Enter credentials in config.json or directly within the node." + }, + { + "author": "TinyBeeman", + "title": "ComfyUI-TinyBee", + "reference": "https://github.com/TinyBeeman/ComfyUI-TinyBee", + "files": [ + "https://github.com/TinyBeeman/ComfyUI-TinyBee" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI, designed to provide utility functions for list processing, file management, and more." + }, + { + "author": "Hangover3832", + "title": "ComfyUI_Hangover-Utils", + "reference": "https://github.com/Hangover3832/ComfyUI_Hangover-Utils", + "files": [ + "https://github.com/Hangover3832/ComfyUI_Hangover-Utils" + ], + "install_type": "git-clone", + "description": "This repository fully replaces and extends the previous Hangover Nodes" + }, + { + "author": "Onionman61", + "title": "ComfyUI ModelScope Kontext API Node", + "reference": "https://github.com/Onionman61/ComfyUI-ModelScope-Kontext", + "files": [ + "https://github.com/Onionman61/ComfyUI-ModelScope-Kontext" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that allows users to perform Image-to-Image generation by calling the FLUX.1-Kontext-Dev model via the official ModelScope API." + }, + { + "author": "svntax", + "title": "ComfyUI-RetroDiffusion-API-Node", + "reference": "https://github.com/svntax/ComfyUI-RetroDiffusion-API-Node", + "files": [ + "https://github.com/svntax/ComfyUI-RetroDiffusion-API-Node" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for the [a/Retro Diffusion API](https://retrodiffusion.ai/)" + }, + { + "author": "chyer", + "title": "Chye ComfyUI Toolset", + "reference": "https://github.com/chyer/Chye-ComfyUI-Toolset", + "files": [ + "https://github.com/chyer/Chye-ComfyUI-Toolset" + ], + "install_type": "git-clone", + "description": "A comprehensive toolset of ComfyUI custom nodes for latent generation, image processing, and workflow utilities" + }, + { + "author": "bhvbhushan", + "title": "ComfyUI LoRA Block Weight Loader", + "reference": "https://github.com/bhvbhushan/ComfyUI-LoRABlockWeight", + "files": [ + "https://github.com/bhvbhushan/ComfyUI-LoRABlockWeight" + ], + "install_type": "git-clone", + "description": "Advanced LoRA loader with per-block weight control for fine-grained influence over different model layers in ComfyUI" + }, + { + "author": "BEIBEI-star661", + "title": "SJ_sweepEffect_Comfyui", + "reference": "https://github.com/BEIBEI-star661/SJ_sweepEffect_Comfyui", + "files": [ + "https://github.com/BEIBEI-star661/SJ_sweepEffect_Comfyui" + ], + "install_type": "git-clone", + "description": "A high-quality sweep light effect node designed specifically for ComfyUI, supporting multiple parameter adjustments and anti-aliasing." + }, + { + "author": "ReinerBforartists", + "title": "Auto Prompt Schedule", + "reference": "https://github.com/ReinerBforartists/comfyui_auto_prompt_schedule", + "files": [ + "https://github.com/ReinerBforartists/comfyui_auto_prompt_schedule" + ], + "install_type": "git-clone", + "description": "Auto Prompt Schedule is a ComfyUI helper node for the Prompt Schedule Node or the Batch Prompt Schedule node from Fizzledorf. You need this Prompt Schedule nodes to make use of the Auto Prompt Schedule Node." + }, + { + "author": "ReinerBforartists", + "title": "ComfyUI_Text_Line_Combine", + "reference": "https://github.com/ReinerBforartists/comfyui_text_line_combine", + "files": [ + "https://github.com/ReinerBforartists/comfyui_text_line_combine" + ], + "install_type": "git-clone", + "description": "Combines texts line by line to a single text" + }, + { + "author": "dimtoneff", + "title": "ComfyUI-VL-Nodes", + "reference": "https://github.com/dimtoneff/ComfyUI-VL-Nodes", + "files": [ + "https://github.com/dimtoneff/ComfyUI-VL-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that integrates various Vision-Language (VL) models, including Xiaomi MiMo-VL, LiquidAI LFM2-VL, Kwai Keye-VL, AIDC-AI Ovis2.5 and Ovis-U1. Tested with models: AIDC-AI/Ovis2.5-2B, AIDC-AI/Ovis2.5-9B, Kwai-Keye/Keye-VL-8B-Preview, MiMo-VL-7B-RL-GGUF, LiquidAI/LFM2-VL-450M, LiquidAI/LFM2-VL-1.6B, AIDC-AI/Ovis-U1-3B." + }, + { + "author": "mangobyed", + "title": "ComfyUI YOLOv8 Object Detection Node", + "reference": "https://github.com/mangobyed/ComfyUI_Detection_List", + "files": [ + "https://github.com/mangobyed/ComfyUI_Detection_List" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that performs object detection using YOLOv8 and outputs individual images for each detected object. Perfect for automatic mask generation, object isolation, and batch processing workflows." + }, + { + "author": "Daxamur", + "title": "DaxNodes", + "reference": "https://civitai.com/user/Daxamur", + "files": [ + "https://github.com/Daxamur/DaxNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI video processing nodes with workflow metadata support", + "pip": ["mediapipe>=0.10.0", "opencv-python>=4.8.0", "scipy>=1.10.0", "color-matcher>=0.3.0"] + }, + { + "author": "Dehypnotic", + "title": "RangeToString", + "reference": "https://github.com/Dehypnotic/comfyui-range-to-string", + "files": [ + "https://github.com/Dehypnotic/comfyui-range-to-string" + ], + "install_type": "git-clone", + "description": "Lightweight node that generates a string of numbers between a start and end value. Supports positive and negative steps, configurable separators, and inclusive/exclusive end values." + }, + { + "author": "KY-2000", + "title": "comfyui-ksampler-tester-loop", + "reference": "https://github.com/KY-2000/comfyui-ksampler-tester-loop", + "files": [ + "https://github.com/KY-2000/comfyui-ksampler-tester-loop" + ], + "install_type": "git-clone", + "description": "Batch samplers, schedulers, cfg, shift and steps tester custom node, automatic looping functionality for Ksampler node" + }, + { + "author": "KY-2000", + "title": "RES4LYF-tester-loop", + "reference": "https://github.com/KY-2000/RES4LYF-tester-loop", + "files": [ + "https://github.com/KY-2000/RES4LYF-tester-loop" + ], + "install_type": "git-clone", + "description": "Batch samplers, schedulers, cfg, shift and steps tester custom node, automatic looping functionality for RES4LYF custom nodes" + }, + { + "author": "KY-2000", + "title": "ComfyUI_PuLID_Flux_ll_FaceNet", + "reference": "https://github.com/KY-2000/ComfyUI_PuLID_Flux_ll_FaceNet", + "files": [ + "https://github.com/KY-2000/ComfyUI_PuLID_Flux_ll_FaceNet" + ], + "install_type": "git-clone", + "description": "Same Function as original ComfyUI_PuLID_Flux_ll repository, with FaceNet Implementation that is safe for commercial usage." + }, + { + "author": "KY-2000", + "title": "comfyui-save-image-enhanced", + "reference": "https://github.com/KY-2000/comfyui-save-image-enhanced", + "files": [ + "https://github.com/KY-2000/comfyui-save-image-enhanced" + ], + "install_type": "git-clone", + "description": "enable to save the image without the default filename suffix, with the feature of saving caption txt file to save prompts or descriptions of the image." + }, + { + "author": "Firetheft", + "title": "ComfyUI Civitai Gallery", + "reference": "https://github.com/Firetheft/ComfyUI_Civitai_Gallery", + "files": [ + "https://github.com/Firetheft/ComfyUI_Civitai_Gallery" + ], + "install_type": "git-clone", + "description": "ComfyUI Civitai Gallery is a powerful custom node for ComfyUI that integrates a seamless image browser for the Civitai website directly into your workflow. This node allows you to browse, search, and select images from Civitai and instantly import their prompts, negative prompts, and full-resolution images into your workflow. It is designed to significantly speed up your creative process by eliminating the need to switch between your browser and ComfyUI." + }, + { + "author": "Firetheft", + "title": "ComfyUI_Pixabay_Gallery", + "reference": "https://github.com/Firetheft/ComfyUI_Pixabay_Gallery", + "files": [ + "https://github.com/Firetheft/ComfyUI_Pixabay_Gallery" + ], + "install_type": "git-clone", + "description": "A powerful node for browsing and importing media from Pixabay directly within ComfyUI." + }, + { + "author": "Firetheft", + "title": "ComfyUI_Simple_Web_Browser", + "reference": "https://github.com/Firetheft/ComfyUI_Simple_Web_Browser", + "files": [ + "https://github.com/Firetheft/ComfyUI_Simple_Web_Browser" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that embeds a simple web browser directly into the interface. It allows you to browse websites, find inspiration, and load images directly, which can help streamline your workflow." + }, + { + "author": "RegulusAlpha", + "title": "ComfyUI Dynamic Prompting Simplified", + "reference": "https://github.com/RegulusAlpha/ComfyUI-DynPromptSimplified", + "files": [ + "https://github.com/RegulusAlpha/ComfyUI-DynPromptSimplified" + ], + "install_type": "git-clone", + "description": "A minimal dynamic prompting + mirrored wildcards node for ComfyUI." + }, + { + "author": "Jelosus2", + "title": "ComfyUI VAE Reflection", + "reference": "https://github.com/Jelosus2/comfyui-vae-reflection", + "files": [ + "https://github.com/Jelosus2/comfyui-vae-reflection" + ], + "install_type": "git-clone", + "description": "A simple custom node to use reflect padding mode in the conv layers of VAEs." + }, + { + "author": "alexds9", + "title": "Save Checkpoint with Metadata", + "reference": "https://github.com/a-l-e-x-d-s-9/ComfyUI-SaveCheckpointWithMetadata", + "files": [ + "https://github.com/a-l-e-x-d-s-9/ComfyUI-SaveCheckpointWithMetadata" + ], + "install_type": "git-clone", + "description": "Save checkpoint .safetensors with custom header JSON, optional prompt override, merge of EXTRA_PNGINFO, and smart/no-counter filename modes. Includes text outputs for path and final metadata." + }, + { + "author": "jialuw0830", + "title": "Eigen AI FLUX API Plugin", + "id": "eigen-ai-flux-api-plugin", + "reference": "https://github.com/jialuw0830/flux_api_comfyui_plugin", + "files": [ + "https://github.com/jialuw0830/flux_api_comfyui_plugin" + ], + "install_type": "git-clone", + "description": "Eigen AI FLUX API integration for ComfyUI with LoRA support and large font prompt inputs. Features high-quality image generation using FLUX.1-schnell model with multi-LoRA support, content upscaling, and optimized prompt input interface." + }, + { + "author": "LeanModels", + "title": "ComfyUI-DFloat11", + "reference": "https://github.com/LeanModels/ComfyUI-DFloat11", + "files": [ + "https://github.com/LeanModels/ComfyUI-DFloat11" + ], + "install_type": "git-clone", + "description": "This repository provides the ComfyUI plugin for DFloat11 models. DFloat11 reduces model size by more than 30% while producing bit-for-bit identical outputs to the original. Unlike quantization techniques which trade quality for size, DFloat11 is a lossless compression method, preserving model output quality fully while supporting efficient inference." + }, + { + "author": "birdneststream", + "title": "ComfyUI-Mircify", + "reference": "https://github.com/birdneststream/ComfyUI-Mircify", + "files": [ + "https://github.com/birdneststream/ComfyUI-Mircify" + ], + "install_type": "git-clone", + "description": "ComfyUI node for converting images to IRC art blocks" + }, + { + "author": "RUiNtheExtinct", + "title": "comfyui-save-file-extended", + "reference": "https://github.com/RUiNtheExtinct/comfyui-save-file-extended", + "reference2": "https://github.com/bytes2pro/comfyui-save-file-extended", + "files": [ + "https://github.com/RUiNtheExtinct/comfyui-save-file-extended" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that offers an extension to the existing Save and Preview Image/Video nodes allowing directly adding and previewing the files from your preferred cloud storage providers (S3/DropBox/Google Drive/...)" + }, + { + "author": "citronlegacy", + "title": "ComfyUI-CitronNodes", + "reference": "https://github.com/citronlegacy/ComfyUI-CitronNodes", + "files": [ + "https://github.com/citronlegacy/ComfyUI-CitronNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI node: Get DateTime (outputs date, time, datetime as strings" + }, + { + "author": "ZeroSpaceStudios", + "title": "ComfyUI-ZSNodes", + "reference": "https://github.com/ZeroSpaceStudios/ComfyUI-ZSNodes", + "files": [ + "https://github.com/ZeroSpaceStudios/ComfyUI-ZSNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI with specialized image processing and saving functionality." + }, + { + "author": "thimpat", + "title": "ComfyUI Multimedia Utilities", + "reference": "https://github.com/thimpat/ThimPatUtils", + "files": [ + "https://github.com/thimpat/ThimPatUtils" + ], + "install_type": "git-clone", + "description": "A collection of essential utility nodes for handling image sequences, video, audio, and synchronized data within ComfyUI workflows." + }, + { + "author": "KrakenUnbound", + "title": "ComfyUI-KrakenTools", + "reference": "https://github.com/krakenunbound/ComfyUI-KrakenTools", + "files": [ + "https://github.com/krakenunbound/ComfyUI-KrakenTools" + ], + "install_type": "git-clone", + "description": "High-utility nodes for ComfyUI with a focus on Flux 1 Dev workflows and Ultimate SD Upscale enhancement loops." + }, + { + "author": "krakenunbound", + "title": "Kraken Discord Bot", + "id": "kraken-discord-bot", + "reference": "https://github.com/krakenunbound/kraken-discord-bot", + "files": [ + "https://github.com/krakenunbound/kraken-discord-bot" + ], + "install_type": "git-clone", + "description": "All-in-one Discord bot node for AI image generation. Simple setup - just add token, select model, and queue. Includes style presets, rate limiting, and queue management." + }, + { + "author": "joanna910225", + "title": "HouseKeeper", + "reference": "https://github.com/joanna910225/comfyui-housekeeper", + "files": [ + "https://github.com/joanna910225/comfyui-housekeeper" + ], + "install_type": "git-clone", + "description": "A tool that organizes workflow nodes into clean, user-friendly layouts" + }, + { + "author": "rslosch", + "title": "ComfyUI Batch BBox Detector", + "reference": "https://github.com/rslosch/comfyui-nodesweet", + "files": [ + "https://github.com/rslosch/comfyui-nodesweet" + ], + "install_type": "git-clone", + "description": "Process batches of images (e.g., video frames) with ultralytics bbox detection in ComfyUI. This custom node package extends the standard BboxDetectorCombined to handle batches efficiently, making it ideal for processing 300+ video frames." + }, + { + "author": "isaac-mcfadyen", + "title": "ComfyUI Popo Utility", + "reference": "https://github.com/popoimm/comfyui-popo-utility", + "files": [ + "https://github.com/popoimm/comfyui-popo-utility" + ], + "install_type": "git-clone", + "description": "High-Performance ComfyUI Custom Node Toolkit - Modular and Extensible Architecture\nA utility toolkit designed specifically for ComfyUI image processing, built with a modular architecture that supports fast extension and the addition of new nodes." + }, + { + "author": "orion4d", + "title": "SharpnessPro pour ComfyUI", + "reference": "https://github.com/orion4d/ComfyUI_SharpnessPro", + "files": [ + "https://github.com/orion4d/ComfyUI_SharpnessPro" + ], + "install_type": "git-clone", + "description": "A collection of high-quality nodes for ComfyUI, dedicated to improving the sharpness, clarity, and texture of your images" + }, + { + "author": "orion4d", + "title": "ComfyUI EncryptMaster", + "reference": "https://github.com/orion4d/Comfyui_EncryptMaster", + "files": [ + "https://github.com/orion4d/Comfyui_EncryptMaster" + ], + "install_type": "git-clone", + "description": "ComfyUI node pack for encrypting and hiding text or images.\nSecurity: AES-256-GCM (authenticated) with scrypt key derivation.\nSteganography: LSB (PNG/TIFF) and DCT/JPEG (more robust to recompression)." + }, + { + "author": "orion4d", + "title": "Gemini Nano Banana for ComfyUI", + "reference": "https://github.com/orion4d/Gemini_Banana_by_orion4d", + "files": [ + "https://github.com/orion4d/Gemini_Banana_by_orion4d" + ], + "install_type": "git-clone", + "description": "This project is a custom node for ComfyUI that integrates the power of the Google Gemini 2.5 Flash Image (“Nano Banana”) API. It provides a single versatile node, the Gemini Nano Banana, which allows you to perform image generation and editing operations directly within your workflows." + }, + { + "author": "Fabio Sarracino", + "title": "VibeVoice ComfyUI", + "id": "vibevoice-comfyui", + "reference": "https://github.com/Enemyx-net/VibeVoice-ComfyUI", + "files": [ + "https://github.com/Enemyx-net/VibeVoice-ComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper for Microsoft VibeVoice TTS model. Supports single speaker, multi-speaker, and text file loading", + "pip": ["torch>=2.0.0", "torchaudio>=2.0.0", "numpy>=1.20.0", "transformers>=4.44.0", "librosa>=0.9.0", "soundfile>=0.12.0"] + }, + { + "author": "mikheys", + "title": "ComfyUI Nano Banana Node", + "reference": "https://github.com/mikheys/comfyui-gemini-mikheys", + "files": [ + "https://github.com/mikheys/comfyui-gemini-mikheys" + ], + "install_type": "git-clone", + "description": "This repository contains a custom node for ComfyUI, 'Nano banana', designed for advanced image editing using the Google Gemini API. " + }, + { + "author": "Gipphe", + "title": "ComfyUI Metadata Statistics", + "reference": "https://github.com/Gipphe/comfyui-metadata-statistics", + "files": [ + "https://github.com/Gipphe/comfyui-metadata-statistics" + ], + "install_type": "git-clone", + "description": "Gather statistics and information about your workflow." + }, + { + "author": "Saganaki22", + "title": "dotWaveform", + "reference": "https://github.com/Saganaki22/ComfyUI-dotWaveform", + "files": [ + "https://github.com/Saganaki22/ComfyUI-dotWaveform" + ], + "install_type": "git-clone", + "description": "ComfyUI node for generating animated dotted waveform visualizations with multiple animation styles including teardrop bars" + }, + { + "author": "Saganaki22", + "title": "Seedream4 Replicate", + "reference": "https://github.com/Saganaki22/ComfyUI-Seedream4_Replicate", + "files": [ + "https://github.com/Saganaki22/ComfyUI-Seedream4_Replicate" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Seedream 4 image generation via Replicate API with support for text-to-image and image-to-image generation" + }, + { + "author": "Saganaki22", + "title": "Maya1 TTS", + "reference": "https://github.com/Saganaki22/ComfyUI-Maya1_TTS", + "files": [ + "https://github.com/Saganaki22/ComfyUI-Maya1_TTS" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Maya1 TTS - Expressive voice generation with 20+ emotions, voice design, and SNAC neural codec" + }, + { + "author": "saganaki22", + "title": "Step Audio EditX TTS", + "reference": "https://github.com/Saganaki22/ComfyUI-Step_Audio_EditX_TTS", + "files": [ + "https://github.com/Saganaki22/ComfyUI-Step_Audio_EditX_TTS" + ], + "install_type": "git-clone", + "description": "Professional voice cloning and audio editing node for ComfyUI using Step Audio EditX" + }, + { + "author": "sfinktah", + "title": "comfy-ovum", + "reference": "https://github.com/sfinktah/comfy-ovum", + "files": [ + "https://github.com/sfinktah/comfy-ovum" + ], + "install_type": "git-clone", + "description": "An assorted reliquary of nodes: mismatched, stubborn, and deliberately indistinct; they do what is required; do not ask for particulars." + }, + { + "author": "sfinktah", + "title": "ovum-spotlight", + "reference": "https://github.com/sfinktah/ovum-spotlight", + "files": [ + "https://github.com/sfinktah/ovum-spotlight" + ], + "install_type": "git-clone", + "description": "Spotlight: An extensible, magical, and essential search bar for ComfyUI" + }, + { + "author": "fredhopp", + "title": "comfyui-flipflopnodes", + "reference": "https://github.com/fredhopp/comfyui-flipflopnodes", + "files": [ + "https://github.com/fredhopp/comfyui-flipflopnodes" + ], + "install_type": "git-clone", + "description": "This project contains custom Flip-Flop nodes for ComfyUI." + }, + { + "author": "lucasgattas", + "title": "ComfyUI · Egregora: Divide & Enhance", + "reference": "https://github.com/lucasgattas/comfyui-egregora-divide-and-enhance", + "files": [ + "https://github.com/lucasgattas/comfyui-egregora-divide-and-enhance" + ], + "install_type": "git-clone", + "description": "Egregora: Divide & Enhance is a small suite of custom nodes that help you split, enhance, and recombine images, plus a clean SDXL prompt mixer that keeps things simple while staying robust with lot´s of customization." + }, + { + "author": "lucasgattas", + "title": "ComfyUI · Egregora Audio Super‑Resolution", + "reference": "https://github.com/lucasgattas/ComfyUI-Egregora-Audio-Super-Resolution", + "files": [ + "https://github.com/lucasgattas/ComfyUI-Egregora-Audio-Super-Resolution" + ], + "install_type": "git-clone", + "description": "High‑quality music audio enhancement for ComfyUI: FlashSR super‑resolution + Fat Llama spectral enhancement (GPU & CPU)." + }, + { + "author": "lucasgattas", + "title": "Egregora Frames Animation Nodes for ComfyUI", + "reference": "https://github.com/lucasgattas/ComfyUI-Egregora-Frames-Animation-Nodes", + "files": [ + "https://github.com/lucasgattas/ComfyUI-Egregora-Frames-Animation-Nodes" + ], + "install_type": "git-clone", + "description": "Advanced image list animation toolkit for ComfyUI with batch processing, AI-powered frame interpolation, and multi-format video encoding." + }, + { + "author": "sweetndata", + "title": "ComfyUI-Reflatent", + "reference": "https://github.com/sweetndata/ComfyUI-Reflatent", + "files": [ + "https://github.com/sweetndata/ComfyUI-Reflatent" + ], + "install_type": "git-clone", + "description": "NODES:Reflatent" + }, + { + "author": "aesethtics", + "title": "ComfyUI Utilitools Nodes", + "reference": "https://github.com/aesethtics/ComfyUI-Utilitools", + "files": [ + "https://github.com/aesethtics/ComfyUI-Utilitools" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI to improve workflow efficiency." + }, + { + "author": "aesethtics", + "title": "ComfyUI 3D Model Viewer", + "id": "comfyui-3d-model-viewer", + "reference": "https://github.com/aesethtics/comfyui-3d-model-viewer", + "files": [ + "https://github.com/aesethtics/comfyui-3d-model-viewer" + ], + "install_type": "git-clone", + "description": "A 3D model viewer node for ComfyUI that allows viewing and interacting with 3D models directly in the interface" + }, + { + "author": "gearmachine", + "title": "ComfyUI-ProportionChanger", + "reference": "https://github.com/grmchn/ComfyUI-ProportionChanger", + "files": [ + "https://github.com/grmchn/ComfyUI-ProportionChanger" + ], + "install_type": "git-clone", + "description": "Advanced DWPose-based body proportion changer for ComfyUI" + }, + { + "author": "huwenkai26", + "title": "ComfyUI Text Remove Node", + "reference": "https://github.com/huwenkai26/comfyui-remove-text", + "files": [ + "https://github.com/huwenkai26/comfyui-remove-text" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI custom node designed to automatically detect and remove text from images." + }, + { + "author": "BAIKEMARK", + "title": "Civitai Prompt Stats Node", + "reference": "https://github.com/BAIKEMARK/ComfyUI_Civitai_Prompt_Stats", + "files": [ + "https://github.com/BAIKEMARK/ComfyUI_Civitai_Prompt_Stats" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that quickly fetches the most commonly used positive and negative prompts for Civitai models (Checkpoint / Lora) from the community, helping you effortlessly enhance your own creations!" + }, + { + "author": "BAIKEMARK", + "title": "Civitai Recipe Finder", + "reference": "https://github.com/BAIKEMARK/ComfyUI-Civitai-Recipe", + "files": [ + "https://github.com/BAIKEMARK/ComfyUI-Civitai-Recipe" + ], + "install_type": "git-clone", + "description": "Instantly explore Civitai community hits for your local AI models and apply full recipes with one click — or dive deep to uncover the best prompts, parameters, and LoRA combos." + }, + { + "author": "Jarcis-cy", + "title": "HunyuanVideo-Foley Audio Generator", + "reference": "https://github.com/Jarcis-cy/ComfyUI-HunyuanVideoFoley", + "files": [ + "https://github.com/Jarcis-cy/ComfyUI-HunyuanVideoFoley" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for HunyuanVideo-Foley: Generate audio from video + text prompts" + }, + { + "author": "railep", + "title": "ComfyUI-HunyuanVideo-Foley", + "reference": "https://github.com/railep/ComfyUI-HunyuanVideo-Foley", + "files": [ + "https://github.com/railep/ComfyUI-HunyuanVideo-Foley" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for generating synchronized audio for videos using the HunyuanVideo-Foley model." + }, + { + "author": "Dehypnotic", + "title": "AspectRatioAdvanced", + "reference": "https://github.com/Dehypnotic/comfyui-aspect-ratio-advanced", + "files": [ + "https://github.com/Dehypnotic/comfyui-aspect-ratio-advanced" + ], + "install_type": "git-clone", + "description": "An advanced aspect ratio calculator and image scaler with flexible scaling modes and intelligent image handling." + }, + { + "author": "GsusGG", + "title": "ComfyUI-CozyGen", + "reference": "https://github.com/gsusgg/ComfyUI_CozyGen", + "files": [ + "https://github.com/gsusgg/ComfyUI_CozyGen" + ], + "install_type": "git-clone", + "description": "A set of custom nodes and aiohttp server for a simple ComfyUI browser and mobile device experience for any t2i image workflow." + }, + { + "author": "daehwa", + "title": "ComfyUI-NanoBananaAPI", + "reference": "https://github.com/daehwa00/ComfyUI-NanoBananaAPI", + "files": [ + "https://github.com/daehwa00/ComfyUI-NanoBananaAPI" + ], + "install_type": "git-clone", + "description": "Creates images using the NanoBanana API. To use it, you must enter your issued API key." + }, + { + "author": "annewj023", + "title": "Google Nano", + "reference": "https://github.com/annewj023/Comfyui_google_nano", + "files": [ + "https://github.com/annewj023/Comfyui_google_nano" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node based on OpenRouter that supports calling the Google Gemini model via the OpenAI API to generate new images from reference images and prompts." + }, + { + "author": "MushroomFleet", + "title": "Zenkai-POML for ComfyUI", + "reference": "https://github.com/MushroomFleet/ComfyUI-DJZ-POML", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-DJZ-POML" + ], + "install_type": "git-clone", + "description": "Bring Microsoft's POML (Prompt Orchestration Markup Language) to your ComfyUI workflows! Create structured, reusable, and powerful prompts with visual node-based editing." + }, + { + "author": "MushroomFleet", + "title": "DJZ-Pedalboard", + "reference": "https://github.com/MushroomFleet/DJZ-Pedalboard", + "files": [ + "https://github.com/MushroomFleet/DJZ-Pedalboard" + ], + "install_type": "git-clone", + "description": "This project provides a collection of custom nodes designed for enhanced audio effects in ComfyUI. With an intuitive pedalboard interface, users can easily integrate and manipulate various audio effects within their workflows." + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-FLUX2-JSON", + "reference": "https://github.com/MushroomFleet/ComfyUI-FLUX2-JSON", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-FLUX2-JSON" + ], + "install_type": "git-clone", + "description": "A comprehensive suite of custom nodes for building structured JSON prompts for FLUX.2 image generation with precision and control." + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-Variationator", + "reference": "https://github.com/MushroomFleet/ComfyUI-Variationator", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-Variationator" + ], + "install_type": "git-clone", + "description": "Advanced multi-dimensional prompt variation system for ComfyUI with 240 pre-defined modifiers and 19 custom nodes. (Description by CC)" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-Zero2JSON", + "reference": "https://github.com/MushroomFleet/ComfyUI-Zero2JSON", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-Zero2JSON" + ], + "install_type": "git-clone", + "description": "ZeroPrompt integration for FLUX2-JSON providing deterministic, profile-based procedural text generation for structured prompt building." + }, + { + "author": "MushroomFleet", + "title": "ComfyUI_PromptExtractor_nodes", + "reference": "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes", + "files": [ + "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that extract text prompts from PNG image metadata" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-DJZ-Offsquare", + "reference": "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that creates optimized image collages from batches of 2-6 images" + }, + { + "author": "Urabewe", + "title": "ComfyUI Video Extend Counter", + "reference": "https://github.com/Urabewe/ComfyUI-CountS2VExtend", + "files": [ + "https://github.com/Urabewe/ComfyUI-CountS2VExtend" + ], + "install_type": "git-clone", + "description": "A simple utility node that counts active Video S2V Extend nodes in your workflow and returns that number plus one. Now you don't have to remember to update the batch number. Just set your extend nodes and go. It was easy to forget so I made this quick and dirty." + }, + { + "author": "Urabewe", + "title": "ComfyUI-AudioTools", + "reference": "https://github.com/Urabewe/ComfyUI-AudioTools", + "files": [ + "https://github.com/Urabewe/ComfyUI-AudioTools" + ], + "install_type": "git-clone", + "description": "Audio normalization and enhancement nodes for ComfyUI (LUFS normalization, audio processing utilities)." + }, + { + "author": "Juste-Leo2", + "title": "USO Nodes for ComfyUI", + "reference": "https://github.com/Juste-Leo2/USO_ComfyUI", + "files": [ + "https://github.com/Juste-Leo2/USO_ComfyUI" + ], + "install_type": "git-clone", + "description": "Custom nodes to integrate the USO image generation model (based on FLUX.1 by ByteDance) into ComfyUI.\nThis project is an implementation based on the official source code from the [a/ByteDance/USO](https://github.com/bytedance/USO) repository." + }, + { + "author": "mengqin", + "title": "Unet Bnb Model Loader", + "reference": "https://github.com/mengqin/ComfyUI-UnetBnbModelLoader", + "files": [ + "https://github.com/mengqin/ComfyUI-UnetBnbModelLoader" + ], + "install_type": "git-clone", + "description": "A general comfyui model loading plugin that supports loading unet models quantized in bnb-4bit (nf4 and fp4) format" + }, + { + "author": "mengqin", + "title": "Twinflow Node for ComfyUI", + "reference": "https://github.com/mengqin/ComfyUI-TwinFlow", + "files": [ + "https://github.com/mengqin/ComfyUI-TwinFlow" + ], + "install_type": "git-clone", + "description": "This is a set of sampling nodes specifically designed for fine-tuning Twinflow models." + }, + { + "author": "Artificial-Sweetener", + "title": "WhiteRabbit", + "reference": "https://github.com/Artificial-Sweetener/comfyui-WhiteRabbit", + "files": [ + "https://github.com/Artificial-Sweetener/comfyui-WhiteRabbit" + ], + "install_type": "git-clone", + "description": "A nodepack designed to help you work with video from within ComfyUI that specializes in handling image batches efficiency and creating video loops." + }, + { + "author": "hujuying", + "title": "ComfyUI ModelScope API Node", + "reference": "https://github.com/hujuying/ComfyUI-ModelScope-API", + "files": [ + "https://github.com/hujuying/ComfyUI-ModelScope-API" + ], + "install_type": "git-clone", + "description": "This is a universal custom node for ComfyUI that supports both Text-to-Image and Image-to-Image generation by calling various models via the official ModelScope API." + }, + { + "author": "chaserhkj", + "title": "Chaser's Custom Nodes", + "reference": "https://github.com/chaserhkj/ComfyUI-Chaser-nodes", + "files": [ + "https://github.com/chaserhkj/ComfyUI-Chaser-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Upload image(s) to WebDAV, Upload video as WebM to WebDAV, Load image from WebDAV, Evaluate S-Expr with integer output, Evaluate S-Expr with float output" + }, + { + "author": "otavanopisto", + "title": "ComfyUI-aihub-workflow-exposer", + "reference": "https://github.com/otavanopisto/ComfyUI-aihub-workflow-exposer", + "files": [ + "https://github.com/otavanopisto/ComfyUI-aihub-workflow-exposer" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI in order to expose AI workflows to external applications (particularly image, video and audio editors) so workflows can be integrated as plugins" + }, + { + "author": "aistudynow", + "title": "Comfyui-HunyuanFoley", + "reference": "https://github.com/aistudynow/Comfyui-HunyuanFoley", + "files": [ + "https://github.com/aistudynow/Comfyui-HunyuanFoley" + ], + "install_type": "git-clone", + "description": "Generate Audio from any video and or text" + }, + { + "author": "noelkim12", + "title": "ComfyUI-ComfyUI-NoelTextUtil", + "reference": "https://github.com/noelkim12/ComfyUI-NoelTextUtil", + "files": [ + "https://github.com/noelkim12/ComfyUI-NoelTextUtil" + ], + "install_type": "git-clone", + "description": "Text utility nodes for file path and LoRA auto triggering" + }, + { + "author": "Juste-Leo2", + "title": "Canary-ComfyUI", + "reference": "https://github.com/Juste-Leo2/Canary-ComfyUI", + "files": [ + "https://github.com/Juste-Leo2/Canary-ComfyUI" + ], + "install_type": "git-clone", + "description": "This node pack integrates the core capabilities of the Canary-1b-v2 model, providing three main features: it can transcribe audio in any of 25 supported languages into text in the same language, translate audio from 24 source languages directly into English, and translate English audio directly into one of the 24 other supported languages." + }, + { + "author": "Frief84", + "title": "ComfyUI-LoRAWeightAxisXY", + "reference": "https://github.com/Frief84/ComfyUI-LoRAWeightAxisXY", + "files": [ + "https://github.com/Frief84/ComfyUI-LoRAWeightAxisXY" + ], + "install_type": "git-clone", + "description": "Adds `XY Input: LoRA Weight (simple)` for Efficiency Nodes. Outputs XY subtype 'LoRA' (name, weight, weight) with a linear sweep; works with `XY Input: Checkpoint`.", + "tags": ["xy-plot", "lora", "efficiency-nodes", "utility"] + }, + { + "author": "Shellishack", + "title": "comfyui_remote_media_io", + "reference": "https://github.com/Shellishack/comfyui_remote_media_io", + "files": [ + "https://github.com/Shellishack/comfyui_remote_media_io" + ], + "install_type": "git-clone", + "description": "Load media (image/video/audio) from remote URL" + }, + { + "author": "grovergol", + "title": "ComfyUI Grover Nodes", + "reference": "https://github.com/grovergol/comfyui-grover-nodes", + "files": [ + "https://github.com/grovergol/comfyui-grover-nodes" + ], + "install_type": "git-clone", + "description": "A custom node that allows opening file paths in the default system file explorer." + }, + { + "author": "Yeq6X", + "title": "ComfyUI Image to Video Inserter", + "reference": "https://github.com/Yeq6X/ComfyUI-image-to-video-inserter", + "files": [ + "https://github.com/Yeq6X/ComfyUI-image-to-video-inserter" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that inserts images into videos." + }, + { + "author": "sumitchatterjee13", + "title": "Nuke Nodes for ComfyUI", + "reference": "https://github.com/sumitchatterjee13/nuke-nodes-comfyui", + "files": [ + "https://github.com/sumitchatterjee13/nuke-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of ComfyUI custom nodes that replicate the functionality of popular Nuke compositing nodes. Includes merge, grade, transform, blur nodes and more for professional compositing workflows." + }, + { + "author": "opparco", + "title": "Wan2.2 Lightx2v Scheduler for ComfyUI", + "reference": "https://github.com/opparco/ComfyUI-WanLightx2vScheduler", + "files": [ + "https://github.com/opparco/ComfyUI-WanLightx2vScheduler" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node package designed specifically for Wan2.2 Lightx2v models to fix the 'burnt-out' look, over-sharpening, and abrupt lighting shifts through proper denoising trajectory alignment." + }, + { + "author": "polygoningenieur", + "title": "ComfyUI-IC-Light-Video", + "reference": "https://github.com/Polygoningenieur/ComfyUI-IC-Light-Video", + "files": [ + "https://github.com/Polygoningenieur/ComfyUI-IC-Light-Video" + ], + "install_type": "git-clone", + "description": "ComfyUI native nodes for IC-Light with a Video node" + }, + { + "author": "5agado", + "title": "Sagado Nodes for ComfyUI", + "reference": "https://github.com/5agado/ComfyUI-Sagado-Nodes", + "files": [ + "https://github.com/5agado/ComfyUI-Sagado-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Image Loader, Get Num Frames, Get Resolution Node, Video Loader, Film Grain" + }, + { + "author": "FredBisAI", + "title": "ComfyUI FRED Nodes v2", + "reference": "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes_v2", + "files": [ + "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes_v2" + ], + "install_type": "git-clone", + "description": "FRED's enhanced custom nodes for ComfyUI" + }, + { + "author": "matthewfriedrichs", + "title": "Thought Bubble", + "id": "thoughtbubble_interactivecanvas", + "reference": "https://github.com/matthewfriedrichs/ComfyUI-ThoughtBubble", + "files": [ + "https://github.com/matthewfriedrichs/ComfyUI-ThoughtBubble" + ], + "install_type": "git-clone", + "description": "ThoughtBubble is a custom node for ComfyUI that provides an interactive canvas to build and manage your prompts in a more visual and organized way. Think of it as a whiteboard for your ideas, allowing you to link different concepts, create conditional logic, and dynamically generate prompts using a powerful set of commands." + }, + { + "author": "Justify87", + "title": "ComfyUI Multi-Analysis Heatmaps", + "reference": "https://github.com/Justify87/ComfyUI-Multi-Analysis-Heatmaps", + "files": [ + "https://github.com/Justify87/ComfyUI-Multi-Analysis-Heatmaps" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for visual comparison of two images using multiple perceptual and mathematical methods. The goal: make hidden differences visible as colorful heatmaps, so you can see where an upscaler, denoiser, or diffusion model changed your image — even when your eyes can’t tell at first glance." + }, + { + "author": "iguanesolutions", + "title": "Flux Resolution", + "reference": "https://github.com/iguanesolutions/comfyui-ig1-tools", + "files": [ + "https://github.com/iguanesolutions/comfyui-ig1-tools" + ], + "install_type": "git-clone", + "description": "Get the closest compatible flux resolution from a given resolution." + }, + { + "author": "Vantage with AI", + "title": "Vantage-HunyuanFoley", + "reference": "https://github.com/vantagewithai/Vantage-HunyuanFoley", + "files": [ + "https://github.com/vantagewithai/Vantage-HunyuanFoley" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for generating high-fidelity, synchronized foley audio for any video, powered by Tencent’s HunyuanVideo-Foley model." + }, + { + "author": "Vantage with AI", + "title": "Vantage Long Wan Video", + "reference": "https://github.com/vantagewithai/VantageLongWanVideo", + "files": [ + "https://github.com/vantagewithai/VantageLongWanVideo" + ], + "install_type": "git-clone", + "description": "VantageLongWanVideo is a lightweight project management system for ComfyUI, designed for long-running, prompt-driven video generation. It simplifies workflow management by saving prompts to disk, handling continuity across runs, and allowing resuming or regenerating from any point." + }, + { + "author": "vantagewithai", + "title": "Vantage-DyPE", + "reference": "https://github.com/vantagewithai/Vantage-DyPE", + "files": [ + "https://github.com/vantagewithai/Vantage-DyPE" + ], + "install_type": "git-clone", + "description": "Vantage DyPE integrates DyPE (Dynamic Position Extrapolation) into ComfyUI, enabling Flux-based transformer models to produce native ultra-high-resolution images (4K, 8K, and beyond) without retraining or external upscaling." + }, + { + "author": "vantagewithai", + "title": "Vantage-DreamOmni2", + "reference": "https://github.com/vantagewithai/Vantage-DreamOmni2", + "files": [ + "https://github.com/vantagewithai/Vantage-DreamOmni2" + ], + "install_type": "git-clone", + "description": "ntage-DreamOmni2 brings Qwen2.5-VL’s multimodal intelligence to ComfyUI, enabling unified text–image understanding for both generation and editing. Create context-aware prompts, perform reference-based visual edits, and build adaptive image grids — all with high consistency, abstraction, and creative control." + }, + { + "author": "vantagewithai", + "title": "Vantage-Nodes", + "reference": "https://github.com/vantagewithai/Vantage-Nodes", + "files": [ + "https://github.com/vantagewithai/Vantage-Nodes" + ], + "install_type": "git-clone", + "description": "This release introduces Vantage Nodes, a powerful utility and infrastructure node pack for ComfyUI, designed for advanced workflows, batch processing, and experimental pipelines." + }, + { + "author": "vantagewithai", + "title": "Vantage-Step-Audio-EditX", + "reference": "https://github.com/vantagewithai/Vantage-Step-Audio-EditX", + "files": [ + "https://github.com/vantagewithai/Vantage-Step-Audio-EditX" + ], + "install_type": "git-clone", + "description": "This project is a custom node implementation built on top of Step-Audio-EditX. It adapts and extends EditX capabilities to support multi‑speaker, long‑format, voice cloning, and emotion/style/speed editing, enabling you to feed in a script with multiple speakers, inline pauses, paralinguistic cues, and get a concatenated audio output in one pass." + }, + { + "author": "SatadalAI", + "title": "SATA UtilityNode Node for ComfyUI", + "id": "SATA UtilityNode", + "reference": "https://github.com/SatadalAI/SATA_UtilityNode", + "files": [ + "https://github.com/SatadalAI/SATA_UtilityNode" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes including image upscale,touchpad support and CSV-driven prompt machine for ComfyUI." + }, + { + "author": "CoreyCorza", + "title": "ComfyUI-CRZnodes", + "reference": "https://github.com/CoreyCorza/ComfyUI-CRZnodes", + "files": [ + "https://github.com/CoreyCorza/ComfyUI-CRZnodes" + ], + "install_type": "git-clone", + "description": "Dashboard Nodes for Comfy" + }, + { + "author": "wizdroid", + "title": "Wizdroid Character Nodes for ComfyUI", + "reference": "https://github.com/wizdroid/wizdroid-character", + "files": [ + "https://github.com/wizdroid/wizdroid-character" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of custom nodes for ComfyUI that provide AI-powered prompt generation tools using Ollama. These nodes help create detailed, professional prompts for text-to-image generation across various domains including character creation, fashion, fantasy scenes, and image analysis." + }, + { + "author": "SnJake", + "title": "JPG & Noise Remover for ComfyUI", + "reference": "https://github.com/SnJake/SnJake_JPG_Artifacts_Noise_Cleaner", + "files": [ + "https://github.com/SnJake/SnJake_JPG_Artifacts_Noise_Cleaner" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI designed to remove JPEG compression artifacts and digital noise from images. It is powered by a lightweight UNetRestorer model that efficiently restores image quality." + }, + { + "author": "SnJake", + "title": "SnJake_Baikal_Swin_Anime", + "reference": "https://github.com/SnJake/SnJake_Baikal_Swin_Anime", + "files": [ + "https://github.com/SnJake/SnJake_Baikal_Swin_Anime" + ], + "install_type": "git-clone", + "description": "SnJake Baikal-Swin-Anime x2 is a custom ComfyUI node for upscaling anime/illustration images with a dedicated restoration model." + }, + { + "author": "SnJake", + "title": "SnJake_Sapsan-VFI", + "reference": "https://github.com/SnJake/SnJake_Sapsan-VFI", + "files": [ + "https://github.com/SnJake/SnJake_Sapsan-VFI" + ], + "install_type": "git-clone", + "description": "SnJake Sapsan-VFI is a custom ComfyUI node for x2 video frame interpolation. It inserts one in-between frame for every input pair, doubling the FPS." + }, + { + "author": "MilleN2ium", + "title": "ComfyUI-CutomizableSave", + "reference": "https://github.com/MilleN2ium/ComfyUI-CutomizableSave", + "files": [ + "https://github.com/MilleN2ium/ComfyUI-CutomizableSave" + ], + "install_type": "git-clone", + "description": "save your image with customized naming rule" + }, + { + "author": "leylahviolet", + "title": "iolet Tools 💅", + "reference": "https://github.com/leylahviolet/ComfyUI-Violet-Tools", + "files": [ + "https://github.com/leylahviolet/ComfyUI-Violet-Tools" + ], + "install_type": "git-clone", + "description": "Aesthetic-focused custom nodes for ComfyUI with sophisticated style and prompt management" + }, + { + "author": "ApexArtist", + "title": "Apex Artist - Image Resize", + "reference": "https://github.com/ApexArtist/comfyui-apex-artist", + "files": [ + "https://github.com/ApexArtist/comfyui-apex-artist" + ], + "install_type": "git-clone", + "description": "Professional image resizing node with 6 advanced algorithms, intelligent aspect ratio handling, crop/pad options, and batch processing support. Perfect for AI workflows, photography, and digital art.", + "category": "Image Processing", + "tags": [ + "image", + "resize", + "scaling", + "aspect-ratio", + "lanczos", + "bicubic", + "batch-processing" + ], + "version": "1.0.0" + }, + { + "author": "Seth A. Robinson", + "title": "Workflow to API Converter Endpoint", + "reference": "https://github.com/SethRobinson/comfyui-workflow-to-api-converter-endpoint", + "files": [ + "https://github.com/SethRobinson/comfyui-workflow-to-api-converter-endpoint" + ], + "install_type": "git-clone", + "description": "Adds a global /workflow/convert API endpoint to convert non-API workflow formats to API format for ComfyUI execution" + }, + { + "author": "FloyoAI", + "title": "ComfyUI Seed API Integration", + "reference": "https://github.com/FloyoAI/ComfyUI-Seed-API", + "files": [ + "https://github.com/FloyoAI/ComfyUI-Seed-API" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Seed AI APIs including video generation, image generation, and chat models" + }, + { + "author": "Olaf Reitmaier Veracierta", + "title": "Olaf's Nodes", + "reference": "https://github.com/olafrv/comfyui_olafrv", + "files": [ + "https://github.com/olafrv/comfyui_olafrv" + ], + "install_type": "git-clone", + "description": "NODES: ORvTextEncoderGoogleEmbeddingGemma3, ORvEmbeddingsHeatmap, ORvEmbeddingsSpectrogram, ORvStringConsoleDebug" + }, + { + "author": "jfcantu", + "title": "ComfyUI Prompt Companion", + "reference": "https://github.com/jfcantu/ComfyUI-Prompt-Companion", + "files": [ + "https://github.com/jfcantu/ComfyUI-Prompt-Companion" + ], + "install_type": "git-clone", + "description": "A node that lets you save and reuse parts of prompts (embeddings, quality keywords, and so on.)" + }, + { + "author": "jfcantu", + "title": "ComfyUI AutoNotes", + "reference": "https://github.com/jfcantu/ComfyUI-AutoNotes", + "files": [ + "https://github.com/jfcantu/ComfyUI-AutoNotes" + ], + "install_type": "git-clone", + "description": "Automatically display context-aware notes based on workflow state, selected nodes, and node attributes in ComfyUI." + }, + { + "author": "duldduld", + "title": "ComfyUI_md5", + "reference": "https://github.com/duldduld/ComfyUI_md5", + "files": [ + "https://github.com/duldduld/ComfyUI_md5" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to covert string/image/file to md5 hash" + }, + { + "author": "firetheft", + "title": "ComfyUI_Local_Lora_Gallery", + "reference": "https://github.com/Firetheft/ComfyUI_Local_Lora_Gallery", + "files": [ + "https://github.com/Firetheft/ComfyUI_Local_Lora_Gallery" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides a visual gallery for managing and applying multiple LoRA models." + }, + { + "author": "darkamenosa", + "title": "Comfy Nano Banana", + "id": "comfy-nanobanana", + "reference": "https://github.com/darkamenosa/comfy_nanobanana", + "files": [ + "https://github.com/darkamenosa/comfy_nanobanana" + ], + "install_type": "git-clone", + "description": "Google Gemini API integration for ComfyUI - Generate images and text using Google's latest AI models. Provides nodes for Gemini API interactions and batch image processing." + }, + { + "author": "Malte0621", + "title": "HordeAI", + "reference": "https://github.com/Malte0621/hordeai-comfy", + "files": [ + "https://github.com/Malte0621/hordeai-comfy" + ], + "install_type": "git-clone", + "description": "AI Horde integration as custom node(s) for ComfyUI" + }, + { + "author": "Draek2077", + "title": "comfyui-draekz-nodez", + "reference": "https://github.com/Draek2077/comfyui-draekz-nodez", + "files": [ + "https://github.com/Draek2077/comfyui-draekz-nodez" + ], + "install_type": "git-clone", + "description": "Making ComfyUI more comfortable." + }, + { + "author": "apacheone", + "title": "ComfyUI_efficient_sam_node", + "reference": "https://github.com/Apache0ne/ComfyUI_efficient_sam_node", + "files": [ + "https://github.com/Apache0ne/ComfyUI_efficient_sam_node" + ], + "install_type": "git-clone", + "description": "Unofficial EfficientViT_sam_nodes for the https://huggingface.co/mit-han-lab/efficientvit-sam models" + }, + { + "author": "easygoing0114", + "title": "ComfyUI-easygoing-nodes", + "reference": "https://github.com/easygoing0114/ComfyUI-easygoing-nodes", + "files": [ + "https://github.com/easygoing0114/ComfyUI-easygoing-nodes" + ], + "install_type": "git-clone", + "description": "Enhanced Text Encoder modules, acd Custom nodes for ComfyUI, device-select CLIP loaders, providing HDR effects, image saving with prompt metadata." + }, + { + "author": "writer-in-fancy-pants", + "title": "Octo Json Presets", + "reference": "https://github.com/writer-in-fancy-pants/octo_json_presets", + "files": [ + "https://github.com/writer-in-fancy-pants/octo_json_presets" + ], + "install_type": "git-clone", + "description": "Load presets from json file to run a set of experiments in a workflow with different models and settings" + }, + { + "author": "sputnik57", + "title": "comfyui-prompt-logger", + "reference": "https://github.com/sputnik57/comfyui-prompt-logger", + "files": [ + "https://github.com/sputnik57/comfyui-prompt-logger" + ], + "install_type": "git-clone", + "description": "This custom node saves metadata when I explore images. It creates a sidecare json file beside the image file." + }, + { + "author": "brenzel", + "title": "comfyui-prompt-beautify", + "reference": "https://github.com/brenzel/comfyui-prompt-beautify", + "files": [ + "https://github.com/brenzel/comfyui-prompt-beautify" + ], + "install_type": "git-clone", + "description": "ComfyUI node to beautify your image generation prompt" + }, + { + "author": "Firetheft", + "title": "ComfyUI-Animate-Progress", + "reference": "https://github.com/Firetheft/ComfyUI-Animate-Progress", + "files": [ + "https://github.com/Firetheft/ComfyUI-Animate-Progress" + ], + "install_type": "git-clone", + "description": "A progress bar beautification plugin designed for ComfyUI. It replaces the monotonous default progress bar with a vibrant and dynamic experience, complete with an animated character and rich visual effects." + }, + { + "author": "AstrionX", + "title": "ComfyUI-Tensor-Prism-Node-Pack", + "reference": "https://github.com/AstrionX/ComfyUI-Tensor-Prism-Node-Pack", + "files": [ + "https://github.com/AstrionX/ComfyUI-Tensor-Prism-Node-Pack" + ], + "install_type": "git-clone", + "description": "Advanced model merging and enhancement nodes for ComfyUI" + }, + { + "author": "ru4ls", + "title": "ComfyUI_Nano_Banana", + "reference": "https://github.com/ru4ls/ComfyUI_Nano_Banana", + "files": [ + "https://github.com/ru4ls/ComfyUI_Nano_Banana" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for ComfyUI that leverage the Gemini 2.5 Flash Image Preview API to generate images from text prompts, single images, and multiple images." + }, + { + "author": "ru4ls", + "title": "ComfyUI_Wan", + "reference": "https://github.com/ru4ls/ComfyUI_Wan", + "files": [ + "https://github.com/ru4ls/ComfyUI_Wan" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides seamless integration with the Wan models from Alibaba Cloud Model Studio. This solution delivers cutting-edge image and video generation capabilities directly within ComfyUI, supporting both international and Mainland China regions." + }, + { + "author": "ru4ls", + "title": "ComfyUI_Imagen", + "reference": "https://github.com/ru4ls/ComfyUI_Imagen", + "files": [ + "https://github.com/ru4ls/ComfyUI_Imagen" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that leverages the Google Cloud Vertex AI Imagen API to generate and edit images." + }, + { + "author": "ru4ls", + "title": "Google Font Text Image Node for ComfyUI", + "reference": "https://github.com/ru4ls/ComfyUI_Google-Fonts", + "files": [ + "https://github.com/ru4ls/ComfyUI_Google-Fonts" + ], + "install_type": "git-clone", + "description": "This custom node provides a powerful and flexible way to create images from text with advanced typographic controls. It's an ideal tool for generating inputs for Typography, creating titles and watermarks, or producing font specimens for multimodal models to analyze and generate." + }, + { + "author": "ru4ls", + "title": "ComfyUI Street View Loader Node", + "reference": "https://github.com/ru4ls/ComfyUI_StreetView-Loader", + "files": [ + "https://github.com/ru4ls/ComfyUI_StreetView-Loader" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to load images directly from Google Street View to use as backgrounds, textures, or inputs in your workflows." + }, + { + "author": "garg-aayush", + "title": "ComfyUI-Svg2Raster", + "reference": "https://github.com/garg-aayush/ComfyUI-Svg2Raster", + "files": [ + "https://github.com/garg-aayush/ComfyUI-Svg2Raster" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node to load SVG files and convert them to raster images, with options for resizing, background color, and borders." + }, + { + "author": "razvanmatei-sf", + "title": "ComfyUI Razv LLM Node", + "reference": "https://github.com/razvanmatei-sf/razv-llm", + "files": [ + "https://github.com/razvanmatei-sf/razv-llm" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for integrating Claude API with image and text capabilities." + }, + { + "author": "razvanmatei-sf", + "title": "Dynamic Prompt List Node for ComfyUI", + "reference": "https://github.com/razvanmatei-sf/serhii-prompt-list", + "files": [ + "https://github.com/razvanmatei-sf/serhii-prompt-list" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to create lists of prompts with dynamic input count. Add or remove prompt inputs on the fly without creating multiple nodes." + }, + { + "author": "Enashka", + "title": "ComfyUI-nhknodes", + "reference": "https://github.com/Enashka/ComfyUI-nhknodes", + "files": [ + "https://github.com/Enashka/ComfyUI-nhknodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes collection with workflow utilities, image processing, and AI integration" + }, + { + "author": "teepunkt-esspunkt", + "title": "ComfyUI-SuiteTea", + "reference": "https://github.com/teepunkt-esspunkt/ComfyUI-SuiteTea", + "files": [ + "https://github.com/teepunkt-esspunkt/ComfyUI-SuiteTea" + ], + "install_type": "git-clone", + "description": "NODES: 'Tea: Save & Reload Image', 'Tea: Load Image Checkpoints from path', ..." + }, + { + "author": "razvanmatei-sf", + "title": "ComfyUI Razv WaveSpeed Nodes", + "reference": "https://github.com/razvanmatei-sf/razv-wavespeed", + "files": [ + "https://github.com/razvanmatei-sf/razv-wavespeed" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for integrating WaveSpeed AI API for image and video generation." + }, + { + "author": "razvanmatei-sf", + "title": "comfyui-stillfront", + "reference": "https://github.com/razvanmatei-sf/comfyui-stillfront", + "files": [ + "https://github.com/razvanmatei-sf/comfyui-stillfront" + ], + "install_type": "git-clone", + "description": "Consolidated collection of custom ComfyUI nodes with LLM integration (Claude, Gemini), WaveSpeed API support, and utility nodes for resolution presets and dynamic prompts. (Description by CC)" + }, + { + "author": "blurgyy", + "title": "CoMPaSS-ComfyUI", + "reference": "https://github.com/blurgyy/CoMPaSS-FLUX.1-dev-ComfyUI", + "files": [ + "https://github.com/blurgyy/CoMPaSS-FLUX.1-dev-ComfyUI" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that implements CoMPaSS for FLUX.1-dev models. CoMPaSS enhances the spatial understanding capabilities of text-to-image diffusion models." + }, + { + "author": "snicolast", + "title": "ComfyUI-IndexTTS2", + "reference": "https://github.com/snicolast/ComfyUI-IndexTTS2", + "files": [ + "https://github.com/snicolast/ComfyUI-IndexTTS2" + ], + "install_type": "git-clone", + "description": "Lightweight ComfyUI wrapper for IndexTTS 2 (voice cloning + emotion control)." + }, + { + "author": "snicolast", + "title": "ComfyUI-Ovi", + "reference": "https://github.com/snicolast/ComfyUI-Ovi", + "files": [ + "https://github.com/snicolast/ComfyUI-Ovi" + ], + "install_type": "git-clone", + "description": "Lightweight ComfyUI wrapper that bring Character.AI's Ovi video+audio generator to ComfyUI with streamlined setup, selectable precision, and attention-backend control." + }, + { + "author": "snicolast", + "title": "ComfyUI-Manufnode", + "reference": "https://github.com/efortin/ComfyUI-Ollama-Enhancer", + "files": [ + "https://github.com/efortin/ComfyUI-Ollama-Enhancer" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes integrating Ollama to generate and enhance positive/negative prompts for Stable Diffusion workflows." + }, + { + "author": "fr0nky0ng", + "title": "ComfyUI-Face-Comparator", + "reference": "https://github.com/fr0nky0ng/ComfyUI-Face-Comparator", + "files": [ + "https://github.com/fr0nky0ng/ComfyUI-Face-Comparator" + ], + "install_type": "git-clone", + "description": "This is a node to detect the similarity between two faces" + }, + { + "author": "fr0nky0ng", + "title": "ComfyUI-frankAI-banana", + "reference": "https://github.com/fr0nky0ng/ComfyUI-frankAI-banana", + "files": [ + "https://github.com/fr0nky0ng/ComfyUI-frankAI-banana" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI nodes for calling the Nano-Banana API , while also supporting the Google API and frankAI API." + }, + { + "author": "fr0nky0ng", + "title": "ComfyUI-JSON-Prompt", + "reference": "https://github.com/fr0nky0ng/ComfyUI-JSON-Prompt", + "files": [ + "https://github.com/fr0nky0ng/ComfyUI-JSON-Prompt" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that generates JSON prompts from natural language descriptions to improve text-to-image generation quality. Supports local LLM integration via Ollama or Google Gemini API." + }, + { + "author": "nakagawadev", + "title": "comfyui_nakagawa", + "reference": "https://github.com/nakagawadev/comfyui_nakagawa", + "files": [ + "https://github.com/nakagawadev/comfyui_nakagawa" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that send video data through websockets instead of saving to disk." + }, + { + "author": "nakMe-guminagawadev", + "title": "MeComfyuiEncrypt", + "reference": "https://github.com/Me-gumin/MeComfyuiEncrypt", + "files": [ + "https://github.com/Me-gumin/MeComfyuiEncrypt" + ], + "install_type": "git-clone", + "description": "Image obfuscation in ComfyUI" + }, + { + "author": "dzy1128", + "title": "Seedream Image Generate ComfyUI Node", + "reference": "https://github.com/dzy1128/Seedream-Image-Generate-ComfyUI", + "files": [ + "https://github.com/dzy1128/Seedream-Image-Generate-ComfyUI" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node based on the Volcano Engine Doubao large model Seedream API, designed for high-quality image generation." + }, + { + "author": "dzy1128", + "title": "ComfyUI-VertexAI", + "reference": "https://github.com/dzy1128/ComfyUI-VertexAI", + "files": [ + "https://github.com/dzy1128/ComfyUI-VertexAI" + ], + "install_type": "git-clone", + "description": "Google Gemini image generation node for ComfyUI supporting up to 6 input images with customizable prompts and parameters. (Description by CC)" + }, + { + "author": "dzy1128", + "title": "ComfyUI-Vector-Engine", + "reference": "https://github.com/dzy1128/ComfyUI-Vector-Engine", + "files": [ + "https://github.com/dzy1128/ComfyUI-Vector-Engine" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for high-level image generation and editing with Vector Engine Gemini API integration. (Description by CC)" + }, + { + "author": "swfxliyiyu", + "title": "ComfyUI-FastVideo", + "reference": "https://github.com/swfxliyiyu/ComfyUI-FastVideo", + "files": [ + "https://github.com/swfxliyiyu/ComfyUI-FastVideo" + ], + "install_type": "git-clone", + "description": "A custom node suite for ComfyUI that provides accelerated video generation using [a/FastVideo](https://github.com/hao-ai-labs/FastVideo). See the blog post about FastVideo V1 to learn more." + }, + { + "author": "darkamenosa", + "title": "Enhanced Image Composite Masked", + "reference": "https://github.com/darkamenosa/comfy_inpaint_blend", + "files": [ + "https://github.com/darkamenosa/comfy_inpaint_blend" + ], + "install_type": "git-clone", + "description": "Seamless inpainting for image-space models like Google Nano Banana and ByteDance Seedream 4. Fixes color mismatches using Poisson blending." + }, + { + "author": "len-ml", + "title": "comfyui_qwen_image_edit_adv", + "reference": "https://github.com/lenML/comfyui_qwen_image_edit_adv", + "files": [ + "https://github.com/lenML/comfyui_qwen_image_edit_adv" + ], + "install_type": "git-clone", + "description": "Improved qwen image editing accuracy" + }, + { + "author": "Ian2073", + "title": "ComfyUI-MyLLMNode", + "reference": "https://github.com/Ian2073/ComfyUI-MyLLMnode", + "files": [ + "https://github.com/Ian2073/ComfyUI-MyLLMnode" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for running LLMs via HuggingFace pipeline. Supports both local paths and HuggingFace model names." + }, + { + "author": "semonxue", + "title": "ComfyUI FlexAI Nodes", + "reference": "https://github.com/Semonxue/Comfyui-flexai", + "files": [ + "https://github.com/Semonxue/Comfyui-flexai" + ], + "install_type": "git-clone", + "description": "Use the fewest nodes for the most flexible model calls. A versatile ComfyUI plugin for OpenAI-compatible APIs, featuring multi-purpose nodes for text and image, support for switching between multiple API providers, and auto-saving of custom models. Compatible with new models like nano-banana and seedream4." + }, + { + "author": "Aaalice233", + "title": "ComfyUI-Danbooru-Gallery", + "reference": "https://github.com/Aaalice233/ComfyUI-Danbooru-Gallery", + "files": [ + "https://github.com/Aaalice233/ComfyUI-Danbooru-Gallery" + ], + "install_type": "git-clone", + "description": "A danbooru gallery for ComfyUI" + }, + { + "author": "l33chking", + "title": "Danbooru FAISS Search Nodes", + "id": "danbooru-faiss-search", + "reference": "https://github.com/L33chKing/ComfyUI-danbooru-FAISS-search", + "files": [ + "https://github.com/L33chKing/ComfyUI-danbooru-FAISS-search" + ], + "install_type": "git-clone", + "description": "Use image to search similar images from danbooru using various methods. Notice: the optional API key will be saved to metadata if used" + }, + { + "author": "GegenDenTag", + "title": "Multi Area Conditioning", + "reference": "https://github.com/GegenDenTag/ComfyUI-multi-area-condition-node", + "files": [ + "https://github.com/GegenDenTag/ComfyUI-multi-area-condition-node" + ], + "install_type": "git-clone", + "description": "Fix Nov. 2024, Davemane42's Custom Node for ComfyUI" + }, + { + "author": "Kaleidia", + "title": "KaleidiaNodes", + "reference": "https://github.com/Kaleidia/KaleidiaNodes", + "files": [ + "https://github.com/Kaleidia/KaleidiaNodes" + ], + "install_type": "git-clone", + "description": "A simple set of nodes to make things easier. String Nodes and Files nodes." + }, + { + "author": "ialhabbal", + "title": "ComfyUI Prompt Verify", + "reference": "https://github.com/ialhabbal/ComfyUI-Prompt-Verify", + "files": [ + "https://github.com/ialhabbal/ComfyUI-Prompt-Verify" + ], + "install_type": "git-clone", + "description": "Custom node to pause a string flow/prompt and let you edit the text" + }, + { + "author": "xhh522", + "title": "ComfyUI Preview Monitor", + "reference": "https://github.com/xhh522/ComfyUI-preview-monitor", + "files": [ + "https://github.com/xhh522/ComfyUI-preview-monitor" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for image preview and monitoring" + }, + { + "author": "Junst", + "title": "ComfyUI-Concept-Diffusion", + "reference": "https://github.com/Junst/ComfyUI-Concept-Diffusion", + "files": [ + "https://github.com/Junst/ComfyUI-Concept-Diffusion" + ], + "install_type": "git-clone", + "description": "ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features for ComfyUI" + }, + { + "author": "comrender", + "title": "ComfyUI-NanoSeed", + "reference": "https://github.com/comrender/ComfyUI-NanoSeed", + "files": [ + "https://github.com/comrender/ComfyUI-NanoSeed" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for seamless image editing using fal.ai's NanoBanana and Seedream (v4) models. Edit images with AI-powered prompts, supporting multi-image batches, custom resolutions, and easy fal.ai API key integration directly in the node interface. " + }, + { + "author": "comrender", + "title": "ComfyUI-Topaz-Upscaler", + "reference": "https://github.com/comrender/ComfyUI-Topaz-Upscaler", + "files": [ + "https://github.com/comrender/ComfyUI-Topaz-Upscaler" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates the Topaz Labs API for AI-powered image upscaling and enhancement." + }, + { + "author": "comrender", + "title": "ComfyUI-NanoB-Edit-Gemini", + "reference": "https://github.com/comrender/ComfyUI-NanoB-Edit-Gemini", + "files": [ + "https://github.com/comrender/ComfyUI-NanoB-Edit-Gemini" + ], + "install_type": "git-clone", + "description": "This custom node facilitates direct interaction with the Google Gemini API for advanced image editing tasks within ComfyUI with parallel request handling." + }, + { + "author": "DecartAI", + "title": "Lucy-Edit-ComfyUI", + "reference": "https://github.com/DecartAI/Lucy-Edit-ComfyUI", + "files": [ + "https://github.com/DecartAI/Lucy-Edit-ComfyUI" + ], + "install_type": "git-clone", + "description": "Lucy Edit is a video editing model that performs instruction-guided edits on videos using free-text prompts — it supports a variety of edits, such as clothing & accessory changes, character changes, object insertions, and scene replacements while preserving the motion and composition perfectly." + }, + { + "author": "sbcode", + "title": "ComfyUI Virtual Webcam", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Virtual-Webcam", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Virtual-Webcam" + ], + "install_type": "git-clone", + "description": "A Virtual Camera Output For ComfyUI. On Windows, it will use the OBS Virtual Camera driver. So make sure you have OBS installed. Then in your other webcam capable applications, such as Google Meet, Teams, Zoom and even OBS itself, you can connect to the OBS Virtual Camera option and see what you are outputting from ComfyUI.", + "tags": ["virtual-camera", "obs", "webcam"] + }, + { + "author": "sbcode", + "title": "ComfyUI Image Compare", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Image-Compare", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Image-Compare" + ], + "install_type": "git-clone", + "description": "Compare two images using ComfyUI. Connect images to both image_a and image_b inputs. Press RUN. Then use the slider to compare. Best used when two images are very similar and you want to see the differences very closely. Search for the manager for image compare, or imagecompare.", + "tags": ["image-compare", "imagecompare"] + }, + { + "author": "sbcode", + "title": "ComfyUI Video Reverse", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Video-Reverse", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Video-Reverse" + ], + "install_type": "git-clone", + "description": "A tool to reverse the frames of video type files (MP4, WebM, WebP, Animated GIF) using ComfyUI. It gets the image batch tensor and returns the same tensor, but flipped.", + "tags": ["video-reverse", "image-batch-reverse"] + }, + { + "author": "sbcode", + "title": "ComfyUI Voice Clone", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Voice-Clone", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Voice-Clone" + ], + "install_type": "git-clone", + "description": "Custom TTS node that clones voice from a reference audio and speaks entered text." + }, + { + "author": "sbcode", + "title": "Remove Background", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Remove-Background", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Remove-Background" + ], + "install_type": "git-clone", + "description": "Remove background scenery from an image of a person. The output image is saved as an RGBA PNG. The alpha channel is included." + }, + { + "author": "sbcode", + "title": "ComfyUI-Get-Line", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Get-Line", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Get-Line" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node used to get one line of string from a multi line string. Search in the manager for `get line`, or `getline` or `get-line`." + }, + { + "author": "sbcode", + "title": "ComfyUI-Sonic", + "reference": "https://github.com/Sean-Bradley/ComfyUI-Sonic", + "files": [ + "https://github.com/Sean-Bradley/ComfyUI-Sonic" + ], + "install_type": "git-clone", + "description": "Custom node that takes an audio mp3 and an image, and creates a lip synced video from them." + }, + { + "author": "LukeCoulson1", + "title": "ComfyUI LoRA Combine Node", + "reference": "https://github.com/LukeCoulson1/Comfyui_LoraCombine", + "files": [ + "https://github.com/LukeCoulson1/Comfyui_LoraCombine" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that allows you to combine two LoRAs with adjustable strengths and multiple merging methods." + }, + { + "author": "ahkimkoo", + "title": "ComfyUI Audio Segment Plugin", + "reference": "https://github.com/ahkimkoo/Comfyui-AudioSegment", + "files": [ + "https://github.com/ahkimkoo/Comfyui-AudioSegment" + ], + "install_type": "git-clone", + "description": "Custom node suite for ComfyUI designed for advanced audio processing" + }, + { + "author": "ahkimkoo", + "title": "ComfyUI-GetKeyFrames", + "reference": "https://github.com/ahkimkoo/ComfyUI-GetKeyFrames", + "files": [ + "https://github.com/ahkimkoo/ComfyUI-GetKeyFrames" + ], + "install_type": "git-clone", + "description": "Extract keyframes from video" + }, + { + "author": "joyboy123456", + "title": "ComfyUI Google AI Studio Integration", + "reference": "https://github.com/joyboy123456/-ComfyUI-GoogleAIStudio", + "files": [ + "https://github.com/joyboy123456/-ComfyUI-GoogleAIStudio" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI plugin that integrates Google AI Studio's powerful AI models for content generation, image creation, video planning, and advanced prompt optimization." + }, + { + "author": "Noma-Machiko", + "title": "ComfyUI-ToDevice", + "reference": "https://github.com/Noma-Machiko/ComfyUI-ToDevice", + "files": [ + "https://github.com/Noma-Machiko/ComfyUI-ToDevice" + ], + "install_type": "git-clone", + "description": "A simple collection of device conversion nodes for ComfyUI. These nodes move an image node running on the GPU over to the CPU. They also support moving from CPU to GPU, but in that case, please remove the CPU option from the ComfyUI startup options." + }, + { + "author": "AdamShuo", + "title": "ComfyUI Switch Any Node", + "reference": "https://github.com/AdamShuo/ComfyUI_Switch", + "files": [ + "https://github.com/AdamShuo/ComfyUI_Switch" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that provides a dynamic 'Switch' for routing purposes. It allows you to define a list of named labels and select one, outputting the corresponding index and label name. This is useful for controlling the flow of your workflow based on a selection." + }, + { + "author": "3dgopnik", + "title": "ComfyUI Arena Suite", + "reference": "https://github.com/3dgopnik/comfyui-arena-suite", + "files": [ + "https://github.com/3dgopnik/comfyui-arena-suite" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes in a single package: Arena legacy + AutoCache + Updater" + }, + { + "author": "3dgopnik", + "title": "ComfyUI YOLO Mask Process", + "reference": "https://github.com/gasdyueer/comfyui-yolo-mask-process", + "files": [ + "https://github.com/gasdyueer/comfyui-yolo-mask-process" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for YOLO detection and mask processing" + }, + { + "author": "sammykumar", + "title": "ComfyUI-SwissArmyKnife", + "reference": "https://github.com/sammykumar/ComfyUI-SwissArmyKnife", + "files": [ + "https://github.com/sammykumar/ComfyUI-SwissArmyKnife" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI featuring Gemini AI integration for video and image analysis, with a complete development environment using GPU-accelerated containers." + }, + { + "author": "sumitchatterjee13", + "title": "Luminance Stack Processor", + "reference": "https://github.com/sumitchatterjee13/Luminance-Stack-Processor", + "files": [ + "https://github.com/sumitchatterjee13/Luminance-Stack-Processor" + ], + "install_type": "git-clone", + "description": "Custom nodes to process multi exposure images and stack them to produce 32bit exr file with dynamic range data" + }, + { + "author": "perckle", + "title": "ComfyUI-DPIR", + "reference": "https://github.com/perckle/comfyui_dpir", + "files": [ + "https://github.com/perckle/comfyui_dpir" + ], + "install_type": "git-clone", + "description": "A dpir/DRUnet inference node for ComfyUI" + }, + { + "author": "downlifted", + "title": "ComfyUI_ComfyGroq", + "reference": "https://github.com/downlifted/ComfyUI_GROQ-PromptWizard", + "files": [ + "https://github.com/downlifted/ComfyUI_GROQ-PromptWizard" + ], + "install_type": "git-clone", + "description": "A streamlined ComfyUI custom node package for interacting with GROQ's AI models, including both text and vision capabilities." + }, + { + "author": "red-polo", + "title": "ComfyUI-WanViTPoseRetargeter", + "reference": "https://github.com/red-polo/ComfyUI-WanViTPoseRetargeter", + "files": [ + "https://github.com/red-polo/ComfyUI-WanViTPoseRetargeter" + ], + "install_type": "git-clone", + "description": "This is a ComfyUI port of PoseRetarget, originally implemented in Wan2.2-Animation. Please use it together with WanVideoWrapper." + }, + { + "author": "ucloud", + "title": "ComfyUl-UCloud", + "reference": "https://github.com/ucloud/comfyui-plugin", + "files": [ + "https://github.com/ucloud/comfyui-plugin" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that allows you to use the UCloud API directly in ComfyUI. UCloud is a high-performance AI computing platform providing powerful image generation models and industry-leading inference speeds. It offers a wide range of AI model options, including popular text-to-image and image editing models, ready to use without local GPU setup." + }, + { + "author": "fkxianzhou", + "title": "ComfyUI-Jimeng-API", + "reference": "https://github.com/fkxianzhou/ComfyUI-Jimeng-API", + "files": [ + "https://github.com/fkxianzhou/ComfyUI-Jimeng-API" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Volcano Ark (Jimeng) API" + }, + { + "author": "wallen", + "title": "ComfyUI-QI-QwenEditSafe", + "id": "comfyui-qi-qweneditsafe", + "reference": "https://github.com/wallen0322/ComfyUI-QI-QwenEditSafe", + "files": [ + "https://github.com/wallen0322/ComfyUI-QI-QwenEditSafe" + ], + "install_type": "git-clone", + "description": "Safe & consistent QwenImage edit encoders and HQ VAE decode for ComfyUI." + }, + { + "author": "wallen", + "title": "ComfyUI-SageAttention3", + "reference": "https://github.com/wallen0322/ComfyUI-SageAttention3", + "files": [ + "https://github.com/wallen0322/ComfyUI-SageAttention3" + ], + "install_type": "git-clone", + "description": "Strict Sage 3 (Blackwell) attention for ComfyUI official flows." + }, + { + "author": "wallen0322", + "title": "ComfyUI-qwenmultianglelight", + "reference": "https://github.com/wallen0322/ComfyUI-qwenmultianglelight", + "files": [ + "https://github.com/wallen0322/ComfyUI-qwenmultianglelight" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for 3D lighting angle control, outputs lighting prompts for relighting image generation" + }, + { + "author": "ChaosHL", + "title": "Marvelous-Box-Comfyui", + "reference": "https://github.com/ChaosHL/Marvelous-Box-Comfyui", + "files": [ + "https://github.com/ChaosHL/Marvelous-Box-Comfyui" + ], + "install_type": "git-clone", + "description": "a tool for prompt collect" + }, + { + "author": "suhee19", + "title": "comfyui-orpheus-loader", + "reference": "https://github.com/suhee19/comfyui-orpheus-loader", + "files": [ + "https://github.com/suhee19/comfyui-orpheus-loader" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI to load the Orpheus TTS base model and prepare it for LoRA injection + speech generation." + }, + { + "author": "Santat2023", + "title": "ComfyUiRagCustomNodes", + "reference": "https://github.com/Santat2023/ComfyUiRagNodes", + "files": [ + "https://github.com/Santat2023/ComfyUiRagNodes" + ], + "install_type": "git-clone", + "description": "This package contains custom nodes for ComfyUI: Image generation using Stable Diffusion and LLM, Uploading and searching images via ChromaDB and MinIO (S3), Integration with CLIP, Ollama, and other tools" + }, + { + "author": "GizmoR13", + "title": "PG Nodes", + "id": "PG", + "reference": "https://github.com/GizmoR13/PG-Nodes", + "files": [ + "https://github.com/GizmoR13/PG-Nodes" + ], + "install_type": "git-clone", + "description": "Pragmatic utilities for ComfyUI: Lazy Prompt (history + randomizer), Unified Loader (+ mini), Just Save Image (+ passthrough)." + }, + { + "author": "Dalongzhuazi", + "title": "ComfyUI-Gemini-Prompt-Studio", + "id": "comfyui-gemini-prompt-studio", + "reference": "https://github.com/DaLongZhuaZi/ComfyUI-Gemini-Prompt-Studio", + "files": [ + "https://github.com/DaLongZhuaZi/ComfyUI-Gemini-Prompt-Studio" + ], + "install_type": "git-clone", + "description": "One node generates both T2I & I2V positive/negative conditioning in a single click." + }, + { + "author": "Sampkao", + "title": "ComfyUI-Amage", + "reference": "https://github.com/Sampkao/ComfyUI-Amage", + "files": [ + "https://github.com/Sampkao/ComfyUI-Amage" + ], + "install_type": "git-clone", + "description": "This repository provides a set of custom nodes for ComfyUI, designed to improve workflow convenience when working with text, image, video, and audio data." + }, + { + "author": "maxmad62", + "title": "ComfyUI-DiscordWebhookWithInput", + "reference": "https://github.com/maxmad62/ComfyUI-DiscordWebhookWithInput", + "files": [ + "https://github.com/maxmad62/ComfyUI-DiscordWebhookWithInput" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to send an image + a message (e.g. your prompt) to a Discord channel via a webhook." + }, + { + "author": "BizaNator", + "title": "ComfyUI Prompt Iterator Extension", + "reference": "https://github.com/BizaNator/ComfyUI_PromptIterator", + "files": [ + "https://github.com/BizaNator/ComfyUI_PromptIterator" + ], + "install_type": "git-clone", + "description": "A powerful custom node extension for ComfyUI that enables automatic iteration through multiple prompts with corresponding filename generation. Perfect for batch processing different variations like character face angles, poses, or any sequential prompt workflow." + }, + { + "author": "Art-xmaster", + "title": "comfyui-AGSoft", + "reference": "https://github.com/Art-xmaster/comfyui-AGSoft", + "files": [ + "https://github.com/Art-xmaster/comfyui-AGSoft" + ], + "install_type": "git-clone", + "description": "NODES: AGSoft Empty Latent, AGSoft ImageRes, AGSoft ImageResMP, AGSoft ImagegPad for Outpainting, AGSoft ImagePad for OutpaintingAdv, AGSoft Image Crop, AGSoft Image Concatenate, AGSoft Image ConcatenateFromBatch, ..." + }, + { + "author": "No-22-Github", + "title": "ComfyUI_RWKV_Studio", + "reference": "https://github.com/No-22-Github/ComfyUI_RWKV_Studio", + "files": [ + "https://github.com/No-22-Github/ComfyUI_RWKV_Studio" + ], + "install_type": "git-clone", + "description": "A suite of ComfyUI custom nodes based on the RWKV series of models, offering various functions like translation and dialogue." + }, + { + "author": "cyan9977", + "title": "ComfyUI_PromptQueue", + "reference": "https://github.com/cyan9977/ComfyUI_PromptQueue", + "files": [ + "https://github.com/cyan9977/ComfyUI_PromptQueue" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node: batch prompt queue from multiline/text file with incremental per-run consumption and {p} templating." + }, + { + "title": "RC Image Compositor", + "author": "kj863257", + "description": "A comprehensive ComfyUI plugin suite that brings professional Photoshop-style layer effects and advanced compositing capabilities. Features modular architecture, 24 blend modes, and enhanced positioning system.", + "reference": "https://github.com/kj863257/ComfyUI_RC_Image_Compositor", + "files": [ + "https://github.com/kj863257/ComfyUI_RC_Image_Compositor" + ], + "install_type": "git-clone", + "tags": ["compositing", "layer", "blend modes", "photoshop-style"] + }, + { + "author": "Verolelb", + "title": "Video Compressor (Unified)", + "id": "Video compressor", + "reference": "https://github.com/Verolelb/ComfyUI-VideoCompressor", + "files": [ + "https://github.com/Verolelb/ComfyUI-VideoCompressor" + ], + "install_type": "git-clone", + "description": "Compress video in comfyui." + }, + { + "author": "Verolelb", + "title": "ComfyUI-Persistent-Queue", + "reference": "https://github.com/co5dt/ComfyUI-Persistent-Queue", + "files": [ + "https://github.com/co5dt/ComfyUI-Persistent-Queue" + ], + "install_type": "git-clone", + "description": "CoA simple, friendly way to make your ComfyUI job queue survive restarts and crashes." + }, + { + "author": "MIUProject", + "title": "VNCCS - Visual Novel Character Creation Suite", + "id": "VNCCS", + "reference": "https://github.com/AHEKOT/ComfyUI_VNCCS", + "files": [ + "https://github.com/AHEKOT/ComfyUI_VNCCS" + ], + "install_type": "git-clone", + "description": "VNCCS is a comprehensive tool for creating character sprites for visual novels." + }, + { + "author": "wzken", + "title": "Steganos Node for ComfyUI", + "reference": "https://github.com/wzken/ComfyUI-Steganos-Node", + "files": [ + "https://github.com/wzken/ComfyUI-Steganos-Node" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to hide a video file within a PNG image using a file concatenation technique. The resulting image can be viewed as a normal picture, but a standard unzip tool can extract the hidden video from it." + }, + { + "author": "gregory-richard", + "title": "WarpPipe Nodes", + "reference": "https://github.com/gregory-richard/ComfyUI-WarpPipe", + "files": [ + "https://github.com/gregory-richard/ComfyUI-WarpPipe" + ], + "install_type": "git-clone", + "description": "WarpPipe - A data bundling and transfer system for ComfyUI workflows" + }, + { + "author": "abdullahceylan", + "title": "AC ComfyUI Queue Manager", + "reference": "https://github.com/abdullahceylan/ac-comfyui-queue-manager", + "files": [ + "https://github.com/abdullahceylan/ac-comfyui-queue-manager" + ], + "install_type": "git-clone", + "description": "A comprehensive queue management system for ComfyUI workflows" + }, + { + "author": "abdullahceylan", + "title": "AC Image Optimizer", + "reference": "https://github.com/abdullahceylan/ac-comfyui-image-optimizer", + "files": [ + "https://github.com/abdullahceylan/ac-comfyui-image-optimizer" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for optimizing and compressing images with support for multiple formats (JPEG, WebP, PNG) and configurable quality settings." + }, + { + "author": "J-ChenX", + "title": "NIX ComfyUI Plugin", + "reference": "https://github.com/J-ChenX/ComfyUI-NIX", + "files": [ + "https://github.com/J-ChenX/ComfyUI-NIX" + ], + "install_type": "git-clone", + "description": "A collection of plugins for ComfyUI that provides a variety of useful nodes (batch path loading, rotate & crop, mask crop & composition, proportional scaling, slicing, string utilities, arbitrary type switching, image inference, etc.)." + }, + { + "author": "hanL34", + "title": "ComfyUI-Power-Artist-Loader", + "reference": "https://github.com/hanL34/ComfyUI-Power-Artist-Loader", + "files": [ + "https://github.com/hanL34/ComfyUI-Power-Artist-Loader" + ], + "install_type": "git-clone", + "description": "A custom node designed for ComfyUI that can load multiple artist names simultaneously and intelligently combine them into the prompt, with support for independent weight control and real-time preview." + }, + { + "author": "gpdev-Pilcothink", + "title": "comfyui_pilcothink_VisionSLM", + "reference": "https://github.com/gpdev-Pilcothink/comfyui_pilcothink_VisionSLM", + "files": [ + "https://github.com/gpdev-Pilcothink/comfyui_pilcothink_VisionSLM" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes to run SLM Vision models (DeepSeek-vl 1.3b chat, Qwen2.5-vl 3b, Gemma-3-4b-it) with optional RAG support." + }, + { + "author": "Duanyll", + "title": "ComfyUI Functional", + "reference": "https://github.com/Duanyll/comfyui_functional", + "files": [ + "https://github.com/Duanyll/comfyui_functional" + ], + "install_type": "git-clone", + "description": "Easy functional programming and flow control within ComfyUI" + }, + { + "author": "OpenAssetIO", + "title": "OpenAssetIO", + "reference": "https://github.com/OpenAssetIO/OpenAssetIO-ComfyUI", + "files": [ + "https://github.com/OpenAssetIO/OpenAssetIO-ComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes adding asset resolution and publishing via OpenAssetIO" + }, + { + "author": "jamesk9526", + "title": "ComfyUI Nox Prompter", + "reference": "https://github.com/jamesk9526/NoxPrompter-ComfyUI-CustomNode", + "files": [ + "https://github.com/jamesk9526/NoxPrompter-ComfyUI-CustomNode" + ], + "install_type": "git-clone", + "description": "A powerful collection of custom nodes for ComfyUI that enhance prompt handling, manipulation, and analysis for better AI image generation results." + }, + { + "author": "inoland", + "title": "ComfyUI Ino Nodes", + "id": "comfyui_ino_nodes", + "reference": "https://github.com/nobandegani/comfyui_ino_nodes", + "files": [ + "https://github.com/nobandegani/comfyui_ino_nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI." + }, + { + "author": "A043-studios", + "title": "ComfyUI HunyuanWorld - Complete 3D Generation Suite", + "reference": "https://github.com/A043-studios/ComfyUI_HunyuanWorldnode", + "files": [ + "https://github.com/A043-studios/ComfyUI_HunyuanWorldnode" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Hunyuan3D - Complete 3D generation suite" + }, + { + "author": "mochidroppot", + "title": "ComfyUI-ProxyFix", + "reference": "https://github.com/mochidroppot/ComfyUI-ProxyFix", + "files": [ + "https://github.com/mochidroppot/ComfyUI-ProxyFix" + ], + "install_type": "git-clone", + "description": "This extension fixes URL encoding issues when ComfyUI is accessed through reverse proxies like 'jupyter-server-proxy'." + }, + { + "author": "9nate-drake", + "title": "ComfyUI Mask to Center Point Nodes", + "reference": "https://github.com/9nate-drake/ComfyUI-MaskCenter", + "files": [ + "https://github.com/9nate-drake/ComfyUI-MaskCenter" + ], + "install_type": "git-clone", + "description": "This pack provides two custom nodes for ComfyUI designed to find the center coordinates of masks and segments. They are useful for workflows where you need to precisely identify the location of objects or regions of interest." + }, + { + "author": "9nate-drake", + "title": "Comfyui-SecNodes", + "reference": "https://github.com/9nate-drake/Comfyui-SecNodes", + "files": [ + "https://github.com/9nate-drake/Comfyui-SecNodes" + ], + "install_type": "git-clone", + "description": "Nodes for SeC (Segment Concept) - SOTA video object segmentation. Uses SeC-4B model by OpenIXCLab. Also includes coordinate plotter for visualization" + }, + { + "author": "9nate-drake", + "title": "ComfyUI-PanoTools", + "reference": "https://github.com/9nate-drake/ComfyUI-PanoTools", + "files": [ + "https://github.com/9nate-drake/ComfyUI-PanoTools" + ], + "install_type": "git-clone", + "description": "Professional panorama generation tools for ComfyUI converting perspective images/video to equirectangular 360° panoramas with automatic camera calibration via AI, horizon detection, or vertical line detection." + }, + { + "author": "Kishor900", + "title": "ComfyUI WANv2v Video Stitcher", + "reference": "https://github.com/Kishor900/comfyui-wanv2v-video-stitcher", + "files": [ + "https://github.com/Kishor900/comfyui-wanv2v-video-stitcher" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node pack for WAN v2v long video generation. Provides nodes for chunking, overlap stitching, control group orchestration, debug numbering, and de-overlap merging to create seamless long-form videos." + }, + { + "author": "u5dev", + "title": "u5 FreeVRAM - Memory Management", + "id": "u5_VramFREE", + "reference": "https://github.com/u5dev/comfyUI_u5_VramFREE", + "files": [ + "https://github.com/u5dev/comfyUI_u5_VramFREE" + ], + "install_type": "git-clone", + "description": "ComfyUI Memory Management and VRAM Optimization Custom Node - Free VRAM with sequential model loading support" + }, + { + "author": "WangDianhui", + "title": "ComfyUI-SA-ODE_Sampler", + "reference": "https://github.com/WangDianhui/ComfyUI-SA-ODE_Sampler", + "files": [ + "https://github.com/WangDianhui/ComfyUI-SA-ODE_Sampler" + ], + "install_type": "git-clone", + "description": "Ultra-Efficient Flow Matching sampler ported from [a/https://github.com/eddyhhlure1Eddy/ode-t1](https://github.com/eddyhhlure1Eddy/ode-t1), suitable for native ComfyUI workflows." + }, + { + "author": "dothings", + "title": "comfyui_placeholder_prompting", + "reference": "https://github.com/dothings/comfyui_placeholder_prompting", + "files": [ + "https://github.com/dothings/comfyui_placeholder_prompting" + ], + "install_type": "git-clone", + "description": "custom node which allows placing **some_tag** in your prompt and it will replace it with a preset prompt as you like." + }, + { + "author": "ThunderBolt4931", + "title": "ComfyUI-Pixel-Forge", + "reference": "https://github.com/ThunderBolt4931/comfyui_pixel_forge", + "files": [ + "https://github.com/ThunderBolt4931/comfyui_pixel_forge" + ], + "install_type": "git-clone", + "description": "Pixel-Forge is a powerful suite of custom nodes for ComfyUI designed for complex image processing, computer vision tasks, and advanced batch operations. This toolkit moves beyond simple image generation, providing the essential building blocks for creating sophisticated, logic-driven workflows." + }, + { + "author": "ThunderBolt4931", + "title": "ComfyUI-Koolook", + "reference": "https://github.com/malkuthro/ComfyUI-Koolook", + "files": [ + "https://github.com/malkuthro/ComfyUI-Koolook" + ], + "install_type": "git-clone", + "description": "This repository provides custom nodes for ComfyUI tailored for VFX and AI image/video generation workflows" + }, + { + "author": "AI-TEC", + "title": "ComfyUI_AITECCAFE_Toolkit", + "reference": "https://github.com/AI-TEC/ComfyUI-AITECCAFE-Toolkit", + "files": [ + "https://github.com/AI-TEC/ComfyUI-AITECCAFE-Toolkit" + ], + "install_type": "git-clone", + "description": "This custom node includes the following functions: Chat_GPT, image_moderation, media_loader, merge_strings, sequential_image_loader." + }, + { + "author": "Glidias", + "title": "mask2sam", + "reference": "https://github.com/Glidias/mask2sam", + "files": [ + "https://github.com/Glidias/mask2sam" + ], + "install_type": "git-clone", + "description": "Mask to SAM2 segmentation ComfyUI custom node" + }, + { + "author": "BAIKEMARK", + "title": "Civitai Toolkit", + "reference": "https://github.com/BAIKEMARK/ComfyUI-Civitai-Toolkit", + "files": [ + "https://github.com/BAIKEMARK/ComfyUI-Civitai-Toolkit" + ], + "install_type": "git-clone", + "description": "All-in-one Civitai integration center for ComfyUI — browse online models, manage local assets,analyze community trends, and instantly apply full recipes within your workflow." + }, + { + "author": "synystersocks", + "title": "ComfyUI-SocksLatentPatcher", + "reference": "https://github.com/synystersocks/ComfyUI-SocksLatentPatcher", + "files": [ + "https://github.com/synystersocks/ComfyUI-SocksLatentPatcher" + ], + "install_type": "git-clone", + "description": "This node circumnavigates the loss of detail, saturation/desaturation for infinite length video generation, the node bypasses the vae decode and directly patches the latent tensor. experimental covering i2v and vace extend." + }, + { + "author": "Hearmeman24", + "title": "ComfyUI Pinecone Prompt Upserter", + "reference": "https://github.com/Hearmeman24/ComfyUI-Pinecone", + "files": [ + "https://github.com/Hearmeman24/ComfyUI-Pinecone" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for managing image generation prompts using Pinecone vector database with OpenAI embeddings. Features interactive approval with image preview for quality control." + }, + { + "author": "Hearmeman24", + "title": "ComfyUI-LoRAPlotNode", + "reference": "https://github.com/Hearmeman24/ComfyUI-LoRAPlotNode", + "files": [ + "https://github.com/Hearmeman24/ComfyUI-LoRAPlotNode" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for testing multiple LoRA models across different strength values. Automatically generates model/clip pairs for each LoRA-strength combination and includes an image saver node with text overlay for easy identification." + }, + { + "author": "piscesbody", + "title": "ComfyUI-Upscale-CUDAspeed", + "reference": "https://github.com/piscesbody/ComfyUI-Upscale-CUDAspeed", + "files": [ + "https://github.com/piscesbody/ComfyUI-Upscale-CUDAspeed" + ], + "install_type": "git-clone", + "description": "A high-performance image upscaling plugin for ComfyUI with CUDA acceleration, multi-GPU support, mixed precision, and Tensor Core optimization" + }, + { + "author": "iGavroche", + "title": "Ninode Utils", + "reference": "https://github.com/iGavroche/ComfyUI-Ninode-Utils", + "files": [ + "https://github.com/iGavroche/ComfyUI-Ninode-Utils" + ], + "install_type": "git-clone", + "description": "Utility nodes for ComfyUI including OpenAI Compatible Chat - Works with any OpenAI-compatible API endpoint including Lemonade, Ollama, OpenAI API, and LM Studio" + }, + { + "author": "iGavroche", + "title": "RocM Ninodes", + "reference": "https://github.com/iGavroche/rocm-ninodes", + "files": [ + "https://github.com/iGavroche/rocm-ninodes" + ], + "install_type": "git-clone", + "description": "ROCM Optimized Nodes for ComfyUI - High-performance VAE decode and sampling nodes specifically tuned for AMD GPUs with ROCm support, particularly targeting gfx1151 architecture" + }, + { + "author": "mikecaronna", + "title": "C2PA Image Signer - ComfyUI Custom Node", + "reference": "https://github.com/mikecaronna/comfyui_c2pa_signer", + "files": [ + "https://github.com/mikecaronna/comfyui_c2pa_signer" + ], + "install_type": "git-clone", + "description": "This is a tool that lets you digitally sign your images to prove you created them. Think of it like putting an invisible, tamper-proof seal on your artwork that says 'I made this.'" + }, + { + "author": "wgedeon", + "title": "comfyui_play_traversal", + "reference": "https://github.com/wgedeon/comfyui_play_traversal", + "files": [ + "https://github.com/wgedeon/comfyui_play_traversal" + ], + "install_type": "git-clone", + "description": "Provides a structured model and helper nodes for producing long video sequences on ComfyUI using low vram machines." + }, + { + "author": "ShammiG", + "title": "ComfyUI VAE Timestamp Clock SG", + "reference": "https://github.com/ShammiG/ComfyUI-VAE-Timestamp-Clock-SG", + "files": [ + "https://github.com/ShammiG/ComfyUI-VAE-Timestamp-Clock-SG" + ], + "install_type": "git-clone", + "description": "Shows Total Time Taken Only for the VAE Decode. Also shows the Timestamps for VAE start/stop." + }, + { + "author": "ShammiG", + "title": "ComfyUI Show Clock in CMD Console SG", + "reference": "https://github.com/ShammiG/ComfyUI-Show-Clock-in-CMD-Console-SG", + "files": [ + "https://github.com/ShammiG/ComfyUI-Show-Clock-in-CMD-Console-SG" + ], + "install_type": "git-clone", + "description": "This comfyUI node intializes at startup automatically and displays the clock in CMD console when Process starts and ends." + }, + { + "author": "ShammiG", + "title": "ComfyUI Image Properties SG", + "reference": "https://github.com/ShammiG/ComfyUI-Image_Properties_SG", + "files": [ + "https://github.com/ShammiG/ComfyUI-Image_Properties_SG" + ], + "install_type": "git-clone", + "description": "View general image properties of image: Dimension, Resolution, Aspect Ratio, Tensor Size (including batch)" + }, + { + "author": "shammi-g", + "title": "ComfyUI-Simple_Readable_Metadata-SG", + "reference": "https://github.com/ShammiG/ComfyUI-Simple_Readable_Metadata-SG", + "files": [ + "https://github.com/ShammiG/ComfyUI-Simple_Readable_Metadata-SG" + ], + "install_type": "git-clone", + "description": "View Image Metadata of ComfyUI as well as of ForgeUI or Automatic 1111 generated images in Easily Readable Format" + }, + { + "author": "ShammiG", + "title": "ComfyUI-Show_Any_Text_in_CMD_Console-SG", + "reference": "https://github.com/ShammiG/ComfyUI-Show_Any_Text_in_CMD_Console-SG", + "files": [ + "https://github.com/ShammiG/ComfyUI-Show_Any_Text_in_CMD_Console-SG" + ], + "install_type": "git-clone", + "description": "Simple node to show ANY output text in the CMD console with color options" + }, + { + "author": "ShammiG", + "title": "ComfyUI_Text_Tools_SG", + "reference": "https://github.com/ShammiG/ComfyUI_Text_Tools_SG", + "files": [ + "https://github.com/ShammiG/ComfyUI_Text_Tools_SG" + ], + "install_type": "git-clone", + "description": "Text Editor node with Markdown editing plus quick shortcuts, Text Viewer node, with extra features plus Text Merge, Text Save and Load Text from anywhere nodes." + }, + { + "author": "bgreene2", + "title": "ComfyUI-Hunyuan-Image-3", + "reference": "https://github.com/bgreene2/ComfyUI-Hunyuan-Image-3", + "files": [ + "https://github.com/bgreene2/ComfyUI-Hunyuan-Image-3" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides a basic implementation of Hunyuan Image 3.0 using Transformers." + }, + { + "author": "Seungyong Lee", + "title": "ComfyUI-PromptEnhancer", + "id": "comfyui-promptenhancer", + "reference": "https://github.com/ryan-seungyong-lee/ComfyUI-PromptEnhancer", + "files": [ + "https://github.com/ryan-seungyong-lee/ComfyUI-PromptEnhancer" + ], + "install_type": "git-clone", + "description": "ComfyUI-PromptEnhancer is a custom node for Hunyuan PromptEnhancer" + }, + { + "author": "scofano", + "title": "Comfy Text Stats", + "id": "comfy-text-stats", + "reference": "https://github.com/scofano/comfy-text-stats", + "files": [ + "https://github.com/scofano/comfy-text-stats" + ], + "install_type": "git-clone", + "description": "Node: Text Stats (Char & Word Count). A lightweight ComfyUI custom node that takes a text string and outputs character and word counts (INT). Ideal for caption preprocessing, prompt analytics, and dataset workflows." + }, + { + "author": "scofano", + "title": "Audio Duration", + "id": "comfy-audio-duration", + "reference": "https://github.com/scofano/comfy-audio-duration", + "files": [ + "https://github.com/scofano/comfy-audio-duration" + ], + "install_type": "git-clone", + "description": "Returns the duration of an audio source, which can be provided either as a filesystem path or as raw audio data (samples and sample rate) from an upstream node. Duration calculation primarily uses ffprobe (from FFmpeg) for paths, or calculates the duration directly from samples/SR if no path is available." + }, + { + "author": "scofano", + "title": "Advanced Text Overlay", + "reference": "https://github.com/scofano/ComfyUI-Advanced-TextOverlay", + "files": [ + "https://github.com/scofano/ComfyUI-Advanced-TextOverlay" + ], + "install_type": "git-clone", + "description": "Advanced Text Overlay Node for ComfyUI featuring rebuilt rendering logic, precise alignment, custom fonts, and extended styling controls." + }, + { + "author": "scofano", + "title": "Simple Video Effects", + "reference": "https://github.com/scofano/ComfyUI-Simple-video-effects", + "files": [ + "https://github.com/scofano/ComfyUI-Simple-video-effects" + ], + "install_type": "git-clone", + "description": "Nodes for Video effects. Zoom In/Out - new features soon." + }, + { + "author": "voxta-ai", + "title": "Voxta ComfyUI Nodes", + "reference": "https://github.com/voxta-ai/ComfyUI-VoxtaNodes", + "files": [ + "https://github.com/voxta-ai/ComfyUI-VoxtaNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to create and integrate with Voxta" + }, + { + "author": "casc1701", + "title": "ComfyUI_OverlayFrameNumber", + "reference": "https://github.com/casc1701/ComfyUI_OverlayFrameNumber", + "files": [ + "https://github.com/casc1701/ComfyUI_OverlayFrameNumber" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node to overlay frame numbers on images (e.g., from VAE Decode) with customizable prefix, zero-padding, font, position, and text outline." + }, + { + "author": "bobosola", + "title": "ComfyUI-reboot", + "reference": "https://github.com/bobosola/ComfyUI-reboot", + "files": [ + "https://github.com/bobosola/ComfyUI-reboot" + ], + "install_type": "git-clone", + "description": "Custom node to reboot ComfyUI server" + }, + { + "author": "AzelusLightvale", + "title": "ComfyUI ARG Toolkit", + "reference": "https://github.com/AzelusLightvale/ComfyUI-ARG-Toolkit", + "files": [ + "https://github.com/AzelusLightvale/ComfyUI-ARG-Toolkit" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI nodes for cryptography, steganography, encryption, decryption, and tools needed to both make and solve ARGs (Alternative Reality Games) and secret messages." + }, + { + "author": "Kayarte", + "title": "GeoNodes", + "reference": "https://github.com/Kayarte/GeoNodes", + "files": [ + "https://github.com/Kayarte/GeoNodes" + ], + "install_type": "git-clone", + "description": "GIS Processing Nodes for ComfyUI" + }, + { + "author": "Jairodaniel-17", + "title": "ComfyUI-translate-offline", + "reference": "https://github.com/Jairodaniel-17/ComfyUI-translate-offline", + "files": [ + "https://github.com/Jairodaniel-17/ComfyUI-translate-offline" + ], + "install_type": "git-clone", + "description": "ComfyUI-translate-offline is a custom node for ComfyUI designed to perform offline text translations using ONNX–based translation models from Hugging Face. The project enables integrating multilingual translations into ComfyUI workflows, focusing on text prompts and conditioning for CLIP models. It supports direct translation between configured language pairs as well as pivot translation via English when no direct model exists. It uses lazy model loading to optimize performance and a SQLite-based caching system to avoid repeated translations." + }, + { + "author": "PiePieDesign", + "title": "PiePieTweaks", + "id": "piepie-tweaks", + "reference": "https://github.com/PiePieDesign/PiePieTweaks", + "files": [ + "https://github.com/PiePieDesign/PiePieTweaks" + ], + "install_type": "git-clone", + "description": "Tweaks and simple nodes for usability and common needs" + }, + { + "author": "turnbros", + "title": "ComfyBros - Custom ComfyUI Nodes", + "reference": "https://github.com/turnbros/ComfyBros", + "files": [ + "https://github.com/turnbros/ComfyBros" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for enhanced text and image processing" + }, + { + "author": "siraxe", + "title": "ComfyUI-WanVideoWrapper_QQ", + "reference": "https://github.com/siraxe/ComfyUI-WanVideoWrapper_QQ", + "files": [ + "https://github.com/siraxe/ComfyUI-WanVideoWrapper_QQ" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI providing video manipulation, LoRA loading, path animation, and visual drawing tools for WanVideo workflows." + }, + { + "author": "sonnybox", + "title": "ComfyUI-SuperNodes", + "id": "supernodes", + "reference": "https://github.com/sonnybox/ComfyUI-SuperNodes", + "files": [ + "https://github.com/sonnybox/ComfyUI-SuperNodes" + ], + "install_type": "git-clone", + "description": "A miscellaneous node pack of custom implementations needed for workflows released by my SuperComfy YouTube channel." + }, + { + "author": "heyburns", + "title": "PortraitUtils", + "id": "portraitutils", + "reference": "https://github.com/heyburns/PortraitUtils", + "files": [ + "https://github.com/heyburns/PortraitUtils" + ], + "install_type": "git-clone", + "description": "A focused node collection designed for pipelines using real photographic images where resolutions are not standardized like they are in text-to-image generation." + }, + { + "author": "heyburns", + "title": "Image Chooser Classic", + "reference": "https://github.com/heyburns/image-chooser-classic", + "files": [ + "https://github.com/heyburns/image-chooser-classic" + ], + "install_type": "git-clone", + "description": "A modern re-implementation of the classic [a/cg-image-picker](https://github.com/chrisgoringe/cg-image-picker) ComfyUI nodes. Keep the workflow-pausing image selection experience while shedding the legacy compatibility shims." + }, + { + "author": "Amir Ferdos (ArchAi3d)", + "title": "ComfyUI-ArchAi3d-Qwen", + "id": "archai3d-qwen", + "reference": "https://github.com/amir84ferdos/ComfyUI-ArchAi3d-Qwen", + "files": [ + "https://github.com/amir84ferdos/ComfyUI-ArchAi3d-Qwen" + ], + "install_type": "git-clone", + "description": "Professional AI Interior Design Toolkit for ComfyUI. Custom Qwen-VL nodes with 4 design modes: Text-to-Design, Mood Board, Reference Control, and Room Cleaning. Includes 5 optimized nodes with advanced strength controls and 23 preferred aspect ratios.", + "nodename_pattern": "ArchAi3D" + }, + { + "author": "Amir Ferdos (ArchAi3d)", + "title": "ComfyUI-GRAG-ArchAi3D", + "id": "grag-archai3d", + "reference": "https://github.com/amir84ferdos/ComfyUI-GRAG-ArchAi3D", + "files": [ + "https://github.com/amir84ferdos/ComfyUI-GRAG-ArchAi3D" + ], + "install_type": "git-clone", + "description": "Advanced GRAG (Guided Region-Adaptive Guidance) implementation for ComfyUI. Features: Simple Controller (3 parameters) for beginners, Unified Controller (25+ parameters) for experts, Advanced Sampler with v2.2.1 contamination fix, Preset Manager with 54 curated presets, per-layer control, adaptive schedules, and multi-resolution support.", + "pip": ["PyYAML>=6.0"] + }, + { + "author": "pizurny", + "title": "ComfyUI Latent Transform Sampler", + "reference": "https://github.com/pizurny/Comfyui-Latent-Transform-Sampler", + "files": [ + "https://github.com/pizurny/Comfyui-Latent-Transform-Sampler" + ], + "install_type": "git-clone", + "description": "Advanced latent space transformations during diffusion sampling with precise control over timing and distribution." + }, + { + "author": "pizurny", + "title": "ComfyUI-AV-Handles", + "reference": "https://github.com/pizurny/ComfyUI-AV-Handles", + "files": [ + "https://github.com/pizurny/ComfyUI-AV-Handles" + ], + "install_type": "git-clone", + "description": "Audio/Video handle management for ComfyUI workflows\nAdd and remove stabilization frames with synchronized audio for video diffusion models." + }, + { + "author": "DaniilVdovin", + "title": "ComfyUI Prompt Template", + "reference": "https://github.com/DaniilVdovin/ComfyUI-prompt-templating", + "files": [ + "https://github.com/DaniilVdovin/ComfyUI-prompt-templating" + ], + "install_type": "git-clone", + "description": "Easily replace variables like *obj or *style in your prompts using templates." + }, + { + "author": "jonstreeter", + "title": "ComfyUI — Compressed Metadata", + "reference": "https://github.com/jonstreeter/comfyui-compressed-metadata", + "files": [ + "https://github.com/jonstreeter/comfyui-compressed-metadata" + ], + "install_type": "git-clone", + "description": "Load & save ComfyUI workflows embedded in image metadata — with optional zlib+base64 compression for JPEG/WEBP — and batch convert folders. PNG drops still work natively; JPEG/WEBP with compressed workflows are handled by this extension." + }, + { + "author": "jonstreeter", + "title": "comfyui-Lora-Tag-Power-Loader", + "reference": "https://github.com/jonstreeter/comfyui-Lora-Tag-Power-Loader", + "files": [ + "https://github.com/jonstreeter/comfyui-Lora-Tag-Power-Loader" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that combines text-based LoRA tag detection with advanced dual noise weight support, perfect for WanVideo/Hunyuan Video workflows." + }, + { + "author": "PatrickBorkowicz", + "title": "ComfyUI-ImmichUploader", + "reference": "https://github.com/PatrickBorkowicz/ComfyUI-ImmichUploader", + "files": [ + "https://github.com/PatrickBorkowicz/ComfyUI-ImmichUploader" + ], + "install_type": "git-clone", + "description": "Upload images (directly from your graph) and files (e.g., videos written to disk) to Immich." + }, + { + "author": "GZK1108", + "title": "Comfyui-QwenLoraLoaderSelective", + "reference": "https://github.com/GZK1108/Comfyui-QwenLoraLoaderSelective", + "files": [ + "https://github.com/GZK1108/Comfyui-QwenLoraLoaderSelective" + ], + "install_type": "git-clone", + "description": "LordLoraQwenEdit is a ComfyUI custom node for Qwen Image Image Edit pipelines. It selectively applies Qwen Image edit LoRAs to specific UNet transformer layers based on keyword filters, keeping the rest of the network untouched for precise control." + }, + { + "author": "leeooo001", + "title": "comfyui-Hunyuan-PromptEnhancer", + "reference": "https://github.com/leeooo001/comfyui-Hunyuan-PromptEnhancer", + "files": [ + "https://github.com/leeooo001/comfyui-Hunyuan-PromptEnhancer" + ], + "install_type": "git-clone", + "description": "Unofficial wrapper for Hunyuan PromptEnhancer" + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-TorchCompileSpeed", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-TorchCompileSpeed", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-TorchCompileSpeed" + ], + "install_type": "git-clone", + "description": "Standalone torch.compile optimization node for ComfyUI with speed-focused presets" + }, + { + "author": "eddyhhlure1Eddy", + "title": "I-Ching-Informed Adaptive ODE Scheduler", + "reference": "https://github.com/eddyhhlure1Eddy/ode-ComfyUI-WanVideoWrapper", + "files": [ + "https://github.com/eddyhhlure1Eddy/ode-ComfyUI-WanVideoWrapper" + ], + "install_type": "git-clone", + "description": "The ode v2 version is a creative sampler characterized by low contrast, near-realistic quality, and artistic creation. It can only be used with high noise for 6 steps, low noise for 2 steps, and a middle split step of 4 steps. It requires a unique LoRA, which is currently in training and undergoing refinement, and is only in the testing phase. This version offers multiple options for you to choose from, and my recommendation is to go with robust-smooth or even lower. Stay tuned for the official release." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-EddySevenResonance", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-EddySevenResonance", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-EddySevenResonance" + ], + "install_type": "git-clone", + "description": "lucky_seed" + }, + { + "author": "maikgreubel", + "title": "Load DDS File Node", + "reference": "https://github.com/maikgreubel/comfyui-loaddds", + "files": [ + "https://github.com/maikgreubel/comfyui-loaddds" + ], + "install_type": "git-clone", + "description": "A simple node for loading DDS (DirectDraw Surface) texture files into a PyTorch tensor.\nThe node is designed to be used in visual programming frameworks that support custom nodes (e.g., ComfyUI, AUTOMATIC1111)." + }, + { + "author": "IAMCCS", + "title": "IAMCCS-nodes", + "id": "iamccs-nodes", + "reference": "https://github.com/IAMCCS/IAMCCS-nodes", + "files": [ + "https://github.com/IAMCCS/IAMCCS-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes by IAMCCS, including a critical fix for LoRA loading in native WANAnimate workflows, especially useful for advanced models like FLUX and WAN 2.1. This bypasses the need for the WanVideoWrapper for LoRA functionality." + }, + { + "author": "IAMCCS Annotate", + "title": "IAMCCS_annotate - Free-hand drawing tool for ComfyUI", + "id": "IAMCCS-Annotate", + "reference": "https://github.com/IAMCCS/IAMCCS_annotate", + "files": [ + "https://github.com/IAMCCS/IAMCCS_annotate" + ], + "install_type": "git-clone", + "description": "A powerful drawing and annotation tool for ComfyUI that lets you add notes, sketches, and annotations directly on your workflow canvas with full layer support." + }, + { + "author": "michael", + "title": "ComfyUI ML Nodes", + "reference": "https://github.com/MichaelMaxAgent/comfyui_ML_nodes", + "files": [ + "https://github.com/MichaelMaxAgent/comfyui_ML_nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for saving images/videos without metadata and GPU-accelerated frame rate processing (25fps→16fps). Includes 5 nodes: Save Image/Video (No Metadata), Frame Rate Resampler (CPU/GPU). Supports CUDA acceleration and multiple nterpolation methods. Requires ffmpeg." + }, + { + "author": "leewinder", + "title": "Crop To Center", + "reference": "https://github.com/leewinder/comfyui-crop-to-center", + "files": [ + "https://github.com/leewinder/comfyui-crop-to-center" + ], + "install_type": "git-clone", + "description": "A custom node that crops images to specified dimensions from a center point with optional offset" + }, + { + "author": "leewinder", + "title": "Mureka API", + "reference": "https://github.com/leewinder/comfyui-mureka-api", + "files": [ + "https://github.com/leewinder/comfyui-mureka-api" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI custom nodes allowing the use of the Mureka API in your workflows" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-MeshCraft", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-MeshCraft", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-MeshCraft" + ], + "install_type": "git-clone", + "description": "A custom node that crops images to specified dimensions from a center point with optional offset" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-Grounding", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-Grounding", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-Grounding" + ], + "install_type": "git-clone", + "description": "Grounding for dummies, simplest workflow" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI libigl", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-GeometryPack", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-GeometryPack" + ], + "install_type": "git-clone", + "description": "libigl geometry processing wrapper for ComfyUI - mesh manipulation and analysis nodes" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-HunyuanX", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-HunyuanX", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-HunyuanX" + ], + "install_type": "git-clone", + "description": "Hunyuan 3D 2.1 image-to-3D generation nodes for ComfyUI with PBR texturing and model caching. Granular control for research." + }, + { + "author": "pznodes", + "title": "ComfyUI-DepthAnythingV3", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-DepthAnythingV3", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-DepthAnythingV3" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use Depth Anything V3 - the latest depth estimation model from ByteDance. For now monocular depth, camera pose estimation and 3D point clouds/gaussians are supported. Models autodownload from HuggingFace (depth-anything org). This is a first draft, let me know if you have any feedback! :)" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-SAM3", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-SAM3", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-SAM3" + ], + "install_type": "git-clone", + "description": "ComfyUI integration for Meta's SAM3 model enabling open-vocabulary image segmentation using natural language text prompts, with automatic model download, geometric refinement, and flexible confidence thresholds." + }, + { + "author": "pznodes", + "title": "ComfyUI-SAM3DBody", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-SAM3DBody", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-SAM3DBody" + ], + "install_type": "git-clone", + "description": "SAM 3D Body integration for ComfyUI - Robust full-body human mesh recovery from single images. Reconstruct 3D human meshes with pose, shape, and hand details. First draft, please open a github issue if you have any problems or feature requests :)" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-Sharp", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-Sharp", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-Sharp" + ], + "install_type": "git-clone", + "description": "SHARP integration for ComfyUI - Monocular 3D Gaussian Splatting in under 1 second. Generate 3D Gaussians from a single image using Apple's SHARP model." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-BGPSeg", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-BGPSeg", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-BGPSeg" + ], + "install_type": "git-clone", + "description": "BGPSeg: Boundary-Guided Primitive Segmentation - Originally from ComfyUI-CADabra" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-SECADNET", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-SECADNET", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-SECADNET" + ], + "install_type": "git-clone", + "description": "SECAD-Net: Sketch-Extrude CAD Reconstruction - Originally from ComfyUI-CADabra" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-Cadrille", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-Cadrille", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-Cadrille" + ], + "install_type": "git-clone", + "description": "Cadrille: Multi-modal CAD Reconstruction - Originally from ComfyUI-CADabra" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-NeurCADRecon", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-NeurCADRecon", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-NeurCADRecon" + ], + "install_type": "git-clone", + "description": "NeurCADRecon: Neural Implicit CAD Reconstruction - Originally from ComfyUI-CADabra" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-MIDI3D", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-MIDI3D", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-MIDI3D" + ], + "install_type": "git-clone", + "description": "THIS NODE IS WIP. ComfyUI wrapper for MIDI-3D: Multi-Instance Diffusion for single image to compositional 3D scene generation." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-CameraPack", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-CameraPack", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-CameraPack" + ], + "install_type": "git-clone", + "description": "Camera utilities for ComfyUI. Convert between camera formats (DA3 extrinsics/intrinsics to Load3DCamera for Preview3D)." + }, + { + "author": "rookiestar28", + "title": "Danbooru Tags Upsampler for ComfyUI", + "id": "danbooru-tags-upsampler", + "reference": "https://github.com/rookiestar28/ComfyUI-Danbooru-Tags-Upsampler", + "files": [ + "https://github.com/rookiestar28/ComfyUI-Danbooru-Tags-Upsampler" + ], + "install_type": "git-clone", + "description": "Makes the prompts for generating anime images more detailed by upsampling Danbooru tags." + }, + { + "author": "rookiestar28", + "title": "ComfyUI Text Processor", + "id": "ComfyUI_Text_Processor", + "reference": "https://github.com/rookiestar28/ComfyUI_Text_Processor", + "files": [ + "https://github.com/rookiestar28/ComfyUI_Text_Processor" + ], + "install_type": "git-clone", + "description": "The ultimate text processing suite for ComfyUI. Now features Batch Cleaning, LLM Parsing, Dynamic Wildcards, Image and Logic Tools for sophisticated automation." + }, + { + "author": "rookiestar28", + "title": "ComfyUI-Doctor", + "reference": "https://github.com/rookiestar28/ComfyUI-Doctor", + "files": [ + "https://github.com/rookiestar28/ComfyUI-Doctor" + ], + "install_type": "git-clone", + "description": "A continuous, real-time runtime diagnostics suite for ComfyUI. Automatic error interception, intelligent fix suggestions, and deep data flow inspection." + }, + { + "author": "rookiestar28", + "title": "ComfyUI-TranslateGemma", + "reference": "https://github.com/rookiestar28/ComfyUI-TranslateGemma", + "files": [ + "https://github.com/rookiestar28/ComfyUI-TranslateGemma" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that translates text (including prompts) using Google's open-weight TranslateGemma models." + }, + { + "author": "MoonMoon82", + "title": "ClipVision_Tools", + "reference": "https://github.com/MoonMoon82/ClipVision_Tools", + "files": [ + "https://github.com/MoonMoon82/ClipVision_Tools" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes using CLIP Vision models for image similarity analysis." + }, + { + "author": "pdale-boop", + "title": "Network Guardian", + "reference": "https://github.com/pdale-boop/Comfyui-Network-Guardian", + "files": [ + "https://github.com/pdale-boop/Comfyui-Network-Guardian" + ], + "install_type": "git-clone", + "description": "Protects ComfyUI workflows from network interruptions with automatic retry and fallback" + }, + { + "author": "pierreb-mf", + "title": "MF PipoNodes", + "reference": "https://github.com/pierreb-mf/ComfyUI-MF-PipoNodes", + "files": [ + "https://github.com/pierreb-mf/ComfyUI-MF-PipoNodes" + ], + "install_type": "git-clone", + "description": "Utility nodes for ComfyUI workflows: randomization, text processing, logging, and math operations." + }, + { + "author": "polym", + "title": "ComfyUI-musubi", + "reference": "https://github.com/polym/ComfyUI-musubi", + "files": [ + "https://github.com/polym/ComfyUI-musubi" + ], + "install_type": "git-clone", + "description": "This repository provides a custom node for ComfyUI to load diffusion models with musubi block-wise scaling." + }, + { + "author": "ChristopherLuciano", + "title": "LucianoTools ComfyUI Suite", + "reference": "https://github.com/ChristopherLuciano/ComfyUI-LucianoTools", + "files": [ + "https://github.com/ChristopherLuciano/ComfyUI-LucianoTools" + ], + "install_type": "git-clone", + "description": "A collection of useful user interface extensions for ComfyUI to improve workflow and provide helpful feedback." + }, + { + "author": "m3rr", + "title": "h4 ToolKit", + "reference": "https://github.com/m3rr/h4_ToolKit", + "files": [ + "https://github.com/m3rr/h4_ToolKit" + ], + "install_type": "git-clone", + "description": "A collection of useful user interface extensions for ComfyUI to improve workflow and provide helpful feedback." + }, + { + "author": "Pixelailabs", + "title": "Joy Caption Two - PixelaiLabs Edition", + "reference": "https://github.com/Pixelailabs/Joy_Caption_Two_PixelaiLabs", + "files": [ + "https://github.com/Pixelailabs/Joy_Caption_Two_PixelaiLabs" + ], + "install_type": "git-clone", + "description": "A fully automated ComfyUI custom node that uses Joy Caption Alpha Two to generate high-quality image captions. Perfect for: LoRA/model training dataset preparation, Image tagging and organization, NSFW content captioning, Batch processing large image collections" + }, + { + "author": "EricRollei", + "title": "Eric's Prompt Enhancers for ComfyUI", + "reference": "https://github.com/EricRollei/Local_LLM_Prompt_Enhancer", + "files": [ + "https://github.com/EricRollei/Local_LLM_Prompt_Enhancer" + ], + "install_type": "git-clone", + "description": "A comprehensive suite of AI-powered prompt enhancement nodes for ComfyUI using local LLMs (LM Studio or Ollama). Transform simple prompts into detailed, platform-optimized descriptions for video and image generation." + }, + { + "author": "EricRollei", + "title": "Comfy_HunyuanImage3", + "reference": "https://github.com/EricRollei/Comfy_HunyuanImage3", + "files": [ + "https://github.com/EricRollei/Comfy_HunyuanImage3" + ], + "install_type": "git-clone", + "description": "Professional ComfyUI custom nodes for Tencent's HunyuanImage-3.0 80B multimodal model, with multiple loading modes, smart memory management, large image generation with CPU offload, and optional prompt enhancement via LLM APIs." + }, + { + "author": "EricRollei", + "title": "Eric_Image_Processing_Nodes", + "reference": "https://github.com/EricRollei/Eric_Image_Processing_Nodes", + "files": [ + "https://github.com/EricRollei/Eric_Image_Processing_Nodes" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of advanced image processing nodes for ComfyUI, featuring state-of-the-art denoising, enhancement, and restoration techniques with GPU acceleration and specialized film grain processing." + }, + { + "title": "Download Tools for ComfyUI", + "reference": "https://github.com/EricRollei/Download_Tools", + "files": [ + "https://github.com/EricRollei/Download_Tools" + ], + "install_type": "git-clone", + "description": "Comprehensive media downloading and web scraping nodes for ComfyUI. Download from 1000+ websites including Instagram, Reddit, Twitter, YouTube, TikTok using gallery-dl, yt-dlp, and advanced web scraping. Features: Gallery-dl downloader (100+ sites), Yt-dlp downloader (1000+ platforms), Web Image Scraper with 15+ site-specific handlers, browser cookie authentication, MCP integration for Claude Desktop.", + "author": "Eric Hiss (EricRollei)", + "nodename_pattern": "(Gallery-dl|Yt-dlp|Web.*Scraper)", + "tags": [ + "download", + "scraper", + "web", + "gallery-dl", + "yt-dlp", + "instagram", + "youtube", + "twitter", + "reddit", + "media", + "video", + "image", + "tiktok", + "deviantart", + "pixiv" + ] + }, + { + "author": "EricRollei", + "title": "PDF Tools - Advanced PDF Processing & OCR", + "id": "pdf-tools", + "reference": "https://github.com/EricRollei/PDF-Tools", + "files": [ + "https://github.com/EricRollei/PDF-Tools" + ], + "install_type": "git-clone", + "description": "Advanced PDF processing, OCR, Image and text parsing, smart image crop nodes for ComfyUI. Features include multi-language OCR (Surya, PaddleOCR VL), AI vision analysis (Florence-2, LayoutLMv3), advanced PDF extraction with quality assessment, spread detection for scanned books, and comprehensive layout analysis. Supports 90+ languages with multiple output formats.", + "tags": [ + "PDF", + "OCR", + "document", + "vision", + "Florence-2", + "Surya", + "PaddleOCR", + "LayoutLMv3", + "multilingual", + "layout-analysis" + ], + "category": "Document Processing" + }, + { + "author": "EricRollei", + "title": "AAA Metadata System", + "id": "aaa-metadata-system", + "reference": "https://github.com/EricRollei/AAA_Metadata_System", + "files": [ + "https://github.com/EricRollei/AAA_Metadata_System" + ], + "install_type": "git-clone", + "description": "Advanced metadata management and multi-format image save system for ComfyUI. Save/load with metadata for PNG, JPEG, TIFF, PSD (with layers), SVG, and WebP. Features XMP/TXT/JSON sidecar files, embedded EXIF/XMP, MWG-RS regions for face metadata, workflow tracking, LoRA/embedding detection, runtime execution hooks, and Automatic1111 compatibility. Preserve layers, alpha channels, and complete provenance across all formats.", + "nodename_pattern": "^(MetadataAwareSaveImage|Multi_LoRA_Loader|LoadImageLayers)" + }, + { + "author": "EricRollei", + "title": "HYPIR Image Restoration for ComfyUI", + "reference": "https://github.com/EricRollei/HYPIR-ComfyUI", + "files": [ + "https://github.com/EricRollei/HYPIR-ComfyUI" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for HYPIR image restoration using Stable Diffusion 2.1. Restores and upscales scanned or generated images with optional LM Studio prompt enhancement and tiled VAE processing for large resolutions.", + "nodename_pattern": "HYPIR" + }, + { + "author": "EricRollei", + "title": "Emu35-Comfyui-Nodes", + "reference": "https://github.com/EricRollei/Emu35-Comfyui-Nodes", + "files": [ + "https://github.com/EricRollei/Emu35-Comfyui-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI integration for BAAI's Emu3.5 multimodal models for text-to-image generation and multimodal understanding. (Description by CC)" + }, + { + "author": "EricRollei", + "title": "Qwen Layers Diffuser Pipeline", + "id": "qwen-layers-diffuser-pipeline", + "reference": "https://github.com/EricRollei/Qwen_Layers_Diffuser_Pipeline_Comfyui", + "files": [ + "https://github.com/EricRollei/Qwen_Layers_Diffuser_Pipeline_Comfyui" + ], + "install_type": "git-clone", + "description": "Decompose images into semantic RGBA layers using Qwen-Image-Layered model. Features AI-powered layer naming, PSD/TIFF export with proper layer structure, original resolution support, and VRAM management. Includes 18 nodes for layer decomposition, manipulation, and saving." + }, + { + "author": "EricRollei", + "title": "Refocus - Generative Refocusing", + "reference": "https://github.com/EricRollei/comfyui-refocus", + "files": [ + "https://github.com/EricRollei/comfyui-refocus" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Genfocus generative refocusing. Features DeblurNet (restore all-in-focus images), BokehNet (create realistic depth-of-field/bokeh effects), DepthPro depth estimation, and defocus map utilities. Uses FLUX.1-dev with specialized LoRA adapters." + }, + { + "author": "nomadoor", + "title": "ComfyUI Temporal Mask Tools", + "reference": "https://github.com/nomadoor/ComfyUI-Temporal-Mask-Tools", + "files": [ + "https://github.com/nomadoor/ComfyUI-Temporal-Mask-Tools" + ], + "install_type": "git-clone", + "description": "Utility collection of ComfyUI V3 nodes for stabilizing temporal segmentation masks while staying deterministic and torch-only." + }, + { + "author": "nomadoor", + "title": "ComfyUI Dual Panel Subgraph Viewer", + "reference": "https://github.com/nomadoor/ComfyUI-DualPanel-Subgraph-Viewer", + "files": [ + "https://github.com/nomadoor/ComfyUI-DualPanel-Subgraph-Viewer" + ], + "install_type": "git-clone", + "description": "A frontend extension for ComfyUI that allows you to open and edit subgraphs in a right-hand panel, instead of replacing the main canvas." + }, + { + "author": "neo-editer", + "title": "ComfyUI-Better-Dimensions-wan-v2", + "reference": "https://github.com/neo-editer/ComfyUI-Better-Dimensions-wan-v2", + "files": [ + "https://github.com/neo-editer/ComfyUI-Better-Dimensions-wan-v2" + ], + "install_type": "git-clone", + "description": "NODES: Better Image Dimensions, Standard SDXL Dimensions node, Dimensions by Ratio node, ..." + }, + { + "author": "Boba-svg", + "title": "ComfyUI-PromptSwitch", + "reference": "https://github.com/Boba-svg/ComfyUI-PromptSwitch", + "files": [ + "https://github.com/Boba-svg/ComfyUI-PromptSwitch" + ], + "install_type": "git-clone", + "description": "It’s a custom node that allows you to intuitively toggle prompts ON/OFF and adjust their weights — just like using a checklist." + }, + { + "author": "Boba-svg", + "title": "ComfyUI_AutoBatchRunner", + "reference": "https://github.com/Boba-svg/ComfyUI_AutoBatchRunner", + "files": [ + "https://github.com/Boba-svg/ComfyUI_AutoBatchRunner" + ], + "install_type": "git-clone", + "description": "ComfyUI UI extension that automates batch prompt execution with configurable run counts and intervals, featuring keyboard shortcuts and a fixed control panel for streamlined workflow automation." + }, + { + "author": "sysoutch", + "title": "ComfyUI Generator Add-on", + "reference": "https://github.com/sysoutch/blender-ComfyUIModelGenerator-addon", + "files": [ + "https://github.com/sysoutch/blender-ComfyUIModelGenerator-addon" + ], + "install_type": "git-clone", + "description": "A Blender add-on that integrates with ComfyUI for AI-powered model generation. Provides workflow management, image input handling, and real-time status tracking for seamless AI art creation within Blender's interface." + }, + { + "author": "NewLouwa", + "title": "ComfyUI Model Preset Pilot", + "reference": "https://github.com/NewLouwa/ComfyUI-Model_preset_Pilot", + "files": [ + "https://github.com/NewLouwa/ComfyUI-Model_preset_Pilot" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node module for managing model presets and configurations. This module automatically detects the model, loads/saves presets (sampler, scheduler, steps, CFG, clip-skip, seed, resolution), and generates/caches preview images per model." + }, + { + "author": "SquirrelRat", + "title": "MultiString Prompts", + "reference": "https://github.com/SquirrelRat/MultiString-Prompts", + "files": [ + "https://github.com/SquirrelRat/MultiString-Prompts" + ], + "install_type": "git-clone", + "description": "This is a simple but powerful custom node for ComfyUI, designed to help you manage and sequence multiple prompts from a single, clean interface.\nIt's ideal for workflows like sequential video generation where you need to feed a series of different prompts into your model." + }, + { + "author": "SquirrelRat", + "title": "WanVideoLooper", + "reference": "https://github.com/SquirrelRat/WanVideoLooper", + "files": [ + "https://github.com/SquirrelRat/WanVideoLooper" + ], + "install_type": "git-clone", + "description": "This is a set of custom nodes for ComfyUI designed for generating sequential long video clips based on the Wan 2.2 model architecture, handling continuity between segments and offering advanced control over the sampling process" + }, + { + "author": "OKIE5", + "title": "ComfyUI-CN-Pre", + "reference": "https://github.com/OKIE5/ComfyUI-CN-Pre", + "files": [ + "https://github.com/OKIE5/ComfyUI-CN-Pre" + ], + "install_type": "git-clone", + "description": "Ollama in ComfyUI" + }, + { + "author": "OmiX", + "title": "OmiXdev Custom Nodes", + "id": "omixdev-custom-nodes", + "reference": "https://github.com/omixmaxdimo/OmiXDev", + "files": [ + "https://github.com/omixmaxdimo/OmiXDev" + ], + "install_type": "git-clone", + "description": "A collection of custom node for online chat with APIKey to OpenAI ChatGpt4xx... Grok ...." + }, + { + "author": "AlcAI-AnimeHaven", + "title": "AlcAI Nodes for ComfyUI", + "reference": "https://github.com/AlcAI-AnimeHaven/AlcAI-nodes", + "files": [ + "https://github.com/AlcAI-AnimeHaven/AlcAI-nodes" + ], + "install_type": "git-clone", + "description": "AlcAI Nodes is a collection of custom nodes for ComfyUI, a modular interface for image generation with Stable Diffusion. This project focuses on tools optimized for creating anime-style images and stylized effects, inspired by the AnimeHaven universe. It aims to simplify workflows for artists and AI creativity enthusiasts." + }, + { + "author": "diffussy69", + "title": "ComfyUI-curved_weight_schedule", + "reference": "https://github.com/diffussy69/comfyui-curved_weight_schedule", + "files": [ + "https://github.com/diffussy69/comfyui-curved_weight_schedule" + ], + "install_type": "git-clone", + "description": "Custom Node for ComfyUI that allows you set a weighted curve to your ControlNet giving you more control over the weight of the model over the course of generation." + }, + { + "author": "smbdsbrain", + "title": "ComfyUI PK Load Image Paste", + "reference": "https://github.com/smbdsbrain/ComfyUI-PK_load_image_paste", + "files": [ + "https://github.com/smbdsbrain/ComfyUI-PK_load_image_paste" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that extends the standard Load Image functionality with a convenient 'Paste from clipboard' button. This allows you to directly paste images from your clipboard without workflow conflicts, ensuring only images are pasted." + }, + { + "author": "rdawgemfl", + "title": "RDAWG 3D Pack (CUDA 12.8 + PyTorch 2.9.0)", + "reference": "https://github.com/rdawgemfl/rdawg_3D_pack", + "files": [ + "https://github.com/rdawgemfl/rdawg_3D_pack" + ], + "install_type": "git-clone", + "description": "Modern 3D Processing Nodes for ComfyUI - Optimized for CUDA 12.8 + PyTorch 2.9.0" + }, + { + "author": "ashtar1984", + "title": "comfyui-find-perfect-resolution", + "reference": "https://github.com/ashtar1984/comfyui-find-perfect-resolution", + "files": [ + "https://github.com/ashtar1984/comfyui-find-perfect-resolution" + ], + "install_type": "git-clone", + "description": "This custom ComfyUI node, Find Perfect Resolution, calculates an optimal output resolution for an input image while preserving its aspect ratio and ensuring dimensions are divisible by a specified value. It is designed to work seamlessly in ComfyUI workflows, particularly for resizing images with nodes like 'Resize Image v2'." + }, + { + "author": "ashtar1984", + "title": "ComfyUI-SwitchPathLazy", + "reference": "https://github.com/ashtar1984/ComfyUI-SwitchPathLazy", + "files": [ + "https://github.com/ashtar1984/ComfyUI-SwitchPathLazy" + ], + "install_type": "git-clone", + "description": "Efficient lazy path switch for ComfyUI. Skips execution of the inactive branch entirely using native lazy evaluation. Includes live status display." + }, + { + "author": "cybernaut4", + "title": "Arkl1te's Toolkit", + "reference": "https://github.com/cybernaut4/comfyui_arkl1te_toolkit", + "files": [ + "https://github.com/cybernaut4/comfyui_arkl1te_toolkit" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI by Arkl1te" + }, + { + "author": "guyouyue", + "title": "ComfyUI_VideoAutoSplit", + "reference": "https://github.com/guyouyue/ComfyUI_VideoAutoSplit", + "files": [ + "https://github.com/guyouyue/ComfyUI_VideoAutoSplit" + ], + "install_type": "git-clone", + "description": "ComfyUI Video Auto-Cropping Tool — includes keyframe detection and automatic segmentation/saving based on keyframes." + }, + { + "author": "Analaser", + "title": "ComfyUI-RandomTagWeights", + "reference": "https://github.com/Analaser/ComfyUI-RandomTagWeights", + "files": [ + "https://github.com/Analaser/ComfyUI-RandomTagWeights" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that randomizes tag weights for text prompts. Useful for dynamic prompt generation or creative experimentation in AI image workflows." + }, + { + "author": "walke2019", + "title": "Qwen2.5-VL GGUF Nodes", + "reference": "https://github.com/walke2019/ComfyUI-GGUF-VLM", + "files": [ + "https://github.com/walke2019/ComfyUI-GGUF-VLM" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for running GGUF quantized Qwen2.5-VL models using llama.cpp" + }, + { + "author": "ussoewwin", + "title": "ComfyUI-NunchakuFluxLoraStacker", + "reference": "https://github.com/ussoewwin/ComfyUI-NunchakuFluxLoraStacker", + "files": [ + "https://github.com/ussoewwin/ComfyUI-NunchakuFluxLoraStacker" + ], + "install_type": "git-clone", + "description": "An advanced LoRA stacker node specifically designed for Nunchaku FLUX models, featuring dynamic UI control for easy and efficient LoRA management." + }, + { + "author": "ussoewwin", + "title": "ComfyUI-DistorchMemoryManager", + "reference": "https://github.com/ussoewwin/ComfyUI-DistorchMemoryManager", + "files": [ + "https://github.com/ussoewwin/ComfyUI-DistorchMemoryManager" + ], + "install_type": "git-clone", + "description": "An independent memory management custom node for ComfyUI. Provides Distorch memory management functionality for efficient GPU/CPU memory handling." + }, + { + "author": "ussoewwin", + "title": "ComfyUI-QwenImageLoraLoader", + "reference": "https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader", + "files": [ + "https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader" + ], + "install_type": "git-clone", + "description": "Standalone ComfyUI custom node for Nunchaku QwenImage LoRA loading functionality." + }, + { + "author": "cmeka", + "title": "ComfyUI-WanMoEScheduler", + "reference": "https://github.com/cmeka/ComfyUI-WanMoEScheduler", + "files": [ + "https://github.com/cmeka/ComfyUI-WanMoEScheduler" + ], + "install_type": "git-clone", + "description": "A ComfyUI scheduler that finds the shift value required to align high/low sampling steps with a target sigma boundary." + }, + { + "author": "l33chking", + "title": "ComfyUI Channel Ops", + "id": "ComfyUI-Channel-Ops", + "reference": "https://github.com/L33chKing/ComfyUI_Channel_Ops", + "files": [ + "https://github.com/L33chKing/ComfyUI_Channel_Ops" + ], + "install_type": "git-clone", + "description": "Comfyui custom node that modifies image channels with various per-channel operations" + }, + { + "author": "wallen0322", + "title": "ComfyUI-WanAnimate-Enhancer", + "reference": "https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer", + "files": [ + "https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer" + ], + "install_type": "git-clone", + "description": "Enhanced WanAnimateToVideo with multi-dimensional control" + }, + { + "author": "alibof96", + "title": "ComfyUI-DownscaleIRN", + "reference": "https://github.com/alibof96/ComfyUI-DownscaleIRN", + "files": [ + "https://github.com/alibof96/ComfyUI-DownscaleIRN" + ], + "install_type": "git-clone", + "description": "A single-node ComfyUI module for Invertible Image Rescaling (IRN) that includes: automatic model download and discovery, BasicSR-based IRN_x2/x3/x4 loading, device/precision control, low-VRAM tiling, safe handling of non-divisible sizes, alpha channel preservation, and built-in bicubic/area fallback." + }, + { + "author": "L-Hugh", + "title": "ComfyUI-Lumina-DiMOO", + "reference": "https://github.com/L-Hugh/ComfyUI-Lumina-DiMOO", + "files": [ + "https://github.com/L-Hugh/ComfyUI-Lumina-DiMOO" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for Lumina-DiMOO. Please see the README for model weight download instructions." + }, + { + "author": "charlyad142", + "title": "ComfyUI Replicate Image Generation & Edit", + "reference": "https://github.com/charlyad142/comfyUI_charly_replicate_api", + "files": [ + "https://github.com/charlyad142/comfyUI_charly_replicate_api" + ], + "install_type": "git-clone", + "description": "This nodepack lets you use several Replicate models for image generation and editing: Qwen Image Edit Plus (Multi-Image) for editing multiple images using reference poses, Qwen Image Edit (Single Image) for single-image edits with text instructions, SeedEdit 3.0 (ByteDance) for advanced prompt-controlled editing, and Seedream 4.0 (ByteDance) for high-quality multi-resolution image generation." + }, + { + "author": "IXIWORKS-KIMJUNGHO", + "title": "ComfyUI-VideoDescription", + "id": "comfyui-videodescription", + "reference": "https://github.com/IXIWORKS-KIMJUNGHO/ComfyUI-VideoDescription", + "files": [ + "https://github.com/IXIWORKS-KIMJUNGHO/ComfyUI-VideoDescription" + ], + "install_type": "git-clone", + "description": "Video description nodes using Qwen3-VL and NVIDIA DAM models, plus StoryBoard JSON prompt generation nodes for structured scene and character prompts." + }, + { + "author": "pacchikAI", + "title": "ImagePromptBatch", + "reference": "https://github.com/pacchikAI/comfyui_pacchik_ImagePromptBatch", + "files": [ + "https://github.com/pacchikAI/comfyui_pacchik_ImagePromptBatch" + ], + "install_type": "git-clone", + "description": "A simple comfyui Node for Loading images and thier prompts" + }, + { + "author": "tenitsky", + "title": "ComfyUI Prompt Cycler Node", + "reference": "https://github.com/tenitsky/tenitsky-prompt-cycler-simple", + "files": [ + "https://github.com/tenitsky/tenitsky-prompt-cycler-simple" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that cycles through an infinite number of prompts" + }, + { + "author": "Antique3e", + "title": "ComfyUI Credit Tracker", + "reference": "https://github.com/Antique3e/ComfyUI-ModalCredits", + "files": [ + "https://github.com/Antique3e/ComfyUI-ModalCredits" + ], + "install_type": "git-clone", + "description": "Simple UI extension to track Modal GPU credits in real-time." + }, + { + "author": "apenguin24", + "title": "ComfyUI-WanKeyframing", + "reference": "https://github.com/apenguin24/ComfyUI-WanKeyframing", + "files": [ + "https://github.com/apenguin24/ComfyUI-WanKeyframing" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node collection for keyframe-based video generation and batch image processing. This extension provides advanced tools for creating smooth video sequences from keyframes with intelligent conditioning and latent space interpolation." + }, + { + "author": "QuietNoise", + "title": "ComfyUI Queue Manager", + "reference": "https://github.com/QuietNoise/comfyui_queue_manager", + "files": [ + "https://github.com/QuietNoise/comfyui_queue_manager" + ], + "install_type": "git-clone", + "description": "An extension supporting more streamlined prompt queue management." + }, + { + "author": "Spin256", + "title": "spin256-comfyui", + "reference": "https://github.com/Spin256/spin256-comfyui", + "files": [ + "https://github.com/Spin256/spin256-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes to enable easy selection of image/video sizes (width/height) and int/string selectors" + }, + { + "author": "tmode-1960", + "title": "TA-ComfyUI-Nodes-Pack", + "reference": "https://github.com/tmode-1960/TA-ComfyUI-Nodes-Pack", + "files": [ + "https://github.com/tmode-1960/TA-ComfyUI-Nodes-Pack" + ], + "install_type": "git-clone", + "description": "Some useful nodes for ComfyUI (model loader & extensions for EBU-LMStudio)" + }, + { + "author": "lakkiy", + "title": "ComfyUI-RWImageS3", + "reference": "https://github.com/lakkiy/ComfyUI-RWImageS3", + "files": [ + "https://github.com/lakkiy/ComfyUI-RWImageS3" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI extension that enables seamless integration with AWS S3 storage for reading and saving images directly within your ComfyUI workflows. This extension eliminates the need for manual file transfers by providing direct S3 connectivity for your image processing pipelines." + }, + { + "author": "TianDongL", + "title": "Blind_watermark_Comfyui", + "reference": "https://github.com/TianDongL/Blind_watermark_Comfyui", + "files": [ + "https://github.com/TianDongL/Blind_watermark_Comfyui" + ], + "install_type": "git-clone", + "description": "A powerful blind watermark plugin for ComfyUI that allows you to embed and extract invisible watermarks in images using frequency domain techniques (DWT-DCT-SVD)." + }, + { + "author": "wallen0322", + "title": "ComfyUI-Wan22FMLF", + "reference": "https://github.com/wallen0322/ComfyUI-Wan22FMLF", + "files": [ + "https://github.com/wallen0322/ComfyUI-Wan22FMLF" + ], + "install_type": "git-clone", + "description": "Multi-frame reference conditioning nodes for Wan2.2 A14B I2V models." + }, + { + "author": "wallen0322", + "title": "ComfyUI-AE-Animation", + "reference": "https://github.com/wallen0322/ComfyUI-AE-Animation", + "files": [ + "https://github.com/wallen0322/ComfyUI-AE-Animation" + ], + "install_type": "git-clone", + "description": "After Effects-style animation nodes for ComfyUI with timeline-based keyframe control, layer management, and real-time preview rendering. (Description by CC)" + }, + { + "author": "KursatAs", + "title": "Comfyui Krs Nodes", + "reference": "https://github.com/KursatAs/KrsNodes", + "files": [ + "https://github.com/KursatAs/KrsNodes" + ], + "install_type": "git-clone", + "description": "NODES: TextEncodeQwenImageEditKrsSimple, TextEncodeQwenImageEditKrsAdvanced, QwenImageEditLatentKrs, ..." + }, + { + "author": "Blacksnowskill", + "title": "BSS WD14 Batch Tagger", + "reference": "https://github.com/BlackSnowSkill/wd14_batch_tagger", + "files": [ + "https://github.com/BlackSnowSkill/wd14_batch_tagger" + ], + "install_type": "git-clone", + "description": "Automatic image tagging using WD14 models with batch processing and GPU acceleration for ComfyUI", + "category": "Image Processing", + "tags": ["image", "tagging", "wd14", "batch", "gpu"], + "pip": [ + "onnxruntime>=1.16.0", + "numpy>=1.24.0", + "pillow>=9.0.0", + "huggingface-hub>=0.16.0" + ] + }, + { + "author": "Novice_Chen", + "title": "ComfyUI-Simple-IndexTTs", + "reference": "https://github.com/NewNoviceChen/ComfyUI-Simple-IndexTTs", + "files": [ + "https://github.com/NewNoviceChen/ComfyUI-Simple-IndexTTs" + ], + "install_type": "git-clone", + "description": "Bilibili IndexTTS2 ComfyUI Version - Auto-downloads models, simple to use." + }, + { + "author": "WWWEN8", + "title": "ComfyUI-CCXManager", + "reference": "https://github.com/WWWEN8/ComfyUI-CCXManager", + "files": [ + "https://github.com/WWWEN8/ComfyUI-CCXManager" + ], + "install_type": "git-clone", + "description": "Set to run once, and the SD-PPP Photoshop plugin will be automatically updated when there are updates later, completely eliminating the need for manual updates on the Photoshop side." + }, + { + "author": "Fossiel", + "title": "ComfyUI-Fossiel-QoL-Nodes", + "reference": "https://github.com/Fossiel/ComfyUI-Fossiel-QoL-Nodes", + "files": [ + "https://github.com/Fossiel/ComfyUI-Fossiel-QoL-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI-Fossiel-QoL-Nodes is (what will hopefully become) a suite of custom nodes for ComfyUI to improve quality of life. These nodes have been developed for personal use but maybe you’ll find them useful as well." + }, + { + "author": "Fossiel", + "title": "ComfyUI-Fossiel-WAN-Additional-Tilers", + "reference": "https://github.com/Fossiel/ComfyUI-Fossiel-WAN-Additional-Tilers", + "files": [ + "https://github.com/Fossiel/ComfyUI-Fossiel-WAN-Additional-Tilers" + ], + "install_type": "git-clone", + "description": "Suite of nodes providing VAE tiling functionality for WAN conditioners to reduce VRAM usage while maintaining generation quality. (Description by CC)" + }, + { + "author": "rsxdalv", + "title": "TTS WebUI API nodes for ComfyUI", + "id": "tts-webui", + "reference": "https://github.com/rsxdalv/ComfyUI-TTS-Webui", + "files": [ + "https://github.com/rsxdalv/ComfyUI-TTS-Webui" + ], + "install_type": "git-clone", + "description": "Nodes: TTS WebUI Kokoro, TTS WebUI Chatterbox, TTS WebUI StyleTTS2, TTS WebUI Kitten TTS, TTS WebUI F5-TTS, TTS WebUI Preset\nAdd API key to environment variable 'TTS_WEBUI_OPENAI_API_KEY'\nAlternatively you can write your API key to file 'tts_api_key.txt'\nYou can also use and/or override the above by entering your API key in the 'api_key' field of each node." + }, + { + "author": "djdarcy", + "title": "Smart Resolution Calculator", + "reference": "https://github.com/DazzleNodes/ComfyUI-Smart-Resolution-Calc", + "files": [ + "https://github.com/DazzleNodes/ComfyUI-Smart-Resolution-Calc" + ], + "install_type": "git-clone", + "description": "Flexible resolution and latent generation for ComfyUI with toggle-based dimension inputs and automatic calculation of missing values" + }, + { + "author": "yannickcruz", + "title": "ComfyUI YSC HighRes-Fix", + "reference": "https://github.com/yannickcruz/ComfyUI_YSC_HighResFix", + "files": [ + "https://github.com/yannickcruz/ComfyUI_YSC_HighResFix" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI designed to simplify the 'High-Resolution Fix' process. This node takes an input image, performs a direct upscale, and then re-encodes it into a latent image, preparing it for a final sampling pass to add details." + }, + { + "author": "GeekatplayStudio", + "title": "ComfyUI HiTem3D Integration", + "reference": "https://github.com/GeekatplayStudio/comfyui-hitem3d", + "files": [ + "https://github.com/GeekatplayStudio/comfyui-hitem3d" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI node collection that integrates with the HiTem3D API to generate high-quality 3D models from images, featuring advanced HTML preview capabilities and dynamic content generation." + }, + { + "author": "GeekatplayStudio", + "title": "ComfyUI-Text2Speech", + "reference": "https://github.com/GeekatplayStudio/ComfyUI-Text2Speech", + "files": [ + "https://github.com/GeekatplayStudio/ComfyUI-Text2Speech" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for text-to-speech integration with a local TTS server." + }, + { + "author": "wouterverweirder", + "title": "ComfyUI PenPlotter", + "reference": "https://github.com/wouterverweirder/comfyui-penplotter", + "files": [ + "https://github.com/wouterverweirder/comfyui-penplotter" + ], + "install_type": "git-clone", + "description": "Custom nodes to convert images to pen plotter files" + }, + { + "author": "wouterverweirder", + "title": "ComfyUI SAM3", + "reference": "https://github.com/wouterverweirder/comfyui_sam3", + "files": [ + "https://github.com/wouterverweirder/comfyui_sam3" + ], + "install_type": "git-clone", + "description": "Custom Nodes to work with SAM3" + }, + { + "author": "wouterverweirder", + "title": "comfyui_live_input_stream", + "reference": "https://github.com/wouterverweirder/comfyui_live_input_stream", + "files": [ + "https://github.com/wouterverweirder/comfyui_live_input_stream" + ], + "install_type": "git-clone", + "description": "Webcam & Screen Share Input Nodes with Cropping and Live Preview of the Cropped Stream" + }, + { + "author": "Aishor", + "title": "Meta-Sampler Guiado (Seed-WAN)", + "reference": "https://github.com/Aishor/comfyui-meta-sampler-guiado", + "files": [ + "https://github.com/Aishor/comfyui-meta-sampler-guiado" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node that implements the Guided Meta-Sampler for video outpainting." + }, + { + "author": "ModelTC", + "title": "ComfyUI-LightVAE", + "reference": "https://github.com/ModelTC/ComfyUI-LightVAE", + "files": [ + "https://github.com/ModelTC/ComfyUI-LightVAE" + ], + "install_type": "git-clone", + "description": "ComfyUI-LightVAE is a collection of LightX2V VAE custom nodes designed for ComfyUI, supporting high-performance video VAE models including LightVAE and LightTAE." + }, + { + "author": "yeeyou", + "title": "ComfyUI OpenAI Compatible API Node", + "reference": "https://github.com/yeeyou/ComfyUI-OpenAI-Compatible-API", + "files": [ + "https://github.com/yeeyou/ComfyUI-OpenAI-Compatible-API" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that supports OpenAI-compatible APIs, allowing it to call any large-language-model service compatible with the OpenAI API format (such as vLLM, LM Studio, Ollama, LocalAI, etc.)." + }, + { + "author": "koirpraw", + "title": "ComfyUI GCP Cloud Storage Integration", + "reference": "https://github.com/koirpraw/ComfyUI-GCP-storage-decouple", + "files": [ + "https://github.com/koirpraw/ComfyUI-GCP-storage-decouple" + ], + "install_type": "git-clone", + "description": "This custom node package provides seamless integration between ComfyUI and Google Cloud Platform (GCP) Cloud Storage, enabling you to run ComfyUI without relying on instance disk storage. decouple your storage needs from local disks by leveraging GCP's scalable and reliable Cloud Storage service. Models can be saved and loaded directly from Cloud Storage, while outputs and temporary files are automatically synced." + }, + { + "author": "myonmu0", + "title": "ComfyUI-Jumper", + "reference": "https://github.com/myonmu0/ComfyUI-Jumper", + "files": [ + "https://github.com/myonmu0/ComfyUI-Jumper" + ], + "install_type": "git-clone", + "description": "Pass string and images between multiple ComfyUI via socket. Easy and intuitive nodes for remote connection." + }, + { + "author": "FranckyB", + "title": "ComfyUI-Prompt-Manager", + "reference": "https://github.com/FranckyB/ComfyUI-Prompt-Manager", + "files": [ + "https://github.com/FranckyB/ComfyUI-Prompt-Manager" + ], + "install_type": "git-clone", + "description": "A simple custom node for ComfyUI that allows you to save and reuse prompts, organized into different categories" + }, + { + "author": "petr-pr", + "title": "ComfyUI-TranslationNode", + "reference": "https://github.com/petr-pr/ComfyUI-TranslationNode", + "files": [ + "https://github.com/petr-pr/ComfyUI-TranslationNode" + ], + "install_type": "git-clone", + "description": "Offline translation node for ComfyUI, powered by Facebook's M2M-100 multilingual model. Translate text between 100+ languages — completely offline and private." + }, + { + "author": "eRepublik-Labs", + "title": "ERPK Collection", + "reference": "https://github.com/eRepublik-Labs/comfyui-nodes-erpk", + "files": [ + "https://github.com/eRepublik-Labs/comfyui-nodes-erpk" + ], + "install_type": "git-clone", + "description": "A monorepo for ERPK's custom ComfyUI nodes, extending ComfyUI's functionality through integrations with various AI services and APIs." + }, + { + "author": "alFrame", + "title": "ComfyUI AF - Find Nodes", + "reference": "https://github.com/alFrame/ComfyUI-AF-Find-Nodes", + "files": [ + "https://github.com/alFrame/ComfyUI-AF-Find-Nodes" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that allows you to find and locate nodes by their ID, title, pack, or type in complex workflows." + }, + { + "author": "alFrame", + "title": "ComfyUI AF - Pack-Prompt-Nodes", + "reference": "https://github.com/alFrame/ComfyUI-AF-Pack-Prompt-Nodes", + "files": [ + "https://github.com/alFrame/ComfyUI-AF-Pack-Prompt-Nodes" + ], + "install_type": "git-clone", + "description": "A lightweight suite of ComfyUI custom nodes for AI prompt management and history tracking." + }, + { + "author": "alFrame", + "title": "ComfyUI AF - Enhanced-HTML-Note", + "reference": "https://github.com/alFrame/ComfyUI-AF-Enhanced-HTML-Note", + "files": [ + "https://github.com/alFrame/ComfyUI-AF-Enhanced-HTML-Note" + ], + "install_type": "git-clone", + "description": "A ComfyUI Note node with HTML capabilities. Create notes, UI's and ReadMe's directly inside the workflow using rich HTML formatting." + }, + { + "author": "loockluo", + "title": "ComfyUI WhisperX Pro", + "reference": "https://github.com/loockluo/comfyui-whisperx-pro", + "files": [ + "https://github.com/loockluo/comfyui-whisperx-pro" + ], + "install_type": "git-clone", + "description": "A professional ComfyUI custom node for accurate text-audio alignment using [a/WhisperX](https://github.com/m-bain/whisperX)." + }, + { + "author": "Revmagi", + "title": "DDM Bundle - ComfyUI Custom Nodes", + "reference": "https://github.com/Revmagi/DDM_bundle", + "files": [ + "https://github.com/Revmagi/DDM_bundle" + ], + "install_type": "git-clone", + "description": "Clean workflow routing nodes for ComfyUI. Say goodbye to spaghetti connections!" + }, + { + "author": "hardik-uppal", + "title": "ComfyUI-QwenVL-MultiImage", + "reference": "https://github.com/hardik-uppal/ComfyUI-QwenVL-MultiImage", + "files": [ + "https://github.com/hardik-uppal/ComfyUI-QwenVL-MultiImage" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that integrates Qwen2.5-VL and Qwen3-VL vision-language models with multi-image support. Process multiple images simultaneously with advanced AI capabilities for image understanding, comparison, and analysis." + }, + { + "author": "ardadmrknn", + "title": "ComfyUI Prompt History Node", + "reference": "https://github.com/ardadmrknn/comfyui-history-clip-text-encode-node", + "files": [ + "https://github.com/ardadmrknn/comfyui-history-clip-text-encode-node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that automatically saves your prompts, generated images, and workflow metadata into a browsable history, accessible directly from the node." + }, + { + "author": "EuphoricPenguin", + "title": "ComfyUI Resemble Enhance", + "reference": "https://github.com/EuphoricPenguin/resemble-enhance-comfyui", + "files": [ + "https://github.com/EuphoricPenguin/resemble-enhance-comfyui" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for audio enhancement using Resemble AI's Resemble Enhance model. Created using OpenHands, Cline, and DeepSeek." + }, + { + "author": "DazzleNodes", + "title": "ComfyUI Fit Mask to Image", + "reference": "https://github.com/DazzleNodes/fit-mask-to-image", + "files": [ + "https://github.com/DazzleNodes/fit-mask-to-image" + ], + "install_type": "git-clone", + "description": "Automatically resizes masks to match image dimensions for seamless inpainting workflows." + }, + { + "author": "DazzleNodes", + "title": "DazzleNodes Collection", + "reference": "https://github.com/DazzleNodes/DazzleNodes", + "files": [ + "https://github.com/DazzleNodes/DazzleNodes" + ], + "install_type": "git-clone", + "description": "A curated collection of image/latent creation and transformation custom nodes for ComfyUI. Each node is independently developed and maintained, but packaged together for convenient installation." + }, + { + "author": "okdalto", + "title": "ComfyUI-WithAnyone", + "reference": "https://github.com/okdalto/ComfyUI-WithAnyone", + "files": [ + "https://github.com/okdalto/ComfyUI-WithAnyone" + ], + "install_type": "git-clone", + "description": "This repository is a ComfyUI port of the WithAnyone model introduced in the paper.\n[a/WithAnyone: Towards Controllable and ID-Consistent Image Generation (2025)](https://arxiv.org/abs/2510.14975)\nOriginal implementation: [a/Doby-Xu/WithAnyone](https://github.com/Doby-Xu/WithAnyone)." + }, + { + "author": "okdalto", + "title": "ComfyUI-PersonaLive", + "reference": "https://github.com/okdalto/ComfyUI-PersonaLive", + "files": [ + "https://github.com/okdalto/ComfyUI-PersonaLive" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation of PersonaLive: Expressive Portrait Image Animation for Live Streaming, enabling portrait animation driven by reference images. (Description by CC)" + }, + { + "author": "okdalto", + "title": "ComfyUI-FlashPortrait", + "reference": "https://github.com/okdalto/ComfyUI-FlashPortrait", + "files": [ + "https://github.com/okdalto/ComfyUI-FlashPortrait" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for FlashPortrait that enable infinite-length portrait animation generation driven by video with automatic model downloading and flexible input options." + }, + { + "author": "hw5511", + "title": "Woohee HF Upscaler Loader", + "reference": "https://github.com/hw5511/comfyui_hf_upscaler_loader", + "files": [ + "https://github.com/hw5511/comfyui_hf_upscaler_loader" + ], + "install_type": "git-clone", + "description": "Load upscale models directly from Hugging Face Hub in ComfyUI" + }, + { + "author": "edoardocompagnucci", + "title": "ComfyUI-HSyn9DHPE", + "reference": "https://github.com/edoardocompagnucci/ComfyUI-HSyn9DHPE", + "files": [ + "https://github.com/edoardocompagnucci/ComfyUI-HSyn9DHPE" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for 9D Human Pose Estimation, integrating the [a/HSyn9DHPE](https://github.com/edoardocompagnucci/HSyn9DHPE) project." + }, + { + "author": "dskjal", + "title": "comfyui-yolov8-simple", + "reference": "https://github.com/dskjal/comfyui-yolov8-simple", + "files": [ + "https://github.com/dskjal/comfyui-yolov8-simple" + ], + "install_type": "git-clone", + "description": "Simple yolov8 comfyui plugin. This plugin adds Yolov8DetectionSegmentation node and ImageCompositeBlurred node." + }, + { + "author": "dskjal", + "title": "comfyui-yolov8-dsuksampler", + "reference": "https://github.com/dskjal/comfyui-yolov8-dsuksampler", + "files": [ + "https://github.com/dskjal/comfyui-yolov8-dsuksampler" + ], + "install_type": "git-clone", + "description": "This node performs detection and segmentation, as well as upsampling, sampling, and blurring the composite." + }, + { + "author": "WingeD123", + "title": "ComfyUI_QwenVL_PromptCaption", + "reference": "https://github.com/WingeD123/ComfyUI_QwenVL_PromptCaption", + "files": [ + "https://github.com/WingeD123/ComfyUI_QwenVL_PromptCaption" + ], + "install_type": "git-clone", + "description": "Leverages Qwen 2.5/3 VL for prompt inversion & caption generation." + }, + { + "author": "kianxyzw", + "title": "ComfyUI Model Linker Extension", + "reference": "https://github.com/kianxyzw/comfyui-model-linker", + "files": [ + "https://github.com/kianxyzw/comfyui-model-linker" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that helps users relink missing models in workflows" + }, + { + "author": "Lavah000", + "title": "ComfyUI Advanced Generation Pack (AGP)", + "reference": "https://github.com/Lavah000/ComfyUI-AdvGenPack", + "files": [ + "https://github.com/Lavah000/ComfyUI-AdvGenPack" + ], + "install_type": "git-clone", + "description": "Production-ready custom nodes for advanced diffusion workflows. Modular implementation grounded in proven techniques from leading ComfyUI repositories." + }, + { + "author": "GuardSkill", + "title": "ComfyUI-VoiceSep", + "reference": "https://github.com/GuardSkill/ComfyUI-VoiceSep", + "files": [ + "https://github.com/GuardSkill/ComfyUI-VoiceSep" + ], + "install_type": "git-clone", + "description": "Seperation the voice to 2 track/person by voicesep, keep the office effect in Modelscope demo meanwhile accelerate the resample speed." + }, + { + "author": "trunksn1", + "title": "ComfyUI Checkpoint Rotation Node", + "reference": "https://github.com/trunksn1/comfyui-change-checkpoint-randomly", + "files": [ + "https://github.com/trunksn1/comfyui-change-checkpoint-randomly" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables automatic checkpoint rotation during batch image generation. This allows you to generate images using multiple different model checkpoints in a single workflow, automatically switching between them based on your specified interval." + }, + { + "author": "francarl", + "title": "ComfyUI-OnDemand-Lora-Loader", + "reference": "https://github.com/francarl/ComfyUI-OnDemand-Loaders", + "files": [ + "https://github.com/francarl/ComfyUI-OnDemand-Loaders" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that allows you to download and apply LoRA models directly from Civitai/HuggingFace. It simplifies your workflow by managing LoRA downloads automatically, so you don't have to manually download files and place them in the correct folder." + }, + { + "author": "nour", + "title": "nd-super-nodes", + "reference": "https://github.com/HenkDz/nd-super-nodes", + "files": [ + "https://github.com/HenkDz/nd-super-nodes" + ], + "install_type": "git-clone", + "description": "Super LoRA Loader and ND Super Selector overlays for ComfyUI." + }, + { + "author": "Seb-Lis", + "title": "comfyui-image-labeler", + "reference": "https://github.com/Seb-Lis/comfyui-image-labeler", + "files": [ + "https://github.com/Seb-Lis/comfyui-image-labeler" + ], + "install_type": "git-clone", + "description": "Image labeler for ComyUI" + }, + { + "author": "Seb-Lis", + "title": "ComfyUI_Node_Pack", + "reference": "https://github.com/Seb-Lis/ComfyUI_Node_Pack", + "files": [ + "https://github.com/Seb-Lis/ComfyUI_Node_Pack" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for image processing, workflow management, and generation metadata tracking." + }, + { + "author": "Seb-Lis", + "title": "ComfyUI_Gemini_3_Pro_API_node", + "reference": "https://github.com/Seb-Lis/ComfyUI_Gemini_3_Pro_API_node", + "files": [ + "https://github.com/Seb-Lis/ComfyUI_Gemini_3_Pro_API_node" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that generates images using Google's Gemini API directly within ComfyUI, supporting resolutions up to 4K." + }, + { + "author": "gitcapoom", + "title": "ComfyUI FOV Estimator", + "reference": "https://github.com/gitcapoom/comfyui_fovestimator", + "files": [ + "https://github.com/gitcapoom/comfyui_fovestimator" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that estimates the Field of View (FOV) and tilt angle (horizon angle) of images using computer vision techniques." + }, + { + "author": "lakonik", + "title": "ComfyUI-piFlow", + "id": "piflow", + "reference": "https://github.com/Lakonik/ComfyUI-piFlow", + "files": [ + "https://github.com/Lakonik/ComfyUI-piFlow" + ], + "install_type": "git-clone", + "description": "ComfyUI pi-Flow nodes for fast few-step sampling." + }, + { + "author": "mikesimone", + "title": "Link Mode Toggle", + "reference": "https://github.com/mikesimone/ComfyUI-LinkModeToggle", + "files": [ + "https://github.com/mikesimone/ComfyUI-LinkModeToggle" + ], + "install_type": "git-clone", + "description": "Adds hotkeys (F8 / Ctrl+K) and a toolbar button to cycle node link styles (Spline / Linear / Straight).", + "tags": ["ui", "hotkey", "canvas"] + }, + { + "author": "adambarbato", + "title": "Sa2VA Segmentation", + "reference": "https://github.com/adambarbato/ComfyUI-Sa2VA", + "files": [ + "https://github.com/adambarbato/ComfyUI-Sa2VA" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Sa2VA (Segment Anything 2 Video Assistant) - Advanced multimodal image and video understanding with segmentation." + }, + { + "author": "Bio2hazard", + "title": "ComfyUI Prompt Snippets", + "reference": "https://github.com/Bio2hazard/ComfyUI-Prompt-Snippets", + "files": [ + "https://github.com/Bio2hazard/ComfyUI-Prompt-Snippets" + ], + "install_type": "git-clone", + "description": "This extension for ComfyUI adds a autocompletion feature that helps you write prompts faster and more efficiently. It provides suggestions from premade and custom data files as you type, allowing you to quickly insert and expand predefined keywords." + }, + { + "author": "colorAi", + "title": "ComfyUI-Image Selector by Prompt", + "reference": "https://github.com/colorAi/comfyui-ImageSelectorbyPrompt", + "files": [ + "https://github.com/colorAi/comfyui-ImageSelectorbyPrompt" + ], + "install_type": "git-clone", + "description": "Choose which image to use based on the keywords in the prompt." + }, + { + "author": "Lorenzo Mercugliano", + "title": "Multiple-Angle-Camera-Control", + "id": "multiple-angle-camera-control", + "reference": "https://github.com/mercu-lore/-Multiple-Angle-Camera-Control", + "files": [ + "https://github.com/mercu-lore/-Multiple-Angle-Camera-Control" + ], + "install_type": "git-clone", + "description": "Advanced camera control prompt generator for ComfyUI, optimized for dx8152's MultiAngle LoRA. Simplifies multi-directional movements, rotations, and special views with bilingual output." + }, + { + "author": "Lorenzo Mercugliano", + "title": "BoxBox", + "id": "ComfyUI-BoxBox", + "reference": "https://github.com/mercu-lore/BoxBox", + "description": "BoxBox is a lightweight ComfyUI extension for drawing, cropping, resizing, and reinserting specific regions of an image.", + "files": [ + "https://github.com/mercu-lore/BoxBox" + ], + "install_type": "git-clone" + }, + { + "author": "Owl-V", + "title": "ComfyUI-Owlv_Nodes", + "id": "comfyui-owlv_nodes", + "reference": "https://github.com/OwlvChirotha/ComfyUI-Owlv_Nodes", + "files": [ + "https://github.com/OwlvChirotha/ComfyUI-Owlv_Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom utility nodes for ComfyUI, providing a variety of practical mini-tools with multiple functions.", + "tags": ["utility"] + }, + { + "author": "Owl-V", + "title": "ComfyUI-MultiTranslator", + "id": "comfyui-multitranslator-owlv", + "reference": "https://github.com/OwlvChirotha/ComfyUI-MultiTranslator", + "files":[ + "https://github.com/OwlvChirotha/ComfyUI-MultiTranslator" + ], + "install_type": "git-clone", + "description": "ComfyUI plug-in collection of basic translator, LLM translator and a series of LLM Service Connectors.", + "tags": ["translation", "llm", "ai", "connector", "utility"] + }, + { + "author": "Cyrostar", + "title": "ComfyUI-Artha-Nodes", + "id": "comfyui-artha-nodes", + "reference": "https://github.com/Cyrostar/ComfyUI-Artha-Nodes", + "files": [ + "https://github.com/Cyrostar/ComfyUI-Artha-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for general purpose." + }, + { + "author": "bulldog68", + "title": "FMJ-speed-Prompt", + "reference": "https://github.com/bulldog68/ComfyUI_FMJ_SP", + "files": [ + "https://github.com/bulldog68/ComfyUI_FMJ_SP" + ], + "install_type": "git-clone", + "description": "Prompt generator from CSV files with randomization and external text input.", + "tags": ["prompt", "csv", "text", "random"] + }, + { + "author": "bulldog68", + "title": "FMJ-LLM", + "reference": "https://github.com/bulldog68/ComfyUI_FMJ_LLM", + "files": [ + "https://github.com/bulldog68/ComfyUI_FMJ_LLM" + ], + "install_type": "git-clone", + "description": "Advanced nodes for interaction with Olama (text, vision, image editing), with dynamic management of prompts via CSV.", + "tags": ["prompt", "csv", "text", "random"] + }, + { + "author": "bulldog68", + "title": "ComfyUI_FMJ_SaveImageVersions", + "description": "Image saving with complete metadata (prompts, seed, software versions) + smart loading.", + "reference": "https://github.com/bulldog68/ComfyUI_FMJ_SaveImageVersions", + "files": [ + "https://github.com/bulldog68/ComfyUI_FMJ_SaveImageVersions" + ], + "install_type": "git-clone", + "tags": ["save image", "metadonne"], + "license": "GNU V3" + }, + { + "author": "Usonaki", + "title": "ComfyUI-DyPE-Nunchaku", + "reference": "https://github.com/Usonaki/ComfyUI-DyPE-Nunchaku", + "files": [ + "https://github.com/Usonaki/ComfyUI-DyPE-Nunchaku" + ], + "install_type": "git-clone", + "description": "DyPE for FLUX. Nunchaku compatible fork." + }, + { + "author": "arthur", + "title": "Video Output Bridge", + "reference": "https://github.com/arthurtravers/ComfyUI-VideoOutputBridge", + "files": [ + "https://github.com/arthurtravers/ComfyUI-VideoOutputBridge" + ], + "install_type": "git-clone", + "description": "Bridge VHS_VideoCombine video outputs to standard image payloads for serverless runners (RunPod, Modal). Enables automatic S3 uploads of MP4/WebP files in worker-comfyui deployments." + }, + { + "author": "val", + "title": "Groq Nodes", + "reference": "https://github.com/brayevalerien/ComfyUI-GroqNodes", + "files": [ + "https://github.com/brayevalerien/ComfyUI-GroqNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Groq API - chat, vision, audio, tool use, and batch processing" + }, + { + "author": "x0x0b", + "title": "Prompt History Gallery", + "reference": "https://github.com/x0x0b/ComfyUI-PromptHistoryGallery", + "files": [ + "https://github.com/x0x0b/ComfyUI-PromptHistoryGallery" + ], + "install_type": "git-clone", + "description": "Prompt history input node and sidebar gallery for ComfyUI." + }, + { + "author": "x0x0b", + "title": "ComfyUI-spritefusion-pixel-snapper", + "reference": "https://github.com/x0x0b/ComfyUI-spritefusion-pixel-snapper", + "files": [ + "https://github.com/x0x0b/ComfyUI-spritefusion-pixel-snapper" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node port of Sprite Fusion Pixel Snapper that snaps pixel art to a clean grid and quantized palette." + }, + { + "author": "EnragedAntelope", + "title": "comfy-modelopt", + "reference": "https://github.com/EnragedAntelope/comfy-modelopt", + "files": [ + "https://github.com/EnragedAntelope/comfy-modelopt" + ], + "install_type": "git-clone", + "description": "NVIDIA ModelOpt integration for ComfyUI - Quantize and optimize diffusion models with INT8/FP8/INT4" + }, + { + "author": "EnragedAntelope", + "title": "ComfyUI_EasyRegion", + "reference": "https://github.com/EnragedAntelope/ComfyUI_EasyRegion", + "files": [ + "https://github.com/EnragedAntelope/ComfyUI_EasyRegion" + ], + "install_type": "git-clone", + "description": "Control different parts of your image with separate prompts using visual box drawing." + }, + { + "author": "EnragedAntelope", + "title": "comfyui-sdnq", + "reference": "https://github.com/EnragedAntelope/comfyui-sdnq", + "files": [ + "https://github.com/EnragedAntelope/comfyui-sdnq" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node pack for loading SDNQ quantized models" + }, + { + "author": "tester4488", + "title": "mc_qwen", + "reference": "https://github.com/tester4488/mc_qwen", + "files": [ + "https://github.com/tester4488/mc_qwen" + ], + "install_type": "git-clone", + "description": "comfyui node TextEconder for qwen image edit with internal lanczos rescale instead of area rescale." + }, + { + "author": "Creditas-labs", + "title": "ComfyUI_Adforge", + "reference": "https://github.com/Creditas-labs/ComfyUI_Adforge", + "files": [ + "https://github.com/Creditas-labs/ComfyUI_Adforge" + ], + "install_type": "git-clone", + "description": "Creditas' Ad Creation Toolkit for ComfyUI" + }, + { + "author": "shiba2shiba", + "title": "ComfyUI_FreeU_V2_advanced", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_advanced", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_advanced" + ], + "install_type": "git-clone", + "description": "This is a custom node to add timestep for FreeU V2." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-HSWQ-Quantizer", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI reference implementation of Hybrid Sensitivity Weighted Quantization (HSWQ) for model optimization." + }, + { + "author": "Tr1dae", + "title": "ComfyUI-EasyFilePaths", + "reference": "https://github.com/Tr1dae/ComfyUI-EasyFilePaths", + "files": [ + "https://github.com/Tr1dae/ComfyUI-EasyFilePaths" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes that automatically populate dropdowns based on your folder structure and user configuration, making it easy to generate consistent file names." + }, + { + "author": "TJ16th", + "title": "TJ_ComfyUI_Lineart2Vector", + "reference": "https://github.com/TJ16th/TJ_ComfyUI_Lineart2Vector", + "files": [ + "https://github.com/TJ16th/TJ_ComfyUI_Lineart2Vector" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for line art centerline extraction and SVG manipulation with advanced editing and visualization capabilities." + }, + { + "author": "TJ16th", + "title": "TJ_ComfyUI_ColorUtility", + "reference": "https://github.com/TJ16th/TJ_ComfyUI_ColorUtility", + "files": [ + "https://github.com/TJ16th/TJ_ComfyUI_ColorUtility" + ], + "install_type": "git-clone", + "description": "Provides a high-precision RGB/HSV/Alpha color picker as a custom node for ComfyUI." + }, + { + "author": "fuselayer", + "title": "comfyui-noise-match", + "reference": "https://github.com/fuselayer/comfyui-noise-match", + "files": [ + "https://github.com/fuselayer/comfyui-noise-match" + ], + "install_type": "git-clone", + "description": "Extract authentic noise patterns from real photographs and apply them to AI-generated or composited elements for seamless photorealistic integration." + }, + { + "author": "alexjx", + "title": "ComfyUI-Sa2VA-XJ", + "reference": "https://github.com/alexjx/ComfyUI-Sa2VA-XJ", + "files": [ + "https://github.com/alexjx/ComfyUI-Sa2VA-XJ" + ], + "install_type": "git-clone", + "description": "Simple implementation of [a/ByteDance Sa2VA](https://github.com/bytedance/Sa2VA) nodes for ComfyUI." + }, + { + "author": "alexjx", + "title": "ComfyUI-XJNodes", + "reference": "https://github.com/alexjx/ComfyUI-XJNodes", + "files": [ + "https://github.com/alexjx/ComfyUI-XJNodes" + ], + "install_type": "git-clone", + "description": "A modular collection of custom nodes for ComfyUI, organized by data type for easy navigation and maintenance." + }, + { + "author": "bowtiedbluefin", + "title": "ComfyUI-AI-CustomURL", + "reference": "https://github.com/bowtiedbluefin/ComfyUI-AI-CustomURL", + "files": [ + "https://github.com/bowtiedbluefin/ComfyUI-AI-CustomURL" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI extension that enables text, image, video, and speech generation using any OpenAI-compatible API endpoint with custom URLs." + }, + { + "author": "HallettVisual", + "title": "ComfyUI-Qwen-Camera-Selector", + "reference": "https://github.com/HallettVisual/ComfyUI-Qwen-Camera-Selector", + "files": [ + "https://github.com/HallettVisual/ComfyUI-Qwen-Camera-Selector" + ], + "install_type": "git-clone", + "description": "Simple camera prompt builder node for Qwen-Edit-2509 Multiple-Angles in ComfyUI." + }, + { + "author": "Geo1230", + "title": "ComfyUI-DeepseekOCR", + "reference": "https://github.com/Geo1230/ComfyUI-DeepseekOCR", + "files": [ + "https://github.com/Geo1230/ComfyUI-DeepseekOCR" + ], + "install_type": "git-clone", + "description": "A custom node that wraps DeepSeek-OCR as a ComfyUI plugin, providing powerful OCR recognition and document parsing capabilities." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-QwenVideo", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenVideo", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenVideo" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for video analysis and prompt generation using Qwen3-VL-235B vision-language model via OpenRouter API." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-MemoryCleaner", + "id": "memorycleaner", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-MemoryCleaner", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-MemoryCleaner" + ], + "install_type": "git-clone", + "description": "NODES: Memory Cleaner (Force), Memory Status" + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-PreviewImageNode", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-PreviewImageNode", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-PreviewImageNode" + ], + "install_type": "git-clone", + "description": "Standalone version of ComfyUI's PreviewImage and SaveImage nodes, extracted as an independent custom node for easy reuse and customization." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-QwenFrameSelector", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenFrameSelector", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenFrameSelector" + ], + "install_type": "git-clone", + "description": "Intelligent video frame selection node powered by Qwen3-VL-235B vision model. Automatically analyzes and selects the best quality frames from videos for further creative work." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-LLM-GGUF", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-LLM-GGUF", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-LLM-GGUF" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for GGUF LLM model inference with chat support, conversation history, session management, and GPU layer offloading." + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterI2V", + "reference": "https://github.com/princepainter/ComfyUI-PainterI2V", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterI2V" + ], + "install_type": "git-clone", + "description": "An enhanced Wan2.2 Image-to-Video node specifically designed to fix the slow-motion issue in 4-step LoRAs (like lightx2v).", + "tags": ["video", "image-to-video", "Wan2.2", "LoRA"] + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterLongVideo", + "reference": "https://github.com/princepainter/ComfyUI-PainterLongVideo", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterLongVideo" + ], + "install_type": "git-clone", + "description": "Powerful node for generating long-form videos with consistent motion, global scene coherence, and slow-motion correction in Wan 2.2-based workflows." + }, + { + "author": "princepainter", + "title": "Comfyui-PainterAudioCut", + "reference": "https://github.com/princepainter/Comfyui-PainterAudioCut", + "files": [ + "https://github.com/princepainter/Comfyui-PainterAudioCut" + ], + "install_type": "git-clone", + "description": "High-precision audio trimming custom node based on frame rates for ComfyUI - trim audio precisely by frame numbers instead of timestamps, perfectly matching video frame synchronization needs. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterI2VforKJ", + "reference": "https://github.com/princepainter/ComfyUI-PainterI2VforKJ", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterI2VforKJ" + ], + "install_type": "git-clone", + "description": "Enhanced image-to-video node for Wan2.2 optimized for 4-step LoRAs that fixes slow-motion issues by increasing motion amplitude by 15-50%, with camera movement enhancement. (Description by CC)" + }, + { + "author": "princepainter", + "title": "Comfyui-PainterSampler", + "reference": "https://github.com/princepainter/Comfyui-PainterSampler", + "files": [ + "https://github.com/princepainter/Comfyui-PainterSampler" + ], + "install_type": "git-clone", + "description": "A dual-model image-to-video sampler for ComfyUI that combines high-noise and low-noise models in a single node, replacing two KSamplerAdvanced nodes with zero overhead and bit-identical frame generation. (Description by CC)" + }, + { + "author": "princepainter", + "title": "Comfyui-PainterVRAM", + "reference": "https://github.com/princepainter/Comfyui-PainterVRAM", + "files": [ + "https://github.com/princepainter/Comfyui-PainterVRAM" + ], + "install_type": "git-clone", + "description": "ComfyUI node that reserves GPU VRAM before workflow execution to prevent OOM crashes with manual or auto mode options." + }, + { + "author": "princepainter", + "title": "PainterFLF2V - First/Last Frame Video Enhancer", + "id": "painterflf2v", + "reference": "https://github.com/princepainter/Comfyui-PainterFLF2V", + "files": [ + "https://github.com/princepainter/Comfyui-PainterFLF2V" + ], + "install_type": "git-clone", + "description": "Enhance first and last frames for smooth video loop generation in ComfyUI. Based on WAN Video workflow.", + "tags": ["video", "frame", "loop", "workflow"] + }, + { + "author": "princepainter", + "title": "Comfyui-PainterAudioLength", + "reference": "https://github.com/princepainter/Comfyui-PainterAudioLength", + "files": [ + "https://github.com/princepainter/Comfyui-PainterAudioLength" + ], + "install_type": "git-clone", + "description": "A tool for calculating audio duration that takes audio input and outputs the audio length as a floating-point number. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterVideoCombine", + "reference": "https://github.com/princepainter/ComfyUI-PainterVideoCombine", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterVideoCombine" + ], + "install_type": "git-clone", + "description": "ComfyUI node: extract fps/frames/duration/width/height from video" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterImageFromBatch", + "reference": "https://github.com/princepainter/ComfyUI-PainterImageFromBatch", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterImageFromBatch" + ], + "install_type": "git-clone", + "description": "PainterImageFromBatch is an enhanced ComfyUI custom node for extracting contiguous frames from image batches." + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterImageLoad", + "reference": "https://github.com/princepainter/ComfyUI-PainterImageLoad", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterImageLoad" + ], + "install_type": "git-clone", + "description": "ComfyUI node for saving, previewing, and passing images downstream while supporting mask editing and intermediate node execution. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterI2Vadvanced", + "reference": "https://github.com/princepainter/ComfyUI-PainterI2Vadvanced", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterI2Vadvanced" + ], + "install_type": "git-clone", + "description": "Enhanced Wan2.2 image-to-video node with dual sampler workflow, dynamic enhancement, and intelligent color drift correction for video generation. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterVideoInfo", + "reference": "https://github.com/princepainter/ComfyUI-PainterVideoInfo", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterVideoInfo" + ], + "install_type": "git-clone", + "description": "Lightweight video information extraction node for ComfyUI that extracts video metadata including frame rate, frame count, width, and height. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterQwenImageEdit", + "reference": "https://github.com/princepainter/ComfyUI-PainterQwenImageEdit", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterQwenImageEdit" + ], + "install_type": "git-clone", + "description": "Qwen multi-image editing enhancement node supporting 8-image input, dual conditional output, and background layer priority for coordinated image composition workflows. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterLTXV2", + "reference": "https://github.com/princepainter/ComfyUI-PainterLTXV2", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterLTXV2" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes providing LTXV audio-video separation sampling and latent preparation capabilities for professional video generation workflows." + }, + { + "author": "princepainter", + "title": "Comfyui-PainterFluxImageEdit", + "reference": "https://github.com/princepainter/Comfyui-PainterFluxImageEdit", + "files": [ + "https://github.com/princepainter/Comfyui-PainterFluxImageEdit" + ], + "install_type": "git-clone", + "description": "A Flux2 text-to-image and image-to-image editing node supporting dual modes, multi-image editing, intelligent masking, and flexible resolution settings. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterAI2V", + "reference": "https://github.com/princepainter/ComfyUI-PainterAI2V", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterAI2V" + ], + "install_type": "git-clone", + "description": "InfiniteTalk lip-sync node optimized for Wan2.2 dual-model workflow with first/last frame precision control and FPS synchronization. (Description by CC)" + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterFrameCount", + "reference": "https://github.com/princepainter/ComfyUI-PainterFrameCount", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterFrameCount" + ], + "install_type": "git-clone", + "description": "Aligns any input frame number to the nearest 4N+1 format, ensuring compatibility with video generation models that require specific frame count constraints." + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterVideoUpscale", + "reference": "https://github.com/princepainter/ComfyUI-PainterVideoUpscale", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterVideoUpscale" + ], + "install_type": "git-clone", + "description": "Automatically scales your input video to specified dimensions and encodes it into latent space for sampling." + }, + { + "author": "princepainter", + "title": "ComfyUI-PainterMultiF2V", + "reference": "https://github.com/princepainter/ComfyUI-PainterMultiF2V", + "files": [ + "https://github.com/princepainter/ComfyUI-PainterMultiF2V" + ], + "install_type": "git-clone", + "description": "A long-form video generation suite that chains keyframe images into coherent videos with automatic segment transitions and cross-dissolves. (Description by CC)" + }, + { + "author": "rafacost", + "title": "rafacostComfy", + "id": "rafacost-comfy", + "reference": "https://github.com/rafacost/rafacost-comfy", + "files": [ + "https://github.com/rafacost/rafacost-comfy" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for DreamOmni2 GGUF multimodal models — powered directly by llama-cpp-python." + }, + { + "author": "yano", + "title": "ComfyUI Fast Mosaic Detector", + "id": "comfyui-fast-mosaic-detector", + "reference": "https://github.com/yano/comfyui-fast-mosaic-detector", + "files": [ + "https://github.com/yano/comfyui-fast-mosaic-detector" + ], + "install_type": "git-clone", + "description": "High-speed and high-accuracy mosaic detection node for ComfyUI. Supports FAST, ACCURATE, and HYBRID modes with ROI refinement." + }, + { + "author": "subraoul", + "title": "Bit Depth Enhancer", + "reference": "https://github.com/subraoul/ComfyUI_Bit-Depth-Enhancer", + "files": [ + "https://github.com/subraoul/ComfyUI_Bit-Depth-Enhancer" + ], + "install_type": "git-clone", + "description": "Bit-depth enhancement and banding removal with classical and deep learning methods" + }, + { + "author": "Alun", + "title": "comfyui-maya1-tts", + "reference": "https://github.com/ruanjianlun/comfyui_maya1_tts_alun", + "files": [ + "https://github.com/ruanjianlun/comfyui_maya1_tts_alun" + ], + "install_type": "git-clone", + "description": "High-quality text-to-speech ComfyUI custom node powered by Maya1 model" + }, + { + "author": "terefang", + "title": "ComfyUI-Terefang-Nodes", + "reference": "https://github.com/terefang/ComfyUI-Terefang-Nodes", + "files": [ + "https://github.com/terefang/ComfyUI-Terefang-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI extension with several convenience nodes." + }, + + { + "author": "AlexXia007", + "title": "AIYang_TripleAPI", + "reference": "https://github.com/AlexXia007/AIYang_TripleAPI", + "files": [ + "https://github.com/AlexXia007/AIYang_TripleAPI" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes integrating three Chinese AI image generation platforms (Hi Dream, Douban, NanoBanana) supporting text-to-image and image-to-image generation with parallel processing and robust error handling. (Description by CC)" + }, + { + "author": "leafiy", + "title": "comfyui_psd_smart_object", + "reference": "https://github.com/leafiy/comfyui_psd_smart_object", + "files": [ + "https://github.com/leafiy/comfyui_psd_smart_object" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for working with Photoshop mockup files - automatically project images onto PSD smart objects while preserving perspective, rotation, and scale transforms for seamless mockup rendering." + }, + { + "author": "NudeJS-dev", + "title": "ComfyUI-NudeJS-Image2Prompt", + "reference": "https://github.com/NudeJS-dev/ComfyUI-NudeJS-Image2Prompt", + "files": [ + "https://github.com/NudeJS-dev/ComfyUI-NudeJS-Image2Prompt" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node converting images to text prompts via external API, with automatic image preprocessing, base64 encoding, intelligent retry logic, and dual output modes. (Description by CC)" + }, + { + "author": "psdwizzard", + "title": "Comfyui-XYZ-stitch", + "reference": "https://github.com/psdwizzard/Comfyui-XYZ-stitch", + "files": [ + "https://github.com/psdwizzard/Comfyui-XYZ-stitch" + ], + "install_type": "git-clone", + "description": "Create A1111-style XYZ plot grids in ComfyUI to test multiple parameters and compare results in organized, labeled comparison grids." + }, + { + "author": "anhrefnyoiyoi", + "title": "Placeholder-Replacer-By-ID", + "reference": "https://github.com/anhrefnyoiyoi/Placeholder-Replacer-By-ID", + "files": [ + "https://github.com/anhrefnyoiyoi/Placeholder-Replacer-By-ID" + ], + "install_type": "git-clone", + "description": "Utility node that automates prompt assembly by replacing placeholder tokens with mapped artist or style names based on ID sequences, supporting multiple prompts and flexible ID handling strategies." + }, + { + "author": "elyetis", + "title": "Comfyui-ColorMatchNodes", + "reference": "https://github.com/elyetis/Comfyui-ColorMatchNodes", + "files": [ + "https://github.com/elyetis/Comfyui-ColorMatchNodes" + ], + "install_type": "git-clone", + "description": "Color match nodes for ComfyUI that color-match target images against reference images with manual or auto-ramped blending, ideal for smooth color transitions between video clips." + }, + { + "author": "jianghong-zhu", + "title": "ComfyUI-AdvancedCameraPrompts", + "reference": "https://github.com/jandan520/ComfyUI-AdvancedCameraPrompts", + "files": [ + "https://github.com/jandan520/ComfyUI-AdvancedCameraPrompts" + ], + "install_type": "git-clone", + "description": "Advanced camera control prompt generator for ComfyUI that reads camera information from 3D nodes and generates precise, professional camera control prompts." + }, + { + "author": "fuyouawa", + "title": "comfyui-easytoolkit", + "reference": "https://github.com/fuyouawa/comfyui-easytoolkit", + "files": [ + "https://github.com/fuyouawa/comfyui-easytoolkit" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI extension toolkit providing nodes for algorithm calculations, Base64 encoding/decoding, image processing, and workflow utilities to streamline your ComfyUI workflows." + }, + { + "author": "power88", + "title": "ComfyUI-PDiD-LLM-Nodes", + "reference": "https://github.com/power88/ComfyUI-PDiD-LLM-Nodes", + "files": [ + "https://github.com/power88/ComfyUI-PDiD-LLM-Nodes" + ], + "install_type": "git-clone", + "description": "A LLM node with some models. (Description by CC)" + }, + { + "author": "tiheaven", + "title": "Ps-Comfy-TiHeaveN-CustomNodes", + "reference": "https://github.com/tiheaven/Ps-Comfy-TiHeaveN-CustomNodes", + "files": [ + "https://github.com/tiheaven/Ps-Comfy-TiHeaveN-CustomNodes" + ], + "install_type": "git-clone", + "description": "A communication bridge between Photoshop plugins and ComfyUI servers, enabling AI image generation by connecting PS plugins to Comfy servers for model inference and image rendering." + }, + { + "author": "perezjoan", + "title": "ComfyUI-QwenEdit-Urbanism-by-UGA", + "reference": "https://github.com/perezjoan/ComfyUI-QwenEdit-Urbanism-by-UGA", + "files": [ + "https://github.com/perezjoan/ComfyUI-QwenEdit-Urbanism-by-UGA" + ], + "install_type": "git-clone", + "description": "Offline text-driven image editing for urban and architectural workflows using open-source Qwen-Image-Edit model in GGUF format with custom ComfyUI nodes for batch and stochastic image processing." + }, + { + "author": "Koratahiu", + "title": "ComfyUI-Diff2Flow", + "reference": "https://github.com/Koratahiu/ComfyUI-Diff2Flow", + "files": [ + "https://github.com/Koratahiu/ComfyUI-Diff2Flow" + ], + "install_type": "git-clone", + "description": "Unofficial Implementation of Diff2Flow Method for ComfyUI." + }, + { + "author": "Koratahiu", + "title": "ComfyUI-OFTv2", + "reference": "https://github.com/Koratahiu/ComfyUI-OFTv2", + "files": [ + "https://github.com/Koratahiu/ComfyUI-OFTv2" + ], + "install_type": "git-clone", + "description": "A custom node to support and load OFTv2 adapters" + }, + { + "author": "orpheus-gaze", + "title": "comfyui-s2-guidance-test", + "reference": "https://github.com/orpheus-gaze/comfyui-s2-guidance-test", + "files": [ + "https://github.com/orpheus-gaze/comfyui-s2-guidance-test" + ], + "install_type": "git-clone", + "description": "An attempted implementation of S2 guidance for DIT diffusion models in ComfyUI, currently hardcoded for Flux model architecture to improve image sharpness and brightness." + }, + { + "author": "alludus", + "title": "multiGPU Upscaler", + "reference": "https://github.com/alludus/ComfyUI-multiGPU-upscaler", + "files": [ + "https://github.com/alludus/ComfyUI-multiGPU-upscaler" + ], + "install_type": "git-clone", + "description": "multiGPU batch-parallel upscaling nodes for ComfyUI." + }, + { + "author": "Markus-Pasanen", + "title": "batch_whisper_extension", + "reference": "https://github.com/Markus-Pasanen/batch_whisper_extension", + "files": [ + "https://github.com/Markus-Pasanen/batch_whisper_extension" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI extension node that runs OpenAI Whisper to transcribe up to 3 audio inputs, merges and sorts timestamped segments, and outputs a single timestamped transcript string with speaker labels." + }, + { + "author": "deng-wei", + "title": "ComfyUI-MiVolo-V2", + "id": "ComfyUI-MiVolo-V2", + "reference": "https://github.com/deng-wei/ComfyUI-MiVolo-V2", + "files": [ + "https://github.com/deng-wei/ComfyUI-MiVolo-V2" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for [MiVolo V2 Age & Gender Prediction](https://huggingface.co/iitolstykh/mivolo_v2)" + }, + { + "author": "alankent", + "title": "OA 360 Clip", + "reference": "https://github.com/alankent/ComfyUI-OA-360-Clip", + "files": [ + "https://github.com/alankent/ComfyUI-OA-360-Clip" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for extracting perspective views from 360 degree equirectangular images with an interactive drag-and-drop crop interface." + }, + { + "author": "mister_link", + "title": "Link Comfy Nodes", + "reference": "https://github.com/Mister-Link/link-comfy-nodes", + "files": [ + "https://github.com/Mister-Link/link-comfy-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom ComfyUI nodes by Mister-Link, including color parsing, frame calculation, and utility nodes for enhanced workflow capabilities." + }, + { + "author": "jonstreeter", + "title": "Reference-Based Video Colorization", + "reference": "https://github.com/jonstreeter/ComfyUI-Reference-Based-Video-Colorization", + "files": [ + "https://github.com/jonstreeter/ComfyUI-Reference-Based-Video-Colorization" + ], + "install_type": "git-clone", + "description": "Dual implementation of reference-based video colorization featuring ColorMNet (2024) with DINOv2 and Deep Exemplar (2019). Includes 4 nodes (2 video, 2 image), multiple feature encoders (VGG19, DINOv2, CLIP), advanced post-processing (color-matcher, WLS, guided, bilateral), and auto-installer for dependencies." + }, + { + "author": "liming123332", + "title": "ComfyUI-Ranbooru", + "reference": "https://github.com/liming123332/ComfyUI-Ranbooru", + "files": [ + "https://github.com/liming123332/ComfyUI-Ranbooru" + ], + "install_type": "git-clone", + "description": "Custom node that migrates WebUI Forge's Ranbooru plugin to ComfyUI, enabling searches across Booru sites to generate positive/negative prompts with tag cleaning, rating sorting, and caching support. (Description by CC)" + }, + { + "author": "SilentZhang", + "title": "comfyui-encrypt", + "reference": "https://github.com/SilentZhang/comfyui-encrypt", + "files": [ + "https://github.com/SilentZhang/comfyui-encrypt" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for RSA image encryption using asymmetric cryptography with key generation, encryption, and decryption functions via the cryptography library. (Description by CC)" + }, + { + "author": "hum-ma", + "title": "ComfyUI-TiledVaeLite", + "reference": "https://github.com/hum-ma/ComfyUI-TiledVaeLite", + "files": [ + "https://github.com/hum-ma/ComfyUI-TiledVaeLite" + ], + "install_type": "git-clone", + "description": "A faster tiled VAE decode node for ComfyUI based on LTXV, optimized for low VRAM scenarios with configurable tiling, progress bars, and improved logging for decoding large images and videos." + }, + { + "author": "Devin Garner", + "title": "ComfyUI_Make-It-Animatable", + "reference": "https://github.com/speige/ComfyUI_Make-It-Animatable", + "files": [ + "https://github.com/speige/ComfyUI_Make-It-Animatable" + ], + "install_type": "git-clone", + "description": "Auto-Rigging humanoid 3D meshes for Mixamo animations" + }, + { + "author": "hua1995116", + "title": "comfyui_goenhance_ffmpeg_wm", + "reference": "https://github.com/hua1995116/comfyui_goenhance_ffmpeg_wm", + "files": [ + "https://github.com/hua1995116/comfyui_goenhance_ffmpeg_wm" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for adding watermarks to videos using FFmpeg, with configurable position, opacity, scale, and hardware acceleration support." + }, + { + "author": "wzyfromhust", + "title": "ComfyUI_SAM2UltraV2", + "reference": "https://github.com/wzyfromhust/ComfyUI_SAM2UltraV2", + "files": [ + "https://github.com/wzyfromhust/ComfyUI_SAM2UltraV2" + ], + "install_type": "git-clone", + "description": "A fully modular and high-performance implementation of SAM2 (Segment Anything Model 2) for ComfyUI with dual-prompt support, negative point sampling, and upper body segmentation." + }, + { + "author": "slahiri", + "title": "ComfyUI-AI-Photography-Toolkit", + "reference": "https://github.com/slahiri/ComfyUI-AI-Photography-Toolkit", + "files": [ + "https://github.com/slahiri/ComfyUI-AI-Photography-Toolkit" + ], + "install_type": "git-clone", + "description": "A collection of AI-powered photography and image generation tools for ComfyUI, featuring the SID_AIPromptGenerator node that uses Anthropic's Claude API to analyze images and generate optimized prompts for various image generation models." + }, + { + "author": "neonr0", + "title": "ComfyUI-PixelConstrainedScaler", + "reference": "https://github.com/neonr-0/ComfyUI-PixelConstrainedScaler", + "files": [ + "https://github.com/neonr-0/ComfyUI-PixelConstrainedScaler" + ], + "install_type": "git-clone", + "description": "Smart upscaling with pixel-budget awareness while preserving native aspect ratios. Ideal for Image to Image (I2I) and Image to Video (I2V) workflows!" + }, + { + "author": "swan7-py", + "title": "ComfyUI-ImageAlphaCrop", + "reference": "https://github.com/swan7-py/ComfyUI-ImageAlphaCrop", + "files": [ + "https://github.com/swan7-py/ComfyUI-ImageAlphaCrop" + ], + "install_type": "git-clone", + "description": "ComfyUI plugin for automatically cropping transparent alpha channel borders from images - ideal for processing logos and icons. Supports batch processing with adjustable padding and alpha threshold. (Description by CC)" + }, + { + "author": "huyl3-cpu", + "title": "comfyui-huyl2-nodes", + "reference": "https://github.com/huyl3-cpu/comfyui-sortlist", + "files": [ + "https://github.com/huyl3-cpu/comfyui-sortlist" + ], + "install_type": "git-clone", + "description": "Custom utility nodes for ComfyUI by huyl2 (sort list v2, etc.)" + }, + { + "author": "huyl3-cpu", + "title": "ComfyUI-PyTorch210Patcher", + "reference": "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher", + "files": [ + "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher" + ], + "install_type": "git-clone", + "description": "Auto-fixes WanVideoModel for PyTorch 2.10.0+ compatibility by automatically patching the model class to work with both PyTorch 2.9.0 and 2.10.0+." + }, + { + "author": "7BEII", + "title": "comfyui-PD_comfy-api-node", + "reference": "https://github.com/7BEII/comfyui-PD_comfy-api-node", + "files": [ + "https://github.com/7BEII/comfyui-PD_comfy-api-node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node suite integrating multiple AI image generation APIs (Gemini, Flux.1 Kontext Pro) with unified authentication via ComfyUI API Key and real-time cost tracking. (Description by CC)" + }, + { + "author": "StarIICraft", + "title": "ComfyUI-Simple-Selector", + "reference": "https://github.com/StarIICraft/ComfyUI-Simple-Selector", + "files": [ + "https://github.com/StarIICraft/ComfyUI-Simple-Selector" + ], + "install_type": "git-clone", + "description": "Logic control node with 5 universal input ports that checks connections in reverse priority order and outputs the index of the first valid active input, with support for muted nodes and any data type." + }, + { + "author": "wwzhifeng", + "title": "comfyui-jsonprompt", + "reference": "https://github.com/wwzhifeng/comfyui-jsonprompt", + "files": [ + "https://github.com/wwzhifeng/comfyui-jsonprompt" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node that expands structured JSON text into standard prompts for use with models like Gemini, Flux, OpenAI, and Sora. (Description by CC)" + }, + { + "author": "hobinrude", + "title": "ComfyUI_DWposeDeluxe", + "reference": "https://github.com/hobinrude/ComfyUI_DWposeDeluxe", + "files": [ + "https://github.com/hobinrude/ComfyUI_DWposeDeluxe" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node integrating DW-Pose (Denoising Whole-Body Pose Estimation) for high-quality pose detection with CPU (ONNX) and GPU (TensorRT) support. Features 20x faster performance with TensorRT acceleration, automatic model downloading, customizable pose visualization, keypoint conversion, and video workflow integration." + }, + { + "author": "Writili", + "title": "WtlNodes", + "id": "wtlnodes", + "reference": "https://github.com/Scorpiosis0/ComfyUI-WtlNodes", + "files": [ + "https://github.com/Scorpiosis0/ComfyUI-WtlNodes" + ], + "install_type": "git-clone", + "description": "This node adds improvement over some already existing nodes as well as some custom nodes." + }, + { + "author": "yuanyuan-spec", + "title": "HunyuanVideo-1.5 nodes", + "reference": "https://github.com/yuanyuan-spec/comfyui_hunyuanvideo_1.5_plugin", + "files": [ + "https://github.com/yuanyuan-spec/comfyui_hunyuanvideo_1.5_plugin" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin based on HunyuanVideo-1.5, offering both simplified and complete node sets for quick usage or deep workflow customization." + }, + { + "author": "Madiator2011", + "title": "ComfyUI RunpodDirect", + "id": "runpoddirect", + "reference": "https://github.com/MadiatorLabs/ComfyUI-RunpodDirect", + "files": [ + "https://github.com/MadiatorLabs/ComfyUI-RunpodDirect" + ], + "install_type": "git-clone", + "description": "Direct model downloads to your Runod pod with blazing-fast multi-connection support. No more downloading models to your local machine and re-uploading!" + }, + { + "author": "kjqwer", + "title": "SmartSaveImage", + "reference": "https://github.com/kjqwer/SmartSaveImage", + "files": [ + "https://github.com/kjqwer/SmartSaveImage" + ], + "install_type": "git-clone", + "description": "Smart Image Saving Nodes - Offers intelligent folder management and image saving capabilities, supporting flexible folder hierarchy control, multiple metadata sources, various image formats, and metadata embedding. It includes two nodes: SmartFolderManager and SmartImageSaver.", + "pip": ["Pillow", "piexif"], + "nodename_pattern": "Smart" + }, + { + "author": "danielpflorian", + "title": "ComfyUI-WorkflowGenerator", + "reference": "https://github.com/DanielPFlorian/ComfyUI-WorkflowGenerator", + "files": [ + "https://github.com/DanielPFlorian/ComfyUI-WorkflowGenerator" + ], + "install_type": "git-clone", + "description": "ComfyUI-WorkflowGenerator custom nodes for generating ComfyUI workflows from natural language" + }, + { + "author": "Icekiub", + "title": "ComfyUI-IcyHider", + "id": "text_processor", + "reference": "https://github.com/icekiub-ai/ComfyUI-IcyHider", + "files": [ + "https://github.com/icekiub-ai/ComfyUI-IcyHider" + ], + "install_type": "git-clone", + "description": "A custom node extension that hides image previews until you hover over the node." + }, + { + "author": "turisc", + "title": "Text Line Selector", + "reference": "https://github.com/TuriSc/comfyui-text-line-selector", + "files": [ + "https://github.com/TuriSc/comfyui-text-line-selector" + ], + "install_type": "git-clone", + "description": "Extracts a single line from multiline string. Useful for batch processing" + }, + { + "author": "FuryNocturnTV", + "title": "ComfyUI-Studio-Fury", + "reference": "https://github.com/FuryNocturn/ComfyUI-Studio-Fury", + "files": [ + "https://github.com/FuryNocturn/ComfyUI-Studio-Fury" + ], + "install_type": "git-clone", + "description": "Nodos custom, al estilo fury, nodos que añaden versatilidad. con el tiempo ira creciendo los nodos." + }, + { + "author": "FuryNocturn", + "title": "ComfyUI-Dummy_Node_Pack", + "reference": "https://github.com/FuryNocturn/ComfyUI-Dummy_Node_Pack", + "files": [ + "https://github.com/FuryNocturn/ComfyUI-Dummy_Node_Pack" + ], + "install_type": "git-clone", + "description": "Custom node pack creating fake/dummy nodes to replace missing, obsolete, or cloud-specific nodes, allowing legacy workflows to load visually without errors while preserving connections. (Description by CC)" + }, + { + "author": "granddyser", + "title": "Wan-video-extender", + "reference": "https://github.com/Granddyser/wan-video-extender", + "files": [ + "https://github.com/Granddyser/wan-video-extender" + ], + "install_type": "git-clone", + "description": "Wan Video Extender extends a short video or a single image into a longer, temporally consistent clip using a VACE based control latent. It runs in multiple extension loops. Each loop can have its own prompt and optional LoRA, so you can evolve the scene step by step without rebuilding the graph." + }, + { + "author": "akawana", + "title": "AK XZ Axis (XY for any KSampler)", + "reference": "https://github.com/akawana/ComfyUI-AK-XZ-Axis", + "files": [ + "https://github.com/akawana/ComfyUI-AK-XZ-Axis" + ], + "install_type": "git-clone", + "description": "Nodes for XY-style testing of parameters such as seed, steps, cfg, denoise, prompts, and LoRAs. Does not require a custom KSampler and works with any KSampler, including the default ComfyUI one.", + "tags": ["xy_plot", "xy", "xz", "testing", "ksampler"] + }, + { + "author": "akawana", + "title": "Folded prompts", + "reference": "https://github.com/akawana/ComfyUI-Folded-Prompts", + "files": [ + "https://github.com/akawana/ComfyUI-Folded-Prompts" + ], + "install_type": "git-clone", + "description": "Builds a folder-based tree from prompt lines. Lets you organize prompts into folders. Also adds several configurable keybindings for text editing (line commenting, regional prompting areas). Splits the prompt into regions for Regional Prompting.", + "tags": ["frontend", "shortcut", "regional", "folders", "bookmarks"] + }, + { + "author": "akawana", + "title": "AK Pack", + "reference": "https://github.com/akawana/ComfyUI-AK-Pack", + "files": [ + "https://github.com/akawana/ComfyUI-AK-Pack" + ], + "install_type": "git-clone", + "description": "UI extensions: Control Multiple Samplers, Project Settings. Nodes: AK Base, AK Index Multiple, IsOneOfGroupsActive, RepeatGroupState group enable/disable like rg but without connection, Pipe, Getter, Setter.", + "tags": ["utility", "list", "batch", "get", "set", "pipe", "project", "sampler"] + }, + { + "author": "akawana", + "title": "RGBYP Mask Editor (RGB + YP)", + "reference": "https://github.com/akawana/ComfyUI-RGBYP-Mask-Editor", + "files": [ + "https://github.com/akawana/ComfyUI-RGBYP-Mask-Editor" + ], + "install_type": "git-clone", + "description": "A JS editor for five-color masks (RGB + Yellow + Pink) that works with any nodes, with three helper nodes — RGBYPLoadImage, RGBYPMaskBridge, and RGBYPMaskToRegularMasks—for convenient RGBYP mask handling.", + "tags": ["utility", "mask", "rgb", "bridge"] + }, + { + "author": "lovisdotio", + "title": "ComfyUI-Replace-First-Frame-Last-Frame", + "reference": "https://github.com/lovisdotio/ComfyUI-Replace-First-Frame-Last-Frame", + "files": [ + "https://github.com/lovisdotio/ComfyUI-Replace-First-Frame-Last-Frame" + ], + "install_type": "git-clone", + "description": "Replace the first and last frames of an image sequence in ComfyUI. Auto-resizes frames to match video dimensions, handles batches, and adjusts parameters if needed." + }, + { + "author": "yukascomfy", + "title": "ATI_AudioReactive", + "reference": "https://github.com/yukascomfy/ATI_AudioReactive", + "files": [ + "https://github.com/yukascomfy/ATI_AudioReactive" + ], + "install_type": "git-clone", + "description": "ComfyUI audio-reactive animation node combining RyanOnTheInside's reactive features with Fillip's path animation for creating audio-driven visual animations. (Description by CC)" + }, + { + "author": "techzuhaib", + "title": "FaceCLIP-ComfyUI", + "reference": "https://github.com/techzuhaib/FaceCLIP-ComfyUI", + "files": [ + "https://github.com/techzuhaib/FaceCLIP-ComfyUI" + ], + "install_type": "git-clone", + "description": "FaceCLIP nodes for ComfyUI providing joint embeddings from aligned face images plus text prompts, and identity-preserving image synthesis using fine-tuned SDXL UNet. (Description by CC)" + }, + { + "author": "tuki0918", + "title": "comfyui-image-expand-nodes", + "reference": "https://github.com/tuki0918/comfyui-image-expand-nodes", + "files": [ + "https://github.com/tuki0918/comfyui-image-expand-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to expand images with noise for outpainting or inpainting purposes. This allows for seamless image extension in any direction." + }, + { + "author": "tuki0918", + "title": "comfyui-image-tiled-nodes", + "reference": "https://github.com/tuki0918/comfyui-image-tiled-nodes", + "files": [ + "https://github.com/tuki0918/comfyui-image-tiled-nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes that split large images into overlapping tiles for processing and merge them back seamlessly with feathering blending. (Description by CC)" + }, + { + "author": "tuki0918", + "title": "ComfyUI_Cooldown_Node", + "reference": "https://github.com/tuki0918/ComfyUI_Cooldown_Node", + "files": [ + "https://github.com/tuki0918/ComfyUI_Cooldown_Node" + ], + "install_type": "git-clone", + "description": "Provides custom nodes with a cooldown feature for ComfyUI. (Description by CC)" + }, + { + "author": "NeoDroleDeGueule", + "title": "NDDG_Great_Nodes", + "reference": "https://github.com/NeoDroleDeGueule/NDDG_Great_Nodes", + "files": [ + "https://github.com/NeoDroleDeGueule/NDDG_Great_Nodes" + ], + "install_type": "git-clone", + "description": "NDDG Great Nodes - ComfyUI custom nodes featuring Great Conditioning Modifier with advanced semantic drift, token dropout, gradient amplification and other conceptual manipulation tools. (Description by CC)" + }, + { + "author": "aining2022", + "title": "ComfyUI_Swwan", + "reference": "https://github.com/aining2022/ComfyUI_Swwan", + "files": [ + "https://github.com/aining2022/ComfyUI_Swwan" + ], + "install_type": "git-clone", + "description": "Collection of image processing utility nodes for ComfyUI including intelligent cropping, aspect ratio scaling, and crop box restoration capabilities. (Description by CC)" + }, + { + "author": "chchchadzilla", + "title": "ComfyUI-ChomfyNodes", + "reference": "https://github.com/chchchadzilla/ComfyUI-ChomfyNodes", + "files": [ + "https://github.com/chchchadzilla/ComfyUI-ChomfyNodes" + ], + "install_type": "git-clone", + "description": "A professional suite of utility nodes for ComfyUI, featuring forensic logging, massive wildcard control, universal noise injection, and persistent counters." + }, + { + "author": "nitingrg", + "title": "comfyui-ntools", + "reference": "https://github.com/nitingrg/comfyui-ntools", + "files": [ + "https://github.com/nitingrg/comfyui-ntools" + ], + "install_type": "git-clone", + "description": "Essential little utilities that should have been in ComfyUI from day one. (Description by CC)" + }, + { + "author": "jav12z", + "title": "ComfyUI-ToyShaders", + "reference": "https://github.com/jav12z/ComfyUI-ToyShaders", + "files": [ + "https://github.com/jav12z/ComfyUI-ToyShaders" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to render GLSL shaders (Shadertoy-style) directly inside your workflows. (Description by CC)" + }, + { + "author": "Nynxz", + "title": "ComfyUI-NynxzNodes", + "reference": "https://github.com/Nynxz/ComfyUI-NynxzNodes", + "files": [ + "https://github.com/Nynxz/ComfyUI-NynxzNodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes providing video comparison utilities, including wipe and fade compare video generation in multiple directions. (Description by CC)" + }, + { + "author": "huygiatrng", + "title": "Facefusion_comfyui", + "reference": "https://github.com/huygiatrng/Facefusion_comfyui", + "files": [ + "https://github.com/huygiatrng/Facefusion_comfyui" + ], + "install_type": "git-clone", + "description": "Advanced face swapping for ComfyUI with local ONNX inference - no API required!" + }, + { + "author": "Ada123-a", + "title": "ComfyUI-Kandinsky", + "reference": "https://github.com/Ada123-a/ComfyUI-Kandinsky", + "files": [ + "https://github.com/Ada123-a/ComfyUI-Kandinsky" + ], + "install_type": "git-clone", + "description": "Kandinsky 2/20B ComfyUI support with FP8/GGUF/blockswap support." + }, + { + "author": "obvirm", + "title": "ComfyUI-WhisperXX", + "reference": "https://github.com/obvirm/ComfyUI-WhisperXX", + "files": [ + "https://github.com/obvirm/ComfyUI-WhisperXX" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides advanced transcription, alignment, and diarization capabilities using the WhisperX library." + }, + { + "author": "geroldmeisinger", + "title": "ComfyUI-outputlists-combiner", + "reference": "https://github.com/geroldmeisinger/ComfyUI-outputlists-combiner", + "files": [ + "https://github.com/geroldmeisinger/ComfyUI-outputlists-combiner" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes to create output lists with strings and numbers, make combinations of them, and help with XYZ-Gridplots" + }, + { + "author": "agavesunset", + "title": "AgaveLogicCounter", + "reference": "https://github.com/agavesunset/AgaveLogicCounter", + "files": [ + "https://github.com/agavesunset/AgaveLogicCounter" + ], + "install_type": "git-clone", + "description": "Solves the complex 'For-Loop' logic in ComfyUI. Perfect for controlling multi-subject vs. multi-scene batch workflows." + }, + { + "author": "idvdii", + "title": "ComfyUI-DvD-LoraTriggerwordsManager", + "reference": "https://github.com/idvdii/ComfyUI-DvD-LoraTriggerwordsManager", + "files": [ + "https://github.com/idvdii/ComfyUI-DvD-LoraTriggerwordsManager" + ], + "install_type": "git-clone", + "description": "Professional ComfyUI custom nodes for managing LoRA trigger words, with auto-read, smart lookup via Civitai, editing, and WebUI-compatible JSON format support. (Description by CC)" + }, + { + "author": "zhanglongxiao111", + "title": "Comfyui-geminiapi", + "reference": "https://github.com/zhanglongxiao111/Comfyui-geminiapi", + "files": [ + "https://github.com/zhanglongxiao111/Comfyui-geminiapi" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for integrating multiple external APIs including Gemini, OpenAI, Replicate, and ElevenLabs directly into local workflows. (Description by CC)" + }, + + { + "author": "keghoang", + "title": "ComfyUI-Charon", + "reference": "https://github.com/keghoang/ComfyUI-Charon", + "files": [ + "https://github.com/keghoang/ComfyUI-Charon" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for CHARON auto-alignment and DA3 camera export." + }, + { + "author": "mobcat40", + "title": "ComfyUI-PromptChain", + "reference": "https://github.com/mobcat40/ComfyUI-PromptChain", + "files": [ + "https://github.com/mobcat40/ComfyUI-PromptChain" + ], + "install_type": "git-clone", + "description": "A visual tool for prompt randomization and advanced combinations inside of your ComfyUI workflows." + }, + { + "author": "tpc2233", + "title": "ComfyUI-Z-Image-Turbo", + "reference": "https://github.com/tpc2233/ComfyUI-Z-Image-Turbo", + "files": [ + "https://github.com/tpc2233/ComfyUI-Z-Image-Turbo" + ], + "install_type": "git-clone", + "description": "Comfy UI nodes for Z-Image-Turbo to run native weights with automatic model downloading and support for 2048x2048 resolution. (Description by CC)" + }, + { + "author": "Rathius-Saranoth", + "title": "Rathius_ComfyNodes", + "reference": "https://github.com/Rathius-Saranoth/Rathius_ComfyNodes", + "files": [ + "https://github.com/Rathius-Saranoth/Rathius_ComfyNodes" + ], + "install_type": "git-clone", + "description": "Collection of quality-of-life ComfyUI nodes including a text file loader for parsing descriptions and managing prompts without manual copy-paste. (Description by CC)" + }, + { + "author": "jrabek", + "title": "BokehDiffusionComfyUI", + "reference": "https://github.com/jrabek/BokehDiffusionComfyUI", + "files": [ + "https://github.com/jrabek/BokehDiffusionComfyUI" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Bokeh Diffusion - Defocus Blur Control in Text-to-Image Diffusion Models." + }, + { + "author": "HAL-XP", + "title": "HALXP-Comfy", + "reference": "https://github.com/HAL-XP/halxp-comfy", + "files": [ + "https://github.com/HAL-XP/halxp-comfy" + ], + "install_type": "git-clone", + "description": "A UI suite for ComfyUI including Focus mode and layout enhancements." + }, + { + "author": "BuddyBytes", + "title": "Smart Resolution Toolkit", + "reference": "https://github.com/buddy-bytes/ComfyUI-SmartResolutionToolkit", + "files": [ + "https://github.com/buddy-bytes/ComfyUI-SmartResolutionToolkit" + ], + "install_type": "git-clone", + "description": "Resolution picker and latent generator for ComfyUI. Select presets like HD, FullHD, 2K, 4K, 8K with aspect ratios (1:1, 9:16, 4:5, 21:9 etc.) via dropdowns. Automatically snaps width/height to latent-safe multiples of 64. Ideal for EmptyLatentImage, AnimateDiff, ControlNet, video formats, and KSampler workflows. Outputs clean INT values or ready-to-use LATENT tensor." + }, + { + "author": "Bharanidharan", + "title": "iSeeBetter Node for ComfyUI", + "reference": "https://github.com/llikethat/ComfyUI-iseebetter", + "files": [ + "https://github.com/llikethat/ComfyUI-iseebetter" + ], + "install_type": "git-clone", + "description": "Custom Node to implement iSeeBetter upscaling method." + }, + { + "author": "Bharanidharan", + "title": "faceExtractor for ComfyUI", + "reference": "https://github.com/llikethat/ComfyUI-faceExtractor", + "files": [ + "https://github.com/llikethat/ComfyUI-faceExtractor" + ], + "install_type": "git-clone", + "description": "Custom Node to detect face matching the input reference image." + }, + { + "author": "Pondowner857", + "title": "ComfyUI Remote Workflow Executor", + "id": "comfy_Pond_Nodes_V2", + "reference": "https://github.com/Pondowner857/comfy_Pond_Nodes_V2", + "files": [ + "https://github.com/Pondowner857/comfy_Pond_Nodes_V2" + ], + "install_type": "git-clone", + "description": "Remote workflow executor node - Execute workflows on remote ComfyUI servers. Supports image/text/audio/video input and output." + }, + { + "author": "luxdelux7", + "title": "Forbidden Vision", + "reference": "https://github.com/luxdelux7/ComfyUI-Forbidden-Vision", + "files": [ + "https://github.com/luxdelux7/ComfyUI-Forbidden-Vision" + ], + "install_type": "git-clone", + "description": "Custom face detection and segmentation for ComfyUI with automatic face fixing, intelligent color grading, and iterative refinement. Custom-trained models optimized for realistic, anime, and NSFW content.", + "nodename_pattern": "ForbiddenVision" + }, + { + "author": "ah-kun", + "title": "ComfyUI-FailSafe-Translate-Node", + "reference": "https://github.com/ah-kun/ComfyUI-FailSafe-Translate-Node", + "files": [ + "https://github.com/ah-kun/ComfyUI-FailSafe-Translate-Node" + ], + "install_type": "git-clone", + "description": "Fail-safe Google Translate prompt node for ComfyUI (retry + caching)." + }, + { + "author": "ah-kun", + "title": "ComfyUI-OTP-Auth", + "reference": "https://github.com/ah-kun/ComfyUI-OTP-Auth", + "files": [ + "https://github.com/ah-kun/ComfyUI-OTP-Auth" + ], + "install_type": "git-clone", + "description": "Adds simple One-Time Password (OTP) authentication using Google Authenticator to protect publicly accessible ComfyUI instances." + }, + { + "author": "Kazama-Suichiku", + "title": "ComfyUI-Meshy", + "id": "comfyui-meshy", + "reference": "https://github.com/Kazama-Suichiku/ComfyUI-Meshy", + "files": [ + "https://github.com/Kazama-Suichiku/ComfyUI-Meshy" + ], + "install_type": "git-clone", + "description": "ComfyUI-Meshy is a 3D generation extension based on Meshy AI API. It provides Text-to-3D and Image-to-3D capabilities within ComfyUI, allowing you to generate 3D models directly from text prompts or images. Supports multiple AI models (Meshy-4, Meshy-5, Meshy-6) with customizable topology, polygon count, and PBR settings." + }, + { + "author": "Carasibana", + "title": "ComfyUI-PolyMask", + "reference": "https://github.com/Carasibana/ComfyUI-PolyMask", + "files": [ + "https://github.com/Carasibana/ComfyUI-PolyMask" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for loading images and drawing polygon masks interactively on them" + }, + { + "author": "supElement", + "title": "ComfyUI_Element_easy", + "reference": "https://github.com/supElement/ComfyUI_Element_easy", + "files": [ + "https://github.com/supElement/ComfyUI_Element_easy" + ], + "install_type": "git-clone", + "description": "Three custom ComfyUI nodes: Empty Image RGB, Text Line Break, and Random Chars (Append) for convenient utilities. (Description by CC)" + }, + { + "author": "Zeknes", + "title": "Comfyui-Nanobanana-API", + "reference": "https://github.com/Zeknes/Comfyui-Nanobanana-API", + "files": [ + "https://github.com/Zeknes/Comfyui-Nanobanana-API" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for Gemini image generation via OpenRouter API, supporting text prompts and multiple image inputs (up to 4 images) with automatic saving to output directory. (Description by CC)" + }, + { + "author": "Zeknes", + "title": "Comfyui-LLM-Chat", + "reference": "https://github.com/Zeknes/Comfyui-LLM-Chat", + "files": [ + "https://github.com/Zeknes/Comfyui-LLM-Chat" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node providing unified access to multiple Large Language Models including OpenAI-compatible APIs and local Ollama instances with image support." + }, + { + "author": "xiaoshengyvlin", + "title": "ComfyUI-MetaData-ZaKo", + "reference": "https://github.com/xiaoshengyvlin/ComfyUI-MetaData-ZaKo", + "files": [ + "https://github.com/xiaoshengyvlin/ComfyUI-MetaData-ZaKo" + ], + "install_type": "git-clone", + "description": "ComfyUI extension for image metadata swapping and preservation in workflows. (Description by CC)" + }, + { + "author": "UndefinedUo", + "title": "DuoUmiWildcards", + "reference": "https://github.com/UndefinedUo/DuoUmiWildcards", + "files": [ + "https://github.com/UndefinedUo/DuoUmiWildcards" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node supporting wildcard text processing from files with YAML tags, randomization, latent ratio selection and preset aspect ratios." + }, + { + "author": "bpmpnaito", + "title": "comfyui-imageviewer", + "reference": "https://github.com/bpmpnaito/comfyui-imageviewer", + "files": [ + "https://github.com/bpmpnaito/comfyui-imageviewer" + ], + "install_type": "git-clone", + "description": "Image viewer node that displays preview of images directly in the node." + }, + { + "author": "ChangeTheConstants", + "title": "SeedVarianceEnhancer", + "reference": "https://github.com/ChangeTheConstants/SeedVarianceEnhancer", + "files": [ + "https://github.com/ChangeTheConstants/SeedVarianceEnhancer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that adds diversity to Z-Image Turbo outputs by adding random noise to text prompt embeddings to compensate for low seed variance. (Description by CC)" + }, + { + "author": "SaTaNoob", + "title": "ComfyUI-Z-Image-Turbo-Resolutions", + "reference": "https://github.com/SaTaNoob/ComfyUI-Z-Image-Turbo-Resolutions", + "files": [ + "https://github.com/SaTaNoob/ComfyUI-Z-Image-Turbo-Resolutions" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that provides quick access to all image resolutions for the Z Image Turbo model, sourced from its official Hugging Face Space." + }, + { + "author": "CraftBlack", + "title": "ComfyUI-Resolution-Divider", + "reference": "https://github.com/CraftBlack/ComfyUI-Resolution-Divider", + "files": [ + "https://github.com/CraftBlack/ComfyUI-Resolution-Divider" + ], + "install_type": "git-clone", + "description": "Utility node for ComfyUI that calculates downscaled resolutions while maintaining original aspect ratio, ideal for image-to-video workflows to prevent OOM errors. (Description by CC)" + }, + { + "author": "Randy420Marsh", + "title": "Civitai URL Resolver for ComfyUI", + "reference": "https://github.com/Randy420Marsh/civitai-api-url-resolver", + "files": [ + "https://github.com/Randy420Marsh/civitai-api-url-resolver" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that converts Civitai share/model page URLs into direct download URLs, making it easier to integrate Civitai models into your workflows." + }, + { + "author": "zn123", + "title": "ComfyUI-image-processor-zn123", + "reference": "https://github.com/zn123/ComfyUI-image-processor-zn123", + "files": [ + "https://github.com/zn123/ComfyUI-image-processor-zn123" + ], + "install_type": "git-clone", + "description": "Comprehensive image processing plugin for ComfyUI" + }, + { + "author": "Koko-boya", + "title": "Comfyui-Z-Image-Utilities", + "reference": "https://github.com/Koko-boya/Comfyui-Z-Image-Utilities", + "files": [ + "https://github.com/Koko-boya/Comfyui-Z-Image-Utilities" + ], + "install_type": "git-clone", + "description": "Collection of utility nodes for ComfyUI designed specifically for the Z-Image model with vision model support and LLM-powered prompt enhancement." + }, + { + "author": "Koko-boya", + "title": "Comfyui-GeminiWeb", + "reference": "https://github.com/Koko-boya/Comfyui-GeminiWeb", + "files": [ + "https://github.com/Koko-boya/Comfyui-GeminiWeb" + ], + "install_type": "git-clone", + "description": "ComfyUI node for Gemini Web API - text-to-image, image-to-image, and chat with multi-image input support" + }, + { + "author": "fredlef", + "title": "ComfyUI FSL Nodes", + "reference": "https://github.com/fredlef/Comfyui_FSL_Nodes", + "files": [ + "https://github.com/fredlef/Comfyui_FSL_Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes: FSLGeminiChat, FSLGeminiGenerateImage, Transparent Background helpers, and more." , + "tags": ["image", "chat", "gemini", "fsl"] + }, + { + "author": "exedesign", + "title": "ComfyUI-Hunyuan3D-v3", + "id": "hunyuan3d-v3", + "reference": "https://github.com/exedesign/Hunyuan-3D-v3", + "files": [ + "https://github.com/exedesign/Hunyuan-3D-v3" + ], + "install_type": "git-clone", + "description": "Text-to-3D and Image-to-3D generation using Tencent Cloud Hunyuan 3D Global API. Supports PBR materials, face count control (40K-1.5M faces), and multiple generation types (Normal/LowPoly/Geometry/Sketch). Outputs industry-standard GLB format. Requires Tencent Cloud account with API access.", + "nodename_pattern": "Hunyuan", + "tags": ["3D", "generation", "text-to-3d", "image-to-3d", "hunyuan", "tencent"] + }, + { + "author": "btitkin", + "title": "Random Prompt Builder", + "id": "random-prompt-builder", + "reference": "https://github.com/btitkin/ComfyUI-RandomPromptBuilder", + "files": [ + "https://github.com/btitkin/ComfyUI-RandomPromptBuilder" + ], + "install_type": "git-clone", + "description": "Advanced AI-powered prompt generation using local GGUF models. Generate detailed, structured prompts with character controls, style presets, and model-specific formatting for Pony, SDXL, Flux, and more. Supports GPU acceleration and runs completely offline." + }, + { + "author": "rjgoif", + "title": "Img Label Tools", + "id": "Img-Label-Tools", + "reference": "https://github.com/rjgoif/ComfyUI-Img-Label-Tools", + "files": [ + "https://github.com/rjgoif/ComfyUI-Img-Label-Tools" + ], + "install_type": "git-clone", + "description": "Tools to help annotate images for sharing on Reddit, Discord, etc." + }, + { + "author": "mrf", + "title": "ComfyPoe", + "reference": "https://github.com/mrf/ComfyPoe", + "files": [ + "https://github.com/mrf/ComfyPoe" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for image generation via Poe API" + }, + { + "author": "sirouk", + "title": "chutes-comfyui-node", + "reference": "https://github.com/sirouk/chutes-comfyui-node", + "files": [ + "https://github.com/sirouk/chutes-comfyui-node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Chutes.ai video generation API" + }, + { + "author": "Tinuva88", + "title": "Comfy-UmiAI", + "reference": "https://github.com/Tinuva88/Comfy-UmiAI", + "files": [ + "https://github.com/Tinuva88/Comfy-UmiAI" + ], + "install_type": "git-clone", + "description": "A logic engine for ComfyUI prompts that transforms static prompts into dynamic, context-aware workflows with persistent variables, conditional logic, native LoRA loading, and external data fetching. (Description by CC)" + }, + { + "author": "Transhumai", + "title": "ComfyUI-LegionPower", + "reference": "https://github.com/Transhumai/ComfyUI-LegionPower", + "files": [ + "https://github.com/Transhumai/ComfyUI-LegionPower" + ], + "install_type": "git-clone", + "description": "Nodes to run ComfyUI workflows in isolated workers for optimal GPU and memory use." + }, + { + "author": "jeankassio", + "title": "ComfyUI_MusicTools", + "id": "ComfyUI_MusicTools", + "reference": "https://github.com/jeankassio/ComfyUI_MusicTools", + "files": [ + "https://github.com/jeankassio/ComfyUI_MusicTools" + ], + "install_type": "git-clone", + "description": "Professional audio processing and mastering suite for ComfyUI." + }, + { + "author": "jeankassio", + "title": "JK AceStep Nodes", + "id": "JK-AceStep-Nodes", + "reference": "https://github.com/jeankassio/JK-AceStep-Nodes", + "files": [ + "https://github.com/jeankassio/JK-AceStep-Nodes" + ], + "install_type": "git-clone", + "description": "Advanced nodes optimized for ACE-Step audio generation in ComfyUI." + }, + { + "author": "ameyukisora", + "title": "ComfyUI Empty Latent Advanced", + "reference": "https://github.com/ameyukisora/ComfyUI-Empty-Latent-Advanced", + "files": [ + "https://github.com/ameyukisora/ComfyUI-Empty-Latent-Advanced" + ], + "install_type": "git-clone", + "description": "An advanced Empty Latent selector with visual presets and foldable UI." + }, + { + "author": "Bomborant", + "title": "ShakaNodes", + "id": "shakanodes", + "reference": "https://github.com/bomborant/ComfyUI-ShakaNodes", + "files": [ + "https://github.com/bomborant/ComfyUI-ShakaNodes" + ], + "install_type": "git-clone", + "description": "ShakaNodes: Utility tools for ComfyUI" + }, + { + "author": "Matthew-X", + "title": "Workflow Importer", + "id": "comfyui-workflow_importer", + "reference": "https://github.com/Matthew-X/comfyui-workflow_importer", + "files": [ + "https://github.com/Matthew-X/comfyui-workflow_importer" + ], + "install_type": "git-clone", + "js_path": "workflow_importer", + "description": "Import ComfyUI workflows from images with embedded metadata. Adds a toolbar Import button, drag-and-drop dialog and Ctrl+Shift+I shortcut. Supports legacy and new UIs, common image formats, opens each image in a new workflow tab." + }, + { + "author": "Dashuai", + "title": "ComfyUI DashuaiTools", + "id": "comfyui-dashuai-tools", + "reference": "https://github.com/Hasasasa/ComfyUI_DashuaiTools", + "files": [ + "https://github.com/Hasasasa/ComfyUI_DashuaiTools" + ], + "install_type": "git-clone", + "description": "A practical and lightweight collection of custom nodes for ComfyUI, providing utility tools and convenient workflow functions." + }, + { + "author": "ShootTheSound", + "title": "Realtime LoRA Trainer", + "id": "comfyui-realtime-lora", + "reference": "https://github.com/ShootTheSound/comfyUI-Realtime-Lora", + "files": [ + "https://github.com/ShootTheSound/comfyUI-Realtime-Lora" + ], + "install_type": "git-clone", + "description": "Train and Block Edit and Save LoRAs directly inside ComfyUI. Supports SDXL (via sd-scripts), FLUX, Z-Image Turbo, and Wan 2.2 (via Musubi Tuner and AI-Toolkit)." + }, + { + "author": "shootthesound", + "title": "comfyUI-LongLook", + "reference": "https://github.com/shootthesound/comfyUI-LongLook", + "files": [ + "https://github.com/shootthesound/comfyUI-LongLook" + ], + "install_type": "git-clone", + "description": "FreeLong spectral blending for consistent motion and prompt adherence in Wan 2.2 video generation with chunked generation support." + }, + { + "author": "shootthesound", + "title": "comfyui-wan-i2v-control", + "reference": "https://github.com/shootthesound/comfyui-wan-i2v-control", + "files": [ + "https://github.com/shootthesound/comfyui-wan-i2v-control" + ], + "install_type": "git-clone", + "description": "A user-friendly way to selectively transform parts of your starting image in WAN Image-to-Video generation with advanced masking and person detection." + }, + { + "author": "HackAfterDark", + "title": "AfterDark Film AR Selector", + "id": "ComfyUI-HackAfterDark-Nodes", + "reference": "https://github.com/hackafterdark/ComfyUI-HackAfterDark-Nodes", + "files": [ + "https://github.com/hackafterdark/ComfyUI-HackAfterDark-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, including resolution presets for film and photography aspect ratios.", + "tags": ["utility", "presets", "aspect ratio", "film"] + }, + { + "author": "jomakaze", + "title": "ComfyUI_JomaNodes", + "reference": "https://github.com/jomakaze/ComfyUI_JomaNodes", + "files": [ + "https://github.com/jomakaze/ComfyUI_JomaNodes" + ], + "install_type": "git-clone", + "description": "A collection of quality-of-life and convenience nodes." + }, + { + "author": "UmeAiRT", + "title": "ComfyUI-UmeAiRT-Sync", + "reference": "https://github.com/UmeAiRT/ComfyUI-UmeAiRT-Sync", + "files": [ + "https://github.com/UmeAiRT/ComfyUI-UmeAiRT-Sync" + ], + "install_type": "git-clone", + "description": "Automatic workflow synchronizer/loader for UmeAiRT Workflows (Flux, SDXL, WAN, etc.)." + }, + { + "author": "DayMan84", + "title": "ComfyUI-Ugromana", + "id": "comfyui-usgromana", + "reference": "https://github.com/DayMan84/ComfyUI-Usgromana", + "files": [ + "https://github.com/DayMan84/ComfyUI-Usgromana" + ], + "install_type": "git-clone", + "description": "The next-generation security, governance, permissions, and multi‑user control system for ComfyUI." + }, + { + "author": "DayMan84", + "title": "ComfyUI-Usgromana-Gallery", + "reference": "https://github.com/DayMan84/ComfyUI-Usgromana-Gallery", + "files": [ + "https://github.com/DayMan84/ComfyUI-Usgromana-Gallery" + ], + "install_type": "git-clone", + "description": "A comprehensive image gallery extension for ComfyUI that provides advanced image management, metadata editing, NSFW content filtering, real-time file monitoring, and a full-featured file explorer." + }, + { + "author": "DemonNCoding", + "title": "PromptGenerator 12-Columns", + "id": "promptgenerator12columns", + "reference": "https://github.com/DemonNCoding/PromptGenerator12Columns", + "files": [ + "https://github.com/DemonNCoding/PromptGenerator12Columns" + ], + "install_type": "git-clone", + "description": "A fast and flexible random prompt generator with 12 columns (Empty / Pre-filled SFW / Pre-filled NSFW). Pre filled with text so that you can get started right away. Supports comma or newline output and always adds quality tags." + }, + { + "author": "Kebolder", + "title": "ComfyUI-Jax-Nodes", + "reference": "https://github.com/Kebolder/ComfyUI-Jax-Nodes", + "files": [ + "https://github.com/Kebolder/ComfyUI-Jax-Nodes" + ], + "install_type": "git-clone", + "description": "Some custom nodes for weird niche needs when working with Krita" + }, + { + "author": "Ysthara", + "title": "ComfyUI-Resolution-AR-Node", + "reference": "https://github.com/Ysthara/ComfyUI-Resolution-AR-Node", + "files": [ + "https://github.com/Ysthara/ComfyUI-Resolution-AR-Node" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI utility node that calculates image width and height from a target longest-side value and an aspect ratio." + }, + { + "author": "TuonoMindCode", + "title": "ComfyUI-MultiClip-Text-Script", + "reference": "https://github.com/TuonoMindCode/ComfyUI-MultiClip-Text-Script", + "files": [ + "https://github.com/TuonoMindCode/ComfyUI-MultiClip-Text-Script" + ], + "install_type": "git-clone", + "description": "Two simple nodes that help you author sequence-friendly prompts from a single script that contains multiple clips. (Description by CC)" + }, + { + "author": "TuonoMindCode", + "title": "ComfyUI-Resolution-Suggest-Downscale", + "reference": "https://github.com/TuonoMindCode/ComfyUI-Resolution-Suggest-Downscale", + "files": [ + "https://github.com/TuonoMindCode/ComfyUI-Resolution-Suggest-Downscale" + ], + "install_type": "git-clone", + "description": "Resolution suggestion and downscale helper node for ComfyUI." + }, + { + "author": "sooxt98", + "title": "comfyui_longcat_image", + "reference": "https://github.com/sooxt98/comfyui_longcat_image", + "files": [ + "https://github.com/sooxt98/comfyui_longcat_image" + ], + "install_type": "git-clone", + "description": "ComfyUI integration of the LongCat-Image pipeline for text-to-image generation and image editing with excellent Chinese text rendering capabilities. (Description by CC)" + }, + { + "author": "t22m003", + "title": "ComfyUI_LoopNode", + "reference": "https://github.com/t22m003/ComfyUI_LoopNode", + "files": [ + "https://github.com/t22m003/ComfyUI_LoopNode" + ], + "install_type": "git-clone", + "description": "Custom node that provides loop (for-loop) functionality in ComfyUI." + }, + { + "author": "thatname", + "title": "Comfyui_CharaConsist", + "reference": "https://github.com/thatname/Comfyui_CharaConsist", + "files": [ + "https://github.com/thatname/Comfyui_CharaConsist" + ], + "install_type": "git-clone", + "description": "Training-free CharaConsist algorithm implementation for ComfyUI - Generate consistent subjects across multiple generations with enhanced mask generation and multi-model support." + }, + { + "author": "thrakotool", + "title": "ComfyUI-KiraLoraEQ", + "reference": "https://github.com/thrakotool/ComfyUI-KiraLoraEQ", + "files": [ + "https://github.com/thrakotool/ComfyUI-KiraLoraEQ" + ], + "install_type": "git-clone", + "description": "20-band LoRA equalizer for ComfyUI that surgically adjusts LoRA influence across frequency-like bands, cross-attention, and MLP layers. (Description by CC)" + }, + { + "author": "ckinpdx", + "title": "ComfyUI-WanKeyframeBuilder", + "reference": "https://github.com/ckinpdx/ComfyUI-WanKeyframeBuilder", + "files": [ + "https://github.com/ckinpdx/ComfyUI-WanKeyframeBuilder" + ], + "install_type": "git-clone", + "description": "Custom node for building keyframe timelines in Wan video generation with adjustable influence strength, supporting 1-8 keyframes. (Description by CC)" + }, + { + "author": "ckinpdx", + "title": "comfyui-humo-audio-motion", + "reference": "https://github.com/ckinpdx/comfyui-humo-audio-motion", + "files": [ + "https://github.com/ckinpdx/comfyui-humo-audio-motion" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for granular Q/K/V/O attention boosting in HuMo models. Provides 12 independent controls for fine-tuning audio-driven motion response." + }, + { + "author": "ckinpdx", + "title": "ComfyUI-SCAIL-AudioReactive", + "reference": "https://github.com/ckinpdx/ComfyUI-SCAIL-AudioReactive", + "files": [ + "https://github.com/ckinpdx/ComfyUI-SCAIL-AudioReactive" + ], + "install_type": "git-clone", + "description": "Generate audio-reactive SCAIL pose sequences for character animation without requiring input video tracking. Now supports Multi-Character Choreography. (Description by CC)" + }, + { + "author": "ckinpdx", + "title": "ComfyUI-LoadAudioandSplit", + "reference": "https://github.com/ckinpdx/ComfyUI-LoadAudioandSplit", + "files": [ + "https://github.com/ckinpdx/ComfyUI-LoadAudioandSplit" + ], + "install_type": "git-clone", + "description": "Splits audio into frame-synced chunks for video generation workflows with support for overlapping segments for seamless transitions." + }, + { + "author": "jessesep", + "title": "SimpleVariables", + "reference": "https://github.com/jessesep/SimpleVariables", + "files": [ + "https://github.com/jessesep/SimpleVariables" + ], + "install_type": "git-clone", + "description": "Lightweight ComfyUI node pack for storing and retrieving any data by name across workflows. (Description by CC)" + }, + { + "author": "siray-ai", + "title": "siray-comfyui", + "reference": "https://github.com/siray-ai/siray-comfyui", + "files": [ + "https://github.com/siray-ai/siray-comfyui" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for Siray image/video models with dynamic schema-based inputs, authentication, and video streaming. (Description by CC)" + }, + { + "author": "mayunejie", + "title": "ComfyUI-Allen-Yinpin", + "reference": "https://github.com/mayunejie/ComfyUI-Allen-Yinpin", + "files": [ + "https://github.com/mayunejie/ComfyUI-Allen-Yinpin" + ], + "install_type": "git-clone", + "description": "Enhanced audio loading node for ComfyUI supporting .wav, .mp3, .flac, .ogg, .m4a formats with filename text output. (Description by CC)" + }, + { + "author": "reeoi", + "title": "ComfyUI-WebROI", + "reference": "https://github.com/reeoi/ComfyUI-WebROI", + "files": [ + "https://github.com/reeoi/ComfyUI-WebROI" + ], + "install_type": "git-clone", + "description": "Browser-based screen capture node enabling real-time region of interest selection and cropping for ComfyUI deployments. (Description by CC)" + }, + { + "author": "ritik-devsecops", + "title": "ComfyUI-Floyo-Flux2-API-node", + "reference": "https://github.com/ritik-devsecops/ComfyUI-Floyo-Flux2-API-node", + "files": [ + "https://github.com/ritik-devsecops/ComfyUI-Floyo-Flux2-API-node" + ], + "install_type": "git-clone", + "description": "ComfyUI node integrating Black Forest Labs FLUX.2 [pro] API via Floyo for text-to-image and image editing. (Description by CC)" + }, + { + "author": "purzbeats", + "title": "ComfyUI-Purz", + "reference": "https://github.com/purzbeats/ComfyUI-Purz", + "files": [ + "https://github.com/purzbeats/ComfyUI-Purz" + ], + "install_type": "git-clone", + "description": "A comprehensive node pack for ComfyUI that provides powerful image effects, pattern generation, and animated pattern creation capabilities." + }, + { + "author": "TheArtOfficial", + "title": "ComfyUI-MaskMorph", + "reference": "https://github.com/TheArtOfficial/ComfyUI-MaskMorph", + "files": [ + "https://github.com/TheArtOfficial/ComfyUI-MaskMorph" + ], + "install_type": "git-clone", + "description": "Directional mask expansion node that extends masks along specified directions with pixel-precise control, plus separate pinch/widen morphology operations." + }, + { + "author": "brahianrosswill", + "title": "ComfyUi-RandomNoiseCustom", + "reference": "https://github.com/brahianrosswill/ComfyUi-RandomNoiseCustom", + "files": [ + "https://github.com/brahianrosswill/ComfyUi-RandomNoiseCustom" + ], + "install_type": "git-clone", + "description": "Provides custom noise generation capabilities for ComfyUI workflows with configurable parameters. (Description by CC)" + }, + { + "author": "amtarr", + "title": "ComfyUI-TextureAlchemy", + "reference": "https://github.com/amtarr/ComfyUI-TextureAlchemy", + "files": [ + "https://github.com/amtarr/ComfyUI-TextureAlchemy" + ], + "install_type": "git-clone", + "description": "Complete workflow suite for ComfyUI that transforms images into PBR material sets ready for game engines and 3D software." + }, + { + "author": "beyondprompting", + "title": "ComfyUI-Beyond_nodes", + "reference": "https://github.com/beyondprompting/ComfyUI-Beyond_nodes", + "files": [ + "https://github.com/beyondprompting/ComfyUI-Beyond_nodes" + ], + "install_type": "git-clone", + "description": "Create complex compositions the FAST and EASY way." + }, + { + "author": "Zone-Roam", + "title": "ComfyUI-Live-Search", + "reference": "https://github.com/Zone-Roam/ComfyUI-Live-Search", + "files": [ + "https://github.com/Zone-Roam/ComfyUI-Live-Search" + ], + "install_type": "git-clone", + "description": "🌐 Live Search: Real-time web search and AI summarization. Internet search, web scraping, fact checking, weather, news, GPS coordinate conversion. DuckDuckGo search with GPT-5.1, DeepSeek-V3, Gemini 3 Pro, Claude 4.5, Qwen3, Doubao, SiliconFlow (69+ models), Llama 4, Ollama. Modular architecture with API loader. Toggle web search on/off for pure LLM mode." + }, + { + "author": "AJbeckliy", + "title": "SynVow-Comfyui-Nanoapi", + "reference": "https://github.com/AJbeckliy/SynVow-Comfyui-Nanoapi", + "files": [ + "https://github.com/AJbeckliy/SynVow-Comfyui-Nanoapi" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for AI image generation using SynVow API supporting T2I (Text-to-Image) and I2I (Image-to-Image) with multiple API sources and batch generation. (Description by CC)" + }, + { + "author": "Daohoi123", + "title": "ComfyUI-Gemini3", + "reference": "https://github.com/Daohoi123/ComfyUI-Gemini3", + "files": [ + "https://github.com/Daohoi123/ComfyUI-Gemini3" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node integrating Google's Gemini 3 Pro model for native image generation and processing, featuring multi-API key load balancing and auto-retry mechanisms. (Description by CC)" + }, + { + "author": "FeiMao-326", + "title": "Comfyui-General-API-Node", + "reference": "https://github.com/FeiMao-326/Comfyui-General-API-Node", + "files": [ + "https://github.com/FeiMao-326/Comfyui-General-API-Node" + ], + "install_type": "git-clone", + "description": "A suite of powerful and versatile utility nodes for ComfyUI, designed to streamline complex workflows involving Large Language Models and text manipulation." + }, + { + "author": "systemaiofinterest-wq", + "title": "ComfyUI-MetaAI", + "reference": "https://github.com/systemaiofinterest-wq/ComfyUI-MetaAI", + "files": [ + "https://github.com/systemaiofinterest-wq/ComfyUI-MetaAI" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI environment using web scraping methods to enable Meta AI integration for text-to-image and image-to-video generation. (Description by CC)" + }, + { + "author": "phaserblast", + "title": "ComfyUI-DGXSparkSafetensorsLoader", + "reference": "https://github.com/phaserblast/ComfyUI-DGXSparkSafetensorsLoader", + "files": [ + "https://github.com/phaserblast/ComfyUI-DGXSparkSafetensorsLoader" + ], + "install_type": "git-clone", + "description": "A ComfyUI model loader that uses the fastsafetensors library to perform very fast, zero-copy loading from storage to VRAM." + }, + { + "author": "Merserk", + "title": "ComfyUI-Flow-Assistor", + "reference": "https://github.com/Merserk/ComfyUI-Flow-Assistor", + "files": [ + "https://github.com/Merserk/ComfyUI-Flow-Assistor" + ], + "install_type": "git-clone", + "description": "Essential utility nodes for ComfyUI including prompt queue, batch processing, camera angle control, and resolution selector. (Description by CC)" + }, + { + "author": "dandancow874", + "title": "ComfyUI-LMStudio-Controller", + "reference": "https://github.com/dandancow874/ComfyUI-LMStudio-Controller", + "files": [ + "https://github.com/dandancow874/ComfyUI-LMStudio-Controller" + ], + "install_type": "git-clone", + "description": "Integrates LM Studio's CLI to perform Vision Language Model inference locally in ComfyUI with advanced memory management and anti-OOM protection." + }, + { + "author": "xiangyuT", + "title": "ComfyUI-PromptEnhance", + "reference": "https://github.com/xiangyuT/ComfyUI-PromptEnhance", + "files": [ + "https://github.com/xiangyuT/ComfyUI-PromptEnhance" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for enhancing prompts using OpenAI-compatible APIs (like DeepSeek, OpenAI, etc.)." + }, + { + "author": "anilstream", + "title": "ComfyUI-Ideogram-Character", + "reference": "https://github.com/anilstream/ComfyUI-Ideogram-Character", + "files": [ + "https://github.com/anilstream/ComfyUI-Ideogram-Character" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for generating consistent character images using Ideogram API v3's character reference feature. (Description by CC)" + }, + { + "author": "Moeblack", + "title": "ComfyUI-SimpleChat", + "reference": "https://github.com/Moeblack/ComfyUI-SimpleChat", + "files": [ + "https://github.com/Moeblack/ComfyUI-SimpleChat" + ], + "install_type": "git-clone", + "description": "Simple, no-nonsense LLM chat nodes for ComfyUI. Support OpenAI, Claude, Gemini and NoASS Roleplay.", + "tags": [ + "LLM", + "chat", + "openai", + "claude", + "gemini", + "roleplay", + "noass" + ] + }, + { + "author": "Braeden90000", + "title": "ComfyUI Load Image URL", + "id": "load-image-url", + "reference": "https://github.com/Braeden90000/comfyui-load-image-url", + "files": [ + "https://github.com/Braeden90000/comfyui-load-image-url" + ], + "pip": ["requests"], + "install_type": "git-clone", + "description": "Load images from files or URLs with live preview and source switching." + }, + { + "author": "lovelybbq", + "title": "ComfyUI Custom Node Color", + "reference": "https://github.com/lovelybbq/comfyui-custom-node-color", + "files": [ + "https://github.com/lovelybbq/comfyui-custom-node-color" + ], + "install_type": "git-clone", + "description": "A modern GUI-based color picker for ComfyUI nodes. Features visual spectrum, HEX/RGB inputs, eyedropper tool, and favorite colors support." + }, + { + "author": "huihuihuiz", + "title": "LoRA Downloader for ComfyUI", + "id": "lora_downloader", + "reference": "https://github.com/huihuihuiz/lora_downloader", + "files": [ + "https://github.com/huihuihuiz/lora_downloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for downloading and managing LoRA models directly within the UI." + }, + { + "author": "huihuihuiz", + "title": "UNet Downloader for ComfyUI", + "id": "unet_downloader", + "reference": "https://github.com/huihuihuiz/unet_downloader", + "files": [ + "https://github.com/huihuihuiz/unet_downloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for downloading and managing UNet/Diffusion models (FLUX, SD3, etc.) directly within the UI." + }, + { + "author": "huihuihuiz", + "title": "Plugin Downloader for ComfyUI", + "id": "plugin_downloader", + "reference": "https://github.com/huihuihuiz/plugin_downloader", + "files": [ + "https://github.com/huihuihuiz/plugin_downloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for downloading and backing up all custom nodes/plugins as ZIP files." + }, + { + "author": "huihuihuiz", + "title": "Upscaler Downloader for ComfyUI", + "id": "upscaler_downloader", + "reference": "https://github.com/huihuihuiz/upscaler_downloader", + "files": [ + "https://github.com/huihuihuiz/upscaler_downloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for downloading and managing upscaler/super-resolution models directly within the UI." + }, + { + "author": "aTanguay", + "title": "ComfyUI_Detonate", + "reference": "https://github.com/aTanguay/ComfyUI_Detonate", + "files": [ + "https://github.com/aTanguay/ComfyUI_Detonate" + ], + "install_type": "git-clone", + "description": "Professional compositing nodes for ComfyUI - bringing Nuke and Fusion workflows to AI-powered image generation" + }, + { + "author": "akaugun", + "title": "comfyui-lora-hook-trigger", + "reference": "https://github.com/akaugun/comfyui-lora-hook-trigger", + "files": [ + "https://github.com/akaugun/comfyui-lora-hook-trigger" + ], + "install_type": "git-clone", + "description": "A clean and simple ComfyUI custom node that creates a LoRA Hook and automatically finds and loads trigger TXT files placed in a folder named after the LoRA file." + }, + { + "author": "tumbowungus", + "title": "MultiMaskCouple", + "reference": "https://github.com/tumbowungus/MultiMaskCouple", + "files": [ + "https://github.com/tumbowungus/MultiMaskCouple" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI which simplifies the process of masking multiple prompts, making it easier to manage scenes with multiple distinct characters." + }, + { + "author": "fudosanit", + "title": "ComfyUI-Random-Resolution", + "reference": "https://github.com/fudosanit/ComfyUI-Random-Resolution", + "files": [ + "https://github.com/fudosanit/ComfyUI-Random-Resolution" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI. Based on the specified resolution, it randomly selects and outputs one of three patterns: original orientation, swapped width/height, or a square format. (Description by CC)" + }, + { + "author": "SuLU-K", + "title": "comfyui-easy-sam3-tools", + "reference": "https://github.com/SuLU-K/comfyui-easy-sam3-tools", + "files": [ + "https://github.com/SuLU-K/comfyui-easy-sam3-tools" + ], + "install_type": "git-clone", + "description": "Custom nodes for building SAM3-centric editing pipelines inside ComfyUI, featuring mask merging, bounding box rendering, and DOM-based interactive editing. (Description by CC)" + }, + { + "author": "EMkrtchyan", + "title": "ComfyUI-NormalsToDepth", + "reference": "https://github.com/EMkrtchyan/ComfyUI-NormalsToDepth", + "files": [ + "https://github.com/EMkrtchyan/ComfyUI-NormalsToDepth" + ], + "install_type": "git-clone", + "description": "Converts normal maps to depth maps for use in ComfyUI. (Description by CC)" + }, + { + "author": "SKFRMSEHF", + "title": "SK-ComfyUI-FolderingLoader", + "id": "skloader", + "reference": "https://github.com/SKFRMSEHF/comfyui_SK_Loader", + "files": [ + "https://github.com/SKFRMSEHF/comfyui_SK_Loader" + ], + "install_type": "git-clone", + "description": "Unified loader nodes with folder organization support for checkpoints, LoRA, VAE, and diffusion models" + }, + { + "author": "dcyd-lun", + "title": "ComfyUI_text_diff", + "reference": "https://github.com/dcyd-lun/ComfyUI_text_diff", + "files": [ + "https://github.com/dcyd-lun/ComfyUI_text_diff" + ], + "install_type": "git-clone", + "description": "Compare two texts with GitHub/GitLab-style diff highlighting in ComfyUI" + }, + { + "author": "darrell-goh", + "title": "ComfyUI-NanoBanana_node", + "reference": "https://github.com/darrell-goh/ComfyUI-NanoBanana_node", + "files": [ + "https://github.com/darrell-goh/ComfyUI-NanoBanana_node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to interact with Nano Banana's Vertex API proxy, providing access to Gemini models with dynamic image inputs." + }, + { + "author": "This-is-Uncut", + "title": "Custom-Node-ComfyUI-NBP-Uncut", + "reference": "https://github.com/This-is-Uncut/Custom-Node-ComfyUI-NBP-Uncut", + "files": [ + "https://github.com/This-is-Uncut/Custom-Node-ComfyUI-NBP-Uncut" + ], + "install_type": "git-clone", + "description": "Node to use NBP with custom API key to improve data privacy control." + }, + { + "author": "drawthingsai", + "title": "draw-things-comfyui", + "reference": "https://github.com/drawthingsai/draw-things-comfyui", + "files": [ + "https://github.com/drawthingsai/draw-things-comfyui" + ], + "install_type": "git-clone", + "description": "The official Draw Things extension for ComfyUI. Sends image-generation requests to Draw Things over gRPC. Supports Bridge Mode for DT+ cloud and local model execution." + }, + { + "author": "g7b2", + "title": "ComfyUI-Artist-Tester", + "reference": "https://github.com/g7b2/ComfyUI-Artist-Tester", + "files": [ + "https://github.com/g7b2/ComfyUI-Artist-Tester" + ], + "install_type": "git-clone", + "description": "A dedicated suite of custom nodes for batch testing artists, styles, and prompts in ComfyUI, solving the caching problem with anti-cache logic and dynamic filename generation." + }, + { + "author": "g7b2", + "title": "ComfyUI-MultiCheckpoint-Tester", + "reference": "https://github.com/g7b2/ComfyUI-MultiCheckpoint-Tester", + "files": [ + "https://github.com/g7b2/ComfyUI-MultiCheckpoint-Tester" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for model comparison testing supporting 1-5 checkpoint models with automatic VRAM management and comparison image generation. (Description by CC)" + }, + { + "author": "ubisoft", + "title": "ComfyUI-Chord", + "reference": "https://github.com/ubisoft/ComfyUI-Chord", + "files": [ + "https://github.com/ubisoft/ComfyUI-Chord" + ], + "install_type": "git-clone", + "description": "Custom nodes for the paper: Chord: Chain of Rendering Decomposition for PBR Material Estimation from Generated Texture Images" + }, + { + "author": "Deathspike", + "title": "ComfyUI-MyOriginalWaifu", + "reference": "https://github.com/Deathspike/ComfyUI-MyOriginalWaifu", + "files": [ + "https://github.com/Deathspike/ComfyUI-MyOriginalWaifu" + ], + "install_type": "git-clone", + "description": "My Original Waifu is a tag-based prompt-transformation engine for ComfyUI designed for creators who want their original characters to feel consistent, expressive, and faithfully rendered across every scene. Instead of manually adjusting tags each time you generate an image, you define the essence of your waifu, her look, her outfits, the way she appears in different contexts, and the engine transforms your prompt to match those intentions. It stays out of the way and simply follows your rules with clarity and consistency. Your Waifu. Your Rules. Your Perfect Prompt." + }, + { + "author": "LeonQ8", + "title": "ComfyUI-Dynamic-Lora-Scheduler", + "reference": "https://github.com/LeonQ8/ComfyUI-Dynamic-Lora-Scheduler", + "files": [ + "https://github.com/LeonQ8/ComfyUI-Dynamic-Lora-Scheduler" + ], + "install_type": "git-clone", + "description": "Dynamically balance weights of multiple LoRAs over generation steps for ComfyUI." + }, + { + "author": "sebagallo", + "title": "comfyui-sg-llama-cpp", + "reference": "https://github.com/sebagallo/comfyui-sg-llama-cpp", + "files": [ + "https://github.com/sebagallo/comfyui-sg-llama-cpp" + ], + "install_type": "git-clone", + "description": "llama-cpp-python wrapper, with support for vision models. It allows the user to generate text responses from prompts using llama.cpp." + }, + { + "author": "sebagallo", + "title": "comfyui-sg-openai-client", + "reference": "https://github.com/sebagallo/comfyui-sg-openai-client", + "files": [ + "https://github.com/sebagallo/comfyui-sg-openai-client" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for OpenAI API integration (local supported) with chat completion and image support." + }, + { + "author": "sebagallo", + "title": "comfyui-sg-text-encode-reference-images", + "reference": "https://github.com/sebagallo/comfyui-sg-text-encode-reference-images", + "files": [ + "https://github.com/sebagallo/comfyui-sg-text-encode-reference-images" + ], + "install_type": "git-clone", + "description": "Advanced Text Encode node for ComfyUI with dynamic multi-image reference support." + }, + { + "author": "hubo502", + "title": "ComfyUI-Env-Loader", + "reference": "https://github.com/hubo502/ComfyUI-Env-Loader", + "files": [ + "https://github.com/hubo502/ComfyUI-Env-Loader" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node set that reads .env files at startup and provides dropdown selection or dynamic multi-port output for environment variable access in workflows. (Description by CC)" + }, + { + "author": "fabbarix", + "title": "comfyui-promptstore", + "reference": "https://github.com/fabbarix/comfyui-promptstore", + "files": [ + "https://github.com/fabbarix/comfyui-promptstore" + ], + "install_type": "git-clone", + "description": "Custom node system for ComfyUI enabling efficient prompt management with YAML-based datastore, categories, selection interface, and dynamic text interpolation for creating complex prompts." + }, + { + "author": "ARM64-EC", + "title": "ComfyUI-LongCatPlugin", + "reference": "https://github.com/ARM64-EC/ComfyUI-LongCatPlugin", + "files": [ + "https://github.com/ARM64-EC/ComfyUI-LongCatPlugin" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes wrapping LongCat image generation and editing pipelines with text-to-image and multi-image edit flows using diffusers framework. (Description by CC)" + }, + { + "author": "NOLABEL-VFX", + "title": "ComfyUI-NL_Nodes", + "reference": "https://github.com/NOLABEL-VFX/ComfyUI-NL_Nodes", + "files": [ + "https://github.com/NOLABEL-VFX/ComfyUI-NL_Nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes by NOLABEL for studio workflows, featuring Shot Path Builder that generates standardized, sanitized file and folder names with versioning for renders." + }, + { + "author": "pantaleone-ai", + "title": "Comfy-Firefly", + "reference": "https://github.com/pantaleone-ai/Comfy-Firefly", + "files": [ + "https://github.com/pantaleone-ai/Comfy-Firefly" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for generating images using Adobe Firefly Services API v3 with automatic authentication and standard tensor output." + }, + { + "author": "febogallo", + "title": "ComfyUI-Freepik", + "reference": "https://github.com/febogallo/ComfyUI-Freepik", + "files": [ + "https://github.com/febogallo/ComfyUI-Freepik" + ], + "install_type": "git-clone", + "description": "Integrates Freepik's AI capabilities into ComfyUI workflows with features for photorealistic generation, upscaling, and background removal, plus smart caching and cost management. (Description by CC)" + }, + { + "author": "XYMikky12138", + "title": "ComfyUI-MIKKY-Mask-Editor", + "reference": "https://github.com/XYMikky12138/ComfyUI-MIKKY-Mask-Editor", + "files": [ + "https://github.com/XYMikky12138/ComfyUI-MIKKY-Mask-Editor" + ], + "install_type": "git-clone", + "description": "A powerful frame-by-frame video mask editor for ComfyUI with painting, auto BBox, hole filling, blur/feathering, and video slicing features." + }, + { + "author": "SiegeKeebsOffical", + "title": "comfyui-lmstudio", + "reference": "https://github.com/SiegeKeebsOffical/comfyui-lmstudio", + "files": [ + "https://github.com/SiegeKeebsOffical/comfyui-lmstudio" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes designed to interface with a separate LM Studio instance for language model operations." + }, + { + "author": "bombdefuser-124", + "title": "Newbie-Teacache-ComfyUI", + "reference": "https://github.com/bombdefuser-124/Newbie-Teacache-ComfyUI", + "files": [ + "https://github.com/bombdefuser-124/Newbie-Teacache-ComfyUI" + ], + "install_type": "git-clone", + "description": "TeaCache optimization nodes for ComfyUI's NewBie implementation, featuring patched loader and coefficient calculator for faster inference with configurable quality. (Description by CC)" + }, + { + "author": "maxczc", + "title": "comfyui-sora-node", + "reference": "https://github.com/maxczc/comfyui-sora-node", + "files": [ + "https://github.com/maxczc/comfyui-sora-node" + ], + "install_type": "git-clone", + "description": "Comprehensive set of ComfyUI custom nodes for interacting with a Sora-compatible REST API, supporting text-to-video, image-to-video, and video-to-video generation." + }, + { + "author": "logicalor", + "title": "comfyui_multi_replace", + "reference": "https://github.com/logicalor/comfyui_multi_replace", + "files": [ + "https://github.com/logicalor/comfyui_multi_replace" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for creating and applying multiple find/replace pairs to text" + }, + { + "author": "logicalor", + "title": "comfyui_text_to_pose", + "reference": "https://github.com/logicalor/comfyui_text_to_pose", + "files": [ + "https://github.com/logicalor/comfyui_text_to_pose" + ], + "install_type": "git-clone", + "description": "Generate human poses from text descriptions using T2P Transformer for ControlNet/T2I-Adapter workflows" + }, + { + "author": "logicalor", + "title": "comfyui_friendly_pipe", + "reference": "https://github.com/logicalor/comfyui_friendly_pipe", + "files": [ + "https://github.com/logicalor/comfyui_friendly_pipe" + ], + "install_type": "git-clone", + "description": "Flexible pipe nodes for bundling and unbundling multiple connections of any type in ComfyUI" + }, + { + "author": "logicalor", + "title": "comfyui_path_sanitizer", + "reference": "https://github.com/logicalor/comfyui_path_sanitizer", + "files": [ + "https://github.com/logicalor/comfyui_path_sanitizer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that sanitizes strings for use as filesystem paths" + }, + { + "author": "ssspace1", + "title": "SSpack_ComfyUI", + "reference": "https://github.com/ssspace1/SSpack_ComfyUI", + "files": [ + "https://github.com/ssspace1/SSpack_ComfyUI" + ], + "install_type": "git-clone", + "description": "Compact, UI-friendly nodes for ComfyUI with LoRA/checkpoint selectors with thumbnails, text utilities, image helpers, and a lightweight cache cleaner script." + }, + { + "author": "SofianeAlla", + "title": "ComfyUI-BespokeAI-3D", + "reference": "https://github.com/SofianeAlla/ComfyUI-BespokeAI-3D", + "files": [ + "https://github.com/SofianeAlla/ComfyUI-BespokeAI-3D" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for BespokeAI image-to-3D generation\nNOTE: The files in the repo are not organized." + }, + { + "author": "tppp2806", + "title": "ComfyUI-YoloTrack", + "reference": "https://github.com/tppp2806/ComfyUI-YoloTrack", + "files": [ + "https://github.com/tppp2806/ComfyUI-YoloTrack" + ], + "install_type": "git-clone", + "description": "Based on a YOLO model, it performs object detection, capture, and smooth tracking-based cropping on images." + }, + { + "author": "revisiontony", + "title": "ComfyUI Lora Manager Web Frame", + "reference": "https://github.com/revisiontony/LoraMangerWebFrame", + "files": [ + "https://github.com/revisiontony/LoraMangerWebFrame" + ], + "install_type": "git-clone", + "description": "Embeds the ComfyUI-Lora-Manager web interface directly into your ComfyUI workflow graph, eliminating the need for a separate browser tab." + }, + { + "author": "Maenvaeru", + "title": "comfyui-vram-overlay", + "reference": "https://github.com/Maenvaeru/comfyui-vram-overlay", + "files": [ + "https://github.com/Maenvaeru/comfyui-vram-overlay" + ], + "install_type": "git-clone", + "description": "Professional VRAM monitoring overlay for ComfyUI that displays real-time GPU memory usage as an independent, non-intrusive window. (Description by CC)" + }, + { + "author": "PROJECTMAD", + "title": "PROJECT-MAD-NODES", + "reference": "https://github.com/PROJECTMAD/PROJECT-MAD-NODES", + "files": [ + "https://github.com/PROJECTMAD/PROJECT-MAD-NODES" + ], + "install_type": "git-clone", + "description": "Collection of custom ComfyUI nodes for LoRA scheduling and prompt management, featuring visual curve editor and visual prompt gallery with EXIF metadata extraction." + }, + { + "author": "flowers6421", + "title": "ComfyUI-SimpleTunerFlux2", + "reference": "https://github.com/flowers6421/ComfyUI-SimpleTunerFlux2", + "files": [ + "https://github.com/flowers6421/ComfyUI-SimpleTunerFlux2" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for using SimpleTuner-trained Flux 2 LoRA models. SimpleTuner's Flux 2 architecture uses fused layers, making its LoRAs incompatible with standard ComfyUI Flux nodes. (Description by CC)" + }, + { + "author": "revisionhiep-create", + "title": "comfyui-standard-trigger-words", + "reference": "https://github.com/revisionhiep-create/comfyui-standard-trigger-words", + "files": [ + "https://github.com/revisionhiep-create/comfyui-standard-trigger-words" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for managing trigger words with 50+ editable presets optimized for SDXL Illustrious" + }, + { + "author": "revisionhiep-create", + "title": "Comfyui-Prompt-Sorter", + "reference": "https://github.com/revisionhiep-create/Comfyui-Prompt-Sorter", + "files": [ + "https://github.com/revisionhiep-create/Comfyui-Prompt-Sorter" + ], + "install_type": "git-clone", + "description": "Interactive button-based trigger word manager with precision weighting and portable collections." + }, + { + "author": "revisionhiep-create", + "title": "comfyui-universal-trigger-toggle", + "reference": "https://github.com/revisionhiep-create/comfyui-universal-trigger-toggle", + "files": [ + "https://github.com/revisionhiep-create/comfyui-universal-trigger-toggle" + ], + "install_type": "git-clone", + "description": "A standalone custom node for ComfyUI that provides an interactive tag-based interface to enable/disable trigger words from any LoRA loader or gallery node." + }, + { + "author": "Faildes", + "title": "ComfyUI-NegativeFold", + "reference": "https://github.com/Faildes/ComfyUI-NegativeFold", + "files": [ + "https://github.com/Faildes/ComfyUI-NegativeFold" + ], + "install_type": "git-clone", + "description": "Fold negative prompts into positive prompts for use with Turbo models. (Description by CC)" + }, + { + "author": "Faildes", + "title": "ComfyUI-TC_ADV_ZPrompt", + "reference": "https://github.com/Faildes/ComfyUI-TC_ADV_ZPrompt", + "files": [ + "https://github.com/Faildes/ComfyUI-TC_ADV_ZPrompt" + ], + "install_type": "git-clone", + "description": "Extension that allows to use emphasize and AND on Z-Image." + }, + { + "author": "isekai-sh", + "title": "isekai-comfy-node", + "reference": "https://github.com/isekai-sh/isekai-comfy-node", + "files": [ + "https://github.com/isekai-sh/isekai-comfy-node" + ], + "install_type": "git-clone", + "description": "Upload and compress AI-generated images and enhance your ComfyUI workflows with powerful string utilities and AI integration." + }, + { + "author": "QL-boy", + "title": "ComfyUI-Advanced-Tile-Processing", + "reference": "https://github.com/QL-boy/ComfyUI-Advanced-Tile-Processing", + "files": [ + "https://github.com/QL-boy/ComfyUI-Advanced-Tile-Processing" + ], + "install_type": "git-clone", + "description": "Advanced tiling plugin for ComfyUI solving VRAM limitations in 4K/8K+ image generation using intelligent tiling and seamless weighted fusion with multiple blending modes." + }, + { + "author": "gateway", + "title": "ComfyUI-Kie-API", + "reference": "https://github.com/gateway/ComfyUI-Kie-API", + "files": [ + "https://github.com/gateway/ComfyUI-Kie-API" + ], + "install_type": "git-clone", + "description": "Integration framework for KIE Nano Banana Pro API into ComfyUI custom nodes with API key setup and placeholder for upcoming node implementations. (Description by CC)" + }, + { + "author": "lazyq666", + "title": "gemini-3-simply-comfyui", + "reference": "https://github.com/lazyq666/gemini-3-simply-comfyui", + "files": [ + "https://github.com/lazyq666/gemini-3-simply-comfyui" + ], + "install_type": "git-clone", + "description": "Two lightweight ComfyUI nodes for Gemini 3 preview models: Gemini 3 Pro (Text) and Gemini 3 Pro Image. (Description by CC)" + }, + { + "author": "aslanxie", + "title": "comfyui_qwen_image_edit", + "reference": "https://github.com/aslanxie/comfyui_qwen_image_edit", + "files": [ + "https://github.com/aslanxie/comfyui_qwen_image_edit" + ], + "install_type": "git-clone", + "description": "ComfyUI Qwen-Image-Edit-2509 node integration for image editing using OpenAI Image API. (Description by CC)" + }, + { + "author": "Arctenox", + "title": "Arctenoxs-Essentials_ComfyUI", + "reference": "https://github.com/Arctenox/Arctenoxs-Essentials_ComfyUI", + "files": [ + "https://github.com/Arctenox/Arctenoxs-Essentials_ComfyUI" + ], + "install_type": "git-clone", + "description": "A collection of efficient workflow nodes for ComfyUI with advanced sampling, seed management, temporal prompt processing, and workflow optimization tools" + }, + { + "author": "by-ae", + "title": "ae-in-workflow", + "reference": "https://github.com/by-ae/ae-in-workflow", + "files": [ + "https://github.com/by-ae/ae-in-workflow" + ], + "install_type": "git-clone", + "description": "In-workflow Nodes for ComfyUI - Heavy interaction and streaming capabilities" + }, + { + "author": "OhSeongHyeon", + "title": "comfyui-watdafox-nodes", + "reference": "https://github.com/OhSeongHyeon/comfyui-watdafox-nodes", + "files": [ + "https://github.com/OhSeongHyeon/comfyui-watdafox-nodes" + ], + "install_type": "git-clone", + "description": "A node pack for ComfyUI" + }, + { + "author": "pixelpainter", + "title": "mute-bypass by node ID", + "reference": "https://github.com/pixelpainter/comfyui-mute-bypass-by-ID", + "files": [ + "https://github.com/pixelpainter/comfyui-mute-bypass-by-ID" + ], + "install_type": "git-clone", + "description": "2 nodes for muting or bypassing a node by node ID. They are widget linkable and promotable to a Subgraph node as a switch to mute or bypass a node in it's own Subgraph, or any other Subgraph, or it can be used as a stand alone node anywhere" + }, + { + "author": "pixelpainter", + "title": "UI-Decorators [SubGraph]", + "reference": "https://github.com/pixelpainter/UI-Decorators", + "files": [ + "https://github.com/pixelpainter/UI-Decorators" + ], + "install_type": "git-clone", + "description": "UI Decorators is a set of 4 nodes to enhance frontside SubGraph usability and organization. A Note, a Divider, an editable Spacer, and a Title node. Includes color pickers for fonts, font sizing, bold/non-bold text, and background color picker for the note" + }, + { + "author": "Austat", + "title": "ComfyUI-RemacriScale", + "reference": "https://github.com/Austat/ComfyUI-RemacriScale", + "files": [ + "https://github.com/Austat/ComfyUI-RemacriScale" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for upscaling videos using the Remacri upscaler and then downscaling them. (Description by CC)" + }, + { + "author": "Austat", + "title": "ComfyUI-DownsampleFPS", + "reference": "https://github.com/Austat/ComfyUI-DownsampleFPS", + "files": [ + "https://github.com/Austat/ComfyUI-DownsampleFPS" + ], + "install_type": "git-clone", + "description": "A node for ComfyUI to downsample framerate ie. from 48 to 24." + }, + { + "author": "Lysthan", + "title": "ComfyUI-LYSTHAN-PPS", + "reference": "https://github.com/Lysthan/ComfyUI-LYSTHAN-PPS", + "files": [ + "https://github.com/Lysthan/ComfyUI-LYSTHAN-PPS" + ], + "install_type": "git-clone", + "description": "Privacy-Protected Saver node for ComfyUI that encrypts and archives output images into password-protected ZIP files or videos for secure storage and privacy protection." + }, + { + "author": "mirabarukaso", + "title": "ComfyUI_MiraSubPack", + "reference": "https://github.com/mirabarukaso/ComfyUI_MiraSubPack", + "files": [ + "https://github.com/mirabarukaso/ComfyUI_MiraSubPack" + ], + "install_type": "git-clone", + "description": "More test nodes for ComfyUI_Mira extension. (Description by CC)" + }, + { + "author": "BennyDaBall930", + "title": "ComfyUI-Z-Engineer", + "reference": "https://github.com/BennyDaBall930/ComfyUI-Z-Engineer", + "files": [ + "https://github.com/BennyDaBall930/ComfyUI-Z-Engineer" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that integrates a local LLM via OpenAI-compatible API to engineer optimal prompts for Z-Image Turbo workflows. (Description by CC)" + }, + { + "author": "chameleon-ai", + "title": "comfyui_momo", + "reference": "https://github.com/chameleon-ai/comfyui_momo", + "files": [ + "https://github.com/chameleon-ai/comfyui_momo" + ], + "install_type": "git-clone", + "description": "Implementation of MoMo interpolation for ComfyUI" + }, + { + "author": "styletransfer", + "title": "ComfyUI-TRELLIS2_Motion", + "reference": "https://github.com/styletransfer/ComfyUI-TRELLIS2_Motion", + "files": [ + "https://github.com/styletransfer/ComfyUI-TRELLIS2_Motion" + ], + "install_type": "git-clone", + "description": "A comprehensive ComfyUI node package that uses Microsoft's TRELLIS2 to transform video footage into 3D mesh reconstructions with advanced rendering effects." + }, + { + "author": "SuzumiyaAkizuki", + "title": "ComfyUI-LLM_Prompt_XML_Formatter", + "reference": "https://github.com/SuzumiyaAkizuki/ComfyUI-LLM_Prompt_XML_Formatter", + "files": [ + "https://github.com/SuzumiyaAkizuki/ComfyUI-LLM_Prompt_XML_Formatter" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for automatically generating XML-style prompts compatible with NewBie models using LLM APIs, with style customization and preset management capabilities. (Description by CC)" + }, + { + "author": "AugustusLXIII", + "title": "Custom Resolution I2V", + "id": "custom-resolution-i2v-augustus", + "reference": "https://github.com/AugustusLXIII/ComfyUI_CustomResolution_I2V", + "files": [ + "https://github.com/AugustusLXIII/ComfyUI_CustomResolution_I2V" + ], + "install_type": "git-clone", + "description": "A resolution utility for WanVideo I2V with 20 presets, manual override and automatic rounding." + }, + { + "author": "RyukoMatoiFan", + "title": "ComfyUI-Switti", + "reference": "https://github.com/RyukoMatoiFan/ComfyUI-Switti", + "files": [ + "https://github.com/RyukoMatoiFan/ComfyUI-Switti" + ], + "install_type": "git-clone", + "description": "Custom nodes for running the Switti text-to-image model inside ComfyUI with support for checkpoint loading, VAE, CLIP encoders, and pipeline building." + }, + { + "author": "RyukoMatoiFan", + "title": "ComfyUI-STARFlow", + "reference": "https://github.com/RyukoMatoiFan/ComfyUI-STARFlow", + "files": [ + "https://github.com/RyukoMatoiFan/ComfyUI-STARFlow" + ], + "install_type": "git-clone", + "description": "Custom nodes for STARFlow text-to-image generation in ComfyUI, including checkpoint loader, text encoder, sampler, and VAE decoder." + }, + { + "author": "Bzbaozi", + "title": "ComfyUI-YK-Banana2-Batch", + "reference": "https://github.com/Bzbaozi/ComfyUI-YK-Banana2-Batch", + "files": [ + "https://github.com/Bzbaozi/ComfyUI-YK-Banana2-Batch" + ], + "install_type": "git-clone", + "description": "A powerful batch image generation node for ComfyUI using the YK-Banana2 Pro API to generate multiple images in parallel with reference image support. (Description by CC)" + }, + { + "author": "rethink-studios", + "title": "comfyui-model-linker-desktop", + "reference": "https://github.com/rethink-studios/comfyui-model-linker-desktop", + "files": [ + "https://github.com/rethink-studios/comfyui-model-linker-desktop" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that helps users relink missing models in workflows" + }, + { + "author": "xuheyao", + "title": "comfyui-dinov3-point-prompt", + "reference": "https://github.com/xuheyao/comfyui-dinov3-point-prompt", + "files": [ + "https://github.com/xuheyao/comfyui-dinov3-point-prompt" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for DINOv3 point prompt functionality with integration of Facebook's DINOv3 research model. (Description by CC)" + }, + { + "author": "Asidert", + "title": "Base64 Images input and output nodes for ComfyUI", + "reference": "https://github.com/Asidert/ComfyUI_Base64Images", + "files": [ + "https://github.com/Asidert/ComfyUI_Base64Images" + ], + "install_type": "git-clone", + "description": "A set of base64 input and output nodes for a custom API using ComfyUI" + }, + { + "author": "ddontsov93", + "title": "ComfyUI-AudioSeparator", + "reference": "https://github.com/ddontsov93/ComfyUI-AudioSeparator", + "files": [ + "https://github.com/ddontsov93/ComfyUI-AudioSeparator" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI integrating audio-separator library that separates audio stems (vocals vs instrumental), removes noise, and fixes audio artifacts using GPU acceleration. (Description by CC)" + }, + { + "author": "TobiasGlaubach", + "title": "ComfyUI-TG_pydocmaker", + "reference": "https://github.com/TobiasGlaubach/ComfyUI-TG_pydocmaker", + "files": [ + "https://github.com/TobiasGlaubach/ComfyUI-TG_pydocmaker" + ], + "install_type": "git-clone", + "description": "A minimal node set in comfyui to render pydocmaker reports" + }, + { + "author": "cyberlightdev", + "title": "ComfyUI-CyberUtils", + "reference": "https://github.com/cyberlightdev/ComfyUI-CyberUtils", + "files": [ + "https://github.com/cyberlightdev/ComfyUI-CyberUtils" + ], + "install_type": "git-clone", + "description": "A minimal template for creating React/TypeScript frontend extensions for ComfyUI, with complete boilerplate setup including internationalization and unit testing." + }, + { + "author": "rakkarage", + "title": "ComfyRage", + "id": "comfyrage", + "reference": "https://github.com/rakkarage/ComfyRage", + "files": [ + "https://github.com/rakkarage/ComfyRage" + ], + "install_type": "git-clone", + "description": "ComfyUI text nodes. Pre (preprocess comments, random, and de-emphasis), Show (show and persist text), and Debug (show and persist weights)." + }, + { + "author": "naxci1", + "title": "ComfyUI-FlashVSR_Stable", + "reference": "https://github.com/naxci1/ComfyUI-FlashVSR_Stable", + "files": [ + "https://github.com/naxci1/ComfyUI-FlashVSR_Stable" + ], + "install_type": "git-clone", + "description": "High-performance Video Super Resolution for ComfyUI with VRAM optimization." + }, + { + "author": "Shadowwalker0P", + "title": "CryptoNoise-Ksampler", + "reference": "https://github.com/Shadowwalker0P/CryptoNoise-Ksampler", + "files": [ + "https://github.com/Shadowwalker0P/CryptoNoise-Ksampler" + ], + "install_type": "git-clone", + "description": "Drop-in replacement for ComfyUI's standard KSampler that embeds cryptographic proof of authorship directly into generated images through deterministic noise injection into the latent representation." + }, + { + "author": "vjumpkung", + "title": "ComfyUI-STARWrapper", + "reference": "https://github.com/vjumpkung/ComfyUI-STARWrapper", + "files": [ + "https://github.com/vjumpkung/ComfyUI-STARWrapper" + ], + "install_type": "git-clone", + "description": "An experimental STAR Video Upscale Wrapper." + }, + { + "author": "vjumpkung", + "title": "ComfyUI-Musubi-Tuner-LoRA-Loader", + "reference": "https://github.com/vjumpkung/ComfyUI-Musubi-Tuner-LoRA-Loader", + "files": [ + "https://github.com/vjumpkung/ComfyUI-Musubi-Tuner-LoRA-Loader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that enables direct loading of musubi-tuner based LoRAs (Z-Image Turbo, Hunyuan Video 1.5) with automatic in-memory conversion and caching." + }, + { + "author": "Paddel87", + "title": "ComfyUI_fal_image", + "reference": "https://github.com/Paddel87/ComfyUI_fal_image", + "files": [ + "https://github.com/Paddel87/ComfyUI_fal_image" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node pack for fal.ai image generation supporting FLUX models with queue polling, safety controls, and native image I/O conversion." + }, + { + "author": "ConstantlyGrowup", + "title": "ComfyUI_Qwen_chat_models", + "reference": "https://github.com/ConstantlyGrowup/ComfyUI_Qwen_chat_models", + "files": [ + "https://github.com/ConstantlyGrowup/ComfyUI_Qwen_chat_models" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Qwen text and vision-language models. Supports Qwen2.5/Qwen3, 4-/8-bit quantization, deterministic seeding, auto model download, and shared caching to improve workflow performance." + }, + { + "author": "Wakapedia", + "title": "WanVideo Wakawave - Advanced LoRA & Prompt Tools", + "reference": "https://github.com/Wakapedia/ComfyUI-WanVideoWakawave", + "files": [ + "https://github.com/Wakapedia/ComfyUI-WanVideoWakawave" + ], + "install_type": "git-clone", + "description": "Advanced LoRA management and prompt building tools for WanVideo. Features: Wakawave LoRA Loader (unlimited LoRAs, save/load presets, drag-to-reorder, per-LoRA strength control), Wakawave Prompt Builder (dual positive/negative prompts, weight control, segment mode, visual preset browser with import/export)." + }, + { + "author": "nawka12", + "title": "ComfyUI-Adept-Sampler", + "reference": "https://github.com/nawka12/ComfyUI-Adept-Sampler", + "files": [ + "https://github.com/nawka12/ComfyUI-Adept-Sampler" + ], + "install_type": "git-clone", + "description": "Advanced custom samplers and schedulers for ComfyUI, ported from the Stable Diffusion WebUI reForge extension." + }, + { + "author": "zhuyanan", + "title": "Comfy-FilmSimulator", + "reference": "https://github.com/zhuyanan/Comfy-FilmSimulator", + "files": [ + "https://github.com/zhuyanan/Comfy-FilmSimulator" + ], + "install_type": "git-clone", + "description": "ComfyUI node: realistic, adaptive film simulation for photographic and cinematic looks." + }, + { + "author": "id7238", + "title": "ComfyUI-PackedPipes", + "reference": "https://github.com/id7238/ComfyUI-PackedPipes", + "files": [ + "https://github.com/id7238/ComfyUI-PackedPipes" + ], + "install_type": "git-clone", + "description": "Custom nodes that organize ComfyUI workflow connections by combining multiple links into single pipeline links. (Description by CC)" + }, + { + "author": "CornmeisterNL", + "title": "CornmeisterNL PowerPack", + "id": "cornmeisternl-powerpack", + "reference": "https://github.com/Cornmeister/ComfyUI-CornmeisterNL-PowerPack", + "files": [ + "https://github.com/Cornmeister/ComfyUI-CornmeisterNL-PowerPack" + ], + "install_type": "git-clone", + "description": "A power-user focused collection of ComfyUI nodes: LoRA management, prompt building, resolution presets, metadata-safe image saving (CivitAI-ready), and UNet model loading." + }, + { + "author": "LuqP2", + "title": "Image MetaHub Save Node", + "reference": "https://github.com/LuqP2/ImageMetaHub-ComfyUI-Save", + "files": [ + "https://github.com/LuqP2/ImageMetaHub-ComfyUI-Save" + ], + "install_type": "git-clone", + "description": "Official companion node for Image MetaHub. Saves A1111/Civitai-compatible parameters plus extended Image MetaHub metadata (workflow JSON, SHA256 model hashes, VRAM peak/total, GPU device, generation time, and steps/sec) for reproducibility and benchmarking." + }, + { + "author": "room3dev", + "title": "ComfyUI-FrameIO", + "id": "comfyui-frameio", + "reference": "https://github.com/room3dev/ComfyUI-FrameIO", + "files": [ + "https://github.com/room3dev/ComfyUI-FrameIO" + ], + "install_type": "git-clone", + "description": "High-performance frame IO nodes (WEBP)" + }, + { + "author": "room3dev", + "title": "ComfyUI-PixelForge", + "id": "comfyui-pixelforge", + "reference": "https://github.com/room3dev/ComfyUI-PixelForge", + "files": [ + "https://github.com/room3dev/ComfyUI-PixelForge" + ], + "install_type": "git-clone", + "description": "Dynamic resolution selector and advanced resize nodes with real-time feedback." + }, + { + "author": "room3dev", + "title": "ComfyUI-I2VChainHelper", + "id": "comfyui-i2vchainhelper", + "reference": "https://github.com/room3dev/ComfyUI-I2VChainHelper", + "files": [ + "https://github.com/room3dev/ComfyUI-I2VChainHelper" + ], + "install_type": "git-clone", + "description": "Helps filter and trim image batches for I2V chaining by ensuring consistent face identity and eye openness." + }, + { + "author": "chrishill197724-gif", + "title": "ComfyUI-Wan22-GGUF-Storyboard", + "reference": "https://github.com/chrishill197724-gif/ComfyUI-Wan22-GGUF-Storyboard", + "files": [ + "https://github.com/chrishill197724-gif/ComfyUI-Wan22-GGUF-Storyboard" + ], + "install_type": "git-clone", + "description": "An optimized storyboard-based latent generator for Wan 2.2 with low VRAM optimization and storyboard logic for controlled video composition." + }, + { + "author": "mrm987", + "title": "ComfyUI-Multi-Prompt-Generator", + "reference": "https://github.com/mrm987/ComfyUI_Multi_Prompt_Generator", + "files": [ + "https://github.com/mrm987/ComfyUI_Multi_Prompt_Generator" + ], + "install_type": "git-clone", + "description": "Generate multiple images from prompt list with upscaling, LUT, and real-time preview" + }, + { + "author": "gushob21", + "title": "comfyui-google-genmedia-custom-nodes", + "id": "Google", + "reference": "https://github.com/GoogleCloudPlatform/comfyui-google-genmedia-custom-nodes", + "files": [ + "https://github.com/GoogleCloudPlatform/comfyui-google-genmedia-custom-nodes" + ], + "install_type": "git-clone", + "description": "A suite of experimental custom nodes that allows access to Google's 1P models like Veo, Imagen, Nano Banana, Gemini, Virtual-try-on, Lyria" + }, + { + "author": "tj5miniop", + "title": "VRAM_Fix_Comfy", + "reference": "https://github.com/tj5miniop/VRAM_Fix_Comfy", + "files": [ + "https://github.com/tj5miniop/VRAM_Fix_Comfy" + ], + "install_type": "git-clone", + "description": "Potential manual fix as a custom node for ComfyUI for users seeing memory bug issues" + }, + { + "author": "JuanBerta", + "title": "comfyui_ollama_vl_prompt", + "reference": "https://github.com/JuanBerta/comfyui_ollama_vl_prompt", + "files": [ + "https://github.com/JuanBerta/comfyui_ollama_vl_prompt" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that uses Ollama vision-language models to generate or refine prompts from multiple input images and text." + }, + { + "author": "pentarab", + "title": "ComfyUI-For-ChatterBox", + "reference": "https://github.com/pentarab/ComfyUI-For-ChatterBox", + "files": [ + "https://github.com/pentarab/ComfyUI-For-ChatterBox" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Chatterbox TTS with multilingual support (23 languages)" + }, + { + "author": "mikemojen", + "title": "ComfyUI-HappNodeSet", + "reference": "https://github.com/mikemojen/ComfyUI-HappNodeSet", + "files": [ + "https://github.com/mikemojen/ComfyUI-HappNodeSet" + ], + "install_type": "git-clone", + "description": "NODES: AutoCrop, ColorQuantizer, ExtractBlack, ExtractBlackAdvanced, RasterToUniformSVG, ... (10 total)" + }, + { + "author": "Akkisdiary", + "title": "ComfyUI-AnyLLM", + "reference": "https://github.com/Akkisdiary/ComfyUI-AnyLLM", + "files": [ + "https://github.com/Akkisdiary/ComfyUI-AnyLLM" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node pack for calling LLM providers." + }, + { + "author": "polymath-wtf", + "title": "ComfyUI-Polymath-Vibenodes", + "reference": "https://github.com/polymath-wtf/ComfyUI-Polymath-Vibenodes", + "files": [ + "https://github.com/polymath-wtf/ComfyUI-Polymath-Vibenodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for auto-generating JSON prompts with dynamic placeholder templating syntax." + }, + { + "author": "baijunty", + "title": "comfyui_image_embeddings", + "reference": "https://github.com/baijunty/comfyui_image_embeddings", + "files": [ + "https://github.com/baijunty/comfyui_image_embeddings" + ], + "install_type": "git-clone", + "description": "use comfyui to image embeddings" + }, + { + "author": "anveshane", + "title": "Comfyui_StoryMem", + "reference": "https://github.com/anveshane/Comfyui_StoryMem", + "files": [ + "https://github.com/anveshane/Comfyui_StoryMem" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for StoryMem - Multi-shot long video storytelling with memory-conditioned video diffusion models." + }, + { + "author": "K3NK3", + "title": "ComfyUI-K3NKImageGrab", + "reference": "https://github.com/K3NK3/ComfyUI-K3NKImageGrab", + "files": [ + "https://github.com/K3NK3/ComfyUI-K3NKImageGrab" + ], + "install_type": "git-clone", + "description": "Standalone ComfyUI node to grab the last N frames from a directory as a single batch with optional frame stride, designed for video continuation workflows and temporal consistency improvement." + }, + { + "author": "ytoaa", + "title": "ComfyUI-LLM-Client", + "reference": "https://github.com/ytoaa/ComfyUI-LLM-Client", + "files": [ + "https://github.com/ytoaa/ComfyUI-LLM-Client" + ], + "install_type": "git-clone", + "description": "ComfyUI node for LLM client integration. (Description by CC)" + }, + { + "author": "I-ShadowStar", + "title": "L2UC", + "reference": "https://github.com/I-ShadowStar/L2UC", + "files": [ + "https://github.com/I-ShadowStar/L2UC" + ], + "install_type": "git-clone", + "description": "A conditioning node for ablated versions of Lumina2" + }, + { + "author": "XuanYu-github", + "title": "ComfyUI PlyPreview", + "id": "comfyui-plypreview", + "reference": "https://github.com/XuanYu-github/comfyui-PlyPreview", + "files": [ + "https://github.com/XuanYu-github/comfyui-PlyPreview" + ], + "install_type": "git-clone", + "description": "Gaussian Splat PLY loader + preview nodes (Load/Path/Process/Preview) with bundled gsplat viewer" + }, + { + "author": "maxious", + "title": "comfyui-dap", + "reference": "https://github.com/maxious/comfyui-dap", + "files": [ + "https://github.com/maxious/comfyui-dap" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for the Insta360 DAP (Depth Any Panorama) model providing high-quality depth estimation optimized for panoramic (equirectangular) images." + }, + { + "author": "LaVie024", + "title": "comfyui-lopi999-llm", + "reference": "https://github.com/LaVie024/comfyui-lopi999-llm", + "files": [ + "https://github.com/LaVie024/comfyui-lopi999-llm" + ], + "install_type": "git-clone", + "description": "LLM nodes for ComfyUI including a Canary-Qwen-2.5B audio transcription node. (Description by CC)" + }, + { + "author": "elgalardi", + "title": "comfyui-clip-prompt-splitter", + "reference": "https://github.com/elgalardi/comfyui-clip-prompt-splitter", + "files": [ + "https://github.com/elgalardi/comfyui-clip-prompt-splitter" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that splits a multiline prompt into 5 independent CLIP conditionings." + }, + { + "author": "elgalardi", + "title": "comfyui-prompt-splitter", + "reference": "https://github.com/elgalardi/comfyui-prompt-splitter", + "files": [ + "https://github.com/elgalardi/comfyui-prompt-splitter" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that split multiline text prompts into multiple independent STRING outputs, with each line becoming its own text output ready to connect to CLIP Text Encode." + }, + { + "author": "NexusEast", + "title": "ComfyUI_ContactSheet_Auto", + "reference": "https://github.com/NexusEast/ComfyUI_ContactSheet_Auto", + "files": [ + "https://github.com/NexusEast/ComfyUI_ContactSheet_Auto" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI extension designed to automate the creation of video contact sheets (preview grids)." + }, + { + "author": "NewBieAI-Lab", + "title": "ComfyUI-MltoXml", + "reference": "https://github.com/NewBieAI-Lab/ComfyUI-MltoXml", + "files": [ + "https://github.com/NewBieAI-Lab/ComfyUI-MltoXml" + ], + "install_type": "git-clone", + "description": "Simple node to convert ML or XML format data. (Description by CC)" + }, + { + "author": "Hahihula", + "title": "ComfyUI-batching-nodes", + "reference": "https://github.com/Hahihula/ComfyUI-batching-nodes", + "files": [ + "https://github.com/Hahihula/ComfyUI-batching-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that enable powerful batch processing capabilities for both prompts and images." + }, + { + "author": "ZhiHui6", + "title": "zhihui_nodes_comfyui", + "reference": "https://github.com/ZhiHui6/zhihui_nodes_comfyui", + "files": [ + "https://github.com/ZhiHui6/zhihui_nodes_comfyui" + ], + "install_type": "git-clone", + "description": "ComfyUI node collection: text processing tools, image processing nodes, prompt generators and system prompt loaders, ect." + }, + { + "author": "tori29umai0123", + "title": "ComfyUI-Model_Downloader", + "reference": "https://github.com/tori29umai0123/ComfyUI-Model_Downloader", + "files": [ + "https://github.com/tori29umai0123/ComfyUI-Model_Downloader" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for downloading models directly from HuggingFace and CivitAI with support for individual files, directory downloads, and batch processing via INI files. (Description by CC)" + }, + { + "author": "attome-ai", + "title": "Comfyui_Attome_S3", + "reference": "https://github.com/attome-ai/Comfyui_Attome_S3", + "files": [ + "https://github.com/attome-ai/Comfyui_Attome_S3" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI enabling seamless loading and saving of media files (images, videos, audio, text) directly from/to AWS S3 or S3-compatible storage services." + }, + { + "author": "esp-dev", + "title": "comfyui-videoframenode", + "reference": "https://github.com/esp-dev/comfyui-videoframenode", + "files": [ + "https://github.com/esp-dev/comfyui-videoframenode" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node: load an MP4 and output first/last frame as IMAGE." + }, + { + "author": "esp-dev", + "title": "comfyui-loadheicimage", + "reference": "https://github.com/esp-dev/comfyui-loadheicimage", + "files": [ + "https://github.com/esp-dev/comfyui-loadheicimage" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that loads images (including HEIC/HEIF) and provides browser-friendly previews." + }, + { + "author": "mudknight", + "title": "comfyui-mudknight-utils", + "reference": "https://github.com/mudknight/comfyui-mudknight-utils", + "files": [ + "https://github.com/mudknight/comfyui-mudknight-utils" + ], + "install_type": "git-clone", + "description": "Nodes to clean up your workflow." + }, + { + "author": "Rhovanx", + "title": "Wan Vace Auto Joiner", + "reference": "https://github.com/Rhovanx/wan_vace_auto_joiner", + "files": [ + "https://github.com/Rhovanx/wan_vace_auto_joiner" + ], + "install_type": "git-clone", + "description": "Seamlessly join multiple video clips using WAN VACE with one click." + }, + { + "author": "ZUENS2020", + "title": "ComfyUI Gemini LiteLLM Nodes", + "id": "comfyui-gemini-litellm", + "reference": "https://github.com/ZUENS2020/ComfyUI-Gemini-LiteLLM", + "files": [ + "https://github.com/ZUENS2020/ComfyUI-Gemini-LiteLLM" + ], + "install_type": "git-clone", + "description": "Gemini chat and image generation via LiteLLM. Multimodal support with multiple reference images. Precise control over image resolution (1K/2K/4K) and aspect ratio (1:1, 16:9, 4:3, 9:16, 3:4). Temperature control (0-1). Zero external dependencies." + }, + { + "author": "stuttlepress", + "title": "ComfyUI Wan VACE Prep", + "reference": "https://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep", + "files": [ + "https://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that generates a VACE control video and mask for a smooth transition between two videos" + }, + { + "author": "Xyc2016", + "title": "Comfyui_Fd_Nodes", + "reference": "https://github.com/Xyc2016/Comfyui_Fd_Nodes", + "files": [ + "https://github.com/Xyc2016/Comfyui_Fd_Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for fd project" + }, + { + "author": "clayton-grey", + "title": "ComfyUI-EditRouter", + "reference": "https://github.com/clayton-grey/ComfyUI-EditRouter", + "files": [ + "https://github.com/clayton-grey/ComfyUI-EditRouter" + ], + "install_type": "git-clone", + "description": "Custom node to detect an edit in a batch of images." + }, + { + "author": "SamLiu1000", + "title": "ComfyUI_Resolution-and-Ratio", + "reference": "https://github.com/SamLiu1000/ComfyUI_Resolution-and-Ratio", + "files": [ + "https://github.com/SamLiu1000/ComfyUI_Resolution-and-Ratio" + ], + "install_type": "git-clone", + "description": "This is a simple, lightweight ComfyUI resolution and aspect ratio control node that hardly requires any dependency fuss." + }, + { + "author": "SamLiu1000", + "title": "ComfyUI_Rabbit-Camera-Perspective", + "reference": "https://github.com/SamLiu1000/ComfyUI_Rabbit-Camera-Perspective", + "files": [ + "https://github.com/SamLiu1000/ComfyUI_Rabbit-Camera-Perspective" + ], + "install_type": "git-clone", + "description": "An intuitive prompt previewer ComfyUI node for use with Fal's Multi-View LoRA, optimized for portraits with real-time prompt previews." + }, + { + "author": "soulctcher", + "title": "TetriNode", + "reference": "https://github.com/soulctcher/TetriNode", + "files": [ + "https://github.com/soulctcher/TetriNode" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node pack that embeds a playable Tetris game inside a node UI, with image outputs for the live board and next-piece preview." + }, + { + "author": "latentastronaut", + "title": "comfyui-latent-astronaut-suite", + "reference": "https://github.com/latentastronaut/comfyui-latent-astronaut-suite", + "files": [ + "https://github.com/latentastronaut/comfyui-latent-astronaut-suite" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for batch processing, loops, and iteration workflows" + }, + { + "author": "d3cker", + "title": "comfyui_remove_background", + "reference": "https://github.com/d3cker/comfyui_remove_background", + "files": [ + "https://github.com/d3cker/comfyui_remove_background" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for background removal in images. Built with ONNX models and Pillow (PIL)." + }, + { + "author": "Baldwinzc", + "title": "ComfyUI-ProductPromptGenerator", + "reference": "https://github.com/Baldwinzc/ComfyUI-ProductPromptGenerator", + "files": [ + "https://github.com/Baldwinzc/ComfyUI-ProductPromptGenerator" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI designed to generate structured prompts for product display images based on analysis results from Vision Language Models." + }, + { + "author": "kplkasteel", + "title": "ComfyUI-SubstringExtractor", + "reference": "https://github.com/kplkasteel/ComfyUI-SubstringExtractor", + "files": [ + "https://github.com/kplkasteel/ComfyUI-SubstringExtractor" + ], + "install_type": "git-clone", + "description": "Custom node for extracting specific sections from LLM-generated complex prompts, designed for structured text extraction with clean output. (Description by CC)" + }, + { + "author": "cristian1980", + "title": "ComfyUI-Caption-Cleaner", + "reference": "https://github.com/cristian1980/ComfyUI-Caption-Cleaner", + "files": [ + "https://github.com/cristian1980/ComfyUI-Caption-Cleaner" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI designed to automatically clean and format natural language captions (generated by VLMs like Florence-2, CogVLM, or JoyTag) for LoRA training datasets." + }, + { + "author": "TdogCreations", + "title": "ComfyUI-NAID-Grid-Position", + "reference": "https://github.com/TdogCreations/ComfyUI-NAID-Grid-Position", + "files": [ + "https://github.com/TdogCreations/ComfyUI-NAID-Grid-Position" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that outputs X/Y floats (0.1..0.9) using a clickable 5x5 grid UI, with an optional Random toggle that randomizes the grid selection each queue." + }, + { + "author": "tardigrade1001", + "title": "latent-rotate-90", + "reference": "https://github.com/tardigrade1001/latent-rotate-90", + "files": [ + "https://github.com/tardigrade1001/latent-rotate-90" + ], + "install_type": "git-clone", + "description": "A minimal, opinionated ComfyUI custom node that emits portrait (0°) and/or landscape (90°) latent variants in a single run." + }, + { + "author": "zisb", + "title": "comfyui-texture-packer", + "reference": "https://github.com/zisb/comfyui-texture-packer", + "files": [ + "https://github.com/zisb/comfyui-texture-packer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that converts RGBA-style assets into fully solid RGB textures by bleeding edge colors outward from the alpha mask, designed for foliage, grass, decals, and cutout assets." + }, + { + "author": "a-ru2016", + "title": "ComfyUI_UniversalSubspace", + "reference": "https://github.com/a-ru2016/ComfyUI_UniversalSubspace", + "files": [ + "https://github.com/a-ru2016/ComfyUI_UniversalSubspace" + ], + "install_type": "git-clone", + "description": "Can load universal LoRA models. (Description by CC)" + }, + { + "author": "a-ru2016", + "title": "ComfyUI-Universal-ABM-LoRA", + "reference": "https://github.com/a-ru2016/ComfyUI-Universal-ABM-LoRA", + "files": [ + "https://github.com/a-ru2016/ComfyUI-Universal-ABM-LoRA" + ], + "install_type": "git-clone", + "description": "Loads universal null lalora plus effi abm models. (Description by CC)" + }, + { + "author": "xiujiang1987", + "title": "ComfyUI-SmartSize", + "reference": "https://github.com/xiujiang1987/ComfyUI-SmartSize", + "files": [ + "https://github.com/xiujiang1987/ComfyUI-SmartSize" + ], + "install_type": "git-clone", + "description": "A simple but essential custom node for ComfyUI that automatically detects image dimensions and snaps them to the nearest multiple of 16." + }, + { + "author": "rholdorf", + "title": "comfyui_imgtools", + "reference": "https://github.com/rholdorf/comfyui_imgtools", + "files": [ + "https://github.com/rholdorf/comfyui_imgtools" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for automatically fitting images to standard model dimensions using center cropping, supporting SD, Flux, and Z-Turbo models." + }, + { + "author": "552023587", + "title": "comfyui_character_selector", + "reference": "https://github.com/552023587/comfyui_character_selector", + "files": [ + "https://github.com/552023587/comfyui_character_selector" + ], + "install_type": "git-clone", + "description": "Supports 2D dropdown selector for characters and actions that automatically combines prompt descriptions. (Description by CC)" + }, + { + "author": "jo-nike", + "title": "ComfyUI-SopranoTTS", + "reference": "https://github.com/jo-nike/ComfyUI-SopranoTTS", + "files": [ + "https://github.com/jo-nike/ComfyUI-SopranoTTS" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Soprano TTS, a fast, lightweight text-to-speech model." + }, + { + "author": "nyueki", + "title": "ComfyUI-RemoteCLIPLoader", + "reference": "https://github.com/nyueki/ComfyUI-RemoteCLIPLoader", + "files": [ + "https://github.com/nyueki/ComfyUI-RemoteCLIPLoader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node set to offload CLIP encoding to a remote machine." + }, + { + "author": "GeneralShan", + "title": "comfyui-zimage-sdnq", + "reference": "https://github.com/GeneralShan/comfyui-zimage-sdnq", + "files": [ + "https://github.com/GeneralShan/comfyui-zimage-sdnq" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for running Z-Image Turbo with SDNQ quantization (q8/q4). Supports text-to-image, image-to-image, inpaint, ControlNet, and LoRA." + }, + { + "author": "yohji-yohji", + "title": "comfyui-nanobanana-pro", + "reference": "https://github.com/yohji-yohji/comfyui-nanobanana-pro", + "files": [ + "https://github.com/yohji-yohji/comfyui-nanobanana-pro" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin supporting Google Gemini 3 Pro model for image generation and text analysis with customizable aspect ratio and image quality. (Description by CC)" + }, + { + "author": "ethanfel", + "title": "Comfyui-JSON-Manager", + "reference": "https://github.com/ethanfel/Comfyui-JSON-Manager", + "files": [ + "https://github.com/ethanfel/Comfyui-JSON-Manager" + ], + "install_type": "git-clone", + "description": "A visual dashboard for managing, versioning, and batch-processing JSON configuration files for AI video generation workflows with Streamlit web interface and ComfyUI custom nodes." + }, + { + "author": "ethanfel", + "title": "ComfyUI-Sharp-Selector", + "reference": "https://github.com/ethanfel/ComfyUI-Sharp-Selector", + "files": [ + "https://github.com/ethanfel/ComfyUI-Sharp-Selector" + ], + "install_type": "git-clone", + "description": "Custom nodes for sharp frame selection and analysis. (Description by CC)" + }, + { + "author": "shin131002", + "title": "RandomLoRALoader", + "reference": "https://github.com/shin131002/RandomLoRALoader", + "files": [ + "https://github.com/shin131002/RandomLoRALoader" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for randomly selecting and applying LoRAs from multiple folders with support for trigger words, sample prompts, and strength randomization." + }, + { + "author": "olafchou", + "title": "ComfyUI-ZH-EN-Switcher", + "reference": "https://github.com/olafchou/ComfyUI-ZH-EN-Switcher", + "files": [ + "https://github.com/olafchou/ComfyUI-ZH-EN-Switcher" + ], + "install_type": "git-clone", + "description": "A plugin that enables one-click language switching between Chinese and English in ComfyUI without page refresh. (Description by CC)" + }, + { + "author": "JVsup", + "title": "ComfyUI-SettingsToText", + "reference": "https://github.com/JVsup/ComfyUI-SettingsToText", + "files": [ + "https://github.com/JVsup/ComfyUI-SettingsToText" + ], + "install_type": "git-clone", + "description": "AI-written node to extract basic settings in workflow, with limitations on subgraphed nodes and math/logic node compatibility." + }, + { + "author": "GalactusX31", + "title": "ComfyUI-drag-ghost", + "reference": "https://github.com/GalactusX31/ComfyUI-drag-ghost", + "files": [ + "https://github.com/GalactusX31/ComfyUI-drag-ghost" + ], + "install_type": "git-clone", + "description": "A premium visual enhancement for ComfyUI that adds a smooth 'ghost' effect when dragging nodes and groups." + }, + { + "author": "CypherNaught-0x", + "title": "ComfyUI_resolution_presets", + "reference": "https://github.com/CypherNaught-0x/ComfyUI_resolution_presets", + "files": [ + "https://github.com/CypherNaught-0x/ComfyUI_resolution_presets" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension providing optimized resolution presets for multiple AI image generation models with support for various aspect ratios and two node variants." + }, + { + "author": "kishida", + "title": "comfyui-text-renderer", + "reference": "https://github.com/kishida/comfyui-text-renderer", + "files": [ + "https://github.com/kishida/comfyui-text-renderer" + ], + "install_type": "git-clone", + "description": "Text render node for ComfyUI" + }, + { + "author": "bryanmcguire", + "title": "comfyui-flux2fun-controlnet", + "reference": "https://github.com/bryanmcguire/comfyui-flux2fun-controlnet", + "files": [ + "https://github.com/bryanmcguire/comfyui-flux2fun-controlnet" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of FLUX.2-dev-Fun-Controlnet-Union from Alibaba's VideoX-Fun" + }, + { + "author": "PixWizardry", + "title": "ComfyUI_PixQwenImageEditEnhanced", + "reference": "https://github.com/PixWizardry/ComfyUI_PixQwenImageEditEnhanced", + "files": [ + "https://github.com/PixWizardry/ComfyUI_PixQwenImageEditEnhanced" + ], + "install_type": "git-clone", + "description": "An enhanced Vision-Language Model (VLM) conditioning node for ComfyUI designed for the Qwen-Image series, supporting up to 5 reference images with customizable system prompts and token tracking." + }, + { + "author": "danielwolber-wood", + "title": "ComfyUI-FString", + "reference": "https://github.com/danielwolber-wood/ComfyUI-FString", + "files": [ + "https://github.com/danielwolber-wood/ComfyUI-FString" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to format strings using Python's string formatting syntax." + }, + { + "author": "danielwolber-wood", + "title": "ComfyUI-Inspector", + "reference": "https://github.com/danielwolber-wood/ComfyUI-Inspector", + "files": [ + "https://github.com/danielwolber-wood/ComfyUI-Inspector" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to inspect any input data with detailed metadata and visual preview." + }, + { + "author": "danielwolber-wood", + "title": "ComfyUI-QuickResolutionSelector", + "reference": "https://github.com/danielwolber-wood/ComfyUI-QuickResolutionSelector", + "files": [ + "https://github.com/danielwolber-wood/ComfyUI-QuickResolutionSelector" + ], + "install_type": "git-clone", + "description": "A simple custom node for ComfyUI that allows you to quickly select resolution presets from a dropdown menu." + }, + { + "author": "fmartinellidev", + "title": "ComfyUI-Prompt_util_pack", + "reference": "https://github.com/fmartinellidev/ComfyUI-Prompt_util_pack", + "files": [ + "https://github.com/fmartinellidev/ComfyUI-Prompt_util_pack" + ], + "install_type": "git-clone", + "description": "A modular toolkit for advanced prompt engineering in ComfyUI designed for dataset creation, LoRA training, and controlled variation." + }, + { + "author": "EricRorich", + "title": "ComfyUI-face-shaper", + "reference": "https://github.com/EricRorich/ComfyUI-face-shaper", + "files": [ + "https://github.com/EricRorich/ComfyUI-face-shaper" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that draws parametric facial masks with black lines on white or transparent backgrounds. (Description by CC)" + }, + { + "author": "daveand", + "title": "ComfyUI-daveand-nodes", + "reference": "https://github.com/daveand/ComfyUI-daveand-nodes", + "files": [ + "https://github.com/daveand/ComfyUI-daveand-nodes" + ], + "install_type": "git-clone", + "description": "ModelConfigSelector node for managing checkpoint configurations with manual override support and batch sampler parameters. (Description by CC)" + }, + { + "author": "bcasadei", + "title": "ComfyUI-Prompt-Camera-Assistant", + "reference": "https://github.com/bcasadei/ComfyUI-Prompt-Camera-Assistant", + "files": [ + "https://github.com/bcasadei/ComfyUI-Prompt-Camera-Assistant" + ], + "install_type": "git-clone", + "description": "Prompt camera assistant for adding camera details to prompts." + }, + { + "author": "PBandDev", + "title": "comfyui-node-organizer", + "reference": "https://github.com/PBandDev/comfyui-node-organizer", + "files": [ + "https://github.com/PBandDev/comfyui-node-organizer" + ], + "install_type": "git-clone", + "description": "ComfyUI extension to organize nodes" + }, + { + "author": "aliabougazia", + "title": "comfyui_pt_security_scanner", + "reference": "https://github.com/aliabougazia/comfyui_pt_security_scanner", + "files": [ + "https://github.com/aliabougazia/comfyui_pt_security_scanner" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that scans PyTorch model files for potential security vulnerabilities without executing them." + }, + { + "author": "DanrisiUA", + "title": "ComfyUI-ZImage-LoRA-Merger", + "reference": "https://github.com/DanrisiUA/ComfyUI-ZImage-LoRA-Merger", + "files": [ + "https://github.com/DanrisiUA/ComfyUI-ZImage-LoRA-Merger" + ], + "install_type": "git-clone", + "description": "Custom nodes for combining multiple LoRAs without overexposure on distilled models like Z-Image Turbo" + }, + { + "author": "yangrui511", + "title": "ComfyUI-Text-Preserve", + "reference": "https://github.com/yangrui511/ComfyUI-Text-Preserve", + "files": [ + "https://github.com/yangrui511/ComfyUI-Text-Preserve" + ], + "install_type": "git-clone", + "description": "Custom node providing text preservation preprocessing for ComfyUI using OCR to identify text regions and apply blur/noise fusion to non-text areas. (Description by CC)" + }, + { + "author": "Atsushi888", + "title": "easy_prompt_selector_for_comfyui", + "reference": "https://github.com/Atsushi888/easy_prompt_selector_for_comfyui", + "files": [ + "https://github.com/Atsushi888/easy_prompt_selector_for_comfyui" + ], + "install_type": "git-clone", + "description": "A simple custom node for ComfyUI that loads and provides an all-in-one dropdown selector to build a prompt string." + }, + { + "author": "pixixai", + "title": "ComfyUI-AlignLayout", + "reference": "https://github.com/pixixai/ComfyUI-AlignLayout", + "files": [ + "https://github.com/pixixai/ComfyUI-AlignLayout" + ], + "install_type": "git-clone", + "description": "Productivity enhancement extension for ComfyUI featuring radial menus and mouse flick gestures for efficient node alignment, distribution, and resizing. (Description by CC)" + }, + { + "author": "MechaBabyAi", + "title": "ComfyUI-MechaBabyNodeSearch", + "reference": "https://github.com/MechaBabyAi/ComfyUI-MechaBabyNodeSearch", + "files": [ + "https://github.com/MechaBabyAi/ComfyUI-MechaBabyNodeSearch" + ], + "install_type": "git-clone", + "description": "Enhance ComfyUI workflow by providing powerful node search, attribute search, and port navigation features with Ctrl+F shortcut support." + }, + { + "author": "MechaBabyAi", + "title": "ComfyUI-MechaBaby-WorkflowTracer", + "reference": "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-WorkflowTracer", + "files": [ + "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-WorkflowTracer" + ], + "install_type": "git-clone", + "description": "An enhanced extension for ComfyUI that records, visualizes, and extracts the actual execution path of a workflow." + }, + { + "author": "MechaBabyAi", + "title": "ComfyUI-MechaBaby-NodeLayout", + "reference": "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-NodeLayout", + "files": [ + "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-NodeLayout" + ], + "install_type": "git-clone", + "description": "A node layout helper extension for ComfyUI. Assists in arranging and aligning nodes on the canvas without modifying workflow files — all operations are frontend-only." + }, + { + "author": "shmbatom", + "title": "Comfyui-ImageAB-Compare", + "id": "Comfyui-ImageAB-Compare", + "reference": "https://github.com/shmbatom/Comfyui-ImageAB-Compare", + "files": [ + "https://github.com/shmbatom/Comfyui-ImageAB-Compare" + ], + "install_type": "git-clone", + "description": "image split comparison horizontally/vertically, real-time mouse interaction to adjust split ratios, bidirectional linkage between slider and mouse, and the ability to export comparison images with precise split lines." + }, + { + "author": "shmba05tom", + "title": "Comfyui-Image-Concat", + "id": "Comfyui-Image-Concat", + "reference": "https://github.com/shmbatom/Comfyui-Image-Concat", + "files": [ + "https://github.com/shmbatom/Comfyui-Image-Concat" + ], + "install_type": "git-clone", + "description": "a powerful image concatenation tool for ComfyUI, with True Alpha Channel Support and Multiple Image-block Fill Modes(V1.1 add 1 images input port and 2 draw modes)." + }, + { + "author": "solidlime", + "title": "Random Image Picker", + "reference": "https://github.com/solidlime/Comfyui-Random_Image_Picker", + "files": [ + "https://github.com/solidlime/Comfyui-Random_Image_Picker" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for flexible image loading with file picker and random folder selection. Features instant preview, auto mode switching, and browser-based file selection.", + "nodename_pattern": "RandomImagePicker" + }, + { + "author": "18yz153", + "title": "ComfyUI-Persona-Director", + "reference": "https://github.com/c/ComfyUI-Persona-Director", + "files": [ + "https://github.com/18yz153/ComfyUI-Persona-Director" + ], + "install_type": "git-clone", + "description": "A visual state machine for consistent character generation. It intelligently maintains character identity, outfits, and locations across multiple generations using LLM-driven state management." + }, + { + "author": "BWDrum", + "title": "ComfyUI Random Wildcard Loader", + "id": "random-wildcard-loader", + "reference": "https://github.com/BWDrum/ComfyUI-RandomWildcardLoader", + "files": [ + "https://github.com/BWDrum/ComfyUI-RandomWildcardLoader" + ], + "install_type": "git-clone", + "description": "A custom node for randomized prompt generation with __wildcard__ expansion, subfolder filtering, prefix/suffix support, and seed-based reproducibility." + }, + { + "author": "GonDesign", + "title": "ComfyUI-HaoranWanxImageEdit", + "reference": "https://github.com/GonDesign/ComfyUI-HaoranWanxImageEdit", + "files": [ + "https://github.com/GonDesign/ComfyUI-HaoranWanxImageEdit" + ], + "install_type": "git-clone", + "description": "API plugin for Alibaba Cloud Wanx 2.1 Image Editing model. Supports 10 functions including stylization, inpainting, and outpainting." + }, + { + "author": "jchiotaka", + "title": "comfyui-tile-calculator", + "reference": "https://github.com/jchiotaka/comfyui-tile-calculator", + "files": [ + "https://github.com/jchiotaka/comfyui-tile-calculator" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for calculating tile dimensions in upscaling workflows" + }, + + { + "author": "danielvw", + "title": "ComfyUI-WanMove-Adapter", + "reference": "https://github.com/danielvw/ComfyUI-WanMove-Adapter", + "files": [ + "https://github.com/danielvw/ComfyUI-WanMove-Adapter" + ], + "install_type": "git-clone", + "description": "This custom node allows you to convert trajectories from JSON files directly into WanMove TRACKS." + }, + { + "author": "Anzhc", + "title": "SDXL-Flux2VAE-ComfyUI-Node", + "reference": "https://github.com/Anzhc/SDXL-Flux2VAE-ComfyUI-Node", + "files": [ + "https://github.com/Anzhc/SDXL-Flux2VAE-ComfyUI-Node" + ], + "install_type": "git-clone", + "description": "Simple node to patch ComfyUI generation with the SDXL Flux2VAE arch support." + }, + { + "author": "vuhung3990", + "title": "NSFW Guard", + "id": "comfyui-nsfw-guard", + "reference": "https://github.com/vuhung3990/comfyui-nsfw-guard", + "files": [ + "https://github.com/vuhung3990/comfyui-nsfw-guard" + ], + "install_type": "git-clone", + "description": "NSFW content detection node for ComfyUI - blocks inappropriate images automatically using YOLOv9 model." + }, + { + "author": "TheMadDoctor007", + "title": "Qwen Camera Selector", + "id": "qwen-camera-selector", + "reference": "https://github.com/TheMadDoctor007/ComfyUI-QwenCameraSelector", + "files": [ + "https://github.com/TheMadDoctor007/ComfyUI-QwenCameraSelector" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node providing camera angle and cinematic shot selection presets designed for Qwen multi-angle workflows." + }, + { + "author": "zengxianyu", + "title": "Intensity Fake Depth Node for ComfyUI", + "reference": "https://github.com/zengxianyu/ComfyUIIntensityDepth", + "files": [ + "https://github.com/zengxianyu/ComfyUIIntensityDepth" + ], + "install_type": "git-clone", + "description": "Output Fake Depth Maps with Detailed Object Boundaries" + }, + { + "author": "zengxianyu", + "title": "Phase-Preserving Noise", + "id": "structured-noise", + "reference": "https://github.com/zengxianyu/structured-noise", + "files": [ + "https://github.com/zengxianyu/structured-noise" + ], + "install_type": "git-clone", + "description": "Generate phase-preserving structured noise for the input image." + }, + { + "author": "aimoviestudio", + "title": "ComfyUI Prompt Builder", + "reference": "https://github.com/aimoviestudio/comfyui-promptbuilder", + "files": [ + "https://github.com/aimoviestudio/comfyui-promptbuilder" + ], + "install_type": "git-clone", + "description": "Stop wasting hours tweaking prompt. This extension allows you to modularize your prompts into variables and assemble them using a powerful template-based approach." + }, + { + "author": "jianglinbin", + "title": "ComfyUI 3D Angles Selector", + "reference": "https://github.com/jianglinbin/ComfyUI-AnglesSelect", + "files": [ + "https://github.com/jianglinbin/ComfyUI-AnglesSelect" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for multi-angle LoRA prompt generation. Provides 3D visual angle selector and simple angle selector with support for 8 azimuths × 4 elevations × 3 distances = 96 view combinations." + }, + { + "author": "3R3BOS", + "title": "ComfyUI-3R3BOS-Pack", + "id": "ComfyUI-3R3BOS-Pack", + "reference": "https://github.com/3R3BOS/ComfyUI-3R3BOS-Pack", + "files": [ + "https://github.com/3R3BOS/ComfyUI-3R3BOS-Pack" + ], + "install_type": "git-clone", + "description": "Control and visualization toolkit (Gatekeeper, Slider) and more in the future." + }, + { + "author": "JasonHoku", + "title": "ComfyUI Ultimate Auto Sampler Config Grid Testing Suite", + "reference": "https://github.com/JasonHoku/ComfyUI-Ultimate-Auto-Sampler-Config-Grid-Testing-Suite", + "files": [ + "https://github.com/JasonHoku/ComfyUI-Ultimate-Auto-Sampler-Config-Grid-Testing-Suite" + ], + "install_type": "git-clone", + "description": "ComfyUI Sampler testing & benchmarking tool for testing Stable Diffusion samplers, schedulers, CFG scales, prompts, img2img denoise values, and LoRA combinations. Features infinite-canvas dashboard image grids with virtual scrolling that can handle thousands of images, multi-model comparison, automatic resume on interrupt, and real-time visualization. Test entire checkpoint folders, stack multiple LoRAs, generate random seed variations, and export optimized configs. Includes fullscreen mode, keyboard navigation, smart filtering by parameters, and one-click regeneration workflow. Perfect for sampler output optimization and hyperparameter tuning." + }, + { + "author": "zwaigani", + "title": "ComfyUI-VRAM-watcher", + "id": "comfyui-vram-watcher", + "reference": "https://github.com/zwaigani/ComfyUI-VRAM-watcher", + "files": [ + "https://github.com/zwaigani/ComfyUI-VRAM-watcher" + ], + "install_type": "git-clone", + "description": "Displays GPU VRAM usage and system RAM usage as bar widgets in a ComfyUI node.", + "tags": ["utils", "ui", "vram", "ram"] + }, + { + "author": "zwaigani", + "title": "ComfyUI-LoRA-stacker", + "reference": "https://github.com/zwaigani/ComfyUI-LoRA-stacker", + "files": [ + "https://github.com/zwaigani/ComfyUI-LoRA-stacker" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI custom node that lets you apply multiple LoRAs (up to 10) to a model in one node." + }, + { + "author": "euan-gwd", + "title": "comfyui-character-prompt-builder", + "reference": "https://github.com/euan-gwd/comfyui-character-prompt-builder", + "files": [ + "https://github.com/euan-gwd/comfyui-character-prompt-builder" + ], + "install_type": "git-clone", + "description": "A modular character prompt generator for ComfyUI" + }, + { + "author": "FemReiyaDev", + "title": "ComfyUI-ReiyaNodes", + "reference": "https://github.com/FemReiyaDev/ComfyUI-ReiyaNodes", + "files": [ + "https://github.com/FemReiyaDev/ComfyUI-ReiyaNodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for image stitching" + }, + { + "author": "kantan-kanto", + "title": "ComfyUI-MultiModal-Prompt-Nodes", + "reference": "https://github.com/kantan-kanto/ComfyUI-MultiModal-Prompt-Nodes", + "files": [ + "https://github.com/kantan-kanto/ComfyUI-MultiModal-Prompt-Nodes" + ], + "install_type": "git-clone", + "description": "Advanced multimodal prompt generation nodes for ComfyUI with local GGUF models (Qwen-VL) and cloud API support for vision-based prompt enhancement." + }, + { + "author": "mingchoi", + "title": "ComfyUI-Prompt-Iterator", + "reference": "https://github.com/mingchoi/ComfyUI-Prompt-Iterator", + "files": [ + "https://github.com/mingchoi/ComfyUI-Prompt-Iterator" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node package that provides two nodes for iterating through prompts and templates. Perfect for batch processing, testing multiple prompts, or creating variations." + }, + { + "author": "shumoLR", + "title": "Comfyui_SynVow_MultiangleCamera", + "reference": "https://github.com/shumoLR/Comfyui_SynVow_MultiangleCamera", + "files": [ + "https://github.com/shumoLR/Comfyui_SynVow_MultiangleCamera" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for 3D camera angle control with interactive viewport to adjust camera angles and output formatted prompt strings and processed images for multi-angle image generation. (Description by CC)" + }, + { + "author": "shumoLR", + "title": "Comfyui_SynVow_TeleStyle", + "reference": "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle", + "files": [ + "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle" + ], + "install_type": "git-clone", + "description": "ComfyUI video style transfer plugin based on TeleStyle for applying reference image styles to source videos. (Description by CC)" + }, + { + "author": "smartvain", + "title": "ComfyUI-FaceKeypointsFilter", + "reference": "https://github.com/smartvain/ComfyUI-FaceKeypointsFilter", + "files": [ + "https://github.com/smartvain/ComfyUI-FaceKeypointsFilter" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that selectively filters facial keypoints from DWPose/OpenPose output, allowing selective disabling of face parts (chin, eyebrows, eyes, nose, mouth outer/inner contours) for ControlNet workflows. (Description by CC)" + }, + { + "author": "smartvain", + "title": "ComfyUI-PoseKeypointsToImage", + "reference": "https://github.com/smartvain/ComfyUI-PoseKeypointsToImage", + "files": [ + "https://github.com/smartvain/ComfyUI-PoseKeypointsToImage" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that generates pose images from DWPose/OpenPose keypoint data, allowing creation of pose visualizations with selectively filtered body parts. (Description by CC)" + }, + { + "author": "smartvain", + "title": "ComfyUI-PromptComment", + "reference": "https://github.com/smartvain/ComfyUI-PromptComment", + "files": [ + "https://github.com/smartvain/ComfyUI-PromptComment" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node providing comment stripping functionality for prompts with multiple marker styles. (Description by CC)" + }, + { + "author": "Enferlain", + "title": "ComfyUI-A1111-cond", + "reference": "https://github.com/Enferlain/ComfyUI-A1111-cond", + "files": [ + "https://github.com/Enferlain/ComfyUI-A1111-cond" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that implements A1111-style prompt handling with proper isolation and emphasis math." + }, + { + "author": "wanjin123111", + "title": "ComfyUI-3D-Human-Pose", + "reference": "https://github.com/wanjin123111/ComfyUI-3D-Human-Pose", + "files": [ + "https://github.com/wanjin123111/ComfyUI-3D-Human-Pose" + ], + "install_type": "git-clone", + "description": "Interactive 3D camera control node for ComfyUI that precisely controls horizontal, vertical angles and zoom, with output of professional cinematography prompts. (Description by CC)" + }, + { + "author": "capitan01R", + "title": "Capitan-ConditioningEnhancer", + "reference": "https://github.com/capitan01R/Capitan-ConditioningEnhancer", + "files": [ + "https://github.com/capitan01R/Capitan-ConditioningEnhancer" + ], + "install_type": "git-clone", + "description": "Lightweight post-processing node for Qwen3-4B conditioning in Z-Image Turbo workflows that refines conditioning with per-token normalization, optional self-attention, and MLP refinement. (Description by CC)" + }, + { + "author": "capitan01R", + "title": "ComfyUI-CapitanZiT-Scheduler", + "reference": "https://github.com/capitan01R/ComfyUI-CapitanZiT-Scheduler", + "files": [ + "https://github.com/capitan01R/ComfyUI-CapitanZiT-Scheduler" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI custom scheduler & sigma generator for Z-Image-Turbo. Delivers a stable linear sigma schedule (1.0 → 0.0) for rectified-flow/flow-matching, boosting few-step generation (8-9 steps) with superior consistency, reduced noise, and full compatibility with the model's distilled pipeline." + }, + { + "author": "capitan01R", + "title": "ComfyUI-Flux2Klein-Enhancer", + "reference": "https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer", + "files": [ + "https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer" + ], + "install_type": "git-clone", + "description": "Conditioning enhancement node for FLUX.2 Klein 9B in ComfyUI. Controls prompt adherence and image edit behavior by modifying the active text embedding region." + }, + { + "author": "capitan01R", + "title": "ComfyUI-CapitanFlowMatch", + "reference": "https://github.com/capitan01R/ComfyUI-CapitanFlowMatch", + "files": [ + "https://github.com/capitan01R/ComfyUI-CapitanFlowMatch" + ], + "install_type": "git-clone", + "description": "Optimal samplers and schedulers for rectified flow models." + }, + { + "author": "capitan01R", + "title": "ComfyUI-ZImageTurbo-FlowSampler", + "reference": "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler", + "files": [ + "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler" + ], + "install_type": "git-clone", + "description": "Rectified-flow samplers for Z-Image-Turbo. Clean interpolation formula without sigma division, linear schedulers, higher-order variants. Fixes built-in euler/euler_ancestral instability issues" + }, + { + "author": "advancedtech-sk", + "title": "ComfyUI-GROUT", + "reference": "https://github.com/advancedtech-sk/ComfyUI-GROUT", + "files": [ + "https://github.com/advancedtech-sk/ComfyUI-GROUT" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for GROUT (Geometric Reasoning Over Unstructured Tessellations) - a deep learning model for detecting and segmenting grout lines in mosaic images." + }, + { + "author": "ato321", + "title": "ComfyUI-LTXVGuideRebase", + "reference": "https://github.com/ato321/ComfyUI-LTXVGuideRebase", + "files": [ + "https://github.com/ato321/ComfyUI-LTXVGuideRebase" + ], + "install_type": "git-clone", + "description": "Small ComfyUI addon that provides segment-safe utilities for Comfy-Org LTX video nodes." + }, + { + "author": "zhangle0013", + "title": "comfyui-EmptyImageYesON", + "reference": "https://github.com/zhangle0013/comfyui-EmptyImageYesON", + "files": [ + "https://github.com/zhangle0013/comfyui-EmptyImageYesON" + ], + "install_type": "git-clone", + "description": "Automatically disables Load Image nodes without images, useful for workflows with optional reference images. (Description by CC)" + }, + { + "author": "NickPittas", + "title": "ComfyUI_CameraAngleSelector", + "reference": "https://github.com/NickPittas/ComfyUI_CameraAngleSelector", + "files": [ + "https://github.com/NickPittas/ComfyUI_CameraAngleSelector" + ], + "install_type": "git-clone", + "description": "Interactive 3D interface for selecting camera angles for Qwen-Image-Edit-2511, supporting 96 unique camera angle combinations (8 directions × 4 heights × 3 shot sizes) with multi-selection and visual feedback." + }, + { + "author": "asirihewage", + "title": "remove_metadata_comfyui", + "reference": "https://github.com/asirihewage/remove_metadata_comfyui", + "files": [ + "https://github.com/asirihewage/remove_metadata_comfyui" + ], + "install_type": "git-clone", + "description": "Extra-stealth metadata removal node for ComfyUI" + }, + { + "author": "tackcrypto1031", + "title": "tk_comfyui_img2mask", + "reference": "https://github.com/tackcrypto1031/tk_comfyui_img2mask", + "files": [ + "https://github.com/tackcrypto1031/tk_comfyui_img2mask" + ], + "install_type": "git-clone", + "description": "A dedicated ComfyUI custom node designed to streamline the process of converting transparent images (RGBA) into masks and high-quality mask previews." + }, + { + "author": "tackcrypto1031", + "title": "tk_comfyui_view_and_light", + "reference": "https://github.com/tackcrypto1031/tk_comfyui_view_and_light", + "files": [ + "https://github.com/tackcrypto1031/tk_comfyui_view_and_light" + ], + "install_type": "git-clone", + "description": "TK View and Light: A ComfyUI node for 3D camera and lighting control" + }, + { + "author": "Lumiyumi", + "title": "LumyINTP", + "reference": "https://github.com/Lumiyumi/LumyINTP", + "files": [ + "https://github.com/Lumiyumi/LumyINTP" + ], + "install_type": "git-clone", + "description": "INT+ node for ComfyUI with control after generate style functionality for signal-controlled increment/decrement/randomize operations." + }, + { + "author": "MajoorWaldi", + "title": "ComfyUI-Majoor-ImageOps", + "reference": "https://github.com/MajoorWaldi/ComfyUI-Majoor-ImageOps", + "files": [ + "https://github.com/MajoorWaldi/ComfyUI-Majoor-ImageOps" + ], + "install_type": "git-clone", + "description": "Essential Nodes Pack for Images Processing for ComfyUI, with a live embedded preview inside the node (no queue) for supported chains." + }, + { + "author": "sinanzoo2nd", + "title": "ComfyUI Seed Wildcard Pack", + "reference": "https://github.com/sinanzoo2nd/ComfyUI-Seed-Wildcard-Pack", + "files": [ + "https://github.com/sinanzoo2nd/ComfyUI-Seed-Wildcard-Pack" + ], + "install_type": "git-clone", + "description": "Advanced wildcard control with seed-based selection, LoRA stack support, and utilities.", + "nickname": "Seed Wildcard" + }, + { + "author": "senhaicc", + "title": "Comfyui-WL-MainImageDesign", + "reference": "https://github.com/senhaicc/Comfyui-WL-MainImageDesign", + "files": [ + "https://github.com/senhaicc/Comfyui-WL-MainImageDesign" + ], + "install_type": "git-clone", + "description": "Professional e-commerce main image prompt generator for motorcycle equipment (helmets, riding gear, protective gear) with 9 design styles and 2 canvas ratios. (Description by CC)" + }, + { + "author": "migero", + "title": "ComfyUI-Equirectangular-Strip", + "reference": "https://github.com/migero/ComfyUI-Equirectangular-Strip", + "files": [ + "https://github.com/migero/ComfyUI-Equirectangular-Strip" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI to convert between equirectangular (360°) images and a strip of 6 cube faces (90° FOV each)." + }, + { + "author": "0nikod", + "title": "ComfyUI-Simple-Prompt", + "reference": "https://github.com/0nikod/ComfyUI-Simple-Prompt", + "files": [ + "https://github.com/0nikod/ComfyUI-Simple-Prompt" + ], + "install_type": "git-clone", + "description": "Provide a simple interface to simplify prompt writing." + }, + { + "author": "0nikod", + "title": "ComfyUI-Metadata-Tools", + "reference": "https://github.com/0nikod/ComfyUI-Metadata-Tools", + "files": [ + "https://github.com/0nikod/ComfyUI-Metadata-Tools" + ], + "install_type": "git-clone", + "description": "Tools about metadata." + }, + { + "author": "Suzu008", + "title": "ComfyUI-CryptIO", + "reference": "https://github.com/Suzu008/ComfyUI-CryptIO", + "files": [ + "https://github.com/Suzu008/ComfyUI-CryptIO" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "IRCSS", + "title": "comfyUI-blender-wrapper", + "reference": "https://github.com/IRCSS/comfyUI-blender-wrapper", + "files": [ + "https://github.com/IRCSS/comfyUI-blender-wrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI Blender Wrapper lets you call Blender in headless mode from ComfyUI (or any Python environment), run reusable pipeline stages stored inside files, and pass configs in/out via JSON. It's meant for tech-art / asset-pipeline tasks like cleanup, decimation, unwrap, baking, rigging, etc." + }, + { + "author": "calibancode", + "title": "ComfyUI-bevvy", + "reference": "https://github.com/calibancode/ComfyUI-bevvy", + "files": [ + "https://github.com/calibancode/ComfyUI-bevvy" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that saves images as WebP." + }, + { + "author": "joe002", + "title": "comfyui-deterministic-nodes", + "reference": "https://github.com/joe002/comfyui-deterministic-nodes", + "files": [ + "https://github.com/joe002/comfyui-deterministic-nodes" + ], + "install_type": "git-clone", + "description": "Batch-invariant inference nodes for guaranteed reproducibility in ComfyUI" + }, + { + "author": "joe002", + "title": "comfyui-conduit-optimizer", + "reference": "https://github.com/joe002/comfyui-conduit-optimizer", + "files": [ + "https://github.com/joe002/comfyui-conduit-optimizer" + ], + "install_type": "git-clone", + "description": "Non-linear inference optimization for ComfyUI: 4-tier VRAM, speculative generation, precision routing" + }, + { + "author": "joe002", + "title": "comfyui-rtx4090-nodes", + "reference": "https://github.com/joe002/comfyui-rtx4090-nodes", + "files": [ + "https://github.com/joe002/comfyui-rtx4090-nodes" + ], + "install_type": "git-clone", + "description": "High-performance ComfyUI nodes optimized for RTX 4090: batch processing, memory management, GPU monitoring" + }, + { + "author": "Aditya Mundhalia", + "title": "ComfyUI Ollama by Aditya", + "id": "comfyui-ollama-aditya", + "reference": "https://github.com/aadityamundhalia/ComfyUI-ollama-aditya", + "files": [ + "https://github.com/aadityamundhalia/ComfyUI-ollama-aditya" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for integrating Ollama local LLM models with image or text generation workflows." + }, + { + "author": "maximilianwicen", + "title": "ComfyUI-MaxTools", + "reference": "https://github.com/maximilianwicen/ComfyUI-MaxTools", + "files": [ + "https://github.com/maximilianwicen/ComfyUI-MaxTools" + ], + "install_type": "git-clone", + "description": "A small collection of custom nodes for ComfyUI, featuring Max Quick Image Size node for image-to-image or image-to-video workflows. (Description by CC)" + }, + { + "author": "bhhtr12", + "title": "ComfyUI-ollama-stop", + "reference": "https://github.com/bhhtr12/ComfyUI-ollama-stop", + "files": [ + "https://github.com/bhhtr12/ComfyUI-ollama-stop" + ], + "install_type": "git-clone", + "description": "Passthrough node that instantly unloads any running ollama model mid workflow. No API calls, just accepts plain string as a model name and executes 'ollama stop ' command in your system." + }, + { + "author": "DemonAlone", + "title": "SimpeStringGenerator_ComfyUI", + "reference": "https://github.com/DemonAlone/SimpeStringGenerator_ComfyUI", + "files": [ + "https://github.com/DemonAlone/SimpeStringGenerator_ComfyUI" + ], + "install_type": "git-clone", + "description": "A collection of nodes that provide dynamic dropdown selectors for Samplers, Schedulers, Checkpoints, and Diffusion Models, outputting a comma-separated string for use in XY plots." + }, + { + "author": "tabisheva", + "title": "comfyui-segs-profile", + "reference": "https://github.com/tabisheva/comfyui-segs-profile", + "files": [ + "https://github.com/tabisheva/comfyui-segs-profile" + ], + "install_type": "git-clone", + "description": "A tiny ComfyUI custom node that detects whether a face is in profile using SEGS eye detections." + }, + { + "author": "QuackPhuc", + "title": "ComfyUI-FisheyeTransform", + "reference": "https://github.com/QuackPhuc/ComfyUI-FisheyeTransform", + "files": [ + "https://github.com/QuackPhuc/ComfyUI-FisheyeTransform" + ], + "install_type": "git-clone", + "description": "Custom nodes for handling fisheye camera distortion in ComfyUI inpainting workflows." + }, + { + "author": "1x1r", + "title": "comfyui-upscale-by-model", + "reference": "https://github.com/1x1r/comfyui-upscale-by-model", + "files": [ + "https://github.com/1x1r/comfyui-upscale-by-model" + ], + "install_type": "git-clone", + "description": "This custom node allow upscaling an image by a factor using a model." + }, + { + "author": "XelaNull", + "title": "ComfyUI-MobileFriendly", + "reference": "https://github.com/XelaNull/ComfyUI-MobileFriendly", + "files": [ + "https://github.com/XelaNull/ComfyUI-MobileFriendly" + ], + "install_type": "git-clone", + "description": "Comprehensive mobile UI enhancement for ComfyUI that transforms the desktop-focused interface into a touch-friendly experience optimized for iPhone, iPad, and Android devices." + }, + { + "author": "danieljanata", + "title": "ComfyUI-Prompting-System", + "reference": "https://github.com/danieljanata/ComfyUI-Prompting-System", + "files": [ + "https://github.com/danieljanata/ComfyUI-Prompting-System" + ], + "install_type": "git-clone", + "description": "Comprehensive prompt management system for ComfyUI with database storage, thumbnail management, advanced search, and cross-platform support." + }, + { + "author": "SorenWeile", + "title": "ComfyUI_MetaSaver", + "reference": "https://github.com/SorenWeile/ComfyUI_MetaSaver", + "files": [ + "https://github.com/SorenWeile/ComfyUI_MetaSaver" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node for saving images with flexible custom metadata fields embedded in PNG files." + }, + { + "author": "theluminhub", + "title": "ComfyUI-Lumin-Upload", + "reference": "https://github.com/theluminhub/ComfyUI-Lumin-Upload", + "files": [ + "https://github.com/theluminhub/ComfyUI-Lumin-Upload" + ], + "install_type": "git-clone", + "description": "Upload your ComfyUI generated images and workflow metadata to Lumin." + }, + { + "author": "RCAKangle", + "title": "ComfyUI_LLM_Embeder", + "reference": "https://github.com/RCAKangle/ComfyUI_LLM_Embeder", + "files": [ + "https://github.com/RCAKangle/ComfyUI_LLM_Embeder" + ], + "install_type": "git-clone", + "description": "Local LLM chat nodes for ComfyUI, with a clean handoff path to downstream prompt optimization." + }, + { + "author": "loz2754", + "title": "AUN ComfyUI Nodes", + "id": "aun-comfyui-nodes", + "reference": "https://github.com/loz2754/AUN-ComfyUI-Nodes", + "files": [ + "https://github.com/loz2754/AUN-ComfyUI-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of workflow helper nodes focused on organization + control (bypass/mute/collapse/group control), prompt/text utilities, file/path helpers, and image/video save helpers (optional VHS integration)." + }, + { + "author": "SergPoletaev", + "title": "ComfyUI-SPoletNodes", + "id": "ComfyUI-SPoletNodes", + "reference": "https://github.com/SergPoletaev/ComfyUI-SPoletNodes", + "files": [ + "https://github.com/SergPoletaev/ComfyUI-SPoletNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for image preview and saving" + }, + { + "author": "xela-io", + "title": "ComfyUI-RegionalPrompting", + "reference": "https://github.com/xela-io/ComfyUI-RegionalPrompting", + "files": [ + "https://github.com/xela-io/ComfyUI-RegionalPrompting" + ], + "install_type": "git-clone", + "description": "Regional Prompting for ComfyUI - assign different prompts to different image areas." + }, + { + "author": "xela-io", + "title": "ComfyUI-HairDetailer", + "reference": "https://github.com/xela-io/ComfyUI-HairDetailer", + "files": [ + "https://github.com/xela-io/ComfyUI-HairDetailer" + ], + "install_type": "git-clone", + "description": "Comprehensive custom node pack for detecting hair regions, creating precise masks, and enhancing hair details in images with 6 specialized nodes for various hair processing workflows. (Description by CC)" + }, + { + "author": "Nakamura2828", + "title": "ComfyUI-JK-TextTools", + "reference": "https://github.com/Nakamura2828/ComfyUI-JK-TextTools", + "files": [ + "https://github.com/Nakamura2828/ComfyUI-JK-TextTools" + ], + "install_type": "git-clone", + "description": "Text and data manipulation nodes for ComfyUI, with emphasis on JSON processing, detection workflows, and bbox visualization." + }, + { + "author": "Nakamura2828", + "title": "ComfyUI-JK-ToRetro", + "reference": "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro", + "files": [ + "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro" + ], + "install_type": "git-clone", + "description": "Retro graphics converter node for ComfyUI. Converts modern images to authentic retro computing styles (VGA, EGA, CGA, PC-98) with proper color palettes, dithering, and resolution constraints." + }, + { + "author": "sgyyao", + "title": "ComfyUI_LLM_Prompt_Optimizer", + "reference": "https://github.com/sgyyao/ComfyUI_LLM_Prompt_Optimizer", + "files": [ + "https://github.com/sgyyao/ComfyUI_LLM_Prompt_Optimizer" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that uses various LLM APIs (OpenAI, Anthropic, Gemini, DeepSeek, Qwen/DashScope, xAI, etc.) to optimize and expand your image generation prompts." + }, + { + "author": "zhaocaiji", + "title": "ComfyUI-VideoFrameTools", + "reference": "https://github.com/zhaocaiji/ComfyUI-VideoFrameTools", + "files": [ + "https://github.com/zhaocaiji/ComfyUI-VideoFrameTools" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI to handle video frame sequences." + }, + { + "author": "zhaocaiji", + "title": "ComfyUI-Mute-Switch", + "reference": "https://github.com/zhaocaiji/ComfyUI-Mute-Switch", + "files": [ + "https://github.com/zhaocaiji/ComfyUI-Mute-Switch" + ], + "install_type": "git-clone", + "description": "A smart logic switch for ComfyUI that physically mutes upstream nodes to save GPU/CPU resources, featuring dynamic inputs and auto-cleanup." + }, + { + "author": "naku-yh", + "title": "ComfyUI_Flux2ImageReference", + "reference": "https://github.com/naku-yh/ComfyUI_Flux2ImageReference", + "files": [ + "https://github.com/naku-yh/ComfyUI_Flux2ImageReference" + ], + "install_type": "git-clone", + "description": "A comprehensive node for ComfyUI that implements an image reference mechanism for Flux2-based image generation models." + }, + { + "author": "transcendedhacker", + "title": "Mode_personal_node", + "reference": "https://github.com/transcendedhacker/Mode_personal_node", + "files": [ + "https://github.com/transcendedhacker/Mode_personal_node" + ], + "install_type": "git-clone", + "description": "Massive scalable SDXL/Flux prompt system with 300+ atomic options." + }, + { + "author": "skatardude10", + "title": "ComfyUI-Optical-Realism", + "reference": "https://github.com/skatardude10/ComfyUI-Optical-Realism", + "files": [ + "https://github.com/skatardude10/ComfyUI-Optical-Realism" + ], + "install_type": "git-clone", + "description": "Physics-based post-processing using depth maps to simulate atmospheric perspective, light transport, and lens imperfections for photorealistic results." + }, + { + "author": "Aloukik21", + "title": "ComfyUI-NovaNoiser", + "reference": "https://github.com/Aloukik21/ComfyUI-NovaNoiser", + "files": [ + "https://github.com/Aloukik21/ComfyUI-NovaNoiser" + ], + "install_type": "git-clone", + "description": "Image Detection Bypass Utility for circumvention of AI Detection with comprehensive image processing and post-processing features." + }, + { + "author": "ai-joe-git", + "title": "ComfyUI-Metadata-Extractor", + "reference": "https://github.com/ai-joe-git/ComfyUI-Metadata-Extractor", + "files": [ + "https://github.com/ai-joe-git/ComfyUI-Metadata-Extractor" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that extracts workflow metadata from PNG images and video files generated by ComfyUI." + }, + { + "author": "ai-joe-git", + "title": "ComfyUI-Simple-Prompt-Batcher", + "reference": "https://github.com/ai-joe-git/ComfyUI-Simple-Prompt-Batcher", + "files": [ + "https://github.com/ai-joe-git/ComfyUI-Simple-Prompt-Batcher" + ], + "install_type": "git-clone", + "description": "A simple and efficient ComfyUI custom node that allows batch processing of multiple prompts in a single queue with automatic model loading optimization." + }, + { + "author": "aledelpho", + "title": "Arthemy Live Tuner - SDXL", + "reference": "https://github.com/aledelpho/Arthemy_Live-Tuner-SDXL-ComfyUI", + "files": [ + "https://github.com/aledelpho/Arthemy_Live-Tuner-SDXL-ComfyUI" + ], + "install_type": "git-clone", + "description": "Advanced live tuning nodes for SDXL, Illustrious, and NAI. Slice U-Net and CLIP into functional areas to adjust intensity of specific components like Layout, Style, or Syntax." + }, + { + "author": "aledelpho", + "title": "Arthemy Live Tuner - Z-image", + "reference": "https://github.com/aledelpho/Arthemy_Live-Tuner-ZIT-ComfyUI", + "files": [ + "https://github.com/aledelpho/Arthemy_Live-Tuner-ZIT-ComfyUI" + ], + "install_type": "git-clone", + "description": "Advanced real-time control for Z-Image models and Qwen3-4B Text Encoders. These nodes allow you to change your model's weights to boost or lower specific generative phases." + }, + { + "author": "bkpaine1", + "title": "Halo-Lipsy", + "id": "halo-lipsy", + "reference": "https://github.com/bkpaine1/Halo-Lipsy", + "files": [ + "https://github.com/bkpaine1/Halo-Lipsy" + ], + "install_type": "git-clone", + "description": "AMD unified memory lip sync for ComfyUI. Native Wav2Lip inference with no subprocesses - finally works on Strix Halo, ROCm, and all AMD APUs. Features sync tuning, edge blending, and safe tensor casting for unified memory systems." + }, + { + "author": "bkpaine1", + "title": "Halo-TeaCache", + "id": "halo-teacache", + "reference": "https://github.com/bkpaine1/Halo-TeaCache", + "files": [ + "https://github.com/bkpaine1/Halo-TeaCache" + ], + "install_type": "git-clone", + "description": "AMD Unified Memory TeaCache for LTX2 (LTXAV). Lean single-file caching for 48-layer dual-stream transformer. Caches both video and audio residuals. No CPU offload - designed for AMD APUs with unified memory. ~35% speedup on cached denoising steps." + }, + { + "author": "bkpaine1", + "title": "HALO Debug Pack", + "id": "halo-pack", + "reference": "https://github.com/bkpaine1/halo_pack", + "files": [ + "https://github.com/bkpaine1/halo_pack" + ], + "install_type": "git-clone", + "description": "AMD ROCm bf16 diagnostic tools for ComfyUI. Fixes black image issues caused by numpy's lack of bfloat16 support. Includes FP32 VAE decode/encode and debug nodes for latent, conditioning, and model inspection. Useful for AMD Strix Halo, older NVIDIA cards, Apple Silicon, and unified memory systems." + }, + { + "author": "kianthos", + "title": "Earthbound---All-in-one-ComfyUI-Node", + "reference": "https://github.com/kianthos/Earthbound---All-in-one-ComfyUI-Node", + "files": [ + "https://github.com/kianthos/Earthbound---All-in-one-ComfyUI-Node" + ], + "install_type": "git-clone", + "description": "Comprehensive single-node solution for ComfyUI integrating base generation, latent refinement, neural upscaling, and post-processing." + }, + { + "author": "ato-zen", + "title": "ComfyUI-VIBE", + "reference": "https://github.com/ato-zen/ComfyUI-VIBE", + "files": [ + "https://github.com/ato-zen/ComfyUI-VIBE" + ], + "install_type": "git-clone", + "description": "Implementation of VIBE (Visual Instruction Based Editor) as a custom node for ComfyUI that enables image editing using natural language instructions leveraging Sana1.5 and Qwen3-VL models." + }, + { + "author": "FallenIncursio", + "title": "arcenciel-link-comfyui", + "reference": "https://github.com/FallenIncursio/arcenciel-link-comfyui", + "files": [ + "https://github.com/FallenIncursio/arcenciel-link-comfyui" + ], + "install_type": "git-clone", + "description": "Bring your ArcEnCiel models straight into ComfyUI with one click. Includes Link Key support, remote worker control, inventory sync, and sidecar generation." + }, + { + "author": "0dot77", + "title": "comfyui-annotations", + "reference": "https://github.com/0dot77/comfyui-annotations", + "files": [ + "https://github.com/0dot77/comfyui-annotations" + ], + "install_type": "git-clone", + "description": "A lightweight annotation overlay for ComfyUI." + }, + { + "author": "isala404", + "title": "comfy-workflow-api", + "reference": "https://github.com/isala404/comfy-workflow-api", + "files": [ + "https://github.com/isala404/comfy-workflow-api" + ], + "install_type": "git-clone", + "description": "HTTP API for ComfyUI with webhook-based workflow execution." + }, + { + "author": "gen1nya", + "title": "ComfyUI Remote Upscale", + "id": "remote-upscale", + "reference": "https://github.com/gen1nya/ComfyUI-Remote-Upscale", + "files": [ + "https://github.com/gen1nya/ComfyUI-Remote-Upscale" + ], + "install_type": "git-clone", + "description": "Offload image upscaling to a remote server with a dedicated GPU. Real-time progress streaming via SSE." + }, + { + "author": "Setmaster", + "title": "ModelPulse", + "id": "modelpulse", + "reference": "https://github.com/Setmaster/ComfyUI-ModelPulse", + "files": [ + "https://github.com/Setmaster/ComfyUI-ModelPulse" + ], + "install_type": "git-clone", + "description": "Track model usage frequency to identify abandoned or underutilized models. Shows usage stats, file sizes, and highlights stale models in a sidebar panel." + }, + { + "author": "mickmumpitz", + "title": "Mickmumpitz-Nodes", + "id": "mickmumpitz-nodes", + "reference": "https://github.com/mickmumpitz/ComfyUI-Mickmumpitz-Nodes", + "files": [ + "https://github.com/mickmumpitz/ComfyUI-Mickmumpitz-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI by Mickmumpitz." + }, + { + "author": "Xz3r0", + "title": "ComfyUI-Xz3r0-Nodes", + "reference": "https://github.com/Xz3r0-M/ComfyUI-Xz3r0-Nodes", + "files": [ + "https://github.com/Xz3r0-M/ComfyUI-Xz3r0-Nodes" + ], + "install_type": "git-clone", + "description": "Some custom nodes: XMath, XResolution, XImageSave, XVideoSave, XLatentLoad, XLatentSave ...and more" + }, + { + "author": "CrateTools", + "title": "Preview Video Monitor Pro", + "id": "preview-video-monitor-pro", + "reference": "https://github.com/CrateTools/comfyui-preview-video-monitor", + "files": [ + "https://github.com/CrateTools/comfyui-preview-video-monitor" + ], + "install_type": "git-clone", + "description": "Second monitor preview for video generations with interactive playback controls, color tools, generation tracking, and workflow-embedded snapshots." + }, + { + "author": "loficoding", + "title": "ComfyUI Node HUD", + "reference": "https://github.com/loficoding/ComfyUI-Node-HUD", + "files": [ + "https://github.com/loficoding/ComfyUI-Node-HUD" + ], + "install_type": "git-clone", + "description": "Adds a smart I/O status dock to stacked nodes for cleaner layouts.", + "tags": ["ui", "layout", "utils"] + }, + { + "author": "laowang", + "title": "ComfyUI PixelArt Converter", + "reference": "https://github.com/wangyff-code/ComfyUI-PixelArt-Converter", + "files": [ + "https://github.com/wangyff-code/ComfyUI-PixelArt-Converter" + ], + "install_type": "git-clone", + "description": "Convert images to pixel art using ONNX models." + }, + { + "author": "sjhddh", + "title": "ComfyUI-Cyber-Steganography", + "id": "cyber-steganography", + "reference": "https://github.com/sjhddh/ComfyUI-Cyber-Steganography", + "files": [ + "https://github.com/sjhddh/ComfyUI-Cyber-Steganography" + ], + "install_type": "git-clone", + "description": "Cyberpunk/Spy-craft steganography nodes for ComfyUI. Hide secret text messages inside AI-generated images using LSB (Least Significant Bit) steganography. Features encryption with optional password key. Nodes: StegoEncode (hide text), StegoDecode (reveal text)." + }, + { + "author": "FNGarvin", + "title": "ComfyUI Auto Model Downloader", + "id": "automodeldownloader", + "reference": "https://github.com/FNGarvin/ComfyUI-AutoModelDownloader", + "files": [ + "https://github.com/FNGarvin/ComfyUI-AutoModelDownloader" + ], + "install_type": "git-clone", + "description": "Convenient, high-speed model downloads directly to your Comfy install with blazing-fast, multi-connection support. No more downloading models to your downloads folder and having to manually move them to the proper folder!" + }, + { + "author": "c0dezer019", + "title": "FreezeFrame", + "id": "freezeframe", + "reference": "https://github.com/c0dezer019/FreezeFrame", + "files": [ + "https://github.com/c0dezer019/FreezeFrame" + ], + "install_type": "git-clone", + "description": "Modifed Sampler nodes that allow you to pause/resume generations. For those with older hardware running in CPU mode or old GPUs. Useful for managing thermals." + }, + { + "author": "mingyi456", + "title": "ComfyUI DFloat11 Extended", + "reference": "https://github.com/mingyi456/ComfyUI-DFloat11-Extended", + "files": [ + "https://github.com/mingyi456/ComfyUI-DFloat11-Extended" + ], + "install_type": "git-clone", + "description": "Fork of the official DF11 ComfyUI custom node that supports a wider variety of model architectures, and provides fixes for compatibility with recent ComfyUI versions. Also, LoRAs are supported for select model architectures." + }, + { + "author": "hetima", + "title": "ComfyUI-SingleLinePicker", + "id": "singlelinepicker", + "reference": "https://github.com/hetima/ComfyUI-SingleLinePicker", + "files": [ + "https://github.com/hetima/ComfyUI-SingleLinePicker" + ], + "install_type": "git-clone", + "description": "Select one line from the text list with a single click. It dramatically improves the process of switching LoRA or prompts." + }, + { + "author": "liewcc", + "title": "ComfyUI-Qwen-Canvas", + "reference": "https://github.com/liewcc/ComfyUI-Qwen-Canvas", + "files": [ + "https://github.com/liewcc/ComfyUI-Qwen-Canvas" + ], + "install_type": "git-clone", + "description": "Enforces Qwen's training resolution buckets for precise Latent space generation." + }, + { + "author": "frankluise5220", + "title": "ComfyUI-LoraHelper", + "reference": "https://github.com/frankluise5220/ComfyUI-Lorahelper", + "nodename_pattern": "UniversalGGUFLoader|UniversalOllamaLoader|UniversalAIChat|LH_LlamaInstruct|LH_History_Monitor|LH_MultiTextSelector|LoRA_AllInOne_Saver|LH_SimpleText", + "files": [ + "https://github.com/frankluise5220/ComfyUI-Lorahelper" + ], + "install_type": "git-clone", + "description": "A specialized toolkit for AI-based image captioning (reverse prompting), prompt enrichment, and automated batch generation. It streamlines LoRA dataset organization with native GGUF and Ollama support.", + "tags": ["llm", "vision", "prompt generation", "lora", "Qwen3", "reverse prompting"] + }, + { + "author": "DevDuckFace", + "title": "KsamplerDF", + "reference": "https://github.com/DevDuckFace/KsamplerDF", + "files": [ + "https://github.com/DevDuckFace/KsamplerDF" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that splits sampling steps between a main sampler and a refiner sampler, with independent denoise control for each phase, with upscalers now" + }, + { + "author": "rockerBOO", + "title": "pixel-sorting", + "reference": "https://github.com/rockerBOO/pixel-sorting", + "files": [ + "https://github.com/rockerBOO/pixel-sorting" + ], + "install_type": "git-clone", + "description": "ASDF-style pixel sorting implementation in Python with extended features" + }, + { + "author": "D-Ogi", + "title": "ComfyUI-Attention-Optimizer", + "reference": "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer", + "files": [ + "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer" + ], + "install_type": "git-clone", + "description": "Automatically benchmark and optimize attention in diffusion models. 1.5-2x speedup on RTX 4090, up to 4x on video models." + }, + { + "author": "molbal", + "title": "ComfyUI-LLM-CLIP", + "reference": "https://github.com/molbal/ComfyUI-LLM-CLIP", + "files": [ + "https://github.com/molbal/ComfyUI-LLM-CLIP" + ], + "install_type": "git-clone", + "description": "These nodes allow you to use a distilled Qwen3-4B model as your text encoder in Stable Diffusion XL." + }, + { + "author": "relhamdi", + "title": "ComfyUI-RE-CustomUtils", + "reference": "https://github.com/relhamdi/ComfyUI-RE-CustomUtils", + "files": [ + "https://github.com/relhamdi/ComfyUI-RE-CustomUtils" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI." + }, + { + "author": "kakachiex2", + "title": "comfyui-ltx2-efficient", + "reference": "https://github.com/kakachiex2/comfyui-ltx2-efficient", + "files": [ + "https://github.com/kakachiex2/comfyui-ltx2-efficient" + ], + "install_type": "git-clone", + "description": "High-performance custom node for LTX2 video generation designed to reduce GPU usage, VRAM requirements, and temperature on consumer GPUs." + }, + { + "author": "SlothHole", + "title": "Imitatoes", + "reference": "https://github.com/SlothHole/Imitatoes", + "files": [ + "https://github.com/SlothHole/Imitatoes" + ], + "install_type": "git-clone", + "description": "Build a ComfyUI \"self-improving\" workflow where each render is evaluated by a local vision LLM, which then edits the prompt/parameters and triggers another run." + }, + { + "author": "BobJohnson24", + "title": "ComfyUI-Flux2-INT8", + "reference": "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8", + "files": [ + "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8" + ], + "install_type": "git-clone", + "description": "This node speeds up Flux2, Chroma, Z-Image in ComfyUI by using INT8 quantization, delivering ~2x faster inference on my 3090, but it should work on any NVIDIA GPU with enough INT8 TOPS." + }, + { + "author": "kayorlian", + "title": "ComfyuiSmartColorMatch", + "reference": "https://github.com/kayorlian/ComfyuiSmartColorMatch", + "files": [ + "https://github.com/kayorlian/ComfyuiSmartColorMatch" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that performs color matching between reference and generated images with support for masking." + }, + { + "author": "uczensokratesa", + "title": "ComfyUI-Gemini-VAE-Fix", + "reference": "https://github.com/uczensokratesa/ComfyUI-Gemini-VAE-Fix", + "files": [ + "https://github.com/uczensokratesa/ComfyUI-Gemini-VAE-Fix" + ], + "install_type": "git-clone", + "description": "Advanced VAE decoder node with audio sync precision and crash-proof memory management for long videos. (Description by CC)" + }, + { + "author": "uczensokratesa", + "title": "ComfyUI-UniversalSmartVAE", + "reference": "https://github.com/uczensokratesa/ComfyUI-UniversalSmartVAE", + "files": [ + "https://github.com/uczensokratesa/ComfyUI-UniversalSmartVAE" + ], + "install_type": "git-clone", + "description": "VRAM-safe VAE decoder for video latents in ComfyUI. Decodes 5D video latents in temporal batches to prevent GPU memory explosions." + }, + { + "author": "uczensokratesa", + "title": "ComfyUI-Claude-VAE", + "reference": "https://github.com/uczensokratesa/ComfyUI-Claude-VAE", + "files": [ + "https://github.com/uczensokratesa/ComfyUI-Claude-VAE" + ], + "install_type": "git-clone", + "description": "VAE Decode node that solves VRAM problems with mathematically precise temporal stitching, maintaining perfect frame counts across batch sizes for video generation." + }, + { + "author": "uczensokratesa", + "title": "ComfyUI-Grok-SmartVAE", + "reference": "https://github.com/uczensokratesa/ComfyUI-Grok-SmartVAE", + "files": [ + "https://github.com/uczensokratesa/ComfyUI-Grok-SmartVAE" + ], + "install_type": "git-clone", + "description": "Most durable and flexible VAE decoder for ComfyUI designed for long video sequences with crash-proof dynamic batching, temporal scale detection, and aggressive out-of-memory recovery. (Description by CC)" + }, + { + "author": "rdanalex", + "title": "ComfyUI-ClownSampler", + "reference": "https://github.com/rdanalex/ComfyUI-ClownSampler", + "files": [ + "https://github.com/rdanalex/ComfyUI-ClownSampler" + ], + "install_type": "git-clone", + "description": "A standalone ComfyUI node for loading samplers and providing their names as string outputs." + }, + { + "author": "rgamevfx", + "title": "ComfyUI-RGnodes", + "reference": "https://github.com/rgamevfx/ComfyUI-RGnodes", + "files": [ + "https://github.com/rgamevfx/ComfyUI-RGnodes" + ], + "install_type": "git-clone", + "description": "VFX and video utility nodes. Avoiding opening other apps/clearing other caches." + }, + { + "author": "knishika62", + "title": "ComfyUI-LyricForge", + "reference": "https://github.com/knishika62/ComfyUI-LyricForge", + "files": [ + "https://github.com/knishika62/ComfyUI-LyricForge" + ], + "install_type": "git-clone", + "description": "AI music generation node (for HeartMuLa) that auto-generates style tags and lyrics from keywords, supporting OpenAI/Claude/local LLM APIs and multilingual lyrics (Japanese, English, Chinese, Korean, Spanish). (Description by CC)" + }, + { + "author": "knishika62", + "title": "ComfyUI-DualLoraStack", + "reference": "https://github.com/knishika62/ComfyUI-DualLoraStack", + "files": [ + "https://github.com/knishika62/ComfyUI-DualLoraStack" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that applies the same Lora to two models while sharing a CLIP, supporting up to 6 Lora models with independent strength control. (Description by CC)" + }, + { + "author": "Pedreiro-Digital-Studio-Ltda", + "title": "ComfyUI-PromptPerfect", + "reference": "https://github.com/Pedreiro-Digital-Studio-Ltda/ComfyUI-PromptPerfect", + "files": [ + "https://github.com/Pedreiro-Digital-Studio-Ltda/ComfyUI-PromptPerfect" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI with Prompt Perfect GPT functionality." + }, + { + "author": "laolaoruqin", + "title": "ComfyUI-free-drag-crop", + "reference": "https://github.com/laolaoruqin/ComfyUI-free-drag-crop", + "files": [ + "https://github.com/laolaoruqin/ComfyUI-free-drag-crop" + ], + "install_type": "git-clone", + "description": "An interactive, user-friendly cropping node that allows you to drag and resize the crop area directly in the ComfyUI interface." + }, + { + "author": "hyukudan", + "title": "comfyui-video-resolution", + "reference": "https://github.com/hyukudan/comfyui-video-resolution", + "files": [ + "https://github.com/hyukudan/comfyui-video-resolution" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for selecting video resolutions with preset dimensions for video generation models like LTX, CogVideo, and Hunyuan. (Description by CC)" + }, + { + "author": "TechnicalTod", + "title": "ComfyUI-RotoMask", + "reference": "https://github.com/TechnicalTod/ComfyUI-RotoMask", + "files": [ + "https://github.com/TechnicalTod/ComfyUI-RotoMask" + ], + "install_type": "git-clone", + "description": "A rotoscoping tool for ComfyUI that allows you to create animated masks using polygon curves with keyframe interpolation." + }, + { + "author": "jajos12", + "title": "Comfyui-WanVideo-Context", + "reference": "https://github.com/jajos12/Comfyui-WanVideo-Context", + "files": [ + "https://github.com/jajos12/Comfyui-WanVideo-Context" + ], + "install_type": "git-clone", + "description": "Advanced context management node for WanVideo using Intent-Aware Mixture of Contexts (MoC) system with hybrid memory, multi-modal retrieval, and temporal diversity. (Description by CC)" + }, + { + "author": "Candlehead", + "title": "Candlehead-Comfy-Nodez", + "reference": "https://github.com/Candlehead/Candlehead-Comfy-Nodez", + "files": [ + "https://github.com/Candlehead/Candlehead-Comfy-Nodez" + ], + "install_type": "git-clone", + "description": "Comprehensive suite of utility nodes for ComfyUI including AspectToRes, ImageInfo, and TextProcessor for image processing workflows." + }, + { + "author": "Meisoftcoltd", + "title": "comfyui-sequential-batcher", + "reference": "https://github.com/Meisoftcoltd/comfyui-sequential-batcher", + "files": [ + "https://github.com/Meisoftcoltd/comfyui-sequential-batcher" + ], + "install_type": "git-clone", + "description": "The ultimate tool for creating complex iterative workflows and frame-by-frame video processing in ComfyUI, designed to handle huge tasks without GPU crashes using intelligent sequential looping." + }, + { + "author": "Meisoftcoltd", + "title": "ComfyUI-Demucs-AudioSeparator", + "reference": "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator", + "files": [ + "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for audio source separation using Meta Demucs v4 technology to extract voices, drums, bass, and other instruments with high fidelity. (Description by CC)" + }, + { + "author": "licanhua", + "title": "ComfyUI-StrokeReveal", + "reference": "https://github.com/licanhua/ComfyUI-StrokeReveal", + "files": [ + "https://github.com/licanhua/ComfyUI-StrokeReveal" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that creates an animated stroke reveal effect, where a brush/pen follows a mask edge to reveal an image with feathered blending and 8 direction support." + }, + { + "author": "K3nt3L", + "title": "ComfyUI-S1Z35", + "reference": "https://github.com/K3nt3L/ComfyUI-S1Z35", + "files": [ + "https://github.com/K3nt3L/ComfyUI-S1Z35" + ], + "install_type": "git-clone", + "description": "Basic nodes for image ratios and size presets (all models)" + }, + { + "author": "kaushiknishchay", + "title": "ComfyUI-Qwen3-ASR", + "reference": "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR", + "files": [ + "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Qwen3-ASR (0.6B/1.7B) and ForcedAligner. Supports high-accuracy ASR and language identification for 52 languages/dialects, including 22 Chinese dialects and various English accents. Features word-level timestamps, long audio transcription, and VRAM-optimized inference." + }, + { + "author": "Ugleh", + "title": "ComfyUI-ugleh-OpenAI", + "reference": "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI", + "files": [ + "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI" + ], + "install_type": "git-clone", + "description": "Minimal OpenAI API nodes for ComfyUI." + }, + { + "author": "remingtonspaz", + "title": "Reference Chain Conditioning", + "reference": "https://github.com/remingtonspaz/ComfyUI-ReferenceChain", + "files": [ + "https://github.com/remingtonspaz/ComfyUI-ReferenceChain" + ], + "install_type": "git-clone", + "description": "Chain multiple images as reference conditionings for Flux Klein, Kontext etc. with one node" + }, + { + "author": "SidDays", + "title": "ComfyUI-YuGiOh", + "reference": "https://github.com/SidDays/ComfyUI-YuGiOh", + "files": [ + "https://github.com/SidDays/ComfyUI-YuGiOh" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes to help with creating custom Yu-Gi-Oh! cards and modding the video games" + }, + { + "author": "NidAll", + "title": "ComfyUI_PromptStyler", + "reference": "https://github.com/NidAll/ComfyUI_PromptStyler", + "files": [ + "https://github.com/NidAll/ComfyUI_PromptStyler" + ], + "install_type": "git-clone", + "description": "PromptStyler is a custom ComfyUI node that helps you keep your prompts consistent by applying a selected style template to your positive prompt, then outputting CONDITIONING for KSampler." + }, + { + "author": "peter119lee", + "title": "ComfyUI-BananaForge", + "reference": "https://github.com/peter119lee/ComfyUI-BananaForge", + "files": [ + "https://github.com/peter119lee/ComfyUI-BananaForge" + ], + "install_type": "git-clone", + "description": "Gemini-powered image generation for ComfyUI supporting text-to-image, image-to-image, and batch processing with flexible API configuration. (Description by CC)" + }, + { + "author": "petmycat", + "title": "ComfyUI-gen2", + "reference": "https://github.com/petmycat/ComfyUI-gen2", + "files": [ + "https://github.com/petmycat/ComfyUI-gen2" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for QwenImage ControlNet achieving 100% output compatibility with VideoX-Fun's diffusers pipeline while leveraging ComfyUI's efficient model loading system." + }, + { + "author": "aligjahed", + "title": "comfy-flow", + "reference": "https://github.com/aligjahed/comfy-flow", + "files": [ + "https://github.com/aligjahed/comfy-flow" + ], + "install_type": "git-clone", + "description": "Comfy Flow - A flow manager for ComfyUI. (Description by CC)" + }, + { + "author": "harishcmgit", + "title": "comfyui_ds", + "reference": "https://github.com/harishcmgit/comfyui_ds", + "files": [ + "https://github.com/harishcmgit/comfyui_ds" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that implements advanced document scanning with automatic perspective correction and multiple enhancement options." + }, + { + "author": "errew", + "title": "ComfyUI-Wireless", + "reference": "https://github.com/errew/ComfyUI-Wireless", + "files": [ + "https://github.com/errew/ComfyUI-Wireless" + ], + "install_type": "git-clone", + "description": "A clean, lightweight ComfyUI plugin to transmit data wirelessly between nodes using a global key-value store." + }, + { + "author": "domprosys", + "title": "ComfyUI-LTXVideo-Extra", + "reference": "https://github.com/domprosys/ComfyUI-LTXVideo-Extra", + "files": [ + "https://github.com/domprosys/ComfyUI-LTXVideo-Extra" + ], + "install_type": "git-clone", + "description": "Extra nodes for LTX-2 video generation in ComfyUI." + }, + { + "author": "engineer6980", + "title": "ComfyUI-Image-Cipher", + "reference": "https://github.com/engineer6980/ComfyUI-Image-Cipher", + "files": [ + "https://github.com/engineer6980/ComfyUI-Image-Cipher" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for image privacy protection using RGB channel independent differential bit-shifting encryption. (Description by CC)" + }, + { + "author": "DanPli", + "title": "ComfyUI-Flux2LatentPresets", + "reference": "https://github.com/DanPli/ComfyUI-Flux2LatentPresets", + "files": [ + "https://github.com/DanPli/ComfyUI-Flux2LatentPresets" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that provides Flux 2–recommended resolution presets for quickly creating empty latents, without manually entering width and height values." + }, + { + "author": "pytraveler", + "title": "comfyui-darkil-nodes", + "reference": "https://github.com/pytraveler/comfyui-darkil-nodes", + "files": [ + "https://github.com/pytraveler/comfyui-darkil-nodes" + ], + "install_type": "git-clone", + "description": "Various custom nodes for improved usability." + }, + { + "author": "kadevin", + "title": "ComfyUI-Active-Node-Highlighter", + "reference": "https://github.com/kadevin/ComfyUI-Active-Node-Highlighter", + "files": [ + "https://github.com/kadevin/ComfyUI-Active-Node-Highlighter" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI extension that highlights the currently executing node by inverting its colors." + }, + { + "author": "JamesDanielDoss", + "title": "JamesDossAI-EnhancedLinks", + "reference": "https://github.com/JamesDanielDoss/JamesDossAI-EnhancedLinks", + "files": [ + "https://github.com/JamesDanielDoss/JamesDossAI-EnhancedLinks" + ], + "install_type": "git-clone", + "description": "Simple animated arrows traveling along workflow links (input → output)" + }, + { + "author": "kreonxv", + "title": "ComfyUI-Infinity-Canvas", + "reference": "https://github.com/kreonxv/ComfyUI-Infinity-Canvas", + "files": [ + "https://github.com/kreonxv/ComfyUI-Infinity-Canvas" + ], + "install_type": "git-clone", + "description": "A powerful infinite canvas inpainting extension for ComfyUI inspired by InvokeAI Canvas and Painthua.com, enabling boundless painting and seamless iterative workflows." + }, + { + "author": "kreonxv", + "title": "ComfyUI-T2I_StyleApply", + "reference": "https://github.com/kreonxv/ComfyUI-T2I_StyleApply", + "files": [ + "https://github.com/kreonxv/ComfyUI-T2I_StyleApply" + ], + "install_type": "git-clone", + "description": "Simple node for ComfyUI that applies a text-to-image (T2I) style to an image or embedding with support for start/end frame control and a weight parameter." + }, + { + "author": "kreonxv", + "title": "ComfyUI-ForgeAPI", + "reference": "https://github.com/kreonxv/ComfyUI-ForgeAPI", + "files": [ + "https://github.com/kreonxv/ComfyUI-ForgeAPI" + ], + "install_type": "git-clone", + "description": "Lightweight custom nodes that integrate ComfyUI with ForgeUI-style samplers and provide convenient ControlNet and LoRA stack helpers." + }, + { + "author": "kreonxv", + "title": "ComfyUI-LoraControls", + "reference": "https://github.com/kreonxv/ComfyUI-LoraControls", + "files": [ + "https://github.com/kreonxv/ComfyUI-LoraControls" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI custom nodes to control LoRA (Low-Rank Adaptation) strength programmatically during the sampling process." + }, + { + "author": "kreonxv", + "title": "ComfyUI-Whiteboard", + "reference": "https://github.com/kreonxv/ComfyUI-Whiteboard", + "files": [ + "https://github.com/kreonxv/ComfyUI-Whiteboard" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node that creates a white canvas for freehand drawing and automatically runs inference for sketch-to-image workflows." + }, + { + "author": "kreonxv", + "title": "ComfyUI-GroupBypasser", + "reference": "https://github.com/kreonxv/ComfyUI-GroupBypasser", + "files": [ + "https://github.com/kreonxv/ComfyUI-GroupBypasser" + ], + "install_type": "git-clone", + "description": "A small ComfyUI custom node that provides a lightweight bypass for grouped nodes." + }, + { + "author": "Shan2L", + "title": "ComfyUI-Simple-Profiler", + "reference": "https://github.com/Shan2L/ComfyUI-Simple-Profiler", + "files": [ + "https://github.com/Shan2L/ComfyUI-Simple-Profiler" + ], + "install_type": "git-clone", + "description": "A pure backend custom node/plugin for ComfyUI that records execution time for each node in a workflow and maximum device usage statistics." + }, + { + "author": "Malkalypse", + "title": "ComfyUI-MouseCoords", + "id": "mousecoords", + "reference": "https://github.com/Malkalypse/ComfyUI-MouseCoords", + "files": [ + "https://github.com/Malkalypse/ComfyUI-MouseCoords" + ], + "install_type": "git-clone", + "description": "Display real-time mouse coordinates in graph space. Shows the current mouse position in the top-right corner of the canvas, useful for positioning nodes precisely, debugging layouts, and measuring distances." + }, + { + "author": "luoq24", + "title": "ydem_nodes", + "reference": "https://github.com/luoq24/ydem_nodes", + "files": [ + "https://github.com/luoq24/ydem_nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node collection including face direction detection, image processing, and example nodes. (Description by CC)" + }, + { + "author": "xufengbo1993", + "title": "ComfyUI-ZFL-JSON-Extractor", + "reference": "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor", + "files": [ + "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor" + ], + "install_type": "git-clone", + "description": "A powerful tool for AI dynamic comic creators and scriptwriters extracting up to 4 specific keys from JSON scripts." + }, + { + "author": "ohmygoobness", + "title": "ComfyUI-ImageResolutionFixer", + "reference": "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer", + "files": [ + "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI node that intelligently rounds image dimensions to compatible resolutions using smart reflection mirroring." + }, + { + "author": "AnastasiyaW", + "title": "ComfyUI-SmartScreenshotCleaner", + "reference": "https://github.com/AnastasiyaW/ComfyUI-SmartScreenshotCleaner", + "files": [ + "https://github.com/AnastasiyaW/ComfyUI-SmartScreenshotCleaner" + ], + "install_type": "git-clone", + "description": "Nodes for removing UI elements from screenshots by detecting and masking icons, buttons, and text. (Description by CC)" + }, + { + "author": "neurodanzelus-cmd", + "title": "ComfyUI-TeleStyle", + "reference": "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle", + "files": [ + "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle" + ], + "install_type": "git-clone", + "description": "An unofficial, streamlined, and highly optimized ComfyUI implementation of TeleStyle for video style transfer. (Description by CC)" + }, + { + "author": "Mexes1978", + "title": "comfyui-comfysketch", + "reference": "https://github.com/Mexes1978/comfyui-comfysketch", + "files": [ + "https://github.com/Mexes1978/comfyui-comfysketch" + ], + "install_type": "git-clone", + "description": "A drawing and sketching node for ComfyUI with layers, multiple brush types, and a focused, professional interface." + }, + { + "author": "franciscotorrado", + "title": "ComfyUI-Automation", + "reference": "https://github.com/franciscotorrado/ComfyUI-Automation", + "files": [ + "https://github.com/franciscotorrado/ComfyUI-Automation" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI designed to facilitate complex looping and iteration workflows, specialized in media batch processing." + }, + { + "author": "kana112233", + "title": "ComfyUI-kaola-ace-step", + "reference": "https://github.com/kana112233/ComfyUI-kaola-ace-step", + "files": [ + "https://github.com/kana112233/ComfyUI-kaola-ace-step" + ], + "install_type": "git-clone", + "description": "ACE-Step 1.5 music generation nodes for ComfyUI - Generate high-quality music from text" + }, + { + "author": "Devourer56", + "title": "ComfyUI-Impact-BIGdetector-BBOX-SEGS", + "reference": "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS", + "files": [ + "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS" + ], + "install_type": "git-clone", + "description": "A ComfyUI node implementing cascade object detection system (bbox/segm) using YOLO models with multi-stage processing. (Description by CC)" + }, + { + "author": "LDNKS094", + "title": "ComfyUI-Painter-I2V-AIO", + "reference": "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO", + "files": [ + "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO" + ], + "install_type": "git-clone", + "description": "All-in-One collection of Painter's ComfyUI nodes for video generation" + }, + { + "author": "cosmicbuffalo", + "title": "ComfyUI Mobile Frontend", + "id": "comfyui-mobile-frontend", + "reference": "https://github.com/cosmicbuffalo/comfyui-mobile-frontend", + "files": [ + "https://github.com/cosmicbuffalo/comfyui-mobile-frontend" + ], + "install_type": "git-clone", + "description": "A mobile-friendly user interface for ComfyUI mounted in parallel with the main frontend at /mobile/." + }, + { + "author": "DN2048", + "title": "dn_little_helpers", + "reference": "https://github.com/DN2048/dn_little_helpers", + "files": [ + "https://github.com/DN2048/dn_little_helpers" + ], + "install_type": "git-clone", + "description": "A collection of little custom nodes for ComfyUI to help in simple/specific tasks" + }, + { + "author": "zavatmotion", + "title": "ComfyUI Workflow Backup", + "reference": "https://github.com/zavatmotion/ComfyUI-Workflow-Backup", + "files": [ + "https://github.com/zavatmotion/ComfyUI-Workflow-Backup" + ], + "install_type": "git-clone", + "description": "A ComfyUI Custom Node to backup workflows and their required models locally." + }, + { + "author": "DVA", + "title": "DVA_Qwen_TTS", + "reference": "https://github.com/SLVGITHUB/QWEN3_TTS_DVA", + "files": [ + "https://github.com/SLVGITHUB/QWEN3_TTS_DVA" + ], + "install_type": "git-clone", + "description": "High-quality multilingual TTS with voice cloning, emotion control, and support for Qwen3-TTS models (CustomVoice, VoiceDesign, Base)." + }, + { + "author": "boredcoderyt", + "title": "Fibo Edit Node for ComfyUI", + "id": "fiboedit", + "reference": "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit", + "files": [ + "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for BriaAI Fibo Edit image model." + }, + { + "author": "robomello", + "title": "ComfyUI Prompt Saver", + "id": "prompt-saver", + "reference": "https://github.com/robomello/comfyui-prompt-saver", + "files": [ + "https://github.com/robomello/comfyui-prompt-saver" + ], + "install_type": "git-clone", + "description": "Saves images with prompt reference cards - thumbnail + formatted prompt side-by-side with JSON syntax highlighting for easy browsing and organization." + }, + { + "author": "HappyOnigiri", + "title": "ComfyUI-Meld", + "reference": "https://github.com/HappyOnigiri/ComfyUI-Meld", + "files": [ + "https://github.com/HappyOnigiri/ComfyUI-Meld" + ], + "install_type": "git-clone", + "description": "The ultimate Image Manager & Gallery for ComfyUI. Automatically catalog generations, track lineage, and restore workflows with a single click." + }, + + + + + + + + + + + + + + + + + + + + { + "author": "Ser-Hilary", + "title": "SDXL_sizing", + "reference": "https://github.com/Ser-Hilary/SDXL_sizing", + "files": [ + "https://raw.githubusercontent.com/Ser-Hilary/SDXL_sizing/main/conditioning_sizing_for_SDXL.py" + ], + "install_type": "copy", + "description": "Nodes:sizing_node. Size calculation node related to image size in prompts supported by SDXL." + }, + { + "author": "ailex000", + "title": "Image Gallery", + "reference": "https://github.com/ailex000/ComfyUI-Extensions", + "js_path": "image-gallery", + "files": [ + "https://raw.githubusercontent.com/ailex000/ComfyUI-Extensions/main/image-gallery/imageGallery.js" + ], + "install_type": "copy", + "description": "Custom javascript extensions for better UX for ComfyUI. Supported nodes: PreviewImage, SaveImage. Double click on image to open." + }, + { + "author": "rock-land", + "title": "graphNavigator", + "reference": "https://github.com/rock-land/graphNavigator", + "js_path": "graphNavigator", + "files": [ + "https://raw.githubusercontent.com/rock-land/graphNavigator/main/graphNavigator/graphNavigator.js" + ], + "install_type": "copy", + "description": "ComfyUI Web Extension for saving views and navigating graphs." + }, + { + "author": "diffus3", + "title": "diffus3/ComfyUI-extensions", + "reference": "https://github.com/diffus3/ComfyUI-extensions", + "js_path": "diffus3", + "files": [ + "https://raw.githubusercontent.com/diffus3/ComfyUI-extensions/main/multiReroute/multireroute.js", + "https://raw.githubusercontent.com/diffus3/ComfyUI-extensions/main/setget/setget.js" + ], + "install_type": "copy", + "description": "Extensions: subgraph, setget, multiReroute" + }, + { + "author": "m957ymj75urz", + "title": "m957ymj75urz/ComfyUI-Custom-Nodes", + "reference": "https://github.com/m957ymj75urz/ComfyUI-Custom-Nodes", + "js_path": "m957ymj75urz", + "files": [ + "https://raw.githubusercontent.com/m957ymj75urz/ComfyUI-Custom-Nodes/main/clip-text-encode-split/clip_text_encode_split.py", + "https://raw.githubusercontent.com/m957ymj75urz/ComfyUI-Custom-Nodes/main/colors/colors.js" + ], + "install_type": "copy", + "description": "Nodes: RawText, RawTextCLIPEncode, RawTextCombine, RawTextReplace, Extension: m957ymj75urz.colors" + }, + { + "author": "Bikecicle", + "title": "Waveform Extensions", + "reference": "https://github.com/Bikecicle/ComfyUI-Waveform-Extensions", + "files": [ + "https://raw.githubusercontent.com/NeuralNotW0rk/ComfyUI-Waveform-Extensions/main/EXT_AudioManipulation.py", + "https://raw.githubusercontent.com/NeuralNotW0rk/ComfyUI-Waveform-Extensions/main/EXT_VariationUtils.py" + ], + "install_type": "copy", + "description": "Some additional audio utilites for use on top of Sample Diffusion ComfyUI Extension" + }, + { + "author": "dawangraoming", + "title": "KSampler GPU", + "reference": "https://github.com/dawangraoming/ComfyUI_ksampler_gpu", + "files": [ + "https://raw.githubusercontent.com/dawangraoming/ComfyUI_ksampler_gpu/main/ksampler_gpu.py" + ], + "install_type": "copy", + "description": "KSampler is provided, based on GPU random noise" + }, + { + "author": "fitCorder", + "title": "fcSuite", + "reference": "https://github.com/fitCorder/fcSuite", + "files": [ + "https://raw.githubusercontent.com/fitCorder/fcSuite/main/fcSuite.py" + ], + "install_type": "copy", + "description": "fcFloatMatic is a custom module, that when configured correctly will increment through the lines generating you loras at different strengths. The JSON file will load the config." + }, + { + "author": "lordgasmic", + "title": "Wildcards", + "reference": "https://github.com/lordgasmic/ComfyUI-Wildcards", + "files": [ + "https://raw.githubusercontent.com/lordgasmic/comfyui_wildcards/master/wildcards.py" + ], + "install_type": "copy", + "description": "Nodes:CLIPTextEncodeWithWildcards. This wildcard node is a wildcard node that operates based on the seed." + }, + { + "author": "throttlekitty", + "title": "SDXLCustomAspectRatio", + "reference": "https://github.com/throttlekitty/SDXLCustomAspectRatio", + "files": [ + "https://raw.githubusercontent.com/throttlekitty/SDXLCustomAspectRatio/main/SDXLAspectRatio.py" + ], + "install_type": "copy", + "description": "A quick and easy ComfyUI custom node for setting SDXL-friendly aspect ratios." + }, + { + "author": "s1dlx", + "title": "comfy_meh", + "reference": "https://github.com/s1dlx/comfy_meh", + "files": [ + "https://raw.githubusercontent.com/s1dlx/comfy_meh/main/meh.py" + ], + "install_type": "copy", + "description": "Advanced merging methods." + }, + { + "author": "SadaleNet", + "title": "ComfyUI A1111-like Prompt Custom Node Solution", + "reference": "https://github.com/SadaleNet/CLIPTextEncodeA1111-ComfyUI", + "files": [ + "https://raw.githubusercontent.com/SadaleNet/CLIPTextEncodeA1111-ComfyUI/master/custom_nodes/clip_text_encoder_a1111.py" + ], + "install_type": "copy", + "description": "Nodes: CLIPTextEncodeA1111, RerouteTextForCLIPTextEncodeA1111." + }, + { + "author": "wsippel", + "title": "SDXLResolutionPresets", + "reference": "https://github.com/wsippel/comfyui_ws", + "files": [ + "https://raw.githubusercontent.com/wsippel/comfyui_ws/main/sdxl_utility.py" + ], + "install_type": "copy", + "description": "Nodes: SDXLResolutionPresets. Easy access to the officially supported resolutions, in both horizontal and vertical formats: 1024x1024, 1152x896, 1216x832, 1344x768, 1536x640" + }, + { + "author": "nicolai256", + "title": "comfyUI_Nodes_nicolai256", + "id": "nicoali256", + "reference": "https://github.com/nicolai256/comfyUI_Nodes_nicolai256", + "files": [ + "https://raw.githubusercontent.com/nicolai256/comfyUI_Nodes_nicolai256/main/yugioh-presets.py" + ], + "install_type": "copy", + "description": "Nodes: yugioh_Presets. by Nicolai256 inspired by throttlekitty SDXLAspectRatio" + }, + { + "author": "Onierous", + "title": "QRNG_Node_ComfyUI", + "id": "qrng", + "reference": "https://github.com/Onierous/QRNG_Node_ComfyUI", + "files": [ + "https://raw.githubusercontent.com/Onierous/QRNG_Node_ComfyUI/main/qrng_node.py" + ], + "install_type": "copy", + "description": "Nodes: QRNG Node CSV. A node that takes in an array of random numbers from the ANU QRNG API and stores them locally for generating quantum random number noise_seeds in ComfyUI" + }, + { + "author": "ntdviet", + "title": "ntdviet/comfyui-ext", + "reference": "https://github.com/ntdviet/comfyui-ext", + "files": [ + "https://raw.githubusercontent.com/ntdviet/comfyui-ext/main/custom_nodes/gcLatentTunnel/gcLatentTunnel.py" + ], + "install_type": "copy", + "description": "Nodes:LatentGarbageCollector. This ComfyUI custom node flushes the GPU cache and empty cuda interprocess memory. It's helpfull for low memory environment such as the free Google Colab, especially when the workflow VAE decode latents of the size above 1500x1500." + }, + { + "author": "alkemann", + "title": "alkemann nodes", + "id": "alkemann", + "reference": "https://gist.github.com/alkemann/7361b8eb966f29c8238fd323409efb68", + "files": [ + "https://gist.githubusercontent.com/alkemann/7361b8eb966f29c8238fd323409efb68/raw/f9605be0b38d38d3e3a2988f89248ff557010076/alkemann.py" + ], + "install_type": "copy", + "description": "Nodes:Int to Text, Seed With Text, Save A1 Image." + }, + { + "author": "catscandrive", + "title": "Image loader with subfolders", + "id": "imgsubfolders", + "reference": "https://github.com/catscandrive/comfyui-imagesubfolders", + "files": [ + "https://raw.githubusercontent.com/catscandrive/comfyui-imagesubfolders/main/loadImageWithSubfolders.py" + ], + "install_type": "copy", + "description": "Adds an Image Loader node that also shows images in subfolders of the default input directory" + }, + { + "author": "Smuzzies", + "title": "Chatbox Overlay node for ComfyUI", + "id": "chatbox-overlay", + "reference": "https://github.com/Smuzzies/comfyui_chatbox_overlay", + "files": [ + "https://raw.githubusercontent.com/Smuzzies/comfyui_chatbox_overlay/main/chatbox_overlay.py" + ], + "install_type": "copy", + "description": "Nodes: Chatbox Overlay. Custom node for ComfyUI to add a text box over a processed image before save node." + }, + { + "author": "CaptainGrock", + "title": "ComfyUIInvisibleWatermark", + "id": "invisible-watermark-grock", + "reference": "https://github.com/CaptainGrock/ComfyUIInvisibleWatermark", + "files": [ + "https://raw.githubusercontent.com/CaptainGrock/ComfyUIInvisibleWatermark/main/Invisible%20Watermark.py" + ], + "install_type": "copy", + "description": "Nodes:Apply Invisible Watermark, Extract Watermark. Adds up to 12 characters encoded into an image that can be extracted." + }, + { + "author": "LZC", + "title": "Hayo comfyui nodes", + "id": "lzcnodes", + "reference": "https://github.com/1shadow1/hayo_comfyui_nodes", + "files": [ + "https://raw.githubusercontent.com/1shadow1/hayo_comfyui_nodes/main/LZCNodes.py" + ], + "install_type": "copy", + "description": "Nodes:tensor_trans_pil, Make Transparent mask, MergeImages, words_generatee, load_PIL image" + }, + { + "author": "underclockeddev", + "title": "Preview Subselection Node for ComfyUI", + "id": "preview-subselection", + "reference": "https://github.com/underclockeddev/ComfyUI-PreviewSubselection-Node", + "files": [ + "https://raw.githubusercontent.com/underclockeddev/ComfyUI-PreviewSubselection-Node/master/preview_subselection.py" + ], + "install_type": "copy", + "description": "A node which takes in x, y, width, height, total width, and total height, in order to accurately represent the area of an image which is covered by area-based conditioning." + }, + { + "author": "underclockeddev", + "title": "BrevImage", + "id": "brevimage", + "reference": "https://github.com/bkunbargi/BrevImage", + "files": [ + "https://raw.githubusercontent.com/bkunbargi/BrevImage/main/BrevLoadImage.py" + ], + "install_type": "copy", + "description": "Nodes:BrevImage. ComfyUI Load Image From URL" + }, + { + "author": "jw782cn", + "title": "ComfyUI-Catcat", + "id": "catcat", + "reference": "https://github.com/jw782cn/ComfyUI-Catcat", + "files": [ + "https://github.com/jw782cn/ComfyUI-Catcat" + ], + "install_type": "copy", + "description": "Extension to show random cat GIFs while queueing prompt." + }, + { + "author": "barckley75", + "title": "comfyUI_DaVinciResolve", + "reference": "https://github.com/barckley75/comfyUI_DaVinciResolve", + "files": [ + "https://raw.githubusercontent.com/barckley75/comfyUI_DaVinciResolve/main/custom_nodes/node_text_to_speech.py", + "https://raw.githubusercontent.com/barckley75/comfyUI_DaVinciResolve/refs/heads/main/custom_nodes/nodes_phi_3_contitioning.py", + "https://raw.githubusercontent.com/barckley75/comfyUI_DaVinciResolve/main/custom_nodes/save_audio_to_davinci.py", + "https://raw.githubusercontent.com/barckley75/comfyUI_DaVinciResolve/main/custom_nodes/save_image_to_davinci.py" + ], + "install_type": "copy", + "description": "Nodes:TextToSpeech, phy_3_conditioning, SaveAudioToDaVinci, SaveImageToDaVinci.\nNOTE:In order to use DaVinci node you must have DaVinci Resolve Studio connected to the API. For more information check the help seciton in DaVinci Resolve Studio HELP>DOCUMENTATION>DEVELOPER. It will open a folder, search for scripting and the for README.txt file, the API documentation." + }, + { + "author": "seghier", + "title": "ComfyUI_LibreTranslate", + "reference": "https://github.com/seghier/ComfyUI_LibreTranslate", + "files": [ + "https://raw.githubusercontent.com/seghier/ComfyUI_LibreTranslate/main/translate_node.py" + ], + "install_type": "copy", + "description": "Use LibreTranslation in ComfyUI [a/https://github.com/LibreTranslate/LibreTranslate](https://github.com/LibreTranslate/LibreTranslate)" + }, + { + "author": "ultimatech-cn", + "title": "FaceSimilarity", + "reference": "https://github.com/ultimatech-cn/FaceSimilarity", + "files": [ + "https://raw.githubusercontent.com/ultimatech-cn/FaceSimilarity/main/faceSimilarity.py" + ], + "install_type": "copy", + "description": "A ComfyUI custom node for face comparison. This node utilizes Face++'s facial recognition and comparison algorithms by directly calling the Face++ API. Its usage in the workflow is as follows:" + }, + { + "author": "folkghost", + "title": "CSV Search Node", + "reference": "https://github.com/folkghost/comfyui_search_csv", + "files": [ + "https://raw.githubusercontent.com/folkghost/comfyui_search_csv/main/search_csv_node.py" + ], + "install_type": "copy", + "description": "This repository contains a custom node for ComfyUI that allows searching for a keyword in the first column of a CSV file and returning a value from a specified column in that row. The node is designed to be modular and fit within the node-based workflow of ComfyUI." + }, + { + "author": "SimonHeese", + "title": "ComfyUI_AnimationNodes", + "reference": "https://github.com/SimonHeese/ComfyUI_AnimationNodes", + "files": [ + "https://github.com/SimonHeese/ComfyUI_AnimationNodes/raw/refs/heads/main/animated_offset_pad.py", + "https://github.com/SimonHeese/ComfyUI_AnimationNodes/raw/refs/heads/main/animated_rotation_zoom.py" + ], + "install_type": "copy", + "description": "NODES:Animated Offset Padding, Animated Rotation & Zoom" + }, + { + "author": "duskfallcrew", + "title": "Embedding Merge for ComfyUI", + "reference": "https://github.com/duskfallcrew/Comfyui_EmbeddingMerge_Node", + "files": [ + "https://github.com/duskfallcrew/Comfyui_EmbeddingMerge_Node/raw/refs/heads/main/merge_embed.py" + ], + "install_type": "copy", + "description": "Extremely inspired and forked from: [a/https://github.com/klimaleksus/stable-diffusion-webui-embedding-merge](https://github.com/klimaleksus/stable-diffusion-webui-embedding-merge)" + }, + { + "author": "huimengshiguang", + "title": "AspectAwareTiling", + "reference": "https://github.com/huimengshiguang/AspectAwareTiling", + "files": [ + "https://raw.githubusercontent.com/huimengshiguang/AspectAwareTiling/refs/heads/main/hmsg-quanjing.py" + ], + "install_type": "copy", + "description": "This is an extension script for Stable Diffusion WebUI, modified based on the original functionality. It now supports fixing FLUX panorama seams. It allows users to independently configure seamless image tiling for both the X and Y axes while also being capable of handling FLUX panorama seam issues." + }, + { + "author": "theally", + "title": "TheAlly's Custom Nodes", + "id": "ally", + "reference": "https://civitai.com/models/19625?modelVersionId=23296", + "files": [ + "https://civitai.com/api/download/models/25114", + "https://civitai.com/api/download/models/24679", + "https://civitai.com/api/download/models/24154", + "https://civitai.com/api/download/models/23884", + "https://civitai.com/api/download/models/23649", + "https://civitai.com/api/download/models/23467", + "https://civitai.com/api/download/models/23296" + ], + "install_type": "unzip", + "description": "Custom nodes for ComfyUI by TheAlly." + }, + { + "author": "xss", + "title": "Custom Nodes by xss", + "id": "xss", + "reference": "https://civitai.com/models/24869/comfyui-custom-nodes-by-xss", + "files": [ + "https://civitai.com/api/download/models/32717", + "https://civitai.com/api/download/models/47776", + "https://civitai.com/api/download/models/29772", + "https://civitai.com/api/download/models/31618", + "https://civitai.com/api/download/models/31591", + "https://civitai.com/api/download/models/29773", + "https://civitai.com/api/download/models/29774", + "https://civitai.com/api/download/models/29755", + "https://civitai.com/api/download/models/29750" + ], + "install_type": "unzip", + "description": "Various image processing nodes." + }, + { + "author": "aimingfail", + "title": "Image2Halftone Node for ComfyUI", + "id": "img2halftone", + "reference": "https://civitai.com/models/143293/image2halftone-node-for-comfyui", + "files": [ + "https://civitai.com/api/download/models/158997" + ], + "install_type": "unzip", + "description": "This is a node to convert an image into a CMYK Halftone dot image." + } + ] +} diff --git a/custom_nodes/ComfyUI-Manager/docs/README.md b/custom_nodes/ComfyUI-Manager/docs/README.md new file mode 100644 index 0000000000000000000000000000000000000000..a597275218ac342f1f5b89099968649ff12002df --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/docs/README.md @@ -0,0 +1,41 @@ +# ComfyUI-Manager: Documentation + +This directory contains documentation for the ComfyUI-Manager, providing guides and tutorials for users in multiple languages. + +## Directory Structure + +The documentation is organized into language-specific directories: + +- **en/**: English documentation +- **ko/**: Korean documentation + +## Core Documentation Files + +### Command-Line Interface + +- **cm-cli.md**: Documentation for the ComfyUI-Manager Command Line Interface (CLI), which allows using manager functionality without the UI. + +### Advanced Features + +- **use_aria2.md**: Guide for using the aria2 download accelerator with ComfyUI-Manager for faster model downloads. + +## Documentation Standards + +The documentation follows these standards: + +1. **Markdown Format**: All documentation is written in Markdown for easy rendering on GitHub and other platforms +2. **Language-specific Directories**: Content is separated by language to facilitate localization +3. **Feature-focused Documentation**: Each major feature has its own documentation file +4. **Updated with Releases**: Documentation is kept in sync with software releases + +## Contributing to Documentation + +When contributing new documentation: + +1. Place files in the appropriate language directory +2. Use clear, concise language appropriate for the target audience +3. Include examples where helpful +4. Consider adding screenshots or diagrams for complex features +5. Maintain consistent formatting with existing documentation + +This documentation directory will continue to grow to support the expanding feature set of ComfyUI-Manager. \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/docs/en/cm-cli.md b/custom_nodes/ComfyUI-Manager/docs/en/cm-cli.md new file mode 100644 index 0000000000000000000000000000000000000000..e4b77a156b9469aba5b62858c5fa97db59492f37 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/docs/en/cm-cli.md @@ -0,0 +1,147 @@ +# `cm-cli`: ComfyUI-Manager CLI + +`cm-cli` is a tool that allows you to use various functions of ComfyUI-Manager from the command line without launching ComfyUI. + + +``` +-= ComfyUI-Manager CLI (V2.24) =- + + +python cm-cli.py [OPTIONS] + +OPTIONS: + [install|reinstall|uninstall|update|disable|enable|fix] node_name ... ?[--channel ] ?[--mode [remote|local|cache]] + [update|disable|enable|fix] all ?[--channel ] ?[--mode [remote|local|cache]] + [simple-show|show] [installed|enabled|not-installed|disabled|all|snapshot|snapshot-list] ?[--channel ] ?[--mode [remote|local|cache]] + save-snapshot ?[--output ] + restore-snapshot ?[--pip-non-url] ?[--pip-non-local-url] ?[--pip-local-url] + cli-only-mode [enable|disable] + restore-dependencies + clear +``` + +## How To Use? +* You can execute it via `python cm-cli.py`. +* For example, if you want to update all custom nodes: + * In the ComfyUI-Manager directory, you can execute the command `python cm-cli.py update all`. + * If running from the ComfyUI directory, you can specify the path to cm-cli.py like this: `python custom_nodes/ComfyUI-Manager/cm-cli.py update all`. + +## Prerequisite +* It must be run in the same Python environment as the one running ComfyUI. + * If using a venv, you must run it with the venv activated. + * If using a portable version, and you are in the directory with the run_nvidia_gpu.bat file, you should execute the command as follows: + `.\python_embeded\python.exe ComfyUI\custom_nodes\ComfyUI-Manager\cm-cli.py update all` +* The path for ComfyUI can be set with the COMFYUI_PATH environment variable. If omitted, a warning message will appear, and the path will be set relative to the installed location of ComfyUI-Manager: + ``` + WARN: The `COMFYUI_PATH` environment variable is not set. Assuming `custom_nodes/ComfyUI-Manager/../../` as the ComfyUI path. + ``` + +## Features + +### 1. --channel, --mode +* For viewing information and managing custom nodes, you can set the information database through --channel and --mode. +* For instance, executing the command `python cm-cli.py update all --channel recent --mode remote` will operate based on the latest information from remote rather than local data embedded in the current ComfyUI-Manager repo and will only target the list in the recent channel. +* --channel, --mode are only available with the commands `simple-show, show, install, uninstall, update, disable, enable, fix`. + +### 2. Viewing Management Information + +`[simple-show|show] [installed|enabled|not-installed|disabled|all|snapshot|snapshot-list] ?[--channel ] ?[--mode [remote|local|cache]]` + +* `[show|simple-show]` - `show` provides detailed information, while `simple-show` displays information more simply. + +Executing a command like `python cm-cli.py show installed` will display detailed information about the installed custom nodes. + +``` +-= ComfyUI-Manager CLI (V2.24) =- + +FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json +[ ENABLED ] ComfyUI-Manager (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI-Impact-Pack (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI-Inspire-Pack (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI_experiments (author: comfyanonymous) +[ ENABLED ] ComfyUI-SAI_API (author: Stability-AI) +[ ENABLED ] stability-ComfyUI-nodes (author: Stability-AI) +[ ENABLED ] comfyui_controlnet_aux (author: Fannovel16) +[ ENABLED ] ComfyUI-Frame-Interpolation (author: Fannovel16) +[ DISABLED ] ComfyUI-Loopchain (author: Fannovel16) +``` + +Using a command like `python cm-cli.py simple-show installed` will simply display information about the installed custom nodes. + +``` +-= ComfyUI-Manager CLI (V2.24) =- + +FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json +ComfyUI-Manager +ComfyUI-Impact-Pack +ComfyUI-Inspire-Pack +ComfyUI_experiments +ComfyUI-SAI_API +stability-ComfyUI-nodes +comfyui_controlnet_aux +ComfyUI-Frame-Interpolation +ComfyUI-Loopchain +``` + +`[installed|enabled|not-installed|disabled|all|snapshot|snapshot-list]` + * `enabled`, `disabled`: Shows nodes that have been enabled or disabled among the installed custom nodes. + * `installed`: Shows all nodes that have been installed, regardless of whether they are enabled or disabled. + * `not-installed`: Shows a list of custom nodes that have not been installed. + * `all`: Shows a list of all custom nodes. + * `snapshot`: Displays snapshot information of the currently installed custom nodes. When viewed with `show`, it is displayed in JSON format, and with `simple-show`, it is displayed simply, along with the commit hash. + * `snapshot-list`: Shows a list of snapshot files stored in ComfyUI-Manager/snapshots. + +### 3. Managing Custom Nodes + +`[install|reinstall|uninstall|update|disable|enable|fix] node_name ... ?[--channel ] ?[--mode [remote|local|cache]]` + +* You can apply management functions by listing the names of custom nodes, such as `python cm-cli.py install ComfyUI-Impact-Pack ComfyUI-Inspire-Pack ComfyUI_experiments`. +* The names of the custom nodes are as shown by `show` and are the names of the git repositories. +(Plans are to update the use of nicknames in the future.) + +`[update|disable|enable|fix] all ?[--channel ] ?[--mode [remote|local|cache]]` + +* The `update, disable, enable, fix` functions can be specified for all. + +* Detailed Operations + * `install`: Installs the specified custom nodes. + * `reinstall`: Removes and then reinstalls the specified custom nodes. + * `uninstall`: Uninstalls the specified custom nodes. + * `update`: Updates the specified custom nodes. + * `disable`: Disables the specified custom nodes. + * `enable`: Enables the specified custom nodes. + * `fix`: Attempts to fix dependencies for the specified custom nodes. + + +### 4. Snapshot Management +* `python cm-cli.py save-snapshot [--output ]`: Saves the current snapshot. + * With `--output`, you can save a file in .yaml format to any specified path. +* `python cm-cli.py restore-snapshot `: Restores to the specified snapshot. + * If a file exists at the snapshot path, that snapshot is loaded. + * If no file exists at the snapshot path, it is implicitly assumed to be in ComfyUI-Manager/snapshots. + * `--pip-non-url`: Restore for pip packages registered on PyPI. + * `--pip-non-local-url`: Restore for pip packages registered at web URLs. + * `--pip-local-url`: Restore for pip packages specified by local paths. + * `--user-directory`: Set the user directory. + * `--restore-to`: The path where the restored custom nodes will be installed. (When this option is applied, only the custom nodes installed in the target path are recognized as installed.) + +### 5. CLI Only Mode + +You can set whether to use ComfyUI-Manager solely via CLI. + +`cli-only-mode [enable|disable]` + +* This mode can be used if you want to restrict the use of ComfyUI-Manager through the GUI for security or policy reasons. + * When CLI only mode is enabled, ComfyUI-Manager is loaded in a very restricted state, the internal web API is disabled, and the Manager button is not displayed in the main menu. + +### 6. Dependency Restoration + +`restore-dependencies` + +* This command can be used if custom nodes are installed under the `ComfyUI/custom_nodes` path but their dependencies are not installed. +* It is useful when starting a new cloud instance, like Colab, where dependencies need to be reinstalled and installation scripts re-executed. +* It can also be utilized if ComfyUI is reinstalled and only the custom_nodes path has been backed up and restored. + +### 7. Clear + +In the GUI, installations, updates, or snapshot restorations are scheduled to execute the next time ComfyUI is launched. The `clear` command clears this scheduled state, ensuring no pre-execution actions are applied. diff --git a/custom_nodes/ComfyUI-Manager/docs/en/use_aria2.md b/custom_nodes/ComfyUI-Manager/docs/en/use_aria2.md new file mode 100644 index 0000000000000000000000000000000000000000..10a7c6dd55fbb96874e4159af976a8125f836f24 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/docs/en/use_aria2.md @@ -0,0 +1,40 @@ +# Use `aria2` as downloader + +Two environment variables are needed to use `aria2` as the downloader. + +```bash +export COMFYUI_MANAGER_ARIA2_SERVER=http://127.0.0.1:6800 +export COMFYUI_MANAGER_ARIA2_SECRET=__YOU_MUST_CHANGE_IT__ +``` + +An example `docker-compose.yml` + +```yaml +services: + + aria2: + container_name: aria2 + image: p3terx/aria2-pro + environment: + - PUID=1000 + - PGID=1000 + - UMASK_SET=022 + - RPC_SECRET=__YOU_MUST_CHANGE_IT__ + - RPC_PORT=5080 + - DISK_CACHE=64M + - IPV6_MODE=false + - UPDATE_TRACKERS=false + - CUSTOM_TRACKER_URL= + volumes: + - ./config:/config + - ./downloads:/downloads + - ~/ComfyUI/models:/models + - ~/ComfyUI/custom_nodes:/custom_nodes + ports: + - 6800:6800 + restart: unless-stopped + logging: + driver: json-file + options: + max-size: 1m +``` diff --git a/custom_nodes/ComfyUI-Manager/docs/en/v3.38-userdata-security-migration.md b/custom_nodes/ComfyUI-Manager/docs/en/v3.38-userdata-security-migration.md new file mode 100644 index 0000000000000000000000000000000000000000..324321d7bab885ccb1ae7f332e5ff581c5229dae --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/docs/en/v3.38-userdata-security-migration.md @@ -0,0 +1,230 @@ +# ComfyUI-Manager V3.38: Userdata Security Migration Guide + +## Introduction + +ComfyUI-Manager V3.38 introduces a **security patch** that migrates Manager's configuration and data to a protected system path. This change leverages ComfyUI's new System User Protection API (PR #10966) to provide enhanced security isolation. + +This guide explains what happens during the migration and how to handle various situations. + +--- + +## What Changed + +### Finding Your Paths + +When ComfyUI starts, it displays the full paths in the terminal: + +``` +** User directory: /path/to/ComfyUI/user +** ComfyUI-Manager config path: /path/to/ComfyUI/user/__manager/config.ini +``` + +Look for these lines in your startup log to find the exact location on your system. In this guide, paths are shown relative to the `user` directory. + +### Path Migration + +| Data | Legacy Path | New Path | +|------|-------------|----------| +| Configuration | `user/default/ComfyUI-Manager/` | `user/__manager/` | +| Snapshots | `user/default/ComfyUI-Manager/snapshots/` | `user/__manager/snapshots/` | + +### Why This Change + +In older ComfyUI versions, the `default/` directory was **unprotected** and accessible via web APIs. If you ran ComfyUI with `--listen 0.0.0.0` or similar options to allow external connections, this data **may have been tampered with** by malicious actors. + +**Note:** If you only used ComfyUI locally (without `--listen` or with `--listen 127.0.0.1`), your data was not exposed to this vulnerability. + +The new `__manager` path uses ComfyUI's protected system directory, which: +- **Cannot be accessed** from outside (protected by ComfyUI) +- Isolates system settings from user data +- Enables stricter security for remote access + +**This is why only `config.ini` is automatically migrated** - other files (snapshots) may have been compromised and should be manually verified before copying. + +--- + +## Automatic Migration + +When you start ComfyUI with the new System User Protection API, Manager automatically handles the migration: + +### Step 1: Configuration Migration + +Only `config.ini` is migrated automatically. + +**Important**: Snapshots are **NOT** automatically migrated. You must copy them manually if needed. + +### Step 2: Security Level Check + +During migration, if your security level is below `normal` (i.e., `weak` or `normal-`), it will be automatically raised to `normal`. This is a safety measure because the security level setting itself may have been tampered with in the old version. + +``` +====================================================================== +[ComfyUI-Manager] WARNING: Security level adjusted + - Previous: 'weak' → New: 'normal' + - Raised to prevent unauthorized remote access. +====================================================================== +``` + +If you need a lower security level, you can manually edit the config after migration. + +### Step 3: Legacy Backup + +Your entire legacy directory is moved to a backup location: +``` +user/__manager/.legacy-manager-backup/ +``` + +This backup is preserved until you manually delete it. + +--- + +## Persistent Backup Notification + +As long as the backup exists, Manager will remind you on **every startup**: + +``` +---------------------------------------------------------------------- +[ComfyUI-Manager] NOTICE: Legacy backup exists + - Your old Manager data was backed up to: + /path/to/ComfyUI/user/__manager/.legacy-manager-backup + - Please verify and remove it when no longer needed. +---------------------------------------------------------------------- +``` + +**To stop this notification**: Delete the `.legacy-manager-backup` folder inside `user/__manager/` after confirming you don't need any data from it. + +--- + +## Recovering Old Data + +### Snapshots + +If you need your old snapshots, copy the contents of `.legacy-manager-backup/snapshots/` to `user/__manager/snapshots/`. + +--- + +## Outdated ComfyUI Warning + +If you're running an older version of ComfyUI without the System User Protection API, Manager will: + +1. **Force security level to `strong`** - All installations are blocked +2. **Display warning message**: + +``` +!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +[ComfyUI-Manager] ERROR: ComfyUI version is outdated! + - Most operations are blocked for security. + - ComfyUI update is still allowed. + - Please update ComfyUI to use Manager normally. +!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +``` + +**Solution**: Update ComfyUI to v0.3.76 or later. + +--- + +## Security Levels + +| Level | What's Allowed | +|-------|----------------| +| `strong` | ComfyUI update only. All other installations blocked. | +| `normal` | Install/update/remove registered custom nodes and models. | +| `normal-` | Above + Install via Git URL or pip (localhost only). | +| `weak` | All operations allowed, including from remote connections. | + +**Notes:** +- `strong` is forced on outdated ComfyUI versions. +- `normal` is the default and recommended for most users. +- `normal-` is for developers who need to install unregistered nodes locally. +- `weak` should only be used in isolated development environments. + +### Changing Security Level + +Edit `user/__manager/config.ini`: +```ini +[default] +security_level = normal +``` + +--- + +## Error Messages + +### "comfyui_outdated" (HTTP 403) + +This error appears when: +- Your ComfyUI doesn't have the System User Protection API +- All installations are blocked until you update ComfyUI + +**Solution**: Update ComfyUI to the latest version. + +### "security_level" (HTTP 403) + +This error appears when: +- Your security level blocks the requested operation +- For example, `strong` level blocks all installations + +**Solution**: Lower your security level in config.ini if appropriate for your use case. + +--- + +## Security Warning: Suspicious Path + +If you see this error on an **older** ComfyUI: + +``` +!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +[ComfyUI-Manager] ERROR: Suspicious path detected! + - '__manager' exists with low security level: 'weak' + - Please verify manually: + /path/to/ComfyUI/user/__manager/config.ini +!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +``` + +On older ComfyUI versions, the `__manager` directory is not normally created. If this directory exists, it may have been created externally. For safety, manually verify the contents of this directory before updating ComfyUI. + +--- + +## Troubleshooting + +### All my installations are blocked + +**Check 1**: Is your ComfyUI updated? +- Old ComfyUI forces `security_level = strong` +- Update ComfyUI to resolve + +**Check 2**: What's your security level? +- Check `user/__manager/config.ini` +- `security_level = strong` blocks all installations + +### My snapshots are missing + +Snapshots are not automatically migrated. You need to manually copy the `snapshots` folder from inside `.legacy-manager-backup` to the `user/__manager/` directory. + +### I keep seeing the backup notification + +Delete the `.legacy-manager-backup` folder inside `user/__manager/` after confirming you don't need any data from it. + +### Snapshot restore is blocked + +On old ComfyUI (without System User API), snapshot restore is blocked because security is forced to `strong`. Update ComfyUI to enable snapshot restore. + +--- + +## File Structure Reference + +``` +user/ +└── __manager/ + ├── config.ini # Manager configuration + ├── channels.list # Custom node channels + ├── snapshots/ # Environment snapshots + └── .legacy-manager-backup/ # Backup of old Manager data (temporary) +``` + +--- + +## Requirements + +- **ComfyUI**: v0.3.76 or later (with System User Protection API) +- **ComfyUI-Manager**: V3.38 or later diff --git a/custom_nodes/ComfyUI-Manager/docs/ko/cm-cli.md b/custom_nodes/ComfyUI-Manager/docs/ko/cm-cli.md new file mode 100644 index 0000000000000000000000000000000000000000..0be8e89d31b8da4ce8af855298dfddeaad01c524 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/docs/ko/cm-cli.md @@ -0,0 +1,150 @@ +# `cm-cli`: ComfyUI-Manager CLI + +`cm-cli` 는 ComfyUI를 실행시키지 않고 command line에서 ComfyUI-Manager의 여러가지 기능을 사용할 수 있도록 도와주는 도구입니다. + + +``` +-= ComfyUI-Manager CLI (V2.24) =- + + +python cm-cli.py [OPTIONS] + +OPTIONS: + [install|reinstall|uninstall|update|disable|enable|fix] node_name ... ?[--channel ] ?[--mode [remote|local|cache]] + [update|disable|enable|fix] all ?[--channel ] ?[--mode [remote|local|cache]] + [simple-show|show] [installed|enabled|not-installed|disabled|all|snapshot|snapshot-list] ?[--channel ] ?[--mode [remote|local|cache]] + save-snapshot ?[--output ] + restore-snapshot ?[--pip-non-url] ?[--pip-non-local-url] ?[--pip-local-url] + cli-only-mode [enable|disable] + restore-dependencies + clear +``` + +## How To Use? +* `python cm-cli.py` 를 통해서 실행 시킬 수 있습니다. +* 예를 들어 custom node를 모두 업데이트 하고 싶다면 + * ComfyUI-Manager 경로에서 `python cm-cli.py update all` 명령을 실행할 수 있습니다. + * ComfyUI 경로에서 실행한다면, `python custom_nodes/ComfyUI-Manager/cm-cli.py update all` 와 같이 cm-cli.py 의 경로를 지정할 수도 있습니다. + +## Prerequisite +* ComfyUI 를 실행하는 python과 동일한 python 환경에서 실행해야 합니다. + * venv를 사용할 경우 해당 venv를 activate 한 상태에서 실행해야 합니다. +* portable 버전을 사용할 경우 run_nvidia_gpu.bat 파일이 있는 경로인 경우, 다음과 같은 방식으로 명령을 실행해야 합니다. + `.\python_embeded\python.exe ComfyUI\custom_nodes\ComfyUI-Manager\cm-cli.py update all` +* ComfyUI 의 경로는 COMFYUI_PATH 환경 변수로 설정할 수 있습니다. 만약 생략할 경우 다음과 같은 경고 메시지가 나타나며, ComfyUI-Manager가 설치된 경로를 기준으로 상대 경로로 설정됩니다. + ``` + WARN: The `COMFYUI_PATH` environment variable is not set. Assuming `custom_nodes/ComfyUI-Manager/../../` as the ComfyUI path. + ``` + +## Features + +### 1. --channel, --mode +* 정보 보기 기능과 커스텀 노드 관리 기능의 경우는 --channel과 --mode를 통해 정보 DB를 설정할 수 있습니다. +* 예를 들어 `python cm-cli.py update all --channel recent --mode remote`와 같은 명령을 실행할 경우, 현재 ComfyUI-Manager repo에 내장된 로컬의 정보가 아닌 remote의 최신 정보를 기준으로 동작하며, recent channel에 있는 목록을 대상으로만 동작합니다. +* --channel, --mode 는 `simple-show, show, install, uninstall, update, disable, enable, fix` 명령에서만 사용 가능합니다. + +### 2. 관리 정보 보기 + +`[simple-show|show] [installed|enabled|not-installed|disabled|all|snapshot|snapshot-list] ?[--channel ] ?[--mode [remote|local|cache]]` + + +* `[show|simple-show]` - `show`는 상세하게 정보를 보여주며, `simple-show`는 간단하게 정보를 보여줍니다. + + +`python cm-cli.py show installed` 와 같은 명령을 실행하면 설치된 커스텀 노드의 정보를 상세하게 보여줍니다. +``` +-= ComfyUI-Manager CLI (V2.24) =- + +FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json +[ ENABLED ] ComfyUI-Manager (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI-Impact-Pack (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI-Inspire-Pack (author: Dr.Lt.Data) +[ ENABLED ] ComfyUI_experiments (author: comfyanonymous) +[ ENABLED ] ComfyUI-SAI_API (author: Stability-AI) +[ ENABLED ] stability-ComfyUI-nodes (author: Stability-AI) +[ ENABLED ] comfyui_controlnet_aux (author: Fannovel16) +[ ENABLED ] ComfyUI-Frame-Interpolation (author: Fannovel16) +[ DISABLED ] ComfyUI-Loopchain (author: Fannovel16) +``` + +`python cm-cli.py simple-show installed` 와 같은 명령을 이용해서 설치된 커스텀 노드의 정보를 간단하게 보여줍니다. + +``` +-= ComfyUI-Manager CLI (V2.24) =- + +FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json +ComfyUI-Manager +ComfyUI-Impact-Pack +ComfyUI-Inspire-Pack +ComfyUI_experiments +ComfyUI-SAI_API +stability-ComfyUI-nodes +comfyui_controlnet_aux +ComfyUI-Frame-Interpolation +ComfyUI-Loopchain +``` + +* `[installed|enabled|not-installed|disabled|all|snapshot|snapshot-list]` + * `enabled`, `disabled`: 설치된 커스텀 노드들 중 enable 되었거나, disable된 노드들을 보여줍니다. + * `installed`: enable, disable 여부와 상관없이 설치된 모든 노드를 보여줍니다 + * `not-installed`: 설치되지 않은 커스텀 노드의 목록을 보여줍니다. + * `all`: 모든 커스텀 노드의 목록을 보여줍니다. + * `snapshot`: 현재 설치된 커스텀 노드의 snapshot 정보를 보여줍니다. `show`를 통해서 볼 경우는 json 출력 형태로 보여주며, `simple-show`를 통해서 볼 경우는 간단하게, 커밋 해시와 함께 보여줍니다. + * `snapshot-list`: ComfyUI-Manager/snapshots 에 저장된 snapshot 파일의 목록을 보여줍니다. + +### 3. 커스텀 노드 관리 하기 + +`[install|reinstall|uninstall|update|disable|enable|fix] node_name ... ?[--channel ] ?[--mode [remote|local|cache]]` + +* `python cm-cli.py install ComfyUI-Impact-Pack ComfyUI-Inspire-Pack ComfyUI_experiments` 와 같이 커스텀 노드의 이름을 나열해서 관리 기능을 적용할 수 있습니다. +* 커스텀 노드의 이름은 `show`를 했을 때 보여주는 이름이며, git repository의 이름입니다. +(추후 nickname을 사용 가능하도록 업데이트할 예정입니다.) + +`[update|disable|enable|fix] all ?[--channel ] ?[--mode [remote|local|cache]]` + +* `update, disable, enable, fix` 기능은 all 로 지정 가능합니다. + +* 세부 동작 + * `install`: 지정된 커스텀 노드들을 설치합니다 + * `reinstall`: 지정된 커스텀 노드를 삭제하고 재설치 합니다. + * `uninstall`: 지정된 커스텀 노드들을 삭제합니다. + * `update`: 지정된 커스텀 노드들을 업데이트합니다. + * `disable`: 지정된 커스텀 노드들을 비활성화합니다. + * `enable`: 지정된 커스텀 노드들을 활성화합니다. + * `fix`: 지정된 커스텀 노드의 의존성을 고치기 위한 시도를 합니다. + + +### 4. 스냅샷 관리 기능 +* `python cm-cli.py save-snapshot ?[--output ]`: 현재의 snapshot을 저장합니다. + * --output 으로 임의의 경로에 .yaml 파일과 format으로 저장할 수 있습니다. +* `python cm-cli.py restore-snapshot `: 지정된 snapshot으로 복구합니다. + * snapshot 경로에 파일이 존재하는 경우 해당 snapshot을 로드합니다. + * snapshot 경로에 파일이 존재하지 않는 경우 묵시적으로, ComfyUI-Manager/snapshots 에 있다고 가정합니다. + * `--pip-non-url`: PyPI 에 등록된 pip 패키지들에 대해서 복구를 수행 + * `--pip-non-local-url`: web URL에 등록된 pip 패키지들에 대해서 복구를 수행 + * `--pip-local-url`: local 경로를 지정하고 있는 pip 패키지들에 대해서 복구를 수행 + * `--user-directory`: 사용자 디렉토리 설정 + * `--restore-to`: 복구될 커스텀 노드가 설치될 경로. (이 옵션을 적용할 경우 오직 대상 경로에 설치된 custom nodes만 설치된 것으로 인식함.) + +### 5. CLI only mode + +ComfyUI-Manager를 CLI로만 사용할 것인지를 설정할 수 있습니다. + +`cli-only-mode [enable|disable]` + +* security 혹은 policy 의 이유로 GUI 를 통한 ComfyUI-Manager 사용을 제한하고 싶은 경우 이 모드를 사용할 수 있습니다. + * CLI only mode를 적용할 경우 ComfyUI-Manager 가 매우 제한된 상태로 로드되어, 내부적으로 제공하는 web API가 비활성화되며, 메인 메뉴에서도 Manager 버튼이 표시되지 않습니다. + + +### 6. 의존성 설치 + +`restore-dependencies` + +* `ComfyUI/custom_nodes` 하위 경로에 커스텀 노드들이 설치되어 있긴 하지만, 의존성이 설치되지 않은 경우 사용할 수 있습니다. +* Colab과 같이 cloud instance를 새로 시작하는 경우 의존성 재설치 및 설치 스크립트가 재실행되어야 하는 경우 사용합니다. +* ComfyUI를 재설치할 경우, custom_nodes 경로만 백업했다가 재설치할 경우 활용 가능합니다. + + +### 7. clear + +GUI에서 install, update를 하거나 snapshot을 restore하는 경우 예약을 통해서 다음번 ComfyUI를 실행할 경우 실행되는 구조입니다. `clear` 는 이런 예약 상태를 clear해서, 아무런 사전 실행이 적용되지 않도록 합니다. diff --git a/custom_nodes/ComfyUI-Manager/extension-node-map.json b/custom_nodes/ComfyUI-Manager/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..57cd8e12fb48ad4fd15cb79815e4665ce8c7cd79 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/extension-node-map.json @@ -0,0 +1,59442 @@ +{ + "https://gist.githubusercontent.com/alkemann/7361b8eb966f29c8238fd323409efb68/raw/f9605be0b38d38d3e3a2988f89248ff557010076/alkemann.py": [ + [ + "Int to Text", + "Save A1 Image", + "Seed With Text" + ], + { + "title_aux": "alkemann nodes" + } + ], + "https://git.mmaker.moe/mmaker/sd-webui-color-enhance": [ + [ + "MMakerColorBlend", + "MMakerColorEnhance" + ], + { + "title_aux": "mmaker/Color Enhance" + } + ], + "https://github.com/0nikod/ComfyUI-Metadata-Tools": [ + [ + "ImageGetMetadata", + "ImageSetMetadata", + "LoadImageWithMetadata", + "SaveImageWithMetadata" + ], + { + "title_aux": "ComfyUI-Metadata-Tools" + } + ], + "https://github.com/0nikod/ComfyUI-Simple-Prompt": [ + [ + "SimplePrompt" + ], + { + "title_aux": "ComfyUI-Simple-Prompt" + } + ], + "https://github.com/0x-jerry/comfyui-rembg": [ + [ + "Load Rembg Model", + "Rembg Remove background" + ], + { + "title_aux": "0x-jerry/Rembg Background Removal Node for ComfyUI" + } + ], + "https://github.com/0xRavenBlack/ComfyUI-OOP": [ + [ + "OOPAnimalNode", + "OOPClothingNode", + "OOPEnvironmentNode", + "OOPEyesNode", + "OOPHairNode", + "OOPLocationNode", + "OOPMouthNode", + "OOPNode", + "OOPPersonNode", + "OOPPoseNode", + "OOPStyleNode", + "OOPViewNode" + ], + { + "title_aux": "ComfyUI-OOP" + } + ], + "https://github.com/0xbitches/ComfyUI-LCM": [ + [ + "LCM_Sampler", + "LCM_Sampler_Advanced", + "LCM_img2img_Sampler", + "LCM_img2img_Sampler_Advanced" + ], + { + "title_aux": "Latent Consistency Model for ComfyUI" + } + ], + "https://github.com/1038lab/ComfyUI-EdgeTTS": [ + [ + "EdgeTTS", + "Save_Audio", + "WhisperSTT" + ], + { + "title_aux": "ComfyUI-EdgeTTS" + } + ], + "https://github.com/1038lab/ComfyUI-FireRedTTS": [ + [ + "FireRedTTS2MonologueNode", + "FireRedTTS2_Dialogue" + ], + { + "title_aux": "ComfyUI-FireRedTTS" + } + ], + "https://github.com/1038lab/ComfyUI-FlashVSR": [ + [ + "AILab_FlashVSR", + "AILab_FlashVSR_Advanced" + ], + { + "title_aux": "ComfyUI-FlashVSR" + } + ], + "https://github.com/1038lab/ComfyUI-JoyCaption": [ + [ + "CaptionSaver", + "ImageBatchPath", + "JC", + "JC_ExtraOptions", + "JC_GGUF", + "JC_GGUF_adv", + "JC_adv" + ], + { + "title_aux": "ComfyUI-JoyCaption" + } + ], + "https://github.com/1038lab/ComfyUI-LBM": [ + [ + "LBM_DepthNormal", + "LBM_Relighting" + ], + { + "title_aux": "ComfyUI-LBM" + } + ], + "https://github.com/1038lab/ComfyUI-MegaTTS": [ + [ + "MegaTTS3", + "MegaTTS3S", + "MegaTTS_VoiceMaker" + ], + { + "title_aux": "ComfyUI-MegaTTS" + } + ], + "https://github.com/1038lab/ComfyUI-MiniCPM": [ + [ + "AILab_MiniCPM_V", + "AILab_MiniCPM_V_Advanced", + "AILab_MiniCPM_V_GGUF", + "AILab_MiniCPM_V_GGUF_Advanced" + ], + { + "title_aux": "ComfyUI-MiniCPM" + } + ], + "https://github.com/1038lab/ComfyUI-MiniMax-Remover": [ + [ + "ImageSizeAdjuster", + "MinimaxImageRemover", + "MinimaxModelLoader", + "MinimaxVideoLoader", + "MinimaxVideoRemover" + ], + { + "title_aux": "ComfyUI-MiniMax-Remover" + } + ], + "https://github.com/1038lab/ComfyUI-Mosaic": [ + [ + "MosaicCreator", + "MosaicDetector" + ], + { + "title_aux": "ComfyUI-Mosaic" + } + ], + "https://github.com/1038lab/ComfyUI-OmniGen": [ + [ + "ailab_OmniGen" + ], + { + "title_aux": "ComfyUI-OmniGen" + } + ], + "https://github.com/1038lab/ComfyUI-QwenASR": [ + [ + "AILab_Qwen3ASR", + "AILab_Qwen3ASRSubtitle" + ], + { + "title_aux": "ComfyUI-QwenASR" + } + ], + "https://github.com/1038lab/ComfyUI-QwenVL": [ + [ + "AILab_QwenVL", + "AILab_QwenVL_Advanced", + "AILab_QwenVL_GGUF", + "AILab_QwenVL_GGUF_Advanced", + "AILab_QwenVL_GGUF_PromptEnhancer", + "AILab_QwenVL_PromptEnhancer" + ], + { + "title_aux": "ComfyUI-QwenVL" + } + ], + "https://github.com/1038lab/ComfyUI-RMBG": [ + [ + "AILab_ColorInput", + "AILab_ColorToMask", + "AILab_CropObject", + "AILab_Florence2", + "AILab_Florence2ToCoordinates", + "AILab_ICLoRAConcat", + "AILab_ImageCombiner", + "AILab_ImageCompare", + "AILab_ImageCrop", + "AILab_ImageMaskConvert", + "AILab_ImageMaskToList", + "AILab_ImagePreview", + "AILab_ImageResize", + "AILab_ImageStitch", + "AILab_ImageToList", + "AILab_LamaRemover", + "AILab_LoadImage", + "AILab_LoadImageAdvanced", + "AILab_LoadImageBatch", + "AILab_LoadImageSimple", + "AILab_MaskCombiner", + "AILab_MaskEnhancer", + "AILab_MaskExtractor", + "AILab_MaskOverlay", + "AILab_MaskPreview", + "AILab_MaskToList", + "AILab_Preview", + "AILab_ReferenceLatentMask", + "AILab_SDMatte", + "AILab_UnbatchImages", + "AILab_YoloV8", + "AILab_YoloV8Adv", + "BiRefNetRMBG", + "BodySegment", + "ClothesSegment", + "FaceSegment", + "FashionSegmentAccessories", + "FashionSegmentClothing", + "RMBG", + "SAM2Segment", + "SAM3Segment", + "Segment", + "SegmentV2" + ], + { + "title_aux": "ComfyUI-RMBG" + } + ], + "https://github.com/1038lab/ComfyUI-ReduxFineTune": [ + [ + "ClipVisionStyleLoader", + "ReduxFineTune", + "ReduxFineTuneAdvanced" + ], + { + "title_aux": "ComfyUI-ReduxFineTune" + } + ], + "https://github.com/1038lab/ComfyUI-SparkTTS": [ + [ + "SparkTTS_AdvVoiceClone", + "SparkTTS_AudioRecorder", + "SparkTTS_VoiceClone", + "SparkTTS_VoiceCreator" + ], + { + "title_aux": "Comfyui-Spark-TTS" + } + ], + "https://github.com/1038lab/ComfyUI-VoxCPMTTS": [ + [ + "AILab_VoxCPMTTS", + "AILab_VoxCPMTTS_Advanced" + ], + { + "title_aux": "ComfyUI-VoxCPMTTS" + } + ], + "https://github.com/1038lab/ComfyUI-WildPromptor": [ + [ + "CustomListManager", + "KeywordPicker", + "PromptBuilder", + "PromptConcat", + "WildPromptor_AllInOne", + "WildPromptor_AllInOneList", + "WildPromptor_DataToPromptList", + "WildPromptor_Enhancer", + "WildPromptor_Generator", + "WildPromptor_Minicpm", + "WildPromptor_ShowPrompt", + "WildPromptor_TextInput" + ], + { + "title_aux": "ComfyUI-WildPromptor" + } + ], + "https://github.com/1038lab/ComfyUI-Youtu-VL": [ + [ + "AILab_YoutuVL", + "AILab_YoutuVL_Advanced", + "AILab_YoutuVL_GGUF", + "AILab_YoutuVL_GGUF_Advanced" + ], + { + "title_aux": "ComfyUI-Youtu-VL" + } + ], + "https://github.com/111496583yzy/comfyui-PuzzleCrack-Effect": [ + [ + "MyJigsawPuzzleEffect", + "MyRegionBoundaryEffect" + ], + { + "title_aux": "Jigsaw Puzzle Effect Plugin" + } + ], + "https://github.com/11dogzi/CYBERPUNK-STYLE-DIY": [ + [ + "CYBERPUNKHT" + ], + { + "title_aux": "CYBERPUNK-STYLE-DIY" + } + ], + "https://github.com/11dogzi/ComfUI-EGAdapterMadAssistant": [ + [ + "EGIPAdapter_Mad_Assistant", + "EGIPAdapter_Mad_AssistantV1", + "EGIPAdapter_Mad_AssistantV2", + "EGIPAdapter_Mad_AssistantV3", + "EGIPAdapter_Mad_AssistantV4", + "EGIPAdapter_Mad_AssistantV5", + "EGIPAdapter_Mad_AssistantV6" + ], + { + "title_aux": "ComfUI-EGAdapterMadAssistant" + } + ], + "https://github.com/11dogzi/Comfyui-HYPIR": [ + [ + "HYPIRAdvancedRestoration" + ], + { + "title_aux": "HYPIR ComfyUI Plugin" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-Nodes": [ + [ + "EG-YSZT-ZT", + "EG_CPSYTJ", + "EG_FX_BDAPI", + "EG_HT_YSTZ", + "EG_JF_ZZSC", + "EG_JXFZ_node", + "EG_K_LATENT", + "EG_RY_HT", + "EG_SCQY_BHDQY", + "EG_SCQY_QBQY", + "EG_SCQY_SXQY", + "EG_SJ", + "EG_SJPJ_Node", + "EG_SS_RYZH", + "EG_SZ_JDYS", + "EG_TC_Node", + "EG_TSCDS_CJ", + "EG_TSCDS_DG", + "EG_TSCDS_FG", + "EG_TSCDS_JT", + "EG_TSCDS_QT", + "EG_TSCDS_RW", + "EG_TSCDS_WP", + "EG_TSCDS_ZL", + "EG_TSCMB_GL", + "EG_TXZZ_ZH", + "EG_TX_CCHQ", + "EG_TX_CJPJ", + "EG_TX_JZRY", + "EG_TX_LJ", + "EG_TX_LJBC", + "EG_TX_SFBLS", + "EG_TX_WHLJ", + "EG_WB_KSH", + "EG_WXZ_QH", + "EG_XZ_QH", + "EG_YSQY_BBLLD", + "EG_YSQY_BLLD", + "EG_ZY_WBK", + "EG_ZZHBCJ", + "EG_ZZKZ_HT_node", + "EG_ZZ_BSYH", + "EG_ZZ_BYYH", + "EG_ZZ_HSYH", + "EG_ZZ_MHHT", + "EG_ZZ_SSKZ", + "ER_JBCH", + "ER_TX_ZZCJ" + ], + { + "title_aux": "Comfyui-ergouzi-Nodes" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-kaiguan": [ + [ + "ALLty", + "EGRWGL", + "EGRYDZQHNode", + "EGSEED", + "GroupSwitchNode", + "GroupSwitchNodee", + "GroupSwitchNodeee", + "GroupSwitchNodeeee", + "GroupSwitchNodi", + "hulue", + "jinyong" + ], + { + "title_aux": "Comfyui-ergouzi-kaiguan" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-samplers": [ + [ + "EGBYZZCYQ", + "EGCYQJB", + "EGCYQJBCJ" + ], + { + "title_aux": "Comfyui-ergouzi-samplers" + } + ], + "https://github.com/18yz153/ComfyUI-Persona-Director": [ + [ + "PersonaDirector", + "PersonaDirectorNode" + ], + { + "title_aux": "ComfyUI-Persona-Director" + } + ], + "https://github.com/1hew/ComfyUI-1hewNodes": [ + [ + "1hew_AnyEmptyBool", + "1hew_AnyEmptyInt", + "1hew_AnySwitchBool", + "1hew_AnySwitchInt", + "1hew_AudioDuration", + "1hew_DetectGuideLine", + "1hew_DetectYolo", + "1hew_GetFileCount", + "1hew_ImageAddLabel", + "1hew_ImageBBoxOverlayByMask", + "1hew_ImageBatchExtract", + "1hew_ImageBatchGroup", + "1hew_ImageBatchRange", + "1hew_ImageBatchSplit", + "1hew_ImageBatchToList", + "1hew_ImageBlendModeByAlpha", + "1hew_ImageBlendModeByCSS", + "1hew_ImageCropSquare", + "1hew_ImageCropWithBBoxMask", + "1hew_ImageEdgeCropPad", + "1hew_ImageEditStitch", + "1hew_ImageGridSplit", + 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"ComfyUI-PMRF" + } + ], + "https://github.com/2kpr/ComfyUI-UltraPixel": [ + [ + "UltraPixelLoad", + "UltraPixelProcess" + ], + { + "author": "italo", + "title_aux": "ComfyUI-UltraPixel" + } + ], + "https://github.com/311-code/ComfyUI-MagicClip_Strength": [ + [ + "CLIPTextEncodeSDXL_311_code" + ], + { + "title_aux": "ComfyUI MagicClip_Strength for SDXL" + } + ], + "https://github.com/31702160136/ComfyUI-GrsAI": [ + [ + "GPTImage_ImageToImage", + "GPTImage_TextToImage", + "GrsaiFluxKontext_ImageToImage", + "GrsaiFluxKontext_MultiImageToImage", + "GrsaiFluxKontext_TextToImage", + "Grsai_NanoBanana" + ], + { + "title_aux": "GrsAI api in ComfyUI" + } + ], + "https://github.com/3R3BOS/ComfyUI-3R3BOS-Pack": [ + [ + "Aspect Ratio Master (3R3BOS)", + "Batch Selector (3R3BOS)", + "Image Comparer (3R3BOS)" + ], + { + "title_aux": "ComfyUI-3R3BOS-Pack" + } + ], + "https://github.com/3dgopnik/comfyui-arena-suite": [ + [ + "Arena_MakeTilesSegs", + "\ud83c\udd70\ufe0f Arena AutoCache v6.1.2" + ], + { + "title_aux": "ComfyUI Arena Suite" + } + ], + "https://github.com/438443467/ComfyUI-GPT4V-Image-Captioner": [ + [ + "GPT4VCaptioner" + ], + { + "title_aux": "ComfyUI-GPT4V-Image-Captioner" + } + ], + "https://github.com/45uee/ComfyUI-Color_Transfer": [ + [ + "ColorPalette", + "ColorTransferReinhard", + "ExtractPalette", + "PaletteOptimalTransportTransfer", + "PaletteRbfTransfer", + "PaletteTransfer", + "PaletteTransferReinhard", + "PalleteTransferClustering", + "PalletteSoftTransfer" + ], + { + "title_aux": "ComfyUI-Color_Transfer" + } + ], + "https://github.com/54rt1n/ComfyUI-DareMerge": [ + [ + "DM_AdvancedDareModelMerger", + "DM_AdvancedModelMerger", + "DM_AttentionGradient", + "DM_BlockGradient", + "DM_BlockModelMerger", + "DM_DareClipMerger", + "DM_DareModelMergerBlock", + "DM_DareModelMergerElement", + "DM_DareModelMergerMBW", + "DM_GradientEdit", + "DM_GradientOperations", + "DM_GradientReporting", + "DM_InjectNoise", + "DM_LoRALoaderTags", + "DM_LoRAReporting", + 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"Comflowy_Clarity_Upscale", + "Comflowy_Extract_JSON", + "Comflowy_Flux", + "Comflowy_Flux_Dev_Lora", + "Comflowy_Flux_Pro_Ultra", + "Comflowy_Hailuo", + "Comflowy_Http_Request", + "Comflowy_Ideogram", + "Comflowy_Kling", + "Comflowy_LLM", + "Comflowy_Load_JSON", + "Comflowy_Luma", + "Comflowy_Omost_LLM", + "Comflowy_Omost_Load_Canvas_Conditioning", + "Comflowy_Omost_Load_Canvas_Python_Code", + "Comflowy_Omost_Preview", + "Comflowy_Omost_To_Conditioning", + "Comflowy_Preview_JSON", + "Comflowy_Preview_Video", + "Comflowy_Recraft", + "Comflowy_Set_API_Key" + ], + { + "title_aux": "Comflowy's Custom Nodes" + } + ], + "https://github.com/7BEII/comfyui-PD_comfy-api-node": [ + [ + "PDGeminiImageGenAPIKey", + "PDGeminiImageGenAuthToken", + "PDGeminiProImageGenAPIKey", + "PDGeminiProImageGenAuthToken", + "PDOpenAIGPTImageAPIKey", + "PDOpenAIGPTImageAuthToken" + ], + { + "title_aux": "comfyui-PD_comfy-api-node" + } + ], + "https://github.com/807502278/ComfyUI-3D-MeshTool": [ + [ + "Auto_Normal", + "List_to_Tensor", + "Load_OBJ", + "Mesh_Clean_Data", + "Mesh_Cleanup", + "Mesh_Data_Get", + "Mesh_Data_Set", + "Mesh_Data_Statistics", + "Mesh_Optimization", + "Mesh_Subdivide", + "RT-to-camposes", + "Tensor_to_List", + "UV_options", + "UnwrapUV_xatlas", + "array-append", + "array-attribute", + "array-convert", + "array-end-increment", + "array-end-step", + "array-is-null", + "array-number-to-angle", + "array-select-element", + "array-step", + "array-step-increment", + "array-t", + "array-to-camposes", + "get-tensor-shape", + "img-bath-rotationZ", + "img-to-tensor", + "json-to-campos", + "ply_load", + "ply_normalize", + "ply_save", + "string-to-array", + "tensor-new", + "tensor-shape", + "tensor-to-img" + ], + { + "author": "807502278", + "description": "A simple 3D model processing tool within ComfyUI", + "nickname": "3D Mesh Tool", + "title": "3D Mesh Tool", + "title_aux": "ComfyUI-3D-MeshTool" + } + ], + "https://github.com/807502278/ComfyUI-WJNodes": [ + [ + "Accurate_mask_clipping", + "Any_Pipe", + "ApplyEasyOCR_batch", + "AudioDuration_wan", + "Audio_Batch_Edit", + "Audio_Crop_Batch", + "Audio_MergeBatch_To_Channel", + "Batch_Average", + "Bilateral_Filter", + "Color_Data_Break", + "Color_check_Name", + "ComfyUI_Path_Out", + "Composite_Application_pro", + "Composite_Basic", + "Composite_Batch", + "Composite_Canvas_adv", + "Composite_Coordinate", + "Composite_Global_adv", + "Composite_Mask", + "Composite_Merge_pro", + "Composite_Other", + "Composite_Scale", + "Cutting_video", + "Detecting_videos_mask", + "Determine_Type", + "Folder_Operations_CH", + "Graphics_Detection_Reference", + "ImageCompositeMask_Adv", + "ListMerger", + "Load_Image_Adv", + "Load_Image_From_Path", + "Mask_Detection", + "QwenImage_ratio", + "Random_Select_Prompt", + "Robust_Imager_Merge", + "Run_torchvision_model", + "Sam2AutoSegmentation_data", + "SaveMP4", + "SaveMP4_batch", + "Save_Image_Out", + "Save_Image_To_Path", + "SegmDetectorCombined_batch", + "SelectBatch_paragraph", + "Select_Batch_v2", + "Select_Images_Batch", + "Split_Path", + "Str_Append", + "Video_Fade", + "Video_MaskBasedSplit", + "Video_OverlappingSeparation_test", + "WAS_Mask_Fill_Region_batch", + "adv_crop", + "any_math", + "any_math_v2", + "audio_resample", + "audio_scale", + "bbox_restore_mask", + "color_segmentation", + "color_segmentation_v2", + "crop_by_bboxs", + "crop_data_CoordinateSmooth", + "crop_data_edit", + "del_file", + "filter_DensePose_color", + "get_image_data", + "get_image_ratio", + "image_math", + "image_math_value", + "image_scale_pixel_option", + "image_scale_pixel_v2", + "image_url_download", + "invert_channel_adv", + "load_ColorName_config", + "load_EasyOCR_model", + "load_color_config", + "load_torchvision_model", + "maskCompositeMask_Adv", + "mask_and_mask_math", + "mask_crop_option_Basic", + "mask_crop_option_SmoothCrop", + "mask_crop_square", + "mask_line_mapping", + "mask_select_mask", + "ratio_selector", + "run_yolo_bboxs", + "run_yolo_bboxs_v2" + ], + { + "title_aux": "ComfyUI-WJNodes" + } + ], + "https://github.com/807502278/ComfyUI_MaskGCT": [ + [ + "audio_capture_percentage", + "audio_resample", + "audio_scale", + "from_path_load_audio", + "get_audio_data", + "get_text_data", + "load_maskgct_model", + "load_w2vbert_model", + "maskgct_pipeline", + "maskgct_run_v2", + "maskgct_setting", + "multilingual_slice", + "remove_blank_space", + "whisper_large_v3" + ], + { + "title_aux": "ComfyUI_MaskGCT" + } + ], + "https://github.com/80sVectorz/ComfyUI-Static-Primitives": [ + [ + "FloatStaticPrimitive", + "IntStaticPrimitive", + "StringMlStaticPrimitive", + "StringStaticPrimitive" + ], + { + "title_aux": "ComfyUI-Static-Primitives" + } + ], + "https://github.com/834t/ComfyUI_834t_scene_composer": [ + [ + "B34tSceneComposerNode" + ], + { + "title_aux": "Scene Composer for ComfyUI" + } + ], + "https://github.com/852wa/ComfyUI-AAP": [ + [ + "AdvancedAlphaProcessor" + ], + { + "title_aux": "ComfyUI-AdvancedAlphaProcessor" + } + ], + "https://github.com/852wa/ComfyUI-ColorshiftColor": [ + [ + "ColorshiftColor", + "CsCFill", + "CsCPaletteEditor" + ], + { + "title_aux": "ComfyUI-ColorshiftColor" + } + ], + "https://github.com/9nate-drake/ComfyUI-MaskCenter": [ + [ + "MaskSubMassDetector", + "MaskToCenterPoint" + ], + { + "title_aux": "ComfyUI Mask to Center Point Nodes" + } + ], + "https://github.com/9nate-drake/ComfyUI-PanoTools": [ + [ + "CameraCalibration", + "Perspective2Panorama" + ], + { + "title_aux": "ComfyUI-PanoTools" + } + ], + "https://github.com/9nate-drake/Comfyui-SecNodes": [ + [ + "CoordinatePlotter", + "SeCModelLoader", + "SeCVideoSegmentation" + ], + { + "title_aux": "Comfyui-SecNodes" + } + ], + "https://github.com/A043-studios/ComfyUI-ASDF-Pixel-Sort-Nodes": [ + [ + "PixelSortAdvancedNode", + "PixelSortNode" + ], + { + "title_aux": "ComfyUI ASDF Pixel Sort Nodes" + } + ], + "https://github.com/A043-studios/ComfyUI-OmniSVG": [ + [ + "OmniSVG Image to SVG", + "OmniSVG Model Loader", + "OmniSVG Text to SVG", + "SVG Saver", + "SVG to Image" + ], + { + "title_aux": "ComfyUI OmniSVG Nodes" + } + ], + "https://github.com/A043-studios/ComfyUI_HunyuanWorldnode": [ + [ + "HunyuanWorldHybridNode", + "HunyuanWorldImageTo3D", + "HunyuanWorldModelLoader", + "HunyuanWorldSimplifiedWrapper" + ], + { + "title_aux": "ComfyUI HunyuanWorld - Complete 3D Generation Suite" + } + ], + "https://github.com/A043-studios/Comfyui-ascii-generator": [ + [ + "ASCIIGeneratorNode" + ], + { + "title_aux": "ComfyUI ASCII Generator Node" + } + ], + "https://github.com/A043-studios/comfyui-pixel3dmm": [ + [ + "FLAMEOptimizer", + "FaceReconstructor3D", + "MeshExporter", + "NormalPredictor", + "Pixel3DMMLoader", + "UVPredictor" + ], + { + "title_aux": "Pixel3DMM ComfyUI Nodes" + } + ], + "https://github.com/A4P7J1N7M05OT/ComfyUI-AutoColorGimp": [ + [ + "AutoColorGimp" + ], + { + "title_aux": "ComfyUI-AutoColorGimp" + } + ], + "https://github.com/A4P7J1N7M05OT/ComfyUI-PixelOE-Wrapper": [ + [ + "PixelOE", + "PixelOETorch" + ], + { + "title_aux": "ComfyUI-PixelOE-Wrapper" + } + ], + "https://github.com/AARG-FAN/Image-Vector-for-ComfyUI": [ + [ + "AIraster" + ], + { + "title_aux": "Image-vector-for-ComfyUI" + } + ], + "https://github.com/AEmotionStudio/ComfyUI-DiscordSend": [ + [ + "DiscordSendSaveImage", + "DiscordSendSaveVideo" + ], + { + "title_aux": "ComfyUI-DiscordSend" + } + ], + "https://github.com/AEmotionStudio/ComfyUI-ShaderNoiseKSampler": [ + [ + "AdvancedImageComparer", + "ShaderNoiseKSampler", + "ShaderNoiseKSamplerDirect", + "Video Comparer", + "VideoComparer" + ], + { + "title_aux": "ComfyUI-ShaderNoiseKSampler" + } + ], + "https://github.com/AHEKOT/ComfyUI_VNCCS": [ + [ + "CharacterAssetSelector", + "CharacterAssetSelectorQWEN", + "CharacterCreator", + "CharacterPreview", + "CharacterSheetCropper", + "DatasetGenerator", + "EmotionGenerator", + "EmotionGeneratorV2", + "SpriteGenerator", + "VNCCSChromaKey", + "VNCCSSamplerSchedulerPicker", + "VNCCSSheetExtractor", + "VNCCSSheetManager", + "VNCCS_ColorFix", + "VNCCS_Float", + "VNCCS_Integer", + "VNCCS_MaskExtractor", + "VNCCS_MultilineText", + "VNCCS_Pipe", + "VNCCS_PoseGenerator", + "VNCCS_PromptConcat", + "VNCCS_QWEN_Encoder", + "VNCCS_QuadSplitter", + "VNCCS_RMBG2", + "VNCCS_Resize", + "VNCCS_String" + ], + { + "title_aux": "VNCCS - Visual Novel Character Creation Suite" + } + ], + "https://github.com/AI-TEC/ComfyUI-AITECCAFE-Toolkit": [ + [ + "ChatGPTNode", + "CustomStringMerge", + "NSFWChecker", + "OpenAIImageModeration", + "SequentialImageLoader", + "SequentialMediaLoader" + ], + { + "title_aux": "ComfyUI_AITECCAFE_Toolkit" + } + ], + "https://github.com/AI2lab/comfyUI-siliconflow-api-2lab": [ + [ + "FreeChat", + "PaidChat" + ], + { + "title_aux": "comfyUI-siliconflow-api-2lab" + } + ], + "https://github.com/AIExplorer25/ComfyUI_AutoDownloadModels": [ + [ + "ALIMAMAFUNCONTROLWANModelsAutoDownload", + "AutoDownloadALLModels", + "AutoDownloadModels", + "AutoInstallRequirements_txt", + "GetModelsFromWorkflow", + "SetModelPath", + "ShowModelsAndFolderMappings", + "WANALMAMAModelsAutoDownload", + "WANModelsAutoDownload" + ], + { + "title_aux": "ComfyUI_AutoDownloadModels" + } + ], + "https://github.com/AIExplorer25/ComfyUI_ChatGptHelper": [ + [ + "ChatGptHelper" + ], + { + "title_aux": "ComfyUI_ChatGptHelper" + } + ], + "https://github.com/AIExplorer25/ComfyUI_ImageCaptioner": [ + [ + "CheckImageCaptionsData", + "ImageCaptioner", + "ImageCaptionerPostProcessing", + "Quen3Helper", + "Quen3HelperGGUF", + "SingleImageCaptioner" + ], + { + "title_aux": "ComfyUI_ImageCaptioner" + } + ], + "https://github.com/AIFSH/AniTalker-ComfyUI": [ + [ + "AniTalkerNode", + "PreViewVideo" + ], + { + "title_aux": "AniTalker-ComfyUI" + } + ], + "https://github.com/AIFSH/ComfyUI-3d-photo-inpainting": [ + [ + "LoadImagePath", + "PreViewVideo", + "TreeDNode" + ], + { + "title_aux": "ComfyUI-3d-photo-inpainting" + } + ], + "https://github.com/AIFSH/ComfyUI-AuraSR": [ + [ + "AuraSRNode" + ], + { + "title_aux": "AIFSH/ComfyUI-AuraSR" + } + ], + "https://github.com/AIFSH/ComfyUI-DiffSynth-Studio": [ + [ + "ControlNetPathLoader", + "DiffTextNode", + "DiffutoonNode", + "ExVideoNode", + "LoadVideo", + "PreViewVideo", + "SDPathLoader" + ], + { + "title_aux": "ComfyUI-DiffSynth-Studio" + } + ], + "https://github.com/AIFSH/ComfyUI-FishSpeech": [ + [ + "FishSpeech_INFER", + "FishSpeech_INFER_SRT", + "LoadAudio", + "LoadSRT", + "PreViewAudio" + ], + { + "title_aux": "ComfyUI-FishSpeech" + } + ], + "https://github.com/AIFSH/ComfyUI-GPT_SoVITS": [ + [ + "GPT_SOVITS_FT", + "GPT_SOVITS_INFER", + "GPT_SOVITS_TTS", + "LoadAudio", + "LoadSRT", + "PreViewAudio" + ], + { + "title_aux": "ComfyUI-GPT_SoVITS" + } + ], + "https://github.com/AIFSH/ComfyUI-Hallo": [ + [ + "HalloNode", + "LoadAudio", + "LoadAudioPath", + "LoadImagePath", + "PreViewVideo" + ], + { + "title_aux": "ComfyUI-Hallo" + } + ], + "https://github.com/AIFSH/ComfyUI-I2V-Adapter": [ + [ + "I2V_AdapterNode", + "LoraPathLoader", + "MotionLoraLoader", + "PreViewVideo", + "PromptNode" + ], + { + "title_aux": "ComfyUI-I2V-Adapter" + } + ], + "https://github.com/AIFSH/ComfyUI-IP_LAP": [ + [ + "CombineAudioVideo", + "IP_LAP", + "LoadVideo", + "PreViewVideo" + ], + { + "title_aux": "ComfyUI-IP_LAP" + } + ], + "https://github.com/AIFSH/ComfyUI-Live2DViewer": [ + [ + "Live2DViewer", + "LoadAudio" + ], + { + "title_aux": "ComfyUI-Live2DViewer" + } + ], + "https://github.com/AIFSH/ComfyUI-MARS5-TTS": [ + [ + "LoadAudioPath", + "MARS5TTS_Node", + "PreViewAudio", + "TTSTextEncode" + ], + { + "title_aux": "ComfyUI-MARS5-TTS" + } + ], + "https://github.com/AIFSH/ComfyUI-MimicBrush": [ + [ + "MimicBrushNode" + ], + { + "title_aux": "ComfyUI-MimicBrush" + } + ], + "https://github.com/AIFSH/ComfyUI-MimicMotion": [ + [ + "LoadVideo", + "MimicMotionNode", + "PreViewVideo" + ], + { + "title_aux": "ComfyUI-MimicMotion" + } + ], + "https://github.com/AIFSH/ComfyUI-MuseTalk_FSH": [ + [ + "CombineAudioVideo", + "LoadVideo", + "MuseTalk", + "MuseTalkRealTime", + "PreViewVideo" + ], + { + "title_aux": "ComfyUI-MuseTalk_FSH" + } + ], + "https://github.com/AIFSH/ComfyUI-RVC": [ + [ + "CombineAudio", + "LoadAudio", + "PreViewAudio", + "RVC_Infer", + "RVC_Train" + ], + { + "title_aux": "ComfyUI-RVC" + } + ], + "https://github.com/AIFSH/ComfyUI-UVR5": [ + [ + "LoadAudioPath", + "PreViewAudio", + "UVR5_Node" + ], + { + "title_aux": "ComfyUI-UVR5" + } + ], + "https://github.com/AIFSH/ComfyUI-UniAnimate": [ + [ + "LoadImagePath", + "LoadVideo", + "PoseAlignNode", + "PreViewVideo", + "UniAnimateNode" + ], + { + "title_aux": "ComfyUI-UniAnimate" + } + ], + "https://github.com/AIFSH/ComfyUI-WhisperX": [ + [ + "LoadAudioVideoPath", + "PreViewSRT", + "SRTToString", + "WhisperX" + ], + { + "title_aux": "ComfyUI-WhisperX" + } + ], + "https://github.com/AIFSH/ComfyUI-XTTS": [ + [ + "LoadAudioPath", + "LoadSRT", + "PreViewAudio", + "XTTS_INFER", + "XTTS_INFER_SRT" + ], + { + "title_aux": "ComfyUI-XTTS" + } + ], + "https://github.com/AIFSH/ComfyUI_V-Express": [ + [ + "LoadAudioPath", + "LoadImagePath", + "LoadVideo", + "PreViewVideo", + "VExpress" + ], + { + "title_aux": "ComfyUI_V-Express" + } + ], + "https://github.com/AIFSH/CosyVoice-ComfyUI": [ + [ + "CosyVoiceDubbingNode", + "CosyVoiceNode", + "LoadSRT", + "TextNode" + ], + { + "title_aux": "CosyVoice-ComfyUI" + } + ], + "https://github.com/AIFSH/DHLive-ComfyUI": [ + [ + "CombineVideo", + "DHLIVELoadVideo", + "DHLiveNode", + "PreViewVideo", + "StaticVideo" + ], + { + "title_aux": "DHLive-ComfyUI" + } + ], + "https://github.com/AIFSH/DiffMorpher-ComfyUI": [ + [ + "DiffMorpherNode", + "PreViewGIF", + "TextNode" + ], + { + "title_aux": "DiffMorpher-ComfyUI" + } + ], + "https://github.com/AIFSH/DiffSynth-ComfyUI": [ + [ + "CogVideoNode", + "DownloadModelsNode", + "LoadVideo", + "PreViewVideo", + "TextEncode" + ], + { + "title_aux": "DiffSynth-ComfyUI" + } + ], + "https://github.com/AIFSH/EchoMimicV2-ComfyUI": [ + [ + "EchoMimicV2Node", + "EchoMimicV2PoseNode" + ], + { + "title_aux": "EchoMimicV2-ComfyUI" + } + ], + "https://github.com/AIFSH/EzAudio-ComfyUI": [ + [ + "EzAudioControlNetNode", + "EzAudioEditNode", + "EzAudioNode", + "TextPromptNode" + ], + { + "title_aux": "EzAudio-ComfyUI" + } + ], + "https://github.com/AIFSH/F5-TTS-ComfyUI": [ + [ + "F5TTSNode" + ], + { + "title_aux": "F5-TTS-ComfyUI" + } + ], + "https://github.com/AIFSH/FancyVideo-ComfyUI": [ + [ + "FancyVideoI2VNode", + "FancyVideoV2VNode" + ], + { + "title_aux": "FancyVideo-ComfyUI" + } + ], + "https://github.com/AIFSH/FireRedTTS-ComfyUI": [ + [ + "FireRedTTSNode" + ], + { + "title_aux": "FireRedTTS-ComfyUI" + } + ], + "https://github.com/AIFSH/GSTTS-ComfyUI": [ + [ + "ASRNode", + "AudioSlicerNode", + "ConfigGPTNode", + "ConfigSoVITSNode", + "DatasetNode", + "ExperienceNode", + "GSFinetuneNone", + "GSVTTSNode", + "LoadSRT", + "PreViewSRT", + "TSCY_Node", + "TextDictNode" + ], + { + "title_aux": "GSTTS-ComfyUI" + } + ], + "https://github.com/AIFSH/HivisionIDPhotos-ComfyUI": [ + [ + "AddBackgroundNode", + "AddWaterMarkNode", + "ENHivisionParamsNode", + "HivisionLayOutNode", + "HivisionNode", + "LaterProcessNode", + "ZHHivisionParamsNode" + ], + { + "author": "cuny", + "description": "", + "title_aux": "HivisionIDPhotos-ComfyUI" + } + ], + "https://github.com/AIFSH/IMAGDressing-ComfyUI": [ + [ + "IMAGDressingNode", + "TextNode" + ], + { + "title_aux": "IMAGDressing-ComfyUI" + } + ], + "https://github.com/AIFSH/JoyHallo-ComfyUI": [ + [ + "JoyHalloNode" + ], + { + "title_aux": "JoyHallo-ComfyUI" + } + ], + "https://github.com/AIFSH/MaskGCT-ComfyUI": [ + [ + "MaskGCTNode" + ], + { + "title_aux": "MaskGCT-ComfyUI" + } + ], + "https://github.com/AIFSH/MiniMates-ComfyUI": [ + [ + "MiniMatesNode" + ], + { + "title_aux": "MiniMates-ComfyUI" + } + ], + "https://github.com/AIFSH/OmniGen-ComfyUI": [ + [ + "OmniGenLoader", + "OmniGenNode" + ], + { + "title_aux": "OmniGen-ComfyUI" + } + ], + "https://github.com/AIFSH/PyramidFlow-ComfyUI": [ + [ + "PyramidFlowNode" + ], + { + "title_aux": "PyramidFlow-ComfyUI" + } + ], + "https://github.com/AIFSH/RealisDance-ComfyUI": [ + [ + "LoadFile", + "LoadVideo", + "PreViewVideo", + "RealisDanceNode" + ], + { + "title_aux": "RealisDance-ComfyUI" + } + ], + "https://github.com/AIFSH/SenseVoice-ComfyUI": [ + [ + "SenseVoiceNode", + "ShowTextNode" + ], + { + "title_aux": "SenseVoice-ComfyUI" + } + ], + "https://github.com/AIFSH/StyleShot-ComfyUI": [ + [ + "StyleShotNode", + "TextNode" + ], + { + "title_aux": "StyleShot-ComfyUI" + } + ], + "https://github.com/AIFSH/VideoSys-ComfyUI": [ + [ + "PreViewVideo", + "TextNode", + "VideoSysNode" + ], + { + "title_aux": "VideoSys-ComfyUI" + } + ], + "https://github.com/AIFSH/ViewCrafter-ComfyUI": [ + [ + "LoadVideo", + "PreViewVideo", + "ViewCrafterTxTNode" + ], + { + "title_aux": "ViewCrafter-ComfyUI" + } + ], + "https://github.com/AIFSH/VocalSeparation-ComfyUI": [ + [ + "CombineAudioNode", + "VocalSeparationNode" + ], + { + "title_aux": "VocalSeparation-ComfyUI" + } + ], + "https://github.com/AIGCTeam/ComfyUI_kkTranslator_nodes": [ + [ + "LoadMarianMTCheckPoint", + "PromptBaiduFanyiToText", + "PromptTranslateToText" + ], + { + "title_aux": "ComfyUI_kkTranslator_nodes" + } + ], + "https://github.com/AIGODLIKE/Blender-IO": [ + [ + "BlenderInputs", + "BlenderOutputs", + "ComfyUIInputs" + ], + { + "title_aux": "Blender-IO" + } + ], + "https://github.com/AIGODLIKE/ComfyUI-CUP": [ + [ + "Mask", + "OpenPose", + "OpenPoseCanny", + "OpenPoseDepth", + "OpenPoseFace", + "OpenPoseFull", + "OpenPoseFullExtraLimb", + "OpenPoseHand", + "OpenPoseKeyPose", + "OpenPoseLineart", + "OpenPoseMediaPipeFace", + "PreviewAudio", + "SaveAudioBL", + "SaveModel", + "\u5b58\u50a8", + "\u622a\u56fe", + "\u6750\u8d28\u56fe", + "\u8f93\u5165\u56fe\u50cf", + "\u9884\u89c8" + ], + { + "title_aux": "ComfyUI-CUP" + } + ], + "https://github.com/AIGODLIKE/ComfyUI-ToonCrafter": [ + [ + "ToonCrafterNode", + "ToonCrafterWithSketch" + ], + { + "title_aux": "ComfyUI-ToonCrafter" + } + ], + "https://github.com/AIPOQUE/ComfyUI-APQNodes": [ + [ + "ColorPalette|AIPOQUE" + ], + { + "title_aux": "ComfyUI-APQNodes" + } + ], + "https://github.com/AIToldMeTo/comfyui-cache-cleaner": [ + [ + "CacheCleaner" + ], + { + "title_aux": "ComfyUI Cache Cleaner Node" + } + ], + "https://github.com/AIWarper/ComfyUI-DAViD": [ + [ + "DAViDDepthVisualizer", + "DAViDMultiTask", + "DAViDNormalToLight" + ], + { + "title_aux": "ComfyUI-DAViD" + } + ], + "https://github.com/AIWarper/ComfyUI-NormalCrafterWrapper": [ + [ + "DetailTransfer", + "NormalCrafterNode" + ], + { + "title_aux": "NormalCrafterWrapper" + } + ], + "https://github.com/AIWarper/ComfyUI-WarperNodes": [ + [ + "AspectRatioMatchToBase_Warper", + "AspectRatioMatchToStandardResolution_Warper", + "AspectRatioResolution_Warper", + "CombinePrompts_Warper", + "CropAndRestore_Warper", + "DWPoseScalerNode_Warper", + "FacialPartMaskFromPose_Warper", + "FlowVisualizerNode_Warper", + "GetBatchByIndex_Warper", + "LoadPromptsFromDirectory_Warper", + "LoadSinglePromptByIndex_Warper", + "MouthMaskFromPose_Warper", + "PreprocessForTarget_Warper", + "SmartOverlappingBatcher_Warper", + "SmartVideoBatcher_Warper", + "TextFileIteratorWithInfo_Warper", + "TextFileIterator_Warper" + ], + { + "title_aux": "ComfyUI Warper Nodes" + } + ], + "https://github.com/AInseven/ComfyUI-fastblend": [ + [ + "FillDarkMask", + "InterpolateKeyFrame", + "MaskListcaptoBatch", + "Merge_Image_List", + "MyOpenPoseNode", + "SmoothVideo", + "alert_when_finished", + "reBatchImage" + ], + { + "title_aux": "ComfyUI-fastblend" + } + ], + "https://github.com/AIrjen/OneButtonPrompt": [ + [ + "AutoNegativePrompt", + "CreatePromptVariant", + "OneButtonArtify", + "OneButtonFlufferize", + "OneButtonPreset", + "OneButtonPrompt", + "OneButtonSuperPrompt", + "SavePromptToFile" + ], + { + "title_aux": "One Button Prompt" + } + ], + "https://github.com/AJO-reading/ComfyUI-AjoNodes": [ + [ + "AJO_AudioCollectAndConcat", + "AJO_VfiSkipListCalculator" + ], + { + "title_aux": "ComfyUI-AjoNodes" + } + ], + "https://github.com/AJbeckliy/SynVow-Comfyui-Nanoapi": [ + [ + "SynVowNano2_I2I", + "SynVowNano2_T2I" + ], + { + "title_aux": "SynVow-Comfyui-Nanoapi" + } + ], + "https://github.com/AKharytonchyk/ComfyUI-telegram-bot-node": [ + [ + "SaveToTelegram", + "TelegramListener", + "author", + "description", + "files", + "install_type", + "keywords", + "license", + "name", + "nodename_pattern", + "pip", + "reference", + "version" + ], + { + "title_aux": "ComfyUI-telegram-bot-node" + } + ], + "https://github.com/ALatentPlace/ComfyUI_yanc": [ + [ + "> Bloom", + "> Blur", + "> Brightness", + "> Clear Text", + "> Combine Channels", + "> Contrast", + "> Divide Channels", + "> Edge Enhance", + "> Film Grain", + "> Float to Int", + "> Fog", + "> Get Mean Color", + "> HUE", + "> Int", + "> Int to Text", + "> Layer Weights (for IPAMS)", + "> Lens Distortion", + "> Light Source Mask", + "> Load Image", + "> Load Image From Folder", + "> Mask Curves", + "> NIKSampler", + "> Noise From Image", + "> Normal Map Lighting", + "> RGB Color", + "> RGB Shift", + "> Resolution by Aspect Ratio", + "> Rotate Image", + "> Saturation", + "> Save Image", + "> Save Text", + "> Scale Image to Side", + "> Scanlines", + "> Sharpen", + "> Text", + "> Text Combine", + "> Text Count", + "> Text Pick Line by Index", + "> Text Pick Random Line", + "> Text Random Weights", + "> Text Replace", + "> Vignette" + ], + { + "title_aux": "ComfyUI_yanc" + } + ], + "https://github.com/ALatentPlace/YANC_LMStudio": [ + [ + "> LMStudio", + "> Select LMS Model" + ], + { + "title_aux": "YANC_LMStudio" + } + ], + "https://github.com/APZmedia/APZmedia-comfy-together-lora": [ + [ + "TogetherImageGenerator", + "TogetherImageGeneratorLoRA" + ], + { + "title_aux": "APZmedia Together Image Generator for ComfyUI" + } + ], + "https://github.com/APZmedia/APZmedia-comfyui-fast-image-save": [ + [ + "APZmedia Fast image save" + ], + { + "title_aux": "APZmedia Fast Image Save Node" + } + ], + "https://github.com/APZmedia/ComfyUI-APZmedia-cleanName-from-string": [ + [ + "APZmediaGenerateFilePath", + "APZmediaImageFilename", + "APZmediaReadWidget", + "APZmediaStandardFilenameBuilder", + "CleanFileNameNode" + ], + { + "title_aux": "APZmedia Naming Tools" + } + ], + "https://github.com/APZmedia/ComfyUI-Dreamlight": [ + [ + "DreamLightNode" + ], + { + "title_aux": "ComfyUI DreamLight Node" + } + ], + "https://github.com/APZmedia/ComfyUI-color-tools": [ + [ + "AdvancedOcioColorTransform", + "BrightnessContrast", + "ColorBalance", + "ColorConverterAdvanced", + "ColorHarmony", + "ColorHistogram", + "ColorPalette", + "ColorProfileConvert", + "ColorProfileReader", + "ColorSimilarity", + "ColorSpaceAnalyzer", + "ColorSpaceConverter", + "ColorTemperature", + "DominantColors", + "GammaCompare", + "GammaCorrection", + "HueShift", + "LittleCMSColorProfileConverter", + "OCIOColorSpaceConverter", + "OCIOConfigInfo", + "QuickColorSpaceFix", + "Saturation", + "TestPatternGenerator", + "VectorScope" + ], + { + "title_aux": "ComfyUI Color Profile Reader" + } + ], + "https://github.com/APZmedia/Comfyui-LightDirection-estimation": [ + [ + "EnhancedLightEstimator", + "IREShadowAnalyzer", + "IREShadowComparison", + "LightDistributionAnalyzer", + "LightImageProcessor", + "NormalMapLightEstimator" + ], + { + "title_aux": "NormalMapLightEstimator" + } + ], + "https://github.com/ARM64-EC/ComfyUI-LongCatPlugin": [ + [ + "LoadLongCatModel", + "LongCatCLIPLoader", + "LongCatImageResizer", + "LongCatSampler", + "LongCatSizePicker", + "LongCatVAELoader", + "TextEncodeLongCatImage", + "TextEncodeLongCatImageEdit" + ], + { + "title_aux": "ComfyUI-LongCatPlugin" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA": [ + [ + "CachingCLIPTextEncode", + "CachingCLIPTextEncodeFlux", + "CachingCLIPTextEncodeFlux|ARZUMATA", + "CachingCLIPTextEncode|ARZUMATA", + "ImageCacher", + "ImageLoaderWithPath|ARZUMATA", + "JDC_ImageLoader", + "Sampler Selector|ARZUMATA", + "Scheduler Selector|ARZUMATA", + "UniversalDeviceOverride" + ], + { + "title_aux": "ComfyUI-ARZUMATA" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-PixelIt": [ + [ + "PixelIt" + ], + { + "title_aux": "ComfyUI-ARZUMATA-PixelIt" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-Qwen2": [ + [ + "Image2Base64", + "Qwen2ModelLoader", + "Qwen2ModelRunInference" + ], + { + "title_aux": "ComfyUI-Qwen2" + } + ], + "https://github.com/Aaalice233/ComfyUI-Danbooru-Gallery": [ + [ + "CharacterFeatureSwapNode", + "GlobalTextCacheGet", + "GroupExecutorManager", + "GroupExecutorTrigger", + "GroupIsEnabled", + "GroupMuteManager", + "ImageCacheGet", + "MultiCharacterEditorNode", + "PromptCleaningMaid", + "PromptSelector", + "ResolutionMasterSimplify", + "SimpleImageCompare" + ], + { + "title_aux": "ComfyUI-Danbooru-Gallery" + } + ], + "https://github.com/Aaron-CHM/ComfyUI-z-a1111-sd-webui-DanTagGen": [ + [ + "DanTagGen" + ], + { + "title_aux": "z-a1111-sd-webui-DanTagGen" + } + ], + "https://github.com/AbdullahAlfaraj/Comfy-Photoshop-SD": [ + [ + "APS_LatentBatch", + "APS_Seed", + "ContentMaskLatent", + "ControlNetScript", + "ControlnetUnit", + "GaussianLatentImage", + "GetConfig", + "LoadImageBase64", + "LoadImageWithMetaData", + "LoadLorasFromPrompt", + "MaskExpansion" + ], + { + "title_aux": "Comfy-Photoshop-SD" + } + ], + "https://github.com/AbstractEyes/comfyui-lycoris": [ + [ + "ABS_ConcatPrompts", + "ABS_PromptNode", + "LycorisLoaderNode" + ], + { + "title_aux": "comfyui-lycoris" + } + ], + "https://github.com/AbyssBadger0/ComfyUI_BadgerTools": [ + [ + "ApplyMaskToImage-badger", + "CropImageByMask-badger", + "ExpandImageWithColor-badger", + "FindThickLinesFromCanny-badger", + "Find_closest_factors-badger", + "FloatToInt-badger", + "FloatToString-badger", + "FrameToVideo-badger", + "GETRequset-badger", + "GarbageCollect-badger", + "GetColorFromBorder-badger", + "GetDirName-badger", + "GetUUID-badger", + "IdentifyBorderColorToMask-badger", + "IdentifyColorToMask-badger", + "ImageNormalization-badger", + "ImageOverlap-badger", + "ImageScaleToSide-badger", + "IntToString-badger", + "IntToStringAdvanced-badger", + "LoadImageAdvanced-badger", + "LoadImagesFromDirListAdvanced-badger", + "MapColorsToPalette-badger", + "NormalizationNumber-badger", + "ReduceColors-badger", + "RotateImageWithPadding-badger", + "SegmentToMaskByPoint-badger", + "SimpleBoolean-badger", + "StringToFizz-badger", + "TextListToString-badger", + "ToPixel-badger", + "ToPixelV2-badger", + "TrimTransparentEdges-badger", + "VideoCutFromDir-badger", + "VideoToFrame-badger", + "deleteDir-badger", + "findCenterOfMask-badger", + "getImageSide-badger", + "getParentDir-badger", + "mkdir-badger" + ], + { + "title_aux": "ComfyUI_BadgerTools" + } + ], + "https://github.com/AbyssBadger0/ComfyUI_Kolors_awesome_prompts": [ + [ + "KolorsAwesomePrompts" + ], + { + "title_aux": "Kolors Awesome Prompts" + } + ], + "https://github.com/AcademiaSD/comfyui_AcademiaSD": [ + [ + "AcademiaSD_BatchLoader", + "AcademiaSD_Gemini_Node", + "AcademiaSD_SaveCaption", + "IntegerBypasser", + "LoopCounterToFile", + "PaddedFileName", + "PromptBatchSelector", + "ResetCounterFile" + ], + { + "title_aux": "comfyui_AcademiaSD" + } + ], + "https://github.com/Acly/comfyui-inpaint-nodes": [ + [ + "INPAINT_ApplyFooocusInpaint", + "INPAINT_DenoiseToCompositingMask", + "INPAINT_ExpandMask", + "INPAINT_InpaintWithModel", + "INPAINT_LoadFooocusInpaint", + "INPAINT_LoadInpaintModel", + "INPAINT_MaskedBlur", + "INPAINT_MaskedFill", + "INPAINT_ShrinkMask", + "INPAINT_StabilizeMask", + "INPAINT_VAEEncodeInpaintConditioning" + ], + { + "title_aux": "ComfyUI Inpaint Nodes" + } + ], + "https://github.com/Acly/comfyui-tooling-nodes": [ + [ + "ETN_ApplyMaskToImage", + "ETN_ApplyReferenceImages", + "ETN_AttentionMask", + "ETN_BackgroundRegion", + "ETN_DefineRegion", + "ETN_ExtractImageTile", + "ETN_ExtractMaskTile", + "ETN_GenerateTileMask", + "ETN_KritaCanvas", + "ETN_KritaImageLayer", + "ETN_KritaMaskLayer", + "ETN_KritaOutput", + "ETN_KritaSelection", + "ETN_KritaSendText", + "ETN_KritaStyle", + "ETN_KritaStyleAndPrompt", + "ETN_ListRegionMasks", + "ETN_LoadImageBase64", + "ETN_LoadImageCache", + "ETN_LoadMaskBase64", + "ETN_MergeImageTile", + "ETN_NSFWFilter", + "ETN_Parameter", + "ETN_ReferenceImage", + "ETN_SaveImageCache", + "ETN_SendImageWebSocket", + "ETN_TileLayout", + "ETN_Translate" + ], + { + "title_aux": "ComfyUI Nodes for External Tooling" + } + ], + "https://github.com/AconexOfficial/ComfyUI_GOAT_Nodes": [ + [ + "Advanced_Color_Correction", + "Advanced_Latent_Noise", + "Advanced_Sharpen", + "Advanced_Upscale_Image_Using_Model", + "Capped_Float_Positive", + "Capped_Int_Positive", + "Embedding_Selector", + "Fast_Color_Match", + "Fast_Film_Grain", + "Get_Side_Length_Of_Image", + "Image_Crop", + "Image_Dimensions", 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ImageTransparencyCrop", + "Seed-Nodes: LoadImage", + "Seed-Nodes: LoadMultipleImages", + "Seed-Nodes: QwenVLAPI", + "Seed-Nodes: SLICPixelator", + "Seed-Nodes: ScreenModeRemoveBlack", + "Seed-Nodes: SeedSaveAudio", + "Seed-Nodes: SiliconFlowVLAPI" + ], + { + "title_aux": "ComfyUI-Seed-Nodes" + } + ], + "https://github.com/AgencyMind/ComfyUI-GPU-Preprocessor-Wrapper": [ + [ + "CannyEdgePreprocessorWrapper", + "DWPreprocessorWrapper", + "DepthAnythingV2Wrapper", + "MidasDepthMapWrapper", + "OpenposePreprocessorWrapper" + ], + { + "title_aux": "ComfyUI-GPU-Preprocessor-Wrapper" + } + ], + "https://github.com/AgencyMind/ComfyUI-Satori": [ + [ + "TemporalInvestigator", + "WhyDidItBreak" + ], + { + "title_aux": "ComfyUI-Satori" + } + ], + "https://github.com/AhBumm/ComfyUI_BillBum_APIset_Nodes": [ + [ + "BillBum_Modified_Base64_Url2Img_Node", + "BillBum_Modified_Dalle_API_Node", + "BillBum_Modified_DropoutToken_Node", + "BillBum_Modified_Flux_API_with_imgInput", + 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"PixelUpscale2Target", + "RemoveBackgroundPixel", + "Unfake_PixelateTools" + ], + { + "title_aux": "ComfyUI_UnfakePy_Warpper" + } + ], + "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes": [ + [ + "Add Tag", + "Clear Tag", + "Load Images Pair Batch", + "Merge Tag", + "Move Tag To Top", + "Reserve Tag", + "Save Images Pair" + ], + { + "title_aux": "ComfyUI-Aimidi-nodes" + } + ], + "https://github.com/Aishor/comfyui-meta-sampler-guiado": [ + [ + "MetaSamplerGuiado" + ], + { + "title_aux": "Meta-Sampler Guiado (Seed-WAN)" + } + ], + "https://github.com/AkashKarnatak/ComfyUI_faishme": [ + [ + "Faishme Debug", + "Faishme Gemini", + "Faishme Load Image from Glob", + "Faishme Mannequin to Model Loader", + "Faishme Memory Debug", + "Faishme Moondream", + "Faishme Repeat BBOX", + "Faishme Repeat Image Batch", + "Faishme Repeat Latent Batch", + "Faishme Repeat Tensor Batch", + "Faishme Save Image", + "Faishme Split", + "Faishme Stack Images", + "Faishme Stack Latents", + "Faishme Unstack Images", 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"StringAppend8", + "StringSplit", + "TagCounter", + "WeightLifter" + ], + { + "title_aux": "comfyui-adaptiveprompts" + } + ], + "https://github.com/AlexXia007/AIYang_TripleAPI": [ + [ + "NanoBananaGenerate", + "TripleAPIGenerate" + ], + { + "title_aux": "AIYang_TripleAPI" + } + ], + "https://github.com/Alexankharin/camera-comfyUI": [ + [ + "CameraInterpolationNode", + "CameraMotionNode", + "CameraTrajectoryNode", + "CombineDepthsNode", + "DepthEstimatorNode", + "DepthFramesToVideo", + "DepthRenormalizer", + "DepthToImageNode", + "DepthToPointCloud", + "FisheyeDepthEstimator", + "LoadPointCloud", + "LoadTrajectory", + "OutpaintAnyProjection", + "PointCloudCleaner", + "PointCloudUnion", + "PointcloudTrajectoryEnricher", + "ProjectAndClean", + "ProjectPointCloud", + "ReprojectDepth", + "ReprojectImage", + "SavePointCloud", + "SaveTrajectory", + "TransformPointCloud", + "TransformToMatrix", + "TransformToMatrixManual", + "VideoCameraMotionSequence", + "VideoMetricDepthEstimate", + "ZDepthToRayDepthNode" + ], + { + "title_aux": "camera-comfyUI" + } + ], + "https://github.com/Aljnk/ComfyUI-JNK-Tiny-Nodes": [ + [ + "Add Layer Overlay JNK", + "AddLayerOverlay_JNK", + "AlphaImageNode_JNK", + "Ask Google Gemini JNK", + "AskGoogleGemini_JNK", + "Bridge All JNK", + "BridgeAll_JNK", + "Create Folder JNK", + "Create RGBA Image JNK", + "CreateFolder_JNK", + "Get All Alpha Layers JNK", + "Get Gemini Keys JNK", + "Get Gemini Models JNK", + "Get Models JNK", + "Get One Alpha Layer JNK", + "Get Substring JNK", + "Get Text From List by Index JNK", + "Get Timestamp JNK", + "GetAllAlphaLayers_JNK", + "GetAlphaLayers_JNK", + "GetGeminiKeys_JNK", + "GetGeminiModels_JNK", + "GetModels_JNK", + "GetSubstring_JNK", + "GetTextFromList_JNK", + "GetTimestamp_JNK", + "Image Filter Loader JNK", + "ImageFilterLoader_JNK", + "Join Strings JNK", + "JoinStrings_JNK", + "Load Checkpoint Model with Name JNK", + "Load Image if Exist JNK", + "Load LoRA with Name JNK", + "Load UNet Model with Name JNK", + "LoadImageWithCheck_JNK", + "LoadLoRAName_JNK", + "LoadModelName_Chpt_JNK", + "LoadModelName_Diff_JNK", + "LoadModelName_Unet_JNK", + "Model2Key_JNK", + "Prepare Image for AI JNK", + "PrepareImageForAI_JNK", + "Queue Stop JNK", + "QueueStop_JNK", + "Save Frame JNK", + "Save Static Image JNK", + "Save Video Images JNK", + "SaveFrame_JNK", + "SaveStaticImage_JNK", + "SaveVideoImages_JNK", + "Split String JNK", + "SplitString_JNK", + "Stroke RGBA Image JNK", + "StrokeImage_JNK", + "Switch Index JNK", + "Switch Integer JNK", + "SwitchIdx_JNK", + "SwitchInt_JNK", + "Text Saver JNK", + "Text to Key JNK", + "Text to MD5 JNK", + "Text2MD5_JNK", + "TextSaver_JNK", + "ToonOut Remove BG JNK", + "ToonOutRemoveBG_JNK", + "Topaz Photo Upscaler (Autopilot) JNK", + "TopazPhotoAI_JNK" + ], + { + "title_aux": "ComfyUI-JNK-Tiny-Nodes" + } + ], + "https://github.com/Aloukik21/ComfyUI-NovaNoiser": [ + [ + "CameraOptionsNode", + "NSOptionsNode", + "NovaNodes" + ], + { + "title_aux": 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"https://github.com/Andro-Meta/ComfyUI-Ovis2": [ + [ + "Ovis2ImageCaption", + "Ovis2ModelLoader", + "Ovis2MultiImageInput", + "Ovis2VideoFramesDescription" + ], + { + "title_aux": "ComfyUI-Ovis2" + } + ], + "https://github.com/Anibaaal/ComfyUI-UX-Nodes": [ + [ + "AdvancedCompositeImageMasked", + "BlockLayerStringGenerator", + "BlurNode", + "ColorGeneratorNode", + "DropShadowNode", + "EasyResolutionPicker", + "LerpNode", + "RemoveJSONMarkdownFormatting" + ], + { + "title_aux": "ComfyUI UX Nodes" + } + ], + "https://github.com/Anzhc/SDXL-Flux2VAE-ComfyUI-Node": [ + [ + "EmptySDXLFlux2LatentImage" + ], + { + "title_aux": "SDXL-Flux2VAE-ComfyUI-Node" + } + ], + "https://github.com/AonekoSS/ComfyUI-LoRA-Tuner": [ + [ + "LoraTuner" + ], + { + "title_aux": "ComfyUI-LoRA-Tuner" + } + ], + "https://github.com/AonekoSS/ComfyUI-SimpleCounter": [ + [ + "Simple Counter" + ], + { + "title_aux": "ComfyUI-SimpleCounter" + } + ], + "https://github.com/Apache0ne/ComfyUI_efficient_sam_node": [ + [ + "EfficientViTSAMAutoMaskGeneratorNode", + "EfficientViTSAMLoader", + "EfficientViTSAMPointPredictorNode", + "EfficientViTSAMPredictorNode", + "EfficientViTSAMVideoAutoMaskGeneratorNode", + "EfficientViTSAMVideoPointPredictorNode", + "EfficientViTSAMVideoPredictorNode" + ], + { + "title_aux": "ComfyUI_efficient_sam_node" + } + ], + "https://github.com/ApexArtist/comfyui-apex-artist": [ + [ + "ApexBatchInfo", + "ApexBlur", + "ApexDepthToNormal", + "ApexGetFrame", + "ApexLastFrame", + "ApexLatentNoise", + "ApexLayerBlend", + "ApexLoadImage", + "ApexPromptPreset", + "ApexRGBCurve", + "ApexSharpen", + "ApexSmartResize", + "ApexUpscaleBy" + ], + { + "title_aux": "Apex Artist - Image Resize" + } + ], + "https://github.com/ArcherFMY/Diffusion360_ComfyUI": [ + [ + "Diffusion360LoaderImage2Pano", + "Diffusion360LoaderText2Pano", + "Diffusion360Sampler", + "Diffusion360SamplerImage2Pano", + "Diffusion360SamplerText2Pano", + "InputImage", + "InputText", + "VAEDecodeTiledBlended" + ], + { + "title_aux": "Diffusion360_ComfyUI" + } + ], + "https://github.com/Arctenox/Arctenoxs-Essentials_ComfyUI": [ + [ + "ArctenoxBox", + "ArctenoxCheckpointPassthrough", + "ArctenoxLoadCheckpoint", + "ArtifactRiskPredictor", + "CLIPTextEncodeWithString", + "EfficientLatentImage", + "ExecutionCostEstimator", + "KSamplerWithLatent", + "LoadLoRAWithString", + "PromptPhaseSplitter", + "PromptStyler", + "PromptStylerAdvanced", + "SaveImageWithMetadata", + "SeedTopologyMapper" + ], + { + "title_aux": "Arctenoxs-Essentials_ComfyUI" + } + ], + "https://github.com/ArdeniusAI/ComfyUI-Ardenius": [ + [ + "ARD 4crop Latent", + "ARD 4img Combine", + "ARD 4latent Upscale", + "ARD 4vae Decode", + "ARD Basic Load Image", + "ARD Control Box", + "ARD Counter", + "ARD Dual Prompt", + "ARD Empty Latent Image", + "ARD Float", + "ARD Float To Integer", + "ARD Integer", + "ARD Integer To Float", + "ARD Load Image", + "ARD Math", + "ARD Position", + "ARD Prompt Travel", + "ARD Remainder", + "ARD Resize", + "ARD Save Image", + "ARD Seed", + "ARD Text Box", + "ARD Text Box Counter", + "ARD XY Scripts" + ], + { + "title_aux": "ComfyUI-Ardenius" + } + ], + "https://github.com/Arkanun/ReadCSV_ComfyUI": [ + [ + "ReadCSVRowNode" + ], + { + "title_aux": "ReadCSV_ComfyUI" + } + ], + "https://github.com/Art-xmaster/comfyui-AGSoft": [ + [ + "AGSoft Loop Lora Strengths", + "AGSoft Show Text", + "AGSoft Text Input Switch X2", + "AGSoft Text Input Switch X4", + "AGSoft Text Input Switch X8", + "AGSoft Text Multiline", + "AGSoft Text Operation", + "AGSoft Text Overlay", + "AGSoft Text Replace", + "AGSoftLoadVideo", + "AGSoftSaveImage", + "AGSoftTextConcatenateX2", + "AGSoftTextConcatenateX4", + "AGSoftTextConcatenateX8", + "AGSoftTextSplit", + "AGSoftVideoFrameExtractor", + "AGSoft_Draw_Mask_On_Image", + "AGSoft_Empty_Latent", + "AGSoft_Empty_Latent_Flux2", + "AGSoft_Empty_Latent_QwenImage", + "AGSoft_Image_Concatenate", + "AGSoft_Image_Concatenate_From_Batch", + "AGSoft_Image_Crop", + "AGSoft_Image_Mask_Resize", + "AGSoft_Image_Mask_Resize_Adv", + "AGSoft_Image_Resize_Base", + "AGSoft_Image_Resize_Plus", + "AGSoft_Image_Rotate", + "AGSoft_Image_Stitch", + "AGSoft_Img_Pad", + "AGSoft_Img_Pad_Adv", + "AGSoft_Img_Res", + "AGSoft_Img_Res_MP", + "AGSoft_Inpaint_Crop", + "AGSoft_Inpaint_Stitch", + "AGSoft_KSampler", + "AGSoft_Loop_Float", + "AGSoft_Loop_Images", + "AGSoft_Loop_Integer", + "AGSoft_Loop_Random_Seed", + "AGSoft_Loop_Samplers", + "AGSoft_Loop_Texts", + "AGSoft_Mask_Blur", + "AGSoft_Mask_Composite", + "AGSoft_Mask_Fix", + "AGSoft_Mask_From_Color", + "AGSoft_Styles_CSV_Loader", + "AgsoftTranslate" + ], + { + "title_aux": "comfyui-AGSoft" + } + ], + "https://github.com/ArtBot2023/CharacterFaceSwap": [ + [ + "Color Blend", + "Crop Face", + "Exclude Facial Feature", + "Generation Parameter Input", + "Generation Parameter Output", + "Image Full BBox", + "Load BiseNet", + "Load RetinaFace", + "Mask Contour", + "Segment Face", + "Uncrop Face" + ], + { + "title_aux": "Character Face Swap" + } + ], + "https://github.com/ArtHommage/HommageTools": [ + [ + "HTBaseShiftNode", + "HTConsoleLoggerNode", + "HTConversionNode", + "HTDWPoseConstraintNode", + "HTDetectionBatchProcessor", + "HTDiffusionLoaderMulti", + "HTDimensionAnalyzerNode", + "HTDimensionFormatterNode", + "HTDownsampleNode", + "HTDynamicPromptNode", + "HTDynamicSwitchNode", + "HTFlexibleNode", + "HTGeminiImageNode", + "HTGeminiNode", + "HTImageAdjusterNode", + "HTInspectorNode", + "HTLayerCollectorNode", + "HTLayerExportNode", + "HTLevelsNode", + "HTMaskDilationNode", + "HTMaskValidatorNode", + "HTMoireRemovalNode", + "HTMultiMaskDilationNode", + "HTNodeStateController", + "HTNodeUnmuteAll", + "HTNullNode", + "HTOIDNNode", + "HTParameterExtractorNode", + "HTPhotoshopBlurNode", + "HTRegexNode", + "HTResizeNode", + "HTResolutionDownsampleNode", + "HTResolutionNode", + "HTSamplerBridgeNode", + "HTSaveImagePlus", + "HTScaleByNode", + "HTSchedulerBridgeNode", + "HTSeedAdvancedNode", + 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"https://github.com/AstrionX/ComfyUI-Tensor-Prism-Node-Pack": [ + [ + "AdvancedCLIPMerge", + "ModelEnhancerTensorPrism", + "SDXL Block Merge (Tensor Prism)", + "SDXLAdvancedBlockMergeTensorPrism", + "TensorPrismVAEMerge", + "TensorPrism_AdvancedFineTuner", + "TensorPrism_AnalyzeModelWeights", + "TensorPrism_ApplyMergeRecipe", + "TensorPrism_CompetitiveModelSelector", + "TensorPrism_DatasetPath", + "TensorPrism_EpsilonVPredConverter", + "TensorPrism_IntelligentTensorSelector", + "TensorPrism_LayeredBlend", + "TensorPrism_MainMerge", + "TensorPrism_ModelAnalyzer", + "TensorPrism_ModelComparator", + "TensorPrism_ModelKeyFilter", + "TensorPrism_ModelMaskBlender", + "TensorPrism_ModelMaskGenerator", + "TensorPrism_ModelWeightModifier", + "TensorPrism_Prism", + "TensorPrism_SimplifiedFineTuner", + "TensorPrism_WeightedMaskMerge", + "TensorPrism_WeightedTensorMerge" + ], + { + "title_aux": "ComfyUI-Tensor-Prism-Node-Pack" + } + ], + "https://github.com/AstroCorp/ComfyUI-AstroCorp-Nodes": [ + [ + "InstructNode", + "MergeTextsNode", + "TextareaNode" + ], + { + "title_aux": "ComfyUI AstroCorp Nodes" + } + ], + "https://github.com/Atsushi888/easy_prompt_selector_for_comfyui": [ + [ + "EasyHairPromptSelector" + ], + { + "title_aux": "easy_prompt_selector_for_comfyui" + } + ], + "https://github.com/AugustusLXIII/ComfyUI_CustomResolution_I2V": [ + [ + "CustomResolutionI2V" + ], + { + "title_aux": "Custom Resolution I2V" + } + ], + "https://github.com/AuroBit/ComfyUI-AnimateAnyone-reproduction": [ + [ + "AnimateAnyone" + ], + { + "title_aux": "ComfyUI-AnimateAnyone-reproduction" + } + ], + "https://github.com/AuroBit/ComfyUI-OOTDiffusion": [ + [ + "LoadOOTDPipeline", + "LoadOOTDPipelineHub", + "OOTDGenerate" + ], + { + "title_aux": "ComfyUI OOTDiffusion" + } + ], + "https://github.com/Austat/ComfyUI-DownsampleFPS": [ + [ + "DownsampleFPSNode" + ], + { + "title_aux": "ComfyUI-DownsampleFPS" + } + ], + "https://github.com/Austat/ComfyUI-RemacriScale": [ + [ + "RemacriOnnxUpscaleNode" + ], + { + "title_aux": "ComfyUI-RemacriScale" + } + ], + "https://github.com/AustinMroz/ComfyUI-DynamicOversampling": [ + [ + "DynamicSampler", + "MeasuredSampler", + "ResolveMaskPromise" + ], + { + "title_aux": "DynamicOversampling" + } + ], + "https://github.com/AustinMroz/ComfyUI-SpliceTools": [ + [ + "LogSigmas", + "RerangeSigmas", + "SpliceDenoised", + "SpliceLatents", + "TemporalSplice" + ], + { + "title_aux": "SpliceTools" + } + ], + "https://github.com/Auttasak-L/ComfyUI-ImageCropper": [ + [ + "ImageCropper" + ], + { + "title_aux": "ComfyUI-ImageCropper" + } + ], + "https://github.com/AzelusLightvale/ComfyUI-ARG-Toolkit": [ + [ + "ADFGVX", + "ADFGX", + "AESAuthenticated", + "AESAuthenticatedKeygen", + "AESKeyWrap", + "AESKeyWrapWithPadding", + "Affine", + "Argon2id_Derive", + "Argon2id_Verify", + "Atbash", + "Autokey", + "BLAKE2", + "Base642String", + "Bazeries", + "Beaufort", + "Bifid", + "Binary2String", + "BitwiseAND", + "BitwiseLS", + "BitwiseNOT", 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Recipe Finder" + } + ], + "https://github.com/BAIKEMARK/ComfyUI-Civitai-Toolkit": [ + [ + "CivitaiModelAnalyzerCKPT", + "CivitaiModelAnalyzerLORA", + "CivitaiParameterUnpacker", + "CivitaiRecipeGallery", + "LoraTriggerWords", + "MarkdownPresenter", + "RecipeParamsParser" + ], + { + "title_aux": "Civitai Toolkit" + } + ], + "https://github.com/BAIKEMARK/ComfyUI_Civitai_Prompt_Stats": [ + [ + "CivitaiPromptStatsCKPT", + "CivitaiPromptStatsLORA" + ], + { + "title_aux": "Civitai Prompt Stats Node" + } + ], + "https://github.com/BAIS1C/ComfyUI_RSS_Feed_Reader": [ + [ + "RSSFeedNode" + ], + { + "title_aux": "ComfyUI_RSS_Feed_Reader" + } + ], + "https://github.com/BEIBEI-star661/SJ_sweepEffect_Comfyui": [ + [ + "SJ_sweepEffect" + ], + { + "title_aux": "SJ_sweepEffect_Comfyui" + } + ], + "https://github.com/BIMer-99/ComfyUI_FishSpeech_EX": [ + [ + "AudioToPrompt", + "LoadVQGAN", + "Prompt2Semantic", + "SaveAudioToMp3", + "Semantic2Audio" + ], + { + "title_aux": "ComfyUI_FishSpeech_EX" + } + ], 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"https://github.com/BadCafeCode/masquerade-nodes-comfyui": [ + [ + "Blur", + "Change Channel Count", + "Combine Masks", + "Constant Mask", + "Convert Color Space", + "Create QR Code", + "Create Rect Mask", + "Cut By Mask", + "Get Image Size", + "Image To Mask", + "Make Image Batch", + "Mask By Text", + "Mask Morphology", + "Mask To Region", + "MasqueradeIncrementer", + "Mix Color By Mask", + "Mix Images By Mask", + "Paste By Mask", + "Prune By Mask", + "Separate Mask Components", + "Unary Image Op", + "Unary Mask Op" + ], + { + "title_aux": "Masquerade Nodes" + } + ], + "https://github.com/BahaC/ComfyUI-ZonosTTS": [ + [ + "ZonosTextToSpeech" + ], + { + "title_aux": "ComfyUI Zonos TTS Node" + } + ], + "https://github.com/Baldwinzc/ComfyUI-ProductPromptGenerator": [ + [ + "ProductPromptGeneratorSimple" + ], + { + "title_aux": "ComfyUI-ProductPromptGenerator" + } + ], + "https://github.com/Baverne/comfyUI-TiledWan": [ + [ + "TiledWanImageStatistics", + "TiledWanImageToMask", + "TiledWanInpaintCropImproved", + "TiledWanInpaintStitchImproved", + "TiledWanMaskStatistics", + "TiledWanVideoVACEpipe" + ], + { + "title_aux": "comfyUI-TiledWan" + } + ], + "https://github.com/Beinsezii/bsz-cui-extras": [ + [ + "BSZAbsoluteHires", + "BSZAspectHires", + "BSZColoredLatentImageXL", + "BSZCombinedHires", + "BSZHueChromaXL", + "BSZInjectionKSampler", + "BSZLatentDebug", + "BSZLatentFill", + "BSZLatentGradient", + "BSZLatentHSVAImage", + "BSZLatentOffsetXL", + "BSZLatentRGBAImage", + "BSZLatentbuster", + "BSZPixelbuster", + "BSZPixelbusterHelp", + "BSZPrincipledConditioning", + "BSZPrincipledSampler", + "BSZPrincipledScale", + "BSZStrangeResample" + ], + { + "title_aux": "bsz-cui-extras" + } + ], + "https://github.com/Bellzs/ComfyUI-LoRA-Assistant": [ + [ + "LoRATriggerLocal" + ], + { + "title_aux": "ComfyUI-LoRA-Assistant" + } + ], + "https://github.com/BenNarum/ComfyUI_CAS": [ + [ + "AttentionToSigmas", + "AttenuatorNode", + "BasicCFGGuider", + "CELU", + "CustomAdvancedSampler", + "CustomLCMCFGPP", + "CustomModelSamplingDiscreteDistilledAncestralCFGPP", + "CustomModelSamplingDiscreteDistilledCFGPP", + "CustomX0AncestralCFGPP", + "CustomX0CFGPP", + "ELU", + "EPSCFGPPScheduler", + "GELU", + "GLU", + "HardTanhScheduler", + "Hardshrink", + "Hardsigmoid", + "Hardswish", + "Hardtanh", + "LatentActivation", + "LatentChannelPresets", + "LatentConvolution", + "LatentFFT", + "LatentFrequencyPresets", + "LatentGlitch", + "LatentMath", + "LatentMathFormulaBuilder", + "LatentMosaic", + "LatentNoisePresets", + "LatentPixelSort", + "LatentSelfAttention", + "LatentTwist", + "LatentValuePresets", + "LatentWarpPresets", + "LeakyReLU", + "LogSigmoid", + "LogSoftmax", + "Mish", + "PReLU", + "RReLU", + "ReLU", + "ReLU6", + "SELU", + "SamplerCustomLCMCFGPP", + "SamplerCustomModelSamplingDiscreteDistilledAncestralCFGPP", + "SamplerCustomModelSamplingDiscreteDistilledCFGPP", + "SamplerCustomX0AncestralCFGPP", + "SamplerCustomX0CFGPP", + "SamplerDPMCFGPP", + "SamplerDynamicCFGPP", + "SamplerEulerAttnCFGPP", + "SamplerEulerStepControlAncestralCFGPP", + "SamplerHeunCFGPP", + "SamplerLCMUpscaleW", + "SamplerLCMUpscaleWCFGPP", + "SamplerLCMUpscaleWGPU", + "SamplerStepSizeControlCFGPP", + "SamplerWeightedCFGPP", + "SiLU", + "Softmax", + "Softmax2D", + "SoftmaxScheduler", + "Softmin", + "Softplus", + "Softshrink", + "Softsign", + "Tanh", + "Tanhshrink", + "Threshold", + "tcd_euler_a_w", + "tcd_w" + ], + { + "title_aux": "ComfyUI_CAS" + } + ], + "https://github.com/BenNarum/SigmaWaveFormNode": [ + [ + "AttenuatorNode", + "FourierFilterNode", + "PhaseLockedLoopNode", + "SigmaWaveFormNode", + "SigmaWaveFormNodeAdvanced", + "SigmaWaveFormNodeSimple" + ], + { + "title_aux": "SigmaWaveFormNodes" + } + ], + "https://github.com/BennyDaBall930/ComfyUI-Z-Engineer": [ + [ + "ZEngineer" + ], + { + "title_aux": "ComfyUI-Z-Engineer" + } + ], + "https://github.com/BennyKok/comfyui-deploy": [ + [ + "ComfyDeployOutputEXR", + "ComfyDeployOutputFile", + "ComfyDeployOutputImage", + "ComfyDeployOutputText", + "ComfyDeployWebscoketImageInput", + "ComfyDeployWebscoketImageOutput", + "ComfyUIDeployExternalAudio", + "ComfyUIDeployExternalBoolean", + "ComfyUIDeployExternalCheckpoint", + "ComfyUIDeployExternalEXR", + "ComfyUIDeployExternalFaceModel", + "ComfyUIDeployExternalFile", + "ComfyUIDeployExternalImage", + "ComfyUIDeployExternalImageAlpha", + "ComfyUIDeployExternalImageBatch", + "ComfyUIDeployExternalLora", + "ComfyUIDeployExternalNumber", + "ComfyUIDeployExternalNumberInt", + "ComfyUIDeployExternalNumberSlider", + "ComfyUIDeployExternalNumberSliderInt", + "ComfyUIDeployExternalSeed", + "ComfyUIDeployExternalText", + "ComfyUIDeployExternalTextAny", + "ComfyUIDeployExternalVid", + "ComfyUIDeployExternalVideo", + "ComfyUIDeployStringCombine" + ], + { + "author": "BennyKok", + "description": "", + "nickname": "Comfy Deploy", + "title": "comfyui-deploy", + "title_aux": "ComfyUI Deploy" + } + ], + "https://github.com/BetaDoggo/ComfyUI-Cloud-APIs": [ + [ + "FalAddLora", + "FalAuraFlowAPI", + "FalFluxAPI", + "FalFluxI2IAPI", + "FalFluxLoraAPI", + "FalLLaVAAPI", + "FalSoteDiffusionAPI", + "FalStableCascadeAPI", + "FalVeo2ImagetoVideo", + "FluxResolutionPresets", + "LoadVideoFromURL", + "ReplicateFluxAPI", + "RunWareAPI", + "RunwareAddLora", + "SplitImages" + ], + { + "title_aux": "ComfyUI-Cloud-APIs" + } + ], + "https://github.com/BetaDoggo/ComfyUI-FastSDCPU": [ + [ + "fastsdcpu", + "fastsdcpu_lcm_models", + "fastsdcpu_loadModel", + "fastsdcpu_vino_models" + ], + { + "title_aux": "ComfyUI-FastSDCPU" + } + ], + "https://github.com/BetaDoggo/ComfyUI-Gatcha-Embedding": [ + [ + "GatchaEmbedding" + ], + { + "title_aux": "Gatcha Embeddings" + } + ], + "https://github.com/BetaDoggo/ComfyUI-VideoPlayer": [ + [ + "AllInOnePlayer", + "ImageToEmoji", + "LoadFrame", + "LoadJPGFrame", + "LoadVideoFrame" + ], + { + "title_aux": "ComfyUI Video Player" + } + ], + "https://github.com/BetaDoggo/ComfyUI-WDV-Nodes": [ + [ + "ModelSamplingWaifuDiffusionV" + ], + { + "title_aux": "neggles/ComfyUI-WDV-Nodes [gist-wrapper]" + } + ], + "https://github.com/BetaDoggo/ComfyUI-YetAnotherSafetyChecker": [ + [ + "YetAnotherSafetyChecker" + ], + { + "title_aux": "ComfyUI YetAnotherSafetyChecker" + } + ], + "https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools": [ + [ + "BTDownloadFont", + "BTEndQueue", + "BTImageTextOverlay", + "BTLoop", + "BTLoopEnd", + "BTLoopStart", + "BTPromptSchedule", + "BTPromptSelector", + "BTRandomTextOverlay", + "BTTextGrowth", + "BTTextToImage" + ], + { + "title_aux": "ComfyUI-Book-Tools Nodes for ComfyUI" + } + ], + "https://github.com/Big-Idea-Technology/ComfyUI_LLM_Node": [ + [ + "AdvOptions_Node", + "CodingOptionsNode", + "LLM_Node", + "Output_Node", + "QuantizationConfig_Node" + ], + { + "title_aux": "LLM Node for ComfyUI" + } + ], + "https://github.com/BigStationW/ComfyUi-ConditioningNoiseInjection": [ + [ + "ConditioningNoiseInjection" + ], + { + "title_aux": "ComfyUi-ConditioningNoiseInjection" + } + ], + "https://github.com/BigStationW/ComfyUi-ConditioningTimestepSwitch": [ + [ + "ConditioningTimestepSwitch" + ], + { + "title_aux": "ComfyUi-ConditioningTimestepSwitch" + } + ], + "https://github.com/BigStationW/ComfyUi-DisplayAllSteps": [ + [ + "SamplerCustomAdvancedAllSteps", + "VAEDecodeAllSteps" + ], + { + "title_aux": "ComfyUi-DisplayAllSteps" + } + ], + "https://github.com/BigStationW/ComfyUi-Load-Image-And-Display-Prompt-Metadata": [ + [ + "LoadImageX", + "OnlyLoadImagesWithMetadata" + ], + { + "title_aux": "ComfyUi-Load-Image-And-Display-Prompt-Metadata" + } + ], + "https://github.com/BigStationW/ComfyUi-RescaleCFGAdvanced": [ + [ + "RescaleCFGAdvanced" + ], + { + "title_aux": "ComfyUi-RescaleCFGAdvanced" + } + ], + "https://github.com/BigStationW/ComfyUi-Scale-Image-to-Total-Pixels-Advanced": [ + [ + "ImageScaleToTotalPixelsX" + ], + { + "title_aux": "ComfyUi-Scale-Image-to-Total-Pixels-Advanced" + } + ], + "https://github.com/BigStationW/ComfyUi-TextEncodeQwenImageEditAdvanced": [ + [ + "ConditioningAddImageReference", + "ConditioningAddImageReferenceDual", + "TextEncodeEditAdvanced", + "TextEncodeEditAdvancedDual" + ], + { + "title_aux": "ComfyUi-TextEncodeQwenImageEditAdvanced" + } + ], + "https://github.com/BigStationW/Comfyui-AD-Image-Concatenation-Advanced": [ + [ + "AD_image-concat-advanced" + ], + { + "title_aux": "Comfyui-AD-Image-Concatenation-Advanced" + } + ], + "https://github.com/BigWhiteFly/ComfyUI-ImageConcat": [ + [ + "ImageConcatenateBatchWithTxt" + ], + { + "title_aux": "ComfyUI-ImageConcat" + } + ], + "https://github.com/Billius-AI/ComfyUI-Path-Helper": [ + [ + "Add File Name Prefix", + "Add File Name Prefix Advanced", + "Add Folder", + "Add Folder Advanced", + "Create Project Root", + "Join Variables", + "Show Path", + "Show String" + ], + { + "title_aux": "ComfyUI-Path-Helper" + } + ], + "https://github.com/Bin-sam/DynamicPose-ComfyUI": [ + [ + "DynamicPose_Sampler", + "Load_Pose_Guider", + "Load_denoising_unet", + "Load_reference_unet", + "Pose_Guider_Encode", + "align", + "load_pose_model", + "pose_extraction" + ], + { + "title_aux": "DynamicPose-ComfyUI" + } + ], + "https://github.com/BizaNator/ComfyUI_PromptIterator": [ + [ + "PromptIterator", + "PromptIteratorAdvanced", + "PromptIteratorDynamic" + ], + { + "title_aux": "ComfyUI Prompt Iterator Extension" + } + ], + "https://github.com/BlackSnowSkill/wd14_batch_tagger": [ + [ + "BSS_LoadImagesFolder", + "BSS_WD14BatchTagger" + ], + { + "title_aux": "BSS WD14 Batch Tagger" + } + ], + "https://github.com/BlackVortexAI/bv_nodepack": [ + [ + "BV Control Center", + "BV Dynamic Combo", + "BV Hex Color To Int", + "BV Latent Random Aspect Ratio", + "BV Latent Random Rotate 90", + "BV Pipe", + "BV Pipe Config", + "BV Prompt AST Debug", + "BV Prompt Category Switch", + "BV Prompt Decode", + "BV Prompt Encode", + "BV Subgraph Divider", + "BV Subgraph Heading", + "BV Subgraph Spacer" + ], + { + "title_aux": "BV Node Pack" + } + ], + "https://github.com/BlakeOne/ComfyUI-CustomScheduler": [ + [ + "CustomScheduler" + ], + { + "title_aux": "ComfyUI CustomScheduler" + } + ], + "https://github.com/BlakeOne/ComfyUI-SchedulerMixer": [ + [ + "SchedulerMixer" + ], + { + "title_aux": "ComfyUI SchedulerMixer" + } + ], + "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb": [ + [ + "BNK_AddCLIPSDXLParams", + "BNK_AddCLIPSDXLRParams", + "BNK_CLIPTextEncodeAdvanced", + "BNK_CLIPTextEncodeSDXLAdvanced" + ], + { + "title_aux": "Advanced CLIP Text Encode" + } + ], + "https://github.com/BlenderNeko/ComfyUI_Cutoff": [ + [ + "BNK_CutoffBasePrompt", + "BNK_CutoffRegionsToConditioning", + "BNK_CutoffRegionsToConditioning_ADV", + "BNK_CutoffSetRegions" + ], + { + "title_aux": "ComfyUI Cutoff" + } + ], + "https://github.com/BlenderNeko/ComfyUI_Noise": [ + [ + "BNK_GetSigma", + "BNK_InjectNoise", + "BNK_NoisyLatentImage", + "BNK_SlerpLatent", + "BNK_Unsampler" + ], + { + "title_aux": "ComfyUI Noise" + } + ], + "https://github.com/BlenderNeko/ComfyUI_SeeCoder": [ + [ + "ConcatConditioning", + "SEECoderImageEncode" + ], + { + "title_aux": "SeeCoder [WIP]" + } + ], + "https://github.com/BlenderNeko/ComfyUI_TiledKSampler": [ + [ + "BNK_TiledKSampler", + "BNK_TiledKSamplerAdvanced" + ], + { + "title_aux": "Tiled sampling for ComfyUI" + } + ], + "https://github.com/BlueprintCoding/ComfyUI_AIDocsClinicalTools": [ + [ + "Multi Float", + "Multi Int", + "Multi Text", + "MultiFloatNodeAID", + "MultiInt", + "MultiText" + ], + { + "title_aux": "The AI Doctors Clinical Tools" + } + ], + "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8": [ + [ + "INT8DynamicLoraLoader", + "INT8DynamicLoraStack", + "INT8LoraLoader", + "INT8LoraLoaderStack", + "OTUNetLoaderW8A8" + ], + { + "title_aux": "ComfyUI-Flux2-INT8" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-BasicOllama": [ + [ + "BasicOllama" + ], + { + "title_aux": "ComfyUI-BasicOllama" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-Calculator": [ + [ + "Calculator" + ], + { + "title_aux": "ComfyUI-Calculator" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-DiaTTS": [ + [ + "DiaGenerate", + "DiaLoader" + ], + { + "title_aux": "ComfyUI-DiaTTS" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-KyutaiTTS": [ + [ + "KyutaiTTS" + ], + { + "title_aux": "ComfyUI-KyutaiTTS" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-TLBVFI": [ + [ + "TLBVFI_VFI" + ], + { + "title_aux": "ComfyUI-TLBVFI" + } + ], + "https://github.com/Boba-svg/ComfyUI-PromptSwitch": [ + [ + "PromptSwitch" + ], + { + "title_aux": "ComfyUI-PromptSwitch" + } + ], + "https://github.com/BobsBlazed/Bobs-Lora-Loader": [ + [ + "BobsLoraLoaderFlux", + "BobsLoraLoaderSdxl" + ], + { + "title_aux": "Bobs_LoRA_Loader" + } + ], + "https://github.com/BobsBlazed/Bobs_Latent_Optimizer": [ + [ + "Bobs-Advanced-Latent-Optimizer", + "Bobs-Latent-Optimizer", + "BobsLatentNode", + "BobsLatentNodeAdvanced" + ], + { + "title_aux": "Bobs_Latent_Optimizer" + } + ], + "https://github.com/BoyuanJiang/FitDiT-ComfyUI": [ + [ + "FitDiTLoader", + "FitDiTMaskGenerator", + "FitDiTTryOn" + ], + { + "title_aux": "FitDiT[official] - High-fidelity Virtual Try-on" + } + ], + "https://github.com/Braeden90000/comfyui-load-image-url": [ + [ + "LoadImageFileOrURL" + ], + { + "title_aux": "ComfyUI Load Image URL" + } + ], + "https://github.com/Brekel/ComfyUI-Brekel": [ + [ + "BrekelAutoPromptGenerator", + "BrekelEnhancePrompt", + "BrekelLoadImage", + "BrekelPromptChooser", + "BrekelResolutionSelector" + ], + { + "title_aux": "ComfyUI-Brekel" + } + ], + "https://github.com/Bria-AI/ComfyUI-BRIA-API": [ + [ + "AttributionByImageNode", + "BriaEraser", + "BriaGenFill", + "BriaMultiImageSelect", + "BriaTailoredGen", + "FIBOEditNode", + "FIBOEditStructuredInstructionNode", + "GenerateImageLiteNodeV2", + "GenerateImageNodeV2", + "GenerateStructuredPromptLiteNodeV2", + "GenerateStructuredPromptNodeV2", + "ImageEnhanceNode", + "ImageExpansionNode", + "LoadVideoFramesNode", + "PreviewVideoURLNode", + "RefineImageLiteNodeV2", + "RefineImageNodeV2", + "ReimagineNode", + "RemoveForegroundNode", + "RemoveVideoBackgroundNode", + "ReplaceBgNode", + "RmbgNode", + "ShotByImageAutomatic", + "ShotByImageAutomaticAspectRatio", + "ShotByImageCustomCoordinates", + "ShotByImageManualPadding", + "ShotByImageManualPlacement", + "ShotByImageOriginal", + "ShotByTextAutomatic", + "ShotByTextAutomaticAspectRatio", + "ShotByTextCustomCoordinates", + "ShotByTextManualPadding", + "ShotByTextManualPlacement", + "ShotByTextOriginal", + "TailoredModelInfoNode", + "TailoredPortraitNode", + "Text2ImageBaseNode", + "Text2ImageFastNode", + "Text2ImageHDNode", + "VideoEraseElementsNode", + "VideoIncreaseResolutionNode", + "VideoMaskByKeyPointsNode", + "VideoMaskByPromptNode", + "VideoSolidColorBackgroundNode" + ], + { + "title_aux": "BRIA AI API nodes" + } + ], + "https://github.com/BuffMcBigHuge/ComfyUI-Google-AI-Studio": [ + [ + "GoogleAIStudioImageGen", + "GoogleAIStudioMultiSpeakerTTS", + "GoogleAIStudioTTS", + "GoogleAIStudioTextGen" + ], + { + "title_aux": "ComfyUI-Google-AI-Studio" + } + ], + "https://github.com/BuffMcBigHuge/ComfyUI-Zonos": [ + [ + "ZonosEmotion", + "ZonosGenerate" + ], + { + "title_aux": "ComfyUI-Zonos" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BETA-Cropnodes": [ + [ + "BETACrop", + "BETASceneDetect", + "BETAStitch", + "IndexedLoRALoader_BETA", + "LoadTextFromIndex", + "SaveAudioAdvanced_BETA", + "SelectSharpestFrames", + "SharpestFrameClipper", + "TextLineCount", + "WANResolutionCalculator" + ], + { + "title_aux": "ComfyUI-BETA-Cropnodes" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BETA-Helpernodes": [ + [ + "BETACrop", + "BETASceneDetect", + "BETAStitch", + "IndexedLoRALoader_BETA", + "LoadTextFromIndex", + "SaveAudioAdvanced_BETA", + "SelectSharpestFrames", + "SharpestFrameClipper", + "TextLineCount", + "WANResolutionCalculator" + ], + { + "title_aux": "ComfyUI-BETA-Helpernodes" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BS-Textchop": [ + [ + "BSTextChop" + ], + { + "title_aux": "ComfyUI-BS-Textchop" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BS_Kokoro-onnx": [ + [ + "Kokoro TTS" + ], + { + "title_aux": "ComfyUI-BS_Kokoro-onnx" + } + ], + "https://github.com/Bzbaozi/ComfyUI-YK-Banana2-Batch": [ + [ + "YKNanoBananaProNode" + ], + { + "title_aux": "ComfyUI-YK-Banana2-Batch" + } + ], + "https://github.com/CC-BryanOttho/ComfyUI_API_Manager": [ + [ + "APIRequestNode", + "PostImageToAPI", + "TextPromptCombinerNode" + ], + { + "title_aux": "ComfyUI_API_Manager" + } + ], + "https://github.com/CC-SUN6/ccsun_node": [ + [ + "Image Editing", + "Single Image", + "resize to 8", + "several images" + ], + { + "title_aux": "ccsun_node" + } + ], + "https://github.com/CHAOSEA/ComfyUI_FaceAlignPaste": [ + [ + "FaceAlignDouble", + "FaceAlignSingle", + "FaceAutoFitDouble", + "FaceAutoFitSingle", + "GenderRecognitionNode", + "ImageRotateCHAOS", + "PromptSelectorDoubleCHAOS", + "PromptSelectorSingleCHAOS" + ], + { + "title_aux": "ComfyUI_FaceAlignPaste" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY": [ + [ + "CreateKeyframes_HY", + "FramePackBucketResize_HY", + "FramePackDiffusersSampler_HY", + "LoadFramePackDiffusersPipeline_HY" + ], + { + "title_aux": "ComfyUI-FramePack-HY" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Free-GPU": [ + [ + "FreeGPUMemory" + ], + { + "title_aux": "ComfyUI-Free-GPU" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-GPT-API": [ + [ + "GPT-ImageGenerator" + ], + { + "title_aux": "ComfyUI-GPT-API" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Gemini-API": [ + [ + "Google-Gemini" + ], + { + "title_aux": "ComfyUI-Gemini-API" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-ImageCompositionCy": [ + [ + "CombineImageAlpha", + "ImageCompositor", + "LoadImageAlpha" + ], + { + "title_aux": "ComfyUI-ImageCompositionCy" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-InpaintEasy": [ + [ + "CropByMask", + "ImageAndMaskResizeNode", + "ImageCropMerge", + "InpaintEasyModel" + ], + { + "title_aux": "ComfyUI-InpaintEasy" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Janus-Pro": [ + [ + "JanusImageGeneration", + "JanusImageUnderstanding", + "JanusModelLoader" + ], + { + "title_aux": "ComfyUI-Janus-Pro" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-Plus": [ + [ + "MiniCPM3_4B", + "MiniCPM3_4B_GPTQ_Int4", + "MiniCPM_V_2_6", + "MiniCPM_V_2_6_Int4", + "TextDisplay" + ], + { + "author": "CY-CHENYUE", + "description": "Custom nodes for MiniCPM language models in ComfyUI", + "nickname": "MiniCPM-Plus", + "title": "MiniCPM-Plus", + "title_aux": "ComfyUI-MiniCPM-Plus" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-o": [ + [ + "Load MiniCPM Model", + "MiniCPM Image Chat", + "MiniCPMImageAnalyzer" + ], + { + "title_aux": "ComfyUI-MiniCPM-o" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Molmo": [ + [ + "Molmo7BDbnb" + ], + { + "title_aux": "ComfyUI-Molmo" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-OmniGenX": [ + [ + "LoadOmniGen" + ], + { + "title_aux": "ComfyUI-OmniGenX" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Redux-Prompt": [ + [ + "ReduxPromptStyler" + ], + { + "title_aux": "ComfyUI-Redux-Prompt" + } + ], + "https://github.com/CYBERLOOM-INC/ComfyUI-nodes-hnmr": [ + [ + "CLIPIter", + "Dict2Model", + "GridImage", + "ImageBlend2", + "KSamplerOverrided", + "KSamplerSetting", + "KSamplerXYZ", + "LatentToHist", + "LatentToImage", + "ModelIter", + "RandomLatentImage", + "SaveStateDict", + "SaveText", + "StateDictLoader", + "StateDictMerger", + "StateDictMergerBlockWeighted", + "StateDictMergerBlockWeightedMulti", + "VAEDecodeBatched", + "VAEEncodeBatched", + "VAEIter" + ], + { + "title_aux": "ComfyUI-nodes-hnmr" + } + ], + "https://github.com/CallMe1101/ComfyUI_OmniAvatar": [ + [ + "OmniAvatar All-in-One (14B)" + ], + { + "title_aux": "ComfyUI_OmniAvatar" + } + ], + "https://github.com/Candlehead/Candlehead-Comfy-Nodez": [ + [ + "AspectToRes", + "ImageInfo", + "StyleChooser", + "TextProcessor" + ], + { + "title_aux": "Candlehead-Comfy-Nodez" + } + ], + "https://github.com/Carasibana/ComfyUI-PolyMask": [ + [ + "PolyMaskNode", + "PolyMaskNodeMulti" + ], + { + "title_aux": "ComfyUI-PolyMask" + } + ], + "https://github.com/Chan-0312/ComfyUI-EasyDeforum": [ + [ + "Easy2DDeforum" + ], + { + "title_aux": "ComfyUI-EasyDeforum" + } + ], + "https://github.com/Chan-0312/ComfyUI-IPAnimate": [ + [ + "IPAdapterAnimate" + ], + { + "title_aux": "ComfyUI-IPAnimate" + } + ], + "https://github.com/Chan-0312/ComfyUI-Prompt-Preview": [ + [ + "SDXLPromptStylerAdvancedPreview", + "SDXLPromptStylerPreview" + ], + { + "title_aux": "ComfyUI-Prompt-Preview" + } + ], + "https://github.com/ChangeTheConstants/SeedVarianceEnhancer": [ + [ + "SeedVarianceEnhancer" + ], + { + "title_aux": "SeedVarianceEnhancer" + } + ], + "https://github.com/ChaosHL/Marvelous-Box-Comfyui": [ + [ + "MarvelousBox", + "MarvelousText", + "Multi Lora Loader" + ], + { + "title_aux": "Marvelous-Box-Comfyui" + } + ], + "https://github.com/Chaoses-Ib/ComfyUI_Ib_CustomNodes": [ + [ + "ImageToPIL", + "LoadImageFromPath", + "LoadImageFromPathEnhanced", + "PILToImage", + "PILToMask" + ], + { + "title_aux": "ComfyUI_Ib_CustomNodes" + } + ], + "https://github.com/Charlweed/image_transceiver": [ + [ + "ImageTransceiver" + ], + { + "title_aux": "ImageTransceiver - ComfyUI" + } + ], + "https://github.com/Charonartist/comfyui-auto-lora-v2": [ + [ + "AutoLoRANode", + "LoRABrowserNode", + "LoRAManagerNode" + ], + { + "title_aux": "ComfyUI Auto LoRA" + } + ], + "https://github.com/Charonartist/comfyui-last-frame-extractor": [ + [ + "LastFrameExtractorNode" + ], + { + "title_aux": "comfyui-last-frame-extractor" + } + ], + "https://github.com/Charonartist/comfyui-lmstudio-conversation": [ + [ + "LMStudioConversation", + "LMStudioConversationClear", + "LMStudioTextGen" + ], + { + "title_aux": "comfyui-lmstudio-conversation" + } + ], + "https://github.com/Charonartist/comfyui-smart-resize-node": [ + [ + "SmartResizeNode" + ], + { + "title_aux": "ComfyUI Smart Resize Node" + } + ], + "https://github.com/Charonartist/comfyui-tag-remover": [ + [ + "TagRemoverNode" + ], + { + "title_aux": "ComfyUI Tag Remover" + } + ], + "https://github.com/CheNing233/ComfyUI_Image_Pin": [ + [ + "ImagePin" + ], + { + "title_aux": "ComfyUI_Image_Pin" + } + ], + "https://github.com/ChenDarYen/ComfyUI-NAG": [ + [ + "KSamplerWithNAG", + "KSamplerWithNAG (Advanced)", + "NAGCFGGuider", + "NAGGuider", + "SamplerCustomWithNAG" + ], + { + "title_aux": "ComfyUI-NAG" + } + ], + "https://github.com/ChenDarYen/ComfyUI-TimestepShiftModel": [ + [ + "Timestep Shift Model" + ], + { + "title_aux": "ComfyUI-TimestepShiftModel" + } + ], + "https://github.com/Chengym2023/ComfyUI-DeepSeek_Online": [ + [ + "DeepSeekOnline", + "SiliconCloud" + ], + { + "title_aux": "ComfyUI-DeepSeek_Online" + } + ], + "https://github.com/ChrisColeTech/ComfyUI-Elegant-Resource-Monitor": [ + [ + "Resource Monitor" + ], + { + "title_aux": "ComfyUI-Elegant-Resource-Monitor" + } + ], + "https://github.com/ChrisColeTech/ComfyUI-Line-counter": [ + [ + "Directory File Counter", + "Simple Number Counter", + "Text File Line Counter", + "Text File Line Reader" + ], + { + "title_aux": "ComfyUI-Line-counter" + } + ], + "https://github.com/Chrisvenator/ComfyUI-Painting-by-colors-generator": [ + [ + "EnhancedPaintByNumbersNode", + "HexStackNode", + "NumbersOverlayAdvancedNode", + "NumbersOverlayNode", + "PaintByNumbersNode", + "PaintByNumbersPaletteNode", + "PaintByNumbersTemplateNode" + ], + { + "title_aux": "painting-by-colors-generator" + } + ], + "https://github.com/ClownsharkBatwing/RES4LYF": [ + [ + "AdvancedNoise", + "Base64ToConditioning", + "BongSampler", + "CLIPTextEncodeFluxUnguided", + "ClownGuide_AdaIN_MMDiT_Beta", + "ClownGuide_AttnInj_MMDiT_Beta", + "ClownGuide_Beta", + "ClownGuide_FrequencySeparation", + "ClownGuide_Mean_Beta", + "ClownGuide_StyleNorm_Advanced_HiDream", + "ClownGuide_Style_Beta", + "ClownGuide_Style_EdgeWidth", + "ClownGuide_Style_TileSize", + "ClownGuidesAB_Beta", + "ClownGuides_Beta", + "ClownGuides_Sync", + "ClownGuides_Sync_Advanced", + "ClownInpaint", + "ClownInpaintSimple", + "ClownModelLoader", + "ClownOptions_Automation_Beta", + "ClownOptions_Combine", + "ClownOptions_Cycles_Beta", + "ClownOptions_DetailBoost_Beta", + "ClownOptions_ExtraOptions_Beta", + "ClownOptions_FlowGuide", + "ClownOptions_FrameWeights", + "ClownOptions_Frameweights", + "ClownOptions_ImplicitSteps_Beta", + "ClownOptions_Momentum_Beta", + "ClownOptions_SDE_Beta", + "ClownOptions_SDE_Mask_Beta", + "ClownOptions_SDE_Noise", + "ClownOptions_SigmaScaling_Beta", + "ClownOptions_StepSize_Beta", + "ClownOptions_SwapSampler_Beta", + "ClownOptions_Tile_Advanced_Beta", + "ClownOptions_Tile_Beta", + "ClownRegionalConditioning", + "ClownRegionalConditioning2", + "ClownRegionalConditioning3", + "ClownRegionalConditioning_AB", + "ClownRegionalConditioning_ABC", + "ClownRegionalConditionings", + "ClownSampler", + "ClownSamplerAdvanced", + "ClownSamplerAdvanced_Beta", + "ClownSamplerSelector_Beta", + "ClownSampler_Beta", + "ClownScheduler", + "ClownStyle_Attn_MMDiT", + "ClownStyle_Attn_UNet", + "ClownStyle_Block_MMDiT", + "ClownStyle_Block_UNet", + "ClownStyle_Boost", + "ClownStyle_MMDiT", + "ClownStyle_ResBlock_UNet", + "ClownStyle_SpatialBlock_UNet", + "ClownStyle_TransformerBlock_UNet", + "ClownStyle_UNet", + "ClownpileModelWanVideo", + "ClownsharKSampler", + "ClownsharKSamplerAutomation", + "ClownsharKSamplerAutomation_Advanced", + "ClownsharKSamplerGuide", + "ClownsharKSamplerGuides", + "ClownsharKSamplerOptions", + "ClownsharKSampler_Beta", + "ClownsharkChainsampler_Beta", + "Conditioning Recast FP64", + "ConditioningAdd", + "ConditioningAverageScheduler", + "ConditioningBatch4", + "ConditioningBatch8", + "ConditioningDownsample (T5)", + "ConditioningMultiply", + "ConditioningOrthoCollin", + "ConditioningToBase64", + "ConditioningTruncate", + "ConditioningZeroAndTruncate", + "Constant Scheduler", + "CrossAttn_EraseReplace_HiDream", + "EmptyLatentImage64", + "EmptyLatentImageCustom", + "Film Grain", + "FluxGuidanceDisable", + "FluxLoader", + "FluxOrthoCFGPatcher", + "Frame Select", + "Frame Select Latent", + "Frame Select Latent Raw", + "Frames Concat", + "Frames Concat Latent", + "Frames Concat Latent Raw", + "Frames Concat Masks", + "Frames Latent ReverseOrder", + "Frames Masks Uninterpolate", + "Frames Masks ZeroOut", + "Frames Slice", + "Frames Slice Latent", + "Frames Slice Latent Raw", + "Frequency Separation Hard Light", + "Frequency Separation Hard Light LAB", + "Frequency Separation Linear Light", + "Image Channels LAB", + "Image Crop Location Exact", + "Image Gaussian Blur", + "Image Get Color Swatches", + "Image Grain Add", + "Image Median Blur", + "Image Pair Split", + "Image Repeat Tile To Size", + "Image Sharpen FS", + "Latent Batcher", + "Latent Channels From To", + "Latent Clear State Info", + "Latent Display State Info", + "Latent Get Channel Means", + "Latent Match Channelwise", + "Latent Normalize Channels", + "Latent Replace State Info", + "Latent Transfer State Info", + "Latent TrimVideo State Info", + "Latent to Cuda", + "Latent to RawX", + "LatentBatch_channels", + "LatentBatch_channels_16", + "LatentNoiseBatch_fractal", + "LatentNoiseBatch_gaussian", + "LatentNoiseBatch_gaussian_channels", + "LatentNoiseBatch_perlin", + "LatentNoiseList", + "LatentNoised", + "LatentPhaseMagnitude", + "LatentPhaseMagnitudeMultiply", + "LatentPhaseMagnitudeOffset", + "LatentPhaseMagnitudePower", + "LatentUpscaleWithVAE", + "LayerPatcher", + "Legacy_ClownSampler", + "Legacy_ClownsharKSampler", + "Legacy_ClownsharKSamplerGuides", + "Legacy_SharkSampler", + "Linear Quadratic Advanced", + "Mask Bounding Box Aspect Ratio", + "Mask Sketch", + "MaskEdge", + "MaskFloatToBoolean", + "MaskToggle", + "Masks From Color Swatches", + "Masks From Colors", + "Masks Unpack 16", + "Masks Unpack 4", + "Masks Unpack 8", + "ModelSamplingAdvanced", + "ModelSamplingAdvancedResolution", + "ModelTimestepPatcher", + "PrepForUnsampling", + "ReAuraPatcher", + "ReAuraPatcherAdvanced", + "ReChromaPatcher", + "ReChromaPatcherAdvanced", + "ReFluxPatcher", + "ReFluxPatcherAdvanced", + "ReHiDreamPatcher", + "ReHiDreamPatcherAdvanced", + "ReLTXVPatcher", + "ReLTXVPatcherAdvanced", + "ReReduxPatcher", + "ReSD35Patcher", + "ReSD35PatcherAdvanced", + "ReSDPatcher", + "ReWanPatcher", + "ReWanPatcherAdvanced", + "SD35Loader", + "SamplerOptions_GarbageCollection", + "SamplerOptions_TimestepScaling", + "SeedGenerator", + "Set Precision", + "Set Precision Advanced", + "Set Precision Universal", + "SetImageSize", + "SetImageSizeWithScale", + "SharkChainsampler_Beta", + "SharkOptions_Beta", + "SharkOptions_GuideCond_Beta", + "SharkOptions_GuideConds_Beta", + "SharkOptions_GuiderInput", + "SharkOptions_StartStep_Beta", + "SharkOptions_UltraCascade_Latent_Beta", + "SharkSampler", + "SharkSamplerAdvanced_Beta", + "SharkSampler_Beta", + "Sigmas Abs", + "Sigmas AdaptiveNoiseFloor", + "Sigmas AdaptiveStep", + "Sigmas Add", + "Sigmas Append", + "Sigmas ArcCosine", + "Sigmas ArcSine", + "Sigmas ArcTangent", + "Sigmas Attractor", + "Sigmas CNFInverse", + "Sigmas CatmullRom", + "Sigmas Chaos", + "Sigmas Cleanup", + "Sigmas CollatzIteration", + "Sigmas Concat", + "Sigmas ConwaySequence", + "Sigmas Count", + "Sigmas CrossProduct", + "Sigmas DeleteBelowFloor", + "Sigmas DeleteDuplicates", + "Sigmas DotProduct", + "Sigmas Easing", + "Sigmas Fmod", + "Sigmas Frac", + "Sigmas From Text", + "Sigmas GammaBeta", + "Sigmas Gaussian", + "Sigmas GaussianCDF", + "Sigmas GilbreathSequence", + "Sigmas HarmonicDecay", + "Sigmas Hyperbolic", + "Sigmas If", + "Sigmas InvLerp", + "Sigmas Iteration Karras", + "Sigmas Iteration Polyexp", + "Sigmas KernelSmooth", + "Sigmas LambertW", + "Sigmas LangevinDynamics", + "Sigmas Lerp", + "Sigmas LinearSine", + "Sigmas Logarithm2", + "Sigmas Math1", + "Sigmas Math3", + "Sigmas Modulus", + "Sigmas Mult", + "Sigmas Noise Inversion", + "Sigmas NormalizingFlows", + "Sigmas Pad", + "Sigmas Percentile", + "Sigmas PersistentHomology", + "Sigmas Power", + "Sigmas QuantileNorm", + "Sigmas Quotient", + "Sigmas ReactionDiffusion", + "Sigmas Recast", + "Sigmas Resample", + "Sigmas Rescale", + "Sigmas RiemannianFlow", + "Sigmas SetFloor", + "Sigmas Sigmoid", + "Sigmas SmoothStep", + "Sigmas Split", + "Sigmas Split Value", + "Sigmas SquareRoot", + "Sigmas Start", + "Sigmas StepwiseMultirate", + "Sigmas TimeStep", + "Sigmas Truncate", + "Sigmas Unpad", + "Sigmas Variance Floor", + "Sigmas ZetaEta", + "Sigmas2 Add", + "Sigmas2 Mult", + "SigmasPreview", + "SigmasSchedulePreview", + "StableCascade_StageB_Conditioning64", + "StableCascade_StageC_VAEEncode_Exact", + "StyleModelApplyStyle", + "Tan Scheduler", + "Tan Scheduler 2", + "Tan Scheduler 2 Simple", + "TemporalCrossAttnMask", + "TemporalMaskGenerator", + "TemporalSplitAttnMask", + "TemporalSplitAttnMask (Midframe)", + "TextBox1", + "TextBox2", + "TextBox3", + "TextBoxConcatenate", + "TextConcatenate", + "TextLoadFile", + "TextShuffle", + "TextShuffleAndTruncate", + "TextTruncateTokens", + "TorchCompileModelAura", + "TorchCompileModelFluxAdv", + "TorchCompileModelSD35", + "TorchCompileModels", + "UNetSave", + "UltraSharkSampler", + "UltraSharkSampler Tiled", + "VAEEncodeAdvanced", + "VAEStyleTransferLatent" + ], + { + "title_aux": "RES4LYF" + } + ], + "https://github.com/Clybius/ComfyUI-ClybsChromaNodes": [ + [ + "ClybGuidance", + "InverseSquaredScheduler", + "PrintSigmas", + "SamplerClyb_BDF" + ], + { + "title_aux": "ComfyUI-ClybsChromaNodes" + } + ], + "https://github.com/Clybius/ComfyUI-Extra-Samplers": [ + [ + "GeometricCFGGuider", + "ImageAssistedCFGGuider", + "MegaCFGGuider", + "SamplerCLYB_4M_SDE_Momentumized", + "SamplerCustomModelMixtureDuo", + "SamplerCustomNoise", + "SamplerCustomNoiseDuo", + "SamplerDPMPP_3M_SDE_DynETA", + "SamplerDPMPP_DualSDE_Momentumized", + "SamplerEulerAncestralDancing_Experimental", + "SamplerLCMCustom", + "SamplerRES_Momentumized", + "SamplerSupreme", + "SamplerTTM", + "ScaledCFGGuider", + "SimpleExponentialScheduler", + "WarmupDecayCFGGuider" + ], + { + "title_aux": "ComfyUI Extra Samplers" + } + ], + "https://github.com/Clybius/ComfyUI-Latent-Modifiers": [ + [ + "Latent Diffusion Mega Modifier" + ], + { + "title_aux": "ComfyUI-Latent-Modifiers" + } + ], + "https://github.com/CoiiChan/ComfyUI-Depth-Visualization-Advanced": [ + [ + "DepthViewerAndQuilts" + ], + { + "title_aux": "ComfyUI-Depth-Visualization-advanced" + } + ], + "https://github.com/CoiiChan/ComfyUI-FuncAsTexture-CoiiNode": [ + [ + "Add", + "Ceil", + "Chroma_Key_Alpha", + "Clamp", + "Contant3Vector", + "CustomScriptNumpy", + "DDX", + "Desaturation", + "Distance", + "Divided", + "Dot", + "HueShift", + "InverseUVMapGenerator", + "Lerp", + "Max", + "Min", + "Multiply", + "Oneminus", + "Outline", + "Panner", + "Power", + "Rotator", + "Sine", + "Subtraction", + "TextureSampler", + "UVCoordinateGen", + "ifFunction" + ], + { + "title_aux": "ComfyUI-FuncAsTexture-CoiiNode" + } + ], + "https://github.com/CoiiChan/comfyui-every-person-seg-coii": [ + [ + "EveryPersonSegDetail", + "EveryPersonSegSimple" + ], + { + "title_aux": "comfyui-every-person-seg-coii" + } + ], + "https://github.com/Comfy-Org/NIMnodes": [ + [ + "Get_HFToken", + "InstallNIMNode", + "LoadNIMNode", + "NIMFLUXNode" + ], + { + "title_aux": "NVIDIA FLUX NIM" + } + ], + "https://github.com/ComfyAssets/ComfyUI-KikoStats": [ + [ + "ResourceMonitor" + ], + { + "title_aux": "ComfyUI-KikoStats" + } + ], + "https://github.com/ComfyAssets/ComfyUI-KikoTools": [ + [ + "BatchPrompts", + "DisplayAny", + "DisplayText", + "EmptyLatentBatch", + "FluxSamplerParams", + "GeminiPrompt", + "GlifConsistencyDecoder", + "GlifPatchConsistencyDecoderTiled", + "GlifVariable", + "HFHubEmbeddingLoader", + "HFHubLoraLoader", + "ImageScaleDownBy", + "ImageToMultipleOf", + "KikoFilmGrain", + "KikoLocalImageLoader", + "KikoModelDownloader", + "KikoPurgeVRAM", + "KikoSaveImage", + "KikoWorkflowTimer", + "LoRAFolderBatch", + "PlotParameters+", + "ResolutionCalculator", + "SDXLAspectRatio", + "SamplerCombo", + "SamplerComboCompact", + "SamplerSelectHelper", + "SchedulerSelectHelper", + "SeedHistory", + "TextEncodeSamplerParams", + "TextInput", + "WidthHeightSelector", + "WidthHeightToVec2" + ], + { + "title_aux": "ComfyUI-KikoTools" + } + ], + "https://github.com/ComfyAssets/ComfyUI_PromptManager": [ + [ + "PromptManager", + "PromptManagerText", + "PromptSearchList" + ], + { + "title_aux": "ComfyUI_PromptManager" + } + ], + "https://github.com/ComfyAssets/ComfyUI_Selectors": [ + [ + "HeightNode", + "SamplerSelector", + "SchedulerSelector", + "SeedHistory", + "WidthHeightNode", + "WidthNode" + ], + { + "title_aux": "ComfyUI_Selectors" + } + ], + "https://github.com/ComfyUI-JH/ComfyUI-JH-Misc-Nodes": [ + [ + "JHDaisyChainableStringConstantNode", + "JHPreviewImage", + "JHThreeWaySwitchNode", + "JHTwoWaySwitchNode" + ], + { + "title_aux": "JH Misc. Nodes" + } + ], + "https://github.com/ComfyUI-JH/ComfyUI-JH-XMP-Metadata-Nodes": [ + [ + "JHFormatMetadataNode", + "JHGetWidgetValueFloatNode", + "JHGetWidgetValueIntNode", + "JHGetWidgetValueStringNode", + "JHLoadImageWithXMPMetadataNode", + "JHPathToStemNode", + "JHSaveImageWithXMPMetadata" + ], + { + "title_aux": "JH XMP Metadata Nodes" + } + ], + "https://github.com/ComfyUI-WanVideoWrapper/QQ.copied": [ + [ + "ImageBlend_GPU", + "ImageRadialZoomBlur_GPU", + "LoraExtractKJv2", + "PowerLoraLoaderV2", + "VideoMergeABC", + "WanScaleAB", + "WanVideoCacheSamples", + "WanVideoCacheVideos", + "WanVideoEmptyEmbeds_v2", + "WanVideoFlowmapDistortion", + "WanVideoImageToVideoEncode_v2", + "WanVideoMotionToFlowmap", + "WanVideoPowerLoraLoader" + ], + {} + ], + "https://github.com/ComfyUI/Base64_IO": [ + [ + "AnyToBase64", + "Base64ToAny", + "Base64ToConditioning", + "Base64ToLatent" + ], + {} + ], + "https://github.com/ComfyUI/Eagleshadow": [ + [ + "Batch 12 Images", + "Batch12Images", + "Detect Transparency", + "DetectTransparency", + "Fix Checkpoint Name", + "FixCheckpointName", + "ImageLinearGammaCompositeMasked", + "KSampler Same Noise", + "MaskGlow", + "OffsetImage", + "Round Float to String", + "RoundFloat2String", + "SaveImageToFolder", + "Select ControlNet", + "Select Model 20", + "SelectControlNet", + "SelectModel20", + "Simple Load Image Batch", + "SimpleLoadImageBatch" + ], + {} + ], + "https://github.com/ComfyUI/RH_Qwen-Image": [ + [ + "QwenImageModelLoader", + "RH_QwenImageGenerator", + "RH_QwenImagePromptEnhancer" + ], + {} + ], + "https://github.com/ComfyUI/ResolutionSelector": [ + [ + "ResolutionSelector" + ], + {} + ], + "https://github.com/ComfyUI/SequentialGroupController": [ + [ + "SequentialGroupController", + "SequentialGroupControllerV2" + ], + {} + ], + "https://github.com/ComfyUI/subjectselector": [ + [ + "ComfyUI_subjectselector" + ], + {} + ], + "https://github.com/ComplexRobot/ComfyUI-Simple-VFI": [ + [ + "Simple_Frame_Interpolation" + ], + { + "title_aux": "ComfyUI-Simple-VFI" + } + ], + "https://github.com/Conor-Collins/ComfyUI-CoCoTools_IO": [ + [ + "ColorspaceNode", + "CryptomatteLayer", + "ImageLoader", + "LoadExr", + "LoadExrLayerByName", + "LoadExrSequence", + "SaverNode", + "ZNormalizeNode" + ], + { + "title_aux": "ComfyUI-CoCoTools_IO" + } + ], + "https://github.com/ConstantlyGrowup/ComfyUI_Qwen_chat_models": [ + [ + "qwen_VL_model", + "qwen_chat_model" + ], + { + "title_aux": "ComfyUI_Qwen_chat_models" + } + ], + "https://github.com/CoreyCorza/ComfyUI-CRZnodes": [ + [ + "CRZBooleanToggle", + "CRZCompare", + "CRZCustomDropdown", + "CRZDashboardNode", + "CRZDropdown", + "CRZExecuteBlock", + "CRZExecuteSwitch", + "CRZFloatSlider", + "CRZFloatToInt", + "CRZImageSelector", + "CRZIntToFloat", + "CRZIntegerSlider", + "CRZLabel", + "CRZMapDropdown", + "CRZPassthrough", + "CRZStringNode", + "CRZSwitch" + ], + { + "title_aux": "ComfyUI-CRZnodes" + } + ], + "https://github.com/Cornmeister/ComfyUI-CornmeisterNL-PowerPack": [ + [ + "CornmeisterNL_PowerDiffusionModelLoader", + "CornmeisterNL_PowerLoraConfigurator", + "CornmeisterNL_PowerLoraSelector", + "CornmeisterNL_PowerPromptBuilder", + "CornmeisterNL_PowerRes", + "CornmeisterNL_PowerSaveImage", + "CornmeisterNL_PowerTextConcat" + ], + { + "title_aux": "CornmeisterNL PowerPack" + } + ], + "https://github.com/CosmicLaca/ComfyUI_Primere_Nodes": [ + [ + "DebugToFile", + "PrimereAestheticCKPTScorer", + "PrimereAnyDetailer", + "PrimereAnyOutput", + "PrimereCKPT", + "PrimereCKPTLoader", + "PrimereCLIPEncoder", + "PrimereClearNetworkTagsPrompt", + "PrimereConceptDataTuple", + "PrimereDiTPurifyPrompt", + "PrimereDynamicParser", + "PrimereEmbedding", + "PrimereEmbeddingHandler", + "PrimereEmbeddingKeywordMerger", + "PrimereEmotionsStyles", + "PrimereFaceAnalyzer", + "PrimereFastSeed", + "PrimereHypernetwork", + "PrimereImageSegments", + "PrimereImgToPrompt", + "PrimereKSampler", + "PrimereLLMEnhancer", + "PrimereLLMEnhancerOptions", + "PrimereLORA", + "PrimereLYCORIS", + "PrimereLatentNoise", + "PrimereLensStyles", + "PrimereLoraKeywordMerger", + "PrimereLoraStackMerger", + "PrimereLycorisKeywordMerger", + "PrimereLycorisStackMerger", + "PrimereMetaCollector", + "PrimereMetaDistributor", + "PrimereMetaDistributorStage2", + "PrimereMetaHandler", + "PrimereMetaSave", + "PrimereMetaTupleCollector", + "PrimereMidjourneyStyles", + "PrimereModelConceptSelector", + "PrimereModelKeyword", + "PrimereMultiImage", + "PrimereNetworkDataCollector", + "PrimereNetworkTagLoader", + "PrimerePreviewImage", + "PrimerePrompt", + "PrimerePromptOrganizer", + "PrimerePromptOrganizerCSV", + "PrimerePromptSwitch", + "PrimereRefinerPrompt", + "PrimereResolution", + "PrimereResolutionCoordinatorMPX", + "PrimereResolutionMultiplierMPX", + "PrimereSamplersSteps", + "PrimereSeed", + "PrimereStyleLoader", + "PrimereStylePile", + "PrimereTextOutput", + "PrimereUpscaleModel", + "PrimereVAE", + "PrimereVAELoader", + "PrimereVisualCKPT", + "PrimereVisualEmbedding", + "PrimereVisualHypernetwork", + "PrimereVisualLORA", + "PrimereVisualLYCORIS", + "PrimereVisualPromptOrganizerCSV", + "PrimereVisualStyle" + ], + { + "title_aux": "Primere nodes for ComfyUI" + } + ], + "https://github.com/CpreForEver/CFE_comfyui": [ + [ + "CFE Aspect Ratio", + "CFE FLUX Guidance", + "CFE FLUX Sampler", + "CFE FLUX Sampler (Pipe)", + "CFE Flux In Pipe", + "CFE Flux Out Pipe", + "CFE Lora Params", + "CFE Scheduler", + "CFE Sigma Sampler", + "CFE Sigma Sampler Strings", + "CFE_Aspect_Ratio", + "CFE_FLUX_Pipe_Sampler", + "CFE_FLUX_Sampler", + "CFE_Flux_Guidance", + "CFE_Flux_In_Pipe", + "CFE_Flux_Out_Pipe", + "CFE_Lora_Params", + "CFE_Scheduler", + "CFE_Sigma_Sampler_Strings", + "CFE_Sigma_Scheduler" + ], + { + "title_aux": "CFE_comfyui" + } + ], + "https://github.com/CraftBlack/ComfyUI-Resolution-Divider": [ + [ + "ResolutionDividerNode" + ], + { + "title_aux": "ComfyUI-Resolution-Divider" + } + ], + "https://github.com/CrateTools/comfyui-preview-video-monitor": [ + [ + "PreviewVideoMonitorPro" + ], + { + "title_aux": "Preview Video Monitor Pro" + } + ], + "https://github.com/Creditas-labs/ComfyUI_Adforge": [ + [ + "LoadVideoGCS", + "VertexVeoExtendVideoNode", + "VertexVeoFirstLastFrameToVideoNode", + "VertexVeoImageToVideoNode", + "VertexVeoInsertContentNode", + "VertexVeoRemoveContentNode", + "VertexVeoTextToVideoNode", + "VertexVeoVideoToVideoNode", + "VertexVeoVideoWithReferenceNode" + ], + { + "title_aux": "ComfyUI_Adforge" + } + ], + "https://github.com/Creeper-MZ/comfyui_nai_api": [ + [ + "NovelAI", + "NovelAI_Declutter_Preprocessor", + "NovelAI_Lineart_Processor", + "NovelAI_Prompt", + "NovelAI_Sketch_Processor", + "NovelAI_VIBE" + ], + { + "title_aux": "comfyui_nai_api" + } + ], + "https://github.com/Creepybits/ComfyUI-Creepy_nodes": [ + [ + "ArtAnalyst", + "AudioKeywordExtractor", + "CLIPSwitch", + "Categorizer", + "CharacterSelect (Creepybits)", + "CharacterVault", + "CollectAndDistributeText", + "Coloring", + "ConditionalLoRAApplierCreepybits", + "CreepyDirector'sSlate", + "CustomNodeManager", + "DelayNode", + "DelayTextNode", + "DynamicClipswitch", + "DynamicConditioning", + "DynamicDelayText", + "DynamicImageSwitch", + "DynamicLatentSwitch", + "DynamicModelswitch", + "DynamicStartIndex (Creepybits)", + "DynamicVAESwitch", + "EmptyFolderCleaner", + "EvaluaterNode", + "FallbackTextSwitch", + "FileSorterNode", + "FilterImages", + "GeminiAPICreepybits", + "GeminiAudioAnalyzer", + "IMGToIMGConditioning", + "ImageFormatConverter", + "KeywordExtractor", + "LoadBatchFromDir", + "LoadBatchImagesDir", + "LoadLatentFromPath", + "LoadLatentFromPathCreepy", + "LoraDBBuilder", + "LoraTriggerLookup", + "MasterKey", + "MediaMigratorNode", + "Modelswitch", + "PeopleEvaluationNode", + "QWENPrompt", + "QwenAspectRatioCreepy", + "RandomAudioSegment", + "RandomGreekMyth", + "RandomScripture", + "SanitizeFilename", + "SaveRawLatent", + "SaveRawLatentCreepy", + "SceneDirector", + "SummaryWriter", + "SystemPromp", + "Textswitch", + "TriggerNextWorkflow", + "VAESwitch", + "WanPrompter", + "WorldWeaverPrompt" + ], + { + "title_aux": "ComfyUI-Creepy_nodes" + } + ], + "https://github.com/Creepybits/ComfyUI-Save_To_GDrive": [ + [ + "SaveImageToGoogleDrive" + ], + { + "title_aux": "Save Image To Google Drive" + } + ], + "https://github.com/Creepybits/ComfyUI-Save_To_OneDrive": [ + [ + "SaveImageToOneDrive_CreepyBits" + ], + { + "title_aux": "Comfyui-Save_To_OneDrive" + } + ], + "https://github.com/Creepybits/World_weaver": [ + [ + "WW_CharacterSelect", + "WW_CharacterVault", + "WW_ConditionalLoRAApplierCreepybits", + "WW_DelayTextNode", + "WW_GeminiAPI", + "WW_MasterKey", + "WW_QwenAspectRatioCreepy", + "WW_SceneDirector", + "WW_WorldWeaverPrompt" + ], + { + "title_aux": "world weaver" + } + ], + "https://github.com/Cryptyox/anaglyphTool-Comfyui": [ + [ + "AnaglyphTool", + "CrossEyeTool", + "StereogramTool" + ], + { + "author": "Timon", + "description": "Provides CUDA GPU accelerated nodes for creating 3D images (Anaglyph, Cross-Eye, Stereogram).", + "nickname": "StereoTools", + "title": "Stereo Tools (CUDA)", + "title_aux": "anaglyphTool-Comfyui" + } + ], + "https://github.com/Curt-Park/human-parser-comfyui-node-in-pure-python": [ + [ + "Cozy Human Parser ATR", + "Cozy Human Parser LIP", + "Cozy Human Parser Pascal" + ], + { + "title_aux": "Cozy Human Parser in pure Python" + } + ], + "https://github.com/CyanAutumn/ComfyUi_Random_Manage_Cyan": [ + [ + "Random Prompt Cyan", + "Remove Prompt Cyan" + ], + { + "title_aux": "ComfyUi Random Manage Cyan" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI-Image-Vector": [ + [ + "Vector" + ], + { + "title_aux": "ComfyUI-Image-Vector" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI-MoneyMaker": [ + [ + "Black and white", + "Image Judgment", + "Image Resize MM", + "ImageMinusMask", + "Light or Dark", + "Load Random Images", + "Mask Preprocess Morphology", + "Mask To Gray", + "Number", + "PhotoShop Transfer", + "SomethingShow", + "TensorShow" + ], + { + "title_aux": "ComfyUI-Yuan" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI_Auto_Caption": [ + [ + "Auto Caption", + "Auto_Caption2", + "ExtraOptionsSet", + "Joy Model load", + "Joy_Model2_load", + "LoadManyImages" + ], + { + "title_aux": "ComfyUI_Auto_Caption" + } + ], + "https://github.com/Cyberschorsch/ComfyUI-checkpoint-config-loader": [ + [ + "Checkpoint Loader Config" + ], + { + "title_aux": "ComfyUI Checkpoint Loader Config" + } + ], + "https://github.com/CypherNaught-0x/ComfyUI_resolution_presets": [ + [ + "ResolutionPresets", + "ResolutionPresetsAdvanced" + ], + { + "title_aux": "ComfyUI_resolution_presets" + } + ], + "https://github.com/Cyrostar/Artha-Gemini": [ + [ + "Gemini Backdrop", + "Gemini Body", + "Gemini Camera", + "Gemini Cloth", + "Gemini Compose", + "Gemini Condense", + "Gemini Face", + "Gemini Form", + "Gemini Imagen", + "Gemini Instruct", + "Gemini Light", + "Gemini Makeup", + "Gemini Markdown", + "Gemini Motion", + "Gemini Operation", + "Gemini Portrait", + "Gemini Prompter", + "Gemini Question", + "Gemini Response", + "Gemini Scenery", + "Gemini Speech", + "Gemini Style", + "Gemini Subject", + "Gemini Translate", + "Gemini Vision" + ], + { + "title_aux": "Artha-Gemini" + } + ], + "https://github.com/Cyrostar/Artha-Projekt": [ + [ + "Project Pause", + "Project Prefix", + "Project Seed", + "Project Setup" + ], + { + "title_aux": "Artha-Projekt" + } + ], + "https://github.com/Cyrostar/ComfyUI-Artha-Nodes": [ + [ + "ArthaFlowPause", + "ArthaGeminiBody", + "ArthaGeminiCamera", + "ArthaGeminiCloth", + "ArthaGeminiCompose", + "ArthaGeminiCondense", + "ArthaGeminiFace", + "ArthaGeminiForm", + "ArthaGeminiImagen", + "ArthaGeminiInstruct", + "ArthaGeminiLight", + "ArthaGeminiMakeup", + "ArthaGeminiMarkdown", + "ArthaGeminiMotion", + "ArthaGeminiOperation", + "ArthaGeminiPortrait", + "ArthaGeminiPrompter", + "ArthaGeminiQuestion", + "ArthaGeminiResponse", + "ArthaGeminiScenery", + "ArthaGeminiSpeech", + "ArthaGeminiStyle", + "ArthaGeminiSubject", + "ArthaGeminiTranslate", + "ArthaGeminiVision", + "ArthaImageColorMatch", + "ArthaImagePreview", + "ArthaImageSave", + "ArthaImageTransform", + "ArthaInputSelector", + "ArthaLogicBasic", + "ArthaLogicCompare", + "ArthaLogicGate", + "ArthaLogicPassthru", + "ArthaLogicPrint", + "ArthaMathF2I", + "ArthaMathFloat", + "ArthaMathI2F", + "ArthaMathInteger", + "ArthaMathNumber", + "ArthaMathOperation", + "ArthaMathRandom", + "ArthaProjectPrefix", + "ArthaProjectSeed", + "ArthaProjectSetup" + ], + { + "title_aux": "ComfyUI-Artha-Nodes" + } + ], + "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer": [ + [ + "AttentionOptimizer" + ], + { + "title_aux": "ComfyUI-Attention-Optimizer" + } + ], + "https://github.com/DJ-Tribefull/Comfyui_FOCUS_nodes": [ + [ + "Control Pipe (Focus Nodes)", + "FOCUS Upscale (Focus Nodes)", + "Global Seed Controller (Focus Nodes)", + "KSampler Settings (Focus Nodes)", + "Model Unloader (Focus Nodes)", + "Prompt Box (Focus Nodes)", + "SDXL All-In-One (Focus Nodes)", + "SDXL Control Module (Focus Nodes)", + "SDXL Preprocess (Focus Nodes)", + "Style Injector (Focus Nodes)", + "Style Selector (Focus Nodes)", + "Text Display (Focus Nodes)", + "Wildcard Processor (Focus Nodes)" + ], + { + "title_aux": "Comfyui FOCUS nodes" + } + ], + "https://github.com/DN2048/dn_little_helpers": [ + [ + "DNLHBooleanToOther", + "DNLHIsGroupActive" + ], + { + "title_aux": "dn_little_helpers" + } + ], + "https://github.com/DaLongZhuaZi/ComfyUI-Gemini-Prompt-Studio": [ + [ + "GeminiPromptStudio_T2I_I2V" + ], + { + "title_aux": "ComfyUI-Gemini-Prompt-Studio" + } + ], + "https://github.com/DanPli/ComfyUI-Flux2LatentPresets": [ + [ + "Flux2EmptyLatentPresets" + ], + { + "title_aux": "ComfyUI-Flux2LatentPresets" + } + ], + "https://github.com/Danand/ComfyUI-ComfyCouple": [ + [ + "Attention couple", + "Comfy Couple" + ], + { + "author": "Rei D.", + "description": "If you want to draw two different characters together without blending their features, so you could try to check out this custom node.", + "nickname": "Danand", + "title": "Comfy Couple", + "title_aux": "Comfy Couple" + } + ], + "https://github.com/DanielHabib/ComfyUI-Voxels": [ + [ + "ImageBatchToImageList", + "MaskBatchToMaskList", + "MeshToVoxel", + "VoxelBlockLoader", + "VoxelBlockSaver", + "VoxelBlocksIntoVoxelVideo", + "VoxelVideoAPIInputNode", + "VoxelVideoLoader", + "VoxelVideoPreview", + "VoxelVideoViewer", + "VoxelViewer", + "VoxelizeMesh" + ], + { + "title_aux": "ComfyUI-Voxels" + } + ], + "https://github.com/DanielPFlorian/ComfyUI-WorkflowGenerator": [ + [ + "NodeValidator", + "WG_Pipeline", + "WG_UpdateNodeCatalog", + "WorkflowBuilder", + "WorkflowGenerator" + ], + { + "title_aux": "ComfyUI-WorkflowGenerator" + } + ], + "https://github.com/DaniilVdovin/ComfyUI-prompt-templating": [ + [ + "PromptTemplateGetManyRandomTemplates", + "PromptTemplateJson", + "PromptTemplateJsonConstructor", + "PromptTemplateKeyValue" + ], + { + "title_aux": "ComfyUI Prompt Template" + } + ], + "https://github.com/DanrisiUA/ComfyUI-ZImage-LoRA-Merger": [ + [ + "ZImageLoRAMergeToSingle", + "ZImageLoRAMerger", + "ZImageLoRAStack", + "ZImageLoRAStackApply", + "ZImageLoRATrueMerge" + ], + { + "title_aux": "ComfyUI-ZImage-LoRA-Merger" + } + ], + "https://github.com/Daohoi123/ComfyUI-Gemini3": [ + [ + "Gemini3ProImageNode" + ], + { + "title_aux": "ComfyUI-Gemini3" + } + ], + "https://github.com/DareFail/ComfyUI-Roboflow": [ + [ + "CustomWorkflow_1image", + "LabelEmotions", + "RemoveBackground" + ], + { + "title_aux": "ComfyUI-Roboflow" + } + ], + "https://github.com/DarioFT/ComfyUI-VideoDirCombiner": [ + [ + "VideoDirCombiner" + ], + { + "title_aux": "ComfyUI-VideoDirCombiner" + } + ], + "https://github.com/DataCTE/prompt_injection": [ + [ + "AdvancedPromptInjection", + "AdvancedSD15PromptInjection", + "PromptInjection", + "SD15PromptInjection", + "SimplePromptInjection", + "SimpleSD15PromptInjection" + ], + { + "title_aux": "Prompt Injection Node for ComfyUI" + } + ], + "https://github.com/DavidPiazza/network_bending": [ + [ + "InvertedPruning", + "LatentFormatConverter", + "ModelMixer", + "NetworkBending", + "NetworkBendingAdvanced", + "VAEChannelManipulator", + "VAELatentBending", + "VAEMixer", + "VAENetworkBending" + ], + { + "title_aux": "Network Bending for ComfyUI" + } + ], + "https://github.com/Daxamur/DaxNodes": [ + [ + "DaxGetStringByIndex", + "DaxStringSplitter", + "FaceFrameDetector", + "ResolutionPickerFLF2V", + "ResolutionPickerI2V", + "ResolutionPickerT2V", + "RuntimeGenerationLengthSet", + "TrimBatch", + "VideoColorCorrectV3", + "VideoPreview", + "VideoSave", + "VideoSegmentCombinerV2", + "VideoSegmentSaverV2", + "VideoSegmentStateLoader", + "VideoStreamRIFEVFI", + "VideoStreamUpscaler", + "WANResolutionPicker" + ], + { + "title_aux": "DaxNodes" + } + ], + "https://github.com/Dayuppy/ComfyUI-DiscordWebhook": [ + [ + "DiscordPostViaWebhook", + "DiscordSetWebhook", + "Set Discord Webhook", + "Use Discord Webhook" + ], + { + "author": "Dayuppy", + "description": "A very simple Discord webhook integration node for ComfyUI that lets you post images and text.", + "nickname": "DiscordWebhook", + "title": "Discord Webhook", + "title_aux": "Discord Webhook" + } + ], + "https://github.com/DazzleNodes/ComfyUI-Smart-Resolution-Calc": [ + [ + "SmartResolutionCalc" + ], + { + "title_aux": "Smart Resolution Calculator" + } + ], + "https://github.com/DazzleNodes/DazzleNodes": [ + [ + "FitMaskToImage", + "JDC_AutoContrast", + "JDC_BlendImages", + "JDC_BrownNoise", + "JDC_Contrast", + "JDC_EqualizeGrey", + "JDC_GaussianBlur", + "JDC_GreyNoise", + "JDC_Greyscale", + "JDC_ImageLoader", + "JDC_ImageLoaderMeta", + "JDC_OmniNoise", + "JDC_PinkNoise", + "JDC_Plasma", + "JDC_PlasmaSampler", + "JDC_PowerImage", + "JDC_RandNoise", + "JDC_ResizeFactor", + "PreviewBridgeExtended", + "SmartResolutionCalc" + ], + { + "author": "djdarcy", + "description": "Collection of productivity custom nodes for ComfyUI workflows", + "nickname": "DazzleNodes", + "title": "DazzleNodes", + "title_aux": "DazzleNodes Collection" + } + ], + "https://github.com/DazzleNodes/fit-mask-to-image": [ + [ + "FitMaskToImage" + ], + { + "title_aux": "ComfyUI Fit Mask to Image" + } + ], + "https://github.com/De-Zoomer/ComfyUI-DeZoomer-Nodes": [ + [ + "CaptionRefinement", + "VideoCaptioning" + ], + { + "title_aux": "ComfyUI-DeZoomer-Nodes" + } + ], + "https://github.com/DeJoker/pipeline-parallel-comfy": [ + [ + "PipelineParallel" + ], + { + "title_aux": "Pipeline Parallel ComfyUI" + } + ], + "https://github.com/Deathspike/ComfyUI-MyOriginalWaifu": [ + [ + "MyOriginalWaifu", + "MyOriginalWaifuCLIP" + ], + { + "title_aux": "ComfyUI-MyOriginalWaifu" + } + ], + "https://github.com/DebugPadawan/DebugPadawans-ComfyUI-Essentials": [ + [ + "DebugPadawan_ConditionalString", + "DebugPadawan_DebugPrint", + "DebugPadawan_ListInfo", + "DebugPadawan_TextJoiner", + "DebugPadawan_TextSplitter", + "DebugPadawan_TextToJSON", + "DebugPadawan_WaitNode" + ], + { + "title_aux": "DebugPadawan's ComfyUI Essentials" + } + ], + "https://github.com/DecartAI/Lucy-Edit-ComfyUI": [ + [ + "LucyConditionConcatNode", + "LucyEditProAPINode" + ], + { + "title_aux": "Lucy-Edit-ComfyUI" + } + ], + "https://github.com/DeemosTech/ComfyUI-Rodin": [ + [ + "LoadRodinAPIKEY", + "Rodin3D_bbox_controlnet", + "mRodin3D_Detail", + "mRodin3D_Gen2", + "mRodin3D_Regular", + "mRodin3D_Sketch", + "mRodin3D_Smooth" + ], + { + "title_aux": "ComfyUI-Rodin" + } + ], + "https://github.com/Deep-Neko/ComfyUI_ascii_art": [ + [ + "AsciiGenerator" + ], + { + "author": "DeepNeko ", + "title_aux": "ascii-art-comfyui" + } + ], + "https://github.com/Dehypnotic/comfyui-aspect-ratio-advanced": [ + [ + "AspectRatioAdvanced" + ], + { + "title_aux": "AspectRatioAdvanced" + } + ], + "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes": [ + [ + "SaveAudioMP3Dehypnotic", + "SaveImagesDehypnotic", + "SaveVideoDehypnotic" + ], + { + "title_aux": "Dehypnotic Save nodes" + } + ], + "https://github.com/Dehypnotic/comfyui-numbered-text": [ + [ + "NumberedText" + ], + { + "title_aux": "NumberedText" + } + ], + "https://github.com/Dehypnotic/comfyui-range-to-string": [ + [ + "RangeToString" + ], + { + "title_aux": "RangeToString" + } + ], + "https://github.com/DemonAlone/SimpeStringGenerator_ComfyUI": [ + [ + "AnyAdapterNode", + "AnyConcatNode", + "CheckpointSelectorNode", + "ClipSkipSliderNode", + "DA_Base_KSampler", + "DA_Enhanced_KSampler", + "DiffusionModelGeneratorNode", + "DiffusionModelSelectorNode", + "ImageResizeNode", + "LORASelectorNode", + "LoadImageWithMetadataNode", + "MaskDebugNode", + "ModelGeneratorNode", + "OptionalCondMergeNode", + "PonyPrefixesNode", + "ResizeInterpolationControlNode", + "ResizeMethodControl", + "ResizeMethodControlNode", + "SamplerGeneratorNode", + "ScaleImageAspectNode", + "SchedulerGeneratorNode", + "ShiftSliderNode", + "StringToFloatNode", + "StringToIntNode", + "TextConcatNode", + "TextEncoderGeneratorNode", + "TextEncoderSelectorNode", + "VAEGeneratorNode", + "VAESelectorNode", + "\u0421heckpointSelectorNode" + ], + { + "title_aux": "SimpeStringGenerator_ComfyUI" + } + ], + "https://github.com/DemonNCoding/PromptGenerator12Columns": [ + [ + "PromptGenerator12Columns_Empty", + "PromptGenerator12Columns_Prefilled", + "PromptGenerator12Columns_PrefilledNSFW" + ], + { + "title_aux": "PromptGenerator 12-Columns" + } + ], + "https://github.com/DenRakEiw/ComfyUI-nearest-qwen-resolution": [ + [ + "NearestQwenResolution" + ], + { + "title_aux": "ComfyUI-nearest-qwen-resolution" + } + ], + "https://github.com/DenRakEiw/Latent_Nodes": [ + [ + "LatentColorMatch", + "LatentColorMatchSimple", + "LatentImageAdjust" + ], + { + "title_aux": "ComfyUI Latent Color Tools" + } + ], + "https://github.com/DenRakEiw/WAN_NN_Latent_Upscale": [ + [ + "UniversalNNLatentUpscale" + ], + { + "title_aux": "Universal NN Latent Upscaler for ComfyUI" + } + ], + "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes": [ + [], + { + "author": "Derfuu", + "description": "Pack of simple (or not) and modded nodes for scaling images/latents, editing numbers or text. Automate calculations depending on image sizes or any other thing you want. Or randomize any number in your workflow. Debug node included.", + "nickname": "Derfuu simple/modded Nodes", + "nodename_pattern": "^DF_", + "title": "Derfuu simple/modded Nodes", + "title_aux": "Derfuu_ComfyUI_ModdedNodes" + } + ], + "https://github.com/DesertPixelAi/ComfyUI-DP-Ideogram-Character": [ + [ + "DP_IdeogramCharacter" + ], + { + "title_aux": "ComfyUI DP Ideogram Character Node" + } + ], + "https://github.com/DesertPixelAi/ComfyUI-Desert-Pixel-Nodes": [ + [ + "DP 10 Images Switch Or Batch", + "DP 10 String Switch Or Connect", + "DP 2 String Switch", + "DP 3 Images Switch Or Batch", + "DP 3 String Switch Or Connect", + "DP 5 Find And Replace", + "DP 5 Image And Mask Switch", + "DP 5 Images Switch Or Batch", + "DP 5 String Switch Or Connect", + "DP Add Background To Png", + "DP Add Weight To String Sdxl", + "DP Advanced Sampler", + "DP Advanced Weight String Sdxl", + "DP Animation Calculator 10 Inputs", + "DP Animation Calculator 5 Inputs", + "DP Art Style Generator", + "DP Aspect Ratio Picker", + "DP Big Letters", + "DP Broken Token", + "DP Clean Prompt", + "DP Clean Prompt Travel", + "DP Condition Switch", + "DP ControlNet Apply Advanced", + "DP Crazy Prompt Mixer", + "DP Create Json File", + "DP Custom Aspect Ratio", + "DP Diff Int 8step Selector", + "DP Draggable Floats 1", + "DP Draggable Floats 2", + "DP Draggable Floats 3", + "DP Draggable Int 1step", + "DP Draggable Int 4step", + "DP Draggable Int 8step", + "DP Extract Mask", + "DP Fast Slow Motion", + "DP Five Lora", + "DP Five Lora Random", + "DP Float Stepper", + "DP Get Seed From Image", + "DP IF Int Condition", + "DP Image And String Pairs Switch", + "DP Image Color Analyzer", + "DP Image Color Analyzer Small", + "DP Image Color Effect", + "DP Image Effect Processor", + "DP Image Effect Processor Small", + "DP Image Empty Latent Switch Flux", + "DP Image Empty Latent Switch SDXL", + "DP Image Grid To Image", + "DP Image Slice To Grid", + "DP Image Slide Show", + "DP Image Strip", + "DP Image To Pixelgrid", + "DP Int 0 1000", + "DP Latent Split", + "DP Line Cycler", + "DP Load Checkpoint With Info", + "DP Load Controlnet Model With Name", + "DP Load Dual CLIP With Info", + "DP Load Image Effects", + "DP Load Image Effects Small", + "DP Load Image Folder", + "DP Load Image Minimal", + "DP Load Image V2", + "DP Load Image With Seed", + "DP Load UNET With Info", + "DP Logo Animator", + "DP Lora Random Strength Controller", + "DP Lora Strength Controller", + "DP Mask Settings", + "DP Place Image", + "DP Prompt Inverter", + "DP Prompt Manager Small", + "DP Prompt Mode Controller", + "DP Prompt Styler", + "DP Prompt Token Compressor", + "DP Prompt Travel Prompt", + "DP Quick Model Link", + "DP Random Character", + "DP Random Crazy Prompt Generator", + "DP Random Logo Style Generator", + "DP Random Min Max", + "DP Random Mode Controller", + "DP Random Mode Switch", + "DP Random Psychedelic Punk Generator", + "DP Random Superhero Prompt Generator", + "DP Random Vehicle Generator", + "DP Resize Image And Mask", + "DP Sampler With Info", + "DP Save Image V2", + "DP Save Preview Image", + "DP Stitch 2 Images", + "DP String Text", + "DP String Text With Sdxl Weight", + "DP Strip Edge Masks", + "DP Switch Controller", + "DP Text Preview", + "DP Transition Frames Selector", + "DP Versatile Prompt Subjects Generator", + "DP Video Effect Receiver", + "DP Video Effect Sender", + "DP Video Flicker", + "DP Video Looper", + "DP Video Transition", + "DP Words", + "DP_Crazy_Prompt_Mixer", + "DP_Float_Stepper", + "DP_Image_To_Pixelgrid", + "DP_Prompt_Inverter" + ], + { + "title_aux": "ComfyUI-Desert-Pixel-Nodes" + } + ], + "https://github.com/DesertPixelAi/comfyui-dp-them-styler": [ + [ + "DP_Add_Logo_Banner", + "DP_Advanced_Sampler_Modified", + "DP_Dynamic_Random_Styler", + "DP_Gender_Age_Detector" + ], + { + "title_aux": "ComfyUI DP Dynamic Random Styler" + } + ], + "https://github.com/DevDuckFace/KsamplerDF": [ + [ + "KsamplerDF" + ], + { + "title_aux": "KsamplerDF" + } + ], + "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS": [ + [ + "CascadeDetectorAdvanced" + ], + { + "title_aux": "ComfyUI-Impact-BIGdetector-BBOX-SEGS" + } + ], + "https://github.com/DiaoDaiaChan/ComfyUI_API_Request": [ + [ + "Character_Prompt_Select", + "NovelAI_Request", + "NovelAI_Request_Payload", + "SDWebUI_Request", + "SDWebUI_Request_Payload", + "SDWebUI_Request_PayloadExtend" + ], + { + "title_aux": "Comfyui SDAPI Request / NovelAI" + } + ], + "https://github.com/DiffusionLight/DiffusionLight-ComfyUI": [ + [ + "DiffusionLightBall2Envmap", + "DiffusionLightChromeballMask", + "DiffusionLightExposure2HDR", + "DiffusionLightExposureBracket", + "DiffusionLightPadBlackBorder", + "DiffusionLightPercentileToPixelValueTonemap", + "DiffusionLightSaveHDR" + ], + { + "title_aux": "DiffusionLight-ComfyUI" + } + ], + "https://github.com/Diohim/ComfyUI-Unusual-Tools": [ + [ + "AdjustCrop", + "AutoImageResize", + "BatchLoadLatentImage", + "BatchSaveLatentImage", + "FillMaskWithColor" + ], + { + "title_aux": "ComfyUI Unusual Tools" + } + ], + "https://github.com/Dobidop/ComfyStereo": [ + [ + "NativeStereoImageViewer", + "NativeStereoVideoViewer", + "NativeVRStatus", + "StereoDiffusion", + "StereoImageNode" + ], + { + "title_aux": "Dobidop ComfyStereo" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-BEN": [ + [ + "BackgroundEraseNetwork" + ], + { + "title_aux": "ComfyUI BEN - Background Erase Network" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-MediaMixer": [ + [ + "FinalFrameSelector", + "FirstFrameSelector", + "PromptJournal", + "ReverseFrameSequence", + "VideoMerge", + "YouTubeVideoDownloader" + ], + { + "title_aux": "MediaMixer" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-Schedulizer": [ + [ + "prompt_schedule_converter", + "whisper_node" + ], + { + "title_aux": "Schedulizer" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-SnakeOil": [ + [ + "NegativeLoRALoader" + ], + { + "title_aux": "ComfyUI-SnakeOil" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-basic-pitch": [ + [ + "AudioToMidi", + "SaveMidi" + ], + { + "title_aux": "ComfyUI-basic-pitch" + } + ], + "https://github.com/Dontdrunk/ComfyUI-DD-Nodes": [ + [ + "DD-AdvancedFusion", + "DD-AspectRatioSelector", + "DD-ConditionSwitcher", + "DD-DimensionCalculator", + "DD-ImageSizeLimiter", + "DD-ImageSplitter", + "DD-ImageStroke", + "DD-ImageToVideo", + "DD-ImageUniformSize", + "DD-LatentSwitcher", + "DD-MaskUniformSize", + "DD-ModelOptimizer", + "DD-ModelSwitcher", + "DD-QwenMTTranslator", + "DD-SimpleLatent", + "DD-TxtFileMerger", + "DD-VideoFrameExtractor" + ], + { + "title_aux": "ComfyUI-DD-Nodes" + } + ], + "https://github.com/DrMWeigand/ComfyUI-StereoVision": [ + [ + "AutostereogramGenerator", + "StereoCrafterInpainter", + "StereoscopicGenerator", + "StereoscopicGeneratorMax", + "StereoscopicGeneratorPro" + ], + { + "title_aux": "StereoVision Plugin for ComfyUI" + } + ], + "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection": [ + [ + "ColorDetection", + "LABColorDetection", + "RGBColorDetection" + ], + { + "title_aux": "ComfyUI Color Detection Nodes" + } + ], + "https://github.com/DrStone71/ComfyUI-Prompt-Translator": [ + [ + "AT_CLIPTextTranslate", + "AT_CLIPTextTranslateAdvanced", + "AT_CombineConditioning", + "AT_ConditionalTranslate", + "AT_LanguagePackageManager", + "AT_PromptTextTranslate", + "AT_TextTranslate", + "AT_UniversalTextTranslate", + "CLIP Text Encode (Translate)", + "CLIP Text Translate Advanced", + "Combine Conditioning", + "Conditional Translate", + "Language Package Manager", + "Prompt Text (Translate)", + "Text Translate", + "Universal Text Translate" + ], + { + "title_aux": "ComfyUI-Prompt-Translator" + } + ], + "https://github.com/DraconicDragon/ComfyUI-RyuuNoodles": [ + [ + "Ryuu_CleanStringAdvanced", + "Ryuu_ColorMatch", + "Ryuu_ExtractAndSaveLora", + "Ryuu_FallbackPassthrough", + "Ryuu_FallbackSwitchAny", + "Ryuu_FallbackSwitchImage", + "Ryuu_FallbackSwitchLatent", + "Ryuu_FloatPlain", + "Ryuu_FloatPlainLarger", + "Ryuu_FloatSlider", + "Ryuu_IntSlider", + "Ryuu_IsMultipleOf", + "Ryuu_ScaleToMultiple", + "Ryuu_ScaleToMultipleAdvanced", + "Ryuu_ScaleToMultipleLatentSizePicker", + "Ryuu_TextEncoderDiffCheck", + "Ryuu_TokenCountTextBox", + "Ryuu_WaitNode" + ], + { + "title_aux": "ComfyUI-RyuuNoodles" + } + ], + "https://github.com/DraconicDragon/ComfyUI-Venice-API": [ + [ + "CharCountTextBox", + "GenerateImage_VENICE", + "GenerateSpeech_VENICE", + "GenerateTextAdvanced_VENICE", + "GenerateTextVeniceParameters_VENICE", + "GenerateText_VENICE", + "I2IEnhanceUpscale_VENICE" + ], + { + "title_aux": "ComfyUI-Venice-API" + } + ], + "https://github.com/Draek2077/comfyui-draekz-nodez": [ + [ + "Draekz Flux Resolutions", + "Draekz JoyCaption", + "Draekz Resolution Multiply", + "Draekz Resolutions By Ratio", + "DraekzJsonGetValue", + "DraekzLLMOptions", + "DraekzLLMPrompt", + "DraekzLoraLoader", + "DraekzResolutionMultiply", + "DraekzResolutions", + "DraekzResolutionsByRatio", + "DraekzSeed" + ], + { + "title_aux": "comfyui-draekz-nodez" + } + ], + "https://github.com/DragonDiffusionbyBoyo/BoyoSupercoolWrapper": [ + [ + "BoyoSuperCoolWrapper" + ], + { + "title_aux": "BoyoSupercoolWrapper" + } + ], + "https://github.com/DragonDiffusionbyBoyo/Boyonodes": [ + [ + "BoyoApplyIPAdapterZImage", + "BoyoAssetGrabberAdvanced", + "BoyoAssetGrabberSimple", + "BoyoAudioDurationAnalyzer", + "BoyoAudioEval", + "BoyoAudioPadder", + "BoyoChainBastardLoops", + "BoyoChatterboxTurboGenerate", + "BoyoChatterboxTurboLoader", + "BoyoCompare", + "BoyoExecutionBarrier", + "BoyoForLoopEnd", + "BoyoForLoopStart", + "BoyoFrameCounter", + "BoyoFramePackLoRA", + "BoyoIPAdapterZImageLoader", + "BoyoImageCrop", + "BoyoImageGrab", + "BoyoIncontextSaver", + "BoyoLatentCacheUpdater", + "BoyoLatentPassthrough", + "BoyoLatentSwitch", + "BoyoLoRAConfigInspector", + "BoyoLoRAConfigProcessor", + "BoyoLoRAJSONBuilder", + "BoyoLoRAPairedLoader", + "BoyoLoRAPathForwarder", + "BoyoLoadImageList", + "BoyoLoopCollector", + "BoyoLoopCounter", + "BoyoLoopImageSaver", + "BoyoLoopReset", + "BoyoLorainforsender", + "BoyoMathInt", + "BoyoOverlapSwitch", + "BoyoPainterSVI", + "BoyoPairedImageSaver", + "BoyoPairedSaver", + "BoyoPromptInjector", + "BoyoPromptLoop", + "BoyoQwenVLGrounding", + "BoyoResolutionCalc", + "BoyoSaver", + "BoyoStoryboardJsonParser", + "BoyoStoryboardOutput", + "BoyoStoryboardPrompt", + "BoyoTiledVAEDecode", + "BoyoVACEInjector", + "BoyoVACEViewer", + "BoyoVAEDecode", + "BoyoVideoClipper", + "BoyoVideoCutter", + "BoyoVideoLengthCalculator", + "BoyoVideoPairedSaver", + "BoyoVideoSaver", + "BoyoVision", + "BoyoVoiceEnhancer", + "BoyoWhileLoopEnd", + "BoyoWhileLoopStart", + "Boyolatent", + "MandelbrotVideo" + ], + { + "title_aux": "Boyonodes" + } + ], + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Mixer": [ + [ + "ArrangementEnforcer", + "AudioPostProcessor", + "CompressorNode", + "LimiterNode", + "MasteringEffects" + ], + { + "title_aux": "ComfyUI Mzikart Mixer" + } + ], + "https://github.com/Duanyll/comfyui_functional": [ + [ + "CallClosure", + "CallClosureRemote", + "HighLevelComap", + "HighLevelFold", + "HighLevelMap", + "HighLevelMapIndexed", + "HighLevelNest", + "HighLevelNestWhile", + "HighLevelSelect", + "HighLevelTakeWhile", + "IfCondition", + "Latch", + "LogicalAnd", + "LogicalOr", + "Sleep", + "__CreateClosure__", + "__Deserialize__", + "__FunctionEnd__", + "__FunctionParam__", + "__InspectImpl__", + "__InspectPassthru__", + "__Inspect__", + "__IntermidiateCoroutine__", + "__Reap__", + "__RecoverList__", + "__Serialize__", + "__Sow__" + ], + { + "title_aux": "ComfyUI Functional" + } + ], + "https://github.com/Duanyll/duanyll_nodepack": [ + [ + "AsAny", + "BBoxCrop", + "BBoxImageStitcher", + "BBoxesToImpactPackSegs", + "ChannelIncrementalConstrainedCFGGuiderNode", + "CoverWordsWithRectangles", + "CreateArkClient", + "CreateS3Client", + "DiffusersFluxScheduler", + "DiffusersRandomNoise", + "DownloadImageFromUrl", + "DrawBBox", + "DrawBBoxMask", + "DrawTextInBBox", + "DumpJson", + "ExpandBBoxByRatio", + "FillBBoxWithImage", + "FluxKontextTrue3DPE", + "FluxTextLoraLoader", + "GetTextBBoxWithAnchor", + "HfCheckpointLoader", + "HfClipLoader", + "HfDiffusionModelLoader", + "HfDualClipLoader", + "HfLoraLoader", + "HfLoraLoaderModelOnly", + "HfQuadrupleClipLoader", + "HfTripleClipLoader", + "HfVaeLoader", + "ImageCropFromPadded", + "ImageDifferenceCmap", + "ImageLinstretch", + "ImagePadToResolution", + "InsightFaceSimilarity", + "JsonPathQuery", + "JsonPathQuerySingle", + "JsonPathUpdate", + "LaplacianVariance", + "LlmChatAddMessage", + "LlmChatCompletion", + "LlmClientSetSeed", + "LlmCreateChat", + "LlmCreateClient", + "MaskLinstretch", + "MaskToBBox", + "MergeBBoxes", + "ParseBBoxQwenVL", + "ParseJson5", + "ParseLlmJsonOutput", + "PhotoDoddleConditioning", + "QwenImageClipEnforceBfloat16", + "ReadTextFile", + "SeedEditNode", + "StringFormat", + "TextContainsChinese", + "UploadImageToS3", + "VllmHunyuanImage3Node" + ], + { + "title_aux": "Duanyll Nodepack" + } + ], + "https://github.com/EMkrtchyan/ComfyUI-NormalsToDepth": [ + [ + "DepthMathCombiner", + "FrankotChellappa", + "PoissonReconstruction" + ], + { + "title_aux": "ComfyUI-NormalsToDepth" + } + ], + "https://github.com/Eagle-CN/ComfyUI-Addoor": [ + [ + "AD_AnyFileList", + "AD_BatchImageLoadFromDir", + "AD_CSVPromptStyler", + "AD_CSVReader", + "AD_CSVTranslator", + "AD_DeleteLocalAny", + "AD_FluxTrainStepMath", + "AD_HFDownload", + "AD_ImageDrawRectangleSimple", + "AD_ImageIndexer", + "AD_ImageSaver", + "AD_LoadImageAdvanced", + "AD_PromptReplace", + "AD_TextIndexer", + "AD_TextListToString", + "AD_TextSaver", + "AD_TxtToCSVCombiner", + "AD_ZipSave", + "AD_advanced-padding", + "AD_color-image", + "AD_image-concat", + "AD_image-resize", + "AD_mockup-maker", + "AD_poster-maker", + "AD_prompt-saver", + "ImageCaptioner", + "ImageResize", + "Incrementer \ud83e\udeb4", + "TextAppendNode", + "Width and height for scaling image to ideal resolution \ud83e\udeb4", + "Width and height from aspect ratio \ud83e\udeb4", + "YANC.MultilineString", + "comfyui-easy-padding", + "image concat mask" + ], + { + "author": "ComfyUI Addoor", + "description": "Save prompts to CSV file with customizable naming pattern", + "title": "ComfyUI-PromptSaver", + "title_aux": "ComfyUI-Addoor" + } + ], + "https://github.com/Easymode-ai/ComfyUI-BPT": [ + [ + "TrimeshBPT", + "TrimeshLoad", + "TrimeshPreview", + "TrimeshSave" + ], + { + "title_aux": "ComfyUI-BPT" + } + ], + "https://github.com/Easymode-ai/ComfyUI-FlexPainter": [ + [ + "ContinueFromRGBNode", + "FlexPainter" + ], + { + "title_aux": "FlexPainter ComfyUI Wrapper" + } + ], + "https://github.com/Easymode-ai/ComfyUI-ShadowR": [ + [ + "ShadowRModelLoader", + "ShadowRShadowRemover" + ], + { + "title_aux": "ComfyUI-ShadowR" + } + ], + "https://github.com/EeroHeikkinen/ComfyUI-eesahesNodes": [ + [ + "InstantX Flux Union ControlNet Loader" + ], + { + "author": "eesahe", + "description": "InstantX's Flux union ControlNet loader and implementation", + "nickname": "eesahesNodes", + "title": "eesahe's Nodes", + "title_aux": "ComfyUI-eesahesNodes" + } + ], + "https://github.com/Elaine-chennn/comfyui-overlay-media": [ + [ + "OverlayMediaNode", + "VideoUpload" + ], + { + "title_aux": "ComfyUI Overlay Media Node" + } + ], + "https://github.com/Electrofried/ComfyUI-OpenAINode": [ + [ + "OpenAINode" + ], + { + "title_aux": "OpenAINode" + } + ], + "https://github.com/EllangoK/ComfyUI-post-processing-nodes": [ + [ + "ArithmeticBlend", + "AsciiArt", + "Blend", + "Blur", + "CannyEdgeMask", + "ChromaticAberration", + "ColorCorrect", + "ColorTint", + "Dissolve", + "Dither", + "DodgeAndBurn", + "FilmGrain", + "Glow", + "HSVThresholdMask", + "KMeansQuantize", + "KuwaharaBlur", + "Parabolize", + "PencilSketch", + "PixelSort", + "Pixelize", + "Quantize", + "Sharpen", + "SineWave", + "Solarize", + "Vignette" + ], + { + "title_aux": "ComfyUI-post-processing-nodes" + } + ], + "https://github.com/EmAySee/ComfyUI_EmAySee_CustomNodes": [ + [ + "EmAySee_AnyPassthrough", + "EmAySee_CalculateAspectRatio", + "EmAySee_CheckboxFloatNode", + "EmAySee_ConditionalResize", + "EmAySee_DateTimeStringNode", + "EmAySee_DimensionSwapper", + "EmAySee_DynamicRangeSlider", + "EmAySee_DynamicStringSelectorNode", + "EmAySee_FloatToText", + "EmAySee_GeminiImageGen", + "EmAySee_GetModelPath", + "EmAySee_GreaterThanNode", + "EmAySee_HostPinger", + "EmAySee_ImageGetSize", + "EmAySee_ImagePassthrough", + "EmAySee_ImagePreviewPassthrough", + "EmAySee_IntegerStringSelectorNode", + "EmAySee_IntegerStringSelectorNodeDynamic", + "EmAySee_LLMOutputCleaner", + "EmAySee_LatentSwitch", + "EmAySee_LoRA Metadata Extractor TagDrop", + "EmAySee_LoRAMetadataExtractor", + "EmAySee_LoRAMetadataExtractorTagDrop", + "EmAySee_LoraApplier", + "EmAySee_LoraFilePicker", + "EmAySee_LoraLoaderFromInput", + "EmAySee_LoraNameSelector", + "EmAySee_LoraProcessor", + "EmAySee_LoraSelector", + "EmAySee_LoraStacker20", + "EmAySee_MathExpression", + "EmAySee_MetadataFormatter", + "EmAySee_MultiMaskToBBOX", + "EmAySee_MultiplierNode", + "EmAySee_NineChoiceSelector", + "EmAySee_PadImageForOutpainting", + "EmAySee_ProbabilityStringSelectorNode", + "EmAySee_QwenPixelAligner", + "EmAySee_RandomIntFromList", + "EmAySee_RandomIntegerFromListNode", + "EmAySee_RandomIntegerFromTogglesNode_PremadeLabels", + "EmAySee_RandomLoraLoader", + "EmAySee_RandomStringSelector", + "EmAySee_RandomStringSelectorNode", + "EmAySee_RandomStringSelectorNodeFourChoice", + "EmAySee_RandomStringSelectorNodeThreeChoice", + "EmAySee_RemoveDuplicateCSV", + "EmAySee_RemoveDuplicatesFromString", + "EmAySee_RemoveDuplicatesFromStringV2", + "EmAySee_RemoveWordsFromText", + "EmAySee_RepaintKSampler", + "EmAySee_SaveImage", + "EmAySee_SaveTextToFile", + "EmAySee_StringDetector", + "EmAySee_StringPoseSelectorNode", + "EmAySee_StringTupleInputNode", + "EmAySee_SubmitToOobaboogaAPI", + "EmAySee_SubmitToOobaboogaAPIWithKey", + "EmAySee_SubmitToOobaboogaAPIWithKeyThinker", + "EmAySee_SubmitToOobaboogaAPIWithKey_WithThinkParse", + "EmAySee_SubmitToOobaboogaAPIWithKey_test", + "EmAySee_TagPruner", + "EmAySee_TextCombiner", + "EmAySee_ToggleIntNode", + "EmAySee_VAECompatibleAspectRatioCalculator", + "EmAySee_VarTextReplacer", + "EmAySee_VeryUniqueStringSelectorNode", + "EmAySee_WD14TagFilter", + "f" + ], + { + "title_aux": "ComfyUI_EmAySee_CustomNodes" + } + ], + "https://github.com/Enashka/ComfyUI-nhknodes": [ + [ + "AddHeadroom", + "Bookmark", + "ConditionalRouter", + "ConditionalRouterDual", + "ConditionalSplitter", + "ConditionalStop", + "CyclingSwitch", + "DoubleSwitch", + "DoubleSwitchOut", + "EditWithKrita", + "ExecutionCounter", + "ExtractGridPanel", + "GeminiImageChat", + "ImageEvaluator", + "ImageGridBatch", + "ImageGridComposite", + "ImageLoaderWithPreviews", + "IntervalGate", + "LLMChat", + "ListSelector", + "Load2x2GridSeries", + "Load3x3GridSeries", + "LoadImageSeries", + "LoadImageSeriesWithPrompts", + "OllamaChat", + "PlaySound", + "PreviewImagePassthrough", + "SaveImagePassthrough", + "SimpleTextInput", + "SizePicker", + "TextCombiner", + "TextDisplay", + "TextEncodeFlux2ImageEdit", + "TextTemplate", + "TextTemplateExtended", + "VisualResizer" + ], + { + "title_aux": "ComfyUI-nhknodes" + } + ], + "https://github.com/Enemyx-net/VibeVoice-ComfyUI": [ + [ + "LoadTextFromFileNode", + "VibeVoice Free Memory", + "VibeVoice LoRA", + "VibeVoice Load Text From File", + "VibeVoice Multiple Speakers", + "VibeVoice Single Speaker", + "VibeVoiceFreeMemoryNode", + "VibeVoiceLoRANode", + "VibeVoiceMultipleSpeakersNode", + "VibeVoiceSingleSpeakerNode" + ], + { + "title_aux": "VibeVoice ComfyUI" + } + ], + "https://github.com/Enferlain/ComfyUI-A1111-cond": [ + [ + "A1111Prompt", + "A1111PromptNegative" + ], + { + "title_aux": "ComfyUI-A1111-cond" + } + ], + "https://github.com/EnragedAntelope/ComfyUI-ConstrainResolution": [ + [ + "ConstrainResolution" + ], + { + "title_aux": "ComfyUI-ConstrainResolution" + } + ], + "https://github.com/EnragedAntelope/ComfyUI-EACloudNodes": [ + [ + "GroqNode", + "OpenRouterModels", + "OpenrouterNode" + ], + { + "title_aux": "ComfyUI-EACloudNodes" + } + ], + "https://github.com/EnragedAntelope/ComfyUI_EasyRegion": [ + [ + "EasyRegionMask", + "EasyRegionSimple" + ], + { + "title_aux": "ComfyUI_EasyRegion" + } + ], + "https://github.com/EnragedAntelope/comfy-modelopt": [ + [ + "ModelOptCalibrationHelper", + "ModelOptQuantizeUNet", + "ModelOptSaveQuantized", + "ModelOptUNetLoader" + ], + { + "title_aux": "comfy-modelopt" + } + ], + "https://github.com/EnragedAntelope/comfyui-relight": [ + [ + "ReLight" + ], + { + "title_aux": "ComfyUI-ReLight" + } + ], + "https://github.com/EnragedAntelope/comfyui-sdnq": [ + [ + "SDNQModelQuantizer", + "SDNQSampler" + ], + { + "title_aux": "comfyui-sdnq" + } + ], + "https://github.com/Erehr/ComfyUI-EreNodes": [ + [ + "ErePromptCloud", + "ErePromptFilter", + "ErePromptGallery", + "ErePromptLoraStack", + "ErePromptMultiSelect", + "ErePromptMultiline", + "ErePromptRandomizer", + "ErePromptToggle" + ], + { + "title_aux": "ComfyUI-EreNodes" + } + ], + "https://github.com/EricRollei/AAA_Metadata_System": [ + [ + "AspectRatio2StepLatent", + "CheckpointBatchInfoSetter_v074", + "CheckpointInfoSetter_v074", + "CheckpointInfoViewer_v074", + "CheckpointParamsLoader_v074", + "CheckpointTester_v074", + "ColorNameToRGB_v01", + "ColorSelector", + "CulturalColorPaletteGenerator_v01", + "EnhancedMetadataFilterNode_V2", + "EricCivitaiPromptExtractor", + "EricCivitaiPromptExtractorAutoLoader", + "EricLoadImageExtended", + "EricLoadImageWithLayers", + "EricSaveTrueSVGImage", + "Eric_Color_Palette_Analyzer_v3", + "Eric_Duplicate_Image_Finder_v04", + "Eric_Metadata_Debugger_V2", + "Eric_Metadata_Entry_V2", + "Eric_Metadata_Filter_V2", + "Eric_Metadata_Query_V3", + "Eric_Workflow_Toolkit_v2", + "EricsWordCloudNode", + "FileOrganizer", + "FlattenNestedFiles_v2", + "LoRABatchInfoSetter_v03", + "LoRABulkOperations_v03", + "LoRADatabaseMaintenance_v03", + "LoRADatabaseStats_v03", + "LoRAGalleryDisplay_v03", + "LoRAGalleryWithEdit_v03", + "LoRAInfoSetter_v03", + "LoRAInfoViewer_v03", + "LoRAParamsLoader_v03", + "LoRAQuickFeedback_v03", + "LoRATester_v03", + "MetadataAwareSaveImage_Simple", + "MetadataAwareSaveImage_v099d", + "MetadataConsolidatorNode_V2", + "Multi-LoRA Loader Flux", + "Multi-LoRA Loader Model-Only", + "Multi-LoRA Loader Qwen", + "Multi-LoRA Loader Wan-i2v", + "Multi-LoRA Loader Wan-t2v", + "Multi-LoRA Loader Z-Image", + "Multi-LoRA Loader [PLATFORM_NAME]", + "Multi-LoRA Loader v02", + "MyCustomNode", + "PngInfoDiagnosticV3", + "PngMetadataExtractorV3", + "SmartImageCropper", + "SplitWorkflowExtractorNode_V2", + "TextOverlayNode_v04", + "TriggerWordManager_v03", + "Wan22AspectRatioHelper", + "Wan22_Size_Preset" + ], + { + "nodename_pattern": "^(MetadataAwareSaveImage|Multi_LoRA_Loader|LoadImageLayers)", + "title_aux": "AAA Metadata System" + } + ], + "https://github.com/EricRollei/Comfy_HunyuanImage3": [ + [ + "HunyuanImage3ClearDownstream", + "HunyuanImage3ForceUnload", + "HunyuanImage3FullGPULoader", + "HunyuanImage3FullLoader", + "HunyuanImage3Generate", + "HunyuanImage3GenerateLarge", + "HunyuanImage3GenerateLargeBudget", + "HunyuanImage3GenerateLowVRAM", + "HunyuanImage3GenerateLowVRAMBudget", + "HunyuanImage3GenerateTelemetry", + "HunyuanImage3Int8Loader", + "HunyuanImage3Int8LoaderBudget", + "HunyuanImage3NF4LoaderLowVRAMBudget", + "HunyuanImage3QuantizedLoader", + "HunyuanImage3SoftUnload", + "HunyuanImage3Unload", + "HunyuanPromptRewriter" + ], + { + "title_aux": "Comfy_HunyuanImage3" + } + ], + "https://github.com/EricRollei/Download_Tools": [ + [ + "EricWebFileScraper_v082", + "GalleryDLDownloader", + "YtDlpDownloader" + ], + { + "nodename_pattern": "(Gallery-dl|Yt-dlp|Web.*Scraper)", + "title_aux": "Download Tools for ComfyUI" + } + ], + "https://github.com/EricRollei/Emu35-Comfyui-Nodes": [ + [ + "Emu35ClearCache", + "Emu35EmergencyReset", + "Emu35InterleavedGenerator", + "Emu35Loader", + "Emu35LoaderV2", + "Emu35MemoryManager", + "Emu35OfficialT2I", + "Emu35Sampler", + "Emu35T2ISamplerV2", + "Emu35VQA", + "Emu35VRAMCleanup", + "Emu35X2ISampler" + ], + { + "title_aux": "Emu35-Comfyui-Nodes" + } + ], + "https://github.com/EricRollei/Eric_Image_Processing_Nodes": [ + [ + "AdaptiveFrequencyFilter", + "AdaptiveImageEnhancement", + "AdvancedFilmGrainNode", + "AutoDenoiseComparisonNode", + "AutoDenoiseNode", + "BM3D Film Grain Denoising", + "BM3DComparisonNode", + "BM3DDeblurNode", + "BM3DDenoiseNode", + "BatchImageProcessing", + "ComprehensiveComparison", + "DeepImagePriorNode", + "DiffBIRRestorationNode", + "DnCNNDenoiseNode", + "FGANNFilmGrainDenoiseNode", + "FilmGrainAnalysis", + "FilmGrainAnalysisNode", + "FilmGrainProcessing", + "FrequencyEnhancementPresets", + "GPUWaveletDenoiseNode", + "HomomorphicFilter", + "ImageQualityAssessment", + "LB-CLAHE", + "LightweightCNNDenoiseNode", + "MemoryOptimization", + "Multi-Scale Retinex", + "MultiscaleFFTEnhancement", + "NAFNetDenoiseNode", + "Noise2VoidNode", + "NoiseDABatchNode", + "NoiseDANode", + "NonLocalMeans", + "NonLocalMeansSimple", + "PhasePreservingEnhancement", + "ProfessionalRestorationPipeline", + "RealBM3DDeblurNode", + "RealBM3DNode", + "RestormerRestorationNode", + "RichardsonLucy", + "RichardsonLucyGPU", + "RichardsonLucySimple", + "SCUNetBatchRestoration", + "SCUNetRestoration", + "Smart Sharpening", + "SmartWorkflowNode", + "StationaryWaveletDenoise", + "SwinIRBatch", + "SwinIRRestoration", + "SwinIRSharpnessBoostNode", + "WaveletDenoise", + "WienerFilter", + "WienerFilterCompare", + "WienerFilterSNR" + ], + { + "title_aux": "Eric_Image_Processing_Nodes" + } + ], + "https://github.com/EricRollei/HYPIR-ComfyUI": [ + [ + "HyperComfyUIHYPIRRestore" + ], + { + "nodename_pattern": "HYPIR", + "title_aux": "HYPIR Image Restoration for ComfyUI" + } + ], + "https://github.com/EricRollei/Local_LLM_Prompt_Enhancer": [ + [ + "DeepSeekChat", + "DeepSeekPromptRewriter", + "EricImageToImagePromptExpander", + "EricImageToVideoPromptExpander", + "EricTextToImagePromptEnhancer", + "EricVideoPromptExpander", + "EricVideoPromptExpanderAdvanced" + ], + { + "title_aux": "Eric's Prompt Enhancers for ComfyUI" + } + ], + "https://github.com/EricRollei/PDF-Tools": [ + [ + "EnhancedLayoutParser", + "EnhancedLayoutParser_v02", + "EnhancedLayoutParser_v03", + "EnhancedLayoutParser_v04", + "EnhancedLayoutParser_v05", + "EnhancedLayoutParser_v06_Streamlined", + "EnhancedPDFExtractor_v08", + "EnhancedPDFExtractor_v09", + "Eric_PDF_Extractor_Enhanced_V04", + "Eric_PDF_Extractor_Enhanced_V06", + "Eric_PDF_Extractor_Enhanced_V07", + "Eric_PDF_Extractor_Enhanced_v05", + "Florence2ImageCropper", + "Florence2ModelInfo", + "Florence2RectangleDetector", + "Florence2RegionVisualizer", + "GalleryDLDownloader", + "LayoutLMv3DocumentAnalysisNode", + "LayoutLMv3QuestionAnsweringNode", + "PaddleOCRVLRemoteNode", + "SafeLayoutLMv3Node", + "SimplePDFImageExtractor", + "SuryaLayoutOCRHybrid", + "SuryaOCR", + "SuryaOCRLayout", + "SuryaOCR_v02" + ], + { + "title_aux": "PDF Tools - Advanced PDF Processing & OCR" + } + ], + "https://github.com/EricRollei/Qwen_Layers_Diffuser_Pipeline_Comfyui": [ + [ + "EricQwenAddAlpha", + "EricQwenBatchToVideo", + "EricQwenDecompose", + "EricQwenEncode", + "EricQwenLatentCutToBatch", + "EricQwenLayerComposite", + "EricQwenLayerDescribe", + "EricQwenLayerExtract", + "EricQwenLayerInfo", + "EricQwenLayerLoad", + "EricQwenLayerPrompts", + "EricQwenLayerReorder", + "EricQwenLayerSave", + "EricQwenLayerSelector", + "EricQwenMultiLatent", + "EricQwenRGBAVAELoader", + "EricQwenStringJoin", + "EricQwenUnloadModel" + ], + { + "title_aux": "Qwen Layers Diffuser Pipeline" + } + ], + "https://github.com/EricRollei/comfyui-refocus": [ + [ + "BokehNetApply", + "ComputeDefocusMap", + "DeblurNetApply", + "DepthMetricToInverse", + "DepthMetricToRelative", + "DepthProEstimate", + "DepthProModelLoader", + "FocalMMtoPX", + "FocalPXtoMM", + "FocusPointFromMask", + "GenfocusBokeh", + "GenfocusBokehNative", + "GenfocusCondition", + "GenfocusDeblur", + "GenfocusDeblurLoader", + "GenfocusDeblurNative", + "GenfocusDefocusMapCondition", + "GenfocusGenerate", + "GenfocusLoRALoader", + "GenfocusModelLoader", + "GenfocusSwitchAdapter", + "GenfocusUnloadModels", + "SelectFocusPoint" + ], + { + "title_aux": "Refocus - Generative Refocusing" + } + ], + "https://github.com/EricRorich/ComfyUI-face-shaper": [ + [ + "RORICH-AI.COM", + "Rorich" + ], + { + "title_aux": "ComfyUI-face-shaper" + } + ], + "https://github.com/EuphoricPenguin/resemble-enhance-comfyui": [ + [ + "ResembleEnhance" + ], + { + "title_aux": "ComfyUI Resemble Enhance" + } + ], + "https://github.com/EvilBT/ComfyUI_SLK_joy_caption_two": [ + [ + "Batch_joy_caption_two", + "Batch_joy_caption_two_advanced", + "Joy_caption_two", + "Joy_caption_two_advanced", + "Joy_caption_two_load", + "Joy_extra_options" + ], + { + "title_aux": "JoyCaptionAlpha Two for ComfyUI" + } + ], + "https://github.com/Excidos/ComfyUI-Documents": [ + [ + "ChunkRouter", + "DocumentLoader", + "ImageSelector", + "PDFPageSplitter", + "PDFToImage", + "TextChunker" + ], + { + "title_aux": "ComfyUI-Documents" + } + ], + "https://github.com/Excidos/ComfyUI-Lumina-Next-SFT-DiffusersWrapper": [ + [ + "LuminaDiffusersNode" + ], + { + "title_aux": "ComfyUI-Lumina-Next-SFT-DiffusersWrapper" + } + ], + "https://github.com/ExoticArts/comfyui-ea-nodes": [ + [ + "EAImageCompare", + "EAImageCompare3Way", + "EAImageCompare4Way", + "EA_AutoTrimPingPong", + "EA_FilenameCombine", + "EA_LightningMotionBias", + "EA_ListVideos", + "EA_ManifestIndex", + "EA_PingPong", + "EA_PowerLora", + "EA_PowerLora_CLIP", + "EA_PowerLora_WanVideo", + "EA_TrimFrames", + "EA_TrimWindow", + "EA_VideoLoad", + "EA_VideoSaveIdempotent" + ], + { + "title_aux": "comfyui-ea-nodes" + } + ], + "https://github.com/ExponentialML/ComfyUI_ModelScopeT2V": [ + [ + "ModelScopeT2VLoader" + ], + { + "title_aux": "ComfyUI_ModelScopeT2V" + } + ], + "https://github.com/ExponentialML/ComfyUI_Native_DynamiCrafter": [ + [ + "DynamiCrafterLoader", + "DynamiCrafterProcessor" + ], + { + "title_aux": "ComfyUI - Native DynamiCrafter" + } + ], + "https://github.com/ExponentialML/ComfyUI_VisualStylePrompting": [ + [ + "ApplyVisualStyle" + ], + { + "title_aux": "ComfyUI_VisualStylePrompting" + } + ], + "https://github.com/ExterminanzHS/Gecco-Discord-Autosend": [ + [ + "GeccoAutosend", + "GeccoImageSave", + "GeccoSelectchannel" + ], + { + "title_aux": "Gecco Discord Autosend" + } + ], + "https://github.com/Extraltodeus/ComfyUI-AutomaticCFG": [ + [ + "Automatic CFG", + "Automatic CFG - Advanced", + "Automatic CFG - Attention modifiers", + "Automatic CFG - Attention modifiers tester", + "Automatic CFG - Custom attentions", + "Automatic CFG - Excellent attention", + "Automatic CFG - Negative", + "Automatic CFG - Post rescale only", + "Automatic CFG - Preset Loader", + "Automatic CFG - Unpatch function", + "Automatic CFG - Warp Drive" + ], + { + "title_aux": "ComfyUI-AutomaticCFG" + } + ], + "https://github.com/Extraltodeus/DistanceSampler": [ + [ + "SamplerDistance", + "SamplerDistanceAdvanced" + ], + { + "title_aux": "DistanceSampler" + } + ], + "https://github.com/Extraltodeus/LoadLoraWithTags": [ + [ + "LoraLoaderTagsQuery" + ], + { + "title_aux": "LoadLoraWithTags" + } + ], + "https://github.com/Extraltodeus/Negative-attention-for-ComfyUI-": [ + [ + "Negative cross attention", + "Negative cross attention concatenate" + ], + { + "title_aux": "Negative-attention-for-ComfyUI-" + } + ], + "https://github.com/Extraltodeus/Skimmed_CFG": [ + [ + "CFG_Skimming_Single_Scale_Pre_CFG", + "ConstantSkimPreCFG", + "DifferenceCFG_PreCFG", + "SkimFlipPreCFG", + "SkimReplacePreCFG", + "SkimmedCFG_LinInterp_CFG_PreCFG", + "SkimmedCFG_LinInterp_DualScales_CFG_PreCFG" + ], + { + "title_aux": "Skimmed_CFG" + } + ], + "https://github.com/Extraltodeus/Stable-Diffusion-temperature-settings": [ + [ + "CLIP Temperature", + "Unet Temperature" + ], + { + "title_aux": "Stable-Diffusion-temperature-settings" + } + ], + "https://github.com/Extraltodeus/Uncond-Zero-for-ComfyUI": [ + [ + "Conditioning combine positive and negative", + "Conditioning crop or fill", + "Uncond Zero", + "interrupt on NaN" + ], + { + "title_aux": "Uncond-Zero-for-ComfyUI" + } + ], + "https://github.com/Extraltodeus/Vector_Sculptor_ComfyUI": [ + [ + "CLIP Vector Sculptor text encode", + "Conditioning (Average keep magnitude)", + "Conditioning (Slerp)", + "Conditioning SDXL merge clip_g / clip_l", + "Conditioning normalize magnitude to empty" + ], + { + "title_aux": "Vector_Sculptor_ComfyUI" + } + ], + "https://github.com/Extraltodeus/noise_latent_perlinpinpin": [ + [ + "NoisyLatentPerlin", + "NoisyLatentPerlin16ch" + ], + { + "title_aux": "noise latent perlinpinpin" + } + ], + "https://github.com/Extraltodeus/sigmas_tools_and_the_golden_scheduler": [ + [ + "Aligned Scheduler", + "Gaussian Tail Scheduler", + "Get sigmas as float", + "Graph sigmas", + "Manual scheduler", + "Merge many sigmas by average", + "Merge sigmas by average", + "Merge sigmas gradually", + "Multiply sigmas", + "Output min/max sigmas", + "Split and concatenate sigmas", + "The Golden Scheduler" + ], + { + "title_aux": "sigmas_tools_and_the_golden_scheduler" + } + ], + "https://github.com/FaberVS/MultiModel": [ + [ + "ActiveModel", + "DenoiseSelector", + "KSamplerPipe", + "ListSelector", + "ModelParamsPipe", + "MySwitchIndex", + "ParamsPipeUnpack", + "PromptBuilder" + ], + { + "title_aux": "MultiModel" + } + ], + "https://github.com/Faildes/ComfyUI-NegativeFold": [ + [ + "FoldNegativeIntoPositiveConditioning" + ], + { + "title_aux": "ComfyUI-NegativeFold" + } + ], + "https://github.com/Faildes/ComfyUI-TC_ADV_ZPrompt": [ + [ + "TC_ADV_ZPrompt" + ], + { + "title_aux": "ComfyUI-TC_ADV_ZPrompt" + } + ], + "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation": [ + [ + "AMT VFI", + "CAIN VFI", + "FILM VFI", + "FLAVR VFI", + "GMFSS Fortuna VFI", + "IFRNet VFI", + "IFUnet VFI", + "KSampler Gradually Adding More Denoise (efficient)", + "M2M VFI", + "Make Interpolation State List", + "RIFE VFI", + "STMFNet VFI", + "Sepconv VFI", + "VFI FloatToInt" + ], + { + "title_aux": "ComfyUI Frame Interpolation" + } + ], + "https://github.com/Fannovel16/ComfyUI-MagickWand": [ + [ + "ImageMagick Adaptive Blur", + "ImageMagick Adaptive Resize", + "ImageMagick Adaptive Sharpen", + "ImageMagick Adaptive Threshold", + "ImageMagick Auto Gamma", + "ImageMagick Auto Level", + "ImageMagick Auto Orient", + "ImageMagick Auto Threshold", + "ImageMagick Blue Shift", + "ImageMagick Blur", + "ImageMagick Brightness Contrast", + "ImageMagick Canny", + "ImageMagick Charcoal", + "ImageMagick Chop", + "ImageMagick Clahe", + "ImageMagick Clamp", + "ImageMagick Coalesce", + "ImageMagick Color Decision List", + "ImageMagick Color Matrix", + "ImageMagick Combine", + "ImageMagick Concat", + "ImageMagick Contrast", + "ImageMagick Contrast Stretch", + "ImageMagick Crop", + "ImageMagick Cycle Color Map", + "ImageMagick Decipher", + "ImageMagick Despeckle", + "ImageMagick Distort", + "ImageMagick Edge", + "ImageMagick Emboss", + "ImageMagick Encipher", + "ImageMagick Enhance", + "ImageMagick Equalize", + "ImageMagick Evaluate", + "ImageMagick Extent", + "ImageMagick Flip", + "ImageMagick Flop", + "ImageMagick Forward Fourier Transform", + "ImageMagick Function", + "ImageMagick Gamma", + "ImageMagick Gaussian Blur", + "ImageMagick Hough Lines", + "ImageMagick Implode", + "ImageMagick Kmeans", + "ImageMagick Kuwahara", + "ImageMagick Level", + "ImageMagick Levelize", + "ImageMagick Linear Stretch", + "ImageMagick Liquid Rescale", + "ImageMagick Local Contrast", + "ImageMagick Magnify", + "ImageMagick Mean Shift", + "ImageMagick Merge Layers", + "ImageMagick Mode", + "ImageMagick Modulate", + "ImageMagick Morphology", + "ImageMagick Motion Blur", + "ImageMagick Negate", + "ImageMagick Noise", + "ImageMagick Normalize", + "ImageMagick Oil Paint", + "ImageMagick Ordered Dither", + "ImageMagick Polynomial", + "ImageMagick Posterize", + "ImageMagick Quantize", + "ImageMagick Random Threshold", + "ImageMagick Range Threshold", + "ImageMagick Resample", + "ImageMagick Resize", + "ImageMagick Roll", + "ImageMagick Rotational Blur", + "ImageMagick Sample", + "ImageMagick Scale", + "ImageMagick Selective Blur", + "ImageMagick Sepia Tone", + "ImageMagick Shade", + "ImageMagick Shadow", + "ImageMagick Sharpen", + "ImageMagick Shave", + "ImageMagick Sigmoidal Contrast", + "ImageMagick Sketch", + "ImageMagick Smush", + "ImageMagick Solarize", + "ImageMagick Splice", + "ImageMagick Spread", + "ImageMagick Statistic", + "ImageMagick Swirl", + "ImageMagick Threshold", + "ImageMagick Thumbnail", + "ImageMagick Transform", + "ImageMagick Transform Colorspace", + "ImageMagick Transparentize", + "ImageMagick Transpose", + "ImageMagick Transverse", + "ImageMagick Unsharp Mask", + "ImageMagick Vignette", + "ImageMagick Wave", + "ImageMagick Wavelet Denoise", + "ImageMagick White Balance" + ], + { + "title_aux": "ComfyUI-MagickWand" + } + ], + "https://github.com/Fannovel16/ComfyUI-MotionDiff": [ + [ + "EmptyMotionData", + "ExportSMPLTo3DSoftware", + "Export_SMPLMultipleSubjects_To_3DSoftware", + "Human4D_Img2SMPL", + "Humans4DLoader", + "MotionCLIPTextEncode", + "MotionDataVisualizer", + "MotionDiffLoader", + "MotionDiffSimpleSampler", + "RenderMultipleSubjectsSMPLMesh", + "RenderSMPLMesh", + "Render_OpenPose_From_SMPL_Mesh_Multiple_Subjects", + "SMPLLoader", + "SMPLShapeParameters", + "SaveSMPL", + "SmplifyMotionData", + "SpectreFaceReconLoader", + "SpectreImg2SMPL", + "mgpt_model_loader", + "mgpt_t2m" + ], + { + "title_aux": "ComfyUI MotionDiff" + } + ], + "https://github.com/Fannovel16/ComfyUI-Video-Matting": [ + [ + "BRIAAI Matting", + "Robust Video Matting" + ], + { + "title_aux": "ComfyUI-Video-Matting" + } + ], + "https://github.com/Fannovel16/comfyui_controlnet_aux": [ + [ + "AIO_Preprocessor", + "AnimalPosePreprocessor", + "AnimeFace_SemSegPreprocessor", + "AnimeLineArtPreprocessor", + "AnyLineArtPreprocessor_aux", + "BAE-NormalMapPreprocessor", + "BinaryPreprocessor", + "CannyEdgePreprocessor", + "ColorPreprocessor", + "ControlNetAuxSimpleAddText", + "ControlNetPreprocessorSelector", + "DSINE-NormalMapPreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "DepthAnythingPreprocessor", + "DepthAnythingV2Preprocessor", + "DiffusionEdge_Preprocessor", + "ExecuteAllControlNetPreprocessors", + "FacialPartColoringFromPoseKps", + "FakeScribblePreprocessor", + "HEDPreprocessor", + "HintImageEnchance", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "ImageIntensityDetector", + "ImageLuminanceDetector", + "InpaintPreprocessor", + "LeReS-DepthMapPreprocessor", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "M-LSDPreprocessor", + "Manga2Anime_LineArt_Preprocessor", + "MaskOptFlow", + "MediaPipe-FaceMeshPreprocessor", + "MeshGraphormer+ImpactDetector-DepthMapPreprocessor", + "MeshGraphormer-DepthMapPreprocessor", + "Metric3D-DepthMapPreprocessor", + "Metric3D-NormalMapPreprocessor", + "MiDaS-DepthMapPreprocessor", + "MiDaS-NormalMapPreprocessor", + "OneFormer-ADE20K-SemSegPreprocessor", + "OneFormer-COCO-SemSegPreprocessor", + "OpenposePreprocessor", + "PiDiNetPreprocessor", + "PixelPerfectResolution", + "PyraCannyPreprocessor", + "RenderAnimalKps", + "RenderPeopleKps", + "SAMPreprocessor", + "SavePoseKpsAsJsonFile", + "ScribblePreprocessor", + "Scribble_PiDiNet_Preprocessor", + "Scribble_XDoG_Preprocessor", + "SemSegPreprocessor", + "ShufflePreprocessor", + "TEEDPreprocessor", + "TEED_Preprocessor", + "TTPlanet_TileGF_Preprocessor", + "TTPlanet_TileSimple_Preprocessor", + "TilePreprocessor", + "UniFormer-SemSegPreprocessor", + "Unimatch_OptFlowPreprocessor", + "UpperBodyTrackingFromPoseKps", + "Zoe-DepthMapPreprocessor", + "Zoe_DepthAnythingPreprocessor" + ], + { + "preemptions": [ + "AIO_Preprocessor", + "AnimalPosePreprocessor", + "AnimeFace_SemSegPreprocessor", + "AnimeLineArtPreprocessor", + "BAE-NormalMapPreprocessor", + "BinaryPreprocessor", + "CannyEdgePreprocessor", + "ColorPreprocessor", + "DSINE-NormalMapPreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "DepthAnythingPreprocessor", + "DiffusionEdge_Preprocessor", + "FacialPartColoringFromPoseKps", + "FakeScribblePreprocessor", + "HEDPreprocessor", + "HintImageEnchance", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "ImageIntensityDetector", + "ImageLuminanceDetector", + "InpaintPreprocessor", + "LeReS-DepthMapPreprocessor", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "M-LSDPreprocessor", + "Manga2Anime_LineArt_Preprocessor", + "MaskOptFlow", + "MediaPipe-FaceMeshPreprocessor", + "MeshGraphormer-DepthMapPreprocessor", + "MiDaS-DepthMapPreprocessor", + "MiDaS-NormalMapPreprocessor", + "OneFormer-ADE20K-SemSegPreprocessor", + "OneFormer-COCO-SemSegPreprocessor", + "OpenposePreprocessor", + "PiDiNetPreprocessor", + "PixelPerfectResolution", + "SAMPreprocessor", + "SavePoseKpsAsJsonFile", + "ScribblePreprocessor", + "Scribble_XDoG_Preprocessor", + "SemSegPreprocessor", + "ShufflePreprocessor", + "TEEDPreprocessor", + "TilePreprocessor", + "UniFormer-SemSegPreprocessor", + "Unimatch_OptFlowPreprocessor", + "Zoe-DepthMapPreprocessor", + "Zoe_DepthAnythingPreprocessor" + ], + "title_aux": "ComfyUI's ControlNet Auxiliary Preprocessors" + } + ], + "https://github.com/Fantaxico/ComfyUI-GCP-Storage": [ + [ + "GCPStorageNode" + ], + { + "title_aux": "ComfyUI-GCP-Storage" + } + ], + "https://github.com/FaraamFide/ComfyUI-ParamNodes": [ + [ + "HelperModelSwitch", + "ParamBoolean", + "ParamFloat", + "ParamImage", + "ParamInt", + "ParamString", + "ParamUniversal" + ], + { + "title_aux": "ComfyUI-ParamNodes" + } + ], + "https://github.com/FearL0rd/ComfyUI-AnyDeviceOffload": [ + [ + "AnyDeviceOffload" + ], + { + "title_aux": "ComfyUI Any-Device Offload" + } + ], + "https://github.com/FearL0rd/ComfyUI-MaskAIFingerprint": [ + [ + "MaskAIFingerprint" + ], + { + "title_aux": "ComfyUI MaskAIFingerprint" + } + ], + "https://github.com/FearL0rd/ComfyUI-ParallelAnything": [ + [ + "ParallelAnything", + "ParallelDevice", + "ParallelDeviceList" + ], + { + "title_aux": "ComfyUI-ParallelAnything" + } + ], + "https://github.com/FeiMao-326/Comfyui-General-API-Node": [ + [ + "FeiMao_326_GeneralAPINode", + "FeiMao_326_GetListElement", + "FeiMao_326_JsonParser", + "FeiMao_326_TextBatchReplace", + "FeiMao_326_TextIterator", + "FeiMao_326_TextSplitByDelimiter", + "ShowTextNode", + "SimpleTextNode" + ], + { + "title_aux": "Comfyui-General-API-Node" + } + ], + "https://github.com/Feidorian/feidorian-ComfyNodes": [ + [], + { + "nodename_pattern": "^Feidorian_", + "title_aux": "feidorian-ComfyNodes" + } + ], + "https://github.com/FemReiyaDev/ComfyUI-ReiyaNodes": [ + [ + "ReiImageStitch" + ], + { + "title_aux": "ComfyUI-ReiyaNodes" + } + ], + "https://github.com/Ferocit/comfyui-feroccustomnodes": [ + [ + "LoadDescriptionNode", + "RandomLineFromText" + ], + { + "title_aux": "comfyui-feroccustomnodes" + } + ], + "https://github.com/FewBox/fewbox-outfit-comfyui": [ + [ + "FewBoxInContextLora", + "FewBoxLab", + "FewBoxSaveImage", + "FewBoxWatermark", + "FewBoxWebDAV" + ], + { + "title_aux": "fewbox-outfit-comfyui" + } + ], + "https://github.com/Fictiverse/ComfyUI_Fictiverse": [ + [ + "Add Margin With Color", + "Any to Int/Float/String", + "Audio Duration", + "Clamp Images To Megapixels", + "Clean Style From Caption", + "Essential Params", + "Essential Params Expand", + "FV Get Image Half Size", + "Get Last Output Video Path", + "If Image Valid", + "Image Params", + "Image Params Expand", + "Is Image Valid ?", + "LoRA Enable With Prefix", + "Math Operation", + "None if same Image", + "Prompt Assembler", + "Resize Images To Megapixels", + "Resize To Megapixels", + "Text Enable With Prefix", + "Video Params", + "Video Params Expand", + "WaveformDevice" + ], + { + "title_aux": "ComfyUI Fictiverse Nodes" + } + ], + "https://github.com/Fihade/IC-Light-ComfyUI-Node": [ + [ + "LoadICLightUnetDiffusers", + "diffusers_model_loader", + "iclight_diffusers_sampler" + ], + { + "title_aux": "IC-Light-ComfyUI-Node" + } + ], + "https://github.com/FinetunersAI/ComfyUI_Finetuners_Suite": [ + [ + "AutoImageResize", + "GroupLink", + "ModelListNode", + "VariablesInjector", + "VariablesLogicNode" + ], + { + "title_aux": "ComfyUI_Finetuners_Suite" + } + ], + "https://github.com/Firetheft/ComfyUI_Civitai_Gallery": [ + [ + "CivitaiGalleryNode", + "CivitaiModelsGalleryNode" + ], + { + "title_aux": "ComfyUI Civitai Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Local_Lora_Gallery": [ + [ + "LocalLoraGallery", + "LocalLoraGalleryModelOnly", + "LocalLoraGalleryStackApply", + "LocalLoraGalleryStacker" + ], + { + "title_aux": "ComfyUI_Local_Lora_Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Pixabay_Gallery": [ + [ + "PixabayImageNode", + "PixabayVideoNode" + ], + { + "title_aux": "ComfyUI_Pixabay_Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Simple_Web_Browser": [ + [ + "WebViewerNode" + ], + { + "title_aux": "ComfyUI_Simple_Web_Browser" + } + ], + "https://github.com/FizzleDorf/ComfyUI-AIT": [ + [ + "AIT_Unet_Loader" + ], + { + "title_aux": "ComfyUI-AIT" + } + ], + "https://github.com/FizzleDorf/ComfyUI_FizzNodes": [ + [ + "AbsCosWave", + "AbsSinWave", + "BatchPromptSchedule", + "BatchPromptScheduleEncodeSDXL", + "BatchPromptScheduleLatentInput", + "BatchPromptScheduleSDXLLatentInput", + "BatchStringSchedule", + "BatchValueSchedule", + "BatchValueScheduleLatentInput", + "CalculateFrameOffset", + "ConcatStringSingle", + "CosWave", + "FizzFrame", + "FizzFrameConcatenate", + "ImageBatchFromValueSchedule", + "ImagesFromBatchSchedule", + "Init FizzFrame", + "InvCosWave", + "InvSinWave", + "Lerp", + "PromptSchedule", + "PromptScheduleEncodeSDXL", + "PromptScheduleNodeFlow", + "PromptScheduleNodeFlowEnd", + "SawtoothWave", + "SelectFrameNumber", + "SinWave", + "SquareWave", + "StringConcatenate", + "StringSchedule", + "TriangleWave", + "ValueSchedule", + "convertKeyframeKeysToBatchKeys" + ], + { + "title_aux": "FizzNodes" + } + ], + "https://github.com/Flow-two/ComfyUI-WanStartEndFramesNative": [ + [ + "GetImagesFromBatchRanged_F2", + "WanImageToVideo_F2", + "WanSkipEndFrameImages_F2" + ], + { + "title_aux": "ComfyUI-WanStartEndFramesNative" + } + ], + "https://github.com/FloyoAI/ComfyUI-Seed-API": [ + [ + "ResolutionHelper", + "SeedChat", + "SeedEditImageToImage", + "SeedanceLiteFirstLastFrame", + "SeedanceLiteImageToVideo", + "SeedanceLiteReferenceImages", + "SeedanceLiteTextToVideo", + "SeedancePro15Video", + "SeedanceProTextImageToVideo", + "Seedream4BatchGeneration", + "Seedream4ImageToImage", + "Seedream4MultiImageBlending", + "Seedream4TextToImage", + "Seedream4Unified", + "SeedreamTextToImage", + "VideoToFrames" + ], + { + "title_aux": "ComfyUI Seed API Integration" + } + ], + "https://github.com/FlyingFireCo/tiled_ksampler": [ + [ + "Asymmetric Tiled KSampler", + "Circular VAEDecode", + "Tiled KSampler" + ], + { + "title_aux": "tiled_ksampler" + } + ], + "https://github.com/ForeignGods/ComfyUI-Mana-Nodes": [ + [ + "Canvas Properties", + "Combine Video", + "Font Properties", + "Generate Audio", + "Preset Color Animations", + "Save/Preview Text", + "Scheduled Values", + "Speech Recognition", + "Split Video", + "Text to Image Generator" + ], + { + "title_aux": "ComfyUI-Mana-Nodes" + } + ], + "https://github.com/FortunaCournot/comfyui_stereoscopic": [ + [ + "CalculateDimensions", + "ColorCorrectBatch", + "DecryptWatermark", + "EncryptWatermark", + "GetResolutionForVR", + "GradeVariant", + "ImageVRConverter", + "JoinVariantProperties", + "LinearFade", + "LoadImageAdvanced", + "RegexSubstitute", + "SaveAudioSimple", + "SaveStrippedUTF8File", + "ScaleByFactor", + "ScaleToResolution", + "SpecVariants", + "StripXML", + "VRwearePause", + "VRwearePauseLatent", + "VRweareResume", + "VariantPromptBuilder", + "strftime" + ], + { + "title_aux": "Stereoscopic" + } + ], + "https://github.com/Fossiel/ComfyUI-Fossiel-QoL-Nodes": [ + [ + "FossielCentralControlLite", + "FossielCentralControl_v2", + "FossielLevelMatchmaker", + "FossielSequenceWrangler", + "FossielWebPWrangler", + "Fossiel_Qwen_Size_Stabilizer", + "Fossiel_Sensor_KSampler_Switch", + "Fossiel_Sensor_Switch_Clip", + "Fossiel_Sensor_Switch_Conditioning", + "Fossiel_Sensor_Switch_Image", + "Fossiel_Sensor_Switch_Latent", + "Fossiel_Sensor_Switch_Mask", + "Fossiel_Sensor_Switch_Model", + "Fossiel_Sensor_Switch_VAE" + ], + { + "title_aux": "ComfyUI-Fossiel-QoL-Nodes" + } + ], + "https://github.com/Fossiel/ComfyUI-Fossiel-WAN-Additional-Tilers": [ + [ + "Wan22AnimateToVideoTiled", + "Wan22FirstMiddleLastFrameToVideoTiled", + "Wan22FunControlToVideoTiled", + "Wan22PainterFLF2VTiled", + "Wan22PainterI2VTiled", + "Wan22PainterLongVideoTiled", + "Wan22SoundImageToVideoExtendTiled", + "Wan22SoundImageToVideoTiled" + ], + { + "title_aux": "ComfyUI-Fossiel-WAN-Additional-Tilers" + } + ], + "https://github.com/Franck-Demongin/NX_HuggingFace_Flux": [ + [ + "HFFlux" + ], + { + "title_aux": "NX_HuggingFace_Flux" + } + ], + "https://github.com/Franck-Demongin/NX_PromptStyler": [ + [ + "NX_PromptStyler" + ], + { + "title_aux": "NX_PromptStyler" + } + ], + "https://github.com/Franck-Demongin/NX_Translator": [ + [ + "Nx_Translator" + ], + { + "title_aux": "NX_Translator" + } + ], + "https://github.com/FranckyB/ComfyUI-Prompt-Manager": [ + [ + "AudioMonoToStereo", + "LoadLatentFile", + "PromptApplyLora", + "PromptExtractor", + "PromptGenOptions", + "PromptGenerator", + "PromptManager", + "PromptManagerAdvanced", + "SaveVideoH26x" + ], + { + "title_aux": "ComfyUI-Prompt-Manager" + } + ], + "https://github.com/Franklyc/comfyui-lora-adain-patcher-node": [ + [ + "LoraAdaLNPatcher" + ], + { + "title_aux": "ComfyUI LoRA adaLN Patcher Node" + } + ], + "https://github.com/Frief84/ComfyUI-LoRAWeightAxisXY": [ + [ + "XY Input: LoRA Weight (simple)" + ], + { + "title_aux": "ComfyUI-LoRAWeightAxisXY" + } + ], + "https://github.com/FunnyFinger/ComfyUi-RadarWeightNode": [ + [ + "RadarWeightsNode" + ], + { + "title_aux": "Radar Weights Node" + } + ], + "https://github.com/FuouM/ComfyUI-EbSynth": [ + [ + "ES_Guides7", + "ES_Translate", + "ES_VideoTransfer", + "ES_VideoTransferExtra" + ], + { + "author": "Fuou Marinas", + "description": "Run EbSynth in ComfyUI.", + "nickname": "EbSynth", + "title": "ComfyUI-EbSynth", + "title_aux": "ComfyUI-EbSynth" + } + ], + "https://github.com/FuouM/ComfyUI-FirstOrderMM": [ + [ + "Articulate_Runner", + "FOMM_Partswap", + "FOMM_Runner", + "FOMM_Seg10Chooser", + "FOMM_Seg15Chooser", + "FOMM_Seg5Chooser", + "FSRT_Runner", + "MRFA_Runner", + "Spline_Runner" + ], + { + "author": "Fuou Marinas", + "description": "ComfyUI-native nodes to run First Order Motion Model for Image Animation and its non-diffusion-based successors.", + "nickname": "FOMM", + "title": "ComfyUI-FirstOrderMM", + "title_aux": "ComfyUI-FirstOrderMM" + } + ], + "https://github.com/FuouM/ComfyUI-MatAnyone": [ + [ + "MatAnyone", + "SolidColorBatched" + ], + { + "author": "Fuou Marinas", + "description": "A collection of nodes.", + "nickname": "FM_nodes", + "title": "FM Nodes", + "title_aux": "ComfyUI-MatAnyone" + } + ], + "https://github.com/FuouM/ComfyUI-StyleTransferPlus": [ + [ + "AESFA", + "AesFAStyleBlend", + "AesPA", + "CAST", + "CoralColorTransfer", + "EFDM", + "MicroAST", + "NeuralNeighbor", + "TSSAT", + "UniST", + "UniST_Video" + ], + { + "author": "ZJU", + "description": "A collection of style transfer nodes.", + "nickname": "StyleTransferPlus", + "title": "ComfyUI-StyleTransferPlus", + "title_aux": "ComfyUI-StyleTransferPlus" + } + ], + "https://github.com/FuouM/FM_nodes": [ + [ + "CoLIE_LowLight_Enhance", + "ConvIR_DeHaze", + "ConvIR_DeRain", + "ConvIR_DeSnow", + "ConvIR_DefocusDeblur", + "ConvIR_MotionDeBlur", + "ProPIH_Harmonizer", + "RealViFormerSR", + "StabStitch", + "StabStitch_Crop_Resize", + "StabStitch_Stabilize", + "VFI_MAMBA", + "WFEN" + ], + { + "author": "Fuou Marinas", + "description": "A collection of nodes.", + "nickname": "FM_nodes", + "title": "FM Nodes", + "title_aux": "FM_nodes" + } + ], + "https://github.com/FuryNocturn/ComfyUI-Dummy_Node_Pack": [ + [ + "ACN_AdvancedControlNetApply_v2", + "ACN_ControlNetLoaderAdvanced", + "ECHOCheckpointLoaderSimple", + "KSampler_A1111" + ], + { + "title_aux": "ComfyUI-Dummy_Node_Pack" + } + ], + "https://github.com/FuryNocturn/ComfyUI-Studio-Fury": [ + [ + "SF_ActionAnimator", + "SF_AddEntity", + "SF_AssetLoader", + "SF_DirectorEngine", + "SF_FurySampler", + "SF_ProjectManager", + "SF_SceneComposer", + "SF_SmartSaver", + "StudioFury_AdvancedPrompt", + "StudioFury_EmbeddingsSelector" + ], + { + "title_aux": "ComfyUI-Studio-Fury" + } + ], + "https://github.com/Fuwuffyi/ComfyUI-VisualArea-Nodes": [ + [ + "VisualAreaPrompt", + "VisualAreaPromptAdvanced" + ], + { + "author": "Fuwuffy", + "description": "This is a collection of nodes created to aid when managing area conditionings.", + "nickname": "comfy-visual-area", + "title": "ComfyUI Visual Area Nodes", + "title_aux": "ComfyUI-VisualArea-Nodes" + } + ], + "https://github.com/G-370/ComfyUI-SD3-Powerlab": [ + [ + "G370SD3PowerLab_AttentionToImage", + "G370SD3PowerLab_ImageIntoAttention", + "G370SD3PowerLab_ImageIntoLayer", + "G370SD3PowerLab_LayerToImage", + "G370SD3PowerLab_RenderAttention" + ], + { + "title_aux": "ComfyUI-SD3-Powerlab" + } + ], + "https://github.com/GACLove/ComfyUI-VFI": [ + [ + "CalculateLoadedFPS", + "RIFEInterpolation" + ], + { + "title_aux": "ComfyUI-VFI" + } + ], + "https://github.com/GENKAIx/PixelArt-Processing-Nodes-for-ComfyUI": [ + [ + "PixelArtDownscaleNode", + "PixelArtNode" + ], + { + "title_aux": "PixelArt Processing Nodes" + } + ], + "https://github.com/GHOSTLXH/ComfyUI-Counternodes": [ + [ + "AlternatingOutput", + "AlternatingOutputB", + "ImageCounter", + "IntervalCounter", + "IntervalCounterB", + "LoadPromptFromTXT" + ], + { + "title_aux": "ComfyUI-Counternodes" + } + ], + "https://github.com/GTSuya-Studio/ComfyUI-Gtsuya-Nodes": [ + [ + "Danbooru (ID)", + "Danbooru (Random)", + "DanbooruID", + "DanbooruRandom", + "Random File From Path", + "RandomFileFromPath", + "Replace Strings", + "ReplaceStrings", + "Simple Wildcards", + "Simple Wildcards (Dir.)", + "SimpleWildcards", + "SimpleWildcardsDir", + "Wildcards Nodes", + "WildcardsNodes" + ], + { + "title_aux": "ComfyUI-GTSuya-Nodes" + } + ], + "https://github.com/GZK1108/Comfyui-QwenLoraLoaderSelective": [ + [ + "LoadLoraQwenImage" + ], + { + "title_aux": "Comfyui-QwenLoraLoaderSelective" + } + ], + "https://github.com/GadzoinksOfficial/comfyui_gprompts": [ + [ + "GPrompts", + "GPrompts Save Image" + ], + { + "author": "gadzoinksofficial", + "description": "Another dynamic prompt node, designed to be easy to use and support wildcards", + "nickname": "Gprompts", + "title": "Gprompts", + "title_aux": "Gprompts" + } + ], + "https://github.com/GadzoinksOfficial/gadzoinks_ComfyUI": [ + [ + "Gadzoinks" + ], + { + "author": "gadzoinksofficial", + "description": "Custom node for integrating with gadzoinks iPhone app", + "nickname": "Gadzoinks", + "title": "Gadzoinks", + "title_aux": "Gadzoinks" + } + ], + "https://github.com/GamingDaveUk/daves_nodes": [ + [ + "davesTextToList" + ], + { + "title_aux": "Daves Nodes" + } + ], + "https://github.com/Gary-yeh/ComfyUI-WebPrompter": [ + [ + "ContentFetcher (WebPrompter)", + "LLMNewsScriptGenerator (WebPrompter)" + ], + { + "title_aux": "ComfyUI-WebPrompter" + } + ], + "https://github.com/Gary-yeh/comfyui-super-captioner": [ + [ + "SuperCaptioner" + ], + { + "title_aux": "comfyui-super-captioner" + } + ], + "https://github.com/GavChap/ComfyUI-SD3LatentSelectRes": [ + [ + "SD3LatentSelectRes", + "SD3LatentSelectResV2" + ], + { + "title_aux": "ComfyUI-SD3LatentSelectRes" + } + ], + "https://github.com/GavChap/ComfyUI_ExtractLora": [ + [ + "ExtractLoRA" + ], + { + "title_aux": "ComfyUI_ExtractLora" + } + ], + "https://github.com/GeekatplayStudio/ComfyUI-Text2Speech": [ + [ + "HttpTTSToAudio", + "TTSServerStatus" + ], + { + "title_aux": "ComfyUI-Text2Speech" + } + ], + "https://github.com/GeekatplayStudio/comfyui-hitem3d": [ + [ + "DynamicValueGenerator", + "HTMLPreviewer", + "HiTem3DConfigNode", + "HiTem3DDownloaderNode", + "HiTem3DHistoryNode", + "HiTem3DNode", + "HiTem3DPreviewNode", + "TextTemplate" + ], + { + "title_aux": "ComfyUI HiTem3D Integration" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Geeky-Kokoro-TTS": [ + [ + "GeekyKokoroAdvancedVoice", + "GeekyKokoroTTS" + ], + { + "title_aux": "ComfyUI-Geeky-Kokoro-TTS" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Geeky-LatentSyncWrapper": [ + [ + "GeekyLatentSyncNode", + "GeekyVideoLengthAdjuster" + ], + { + "title_aux": "ComfyUI-Geeky-LatentSyncWrapper 1.5" + } + ], + "https://github.com/GeekyGhost/ComfyUI-GeekyRemB": [ + [ + "GeekyRemB" + ], + { + "title_aux": "ComfyUI-GeekyRemB" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Image-Segmenting-Loader": [ + [ + "GeekyQwenCompositor", + "GeekyQwenEffects", + "GeekyQwenSegmentLoader" + ], + { + "title_aux": "ComfyUI-Image-Segmenting-Loader" + } + ], + "https://github.com/GeekyGhost/ComfyUI_Geeky_AudioMixer": [ + [ + "GeekyAudioMixer" + ], + { + "title_aux": "ComfyUI Geeky AudioMixer" + } + ], + "https://github.com/GegenDenTag/ComfyUI-multi-area-condition-node": [ + [ + "MultiAreaConditioning" + ], + { + "title_aux": "Multi Area Conditioning" + } + ], + "https://github.com/GeneralShan/comfyui-zimage-sdnq": [ + [ + "ZImageSDNQCannyPreprocess", + "ZImageSDNQClearCaches", + "ZImageSDNQControlLoRAApply", + "ZImageSDNQControlPipelineLoader", + "ZImageSDNQDepthPreprocess", + "ZImageSDNQLoRAApply", + "ZImageSDNQPipelineLoader", + "ZImageSDNQSamplerControl", + "ZImageSDNQSamplerI2I", + "ZImageSDNQSamplerInpaint", + "ZImageSDNQSamplerT2I" + ], + { + "title_aux": "comfyui-zimage-sdnq" + } + ], + "https://github.com/GentlemanHu/ComfyUI-SunoAI": [ + [ + "GentlemanHu_SunoAI", + "GentlemanHu_SunoAI_NotSafe" + ], + { + "title_aux": "ComfyUI Suno API" + } + ], + "https://github.com/Geo1230/ComfyUI-DeepseekOCR": [ + [ + "DeepSeekOCR_Load", + "DeepSeekOCR_Run" + ], + { + "title_aux": "ComfyUI-DeepseekOCR" + } + ], + "https://github.com/GeraldWie/ComfyUI-I2I-slim": [ + [ + "Color Transfer Slim", + "Combine and Paste Slim", + "Inpaint Segments Slim", + "Mask Ops Slim" + ], + { + "author": "GeraldWie", + "title": "ComfyI2I-lite", + "title_aux": "ComfyUI-I2I-slim" + } + ], + "https://github.com/Gipphe/comfyui-metadata-statistics": [ + [ + "RecordModels" + ], + { + "title_aux": "ComfyUI Metadata Statistics" + } + ], + "https://github.com/GiusTex/ComfyUI-DiffusersImageOutpaint": [ + [ + "DiffusersImageOutpaint", + "EncodeDiffusersOutpaintPrompt", + "LoadDiffuserControlnet", + "LoadDiffuserModel", + "PadImageForDiffusersOutpaint" + ], + { + "title_aux": "ComfyUI-DiffusersImageOutpaint" + } + ], + "https://github.com/GiusTex/ComfyUI-MoreEfficientSamplers": [ + [ + "SamplerCustomAdvanced_Efficient", + "SamplerCustomUltraAdvancedEfficient", + "SamplerCustomUltraAdvancedPlusEfficient" + ], + { + "title_aux": "ComfyUI-MoreEfficientSamplers" + } + ], + "https://github.com/GiusTex/ComfyUI-Wan-TimeToMove": [ + [ + "CFGFloatListScheduler", + "EncodeWanVideo", + "TTMLatentAdd", + "TimeToMoveGuider" + ], + { + "title_aux": "ComfyUI-Wan-TimeToMove" + } + ], + "https://github.com/GizmoR13/PG-Nodes": [ + [ + "PgCheckpointSelect", + "PgClipSelect", + "PgClipVisionSelect", + "PgControlNetSelect", + "PgCpSwitch", + "PgCreateHookLoraBoth", + "PgCreateHookLoraClipOnly", + "PgCreateHookLoraModelOnly", + "PgDiffusionSelect", + "PgIPAdapterSelect", + "PgJustSaveImage", + "PgJustSaveImageOut", + "PgLORASelect", + "PgLazyPrompt", + "PgLazyPromptExt", + "PgLazyPromptMini", + "PgLoraBridgeLoader", + "PgMergeLoraBoth", + "PgMergeLoraClipOnly", + "PgMergeLoraModelOnly", + "PgPercentFloat", + "PgSamplerSelect", + "PgSamplerSelectCombo", + "PgSchedulerSelect", + "PgSchedulerSelectCombo", + "PgSetClipHooks", + "PgSetHookKeyframes", + "PgSetModelHooks", + "PgSwapCFGGuidance", + "PgUniCheckpointSelect", + "PgUniClipSelect", + "PgUniClipVisionSelect", + "PgUniControlNetSelect", + "PgUniDiffusionSelect", + "PgUniIPAdapterSelect", + "PgUniLORASelect", + "PgUniUpscaleSelect", + "PgUniVAESelect", + "PgUnifiedLoader", + "PgUnifiedLoaderMini", + "PgUpscaleSelect", + "PgVAESelect", + "PgXorDualToggle" + ], + { + "title_aux": "PG Nodes" + } + ], + "https://github.com/Glidias/mask2sam": [ + [ + "MaskToBBoxes", + "MaskToPoints" + ], + { + "title_aux": "mask2sam" + } + ], + "https://github.com/Goktug/comfyui-saveimage-plus": [ + [ + "SaveImagePlus" + ], + { + "title_aux": "Save Image Plus for ComfyUI" + } + ], + "https://github.com/GonDesign/ComfyUI-HaoranWanxImageEdit": [ + [ + "HaoranWanxAPILoader", + "HaoranWanxImageEdit", + "HaoranWanxPromptHelper" + ], + { + "title_aux": "ComfyUI-HaoranWanxImageEdit" + } + ], + "https://github.com/GoogleCloudPlatform/comfyui-google-genmedia-custom-nodes": [ + [ + "Gemini25FlashImage", + "Gemini3ProImage", + "GeminiNode25", + "Imagen3TextToImageNode", + "Imagen4TextToImageNode", + "Lyria2TextToMusicNode", + "Veo2GcsUriImageToVideoNode", + "Veo2ImageToVideoNode", + "Veo2TextToVideoNode", + "Veo3GcsUriImageToVideoNode", + "Veo3ImageToVideoNode", + "Veo3ReferenceToVideo", + "Veo3TextToVideoNode", + "VeoVideoSaveAndPreview", + "VeoVideoToVHSNode", + "VirtualTryOn" + ], + { + "title_aux": "comfyui-google-genmedia-custom-nodes" + } + ], + "https://github.com/Goshe-nite/comfyui-gps-supplements": [ + [ + "KSampler to Image Saver", + "Lora Prompt Concatenation", + "Lora to String", + "Model to String", + "gpsdebugger" + ], + { + "title_aux": "GPS' Supplements for ComfyUI" + } + ], + "https://github.com/Gourieff/ComfyUI-ReActor": [ + [ + "ImageRGBA2RGB", + "ReActorBuildFaceModel", + "ReActorFaceBoost", + "ReActorFaceSwap", + "ReActorFaceSwapOpt", + "ReActorImageDublicator", + "ReActorLoadFaceModel", + "ReActorMakeFaceModelBatch", + "ReActorMaskHelper", + "ReActorOptions", + "ReActorRestoreFace", + "ReActorRestoreFaceAdvanced", + "ReActorSaveFaceModel", + "ReActorSetWeight", + "ReActorUnload" + ], + { + "title_aux": "comfyui-reactor-node" + } + ], + "https://github.com/GraftingRayman/Border-Distance-Mapper": [ + [ + "BorderDistanceMapper" + ], + { + "title_aux": "Border Distance Mapper" + } + ], + "https://github.com/GraftingRayman/ComfyUI-Dimension-Selector": [ + [ + "DimensionSelector" + ], + { + "title_aux": "ComfyUI Visual Dimension Selector" + } + ], + "https://github.com/GraftingRayman/ComfyUI-Games": [ + [ + "ArkanoidNode", + "CheckersNode", + "PacManNode", + "SnakeNode", + "TetrisNode", + "TicTacToeNode" + ], + { + "title_aux": "ComfyUI-Games" + } + ], + "https://github.com/GraftingRayman/ComfyUI-PuLID-Flux-GR": [ + [ + "GRApplyPulidFlux", + "GRPulidFluxEvaClipLoader", + "GRPulidFluxInsightFaceLoader", + "GRPulidFluxModelLoader" + ], + { + "title_aux": "ComfyUI-PuLID-Flux-GR" + } + ], + "https://github.com/GraftingRayman/ComfyUI_GraftingRayman": [ + [ + "GR BLIP 2 Caption Generator", + "GR BLIP 2 Text Expander", + "GR Background Remover REMBG", + "GR Checkered Board", + "GR Counter", + "GR Filename", + "GR Flip Tile Random Inverted", + "GR Flip Tile Random Red Ring", + "GR Florence 2 Caption Generator", + "GR INT Incremetor", + "GR Image Details Displayer", + "GR Image Details Saver", + "GR Image Multiplication", + "GR Image Multiplier", + "GR Image Paste", + "GR Image Paste With Mask", + "GR Image Resize", + "GR Image Resize Methods", + "GR Image Size", + "GR Image/Depth Mask", + "GR Lora Randomizer", + "GR Mask", + "GR Mask Create", + "GR Mask Create Random", + "GR Mask Create Random Multi", + "GR Mask Resize", + "GR Multi Mask Create", + "GR Onomatopoeia", + "GR Pan Or Zoom", + "GR Prompt Generator", + "GR Prompt Generator Extended", + "GR Prompt Generator1", + "GR Prompt HUB", + "GR Prompt Selector", + "GR Prompt Selector Multi", + "GR Prompty", + "GR Scroller", + "GR Sigma Presets", + "GR Sigmas", + "GR Stack Image", + "GR Text Overlay", + "GR Tile and Border Image", + "GR Tile and Border Image Random Flip", + "GRAudioSelector", + "GRImageSelector", + "GRLoraLoader", + "GRMenuHook", + "GRPromptViewer" + ], + { + "title_aux": "GraftingRayman" + } + ], + "https://github.com/GraftingRayman/ComfyUI_QueueTube": [ + [ + "GR QueueTube" + ], + { + "title_aux": "ComfyUI QueueTube" + } + ], + "https://github.com/GraftingRayman/Unified-Vision-Prompt-Generator": [ + [ + "UnifiedVisionPromptGenerator" + ], + { + "title_aux": "Unfied Vision Prompt Generator" + } + ], + "https://github.com/GrailGreg/images_base64": [ + [ + "SaveImage64", + "ShowText64" + ], + { + "title_aux": "Image Saving and Base64 Encoding Script" + } + ], + "https://github.com/Granddyser/wan-video-extender": [ + [ + "WanVideoExtenderLowHigh", + "WanVideoExtenderNative" + ], + { + "title_aux": "Wan-video-extender" + } + ], + "https://github.com/GreenLandisaLie/AuraSR-ComfyUI": [ + [ + "AuraSR.AuraSRUpscaler" + ], + { + "title_aux": "AuraSR-ComfyUI" + } + ], + "https://github.com/GreenLandisaLie/ComfyUI-BooruBrowser": [ + [ + "SILVER_FL_BooruBrowser", + "SILVER_Online_Video_Frame_Extractor" + ], + { + "title_aux": "ComfyUI-BooruBrowser" + } + ], + "https://github.com/GreenLandisaLie/ComfyUI-RichText_BasicDynamicPrompts": [ + [ + "SILVER_BasicDynamicPrompts" + ], + { + "title_aux": "ComfyUI-RichText_BasicDynamicPrompts" + } + ], + "https://github.com/GroxicTinch/EasyUI-ComfyUI": [ + [ + "UINode" + ], + { + "title_aux": "EasyUI" + } + ], + "https://github.com/GrvBdgr/comfyui-negativewildcardsprocessor": [ + [ + "custom_token_processor", + "neg_wildcard_processor" + ], + { + "title_aux": "Negative Wildcard Processor Node for ComfyUI" + } + ], + "https://github.com/GuardSkill/ComfyUI-VoiceSep": [ + [ + "ClearVoiceModelLoader", + "ClearVoiceSpeechSeparation" + ], + { + "title_aux": "ComfyUI-VoiceSep" + } + ], + "https://github.com/Gue-e/ComfyUI-PanoCard": [ + [ + "PanoCardViewer", + "PanoCondAllBatch", + "PanoCondFaceBatch", + "PanoCondFaceClamp", + "PanoCondFaceDetailerHook", + "PanoCondFaceUnPack", + "PanoImage2FaceSplit", + "PanoImageAdjust", + "PanoImageEqu2Equ", + "PanoImageEqu2Face", + "PanoImageEqu2Pic", + "PanoImageFace2Equ", + "PanoImageFaceClamp", + "PanoImageFaceToLong", + "PanoImageHeightPad", + "PanoImagePad", + "PanoImagePic2Equ", + "PanoImageRoll", + "PanoImageUnPack", + "PanoImageWidthPad", + "PanoLongMaskSplit", + "PanoMaskUnPack", + "PanoPipe", + "PanoPromptSplit", + "PanoRegionalPrompt" + ], + { + "title_aux": "ComfyUI-PanoCard" + } + ], + "https://github.com/Guillaume-Fgt/ComfyUI_StableCascadeLatentRatio": [ + [ + "StableCascadeLatentRatio" + ], + { + "title_aux": "ComfyUI_StableCascadeLatentRatio" + } + ], + "https://github.com/HAL41/ComfyUI-aichemy-nodes": [ + [ + "aichemyYOLOv8Segmentation" + ], + { + "title_aux": "ComfyUI aichemy nodes" + } + ], + "https://github.com/HECer/ComfyUI-FilePathCreator": [ + [ + "FilePathCreator", + "FilePathExtractor" + ], + { + "title_aux": "ComfyUI-FilePathCreator" + } + ], + "https://github.com/HJH-AILab/ComfyUI_CosyVoice2": [ + [ + "CosyVoiceModel", + "CosyVoiceNode", + "HJHCosyVoiceSaveAudio" + ], + { + "title_aux": "ComfyUI_CosyVoice2" + } + ], + "https://github.com/HJH-AILab/ComfyUI_Facefusion": [ + [ + "FacefusionFaceEnhancerProcessor", + "FacefusionFaceSwapperProcessor", + "FacefusionFrameEnhancerProcessor", + "FacefusionLipSyncerProcessor", + "FacefusionOptionsNode", + "FacefusionProcesserOptionsNode", + "FacefusionProcessingNode" + ], + { + "title_aux": "ComfyUI_Facefusion" + } + ], + "https://github.com/HJH-AILab/ComfyUI_StableAnimator": [ + [ + "StableAnimatorDWPoseDetectorAlignedModels", + "StableAnimatorLoadFramesFromFolderNode", + "StableAnimatorModels", + "StableAnimatorNode", + "StableAnimatorSkeletonNode" + ], + { + "title_aux": "ComfyUI_StableAnimator" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_APICall": [ + [ + "RH_AudioUploader", + "RH_BatchImages", + "RH_ExecuteNode", + "RH_ExtractImage", + "RH_ImageUploaderNode", + "RH_NodeInfoListNode", + "RH_SettingsNode", + "RH_Utils", + "RH_VideoUploader" + ], + { + "title_aux": "ComfyUI_RH_APICall" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_DMOSpeech2": [ + [ + "RunningHub DMOSpeech2" + ], + { + "title_aux": "ComfyUI DMOSpeech2 Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_DreamOmni2": [ + [ + "RunningHub DreamOmni2 Edit Pipeline", + "RunningHub DreamOmni2 Editor", + "RunningHub DreamOmni2 Gen Pipeline", + "RunningHub DreamOmni2 Generator" + ], + { + "title_aux": "ComfyUI DreamOmni2 Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_FramePack": [ + [ + "RunningHub_FramePack", + "RunningHub_FramePack_F1" + ], + { + "title_aux": "ComfyUI_RH_FramePack" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_ICCustom": [ + [ + "RunningHub ICCustom Loader", + "RunningHub ICCustom Sampler" + ], + { + "title_aux": "ComfyUI IC-Custom Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_LLM_API": [ + [ + "RH_LLMAPI_NODE" + ], + { + "title_aux": "ComfyUI_RH_LLM_API" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_OminiControl": [ + [ + "RunningHub_Omini_Fill", + "RunningHub_Omini_Spatial", + "RunningHub_Omini_Subject" + ], + { + "title_aux": "ComfyUI_RH_OminiControl" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_OneReward": [ + [ + "RunningHub OneReward Eraser", + "RunningHub OneReward Loader", + "RunningHub OneReward Sampler" + ], + { + "title_aux": "ComfyUI OneReward Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_Ovi": [ + [ + "RunningHub Ovi Image to Video", + "RunningHub Ovi Model Loader", + "RunningHub Ovi Text to Video" + ], + { + "title_aux": "ComfyUI Ovi Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_QwenImageI2L": [ + [ + "RunningHub_ImageQwenI2L_Loader(CFB)", + "RunningHub_ImageQwenI2L_Loader(Style)", + "RunningHub_ImageQwenI2L_LoraGenerator" + ], + { + "title_aux": "ComfyUI_RH_QwenImageI2L" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_SeedXPro": [ + [ + "RunningHub SeedXPro Translator" + ], + { + "title_aux": "ComfyUI SeedXPro Translation Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_Step1XEdit": [ + [ + "RunningHub_Step1XEdit" + ], + { + "title_aux": "ComfyUI_RH_Step1XEdit" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_UNO": [ + [ + "RunningHub_UNO_Loadmodel", + "RunningHub_UNO_Sampler" + ], + { + "title_aux": "ComfyUI_RH_UNO" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_USO": [ + [ + "RunningHub USO Loader", + "RunningHub USO Sampler" + ], + { + "title_aux": "ComfyUI USO Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_VideoAsPrompt": [ + [ + "RunningHub VideoAsPrompt Loader", + "RunningHub VideoAsPrompt Sampler(CogVideoX)" + ], + { + "title_aux": "ComfyUI_RH_VideoAsPrompt" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_mammothmoda": [ + [ + "RunningHub Mammothmoda Loader", + "RunningHub Mammothmoda T2I Sampler" + ], + { + "title_aux": "ComfyUI_RH_mammothmoda" + } + ], + "https://github.com/HMG-Fiverr/ComfyUI-RandomNumberButton": [ + [ + "RandomNumberButton" + ], + { + "title_aux": "Random Number Button" + } + ], + "https://github.com/HSDHCdev/ComfyUI-AI-Pixel-Art-Enhancer": [ + [ + "AIPixelArtEnhancer" + ], + { + "title_aux": "AI Pixel Art Enhancer for ComfyUI" + } + ], + "https://github.com/HWDigi/Factory-Prompts_comfyui": [ + [ + "FactoryPromptsNegative", + "FactoryPromptsNegativeCategorized", + "FactoryPromptsNegativeToggle", + "FactoryPromptsPositive" + ], + { + "title_aux": "Factory Prompt Generator" + } + ], + "https://github.com/Hahihula/ComfyUI-batching-nodes": [ + [ + "BatchImageLoaderNode", + "ImageFromBatchNode", + "PromptFromListNode", + "PromptLoopNode" + ], + { + "title_aux": "ComfyUI-batching-nodes" + } + ], + "https://github.com/Haiper-ai/ComfyUI-HaiperAI-API": [ + [ + "HaiperImage2Video", + "HaiperKeyframeConditioning", + "HaiperText2Image", + "HaiperText2Video" + ], + { + "title_aux": "ComfyUI-HaiperAI-API" + } + ], + "https://github.com/HallettVisual/ComfyUI-Qwen-Camera-Selector": [ + [ + "QwenCameraPromptBuilder" + ], + { + "title_aux": "ComfyUI-Qwen-Camera-Selector" + } + ], + "https://github.com/Hangover3832/ComfyUI_Hangover-Utils": [ + [ + "Get Workflow Data", + "Image Clipboard Copy", + "Image Clipboard Paster", + "Image Scale Bounding Box", + "Make Inpaint Model", + "Save Image w/o Metadata", + "Sympy Math Interpreter", + "Text Encode Wildcards" + ], + { + "author": "AlexL", + "description": "Scales an input image into a given box size, whereby the aspect ratio keeps retained.", + "nickname": "Hangover-Image_Scale_Bouning_Box", + "title": "ComfyUI-Hangover-Image_Scale_Bouning_Box", + "title_aux": "ComfyUI_Hangover-Utils" + } + ], + "https://github.com/HannibalP/comfyui-HannibalPack": [ + [ + "HannibalLoraLoader" + ], + { + "title_aux": "comfyui-HannibalPack" + } + ], + "https://github.com/Haoming02/comfyui-diffusion-cg": [ + [ + "Diffusion CG", + "Disable CG" + ], + { + "title_aux": "Diffusion CG" + } + ], + "https://github.com/Haoming02/comfyui-floodgate": [ + [ + "FloodGate" + ], + { + "title_aux": "Floodgate" + } + ], + "https://github.com/Haoming02/comfyui-resharpen": [ + [ + "ReSharpen" + ], + { + "title_aux": "ComfyUI ReSharpen" + } + ], + "https://github.com/HappyOnigiri/ComfyUI-Meld": [ + [ + "MeldAutoExposure", + "MeldImageLoader", + "MeldImageLoaderBatch", + "MeldPatternHeart", + "MeldPixelate", + "MeldPromptConstructor", + "MeldSaveImage", + "MeldSettingsUnpacker", + "MeldUnifiedFluxLoader", + "MeldUnifiedLoader" + ], + { + "title_aux": "ComfyUI-Meld" + } + ], + "https://github.com/HappyXY/ComfyUI-AmazonBedrock": [ + [ + "Amazon Bedrock - Nova Canvas Background Prompt Replace", + "Amazon Bedrock - Nova Canvas Generate Image", + "Amazon Bedrock - Nova Canvas Generate Variations", + "Amazon Bedrock - Nova Canvas Remove Object", + "Amazon Bedrock - Nova Reel Video", + "Bedrock - Claude", + "Bedrock - Claude Multimodal", + "Bedrock - Nova", + "Bedrock - SDXL" + ], + { + "title_aux": "ComfyUI-AmazonBedrock" + } + ], + "https://github.com/Hasasasa/ComfyUI_DashuaiTools": [ + [ + "API_PromptHelper", + "API_caption", + "Batch_API_caption", + "Gemini_API_Image", + "ImageComparisonGIF", + "Load64image", + "LoadImageList", + "LoadTextList", + "MinimumFilter", + "SaveImageWithName", + "XY_Image", + "ZImageLoraModelOnly", + "getImageRetio", + "qwenMultiAngles" + ], + { + "title_aux": "ComfyUI DashuaiTools" + } + ], + "https://github.com/HavocsCall/comfyui_HavocsCall_Custom_Nodes": [ + [ + "Clip Switch", + "Combine String", + "Conditioning Switch", + "Float Selector", + "Float to Integer", + "Float to String", + "Image Switch", + "Integer Selector", + "Integer to Float", + "Integer to String", + "Latent Switch", + "Load Image", + "Logic Compare", + "Math Operation", + "Model Switch", + "Prompt Combiner", + "Prompt Styler", + "Sampler Config", + "Save Image", + "String Switch", + "String to Float", + "String to Integer", + "Text Box", + "VAE Switch" + ], + { + "title_aux": "HavocsCall's Custom ComfyUI Nodes" + } + ], + "https://github.com/HaydenReeve/ComfyUI-Better-Strings": [ + [ + "BetterString" + ], + { + "title_aux": "ComfyUI Better Strings" + } + ], + "https://github.com/Hazukiaoi/ComfyUI-LM_Studio_Tools": [ + [ + "LMS_APIConfig", + "LMS_GetAssistantMessage", + "LMS_Request", + "LMS_SelectModel", + "LMS_SystemPrompt", + "LMS_UnloadModel", + "LMS_UserPrompt" + ], + { + "title_aux": "LM Studio Tools for ComfyUI" + } + ], + "https://github.com/HeadshotPro/ComfyUI-HeadshotPro": [ + [ + "[HSP] Download Dreambooth Checkpoint", + "[HSP] Download Flux Lora", + "[HSP] Get Random Value From List", + "[HSP] Load Canny Pose Face", + "[HSP] Transparent to White Background" + ], + { + "title_aux": "ComfyUI-HeadshotPro" + } + ], + "https://github.com/Hearmeman24/ComfyUI-LoRAPlotNode": [ + [ + "LoRAPlotImageSaver", + "LoRAPlotNode" + ], + { + "title_aux": "ComfyUI-LoRAPlotNode" + } + ], + "https://github.com/Hearmeman24/ComfyUI-Pinecone": [ + [ + "PineconePromptUpserter" + ], + { + "title_aux": "ComfyUI Pinecone Prompt Upserter" + } + ], + "https://github.com/HebelHuber/comfyui-enhanced-save-node": [ + [ + "EnhancedSaveNode" + ], + { + "title_aux": "comfyui-enhanced-save-node" + } + ], + "https://github.com/HellerCommaA/ComfyUI-VideoResolutions": [ + [ + "HunyuanResolutions" + ], + { + "title_aux": "Hunyuan Video Resolutions" + } + ], + "https://github.com/HellerCommaA/ComfyUI-ZImageLatent": [ + [ + "ZImageLatent" + ], + { + "title_aux": "ComfyUI-ZImageLatent" + } + ], + "https://github.com/Hellfiredragon/comfyui-image-manipulation": [ + [ + "AlphaApplyMaskToImage", + "CreateMaskFromColorsNode" + ], + { + "title_aux": "comfyui-image-manipulation" + } + ], + "https://github.com/HelloVision/ComfyUI_HelloMeme": [ + [ + "GetExpression", + "GetExpression2", + "GetFaceLandmarks", + "GetHeadPose", + "HMFaceToolkitsLoader", + "HMImagePipelineLoader", + "HMPipelineImage", + "HMPipelineVideo", + "HMVideoPipelineLoader" + ], + { + "title_aux": "ComfyUI_HelloMeme" + } + ], + "https://github.com/Hellrunner2k/ComfyUI-HellrunnersMagicalNodes": [ + [ + "AdjustMojo", + "BufferedEncoder", + "LoRABox", + "LoadMaskMap", + "MagicalSaveNode", + "MaskMapPrompt", + "MaskMapPromptMix", + "MojoLoader", + "MojoMaker", + "SaveMojo", + "TEAce", + "ThermalLatenator" + ], + { + "title_aux": "Hellrunner's Magical Nodes" + } + ], + "https://github.com/HenkDz/nd-super-nodes": [ + [ + "NdSuperLoraLoader" + ], + { + "title_aux": "nd-super-nodes" + } + ], + "https://github.com/HighDoping/ComfyUI_ASSSSA": [ + [ + "ASSSubtitleReader", + "ASSSubtitleSave", + "FFMpegSettings", + "MultilineTextInput", + "SubtitleEmbedding", + "SubtitleExtraction", + "VideoTranscoding" + ], + { + "title_aux": "ComfyUI-ASSSSA" + } + ], + "https://github.com/HoangYell/comfyui-hoangyell-video": [ + [ + "AddIntroImage" + ], + { + "title_aux": "comfyui-hoangyell-video-edit" + } + ], + "https://github.com/Holasyb918/Ghost2_Comfyui": [ + [ + "AlignPipeline", + "BlenderPipeline", + "FaceAnalysisePipeline", + "FaceParsingPipeline", + "LoadAlignerModel", + "LoadBlenderModel", + "LoadFaceAnalysisModel", + "LoadFaceParsingModel", + "LoadInpainterModel", + "LoadStyleMatteModel" + ], + { + "title_aux": "Ghost2_Comfyui" + } + ], + "https://github.com/Hopping-Mad-Games/ComfyUI_LiteLLM": [ + [ + "AgentMemoryProvider", + "AgentNode", + "BasicRecursionFilterNode", + "Completion Enhancement Filter", + "Document Chunk Processor", + "DocumentChunkRecursionFilterNode", + "DocumentProcessor", + "Iterative Completion Agent", + "LinuxMemoryDirectory", + "QueryNode" + ], + { + "description": "Nodes for interfacing with LiteLLM", + "nickname": "Tasha", + "title": "ComfyUI_LiteLLM", + "title_aux": "ComfyUI_LiteLLM" + } + ], + "https://github.com/HowToSD/ComfyUI-Data-Analysis": [ + [ + "CDAFloatCreate", + "CDAIntCreate", + "CDAJSONCreate", + "CDAShowFloat", + "CDAShowInt", + "CDAStringCreate", + "CDATextCreate", + "MPLBar", + "MPLLine", + "MPLPieChart", + "MPLScatter", + "NumpyFloatCreate", + "NumpyIntCreate", + "NumpyShow", + "NumpySqueeze", + "PandasAdd", + "PandasAddScalarFloat", + "PandasAddScalarInt", + "PandasAddSeries", + "PandasAsFloat", + "PandasAsInt", + "PandasAsString", + "PandasAtDatetime", + "PandasAtFloat", + "PandasAtInt", + "PandasAtSetDatetime", + "PandasAtSetFloat", + "PandasAtSetInt", + "PandasAtSetString", + "PandasAtString", + "PandasBooleanIndex", + "PandasColumns", + "PandasCorr", + "PandasCos", + "PandasCount", + "PandasCov", + "PandasCreate", + "PandasCreateFromDict", + "PandasCreateFromDictIndexList", + "PandasCreateFromMultipleDict", + "PandasCreateFromNumpy", + "PandasCreateFromTensor", + "PandasCreateSeriesFromDict", + "PandasCreateSeriesFromList", + "PandasCreateSeriesFromListIndexList", + "PandasCreateWithIndex", + "PandasCrosstab", + "PandasCummax", + "PandasCummin", + "PandasCumprod", + "PandasCumsum", + "PandasDiv", + "PandasDivScalarFloat", + "PandasDivScalarInt", + "PandasDivSeries", + "PandasDropDuplicates", + "PandasDropNA", + "PandasEq", + "PandasEqScalarFloat", + "PandasEqScalarInt", + "PandasExcelFileSheetNames", + "PandasExp", + "PandasFeatureSplitToNumpy", + "PandasFeatureSplitToPt", + "PandasFillNAScalarFloat", + "PandasFillNAScalarInt", + "PandasGe", + "PandasGeScalarFloat", + "PandasGeScalarInt", + "PandasGroupBy", + "PandasGt", + "PandasGtScalarFloat", + "PandasGtScalarInt", + "PandasHead", + "PandasHorizontalConcat", + "PandasHorizontalSplit", + "PandasIatDatetime", + "PandasIatFloat", + "PandasIatInt", + "PandasIatSetDatetime", + "PandasIatSetFloat", + "PandasIatSetInt", + "PandasIatSetString", + "PandasIatString", + "PandasIlocRowSeries", + "PandasIlocRowsDataFrame", + "PandasIlocRowsSliceDataFrame", + "PandasIndex", + "PandasIndexToString", + "PandasIsNA", + "PandasJoin", + "PandasKurtosis", + "PandasLe", + "PandasLeScalarFloat", + "PandasLeScalarInt", + "PandasLoadCSV", + "PandasLoadCSVWithEncoding", + "PandasLoadCSVWithIndex", + "PandasLoadExcel", + "PandasLoadHTML", + "PandasLoadJSON", + "PandasLocCellString", + "PandasLocRowMultiIndexDataFrame", + "PandasLocRowSeries", + "PandasLog", + "PandasLt", + "PandasLtScalarFloat", + "PandasLtScalarInt", + "PandasMax", + "PandasMean", + "PandasMedian", + "PandasMelt", + "PandasMin", + "PandasMode", + "PandasMul", + "PandasMulScalarFloat", + "PandasMulScalarInt", + "PandasMulSeries", + "PandasNe", + "PandasNeScalarFloat", + "PandasNeScalarInt", + "PandasPivot", + "PandasPow", + "PandasPowScalarFloat", + "PandasPowScalarInt", + "PandasPowSeries", + "PandasRename", + "PandasRenameAdvanced", + "PandasReplace", + "PandasReplaceAdvanced", + "PandasSaveCSV", + "PandasSaveJSON", + "PandasSelectColumnAsSeries", + "PandasSelectColumns", + "PandasSelectRows", + "PandasSeriesToDataFrame", + "PandasSeriesToString", + "PandasSetIndex", + "PandasShowDataFrame", + "PandasShowIndex", + "PandasShowSeries", + "PandasShowText", + "PandasSin", + "PandasSkew", + "PandasSort", + "PandasStd", + "PandasStrftime", + "PandasSub", + "PandasSubScalarFloat", + "PandasSubScalarInt", + "PandasSubSeries", + "PandasSum", + "PandasSummary", + "PandasTan", + "PandasToDatetime", + "PandasToNumpy", + "PandasToString", + "PandasTranspose", + "PandasValueCounts", + "PandasVar", + "PandasVerticalConcat", + "PandasVerticalSplit", + "PandasXs", + "PyDatetimeToString", + "PyFloatToString", + "PyIntToString", + "PyKvFloatCreate", + "PyKvIntCreate", + "PyKvStringCreate", + "PyListToString", + "PyStringToDatetime", + "PyStringToDict", + "PyStringToFloat", + "PyStringToInt", + "PyStringToList", + "SNSBar", + "SNSBarPt", + "SNSBoxplot", + "SNSHeatmap", + "SNSHistogram", + "SNSHistogramPt", + "SNSLine", + "SNSLinePt", + "SNSPairplot", + "SNSScatter", + "SNSScatterPt" + ], + { + "title_aux": "ComfyUI-Data-Analysis" + } + ], + "https://github.com/HowToSD/ComfyUI-Pt-Wrapper": [ + [ + "HfTokenizerEncode", + "PtAbs", + "PtAcos", + "PtAdd", + "PtApplyFunction", + "PtArange", + "PtArgmax", + "PtArgmin", + "PtAsin", + "PtAtan", + "PtBitwiseAnd", + "PtBitwiseLeftShift", + "PtBitwiseNot", + "PtBitwiseOr", + "PtBitwiseRightShift", + "PtBitwiseXor", + "PtBmm", + "PtBoolCreate", + "PtComputeLoss", + "PtConcat", + "PtCos", + "PtCosh", + "PtCrop", + "PtDataLoader", + "PtDataLoaderFromTensors", + "PtDiv", + "PtEinsum", + "PtEq", + "PtEvaluateClassificationModel", + "PtExp", + "PtFlatten", + "PtFloatCreate", + "PtFloorDiv", + "PtFromImage", + "PtFromImageTranspose", + "PtFromLatent", + "PtFromNumpy", + "PtFull", + "PtGather", + "PtGe", + "PtGt", + "PtIndexSelect", + "PtIntCreate", + "PtInterpolateByScaleFactor", + "PtInterpolateToSize", + "PtLe", + "PtLinspace", + "PtLoadModel", + "PtLog", + "PtLogicalAnd", + "PtLogicalNot", + "PtLogicalOr", + "PtLogicalXor", + "PtLt", + "PtMaskedSelect", + "PtMatMul", + "PtMax", + "PtMean", + "PtMedian", + "PtMin", + "PtMm", + "PtMul", + "PtNe", + "PtNeg", + "PtOnes", + "PtPad", + "PtPermute", + "PtPow", + "PtPredictClassificationModel", + "PtPredictRegressionModel", + "PtProd", + "PtRand", + "PtRandInt", + "PtRandn", + "PtRemainder", + "PtReshape", + "PtSaveModel", + "PtScatter", + "PtShowSize", + "PtShowText", + "PtSin", + "PtSinh", + "PtSize", + "PtSizeCreate", + "PtSizeToNumpy", + "PtSizeToString", + "PtSqrt", + "PtSqueeze", + "PtStack", + "PtStd", + "PtSub", + "PtSum", + "PtTan", + "PtTanh", + "PtToBfloat16", + "PtToFloat16", + "PtToFloat32", + "PtToFloat64", + "PtToImage", + "PtToImageTranspose", + "PtToInt16", + "PtToInt32", + "PtToInt64", + "PtToInt8", + "PtToLatent", + "PtToNumpy", + "PtToRgbTensors", + "PtToUint8", + "PtTokenizer", + "PtTrainClassificationModel", + "PtTrainClassificationModelLr", + "PtTrainClassificationTransformerModel", + "PtTrainFineTuneClassificationTransformerModel", + "PtTrainModel", + "PtTrainRNNModel", + "PtTrainRegressionModel", + "PtUnsqueeze", + "PtVar", + "PtView", + "PtWhere", + "PtZeros", + "PtdBernoulli", + "PtdBeta", + "PtdBinomial", + "PtdCategorical", + "PtdChi2", + "PtdExponential", + "PtdGamma", + "PtdNormal", + "PtdPoisson", + "PtdStudentT", + "PtdUniform", + "PtdmCdf", + "PtdmCdfTensor", + "PtdmIcdf", + "PtdmIcdfTensor", + "PtdmLogProb", + "PtdmLogProbTensor", + "PtdmPdf", + "PtdmPdfTensor", + "PtdmPmf", + "PtdmPmfTensor", + "PtdmSample", + "PtfGELU", + "PtfLeakyReLU", + "PtfLogSoftmax", + "PtfReLU", + "PtfSiLU", + "PtfSigmoid", + "PtfSoftmax", + "PtfSoftplus", + "PtfTanh", + "PtnAvgPool2d", + "PtnBCELoss", + "PtnBCEWithLogitsLoss", + "PtnBatchNorm2d", + "PtnChainedModel", + "PtnChainedModelWithAttentionMask", + "PtnConv2d", + "PtnConvModel", + "PtnCrossEntropyLoss", + "PtnEmbedding", + "PtnEmbeddingRNNLinear", + "PtnEmbeddingTransformerLinear", + "PtnGRU", + "PtnGRULinear", + "PtnHfFineTunedClassificationModel", + "PtnHfLoraClassificationModel", + "PtnHuberLoss", + "PtnInstanceNorm2d", + "PtnKLDivLoss", + "PtnL1Loss", + "PtnLSTM", + "PtnLSTMLinear", + "PtnLayerNorm", + "PtnLinear", + "PtnLinearModel", + "PtnMSELoss", + "PtnMaskedMeanPooling", + "PtnMaxPool2d", + "PtnModelWithClosure", + "PtnMultiheadAttention", + "PtnMultiheadAttentionCustom", + "PtnNLLLoss", + "PtnPreAddChannelAxis", + "PtnPreFlatten", + "PtnRNN", + "PtnRNNLinear", + "PtnResidualConnectionModel", + "PtnResidualConnectionModelWithAttentionMask", + "PtnResnetModel", + "PtnSmoothL1Loss", + "PtoAdam", + "PtoAdamW", + "PtoLrSchedulerCosineAnnealing", + "PtoLrSchedulerReduceOnPlateau", + "PtoLrSchedulerStep", + "PtoSGD", + "PtoSimple", + "PtvDataset", + "PtvDatasetLen", + "PtvDatasetLoader", + "PtvHfDatasetWithTokenEncode", + "PtvHfGloveDataset", + "PtvHfLocalDataset", + "PtvImageFolderDataset", + "PtvSequentialTensorDataset", + "PtvTransformsDataAugment", + "PtvTransformsResize", + "PtvTransformsToTensor", + "SpEncode", + "SpLoadModel" + ], + { + "title_aux": "ComfyUI-Pt-Wrapper" + } + ], + "https://github.com/Hullabalo/ComfyUI-Loop": [ + [ + "ImageCropLoop", + "ImagePasteLoop", + "LoopAny", + "SaveAny" + ], + { + "title_aux": "ComfyUI-Loop" + } + ], + "https://github.com/I-ShadowStar/L2UC": [ + [ + "CLIPTextEncodeLumina2Unchained" + ], + { + "title_aux": "L2UC" + } + ], + "https://github.com/IAMCCS/IAMCCS-nodes": [ + [ + "IAMCCS_AutoLinkArguments", + "IAMCCS_AutoLinkConverter", + "IAMCCS_GGUF_accelerator", + "IAMCCS_GetAutoLink", + "IAMCCS_HWProbeRecommendations", + "IAMCCS_HwSupporter", + "IAMCCS_HwSupporterAny", + "IAMCCS_LTX2_ControlPreprocess", + "IAMCCS_LTX2_EnsureFrames8nPlus1", + "IAMCCS_LTX2_ExtensionModule", + "IAMCCS_LTX2_ExtensionModule_simple", + "IAMCCS_LTX2_FrameCountValidator", + "IAMCCS_LTX2_FrameRateSync", + "IAMCCS_LTX2_GetImageFromBatch", + "IAMCCS_LTX2_ImageBatchCropByPad", + "IAMCCS_LTX2_ImageBatchPadReflect", + "IAMCCS_LTX2_LoRAStack", + "IAMCCS_LTX2_LoRAStackModelIO", + "IAMCCS_LTX2_LoRAStackSegmented6", + "IAMCCS_LTX2_LoRAStackStaged", + "IAMCCS_LTX2_ModelWithLoRA_Segmented6", + "IAMCCS_LTX2_ReferenceImageSwitch", + "IAMCCS_LTX2_ReferenceStartFramesInjector", + "IAMCCS_LTX2_TimeFrameCount", + "IAMCCS_LTX2_Validator", + "IAMCCS_ModelWithLoRA", + "IAMCCS_ModelWithLoRA_LTX2", + "IAMCCS_ModelWithLoRA_LTX2_Staged", + "IAMCCS_MultiSwitch", + "IAMCCS_SamplerAdvancedVersion1", + "IAMCCS_SetAutoLink", + "IAMCCS_VAEDecodeTiledSafe", + "IAMCCS_VAEDecodeToDisk", + "IAMCCS_VRAMCleanup", + "IAMCCS_WanImageMotion", + "IAMCCS_WanLoRAStack", + "IAMCCS_WanLoRAStackModelIO", + "IAMCCS_bus_group", + "iamccs_ltx2_lora_stack" + ], + { + "title_aux": "IAMCCS-nodes" + } + ], + "https://github.com/IDGallagher/ComfyUI-IG-Motion-I2V": [ + [ + "MI2V Flow Animator", + "MI2V Flow Predictor", + "MI2V PauseNode", + "MotionPainter" + ], + { + "author": "IDGallagher", + "description": "Custom nodes to aid in the exploration of Latent Space", + "nickname": "IG Interpolation Nodes", + "title": "IG Interpolation Nodes", + "title_aux": "ComfyUI-IG-Motion-I2V" + } + ], + "https://github.com/IDGallagher/ComfyUI-IG-Nodes": [ + [ + "IG Analyze SSIM", + "IG Cross Fade Images", + "IG Explorer", + "IG Float", + "IG Float List", + "IG Folder", + "IG Image Crop", + "IG Int", + "IG Interpolate", + "IG Load Image", + "IG Load Images", + "IG MotionPredictor", + "IG Multiply", + "IG Path Join", + "IG PointCloud From Cylindrical", + "IG PointCloud From Depth", + "IG Save PLY PointCloud", + "IG Simple Translate Stitcher", + "IG Stitch Depth Tiles", + "IG Stitch Images CV2", + "IG String", + "IG String List", + "IG Tile Image", + "IG ZFill", + "SM Video Base", + "SM Video Base Control" + ], + { + "author": "IDGallagher", + "description": "Custom nodes to aid in the exploration of Latent Space", + "nickname": "IG Interpolation Nodes", + "title": "IG Interpolation Nodes", + "title_aux": "IG Interpolation Nodes" + } + ], + "https://github.com/IDGallagher/MotionVideoSearch": [ + [ + "IG Motion Video Frame", + "IG Motion Video Search" + ], + { + "author": "IDGallagher", + "description": "Search an index of videos by motion image", + "nickname": "IG Motion Video Search", + "title": "IG Motion Video Search", + "title_aux": "IG-Motion-Search" + } + ], + "https://github.com/IIEleven11/ComfyUI-FairyTaler": [ + [ + "FairyTalerStoryboard", + "SceneParser", + "SceneToConditioning", + "StoryboardCompositor", + "ThreeSceneGenerator" + ], + { + "author": "Eleven", + "description": "Turn your AI roleplay into AI generated scenes from every response. Visualize what you read!", + "nickname": "ComfyUI FairyTaler", + "title": "ComfyUI FairyTaler Storyboard Nodes", + "title_aux": "ComfyUI-FairyTaler" + } + ], + "https://github.com/IIs-fanta/ComfyUI-FANTA-GameBox": [ + [ + "BilliardsGameNode", + "BrickBreakerNode", + "FlappyBirdNode", + "SnakeGameNode" + ], + { + "title_aux": "ComfyUI-FANTA-GameBox" + } + ], + "https://github.com/INuBq8/ComfyUI-NotificationBridge": [ + [ + "DiscordNotifyNode", + "WhatsAppNotifyNodeTwilio" + ], + { + "title_aux": "Notification Bridge" + } + ], + "https://github.com/IRCSS/comfyUI-blender-wrapper": [ + [ + "BlenderGenericNode", + "CV2InpaintTexture", + "DownloadAndLoadHy3DDelightModel", + "DownloadAndLoadHy3DPaintModel", + "Hy3DApplyTexture", + "Hy3DBPT", + "Hy3DBakeFromMultiview", + "Hy3DCameraConfig", + "Hy3DDelightImage", + "Hy3DDiffusersSchedulerConfig", + "Hy3DExportMesh", + "Hy3DFastSimplifyMesh", + "Hy3DGenerateMesh", + "Hy3DGenerateMeshMultiView", + "Hy3DGetMeshPBRTextures", + "Hy3DIMRemesh", + "Hy3DLoadMesh", + "Hy3DMeshInfo", + "Hy3DMeshUVWrap", + "Hy3DMeshVerticeInpaintTexture", + "Hy3DModelLoader", + "Hy3DNvdiffrastRenderer", + "Hy3DPostprocessMesh", + "Hy3DRenderMultiView", + "Hy3DRenderMultiViewDepth", + "Hy3DRenderSingleView", + "Hy3DSampleMultiView", + "Hy3DSetMeshPBRAttributes", + "Hy3DSetMeshPBRTextures", + "Hy3DTorchCompileSettings", + "Hy3DUploadMesh", + "Hy3DVAEDecode", + "Hy3DVAELoader", + "Hy3D_2_1SimpleMeshGen", + "MESHToTrimesh", + "TrimeshToMESH" + ], + { + "title_aux": "comfyUI-blender-wrapper" + } + ], + "https://github.com/ITurchenko/ComfyUI-SizeFromArray": [ + [ + "SizeFromArray" + ], + { + "title_aux": "ComfyUI-SizeFromArray" + } + ], + "https://github.com/IXIWORKS-KIMJUNGHO/ComfyUI-VideoDescription": [ + [ + "BatchStartMarker", + "BuildCharacterPromptNode", + "BuildPromptNode", + "Bypass", + "ConcatStrings", + "ControlNetPreprocessor", + "CropAndResize", + "DiffSynthControlnetAdvanced", + "EmptyLatentRatio", + "ImageToList", + "JsonParserNode", + "LoadImageList", + "LoraLoaderAdvanced", + "MergeStringsNode", + "ModelProgressTracker", + "PromptPoseFilter", + "PromptStyleFilter", + "SaveText", + "SelectIndexNode", + "StringToList", + "SwitchBoolean", + "SwitchCase", + "VideoDescriptionQwen3VL" + ], + { + "title_aux": "ComfyUI-VideoDescription" + } + ], + "https://github.com/IamCreateAI/ComfyUI-Animon": [ + [ + "AnimonImageToVideoNode", + "AnimonKeyNode", + "AnimonStartEndToVideoNode", + "AnimonUploadImageFromFileNode", + "AnimonUploadImageFromTensorNode", + "AnimonUploadVideoFromBytesNode", + "AnimonUploadVideoFromFileNode", + "AnimonUploadVideoFromTensorNode", + "AnimonUpscaleVideoNode" + ], + { + "title_aux": "ComfyUI-Animon" + } + ], + "https://github.com/IamCreateAI/Ruyi-Models": [ + [ + "Ruyi_EnhanceAVideo", + "Ruyi_I2VSampler", + "Ruyi_LoadLora", + "Ruyi_LoadModel", + "Ruyi_TeaCache" + ], + { + "title_aux": "ComfyUI-Ruyi" + } + ], + "https://github.com/Ian2073/ComfyUI-MyLLMnode": [ + [ + "GemmaLLMNode", + "LlamaLLMNode", + "MistralLLMNode", + "PhiLLMNode", + "QwenLLMNode", + "YiLLMNode" + ], + { + "title_aux": "ComfyUI-MyLLMNode" + } + ], + "https://github.com/IcelandicCenterArtificialIntelligence/ComfyUI-SamplerSchedulerMetricsTester": [ + [ + "SamplerSchedulerMetricsTester" + ], + { + "title_aux": "Sampler Scheduler Metrics Tester for ComfyUI" + } + ], + "https://github.com/Icyman86/ComfyUI_AnimeCharacterSelect": [ + [ + "ActionPromptNode", + "CharacterPromptNode", + "CombinePromptStringsNode", + "EnhancedCharacterPromptNode", + "MinimalCharacterActionPrompt" + ], + { + "title_aux": "ComfyUI_AnimeCharacterSelect" + } + ], + "https://github.com/IgalOgonov/ComfyUI_Simple_String_Repository": [ + [ + "SimpleStringRepository", + "SimpleStringRepositoryCompact", + "SimpleStringRepositoryLarge", + "SimpleStringRepositoryLargeCompact", + "SimpleStringRepositorySmall", + "SimpleStringRepositorySmallCompact" + ], + { + "title_aux": "Simple String Repository" + } + ], + "https://github.com/ImagineerNL/ComfyUI-IMGNR-Utils": [ + [ + "CatchEditTextNode", + "DIYNodeWriter", + "PreviewImageAdHocSaveNode", + "PreviewImageBase64Node" + ], + { + "title_aux": "ComfyUI-IMGNR-Utils" + } + ], + "https://github.com/ImagineerNL/ComfyUI-ToSVG-Potracer": [ + [ + "PotracerVectorize", + "SaveAsSVG Potracer (Temporary Fix)" + ], + { + "title_aux": "ComfyUI-ToSVG-Potracer" + } + ], + "https://github.com/Immac/ComfyUI-CoreVideoMocks": [ + [ + "CoreVideoMocks:AV1Codec", + "CoreVideoMocks:BatchAudioStreams", + "CoreVideoMocks:BatchSubtitlesStreams", + "CoreVideoMocks:BatchVideoStreams", + "CoreVideoMocks:CodecFromVideoStream", + "CoreVideoMocks:CombineVideo", + "CoreVideoMocks:DecodeVideoStream", + "CoreVideoMocks:EncodeVideoStream", + "CoreVideoMocks:GetAudioStream", + "CoreVideoMocks:GetSubtitleStream", + "CoreVideoMocks:GetVideoStream", + "CoreVideoMocks:LoadVideo", + "CoreVideoMocks:PreviewVideo", + "CoreVideoMocks:SaveVideo", + "CoreVideoMocks:SplitVideo", + "CoreVideoMocks:VP9Codec", + "CoreVideoMocks:VideoStreamData" + ], + { + "title_aux": "ComfyUI Core Video Nodes" + } + ], + "https://github.com/ImmortalPie/ComfyUI-PonySwitch": [ + [ + "PonySwitch" + ], + { + "title_aux": "PonySwitch Node" + } + ], + "https://github.com/InstantStudioAI/ComfyUI-InstantStudio": [ + [ + "HuggingFace Classify", + "Moondream", + "UploadImagesToInstantStudio" + ], + { + "title_aux": "ComfyUI-InstantStudio" + } + ], + "https://github.com/Intersection98/ComfyUI_MX_post_processing-nodes": [ + [ + "MX_AlphaBlend", + "MX_Blend", + "MX_Blur", + "MX_Canny", + "MX_ChromaticAberration", + "MX_ColorCorrect", + "MX_ColorMatch", + "MX_ColorTint", + "MX_Glow", + "MX_HSVThresholdMask", + "MX_KuwaharaBlur(Cartoon)", + "MX_LUT", + "MX_LensBokeh", + "MX_LensOpticAxis", + "MX_LensZoomBurst", + "MX_Mosaic", + "MX_Noise", + "MX_Posterize", + "MX_SineWave", + "MX_Solarize", + "MX_Vignette" + ], + { + "title_aux": "ComfyUI-MX-post-processing-nodes" + } + ], + "https://github.com/Inzaniak/comfyui-ranbooru": [ + [ + "LockSeed", + "PromptBackground", + "PromptLimit", + "PromptMix", + "PromptRandomWeight", + "PromptRemove", + "Ranbooru", + "RanbooruURL", + "RandomPicturePath", + "TimestampFileName" + ], + { + "title_aux": "Ranbooru for ComfyUI" + } + ], + "https://github.com/Irsalistic/comfyui-dam-object-extractor": [ + [ + "DAMObjectNameNode", + "DAMVisualizeNode" + ], + { + "title_aux": "ComfyUI DAM Object Extractor" + } + ], + "https://github.com/IsItDanOrAi/ComfyUI-Stereopsis": [ + [ + "Dan_FrameDelay", + "Dan_Stereopsis" + ], + { + "title_aux": "ComfyUI-Stereopsis" + } + ], + "https://github.com/IsItDanOrAi/ComfyUI-exLoadout": [ + [ + "dropdowns", + "exCheckpointLoader", + "exLoadoutCheckpointLoader", + "exLoadoutEditCell", + "exLoadoutReadColumn", + "exLoadoutSeg", + "exLoadoutSeg2", + "exLoadoutSelector", + "exSeg", + "exSeg2" + ], + { + "title_aux": "exLoadout: Excel-Based Model & Settings Loader" + } + ], + "https://github.com/Isi-dev/ComfyUI-Animation_Nodes_and_Workflows": [ + [ + "CLIPTextEncodeStyles", + "ComputePadding", + "JoinVideos", + "MakeDrivingVideoForLivePortrait", + "MakePortraitWalk", + "MoveInOrOut", + "MoveLeftOrRight", + "MoveUpOrDown", + "Replace_Img_or_Vid_Bg_Assistant" + ], + { + "title_aux": "ComfyUI-Animation_Nodes_and_Workflows" + } + ], + "https://github.com/Isi-dev/ComfyUI-Img2DrawingAssistants": [ + [ + "LineArt_Assistant", + "LineArt_Assistant_2", + "Sketch_Assistant", + "Sketch_Assistant_grayScale" + ], + { + "title_aux": "ComfyUI-Img2DrawingAssistants" + } + ], + "https://github.com/Isi-dev/ComfyUI-Img2PaintingAssistant": [ + [ + "Painting", + "ProcessInspyrenetRembg" + ], + { + "title_aux": "Image to Painting and Inspyrenet Assistant Nodes" + } + ], + "https://github.com/Isi-dev/ComfyUI-UniAnimate-W": [ + [ + "Animate_X_Image", + "Animate_X_Image_Long", + "Animate_X_Image_v2", + "Animate_X_ReposeImage", + "Animate_X_ReposeImage_v2", + "Gen_align_pose", + "Gen_align_pose2", + "ReposeImage", + "UniAnimateImage", + "UniAnimateImageLong" + ], + { + "title_aux": "ComfyUI-UniAnimate-W" + } + ], + "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough": [ + [ + "ControlledCLIPTextEncode", + "ControlledControlNetLoader", + "ControlledModelPatchLoader", + "ControlledUNETLoader", + "ControlledUnetLoaderGGUF", + "ControlledVAELoader", + "DeleteModelPassthrough", + "DeleteModelPassthroughLight", + "SmartClipDeleter" + ], + { + "title_aux": "ComfyUI_DeleteModelPassthrough" + } + ], + "https://github.com/Isulion/ComfyUI_Isulion": [ + [ + "CustomTextNode", + "CustomTextNode \u2328\ufe0f", + "CustomTextNode.py", + "DisplayImageFromURL", + "IsuCollage_Node", + "Isulion Civitai Image Display", + "Isulion Civitai Model Explorer", + "Isulion Civitai Trending", + "IsulionActionGenerator", + "IsulionAlienWorldGenerator", + "IsulionAnimalBehaviorGenerator", + "IsulionAnimalRandom", + "IsulionArtStyleGenerator", + "IsulionArtifactGenerator", + "IsulionCivitaiImageDisplay", + "IsulionCivitaiModelExplorer", + "IsulionCivitaiTrending", + "IsulionClothingGenerator", + "IsulionCuteAnimalRandom", + "IsulionEmotionGenerator", + "IsulionEpochGenerator", + "IsulionFantasyRaceGenerator", + "IsulionHabitatGenerator", + "IsulionLoadImagesNode", + "IsulionMagicalEffectGenerator", + "IsulionMegaPromptV3", + "IsulionMultiplePromptGenerator", + "IsulionMythicalLocationGenerator", + "IsulionNegativePromptGenerator", + "IsulionProfessionGenerator", + "IsulionPromptEnhancer", + "IsulionPromptGenerator", + "IsulionSceneComposition", + "IsulionSpacecraftGenerator", + "IsulionStyleMixer", + "IsulionTechGenerator", + "IsulionTimeOfDayGenerator", + "IsulionVideoPromptGenerator", + "IsulionWeatherGenerator", + "MegaPromptV3", + "\u29c9 IsulionOverlay", + "\ud83d\udca4 IsulionShutdown", + "\ud83e\udde9 IsulionQRCode" + ], + { + "title_aux": "ComfyUI_Isulion Random Prompt Generator" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-4_5": [ + [ + "DisplayText", + "MiniCPM_VQA", + "MiniCPM_VQA_Polished", + "MultipleImagesInput" + ], + { + "title_aux": "ComfyUI_MiniCPM-V-4_5" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_Qwen2-Audio-7B-Instruct-Int4": [ + [ + "AudioLoader", + "AudioPreviewer", + "Qwen2_AQA" + ], + { + "title_aux": "ComfyUI_Qwen2-Audio-7B-Instruct-Int4" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct": [ + [ + "ImageLoader", + "MultiplePathsInput", + "Qwen3_VQA", + "VideoLoader", + "VideoLoaderPath" + ], + { + "title_aux": "Comfyui_Qwen3-VL-Instruct" + } + ], + "https://github.com/J-ChenX/ComfyUI-NIX": [ + [ + "NIX_ImageComposite", + "NIX_ImageInference", + "NIX_ImageTile", + "NIX_ImageUpscaleProportionally", + "NIX_MaskCrop", + "NIX_MaskNull", + "NIX_PathLoading", + "NIX_RotateCrop", + "NIX_RotateImage", + "NIX_SaveImage", + "NIX_StringMatch", + "NIX_StringMatcher", + "NIX_SwitchAnything", + "NIX_XYGridMapper" + ], + { + "title_aux": "NIX ComfyUI Plugin" + } + ], + "https://github.com/JEONG-JIWOO/ComfyUI_Eugene_Nodes": [ + [ + "DictBus", + "DictBusEdit", + "DictBusUnpack", + "DictMultilineSelect", + "DictTemplate", + "DictUpdate1", + "DictUpdate10", + "DictUpdate5", + "LoraPresetListLoader", + "LoraPresetLoader", + "LoraPresetSaver", + "LoraPresetSelector" + ], + { + "title_aux": "ComfyUI_Eugene_Nodes" + } + ], + "https://github.com/JPS-GER/ComfyUI_JPS-Nodes": [ + [ + "CLIPTextEncode SDXL Plus (JPS)", + "Conditioning Switch (JPS)", + "ControlNet Switch (JPS)", + "Crop Image Pipe (JPS)", + "Crop Image Settings (JPS)", + "Crop Image Square (JPS)", + "Crop Image TargetSize (JPS)", + "CtrlNet CannyEdge Pipe (JPS)", + "CtrlNet CannyEdge Settings (JPS)", + "CtrlNet MiDaS Pipe (JPS)", + "CtrlNet MiDaS Settings (JPS)", + "CtrlNet OpenPose Pipe (JPS)", + "CtrlNet OpenPose Settings (JPS)", + "CtrlNet ZoeDepth Pipe (JPS)", + "CtrlNet ZoeDepth Settings (JPS)", + "Disable Enable Switch (JPS)", + "Enable Disable Switch (JPS)", + "Generation TXT IMG Settings (JPS)", + "Get Date Time String (JPS)", + "Get Image Size (JPS)", + "IP Adapter Settings (JPS)", + "IP Adapter Settings Pipe (JPS)", + "IP Adapter Tiled Settings (JPS)", + "IP Adapter Tiled Settings Pipe (JPS)", + "IPA Switch (JPS)", + "Image Prepare Pipe (JPS)", + "Image Prepare Settings (JPS)", + "Image Switch (JPS)", + "ImageToImage Pipe (JPS)", + "ImageToImage Settings (JPS)", + "Images Masks MultiPipe (JPS)", + "InstantID Mask Prepare Pipe (JPS)", + "InstantID Mask Prepare Settings (JPS)", + "InstantID Pipe (JPS)", + "InstantID Pose Prepare Pipe (JPS)", + "InstantID Pose Prepare Settings (JPS)", + "InstantID Settings (JPS)", + "InstantID Source Prepare Pipe (JPS)", + "InstantID Source Prepare Settings (JPS)", + "Integer Switch (JPS)", + "Largest Int (JPS)", + "Latent Switch (JPS)", + "Lora Loader (JPS)", + "Mask Switch (JPS)", + "Model Switch (JPS)", + "Multiply Float Float (JPS)", + "Multiply Int Float (JPS)", + "Multiply Int Int (JPS)", + "Prepare Image (JPS)", + "Prepare Image Plus (JPS)", + "Prepare Image Tiled IPA (JPS)", + "Resolution Multiply (JPS)", + "Revision Settings (JPS)", + "Revision Settings Pipe (JPS)", + "SDXL Basic Settings (JPS)", + "SDXL Basic Settings Pipe (JPS)", + "SDXL Fundamentals MultiPipe (JPS)", + "SDXL Prompt Handling (JPS)", + "SDXL Prompt Handling Plus (JPS)", + "SDXL Prompt Styler (JPS)", + "SDXL Recommended Resolution Calc (JPS)", + "SDXL Resolutions (JPS)", + "SDXL Settings (JPS)", + "SDXL Settings Pipe (JPS)", + "Sampler Scheduler Settings (JPS)", + "Save Images Plus (JPS)", + "Substract Int Int (JPS)", + "Text Concatenate (JPS)", + "Text Prompt (JPS)", + "Text Prompt Combo (JPS)", + "Time Seed (JPS)", + "VAE Switch (JPS)" + ], + { + "author": "JPS", + "description": "Various nodes to handle SDXL Resolutions, SDXL Basic Settings, IP Adapter Settings, Revision Settings, SDXL Prompt Styler, Crop Image to Square, Crop Image to Target Size, Get Date-Time String, Resolution Multiply, Largest Integer, 5-to-1 Switches for Integer, Images, Latents, Conditioning, Model, VAE, ControlNet", + "nickname": "JPS Custom Nodes", + "title": "JPS Custom Nodes for ComfyUI", + "title_aux": "JPS Custom Nodes for ComfyUI" + } + ], + "https://github.com/JPrevots/ComfyUI-PhyCV": [ + [ + "PAGE", + "PST", + "PhyCV_PST", + "PhyCV_Page", + "PhyCV_Vevid", + "VEVID" + ], + { + "title_aux": "ComfyUI-PhyCV" + } + ], + "https://github.com/JTriggerFish/ComfyLatentTools": [ + [ + "DownsampledLatentGuidance", + "GenericAttentionGuidance", + "LatentNormalizedLanczosResize" + ], + { + "title_aux": "Comfy Latent Tools" + } + ], + "https://github.com/JVsup/ComfyUI-SettingsToText": [ + [ + "SettingsToText" + ], + { + "title_aux": "ComfyUI-SettingsToText" + } + ], + "https://github.com/JackEllie/ComfyUI_AI_Assistant": [ + [ + "apply_lighting_effects", + "clean_prompt_tags", + "noline_process", + "prompt_blacklist", + "prompt_sorting", + "resize_image_sdxl_ratio" + ], + { + "title_aux": "ComfyUI-AI-Assistant" + } + ], + "https://github.com/Jacky-MYQ/comfyui-DataCleaning": [ + [ + "CleanData" + ], + { + "title_aux": "comfyui-DataCleaning" + } + ], + "https://github.com/Jacky-MYQ/comfyui-rgb2cmyk": [ + [ + "RGB2CMYK" + ], + { + "title_aux": "RGB to CMYK for ComfyUI (Save as tif)" + } + ], + "https://github.com/Jairodaniel-17/ComfyUI-translate-offline": [ + [ + "CLIPTextTranslateNode", + "PromptTextTranslateNode" + ], + { + "title_aux": "ComfyUI-translate-offline" + } + ], + "https://github.com/Jaminanim/ComfyUI-Random-Int-Divisor-Node": [ + [ + "RandomIntegerNodeEfficient", + "RandomIntegerNodeEfficientAdvanced", + "RandomIntegerNodeList" + ], + { + "title_aux": "ComfyUI-Random-Int-Divisor-Node" + } + ], + "https://github.com/Jannchie/ComfyUI-J": [ + [ + "DiffusersCompelPromptEmbedding", + "DiffusersControlnetLoader", + "DiffusersControlnetUnit", + "DiffusersControlnetUnitStack", + "DiffusersDecoder", + "DiffusersGenerator", + "DiffusersPipeline", + "DiffusersPrepareLatents", + "DiffusersTextureInversionLoader", + "DiffusersXLPipeline", + "GetAverageColorFromImage", + "GetFilledColorImage" + ], + { + "title_aux": "ComfyUI-J" + } + ], + "https://github.com/Jannled/owl-vit-comfyui": [ + [ + "OWL_BBox_Visualizer", + "OWL_Load_Model", + "OWL_Objectness_Inference" + ], + { + "title_aux": "OWL-ViT ComfyUI" + } + ], + "https://github.com/Jarcis-cy/ComfyUI-HunyuanVideoFoley": [ + [ + "HunyuanVideoFoleyGenerateAudio", + "VideoAudioMerger" + ], + { + "title_aux": "HunyuanVideo-Foley Audio Generator" + } + ], + "https://github.com/JaredTherriault/ComfyUI-JNodes": [ + [ + "JNodes_AddOrSetMetaDataKey", + "JNodes_AddOrSetPngInfoKey", + "JNodes_AnyToString", + "JNodes_AppendReversedFrames", + "JNodes_AudioInputOptions", + "JNodes_BooleanSelectorWithString", + "JNodes_BreakMediaInfo", + "JNodes_CacheGlobalParameters", + "JNodes_CheckpointSelectorWithString", + "JNodes_ConditioningInOut", + "JNodes_CreateStereoscopicImageFromDepth", + "JNodes_DiffusionModelSelector", + "JNodes_EmptyCudaCache", + "JNodes_FloatLiteral", + "JNodes_GetCleanFilename", + "JNodes_GetComfyDirectory", + "JNodes_GetLeafDirectory", + "JNodes_GetOutputDirectory", + "JNodes_GetParameterFromList", + "JNodes_GetParameterFromTable", + "JNodes_GetTempDirectory", + "JNodes_ImageFormatSelector", + "JNodes_ImageSizeSelector", + "JNodes_IntLiteral", + "JNodes_JoinVideosInDirectory", + "JNodes_LoadVideo", + "JNodes_LoadVisualMediaFromPath", + "JNodes_LoadVisualMediaFromPath_Batch", + "JNodes_LoadVisualMediaFromPath_List", + "JNodes_LoraExtractor", + "JNodes_MakeParameterTable", + "JNodes_MediaInfoToString", + "JNodes_ModelInOut", + "JNodes_OutVideoInfo", + "JNodes_ParseDynamicPrompts", + "JNodes_ParseWildcards", + "JNodes_PromptBuilderSingleSubject", + "JNodes_RemoveCommentedText", + "JNodes_RemoveMetaDataKey", + "JNodes_RemoveParseableDataForInference", + "JNodes_SamplerSelectorWithString", + "JNodes_SaveImageWithOutput", + "JNodes_SaveVideo", + "JNodes_SaveVideoWithOptions", + "JNodes_SchedulerSelectorWithString", + "JNodes_SearchAndReplace", + "JNodes_SearchAndReplaceFromFile", + "JNodes_SearchAndReplaceFromList", + "JNodes_SelectRandomFileFromDirectory", + "JNodes_SeparateStringByDelimiters", + "JNodes_SetMetadataA1111", + "JNodes_SetNegativePromptInMetaData", + "JNodes_SetPositivePromptInMetaData", + "JNodes_SplitAndJoin", + "JNodes_StringLiteral", + "JNodes_SubdirectorySelector", + "JNodes_SyncedStringLiteral", + "JNodes_TextManager", + "JNodes_TokenCounter", + "JNodes_TrimAndStrip", + "JNodes_UploadVideo", + "JNodes_UploadVisualMedia", + "JNodes_VaeSelectorWithString" + ], + { + "title_aux": "ComfyUI-JNodes" + } + ], + "https://github.com/Jash-Vora/ComfyUI-GarmentDiT": [ + [ + "GarmentEnhancementNode" + ], + { + "title_aux": "FitDiT" + } + ], + "https://github.com/JasonHoku/ComfyUI-Ultimate-Auto-Sampler-Config-Grid-Testing-Suite": [ + [ + "SamplerGridTester", + "SmartJSONText", + "UltimateConfigBuilder", + "UltimateGridDashboard", + "UltimateSamplerGrid" + ], + { + "title_aux": "ComfyUI Ultimate Auto Sampler Config Grid Testing Suite" + } + ], + "https://github.com/JayLyu/blender-in-comfyui": [ + [ + "BL_Camera_Creator", + "BL_Export_Model", + "BL_Model_Merger", + "BL_Model_Param", + "BL_Render", + "BL_Save_Mesh", + "BL_Scene_Composer" + ], + { + "title_aux": "blender-in-comfyui" + } + ], + "https://github.com/JcandZero/ComfyUI_GLM4Node": [ + [ + "GLM3_turbo_CHAT", + "GLM4_CHAT", + "GLM4_Vsion_IMGURL" + ], + { + "title_aux": "ComfyUI_GLM4Node" + } + ], + "https://github.com/Jcd1230/rembg-comfyui-node": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Rembg Background Removal Node for ComfyUI" + } + ], + "https://github.com/Jelosus2/comfyui-vae-reflection": [ + [ + "AddReflectionToVAE" + ], + { + "title_aux": "ComfyUI VAE Reflection" + } + ], + "https://github.com/JerryOrbachJr/ComfyUI-RandomSize": [ + [ + "JOJR_RandomSize" + ], + { + "author": "JerryOrbachJr", + "description": "A ComfyUI custom node that randomly selects a height and width pair from a list in a config file", + "nickname": "Random Size", + "title": "Random Size", + "title_aux": "Random Size" + } + ], + "https://github.com/JettHu/ComfyUI-TCD": [ + [ + "TCDModelSamplingDiscrete" + ], + { + "title_aux": "ComfyUI-TCD" + } + ], + "https://github.com/JettHu/ComfyUI_TGate": [ + [ + "TGateApply", + "TGateApplyAdvanced", + "TGateApplySimple" + ], + { + "title_aux": "ComfyUI_TGate" + } + ], + "https://github.com/JiSenHua/ComfyUI-TD": [ + [ + "AudiotoTD", + "Comfy3DPacktoTD", + "GaussianSplattingtoTD", + "Hy3DtoTD", + "ImagetoTD", + "ImagetoTD(JPEG)", + "LoadTDImage", + "Tripo3DtoTD", + "TripoSRtoTD", + "VideotoTD" + ], + { + "title_aux": "ComfyUI-TD" + } + ], + "https://github.com/Jint8888/Comfyui_JTnodes": [ + [ + "JT Find Text From Excel", + "JT Read From Excel", + "JTBrightness", + "JTImagesavetopath", + "JTSaveTextToExcel", + "JTSaveTextToFile", + "JTcounter", + "SiliconflowFree" + ], + { + "title_aux": "Comfyui_JTnodes" + } + ], + "https://github.com/JoeNavark/comfyui_custom_sigma_editor": [ + [ + "CustomSplineSigma", + "SigmaJoiner" + ], + { + "title_aux": "Custom Graph Sigma for ComfyUI" + } + ], + "https://github.com/JohanK66/ComfyUI-WebhookImage": [ + [ + "Notif-Webhook" + ], + { + "title_aux": "ComfyUI WebhookImage" + } + ], + "https://github.com/JohnDoeSmithee/ComfyUI-SoX-Mixdown": [ + [ + "SoxMixNode" + ], + { + "title_aux": "ComfyUI-SoX-Mixdown" + } + ], + "https://github.com/Jokimbe/ComfyUI-DrawThings-gRPC": [ + [ + "DrawThingsControlNet", + "DrawThingsHints", + "DrawThingsLoRA", + "DrawThingsNegative", + "DrawThingsPositive", + "DrawThingsPrompt", + "DrawThingsRefiner", + "DrawThingsSampler", + "DrawThingsUpscaler" + ], + { + "title_aux": "ComfyUI-DrawThings-gRPC" + } + ], + "https://github.com/Jonseed/ComfyUI-Detail-Daemon": [ + [ + "DetailDaemonGraphSigmasNode", + "DetailDaemonSamplerNode", + "LyingSigmaSampler", + "MultiplySigmas" + ], + { + "title_aux": "ComfyUI-Detail-Daemon" + } + ], + "https://github.com/Jordach/comfy-plasma": [ + [ + "JDC_AutoContrast", + "JDC_BlendImages", + "JDC_BrownNoise", + "JDC_Contrast", + "JDC_EqualizeGrey", + "JDC_GaussianBlur", + "JDC_GreyNoise", + "JDC_Greyscale", + "JDC_ImageLoader", + "JDC_ImageLoaderMeta", + "JDC_PinkNoise", + "JDC_Plasma", + "JDC_PlasmaSampler", + "JDC_PowerImage", + "JDC_RandNoise", + "JDC_ResizeFactor" + ], + { + "title_aux": "comfy-plasma" + } + ], + "https://github.com/JosefKuchar/ComfyUI-AdvancedTiling": [ + [ + "AdvancedTiling", + "AdvancedTilingSettings", + "AdvancedTilingVAEDecode" + ], + { + "title_aux": "ComfyUI-AdvancedTiling" + } + ], + "https://github.com/JosephThomasParker/ComfyUI-DrawThingsWrapper": [ + [ + "DrawThingsGenerateFromPipeline", + "DrawThingsImg2Img", + "DrawThingsImg2ImgPipeline", + "DrawThingsPipelineAddControl", + "DrawThingsPipelineAddCustom", + "DrawThingsPipelineAddLora", + "DrawThingsTxt2Img", + "DrawThingsTxt2ImgPipeline" + ], + { + "title_aux": "ComfyUI-DrawThingsWrapper" + } + ], + "https://github.com/JuanBerta/comfyui_ollama_vl_prompt": [ + [ + "Ollama VL Prompt" + ], + { + "title_aux": "comfyui_ollama_vl_prompt" + } + ], + "https://github.com/Julian-adv/WildDivide": [ + [ + "Attention couple wild divide", + "Comfy Divide", + "WildPromptGenerator", + "WildcardDivide", + "WildcardEncode" + ], + { + "author": "Julian Adventurer.", + "description": "This node is used to encode a wildcard string.", + "nickname": "WildDivide", + "title": "Wild Divide", + "title_aux": "Wild Divide" + } + ], + "https://github.com/Junst/ComfyUI-Concept-Diffusion": [ + [ + "ConceptAttentionNode", + "ConceptAttentionVisualizerNode", + "ConceptSaliencyMapNode", + "ConceptSegmentationNode" + ], + { + "title_aux": "ComfyUI-Concept-Diffusion" + } + ], + "https://github.com/JustLateNightAI/KeywordImageBlocker": [ + [ + "TagKeywordBlocker" + ], + { + "title_aux": "KeywordImageBlocker" + } + ], + "https://github.com/Juste-Leo2/Canary-ComfyUI": [ + [ + "Canary180mFlashASRNode", + "Canary180mFlashTranslateFromENNode", + "Canary180mFlashTranslateToENNode", + "CanaryASRNode", + "CanaryFlashASRNode", + "CanaryFlashTranslateFromENNode", + "CanaryFlashTranslateToENNode", + "CanaryModelLoader", + "CanaryTranslateFromENNode", + "CanaryTranslateToENNode" + ], + { + "title_aux": "Canary-ComfyUI" + } + ], + "https://github.com/Juste-Leo2/USO_ComfyUI": [ + [ + "USOLoader", + "USOSampler" + ], + { + "title_aux": "USO Nodes for ComfyUI" + } + ], + "https://github.com/Justify87/ComfyUI-Multi-Analysis-Heatmaps": [ + [ + "MultiAnalysisNode" + ], + { + "title_aux": "ComfyUI Multi-Analysis Heatmaps" + } + ], + "https://github.com/JustinMatters/comfyUI-JMNodes": [ + [ + "JMBinaryNot", + "JMIntegerToBooleans", + "JMNumberList", + "JMSWitchablePrompt", + "JMSwitchablePrompt" + ], + { + "title_aux": "ComfyUI JMNodes" + } + ], + "https://github.com/K3NK3/ComfyUI-K3NKImageGrab": [ + [ + "K3NKImageGrab", + "K3NKImageLoaderWithBlending" + ], + { + "title_aux": "ComfyUI-K3NKImageGrab" + } + ], + "https://github.com/K3nt3L/ComfyUI-S1Z35": [ + [ + "S1Z35_Custom1", + "S1Z35_Custom2", + "S1Z35_Flux1", + "S1Z35_Flux2", + "S1Z35_Hunyuan", + "S1Z35_Qwen", + "S1Z35_SDXL", + "S1Z35_ZIT" + ], + { + "title_aux": "ComfyUI-S1Z35" + } + ], + "https://github.com/KAVVATARE/ComfyUI-Light-N-Color": [ + [ + "ControlNetSwitch", + "FluxLightingAndColor", + "FluxSamplerPuLID", + "ImageSwitch", + "LatentSwitch", + "LoadInputOutputImage" + ], + { + "title_aux": " ComfyUI-Light-N-Color" + } + ], + "https://github.com/KAVVATARE/ComfyUI_RightEyeDisparity": [ + [ + "RightEyeImageNode", + "VideoRightEyeNode" + ], + { + "title_aux": "RightEyeDisparity" + } + ], + "https://github.com/KAVVATARE/ComfyUI_SimpleGoogleTranslate": [ + [ + "SimpleGoogleTranslateTextNode" + ], + { + "title_aux": "ComfyUI_SimpleGoogleTranslate" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Float_Animator": [ + [ + "Float_Animator" + ], + { + "title_aux": "ComfyUI_Float_Animator" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Simple_Executor": [ + [ + "NodeAutoSampler", + "NodeImagePre", + "NodeImageResize" + ], + { + "title_aux": "NodeSimpleExecutor" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Spark_TTS": [ + [ + "Spark_TTS_Clone", + "Spark_TTS_Creation" + ], + { + "title_aux": "ComfyUI_Spark_TTS" + } + ], + "https://github.com/KLL535/ComfyUI_SimpleButcher": [ + [ + "Simple Auto Bypass", + "Simple Extract Lora From Text", + "Simple Image Saver (as Forge)", + "Simple Load Image With Metadata", + "Simple Load Images From Dir", + "Simple Load Images from Dir", + "Simple Load Line From Text File", + "Simple Lora Loader", + "Simple Remove Think" + ], + { + "title_aux": "ComfyUI_SimpleButcher" + } + ], + "https://github.com/KLL535/ComfyUI_Simple_Qwen3-VL-gguf": [ + [ + "SimpleCameraSelector", + "SimpleMasterPromptLoader", + "SimpleMasterPromptLoaderAdvanced", + "SimpleModelPresetLoaderAdvanced", + "SimpleQwenVLgguf", + "SimpleQwenVLggufV2", + "SimpleStyleSelector" + ], + { + "title_aux": "ComfyUI_Simple_Qwen3-VL-gguf" + } + ], + "https://github.com/KY-2000/ComfyUI_PuLID_Flux_ll_FaceNet": [ + [ + "ApplyPulidFlux", + "FixPulidFluxPatch", + "PulidFluxEvaClipLoader", + "PulidFluxFaceDetector", + "PulidFluxFaceNetLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader", + "PulidFluxOptions" + ], + { + "title_aux": "ComfyUI_PuLID_Flux_ll_FaceNet" + } + ], + "https://github.com/KY-2000/RES4LYF-tester-loop": [ + [ + "DoubleFloatRangeLoop", + "DoubleIntRangeLoop", + "RES4LYFComboLoop", + "RES4LYFSamplerLoop", + "RES4LYFSchedulerLoop", + "SingleFloatLoop", + "SingleIntLoop" + ], + { + "title_aux": "RES4LYF-tester-loop" + } + ], + "https://github.com/KY-2000/comfyui-ksampler-tester-loop": [ + [ + "AllParametersLoop", + "AllParametersLoopAdvanced", + "FloatRangeLoop", + "ParametersRangeLoop", + "SamplerLoop", + "SamplerLoopAdvanced", + "SamplerSchedulerLoop", + "SamplerSchedulerLoopAdvanced", + "SchedulerLoop" + ], + { + "title_aux": "comfyui-ksampler-tester-loop" + } + ], + "https://github.com/KY-2000/comfyui-save-image-enhanced": [ + [ + "SaveImageEnhancedNode" + ], + { + "title_aux": "comfyui-save-image-enhanced" + } + ], + "https://github.com/Kaleidia/KaleidiaNodes": [ + [ + "DynamicPromptNode", + "DynamicPromptNodeEXT", + "FormatIntToString", + "GetFileCountInOutputFolder", + "LoadCSV", + "RandomFloatToString", + "RandomIntToString" + ], + { + "title_aux": "KaleidiaNodes" + } + ], + "https://github.com/Kangkang625/ComfyUI-paint-by-example": [ + [ + "PaintbyExamplePipeLoader", + "PaintbyExampleSampler" + ], + { + "title_aux": "ComfyUI-Paint-by-Example" + } + ], + "https://github.com/KarmaSwint/ComfyUI-KarmaNodes": [ + [ + "Karma-Film-Grain", + "Karma-KSampler-Cycle", + "Karma-Kolors", + "Karma_Film_Grain", + "Karma_Kolors" + ], + { + "title_aux": "KarmaNodes" + } + ], + "https://github.com/Kayarte/AudioDriven-Latent-Space-Tools-for-ComfyUI": [ + [ + "AdvancedNoisePatterns", + "AudioNoiseMapper", + "LibrosaAnalysisNode", + "NoiseToLatentConverter" + ], + { + "title_aux": "AudioDriven-Latent-Space-Tools-for-ComfyUI" + } + ], + "https://github.com/Kayarte/GeoNodes": [ + [ + "GISDetectionNode", + "YOLOInferenceNode", + "YOLOTrainNode" + ], + { + "title_aux": "GeoNodes" + } + ], + "https://github.com/Kazama-Suichiku/ComfyUI-Meshy": [ + [ + "MeshyAPIKey", + "MeshyImageTo3D", + "MeshyTextTo3DPreview", + "MeshyTextTo3DRefine" + ], + { + "title_aux": "ComfyUI-Meshy" + } + ], + "https://github.com/Kebolder/ComfyUI-Jax-Nodes": [ + [ + "JAX_ConditionalSelect", + "JAX_EasyPrompt", + "JAX_EasyPromptSimple", + "JAX_ImageSizeMultiplier", + "JAX_KritaPipeIn", + "JAX_KritaStrength", + "JAX_SamplerPipeOut" + ], + { + "title_aux": "ComfyUI-Jax-Nodes" + } + ], + "https://github.com/Kesin11/ComfyUI-list-filter": [ + [ + "list_filter_FilterImageListByIndexList", + "list_filter_FilterStringListByIndexList", + "list_filter_FindAnyStrings", + "list_filter_FindNotAnyStrings", + "list_filter_StringToIndex", + "random_normal_dist" + ], + { + "title_aux": "ComfyUI-list-filter" + } + ], + "https://github.com/KewkLW/ComfyUI-kewky_tools": [ + [ + "CLIPInterrogator", + "FormattedPromptNode", + "ImageBatcher", + "LoadImagePlus", + "LoadVideoPlus", + "TensorDebugPlus", + "TextAppendNode", + "TextSearchNode", + "VRAM_Debug_Plus" + ], + { + "title_aux": "ComfyUI-kewky_tools" + } + ], + "https://github.com/Kidev/ComfyUI-FaceFilter": [ + [ + "FaceFilterNode", + "MergeImageBatches" + ], + { + "title_aux": "ComfyUI-FaceFilter" + } + ], + "https://github.com/Kidev/ComfyUI-Fisheye-effects": [ + [ + "Defisheye", + "Fisheye" + ], + { + "title_aux": "ComfyUI Fisheye Effects Nodes" + } + ], + "https://github.com/Kishor900/comfyui-wanv2v-video-stitcher": [ + [ + "MixColorByMaskBatched", + "NumberedBatchDebugger", + "VideoToImages", + "WanV2VIterControlGroup", + "WanV2VMergeDeOverlap", + "WanV2VUpscaler" + ], + { + "title_aux": "ComfyUI WANv2v Video Stitcher" + } + ], + "https://github.com/KohakuBlueleaf/HDM-ext": [ + [ + "HDMCameraParam", + "HDMLoader", + "HDMTreadGamma" + ], + { + "title_aux": "HDM-ext" + } + ], + "https://github.com/KohakuBlueleaf/z-tipo-extension": [ + [ + "TIPO", + "TIPOFormat", + "TIPOOperation" + ], + { + "title_aux": "TIPO-extension" + } + ], + "https://github.com/Koko-boya/Comfyui-GeminiWeb": [ + [ + "GeminiWeb" + ], + { + "title_aux": "Comfyui-GeminiWeb" + } + ], + "https://github.com/Koko-boya/Comfyui-Z-Image-Utilities": [ + [ + "Z_ImageAPIConfig", + "Z_ImageClearSessions", + "Z_ImageIntegratedKSampler", + "Z_ImageOptions", + "Z_ImagePromptEnhancer", + "Z_ImageUnloadModels" + ], + { + "title_aux": "Comfyui-Z-Image-Utilities" + } + ], + "https://github.com/Koratahiu/ComfyUI-Diff2Flow": [ + [ + "Diff2FlowODESampler" + ], + { + "author": "Koratahiu", + "description": "Unofficial Implementation of Diff2Flow Method for ComfyUI.", + "nickname": "ComfyUI-Diff2Flow", + "title": "ComfyUI-Diff2Flow", + "title_aux": "ComfyUI-Diff2Flow" + } + ], + "https://github.com/KoreTeknology/ComfyUI-Nai-Production-Nodes-Pack": [ + [ + "Brightness Image", + "ColorMatch2", + "Contrast Image", + "Get Text", + "Image Difference", + "ImageConcatenate", + "ImageDesaturate", + "ImageExtend", + "ImageFlip", + "ImageRotate", + "LoadImageNai", + "Math Operation", + "NoteAdvanced", + "Set Text" + ], + { + "title_aux": "ComfyUI Production Nodes Pack" + } + ], + "https://github.com/KoreTeknology/ComfyUI-Universal-Styler": [ + [ + "LoadScriptsFromDatabase", + "SaveScriptToDatabase", + "SetMainChannel", + "\ud83d\udee1\ufe0f Load Scripts from Database", + "\ud83d\udee1\ufe0f Save Script to Database (In progress)", + "\ud83d\udee1\ufe0f Set Main Channel" + ], + { + "title_aux": "ComfyUI Universal Styler" + } + ], + "https://github.com/Kosinkadink/ComfyUI-Advanced-ControlNet": [ + [ + "ACN_AdvancedControlNetApply", + "ACN_AdvancedControlNetApplySingle", + "ACN_AdvancedControlNetApplySingle_v2", + "ACN_AdvancedControlNetApply_v2", + "ACN_ControlNet++InputNode", + "ACN_ControlNet++LoaderAdvanced", + "ACN_ControlNet++LoaderSingle", + "ACN_ControlNetLoaderAdvanced", + "ACN_CtrLoRALoader", + "ACN_CustomControlNetWeightsFlux", + "ACN_CustomControlNetWeightsSD15", + "ACN_CustomT2IAdapterWeights", + "ACN_DefaultUniversalWeights", + "ACN_DiffControlNetLoaderAdvanced", + "ACN_ExtrasMiddleMult", + "ACN_ReferenceControlNet", + "ACN_ReferenceControlNetFinetune", + "ACN_ReferencePreprocessor", + "ACN_ScaledSoftControlNetWeights", + "ACN_SoftControlNetWeightsSD15", + "ACN_SoftT2IAdapterWeights", + "ACN_SparseCtrlIndexMethodNode", + "ACN_SparseCtrlLoaderAdvanced", + "ACN_SparseCtrlMergedLoaderAdvanced", + "ACN_SparseCtrlRGBPreprocessor", + "ACN_SparseCtrlSpreadMethodNode", + "ACN_SparseCtrlWeightExtras", + "ACN_TimestepKeyframeFromStrengthList", + "ACN_TimestepKeyframeInterpolation", + "ControlNetLoaderAdvanced", + "CustomControlNetWeights", + "CustomT2IAdapterWeights", + "DiffControlNetLoaderAdvanced", + "LatentKeyframe", + "LatentKeyframeBatchedGroup", + "LatentKeyframeGroup", + "LatentKeyframeTiming", + "LoadImagesFromDirectory", + "ScaledSoftControlNetWeights", + "ScaledSoftMaskedUniversalWeights", + "SoftControlNetWeights", + "SoftT2IAdapterWeights", + "TimestepKeyframe" + ], + { + "title_aux": "ComfyUI-Advanced-ControlNet" + } + ], + "https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved": [ + [ + "ADBlockComboNode", + "ADBlockIndivNode", + "ADE_AdjustPEFullStretch", + "ADE_AdjustPEManual", + "ADE_AdjustPESweetspotStretch", + "ADE_AdjustWeightAllAdd", + "ADE_AdjustWeightAllMult", + "ADE_AdjustWeightIndivAdd", + "ADE_AdjustWeightIndivAttnAdd", + "ADE_AdjustWeightIndivAttnMult", + "ADE_AdjustWeightIndivMult", + "ADE_AncestralOptions", + "ADE_AnimateDiffCombine", + "ADE_AnimateDiffKeyframe", + "ADE_AnimateDiffLoRALoader", + "ADE_AnimateDiffLoaderGen1", + "ADE_AnimateDiffLoaderV1Advanced", + "ADE_AnimateDiffLoaderWithContext", + "ADE_AnimateDiffModelSettings", + "ADE_AnimateDiffModelSettingsAdvancedAttnStrengths", + "ADE_AnimateDiffModelSettingsSimple", + "ADE_AnimateDiffModelSettings_Release", + "ADE_AnimateDiffSamplingSettings", + "ADE_AnimateDiffSettings", + "ADE_AnimateDiffUniformContextOptions", + "ADE_AnimateDiffUnload", + "ADE_ApplyAnimateDiffModel", + "ADE_ApplyAnimateDiffModelSimple", + "ADE_ApplyAnimateDiffModelWithCameraCtrl", + "ADE_ApplyAnimateDiffModelWithPIA", + "ADE_ApplyAnimateLCMI2VModel", + "ADE_AttachLoraHookToCLIP", + "ADE_AttachLoraHookToConditioning", + "ADE_BatchedContextOptions", + "ADE_CFGExtrasPAG", + "ADE_CFGExtrasPAGSimple", + "ADE_CFGExtrasRescaleCFG", + "ADE_CFGExtrasRescaleCFGSimple", + "ADE_CameraCtrlAnimateDiffKeyframe", + "ADE_CameraManualPoseAppend", + "ADE_CameraPoseAdvanced", + "ADE_CameraPoseBasic", + "ADE_CameraPoseCombo", + "ADE_CombineLoraHooks", + "ADE_CombineLoraHooksEight", + "ADE_CombineLoraHooksFour", + "ADE_ConditioningCombine", + "ADE_ConditioningSetMask", + "ADE_ConditioningSetMaskAndCombine", + "ADE_ConditioningSetUnmaskedAndCombine", + "ADE_ContextExtras_ContextRef", + "ADE_ContextExtras_ContextRef_Keyframe", + "ADE_ContextExtras_ContextRef_KeyframeFromList", + "ADE_ContextExtras_ContextRef_KeyframeInterpolation", + "ADE_ContextExtras_ContextRef_ModeFirst", + "ADE_ContextExtras_ContextRef_ModeIndexes", + "ADE_ContextExtras_ContextRef_ModeSliding", + "ADE_ContextExtras_ContextRef_TuneAttn", + "ADE_ContextExtras_ContextRef_TuneAttnAdain", + "ADE_ContextExtras_NaiveReuse", + "ADE_ContextExtras_NaiveReuse_Keyframe", + "ADE_ContextExtras_NaiveReuse_KeyframeFromList", + "ADE_ContextExtras_NaiveReuse_KeyframeInterpolation", + "ADE_ContextExtras_Set", + "ADE_CustomCFG", + "ADE_CustomCFGKeyframe", + "ADE_CustomCFGKeyframeFromList", + "ADE_CustomCFGKeyframeInterpolation", + "ADE_CustomCFGKeyframeSimple", + "ADE_CustomCFGSimple", + "ADE_EmptyLatentImageLarge", + "ADE_InjectI2VIntoAnimateDiffModel", + "ADE_InjectPIAIntoAnimateDiffModel", + "ADE_InputPIA_Multival", + "ADE_InputPIA_PaperPresets", + "ADE_IterationOptsDefault", + "ADE_IterationOptsFreeInit", + "ADE_LoadAnimateDiffModel", + "ADE_LoadAnimateDiffModelWithCameraCtrl", + "ADE_LoadAnimateLCMI2VModel", + "ADE_LoadCameraPoses", + "ADE_LoadCameraPosesFromPath", + "ADE_LoopedUniformContextOptions", + "ADE_LoopedUniformViewOptions", + "ADE_LoraHookKeyframe", + "ADE_LoraHookKeyframeFromStrengthList", + "ADE_LoraHookKeyframeInterpolation", + "ADE_MultivalConvertToMask", + "ADE_MultivalDynamic", + "ADE_MultivalDynamicFloatInput", + "ADE_MultivalDynamicFloats", + "ADE_MultivalScaledMask", + "ADE_NoiseCalibration", + "ADE_NoiseLayerAdd", + "ADE_NoiseLayerAddWeighted", + "ADE_NoiseLayerNormalizedSum", + "ADE_NoiseLayerReplace", + "ADE_NoisedImageInjectOptions", + "ADE_NoisedImageInjection", + "ADE_PIA_AnimateDiffKeyframe", + "ADE_PairedConditioningCombine", + "ADE_PairedConditioningSetMask", + "ADE_PairedConditioningSetMaskAndCombine", + "ADE_PairedConditioningSetUnmaskedAndCombine", + "ADE_PerturbedAttentionGuidanceMultival", + "ADE_RawSigmaSchedule", + "ADE_RegisterLoraHook", + "ADE_RegisterLoraHookModelOnly", + "ADE_RegisterModelAsLoraHook", + "ADE_RegisterModelAsLoraHookModelOnly", + "ADE_ReplaceCameraParameters", + "ADE_ReplaceOriginalPoseAspectRatio", + "ADE_RescaleCFGMultival", + "ADE_SetLoraHookKeyframe", + "ADE_SigmaSchedule", + "ADE_SigmaScheduleSplitAndCombine", + "ADE_SigmaScheduleToSigmas", + "ADE_SigmaScheduleWeightedAverage", + "ADE_SigmaScheduleWeightedAverageInterp", + "ADE_StandardStaticContextOptions", + "ADE_StandardStaticViewOptions", + "ADE_StandardUniformContextOptions", + "ADE_StandardUniformViewOptions", + "ADE_TimestepsConditioning", + "ADE_UpscaleAndVAEEncode", + "ADE_UseEvolvedSampling", + "ADE_ViewsOnlyContextOptions", + "ADE_VisualizeContextOptionsK", + "ADE_VisualizeContextOptionsKAdv", + "ADE_VisualizeContextOptionsSCustom", + "AddValuesReplaceNode", + "AnimateDiffLoaderV1", + "CheckpointLoaderSimpleWithNoiseSelect", + "ConditionExtractionNode", + "FloatToFloatsNode", + "PerBlockHighLevelNode", + "PerBlock_SD15_FromFloatsNode", + "PerBlock_SD15_LowLevelNode", + "PerBlock_SD15_MidLevelNode", + "PerBlock_SDXL_FromFloatsNode", + "PerBlock_SDXL_LowLevelNode", + "PerBlock_SDXL_MidLevelNode", + "PromptSchedulingLatentsNode", + "PromptSchedulingNode", + "ValueSchedulingLatentsNode", + "ValueSchedulingNode" + ], + { + "title_aux": "AnimateDiff Evolved" + } + ], + "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite": [ + [ + "VHS_AudioToVHSAudio", + "VHS_BatchManager", + "VHS_DuplicateImages", + "VHS_DuplicateLatents", + "VHS_DuplicateMasks", + "VHS_GetImageCount", + "VHS_GetLatentCount", + "VHS_GetMaskCount", + "VHS_LoadAudio", + "VHS_LoadAudioUpload", + "VHS_LoadImagePath", + "VHS_LoadImages", + "VHS_LoadImagesPath", + "VHS_LoadVideo", + "VHS_LoadVideoFFmpeg", + "VHS_LoadVideoFFmpegPath", + "VHS_LoadVideoPath", + "VHS_MergeImages", + "VHS_MergeLatents", + "VHS_MergeMasks", + "VHS_PruneOutputs", + "VHS_SelectEveryNthImage", + "VHS_SelectEveryNthLatent", + "VHS_SelectEveryNthMask", + "VHS_SelectFilename", + "VHS_SelectImages", + "VHS_SelectLatents", + "VHS_SelectLatest", + "VHS_SelectMasks", + "VHS_SplitImages", + "VHS_SplitLatents", + "VHS_SplitMasks", + "VHS_Unbatch", + "VHS_VAEDecodeBatched", + "VHS_VAEEncodeBatched", + "VHS_VHSAudioToAudio", + "VHS_VideoCombine", + "VHS_VideoInfo", + "VHS_VideoInfoLoaded", + "VHS_VideoInfoSource" + ], + { + "title_aux": "ComfyUI-VideoHelperSuite" + } + ], + "https://github.com/Koushakur/ComfyUI-DenoiseChooser": [ + [ + "DenoiseChooser|Koushakur" + ], + { + "title_aux": "ComfyUI-DenoiseChooser" + } + ], + "https://github.com/KunmyonChoi/ComfyUI_S3_direct": [ + [ + "CKM Direct Load Image From S3", + "CKM Direct Save Image To S3", + "Direct Load Image From S3", + "Direct Save Image To S3", + "Save VHS Video to S3" + ], + { + "title_aux": "ComfyUI_S3_direct" + } + ], + "https://github.com/Kurdknight/Kurdknight_comfycheck": [ + [ + "SystemCheck", + "SystemViz" + ], + { + "title_aux": "KurdKnight ComfyUI System Check Node" + } + ], + "https://github.com/KursatAs/KrsNodes": [ + [ + "CropPadAdvancedKrs", + "QwenImageEditLatentKrs", + "TextEncodeQwenImageEditKrsAdvanced", + "TextEncodeQwenImageEditKrsSimple" + ], + { + "title_aux": "Comfyui Krs Nodes" + } + ], + "https://github.com/KwaiVGI/ComfyUI-KLingAI-API": [ + [ + "Client", + "Effects", + "Image Expander", + "Image Generator", + "Image2Video", + "KLingAI Preview Audio", + "KLingAI Preview Video", + "Lip Sync", + "Lip Sync Audio Input", + "Lip Sync Text Input", + "Text2Audio", + "Text2Video", + "Video Extender", + "Video2Audio", + "Virtual Try On" + ], + { + "title_aux": "ComfyUI-KLingAI-API" + } + ], + "https://github.com/Ky11le/draw_tools": [ + [ + "DetectInnerBox", + "PasteIntoFrame", + "TextBoxAutoWrap" + ], + { + "title_aux": "draw_tools" + } + ], + "https://github.com/KytraScript/ComfyUI_KytraWebhookHTTP": [ + [ + "SendToDiscordWebhook" + ], + { + "title_aux": "ComfyUI_KytraWebhookHTTP" + } + ], + "https://github.com/KytraScript/ComfyUI_MatAnyone_Kytra": [ + [ + "Kytra_Images_To_RGB", + "MatAnyoneVideoMatting" + ], + { + "title_aux": "ComfyUI_MatAnyone_Kytra" + } + ], + "https://github.com/L-Hugh/ComfyUI-Lumina-DiMOO": [ + [ + "Generator_I2I", + "Generator_T2I", + "ImageTokens_I2I", + "ImageTokens_Inpainting", + "ImageTokens_T2I", + "LoadModel", + "PromptBuilder", + "VQDecode" + ], + { + "title_aux": "ComfyUI-Lumina-DiMOO" + } + ], + "https://github.com/L33chKing/ComfyUI-danbooru-FAISS-search": [ + [ + "DanbooruLookupAndDownload", + "GetDanbooru", + "StyleSimilarity", + "TagPrompt" + ], + { + "title_aux": "Danbooru FAISS Search Nodes" + } + ], + "https://github.com/L33chKing/ComfyUI_Channel_Ops": [ + [ + "ChannelOpsNode", + "LayerBlendingNode" + ], + { + "title_aux": "ComfyUI Channel Ops" + } + ], + "https://github.com/L33chKing/comfyui-tag-frequency-weighter": [ + [ + "TagFrequencyWeighter" + ], + { + "title_aux": "Tag Frequency Weighter for ComfyUI" + } + ], + "https://github.com/LAOGOU-666/ComfyUI-LG_HotReload": [ + [ + "HotReload_Terminal" + ], + { + "title_aux": "ComfyUI-LG_HotReload" + } + ], + "https://github.com/LAOGOU-666/ComfyUI-LG_SamplingUtils": [ + [ + "LGNoiseInjection", + "LGNoiseInjectionLatent", + "ModelSamplingZImage", + "SigmasEditor", + "ZImageTimestepNoise" + ], + { + "title_aux": "ComfyUI-LG_SamplingUtils" + } + ], + "https://github.com/LAOGOU-666/ComfyUI_LG_FFT": [ + [ + "LG_FFTNode", + "LG_IFFTNode" + ], + { + "title_aux": "ComfyUI_LG_FFT" + } + ], + "https://github.com/LAOGOU-666/Comfyui-LG_GroupExecutor": [ + [ + "GroupExecutorRepeater", + "GroupExecutorSender", + "GroupExecutorSingle", + "ImageListRepeater", + "ImageListSplitter", + "LG_AccumulatePreview", + "LG_ClearAccumulatedValues", + "LG_ConcatVideoFiles", + "LG_CreateAndSaveVideo", + "LG_FastPreview", + "LG_ImageReceiver", + "LG_ImageSender", + "LG_SaveAudioGetPath", + "LG_ValueReceiver", + "LG_ValueSender", + "MaskListRepeater", + "MaskListSplitter" + ], + { + "title_aux": "Comfyui-LG_GroupExecutor" + } + ], + "https://github.com/LAOGOU-666/Comfyui-LG_Relight": [ + [ + "LG_Relight", + "LG_Relight_Basic", + "LG_Relight_Ultra" + ], + { + "title_aux": "Comfyui-LG_Relight" + } + ], + "https://github.com/LAOGOU-666/Comfyui-Memory_Cleanup": [ + [ + "RAMCleanup", + "VRAMCleanup" + ], + { + "title_aux": "Comfyui-Memory_Cleanup" + } + ], + "https://github.com/LAOGOU-666/Comfyui_LG_Tools": [ + [ + "AFL2:ImageRestoreNodeV2", + "AFL2:MaskBoxCropNodeV2", + "AFL2_PSD_Layer", + "AFL2_Save_PSD", + "BridgePreviewNode", + "CachePreviewBridge", + "ColorAdjustment", + "ComboSetter", + "FastCanvas", + "FastCanvasComposite", + "FastCanvasTool", + "GroupSwitcher", + "ImageCropper", + "ImageSelector", + "ImageSizeAdjustment", + "InspyrenetRembgLoader", + "InspyrenetRembgProcess", + "LG_Counter", + "LG_FloatRange", + "LG_ImageLoaderWithCounter", + "LG_InstallDependencies", + "LG_LatentBatchToList", + "LG_LoadImage", + "LG_MaskBatchMerge", + "LG_MaskHoleFiller", + "LG_Noise", + "LG_PipManager", + "LG_SaveImage", + "LazySwitch1way", + "LazySwitch2way", + "MuterSwitcher", + "TransformDataFromString" + ], + { + "title_aux": "Comfyui_LG_Tools" + } + ], + "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO": [ + [ + "PainterI2V", + "PainterI2VAdvanced", + "PainterI2VExtend", + "PainterSampler", + "PainterSamplerAdvanced" + ], + { + "title_aux": "ComfyUI-Painter-I2V-AIO" + } + ], + "https://github.com/LEv145/images-grid-comfy-plugin": [ + [ + "GridAnnotation", + "ImageCombine", + "ImagesGridByColumns", + "ImagesGridByRows", + "LatentCombine" + ], + { + "title_aux": "ImagesGrid" + } + ], + "https://github.com/LK-168/comfyui_imgutils": [ + [ + "BBoxFilter", + "BBoxToMaskNode", + "CensorWithMask", + "ImgutilsAutoSegmenter", + "ImgutilsBBoxSegmenter", + "ImgutilsGenericDetector", + "MaskAttributeNodeLK", + "MaskCombineNodeLK", + "MaskEdgeNodeLK", + "MaskHelperLK", + "MaskInfoNodeLK", + "MaskMorphologyNodeLK", + "MaskToBBoxNode", + "SAMLoaderLK", + "SAMPredictorNode" + ], + { + "title_aux": "comfyui_imgutils" + } + ], + "https://github.com/LKbaba/ComfyUI-TuZi-Flux-Kontext": [ + [ + "FluxKontext_ImageToImage", + "FluxKontext_MultiImageToImage", + "FluxKontext_TextToImage" + ], + { + "title_aux": "ComfyUI-TuZi-Flux-Kontext" + } + ], + "https://github.com/LaVie024/comfyui-lopi999-llm": [ + [ + "CanaryQwenASR", + "LLMNode(lopi999)" + ], + { + "title_aux": "comfyui-lopi999-llm" + } + ], + "https://github.com/Lakonik/ComfyUI-piFlow": [ + [ + "Load pi-Flow Model", + "Load pi-Flow Model (GGUF)", + "ModelSamplingPiFlow", + "pi-Flow Sampler" + ], + { + "title_aux": "ComfyUI-piFlow" + } + ], + "https://github.com/LamEmil/ComfyUI_ASCIIArtNode": [ + [ + "ASCIIAnimationGenerator", + "ASCIIArtGenerator", + "ColorASCIIAnimationGenerator", + "RealisticColorASCIIAnimationGenerator", + "SequentialTwoPassTypingColorASCIIAnimation", + "TwoPassTypingColorASCIIAnimation", + "VideoToColorStaticASCIIArt", + "VideoToDynamicColorASCIIArt" + ], + { + "title_aux": "ComfyUI ASCII Art Nodes" + } + ], + "https://github.com/LaoMaoBoss/ComfyUI-WBLESS": [ + [ + "Inversed Switch", + "RunningHUB API", + "Switch" + ], + { + "title_aux": "ComfyUI-WBLESS" + } + ], + "https://github.com/LarryJane491/Image-Captioning-in-ComfyUI": [ + [ + "LoRA Caption Load", + "LoRA Caption Save" + ], + { + "title_aux": "Image-Captioning-in-ComfyUI" + } + ], + "https://github.com/LarryJane491/Lora-Training-in-Comfy": [ + [ + "Lora Training in Comfy (Advanced)", + "Lora Training in ComfyUI", + "Tensorboard Access" + ], + { + "title_aux": "Lora-Training-in-Comfy" + } + ], + "https://github.com/LatentSpaceDirective/ComfyUI-Texturaizer": [ + [ + "Texturaizer_ApplyControlNets", + "Texturaizer_ApplyStyleToPrompt", + "Texturaizer_CachedCNLoader", + "Texturaizer_CachedCheckpointLoader", + "Texturaizer_CircularVAEDecode", + "Texturaizer_ClipEncodeSwitchVersion", + "Texturaizer_CombinedConditioningFromColors", + "Texturaizer_ExtractCNData", + "Texturaizer_GenerateNoise", + "Texturaizer_GetCNData", + "Texturaizer_GetClipModelName", + "Texturaizer_GetFluxGuidance", + "Texturaizer_GetIPAdapterData", + "Texturaizer_GetImageData", + "Texturaizer_GetJsonData", + "Texturaizer_GetKontextData", + "Texturaizer_GetLoraData", + "Texturaizer_GetMaterialTileData", + "Texturaizer_GetModelName", + "Texturaizer_GetPromptData", + "Texturaizer_GetRenderData", + "Texturaizer_GetSamplerData", + "Texturaizer_GetSegData", + "Texturaizer_GetStyleData", + "Texturaizer_GetVAEName", + "Texturaizer_IPAdapterEmbeds", + "Texturaizer_KSamplerAdvanced", + "Texturaizer_Placeholder", + "Texturaizer_PowerLoraLoader", + "Texturaizer_SeamlessTilingPatch", + "Texturaizer_SendImage", + "Texturaizer_SetGlobalDir", + "Texturaizer_SigmasSelector", + "Texturaizer_SwitchAny", + "Texturaizer_SwitchLazy", + "Texturaizer_SwitchSmart", + "Texturaizer_UseSDXL" + ], + { + "title_aux": "ComfyUI-Texturaizer" + } + ], + "https://github.com/Laurent2916/comfyui-piq": [ + [ + "ContentScore", + "DISTS", + "DSS", + "FSIM", + "GMSD", + "HaarPSI", + "IW-SSIM", + "LPIPS", + "MDSI", + "MS-SSIM", + "MSGMSD", + "PSNR", + "PieAPP", + "SRSIM", + "SSIM", + "StyleScore", + "VIFp" + ], + { + "title_aux": "comfyui-piq" + } + ], + "https://github.com/Lavah000/ComfyUI-AdvGenPack": [ + [ + "AGP_Bloom_Glow_FX", + "AGP_Checkpoint_Mask_Generator", + "AGP_Checkpoint_Merger_Advanced", + "AGP_Checkpoint_Merger_Blockwise", + "AGP_Checkpoint_Merger_DARE", + "AGP_Chromatic_Aberration", + "AGP_Color_Grading_Preset", + "AGP_Curves_And_Levels", + "AGP_Denoise_Suite", + "AGP_Film_Grain_Noise", + "AGP_HSV_Shifter", + "AGP_Histogram_Equalizer", + "AGP_Keyframe_Extractor", + "AGP_LUT_3D_Loader", + "AGP_LoRA_DARE_Merger", + "AGP_LoRA_Multi_Merger", + "AGP_LoRA_Strength_Scheduler", + "AGP_Motion_Prediction_Sampler", + "AGP_Optical_Flow_Interpolator", + "AGP_Sharpening_Filter", + "AGP_Temporal_Consistency_Enforcer", + "AGP_WAN_Boundary_Optimizer", + "AGP_WAN_Lightning_Hybrid", + "AGP_WAN_Multi_Expert_Sampler", + "AGP_WAN_Noise_Mixer_Expert", + "AGP_White_Balance_Corrector" + ], + { + "title_aux": "ComfyUI Advanced Generation Pack (AGP)" + } + ], + "https://github.com/Layer-norm/comfyui-lama-remover": [ + [ + "LamaRemover", + "LamaRemoverIMG" + ], + { + "title_aux": "Comfyui lama remover" + } + ], + "https://github.com/LeanModels/ComfyUI-DFloat11": [ + [ + "DFloat11ModelLoader" + ], + { + "title_aux": "ComfyUI-DFloat11" + } + ], + "https://github.com/Legorobotdude/ComfyUI-VariationLab": [ + [ + "CFGExplorer", + "CheckpointExplorer", + "StepExplorer" + ], + { + "title_aux": "ComfyUI-VariationLab" + } + ], + "https://github.com/LeonQ8/ComfyUI-Dynamic-Lora-Scheduler": [ + [ + "AdaptiveLoraScheduler", + "LoadWanVideoClipTextEncoder", + "LoadWanVideoT5TextEncoder", + "WanVideoBlockSwap", + "WanVideoExtraModelSelect", + "WanVideoLoraBlockEdit", + "WanVideoLoraSelect", + "WanVideoLoraSelectByName", + "WanVideoLoraSelectMulti", + "WanVideoModelLoader", + "WanVideoSetLoRAs", + "WanVideoTinyVAELoader", + "WanVideoTorchCompileSettings", + "WanVideoVACEModelSelect", + "WanVideoVAELoader", + "WanVideoVRAMManagement" + ], + { + "title_aux": "ComfyUI-Dynamic-Lora-Scheduler" + } + ], + "https://github.com/Lerc/canvas_tab": [ + [ + "Canvas_Tab", + "Send_To_Editor" + ], + { + "author": "Lerc", + "description": "This extension provides a full page image editor with mask support. There are two nodes, one to receive images from the editor and one to send images to the editor.", + "nickname": "Canvas Tab", + "title": "Canvas Tab", + "title_aux": "Canvas Tab" + } + ], + "https://github.com/LevelPixel/ComfyUI-LevelPixel": [ + [ + "AnyToText|LP", + "BoolToInt|LP", + "BoolToString|LP", + "CLIP Text Encode Translate [LP]", + "CLIPTextEncodeTranslate|LP", + "Calculate Target Size By Mask [LP]", + "CalculateTargetSizeByMask|LP", + "ComboToText|LP", + "Convert Any To Text [LP]", + "Convert Bool To Int [LP]", + "Convert Bool To String [LP]", + "Convert Combo To Text [LP]", + "Convert Float To Int [LP]", + "Convert Float To String [LP]", + "Convert Int To Bool [LP]", + "Convert Int To Float [LP]", + "Convert Int To String [LP]", + "Convert String To Bool [LP]", + "Convert String To Combo [LP]", + "Convert String To Float [LP]", + "Convert String To Int [LP]", + "Convert String To Number [LP]", + "Count Objects [LP]", + "CountObjects|LP", + "Cropped Aspect Size Parameters [LP]", + "Cropped Forsed Size Parameters [LP]", + "Cropped Free Size Parameters [LP]", + "Cropped Ranged Size Parameters [LP]", + "CroppedAspectSizeParameters|LP", + "CroppedForsedSizeParameters|LP", + "CroppedFreeSizeParameters|LP", + "CroppedRangedSizeParameters|LP", + "Delay [LP]", + "Delay|LP", + "Extend Factor Parameters [LP]", + "ExtendFactorParameters|LP", + "Fast Checker Pattern [LP]", + "FastCheckerPattern|LP", + "File Counter [LP]", + "FileCounter|LP", + "Find Value From File [LP]", + "FindValueFromFile|LP", + "FloatToInt|LP", + "FloatToString|LP", + "Get ComfyUI Folder Path [LP]", + "Get ComfyUI HTTP Folder Path [LP]", + "Get Filename By Index In Folder [LP]", + "Get Iterator Data From Image Folders [LP]", + "Get Iterator Data From Videos [LP]", + "GetComfyUIFolderPath|LP", + "GetComfyUIHttpFolderPath|LP", + "GetFilenameByIndexInFolder|LP", + "GetIteratorDataImageFolders|LP", + "GetIteratorDataVideos|LP", + "Hard Unload All Models [LP]", + "HardModelUnloader|LP", + "HundredthsSimpleFloatSlider|LP", + "Image Data Iterator [LP]", + "Image Loader From Path [LP]", + "Image Overlay [LP]", + "ImageDataIterator|LP", + "ImageLoaderFromPath|LP", + "ImageOverlay|LP", + "Inpaint Crop [LP]", + "Inpaint Stitch [LP]", + "InpaintCrop|LP", + "InpaintStitch|LP", + "IntToBool|LP", + "IntToFloat|LP", + "IntToString|LP", + "Iterator [LP]", + "Iterator|LP", + "Keep Only English Tags [LP]", + "Keep Only English Words [LP]", + "KeepOnlyEnglishTags|LP", + "KeepOnlyEnglishWords|LP", + "Load Image [LP]", + "Load LoRA Tag [LP]", + "LoadImage|LP", + "LoraTagLoader|LP", + "ModelUnloader|LP", + "Override CLIP Device [LP]", + "Override CLIP Vision Device [LP]", + "Override VAE Device [LP]", + "OverrideCLIPDevice|LP", + "OverrideCLIPVisionDevice|LP", + "OverrideVAEDevice|LP", + "Pipe In [LP]", + "Pipe Out [LP]", + "Pipe [LP]", + "PipeIn|LP", + "PipeOut|LP", + "Pipe|LP", + "Preview Image Bridge [LP]", + "PreviewImageForConditions|LP", + "Remove Banned Tags From Tags [LP]", + "Remove Banned Tags From Text [LP]", + "Remove Duplicate Tags [LP]", + "RemoveBannedTagsFromTags|LP", + "RemoveBannedTagsFromText|LP", + "RemoveDuplicateTags|LP", + "Resize Image To Target Size [LP]", + "Resize Image and Masks [LP]", + "ResizeImageAndMasks|LP", + "ResizeImageToTargetSize|LP", + "Resorting Tags [LP]", + "ResortingTags|LP", + "Seed [LP]", + "Seed|LP", + "Show Text Bridge [LP]", + "Show Text [LP]", + "ShowTextBridge|LP", + "ShowText|LP", + "Simple Float Slider - Hundredths Step [LP]", + "Simple Float Slider - Tenths Step [LP]", + "Simple Float Slider [LP]", + "SimpleFloatSlider|LP", + "Soft Full Clean RAM and VRAM [LP]", + "Soft Unload Models Data [LP]", + "SoftFullCleanRAMAndVRAM|LP", + "SoftModelUnloader|LP", + "Split Compound Text [LP]", + "SplitCompoundText|LP", + "String Cycler [LP]", + "String [LP]", + "StringCycler|LP", + "StringToBool|LP", + "StringToCombo|LP", + "StringToFloat|LP", + "StringToInt|LP", + "StringToNumber|LP", + "String|LP", + "Tag Category Filter [LP]", + "Tag Category Keeper [LP]", + "Tag Category Remover [LP]", + "Tag Category [LP]", + "Tag Merger [LP]", + "Tag Remover [LP]", + "Tag Replace [LP]", + "Tag Switcher [LP]", + "TagCategoryFilter|LP", + "TagCategoryKeeper|LP", + "TagCategoryRemover|LP", + "TagCategory|LP", + "TagMerger|LP", + "TagRemover|LP", + "TagReplace|LP", + "TagSwitcher|LP", + "TenthsSimpleFloatSlider|LP", + "Text Choice Parser [LP]", + "Text Replace [LP]", + "Text To List [LP]", + "Text Translate [LP]", + "Text [LP]", + "TextChoiceParser|LP", + "TextReplace|LP", + "TextToList|LP", + "TextTranslateManualAll|LP", + "TextTranslateManual|LP", + "TextTranslate|LP", + "Text|LP", + "Unload Model [LP]" + ], + { + "title_aux": "ComfyUI Level Pixel" + } + ], + "https://github.com/LevelPixel/ComfyUI-LevelPixel-Advanced": [ + [ + "Autotagger [LP]", + "Autotagger|LP", + "Color Input [LP]", + "ColorInput|LP", + "Image Remove Background (BiRefNet) [LP]", + "Image Remove Background (RMBG) [LP]", + "Image Remove Background (rembg) [LP]", + "ImageRemoveBackgroundBiRefNet|LP", + "ImageRemoveBackgroundRMBG|LP", + "ImageRemoveBackground|LP", + "LLM Advanced [LP]", + "LLM Loader [LP]", + "LLM Sampler [LP]", + "LLMAdvanced|LP", + "LLMLoader|LP", + "LLMSampler|LP", + "LLava Advanced [LP]", + "LLava Clip Loader [LP]", + "LLava Loader [LP]", + "LLava Sampler Advanced [LP]", + "LLava Sampler Simple [LP]", + "LLava Simple [LP]", + "LLavaAdvanced|LP", + "LLavaClipLoader|LP", + "LLavaLoader|LP", + "LLavaSamplerAdvanced|LP", + "LLavaSamplerSimple|LP", + "LLavaSimple|LP", + "Multimodal Generator Advanced [LP]", + "MultimodalGeneratorAdvanced|LP", + "Recognize Anything (RAM) [LP]", + "RecognizeAnything(RAM)|LP" + ], + { + "title_aux": "ComfyUI Level Pixel Advanced" + } + ], + "https://github.com/Lex-DRL/ComfyUI-BestResolution": [ + [ + "BestResolutionFromArea", + "BestResolutionFromAreaUpscale", + "BestResolutionFromAspectRatio", + "BestResolutionPrimCropPadStrategy", + "BestResolutionPrimResPriority", + "BestResolutionScale", + "BestResolutionSimple", + "BestResolutionUpscaledCropPad", + "ImageUpscaleByWithModel" + ], + { + "title_aux": "Best Resolution" + } + ], + "https://github.com/Lex-DRL/ComfyUI-StringConstructor": [ + [ + "StringConstructorDictAddAny", + "StringConstructorDictAddString", + "StringConstructorDictExtractString", + "StringConstructorDictFromText", + "StringConstructorDictPreview", + "StringConstructorFormatter", + "StringConstructorValidateKeys" + ], + { + "title_aux": "String Constructor (Text-Formatting)" + } + ], + "https://github.com/Lhyejin/ComfyUI-Fill-Image-for-Outpainting": [ + [ + "FillImageForOutpainting" + ], + { + "title_aux": "ComfyUI-Fill-Image-for-Outpainting" + } + ], + "https://github.com/LiJT/ComfyUI-Gemini-Prompt-Generator-JT": [ + [ + "GeminiPromptGeneratorJT" + ], + { + "title_aux": "Gemini prompt generator JT version" + } + ], + "https://github.com/Light-x02/ComfyUI-Civitai-Discovery-Hub": [ + [ + "CivitaiDiscoveryHubNode", + "ClearLoraName" + ], + { + "title_aux": "ComfyUI-Civitai-Discovery-Hub" + } + ], + "https://github.com/Light-x02/ComfyUI-FluxSettingsNode": [ + [ + "DisableNoise", + "FluxSettingsNode" + ], + { + "title_aux": "Flux Settings Node" + } + ], + "https://github.com/Light-x02/ComfyUI-Lightx02-Nodes": [ + [ + "FluxPipeUnpack", + "FluxSettingsPipe", + "ImageMetadataLoader", + "ImageMetadataSaver", + "LMMExtractPromptsNode", + "LatentSettings", + "Loraloadertotext", + "PipeHub", + "PreviewMask", + "UniversalLatentSettings", + "cropImage" + ], + { + "title_aux": "Light-x02 Nodes" + } + ], + "https://github.com/Light-x02/ComfyUI-checkpoint-Discovery-Hub": [ + [ + "CheckpointDiscoveryHub" + ], + { + "title_aux": "ComfyUI-checkpoint-Discovery-Hub" + } + ], + "https://github.com/LightSketch-ai/ComfyUI-LivePortraitNode": [ + [ + "LightSketch Live Portrait", + "Preview Video" + ], + { + "title_aux": "ComfyUI-LivePortraitNode (Replicate API)" + } + ], + "https://github.com/Lightricks/ComfyUI-LTXVideo": [ + [ + "AddLatentGuide", + "DynamicConditioning", + "GemmaAPITextEncode", + "GuiderParameters", + "ImageToCPU", + "LTXAddImageGuide", + "LTXAddVideoICLoRAGuide", + "LTXAttentioOverride", + "LTXAttentionBank", + "LTXAttnOverride", + "LTXFetaEnhance", + "LTXFlowEditCFGGuider", + "LTXFlowEditSampler", + "LTXForwardModelSamplingPred", + "LTXICLoRALoaderModelOnly", + "LTXPerturbedAttention", + "LTXPrepareAttnInjections", + "LTXQ8Patch", + "LTXRFForwardODESampler", + "LTXRFReverseODESampler", + "LTXReverseModelSamplingPred", + "LTXVAdainLatent", + "LTXVAddGuideAdvanced", + "LTXVAddLatentGuide", + "LTXVApplySTG", + "LTXVBaseSampler", + "LTXVExtendSampler", + "LTXVGemmaCLIPModelLoader", + "LTXVGemmaEnhancePrompt", + "LTXVImgToVideoConditionOnly", + "LTXVInContextSampler", + "LTXVLinearOverlapLatentTransition", + "LTXVLoadConditioning", + "LTXVLoopingSampler", + "LTXVMultiPromptProvider", + "LTXVNormalizingSampler", + "LTXVPatcherVAE", + "LTXVPerStepAdainPatcher", + "LTXVPerStepStatNormPatcher", + "LTXVPreprocessMasks", + "LTXVPromptEnhancer", + "LTXVPromptEnhancerLoader", + "LTXVQ8LoraModelLoader", + "LTXVSaveConditioning", + "LTXVSelectLatents", + "LTXVSetVideoLatentNoiseMasks", + "LTXVStatNormLatent", + "LTXVTiledSampler", + "LTXVTiledVAEDecode", + "LowVRAMAudioVAELoader", + "LowVRAMCheckpointLoader", + "LowVRAMLatentUpscaleModelLoader", + "ModifyLTXModel", + "MultimodalGuider", + "STGAdvancedPresets", + "STGGuiderAdvanced", + "STGGuiderNode", + "Set VAE Decoder Noise" + ], + { + "title_aux": "ComfyUI-LTXVideo" + } + ], + "https://github.com/Limbicnation/ComfyUI-PromptGenerator": [ + [ + "PromptGenerator", + "StyleApplier" + ], + { + "title_aux": "ComfyUI-PromptGenerator" + } + ], + "https://github.com/Limbicnation/ComfyUI-RandomSeedGenerator": [ + [ + "AdvancedSeedGenerator" + ], + { + "title_aux": "ComfyUI-RandomSeedGenerator" + } + ], + "https://github.com/Limbicnation/ComfyUI-TransparencyBackgroundRemover": [ + [ + "AutoGrabCutRemover", + "GrabCutRefinement", + "TransparencyBackgroundRemover", + "TransparencyBackgroundRemoverBatch" + ], + { + "title_aux": "Transparency Background Remover" + } + ], + "https://github.com/Limbicnation/ComfyUIDepthEstimation": [ + [ + "DepthEstimationNode" + ], + { + "title_aux": "Depth Estimation Node" + } + ], + "https://github.com/Limbicnation/ComfyUI_FaceDetectionNode": [ + [ + "FaceDetectionNode", + "custom_nodes" + ], + { + "nodename_pattern": "FaceDetectionNode", + "title_aux": "ComfyUI Face Detection Node" + } + ], + "https://github.com/Limitex/ComfyUI-Calculation": [ + [ + "CenterCalculation", + "CreateQRCode" + ], + { + "title_aux": "ComfyUI-Calculation" + } + ], + "https://github.com/Limitex/ComfyUI-Diffusers": [ + [ + "CreateIntListNode", + "DiffusersClipTextEncode", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSampler", + "DiffusersSchedulerLoader", + "DiffusersVaeLoader", + "LcmLoraLoader", + "StreamDiffusionCreateStream", + "StreamDiffusionFastSampler", + "StreamDiffusionSampler", + "StreamDiffusionWarmup" + ], + { + "title_aux": "ComfyUI-Diffusers" + } + ], + "https://github.com/Ling-APE/ComfyUI-PixelResolutionCalculator": [ + [ + "LatentSizeToPixelSize", + "PixelResolutionCalculator" + ], + { + "title_aux": "ComfyUI-PixelResolutionCalculator" + } + ], + "https://github.com/LingSss9/comfyui-merge": [ + [ + "LoadLoRAMenu", + "MergeLoRAsKohyaSSLike", + "OnlyLoadLoRAsModel", + "SaveLoRAModels" + ], + { + "author": "cyberblackcat", + "description": "This extension provides some nodes to support merge lora, adjust Lora Block Weight.", + "nickname": "CBC", + "title": "merge", + "title_aux": "comfyui-merge" + } + ], + "https://github.com/Loewen-Hob/rembg-comfyui-node-better": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Rembg Background Removal Node for ComfyUI (Better)" + } + ], + "https://github.com/LonicaMewinsky/ComfyUI-MakeFrame": [ + [ + "BreakFrames", + "BreakGrid", + "GetKeyFrames", + "MakeGrid", + "RandomImageFromDir" + ], + { + "title_aux": "ComfyBreakAnim" + } + ], + "https://github.com/LonicaMewinsky/ComfyUI-RawSaver": [ + [ + "SaveTifImage" + ], + { + "title_aux": "ComfyUI-RawSaver" + } + ], + "https://github.com/LoveEatCandy/COMFYUI-ReplacePartOfImage": [ + [ + "ReplacePartOfImage" + ], + { + "title_aux": "COMFYUI-ReplacePartOfImage" + } + ], + "https://github.com/Lovzu/ComfyUI-KittenTTS": [ + [ + "KittenTTS" + ], + { + "title_aux": "KittenTTS Node for Voice Generation" + } + ], + "https://github.com/Ltamann/ComfyUI-FastVLM-7B": [ + [ + "FastVLM7BNode" + ], + { + "title_aux": "FastVLM-7B ComfyUI Node" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-ETUR": [ + [ + "ApplyRegionalConds", + "ConfigureModifiedFlux", + "CreateRegionalCond", + "EdgePadNode", + "FlowEditForwardSampler", + "FlowEditGuider", + "FlowEditReverseSampler", + "FlowEditSampler", + "FluxAttnOverride", + "FluxDeGuidance", + "FluxForwardODESampler", + "FluxInverseSampler", + "FluxKontextResolution", + "FluxNoiseMixer", + "FluxReverseODESampler", + "ImageComplexityMap", + "InFluxFlipSigmas", + "InFluxModelSamplingPred", + "IncrementBatch", + "MaskConditionalPaint", + "MaskGrayValueScaler", + "MaskMultiplyAdvanced", + "MaskMultiplyZeroWins", + "MaskToDenoiseInterpolator", + "MaskUpdateInpaintFromConditioning", + "OutFluxModelSamplingPred", + "PAGAttention", + "PrepareAttnBank", + "QwenEditResolution", + "RFDoubleBlocksOverride", + "RFSingleBlocksOverride", + "RegionalStyleModelApply", + "SEGAttention", + "TBG_masked_attention" + ], + { + "title_aux": "TBG_Enhanced Tiled Upscaler & Refiner FLUX PRO" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-SAM3": [ + [ + "TBGLoadSAM3Model", + "TBGSAM3DepthMap", + "TBGSAM3ModelLoaderAdvanced", + "TBGSAM3PromptCollector", + "TBGSam3Segmentation", + "TBGSam3SegmentationBatch" + ], + { + "title_aux": "ComfyUI-TBG-SAM3" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-Takeaways": [ + [ + "BasicSchedulerNormalized", + "FLUX2JSONPromptGenerator", + "HexConeDenoiseMask", + "LogSigmaSamplerNode", + "LogSigmaStepSamplerNode", + "ModelSamplingFluxGradual", + "PolyExponentialSigmaAdder", + "PromptBatchGenerator", + "TBGDifferenceMask", + "TBGDualModelSampler", + "TBGKSamplerAdvancedSplitAware", + "TBG_FluxKontextStabilizer", + "TBG_Preview_Sender_WebSocked", + "VAEDecodeColorFix" + ], + { + "title_aux": "TBG\u2019s ComfyUI Development Takeaways" + } + ], + "https://github.com/LucipherDev/ComfyUI-AniDoc": [ + [ + "AniDocLoader", + "AniDocSampler", + "GetAniDocControlnetImages", + "LoadCoTracker" + ], + { + "title_aux": "ComfyUI-AniDoc" + } + ], + "https://github.com/LucipherDev/ComfyUI-Golden-Noise": [ + [ + "GoldenNoise" + ], + { + "title_aux": "ComfyUI-Golden-Noise" + } + ], + "https://github.com/LucipherDev/ComfyUI-TangoFlux": [ + [ + "TangoFluxLoader", + "TangoFluxSampler", + "TangoFluxVAEDecodeAndPlay" + ], + { + "title_aux": "ComfyUI-TangoFlux" + } + ], + "https://github.com/Ludobico/ComfyUI-ScenarioPrompt": [ + [ + "ScenarioPrompt" + ], + { + "title_aux": "ComfyUI-ScenarioPrompt" + } + ], + "https://github.com/LukeCoulson1/Comfyui_LoraCombine": [ + [ + "CombineLoras", + "LoraInfo" + ], + { + "title_aux": "ComfyUI LoRA Combine Node" + } + ], + "https://github.com/LuqP2/ImageMetaHub-ComfyUI-Save": [ + [ + "MetaHubSaveNode", + "MetaHubSaveVideoNode", + "MetaHubTimerNode" + ], + { + "title_aux": "Image MetaHub Save Node" + } + ], + "https://github.com/LyazS/comfyui-anime-seg": [ + [ + "Anime Character Seg" + ], + { + "title_aux": "Anime Character Segmentation node for comfyui" + } + ], + "https://github.com/LyazS/comfyui-nettools": [ + [ + "NTL_LoadImagesBase64", + "NTL_SendImagesWebSocket" + ], + { + "title_aux": "net tool node for comfyui" + } + ], + "https://github.com/Lysthan/ComfyUI-LYSTHAN-PPS": [ + [ + "LYSTHAN_PPS" + ], + { + "title_aux": "ComfyUI-LYSTHAN-PPS" + } + ], + "https://github.com/M1kep/ComfyLiterals": [ + [ + "Checkpoint", + "Float", + "Int", + "KepStringLiteral", + "Lora", + "Operation", + "String" + ], + { + "title_aux": "ComfyLiterals" + } + ], + "https://github.com/M1kep/ComfyUI-KepOpenAI": [ + [ + "KepOpenAI_ImageWithPrompt" + ], + { + "title_aux": "ComfyUI-KepOpenAI" + } + ], + "https://github.com/M1kep/ComfyUI-OtherVAEs": [ + [ + "OtherVAE_Taesd" + ], + { + "title_aux": "ComfyUI-OtherVAEs" + } + ], + "https://github.com/M1kep/Comfy_KepKitchenSink": [ + [ + "KepRotateImage" + ], + { + "title_aux": "Comfy_KepKitchenSink" + } + ], + "https://github.com/M1kep/Comfy_KepListStuff": [ + [ + "Empty Images", + "Image Overlay", + "ImageListLoader", + "Join Float Lists", + "Join Image Lists", + "KepStringList", + "KepStringListFromNewline", + "Kep_JoinListAny", + "Kep_RepeatList", + "Kep_ReverseList", + "Kep_VariableImageBuilder", + "List Length", + "Range(Num Steps) - Float", + "Range(Num Steps) - Int", + "Range(Step) - Float", + "Range(Step) - Int", + "Stack Images", + "XYAny", + "XYImage" + ], + { + "title_aux": "Comfy_KepListStuff" + } + ], + "https://github.com/M1kep/Comfy_KepMatteAnything": [ + [ + "MatteAnything_DinoBoxes", + "MatteAnything_GenerateVITMatte", + "MatteAnything_InitSamPredictor", + "MatteAnything_LoadDINO", + "MatteAnything_LoadVITMatteModel", + "MatteAnything_SAMLoader", + "MatteAnything_SAMMaskFromBoxes", + "MatteAnything_ToTrimap" + ], + { + "title_aux": "Comfy_KepMatteAnything" + } + ], + "https://github.com/M1kep/KepPromptLang": [ + [ + "Build Gif", + "Special CLIP Loader" + ], + { + "title_aux": "KepPromptLang" + } + ], + "https://github.com/MDMAchine/ComfyUI_MD_Nodes": [ + [ + "ACE_LatentVisualizer", + "APGGuiderForked", + "AceT5ConditioningAnalyzer", + "AceT5ConditioningScheduled", + "AceT5ModelLoader", + "AdvancedAudioPreviewAndSave", + "AdvancedMediaSave", + "AdvancedTextNode", + "Aesthetic_Transformer_Node_MD", + "AutoLayoutOptimizer", + "EnhancedAnnotationNode", + "EnhancedSeedSaver", + "FilenameCounterNode", + "FilenameTokenReplacer", + "GPUTemperatureProtectionEnhanced", + "HybridAdaptiveSigmas", + "LLMVRAMManager", + "MD_ApplyTPG", + "MD_AudioAutoEQ", + "MD_AutoMasterNode", + "MD_CLIPTokenFinder", + "MD_CustomNoiseGenerator", + "MD_EmptyLatentRatioSelector", + "MD_GlobalUpdateManager", + "MD_InitNoiseOptimizer", + "MD_Mastering_Compressor", + "MD_Mastering_EQ", + "MD_Mastering_Gain", + "MD_Mastering_Limiter", + "MD_MultiNoiseBlender", + "MD_OptimizerSelector", + "MD_Qwen_Image_Edit_Object_Replacer_Node", + "MD_RepoMaintenance", + "MD_SamplerDebug", + "MD_SelfCrossGuider", + "MD_WorkflowContextBus", + "MasteringChainNode", + "NoiseDecayScheduler_Custom", + "PingPongSamplerNodeFBG", + "PingPongSampler_Custom_Lite", + "SceneGeniusAutocreator", + "SigmaConcatenate", + "SigmaSmooth", + "SmartColorPaletteManager", + "SmartFilenameBuilder", + "TextFileLoader", + "UniversalGuardian", + "UniversalRoutingHubAdvanced", + "VLM_Confirmation_Gate_Node_MD", + "WildcardPromptBuilder", + "WorkflowSectionOrganizer" + ], + { + "title_aux": "MD Nodes" + } + ], + "https://github.com/MNeMoNiCuZ/ComfyUI-mnemic-nodes": [ + [ + "AudioVisualizer", + "ColorfulStartingImage", + "LiteralBool", + "LiteralFloat", + "LiteralInt", + "LiteralString", + "LoadImageAdvanced", + "LoadImagesFromPath", + "LoadRandomCheckpoint", + "LoraTagLoader", + "PromptPropertyExtractor", + "RandomBool", + "RandomColor", + "RandomFloatInRange", + "RandomIntInRange", + "RandomSeed", + "RandomString", + "ResolutionSelector", + "StringCleaning", + "StringConcat", + "StringTextExtractor", + "StringTextSplitter", + "TiktokenTokenizer", + "WildcardProcessor", + "\u2699\ufe0f Prompt Property Extractor", + "\u26d4 Generate Negative Prompt", + "\u2702\ufe0f String Text Extractor", + "\u2702\ufe0f String Text Splitter", + "\u270f\ufe0f Literal Bool", + "\u270f\ufe0f Literal Float", + "\u270f\ufe0f Literal Int", + "\u270f\ufe0f Literal String", + "\u2728\ud83d\udcac Groq LLM API", + "\u2728\ud83d\udcdd Groq ALM API - Transcribe", + "\u2728\ud83d\udcf7 Groq VLM API", + "\ud83c\udfa8 Colorful Starting Image", + "\ud83c\udfb2 Load Random Checkpoint", + "\ud83c\udfb2 Random Bool", + "\ud83c\udfb2 Random Color", + "\ud83c\udfb2 Random Float in Range", + "\ud83c\udfb2 Random Int in Range", + "\ud83c\udfb2 Random Seed", + "\ud83c\udfb2 Random String", + "\ud83c\udfb5\ud83d\udcca Audio Visualizer", + "\ud83c\udff7\ufe0f LoRA Loader Prompt Tags", + "\ud83d\udcbe Save Text File With Path", + "\ud83d\udcc1 Get File Path", + "\ud83d\udcc2 Load Images From Path", + "\ud83d\udcc5 Format Date Time", + "\ud83d\udcd0 Resolution Image Size Selector", + "\ud83d\udcdd Wildcard Processor", + "\ud83d\udd17 String Concat / Append", + "\ud83d\udd20 Tiktoken Tokenizer Info", + "\ud83d\uddbc\ufe0f Download Image from URL", + "\ud83d\uddbc\ufe0f Load Image Advanced", + "\ud83d\uddbc\ufe0f+\ud83d\udcdd Load Text-Image Pair (Single)", + "\ud83d\uddbc\ufe0f+\ud83d\udcdd Load Text-Image Pairs (List)", + "\ud83d\uddbc\ufe0f\ud83d\udcca Metadata Extractor (List)", + "\ud83d\uddbc\ufe0f\ud83d\udcca Metadata Extractor (Single)", + "\ud83e\uddf9 String Cleaning" + ], + { + "title_aux": "ComfyUI-mnemic-nodes" + } + ], + "https://github.com/Maenvaeru/comfyui-vram-overlay": [ + [ + "MVU_VramOverlay" + ], + { + "title_aux": "comfyui-vram-overlay" + } + ], + "https://github.com/MajoorWaldi/ComfyUI-Majoor-ImageOps": [ + [ + "ImageOpsBlur", + "ImageOpsClamp", + "ImageOpsColorAjust", + "ImageOpsInvert", + "ImageOpsMerge", + "ImageOpsPreview", + "ImageOpsTransform" + ], + { + "title_aux": "ComfyUI-Majoor-ImageOps" + } + ], + "https://github.com/Makeezi/ComfyUI-promptLAB": [ + [ + "PromptLAB" + ], + { + "title_aux": "ComfyUI-promptLAB" + } + ], + "https://github.com/MakkiShizu/ComfyUI-MakkiTools": [ + [ + "AnyImageStitch_makki", + "AnyImagetoConditioning_flux_kontext_makki", + "AutoLoop_create_pseudo_loop_video_makki", + "BatchLoraLoader_makki", + "BooleanSplitter_makki", + "Environment_INFO_makki", + "GetImageNthCount_makki", + "ImageChannelSeparate_makki", + "ImageCountConcatenate_makki", + "ImageHeigthStitch_makki", + "ImageTPSWarp_makki", + "ImageWidthStitch_makki", + "Image_Resize_makki", + "MergeImageChannels_makki", + "Prism_Mirage_makki", + "UniversalInstaller_makki", + "get_folder_info_makki", + "int_calculate_statistics_makki", + "random_any_makki", + "show_type_makki", + "timer_makki", + "translator_m2m100_makki", + "translators_makki" + ], + { + "title_aux": "ComfyUI-MakkiTools" + } + ], + "https://github.com/MakkiShizu/ComfyUI-Prompt-Wildcards": [ + [ + "makitextwildcards", + "makiwildcards", + "makiwildcards_Advanced", + "textconcatenate", + "textconcatenate_v2" + ], + { + "title_aux": "ComfyUI-Prompt-Wildcards" + } + ], + "https://github.com/MakkiShizu/ComfyUI-Qwen2_5-VL": [ + [ + "BatchImageLoaderToLocalFiles", + "DownloadAndLoadQwen2_5_VLModel", + "Qwen2_5_VL_Run", + "Qwen2_5_VL_Run_Advanced" + ], + { + "title_aux": "ComfyUI-Qwen2_5-VL" + } + ], + "https://github.com/MakkiShizu/ComfyUI-animetimm": [ + [ + "AnimeTimmNode" + ], + { + "title_aux": "ComfyUI-animetimm" + } + ], + "https://github.com/MakkiShizu/comfyui_reimgsize": [ + [ + "Cropimg", + "Reimgsize", + "Resizebyratio" + ], + { + "title_aux": "comfyui_reimgsize" + } + ], + "https://github.com/Malte0621/hordeai-comfy": [ + [ + "AIHordeImageGenerate", + "AIHordeLora", + "AIHordeModelList", + "AIHordeTextualInversion" + ], + { + "title_aux": "HordeAI" + } + ], + "https://github.com/Mamaaaamooooo/batchImg-rembg-ComfyUI-nodes": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Batch Rembg for ComfyUI" + } + ], + "https://github.com/ManglerFTW/ComfyI2I": [ + [ + "Color Transfer", + "Combine and Paste", + "Inpaint Segments", + "Mask Ops" + ], + { + "author": "ManglerFTW", + "title": "ComfyI2I", + "title_aux": "ComfyI2I" + } + ], + "https://github.com/MarcusNyne/m9-prompts-comfyui": [ + [ + "ScramblePrompts_m9", + "TweakWeights_m9" + ], + { + "title_aux": "m9-prompts-comfyui" + } + ], + "https://github.com/MariusKM/ComfyUI-BadmanNodes": [ + [ + "BadmanBrightness", + "BadmanCLIPTextEncodeSDXLRegion", + "BadmanDesaturate", + "BadmanDilateErodeMask", + "BadmanIO", + "BadmanInjectLatentNoiseMasked", + "BadmanIntUtil", + "BadmanMaskBlur", + "BadmanSelectFromList", + "BadmanStringSelect", + "BadmanStringToInteger", + "BadmanWanOutpaintFrameCalculator", + "BadmanWanThreeFrameToVideo", + "BadmanWildCardProcessor", + "Badman_Blend", + "Badman_ColorTransferLab", + "Badman_Concat_String", + "Badman_HexGenerator", + "Badman_IO", + "Badman_PalletteGenerator", + "Badman_Print", + "Badman_String" + ], + { + "title_aux": "ComfyUI-BadmanNodes" + } + ], + "https://github.com/MarkoCa1/ComfyUI-Text": [ + [ + "CombinationText", + "PlaceholderText", + "ReplaceText", + "ShowText" + ], + { + "title_aux": "ComfyUI-Text" + } + ], + "https://github.com/MarkoCa1/ComfyUI_Segment_Mask": [ + [ + "AutomaticMask(segment anything)" + ], + { + "title_aux": "ComfyUI_Segment_Mask" + } + ], + "https://github.com/Marksusu/ComfyUI_MTCLIPEncode": [ + [ + "MTCLIPEncode" + ], + { + "title_aux": "ComfyUI_MTCLIPEncode" + } + ], + "https://github.com/Markus-Pasanen/batch_whisper_extension": [ + [ + "BatchWhisperNode" + ], + { + "title_aux": "batch_whisper_extension" + } + ], + "https://github.com/MartinDeanMoriarty/ComfyUI-DeanLogic": [ + [ + "ImageCount", + "ImageInputSwitch", + "ImageOutputSwitch", + "Int Compare" + ], + { + "title_aux": "ComfyUI-DeanLogic" + } + ], + "https://github.com/MartinDeanMoriarty/ComfyUI-NumberToText": [ + [ + "NumberToTextNode" + ], + { + "title_aux": "ComfyUI-NumberToText" + } + ], + "https://github.com/MaruPelkar/comfyui-conditioning-resizer": [ + [ + "ConditioningResizer" + ], + { + "title_aux": "ComfyUI Conditioning Resizer" + } + ], + "https://github.com/Mason-McGough/ComfyUI-Mosaica": [ + [ + "ApplyLUTToLabelImage", + "KMeans", + "LoadLUTFromMatplotlib", + "MeanShift", + "RandomLUT", + "Watershed" + ], + { + "title_aux": "Mosaica" + } + ], + "https://github.com/MasterDenis/VAE-Decode-Switch": [ + [ + "VAEDecodeSwitcher" + ], + { + "title_aux": "VAE Decode Switch for ComfyUI" + } + ], + "https://github.com/Mattabyte/ComfyUI-SecureApiCall": [ + [ + "SaveLatentToS3", + "SaveVideoFilesS3", + "SecureAPI-SecureAPI", + "SecureAPI-SecureAPI-AWS" + ], + { + "title_aux": "ComfyUI Secure API Call" + } + ], + "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut": [ + [ + "CombineVideos_MXD", + "Crop Image By Mask", + "Dummy Node MXD", + "Flux 2 Empty Latent Image", + "Flux Empty Latent Image", + "Flux Image Scale To Total Pixels (Flux Safe)", + "Flux Resolution Selector", + "FluxResolutionMatcher", + "Frames_Remove_From_Start_MXD", + "Frames_Select_StartEnd_MXD", + "Get Latent Size", + "GroupVideoFramesMXD", + "Grow Blur Mask MXD", + "Image Scale To Total Pixels (SDXL Safe)", + "LatentHalfMasks", + "Load Image Batch MXD", + "LoadImageWithPromptsMXD", + "LoadLatent_I2V_MXD", + "LoadLatent_WithParams", + "LoadLatents_FromFolder_I2V_MXD", + "LoadLatents_FromFolder_WithParams", + "LoadVideoMXD", + "MxdImageComparerSave", + "Place Image By Mask", + "PreviewVideoMXD", + "Prompt With Guidance (Flux)", + "QwenImageEditSingleMXD", + "QwenImageEditTripleMXD", + "SDXLResolutionMatcher", + "Save Image MXD", + "SaveLatentMXD", + "SaveLatent_I2V_MXD", + "SaveVideoMXD", + "Sdxl Empty Latent Image", + "WAN22_I2V_Image_Scaler_MXD", + "Wan22FirstLastImageToVideoMXD", + "Wan22ImageToVideoMXD", + "Wan2_2EmptyLatentImageMXD", + "ZImageTurboEmptyLatentImage", + "wan22EmptyHunyuanLatentVideoMXD" + ], + { + "title_aux": "ComfyUI-MaxedOut" + } + ], + "https://github.com/Maxed-Out-99/ComfyUI-SmartModelLoaders-MXD": [ + [ + "CLIPLoaderUnified", + "DualCLIPLoaderUnified", + "QuadrupleCLIPLoaderUnified", + "TripleCLIPLoaderUnified", + "UNETLoaderUnified" + ], + { + "title_aux": "ComfyUI-SmartModelLoaders-MXD" + } + ], + "https://github.com/McKlinton2/comfyui-mcklinton-pack": [ + [ + "ColormaskNode", + "LoadFilteredImageBatch", + "MultiLayerComposeNode", + "SaveTextArrayToFiles" + ], + { + "title_aux": "ComfyUI McKlinton Pack \u2014 Mask Node" + } + ], + "https://github.com/Mcmillian/ComfyUI-SimpleToolsNodes": [ + [ + "GetModelStep", + "GlmPromptNode" + ], + { + "title_aux": "SimpleToolsNodes" + } + ], + "https://github.com/Me-gumin/MeComfyuiEncrypt": [ + [ + "ChaosDecrypt", + "ChaosEncrypt", + "PNGDecryptNode", + "PNGEncryptNode" + ], + { + "title_aux": "MeComfyuiEncrypt" + } + ], + "https://github.com/MeeeyoAI/ComfyUI_StringOps": [ + [ + "AddPrefixSuffix", + "AddPrefixSuffixToLines", + "BatchReplaceStrings", + "CheckSubstringPresence", + "CompareInt", + "ConditionalTextOutput", + "CountOccurrences", + "CustomCrop", + "DecodePreview", + "ExtractAndCombineLines", + "ExtractBeforeAfter", + "ExtractLinesByIndex", + "ExtractSpecificData", + "ExtractSpecificLines", + "ExtractSubstring", + "ExtractSubstringByIndices", + "FileCopyCutNode", + "FileDeleteNode", + "FileListAndSuffix", + "FileNameReplacer", + "FilterLinesBySubstrings", + "FilterLinesByWordCount", + "FindExcelData", + "FindFirstLineContent", + "FloatToInteger", + "GenerateNumbers", + "GenerateVideoPrompt", + "GenericImageLoader", + "GetCurrentTime", + "GetFloatParam", + "GetIntParam", + "GetRandomIntegerInRange", + "ImageAdjuster", + "ImageOverlayAlignment", + "LoadAndAdjustImage", + "MultiParamInputNode", + "NumberExtractor", + "ProcessString", + "RandomLineFromText", + "ReadExcelData", + "ReadExcelRowOrColumnDiff", + "ReadWebNode", + "RemoveContentBetweenChars", + "ReplaceMultiple", + "ReplaceNthOccurrence", + "SaveImagEX", + "SelectionParameter", + "ShuffleTextLines", + "SimpleRandomSeed", + "SimpleTextReplacer", + "SingleTextInput", + "SplitAndExtractText", + "SplitStringByDelimiter", + "TextConcatenation", + "TextConcatenator", + "TextConditionCheck", + "TextToImage", + "TextToList", + "WriteExcelData", + "WriteExcelImage", + "WriteToTxtFile" + ], + { + "title_aux": "ComfyUI_StringOps" + } + ], + "https://github.com/Meettya/ComfyUI-OneForOne": [ + [ + "OFO Image Fit" + ], + { + "title_aux": "ComfyUI-OneForOne" + } + ], + "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator": [ + [ + "DemucsAudioSeparator" + ], + { + "title_aux": "ComfyUI-Demucs-AudioSeparator" + } + ], + "https://github.com/Meisoftcoltd/comfyui-sequential-batcher": [ + [ + "CombineJobs", + "EnumerateJob", + "GetJobStep", + "JobToList", + "MakeJob" + ], + { + "title_aux": "comfyui-sequential-batcher" + } + ], + "https://github.com/MergeBlockWeighted/fo_ComfyUI": [ + [ + "MergeBlockWeighted" + ], + {} + ], + "https://github.com/Merserk/ComfyUI-Flow-Assistor": [ + [ + "AddDelay", + "AnyPassthrough1to6", + "AnyPassthrough6to1", + "BypassControl", + "CLIPTextEncodePromptEnrichment", + "CameraAngleControl", + "DetailEnhanceSamplerNode", + "DetailEnhanceSigmasNode", + "DisplayText", + "ImageLatentResolutionExtractorNode", + "ImageResolutionExtractorNode", + "ImageResolutionFitNode", + "LoRAOnlineNode", + "MultiplicationNode", + "OutputAnyDebugDataNode", + "PromptQueue", + "PromptQueueFromFolder", + "ResolutionSelectNode", + "TileCompositor", + "TileManager", + "UltimateDetailSamplerNode", + "UltimateDetailSigmasNode", + "VRAMRAMCleanerNode", + "VisualMarqueeSelection" + ], + { + "title_aux": "ComfyUI-Flow-Assistor" + } + ], + "https://github.com/MetaGLM/ComfyUI-ZhipuAI-Platform": [ + [ + "VideoReportData", + "VideoReportGenerate", + "VideoReportPull" + ], + { + "title_aux": "ComfyUI ZhipuAI Platform" + } + ], + "https://github.com/Mexes1978/comfyui-comfysketch": [ + [ + "ComfySketch" + ], + { + "title_aux": "comfyui-comfysketch" + } + ], + "https://github.com/MichaelMaxAgent/comfyui_ML_nodes": [ + [ + "MLFrameRateResampler", + "MLFrameRateResampler_GPU", + "MLVideoRateConverter", + "RemovePoseHead", + "SaveImageCleanMetadata", + "SaveImageNoMetadata", + "SaveVideoNoMetadata" + ], + { + "title_aux": "ComfyUI ML Nodes" + } + ], + "https://github.com/MicheleGuidi/ComfyUI-Contextual-SAM2": [ + [ + "Sam2ContextSegmentation", + "Sam2TiledSegmentation" + ], + { + "title_aux": "ComfyUI-Computer-Vision" + } + ], + "https://github.com/MiddleKD/ComfyUI-denoise-mask-scheduler": [ + [ + "ApplyDenoiseMaskSchedulerWithSigma", + "ApplyDenoiseMaskSchedulerWithStep", + "DynamicImageResize" + ], + { + "title_aux": "ComfyUI-denoise-mask-scheduler" + } + ], + "https://github.com/MiddleKD/ComfyUI-mem-safe-wrapper": [ + [ + "MakeModelMemorySafe-safewrapper", + "ResetModelPatcher-safewrapper", + "SimpleDummyModel-safewrapper", + "SimpleDummyRun-safewrapper" + ], + { + "title_aux": "ComfyUI-mem-safe-wrapper" + } + ], + "https://github.com/MiddleKD/ComfyUI-productfix": [ + [ + "ApplyLatentInjection", + "DetailTransferAdd", + "DetailTransferLatentAdd", + "DynamicImageResize", + "GetTextMask", + "ResetModelPatcherCalculateWeight", + "VQDecoder", + "VQEncoder", + "VQLoader" + ], + { + "title_aux": "ComfyUI-productfix" + } + ], + "https://github.com/MijnSpam/ComfyUI_SwapAndScale": [ + [ + "SwapAndScale" + ], + { + "title_aux": "Comfy swap and scale" + } + ], + "https://github.com/MijnSpam/UploadToPushOver": [ + [ + "UploadToPushOver" + ], + { + "title_aux": "Upload to PushOver" + } + ], + "https://github.com/MilitantHitchhiker/MilitantHitchhiker-SwitchbladePack": [ + [ + "ARC Scheduler", + "FluxModelSave_v2", + "FluxQuantNode", + "GOD Sampler (Advanced)", + "GOD Sampler (Advanced) Ext.", + "GOD Scheduler (Advanced)", + "GroqAPIPromptEnhancer", + "IntegratedRandomPromptGenerator", + "ModelAnalyserNode", + "ODE-EMA Sampler", + "TextAppender_v2" + ], + { + "author": "Militant Hitchhiker", + "description": "Militant Hitchhiker's multi-function nodes.", + "nickname": "Switchblade", + "title": "Switchblade Pack", + "title_aux": "MilitantHitchhiker-SwitchbladePack" + } + ], + "https://github.com/MilleN2ium/ComfyUI-CutomizableSave": [ + [ + "MyOtherNode" + ], + { + "title_aux": "ComfyUI-CutomizableSave" + } + ], + "https://github.com/Mintbeer96/ComfyUI-KerasOCR": [ + [ + "KerasOCR" + ], + { + "title_aux": "ComfyUI-KerasOCR" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-CogVideoX-MZ": [ + [ + "MZ_CogVideoXLoader" + ], + { + "title_aux": "ComfyUI-CogVideoX-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Flux1Quantize-MZ": [ + [ + "MZ_Flux1QuantizeUNETLoader" + ], + { + "title_aux": "ComfyUI-Flux1Quantize-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-FluxExt-MZ": [ + [ + "MZ_Flux1CheckpointLoaderNF4_cpuDynOffload", + "MZ_Flux1CheckpointLoader_cpuDynOffload", + "MZ_Flux1PartialLoad_Patch", + "MZ_Flux1UnetLoader_cpuDynOffload" + ], + { + "title_aux": "ComfyUI-FluxExt-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Kolors-MZ": [ + [ + "MZ_ApplyCUDAGenerator", + "MZ_ApplySDXLSamplingSettings", + "MZ_ChatGLM3", + "MZ_ChatGLM3Embeds2Conditioning", + "MZ_ChatGLM3Loader", + "MZ_ChatGLM3_Advance_V2", + "MZ_ChatGLM3_V2", + "MZ_FakeCond", + "MZ_IPAdapterAdvancedKolors", + "MZ_IPAdapterFaceID", + "MZ_IPAdapterInsightFaceLoader", + "MZ_IPAdapterModelLoaderKolors", + "MZ_KolorsCLIPVisionLoader", + "MZ_KolorsCheckpointLoaderSimple", + "MZ_KolorsControlNetLoader", + "MZ_KolorsControlNetPatch", + "MZ_KolorsUNETLoader", + "MZ_KolorsUNETLoaderV2" + ], + { + "title_aux": "ComfyUI-Kolors-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Prompt-MZ": [ + [ + "MZ_BaseLLamaCPPCLIPTextEncode", + "MZ_BaseLLavaImageInterrogator", + "MZ_CustomizeInstruct", + "MZ_Florence2CLIPTextEncode", + "MZ_Florence2Captioner", + "MZ_ImageCaptionerConfig", + "MZ_ImageInterrogatorCLIPTextEncode", + "MZ_ImageInterrogatorModelConfig_DownloaderSelect", + "MZ_ImageInterrogatorModelConfig_ManualSelect", + "MZ_LLama3CLIPTextEncode", + "MZ_LLamaCPPCLIPTextEncode", + "MZ_LLamaCPPModelConfig_DownloaderSelect", + "MZ_LLamaCPPModelConfig_ManualSelect", + "MZ_LLamaCPPOptions", + "MZ_LLavaImageInterrogator", + "MZ_OllamaModelConfig_ManualSelect", + "MZ_OpenAIApiCLIPTextEncode", + "MZ_PaliGemmaCLIPTextEncode", + "MZ_PaliGemmaCaptioner", + "MZ_Phi3CLIPTextEncode" + ], + { + "title_aux": "ComfyUI-Prompt-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-StylizePhoto-MZ": [ + [ + "MZ_StylizePhotoControlNetApply", + "MZ_StylizePhotoKSamplerNode" + ], + { + "title_aux": "ComfyUI-StylizePhoto-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ": [ + [ + "MZ_HYDiTAdvConfig", + "MZ_HYDiTDatasetConfig", + "MZ_HYDiTInitWorkspace", + "MZ_HYDiTSimpleT2I", + "MZ_HYDiTTrain", + "MZ_ImagesCopyWorkspace", + "MZ_KohyaSSAdvConfig", + "MZ_KohyaSSControlnetTrain", + "MZ_KohyaSSDatasetConfig", + "MZ_KohyaSSInitWorkspace", + "MZ_KohyaSSLoraTrain", + "MZ_KohyaSSTrain", + "MZ_KohyaSSUseConfig", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDInitWorkspace", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDLoraTrain", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDSimpleT2I", + "MZ_LoadImagesFromDirectoryPath", + "MZ_TrainToolsDebug" + ], + { + "title_aux": "ComfyUI-TrainTools-MZ" + } + ], + "https://github.com/Miosp/ComfyUI-FBCNN": [ + [ + "JPEG artifacts removal FBCNN" + ], + { + "title_aux": "ComfyUI-FBCNN" + } + ], + "https://github.com/Mister-Link/link-comfy-nodes": [ + [ + "Add Image to Batch", + "AdvancedStringConcat", + "Auto Cropper", + "BatchImageSave", + "Concat", + "ConvertToPixelArt", + "Crop to Content", + "Farthest Color", + "Fast Image Preview", + "Hex or 24 Bit Color", + "Image Rotator", + "Match Color Palette", + "Native Wan Pose Strength", + "Pixelation Dimensions", + "Pose Image Setup", + "PreviewAnimation", + "PreviewAsMarkdown", + "PreviewImageAlpha", + "Remove Background", + "ReplaceAlpha", + "Resize Image and Mask by Side", + "Save Folder as ZIP", + "Save To Zip", + "SaveFolderAsZip", + "Spritesheet Builder", + "Spritesheet Preview", + "Stabilizer Trim", + "Video Detailer", + "VideoMaskEditor", + "WAN Frame Calculator", + "WAN Frames to Add & Cut" + ], + { + "title_aux": "Link Comfy Nodes" + } + ], + "https://github.com/MitoshiroPJ/ComfyUI_save_image_sdli": [ + [ + "PreviewSdlImage", + "SaveSdlImage" + ], + { + "title_aux": "ComfyUI SaveImage SDLI" + } + ], + "https://github.com/MitoshiroPJ/comfyui_nearsighted_attention": [ + [ + "NearSightedAttention", + "NearSightedAttentionSimple", + "NearSightedTile", + "SlothfulAttention" + ], + { + "title_aux": "ComfyUI Nearsighted Attention" + } + ], + "https://github.com/Miyuutsu/comfyui-save-vpred": [ + [ + "CheckpointSaveVpred" + ], + { + "author": "miyuu", + "description": "Used to save SDXL V-Prediction models directly with correct tensors.", + "nickname": "vpred-save", + "title": "vpred-save", + "title_aux": "comfyui-save-vpred" + } + ], + "https://github.com/ModelTC/ComfyUI-LightVAE": [ + [ + "Lightx2v-VAEDecode", + "Lightx2v-VAEDecoderLoader" + ], + { + "title_aux": "ComfyUI-LightVAE" + } + ], + "https://github.com/ModelTC/ComfyUI-Lightx2vWrapper": [ + [ + "LightX2VConfigCombiner", + "LightX2VConfigCombinerV2", + "LightX2VConfigCombinerV3", + "LightX2VInferenceConfig", + "LightX2VLoRALoader", + "LightX2VMemoryOptimization", + "LightX2VModularInference", + "LightX2VModularInferenceV2", + "LightX2VQuantization", + "LightX2VTalkObjectInput", + "LightX2VTalkObjectsCombiner", + "LightX2VTalkObjectsFromFiles", + "LightX2VTalkObjectsFromJSON", + "LightX2VTeaCache" + ], + { + "title_aux": "ComfyUI-Lightx2vWrapper" + } + ], + "https://github.com/Moeblack/ComfyUI-SimpleChat": [ + [ + "GeminiImageEdit", + "GeminiImageGen", + "SimpleChatAnimaPromptRouter", + "SimpleChatAnimaPromptXYMatrix", + "SimpleChatConfig", + "SimpleChatImage", + "SimpleChatImageGrid", + "SimpleChatJsonParse", + "SimpleChatJsonParse16", + "SimpleChatJsonToVars", + "SimpleChatMarkdownPreview", + "SimpleChatMustacheRender", + "SimpleChatMustacheVar", + "SimpleChatNoASS", + "SimpleChatPromptJsonUnpack", + "SimpleChatText", + "SimpleChatTextInput", + "SimpleChatTextList", + "SimpleChatXYCellPrefix", + "SimpleChatXYPlot" + ], + { + "title_aux": "ComfyUI-SimpleChat" + } + ], + "https://github.com/MohammadAboulEla/ComfyUI-iTools": [ + [ + "iToolsAddOverlay", + "iToolsCheckerBoard", + "iToolsCompareImage", + "iToolsCropImage", + "iToolsDomNode", + "iToolsFreeChat", + "iToolsFreeSchnell", + "iToolsGridFiller", + "iToolsKSampler", + "iToolsLineLoader", + "iToolsLoadImagePlus", + "iToolsLoadImages", + "iToolsLoadRandomImage", + "iToolsPaintNode", + "iToolsPreviewImage", + "iToolsPreviewText", + "iToolsPromptLoader", + "iToolsPromptRecord", + "iToolsPromptSaver", + "iToolsPromptStyler", + "iToolsPromptStylerExtra", + "iToolsRegexNode", + "iToolsTestNode", + "iToolsTextReplacer", + "iToolsVaePreview" + ], + { + "title_aux": "ComfyUI-iTools" + } + ], + "https://github.com/MokkaBoss1/ComfyUI_Mokkaboss1": [ + [ + "AnimeCosplayDir", + "AspectRatioCondition", + "ChooseImage", + "Colors", + "CombinedCrop", + "ConnectFloat", + "ConnectImage", + "ConnectInteger", + "ConnectInteger2", + "ConnectLatent", + "ConnectString", + "CycleInteger", + "DirSelector", + "DoubleClipTextEncode", + "DoubleConditioningMixer", + "EmbeddingLoader", + "FilmCharDir", + "FlexEmptyLatent", + "FloatEvaluate", + "FuseImages", + "FuseImages2", + "HashText", + "HueSatLum", + "HueShift", + "ImageDimensions", + "ImageDimensionsBatch", + "ImageOverlayResized", + "ImageResizeLong", + "ImageZigzag", + "IndoorBackgrounds", + "IndoorDir", + "IntEvaluate", + "IntFloatDict", + "IntStringDict", + "JsonSearch", + "KillWorkflow", + "LandscapeBackgrounds", + "LandscapeDir", + "LinEqEval", + "MakeupStylesDir", + "Mbsampler", + "OptimalCrop", + "Overlay", + "PhotomontageA", + "PhotomontageB", + "PhotomontageC", + "PostSamplerCrop", + "PresetLoad", + "PresetRemove", + "PresetSave", + "PromptSwitcher", + "QuadClipTextEncode", + "RandomString", + "SDXLEmptyLatent", + "SavePrompt", + "SaveWithMetaData", + "SaveWithMetaData2", + "SearchReplace", + "SimplePrompts", + "SpecificStylesDir", + "SplitImages", + "StringJoin", + "TimeStamp", + "TintnShift", + "TricolorComposition", + "WorkflowSettings", + "WrapText", + "X_In_a_Dress", + "X_In_a_Suit", + "X_In_a_Suit)", + "ZoomCrop", + "imageborder" + ], + { + "title_aux": "Node Pack mostly for manipulating strings and integers" + } + ], + "https://github.com/MontagenAI/ComfyUI-Montagen": [ + [ + "MontagenAudioAdapter", + "MontagenAudioConvertResourceAdapter", + "MontagenAudioListAdapter", + "MontagenCreateTimeline", + "MontagenEdgeTTSNode", + "MontagenFishAudioCloneNode", + "MontagenFishAudioTTSNode", + "MontagenHumandigitalNode", + "MontagenImageAdapter", + "MontagenImageListAdapter", + "MontagenRenderTimeline", + "MontagenResourceConvertAudioAdapter", + "MontagenSRTListParser", + "MontagenStickerAdapter", + "MontagenTextAdapter", + "MontagenTextListAdapter", + "MontagenVideoAdapter", + "MontagenVideoListAdapter" + ], + { + "title_aux": "ComfyUI-Montagen" + } + ], + "https://github.com/MoonHugo/ComfyUI-BAGEL-Hugo": [ + [ + "BagelByHugo" + ], + { + "title_aux": "ComfyUI-BAGEL-Hugo" + } + ], + "https://github.com/MoonHugo/ComfyUI-BiRefNet-Hugo": [ + [ + "BiRefNet_Hugo" + ], + { + "title_aux": "ComfyUI-BiRefNet-Hugo" + } + ], + "https://github.com/MoonHugo/ComfyUI-FFmpeg": [ + [ + "AddAudio", + "AddImgWatermark", + "AddTextWatermark", + "ExtractAudio", + "Frames2Video", + "ImageCopy", + "ImagePath2Tensor", + "ImagesSave", + "LoadImageFromDir", + "MergingVideoByPlenty", + "MergingVideoByTwo", + "MultiCuttingVideo", + "PipVideo", + "SingleCuttingVideo", + "StitchingVideo", + "Video2Frames", + "VideoFlip", + "VideoPlayback", + "VideoTransition" + ], + { + "title_aux": "ComfyUI-FFmpeg" + } + ], + "https://github.com/MoonHugo/ComfyUI-StableAudioOpen": [ + [ + "Text2Audio" + ], + { + "title_aux": "ComfyUI-StableAudioOpen" + } + ], + "https://github.com/MoonMoon82/ClipVision_Tools": [ + [ + "CalcEmbeds", + "CompareEmbeds", + "Cond2Embeds", + "DBLoader", + "EditDB", + "EditResults", + "EmbedsInfo", + "FolderScores", + "GenerateDB", + "ImageSearcher", + "LoadDB", + "ResultBrowser", + "ResultBrowserAdvanced", + "ResultCombiner", + "ResultSubtract", + "ScaleEmbeds" + ], + { + "title_aux": "ClipVision_Tools" + } + ], + "https://github.com/MovieLabs/comfyui-movielabs-util": [ + [ + "PublishAsset", + "PublishBlender" + ], + { + "title_aux": "MovieLabs ComfyUI Nodes for Publishing Workflow" + } + ], + "https://github.com/MrForExample/ComfyUI-3D-Pack": [ + [], + { + "nodename_pattern": "^\\[Comfy3D\\]", + "title_aux": "ComfyUI-3D-Pack" + } + ], + "https://github.com/MrForExample/ComfyUI-AnimateAnyone-Evolved": [ + [], + { + "nodename_pattern": "^\\[AnimateAnyone\\]", + "title_aux": "ComfyUI-AnimateAnyone-Evolved" + } + ], + "https://github.com/MrSamSeen/ComfyUI_SSBeforeAfterNode": [ + [ + "SSBeforeAndAfterVideo", + "SSBeforeAndAfterVideoWithDepthMap" + ], + { + "title_aux": "ComfyUI_SSBeforeAfterNode" + } + ], + "https://github.com/MrSamSeen/ComfyUI_SSStereoscope": [ + [ + "SBS_External_Depthmap_by_SamSeen", + "SBS_Image_Uploader", + "SBS_V2_by_SamSeen", + "SBS_VR_Panorama_by_SamSeen", + "SBS_Video_Combiner", + "SBS_Video_Uploader" + ], + { + "title_aux": "SideBySide_Stereoscope" + } + ], + "https://github.com/Munkyfoot/ComfyUI-TextOverlay": [ + [ + "Text Overlay" + ], + { + "title_aux": "ComfyUI-TextOverlay" + } + ], + "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare": [ + [ + "DJZ_Offsquare", + "DJZ_Offsquare_V2" + ], + { + "title_aux": "ComfyUI-DJZ-Offsquare" + } + ], + "https://github.com/MushroomFleet/ComfyUI-DJZ-POML": [ + [ + "ZenkaiPOMLProcessor", + "ZenkaiPOMLTemplate" + ], + { + "title_aux": "Zenkai-POML for ComfyUI" + } + ], + "https://github.com/MushroomFleet/ComfyUI-FLUX2-JSON": [ + [ + "FLUX2_CameraRig", + "FLUX2_ColorPalette", + "FLUX2_ColorPalettePreset", + "FLUX2_PromptAssembler", + "FLUX2_SceneBuilder", + "FLUX2_StyleSelector", + "FLUX2_SubjectArray", + "FLUX2_SubjectCreator" + ], + { + "title_aux": "ComfyUI-FLUX2-JSON" + } + ], + "https://github.com/MushroomFleet/ComfyUI-Variationator": [ + [ + "PromptActionModifier", + "PromptBatchVariation", + "PromptCameraModifier", + "PromptColorGrading", + "PromptCombiner", + "PromptComposition", + "PromptDetailModifier", + "PromptDistanceModifier", + "PromptEraModifier", + "PromptLightingModifier", + "PromptLocationModifier", + "PromptModifierInfo", + "PromptMoodModifier", + "PromptMultiStyle", + "PromptPresetCollection", + "PromptRandomModifier", + "PromptSeasonalModifier", + "PromptSmartVariation", + "PromptStyleTransform", + "PromptWeatherModifier" + ], + { + "title_aux": "ComfyUI-Variationator" + } + ], + "https://github.com/MushroomFleet/ComfyUI-Zero2JSON": [ + [ + "Z2J_Background", + "Z2J_BatchGenerator", + "Z2J_CameraAngle", + "Z2J_CameraDistance", + "Z2J_CameraDoF", + "Z2J_CameraFocus", + "Z2J_Composition", + "Z2J_Lighting", + "Z2J_Mood", + "Z2J_ProfileInfo", + "Z2J_Scene", + "Z2J_SeedMixer", + "Z2J_Style", + "Z2J_SubjectAction", + "Z2J_SubjectDescription", + "Z2J_SubjectPose", + "Z2J_SubjectPosition" + ], + { + "title_aux": "ComfyUI-Zero2JSON" + } + ], + "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes": [ + [ + "DJZ_PromptExtractor", + "DJZ_PromptExtractorBatch", + "DJZ_PromptExtractorFromPath", + "DJZ_PromptExtractorV2", + "DJZ_PromptExtractorV2_Batch", + "DJZ_PromptExtractorV2_StringNavigator" + ], + { + "title_aux": "ComfyUI_PromptExtractor_nodes" + } + ], + "https://github.com/MushroomFleet/DJZ-Pedalboard": [ + [ + "DJZ_Pedalboard" + ], + { + "title_aux": "DJZ-Pedalboard" + } + ], + "https://github.com/MuziekMagie/ComfyUI-Matchering": [ + [ + "Matchering", + "MatcheringAdvanced", + "MatcheringLimiterConfig" + ], + { + "title_aux": "ComfyUI-Matchering" + } + ], + "https://github.com/MzMaXaM/ComfyUi-MzMaXaM": [ + [ + "KSamplerWithVAE", + "SelectLatentSize1MP", + "SelectLatentSize2MP", + "TextEncode3in1", + "UpscaleImageBy1_5x", + "UpscaleLatentBy1_5x", + "selectLatentSizePlus" + ], + { + "title_aux": "ComfyUi-MzMaXaM" + } + ], + "https://github.com/N3rd00d/ComfyUI-Paint3D-Nodes": [ + [ + "3D_GenerateDepthImage", + "3D_GenerateInpaintMask", + "3D_GenerateInpaintUVMapMask", + "3D_GeneratePreviewVideo", + "3D_LoadMeshModel", + "3D_Projection", + "3D_SaveUVMapImage", + "3D_TrainConfig", + "3D_TrainConfigPipe" + ], + { + "title_aux": "ComfyUI-Paint3D-Nodes" + } + ], + "https://github.com/NHLStenden/ComfyUI-ImageBag": [ + [ + "EnhancedImageColourTransferNode", + "FilmGrainNoiseNode" + ], + { + "title_aux": "ComfyUI-ImageBag" + } + ], + "https://github.com/NMWave/ComfyUI-Nader-Tagging": [ + [ + "Load Text List", + "Shorten Sentences", + "Split Sentences", + "Split Tags", + "Tag Alternating Combiner", + "Tag Duplicate Remover", + "Token Counter" + ], + { + "title_aux": "Image Captioning and Tagging Assistor Nodes" + } + ], + "https://github.com/NOLABEL-VFX/ComfyUI-NL_Nodes": [ + [ + "NLConstantColor", + "NLContextDebug", + "NLRead", + "NLWanVideoImageToVideoEncodeV2", + "NLWorkflowFPS", + "NLWorkflowFrameRange", + "NLWorkflowProjectPath", + "NLWorkflowResolution", + "NLWrite" + ], + { + "title_aux": "ComfyUI-NL_Nodes" + } + ], + "https://github.com/NVIDIAGameWorks/ComfyUI-RTX-Remix": [ + [ + "RTXRemixCloseProject", + "RTXRemixCreateLayer", + "RTXRemixDefineLayerId", + "RTXRemixDeleteFile", + "RTXRemixDownloadModel", + "RTXRemixEndContext", + "RTXRemixGetDefaultDirectory", + "RTXRemixGetEditTarget", + "RTXRemixGetLayers", + "RTXRemixGetLoadedProject", + "RTXRemixGetTextures", + "RTXRemixIngestTexture", + "RTXRemixInvertBool", + "RTXRemixLayerType", + "RTXRemixLayerTypes", + "RTXRemixMuteLayer", + "RTXRemixOpenProject", + "RTXRemixRemoveLayer", + "RTXRemixRestAPIDetails", + "RTXRemixSaveLayer", + "RTXRemixSaveTexture", + "RTXRemixSetEditTarget", + "RTXRemixSetTexture", + "RTXRemixStartContext", + "RTXRemixStrToList", + "RTXRemixStringConcatenate", + "RTXRemixStringConstant", + "RTXRemixSwitch", + "RTXRemixTextureTypeToUSDAttribute", + "RTXRemixTexturesType", + "RTXRemixTexturesTypes" + ], + { + "title_aux": "ComfyUI-RTX-Remix" + } + ], + "https://github.com/Nakamura2828/ComfyUI-JK-TextTools": [ + [ + "JK_BBoxToMask", + "JK_BBoxToSAM3Query", + "JK_BBoxesToMask", + "JK_DetectionQuery", + "JK_DetectionToBBox", + "JK_JSONPrettyPrinter", + "JK_JSONToBBox", + "JK_ListIndexSelector", + "JK_MaskToBBox", + "JK_SEGsToMask", + "JK_SEGsToSAM3Query", + "JK_StringIndexSelector", + "JK_StringJoiner", + "JK_StringSplitter" + ], + { + "title_aux": "ComfyUI-JK-TextTools" + } + ], + "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro": [ + [ + "JK_ImageToRetro" + ], + { + "title_aux": "ComfyUI-JK-ToRetro" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-ManySliders": [ + [ + "NS_ManySliders" + ], + { + "title_aux": "ComfyUI-NS-ManySliders" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-PromptList": [ + [ + "NS-PromptList" + ], + { + "title_aux": "ComfyUI-PromptList" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-Util": [ + [ + "AlbedoMapGenerator", + "NS-FlexPreset", + "NS-ManySliders", + "NS-PromptList", + "NS-ToonFilter", + "SimpleLLMAddDocument", + "SimpleLLMAddMemory", + "SimpleLLMAgent", + "SimpleLLMAgentToTool", + "SimpleLLMAgentWithRules", + "SimpleLLMChainOfThought", + "SimpleLLMConfigClaude", + "SimpleLLMConfigGemini", + "SimpleLLMConfigOllama", + "SimpleLLMConfigOpenAI", + "SimpleLLMDisplayText", + "SimpleLLMLoadWorkflow", + "SimpleLLMMemoryBank", + "SimpleLLMMergeText", + "SimpleLLMRAGQuery", + "SimpleLLMRunPrompt", + "SimpleLLMStringViewer", + "SimpleLLMTextInput", + "SimpleLLMTextOutput", + "SimpleLLMVectorStore" + ], + { + "title_aux": "ComfyUI-NS-Util" + } + ], + "https://github.com/NeoDroleDeGueule/NDDG_Great_Nodes": [ + [ + "GreatConditioningModifier", + "GreatMultiplySigmas", + "GreatRandomOrganicGradientNode", + "ImageBlendNode", + "InteractiveOrganicGradientNode" + ], + { + "title_aux": "NDDG_Great_Nodes" + } + ], + "https://github.com/NeoGriever/ComfyUI-NeoGriever": [ + [ + "NGs_BetterCLIPTextEncode", + "NGs_Checkerboard_Generator", + "NGs_Create_Solid_Color", + "NGs_Discord_Webhook", + "NGs_Fill_with_Color", + "NGs_Image_Progress_Bar", + "NGs_Multimask_Read", + "NGs_Multimask_Write", + "NGs_ResolutionProvider", + "NGs_Sliders_FLOAT", + "NGs_Sliders_INT", + "NGs_Sliders_PERCENTAGECUT", + "NGs_String_Operator", + "NGs_String_Squisher", + "NGs_Tag_Source", + "NGs_TextBox_JOIN", + "NGs_TextBox_SIMPLE", + "NGs_TextBox_x2", + "NGs_TextBox_x3", + "NGs_Text_Cut_String" + ], + { + "title_aux": "ComfyUI - NeoGriever" + } + ], + "https://github.com/NeonLightning/neonllama": [ + [ + "OllamaPromptFromIdea" + ], + { + "title_aux": "neonllama" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-Dimensional-Latent-Perlin": [ + [ + "NoisyLatentPerlinD" + ], + { + "title_aux": "Dimensional Latent Perlin for ComfyUI" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-FluxPseudoNegativePrompt": [ + [ + "FluxPseudoNegativeNode" + ], + { + "title_aux": "FluxPseudoNegative" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-PromptJSON": [ + [ + "PromptJSON" + ], + { + "title_aux": "PromptJSON Node for ComfyUI" + } + ], + "https://github.com/NeuralSamurAI/Comfyui-Superprompt-Unofficial": [ + [ + "SuperPrompterNode" + ], + { + "title_aux": "SuperPrompter Node for ComfyUI" + } + ], + "https://github.com/NeuroSenko/ComfyUI_LLM_SDXL_Adapter": [ + [ + "ApplyLLMToSDXLAdapter", + "LLMAdapterLoader", + "LLMAdapterLoaderCustom", + "LLMGGUFModelLoader", + "LLMModelLoader", + "LLMTextEncoder", + "T5GEMMALoader", + "T5GEMMATextEncoder", + "t5gemmaApplyLLMToSDXLAdapter" + ], + { + "title_aux": "ComfyUI LLM SDXL Adapter" + } + ], + "https://github.com/NewBieAI-Lab/ComfyUI-MltoXml": [ + [ + "MltoXml" + ], + { + "title_aux": "ComfyUI-MltoXml" + } + ], + "https://github.com/NewLouwa/ComfyUI-Model_preset_Pilot": [ + [ + "KSamplerHelper", + "ModelPresetManager", + "PresetKSampler", + "PresetToKSampler", + "PreviewImage" + ], + { + "title_aux": "ComfyUI Model Preset Pilot" + } + ], + "https://github.com/NewNoviceChen/ComfyUI-Simple-IndexTTs": [ + [ + "AutoLoadModelNode", + "BatchTTsNode", + "EmotionFromAudioNode", + "EmotionFromTensorNode", + "EmotionFromTextNode", + "MergeEmotionNode", + "TTsNode" + ], + { + "title_aux": "ComfyUI-Simple-IndexTTs" + } + ], + "https://github.com/NewNoviceChen/ComfyUI-XingLiu": [ + [ + "Image2ImageByAlpha", + "Image2ImageCustom", + "Image2ImageCustomAlpha", + "Image2ImageF1ContentNode", + "Image2VideoKlingNode(can`t use)", + "MakeAuth", + "MakeControlNet", + "MakeHiResFix", + "MakeLora", + "MergeControlNet", + "MergeImageListNode", + "MergeLora", + "Text2ImageByAlpha", + "Text2ImageCustom", + "Text2ImageCustomAlpha", + "Text2ImageF1ContentNode", + "Text2VideoKlingNode", + "UploadLibLib" + ], + { + "title_aux": "ComfyUI-XingLiu" + } + ], + "https://github.com/NexusEast/ComfyUI_ContactSheet_Auto": [ + [ + "SimpleGridImage", + "VideoIntervalCalculator" + ], + { + "title_aux": "ComfyUI_ContactSheet_Auto" + } + ], + "https://github.com/NguynHungNguyen/Segment-Bedroom-Interior": [ + [ + "BedroomFurnitureMask" + ], + { + "title_aux": "Segment Any Bedroom Interior" + } + ], + "https://github.com/NicholasMcCarthy/ComfyUI_TravelSuite": [ + [ + "LatentTravel" + ], + { + "title_aux": "ComfyUI_TravelSuite" + } + ], + "https://github.com/NickPittas/ComfyUI_CameraAngleSelector": [ + [ + "CameraAngleSelector" + ], + { + "title_aux": "ComfyUI_CameraAngleSelector" + } + ], + "https://github.com/NidAll/ComfyUI_PromptStyler": [ + [ + "PromptStylerConditioning" + ], + { + "title_aux": "ComfyUI_PromptStyler" + } + ], + "https://github.com/Nikosis/ComfyUI-Nikosis-Nodes": [ + [ + "AspectRatioNikosis", + "PromptCameraAngleSelectorNikosis", + "PromptMultipleStylesSelectorNikosis", + "TextConcatenateNikosis" + ], + { + "title_aux": "ComfyUI-Nikosis-Nodes" + } + ], + "https://github.com/Nikosis/ComfyUI-Nikosis-Preprocessors": [ + [ + "DepthAnythingV2Nikosis", + "EdgePreprocessorNikosis", + "LaplacianPreprocessorNikosis", + "LineArtPreprocessorNikosis", + "LineArtSketchPreprocessorNikosis" + ], + { + "title_aux": "ComfyUI-Nikosis-Preprocessors" + } + ], + "https://github.com/NimaNzrii/comfyui-photoshop": [ + [ + "ClipPass", + "PhotoshopConnection", + "PhotoshopToComfyUI", + "SendToPhotoshop", + "modelPass", + "\ud83d\udd39 Photoshop RemoteConnection", + "\ud83d\udd39ClipPass", + "\ud83d\udd39Photoshop ComfyUI Plugin", + "\ud83d\udd39SendTo Photoshop Plugin", + "\ud83d\udd39modelPass" + ], + { + "title_aux": "comfyui-photoshop" + } + ], + "https://github.com/NimaNzrii/comfyui-popup_preview": [ + [ + "PreviewPopup" + ], + { + "title_aux": "comfyui-popup_preview" + } + ], + "https://github.com/Niutonian/ComfyUi-NoodleWebcam": [ + [ + "WebcamNode" + ], + { + "title_aux": "ComfyUi-NoodleWebcam" + } + ], + "https://github.com/Niutonian/comfyui-niutonian-smart-image": [ + [ + "SmartBatchProcessor", + "SmartBorderFrame", + "SmartCollageMaker", + "SmartGridStitch", + "SmartImageSplitter", + "SmartImageStitch", + "SmartPanoramaStitch" + ], + { + "title_aux": "comfyui-niutonian-smart-image" + } + ], + "https://github.com/Niutonian/comfyui_Niutonian_GLM_4_6V": [ + [ + "NiutonianGLM46VAgenticSampler", + "NiutonianGLM46VDescriber", + "NiutonianGLM46VLoader", + "NiutonianGLM46VPromptGenerator" + ], + { + "title_aux": "comfyui_Niutonian_GLM_4_6V" + } + ], + "https://github.com/Njbx/ComfyUI-LTX13B-Blockswap": [ + [ + "LTXBlockswap" + ], + { + "title_aux": "ComfyUI-LTX13B-Blockswap" + } + ], + "https://github.com/Nlar/ComfyUI_CartoonSegmentation": [ + [ + "AnimeSegmentation", + "KenBurnsConfigLoader", + "KenBurns_Processor", + "LoadImageFileName", + "LoadImageFilename" + ], + { + "author": "Nels Larsen", + "description": "This extension offers a front end to the Cartoon Segmentation Project (https://github.com/CartoonSegmentation/CartoonSegmentation)", + "nickname": "CfyCS", + "title": "ComfyUI_CartoonSegmentation", + "title_aux": "ComfyUI_CartoonSegmentation" + } + ], + "https://github.com/No-22-Github/ComfyUI_RWKV_Studio": [ + [ + "RWKV_ModelLoader_V7", + "RWKV_Translator_Node", + "RWKV_Translator_Node_DE_CPU", + "RWKV_Translator_Node_DE_CUDA" + ], + { + "title_aux": "ComfyUI_RWKV_Studio" + } + ], + "https://github.com/Nojahhh/ComfyUI_GLM4_Wrapper": [ + [ + "GLM-4 Inferencing", + "GLM-4 Model Loader", + "GLM-4 Prompt Enhancer", + "GLM-4Inference", + "GLM-4ModelLoader", + "GLM-4PromptEnhancer" + ], + { + "title_aux": "ComfyUI GLM-4 Wrapper" + } + ], + "https://github.com/Noma-Machiko/ComfyUI-ToDevice": [ + [ + "ToCPU", + "ToGPU" + ], + { + "title_aux": "ComfyUI-ToDevice" + } + ], + "https://github.com/NotHarroweD/Harronode": [ + [ + "Harronode" + ], + { + "author": "HarroweD and quadmoon (https://github.com/traugdor)", + "description": "This extension to ComfyUI will build a prompt for the Harrlogos LoRA for SDXL.", + "nickname": "Harronode", + "nodename_pattern": "Harronode", + "title": "Harrlogos Prompt Builder Node", + "title_aux": "Harrlogos Prompt Builder Node" + } + ], + "https://github.com/Nourepide/ComfyUI-Allor": [ + [ + "AlphaChanelAdd", + "AlphaChanelAddByMask", + "AlphaChanelAsMask", + "AlphaChanelRemove", + "AlphaChanelRestore", + "ClipClamp", + "ClipVisionClamp", + "ClipVisionOutputClamp", + "ConditioningClamp", + "ControlNetClamp", + "GligenClamp", + "ImageBatchCopy", + "ImageBatchFork", + "ImageBatchGet", + "ImageBatchJoin", + "ImageBatchPermute", + "ImageBatchRemove", + "ImageClamp", + "ImageCompositeAbsolute", + "ImageCompositeAbsoluteByContainer", + "ImageCompositeRelative", + "ImageCompositeRelativeByContainer", + "ImageContainer", + "ImageContainerInheritanceAdd", + "ImageContainerInheritanceMax", + "ImageContainerInheritanceScale", + "ImageContainerInheritanceSum", + "ImageDrawArc", + "ImageDrawArcByContainer", + "ImageDrawChord", + "ImageDrawChordByContainer", + "ImageDrawEllipse", + "ImageDrawEllipseByContainer", + "ImageDrawLine", + "ImageDrawLineByContainer", + "ImageDrawPieslice", + "ImageDrawPiesliceByContainer", + "ImageDrawPolygon", + "ImageDrawRectangle", + "ImageDrawRectangleByContainer", + "ImageDrawRectangleRounded", + "ImageDrawRectangleRoundedByContainer", + "ImageEffectsAdjustment", + "ImageEffectsGrayscale", + "ImageEffectsLensBokeh", + "ImageEffectsLensChromaticAberration", + "ImageEffectsLensOpticAxis", + "ImageEffectsLensVignette", + "ImageEffectsLensZoomBurst", + "ImageEffectsNegative", + "ImageEffectsSepia", + "ImageFilterBilateralBlur", + "ImageFilterBlur", + "ImageFilterBoxBlur", + "ImageFilterContour", + "ImageFilterDetail", + "ImageFilterEdgeEnhance", + "ImageFilterEdgeEnhanceMore", + "ImageFilterEmboss", + "ImageFilterFindEdges", + "ImageFilterGaussianBlur", + "ImageFilterGaussianBlurAdvanced", + "ImageFilterMax", + "ImageFilterMedianBlur", + "ImageFilterMin", + "ImageFilterMode", + "ImageFilterRank", + "ImageFilterSharpen", + "ImageFilterSmooth", + "ImageFilterSmoothMore", + "ImageFilterStackBlur", + "ImageNoiseBeta", + "ImageNoiseBinomial", + "ImageNoiseBytes", + "ImageNoiseGaussian", + "ImageSegmentation", + "ImageSegmentationCustom", + "ImageSegmentationCustomAdvanced", + "ImageText", + "ImageTextMultiline", + "ImageTextMultilineOutlined", + "ImageTextOutlined", + "ImageTransformCropAbsolute", + "ImageTransformCropCorners", + "ImageTransformCropRelative", + "ImageTransformPaddingAbsolute", + "ImageTransformPaddingRelative", + "ImageTransformResizeAbsolute", + "ImageTransformResizeClip", + "ImageTransformResizeRelative", + "ImageTransformRotate", + "ImageTransformTranspose", + "LatentClamp", + "MaskClamp", + "ModelClamp", + "StyleModelClamp", + "UpscaleModelClamp", + "VaeClamp" + ], + { + "title_aux": "Allor Plugin" + } + ], + "https://github.com/NudeJS-dev/ComfyUI-NudeJS-Image2Prompt": [ + [ + "Image2Prompt", + "Text2Prompt" + ], + { + "title_aux": "ComfyUI-NudeJS-Image2Prompt" + } + ], + "https://github.com/Nuked88/ComfyUI-N-Nodes": [ + [ + "CLIPTextEncodeAdvancedNSuite [n-suite]", + "DynamicPrompt [n-suite]", + "Float Variable [n-suite]", + "FrameInterpolator [n-suite]", + "GPT Loader Simple [n-suite]", + "GPT Sampler [n-suite]", + "ImagePadForOutpaintAdvanced [n-suite]", + "Integer Variable [n-suite]", + "Llava Clip Loader [n-suite]", + "LoadFramesFromFolder [n-suite]", + "LoadImageFromFolder [n-suite]", + "LoadVideo [n-suite]", + "SaveVideo [n-suite]", + "SetMetadataForSaveVideo [n-suite]", + "String Variable [n-suite]" + ], + { + "title_aux": "ComfyUI-N-Nodes" + } + ], + "https://github.com/NyaFuP/ComfyUI_Preview_Selector": [ + [ + "NFPreviewSelector" + ], + { + "title_aux": "NF Preview Selector" + } + ], + "https://github.com/NyaamZ/efficiency-nodes-ED": [ + [ + "Context To BasicPipe", + "Context To DetailerPipe", + "Detailer (SEGS) \ud83d\udcacED", + "Efficient Loader \ud83d\udcacED", + "Embedding Stacker \ud83d\udcacED", + "Ext Model Input \ud83d\udcacED", + "FaceDetailer \ud83d\udcacED", + "Get Booru Tag \ud83d\udcacED", + "Int Holder \ud83d\udcacED", + "KSampler (Efficient) \ud83d\udcacED", + "KSampler Text \ud83d\udcacED", + "LoRA Stacker \ud83d\udcacED", + "Load Image \ud83d\udcacED", + "MaskDetailer \ud83d\udcacED", + "Refiner Script \ud83d\udcacED", + "Regional Processor \ud83d\udcacED", + "Regional Script \ud83d\udcacED", + "Regional Stacker \ud83d\udcacED", + "SUPIR Model Loader \ud83d\udcacED", + "SUPIR Sampler \ud83d\udcacED", + "Save Image \ud83d\udd14ED", + "Simple Text \ud83d\udcacED", + "TIPO Script \ud83d\udcacED", + "Ultimate SD Upscale \ud83d\udcacED", + "Wildcard Encode \ud83d\udcacED" + ], + { + "author": "NyaamZ", + "description": "Expansion of Efficiency Nodes for ComfyUI. Significant UX improvements.", + "nickname": "Efficiency Nodes ED", + "title": "Efficiency Nodes ExtendeD", + "title_aux": "Efficiency Nodes ExtendeD" + } + ], + "https://github.com/Nynxz/ComfyUI-NynxzNodes": [ + [ + "nynxz.CompareVideo.Options", + "nynxz.Create.CompareVideo.Fade", + "nynxz.Create.CompareVideo.Wipe", + "nynxz.Parse.StringTemplate" + ], + { + "title_aux": "ComfyUI-NynxzNodes" + } + ], + "https://github.com/OKIE5/ComfyUI-CN-Pre": [ + [ + "CN Pre+Loaders: Segmentation", + "Image: Levels" + ], + { + "title_aux": "ComfyUI-CN-Pre" + } + ], + "https://github.com/Off-Live/ComfyUI-off-suite": [ + [ + "Apply CLAHE", + "Cached Image Load From URL", + "CalcMaskBound", + "Crop Center wigh SEGS", + "Crop Center with SEGS", + "Dilate Mask for Each Face", + "GW Number Formatting", + "Grid Image from batch (OFF)", + "Image Crop Fit", + "Image Resize Fit", + "OFF SEGS to Image", + "Paste Face Segment to Image", + "Query Gender and Age", + "RandomSeedfromList", + "SEGS to Face Crop Data", + "Safe Mask to Image", + "VAE Encode For Inpaint V2", + "Watermarking" + ], + { + "title_aux": "ComfyUI-off-suite" + } + ], + "https://github.com/OhSeongHyeon/comfyui-watdafox-nodes": [ + [ + "BFParameters", + "BFParametersSimple", + "CheckpointComboParameter", + "CheckpointLoaderWithOuputDirByModelName", + "CyclicInteger", + "DetailerSchedulerComboParameter", + "KsamplerSamplersComboParameter", + "KsamplerSchedulersComboParameter", + "OuputDirByModelName", + "RandomImageSizeAdvanced", + "RandomImageSizeAdvancedYAML", + "RandomInteger", + "UnetComboParameter", + "UniqueStringList", + "UniqueStringListAdvanced", + "VAEComboParameter" + ], + { + "title_aux": "comfyui-watdafox-nodes" + } + ], + "https://github.com/OneThingAI/ComfyUI_Onething_CV": [ + [ + "OneThingAI ImageToText" + ], + { + "title_aux": "ComfyUI OneThing CV Node" + } + ], + "https://github.com/OneThingAI/ComfyUI_Onething_Image": [ + [ + "OneThingAILoader", + "OnethingAIFlux", + "OnethingAIImageGemini", + "OnethingAIImageHunyuan", + "OnethingAIImageOpenAI", + "OnethingAIImageSeedream", + "OnethingAIImageWanxiang" + ], + { + "title_aux": "ComfyUI OneThing AI Node" + } + ], + "https://github.com/Onionman61/ComfyUI-ModelScope-Kontext": [ + [ + "ModelScopeUniversalAPI" + ], + { + "title_aux": "ComfyUI ModelScope Kontext API Node" + } + ], + "https://github.com/OpalSky-AI/OpalSky_Nodes": [ + [ + "PromptAssistantOpalSky", + "StringSwitchOpalSky", + "string_switch_opalsky" + ], + { + "title_aux": "OpalSky Nodes" + } + ], + "https://github.com/OpenAssetIO/OpenAssetIO-ComfyUI": [ + [ + "OpenAssetIOPublishImage", + "OpenAssetIOResolveImage" + ], + { + "title_aux": "OpenAssetIO" + } + ], + "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex": [ + [ + "Prompt Tidy", + "Text Switch 2 Way", + "Text With Context" + ], + { + "title_aux": "ComfyUI-Simple-Of-Complex" + } + ], + "https://github.com/OwlvChirotha/ComfyUI-MultiTranslator": [ + [ + "ChatGPTServiceConnectorNode", + "DeepSeekServiceConnectorNode", + "GeminiServiceConnectorNode", + "GeneralLLMServiceConnectorNode", + "KimiServiceConnectorNode", + "LLMLocalModelLoaderNode", + "LLMTranslatorNode", + "OllamaLLMConnectorNode", + "SiliconFlowServiceConnectorNode", + "TranslatorNode", + "ZhiPuServiceConnectorNode" + ], + { + "title_aux": "ComfyUI-MultiTranslator" + } + ], + "https://github.com/OwlvChirotha/ComfyUI-Owlv_Nodes": [ + [ + "AddCustomKontextPreset", + "KontextTextEncode", + "RemoveCustomKontextPreset", + "SaveImageDir" + ], + { + "title_aux": "ComfyUI-Owlv_Nodes" + } + ], + "https://github.com/PCMonsterx/ComfyUI-CSV-Loader": [ + [ + "ArtistsCSVLoader", + "ArtmovementsCSVLoader", + "CharactersCSVLoader", + "ColorsCSVLoader", + "CompositionCSVLoader", + "LightingCSVLoader", + "Load Artists CSV", + "Load Artmovements CSV", + "Load Characters CSV", + "Load Colors CSV", + "Load Composition CSV", + "Load Lighting CSV", + "Load Negative CSV", + "Load Positive CSV", + "Load Settings CSV", + "Load Styles CSV", + "NegativeCSVLoader", + "PositiveCSVLoader", + "SettingsCSVLoader", + "StylesCSVLoader" + ], + { + "title_aux": "ComfyUI-CSV-Loader" + } + ], + "https://github.com/PICOPON/ComfyUI-API-OpenAI-Node": [ + [ + "OpenAINode" + ], + { + "title_aux": "ComfyUI OpenAI Node" + } + ], + "https://github.com/PROJECTMAD/PROJECT-MAD-NODES": [ + [ + "MultiScheduledLoraLoader", + "VisualPromptGallery" + ], + { + "title_aux": "PROJECT-MAD-NODES" + } + ], + "https://github.com/Pablerdo/ComfyUI-MultiCutAndDrag": [ + [ + "BatchImageToMask", + "LoadImageFromBase64", + "LoadImagesFromBase64Array", + "MapTrajectoriesToSegmentedMasks", + "MultiCutAndDragOnPath" + ], + { + "title_aux": "ComfyUI-MultiCutAndDrag" + } + ], + "https://github.com/Pablerdo/ComfyUI-ResizeZeptaPayload": [ + [ + "ResizeImageBatch", + "ResizeTrajectories" + ], + { + "title_aux": "ComfyUI-ResizeZeptaPayload" + } + ], + "https://github.com/Pablerdo/ComfyUI-StableVirtualCameraWrapper": [ + [ + "SVCFly", + "SVCFly_Bash" + ], + { + "title_aux": "Stable Virtual Camera" + } + ], + "https://github.com/Pablerdo/ComfyUI-ZeptaframePromptMerger": [ + [ + "MergePrompts" + ], + { + "title_aux": "ComfyUI-ZeptaframePromptMerger" + } + ], + "https://github.com/Paddel87/ComfyUI_fal_image": [ + [ + "FALContextStore", + "FALImage2Image", + "FALModelSelectImage", + "FALText2Image" + ], + { + "title_aux": "ComfyUI_fal_image" + } + ], + "https://github.com/PanicTitan/ComfyUI-Fooocus-V2-Expansion": [ + [ + "FooocusV2Expansion" + ], + { + "title_aux": "ComfyUI-Fooocus-V2-Expansion" + } + ], + "https://github.com/PanicTitan/ComfyUI-Gallery": [ + [ + "GalleryNode" + ], + { + "title_aux": "ComfyUI-Gallery" + } + ], + "https://github.com/Parameshvadivel/ComfyUI-SVGview": [ + [ + "SVGPreview" + ], + { + "title_aux": "ComfyUI-SVGview" + } + ], + "https://github.com/ParisNeo/lollms_nodes_suite": [ + [ + "Artbot", + "Lollms", + "Lollms_Text_Gen", + "Lollms_Text_Saver", + "RandomizeVideo" + ], + { + "title_aux": "lollms_nodes_suite" + } + ], + "https://github.com/ParmanBabra/ComfyUI-Malefish-Custom-Scripts": [ + [ + "CSVPromptsLoader", + "CombinePrompt", + "MultiLoraLoader", + "RandomPrompt" + ], + { + "title_aux": "ComfyUI-Malefish-Custom-Scripts" + } + ], + "https://github.com/PatrickBorkowicz/ComfyUI-ImmichUploader": [ + [ + "ImmichUpload" + ], + { + "title_aux": "ComfyUI-ImmichUploader" + } + ], + "https://github.com/PauldeLavallaz/ComfyUI-CartesiaTTS": [ + [ + "CartesiaTTSNode" + ], + { + "title_aux": "ComfyUI-CartesiaTTS" + } + ], + "https://github.com/PauldeLavallaz/comfyui_claude_prompt_generator": [ + [ + "ClaudeCustomPrompt" + ], + { + "title_aux": "Claude Prompt Generator" + } + ], + "https://github.com/Pedreiro-Digital-Studio-Ltda/ComfyUI-PromptPerfect": [ + [ + "PromptPerfectGPT" + ], + { + "title_aux": "ComfyUI-PromptPerfect" + } + ], + "https://github.com/PenguinTeo/Comfyui-GeminiBanana": [ + [ + "Gemini3ImageNode" + ], + { + "title_aux": "GeminiBanana for ComfyUI" + } + ], + "https://github.com/PenguinTeo/Comfyui-TextEditor-Penguin": [ + [ + "PenguinTextOnImage" + ], + { + "title_aux": "Comfyui-TextEditor-Penguin" + } + ], + "https://github.com/Pfaeff/pfaeff-comfyui": [ + [ + "AstropulsePixelDetector", + "BackgroundRemover", + "ImagePadForBetterOutpaint", + "Inpainting", + "InpaintingPipelineLoader" + ], + { + "title_aux": "pfaeff-comfyui" + } + ], + "https://github.com/Phando/ComfyUI-PhandoNodes": [ + [ + "SearchBySubstring", + "TextConcatenateDynamic" + ], + { + "title_aux": "ComfyUI-PhandoNodes" + } + ], + "https://github.com/Pheat-AI/Remade_nodes": [ + [ + "Batch Enlarged Overlay", + "Batch Image Blend by Mask", + "Batch Image Overlay", + "CannyImageCropper", + "MaskBoundingBox", + "Place Canny On Canvas", + "REMADE Batch Color Blend", + "REMADE Batch Image Blend", + "REMADE Batch Image Composite Masked", + "REMADE Batch Image Select Channel", + "Remove Black To Transparent", + "Shrink Canny Image" + ], + { + "title_aux": "Remade_nodes" + } + ], + "https://github.com/PiePieDesign/PiePieTweaks": [ + [ + "PiePiePreviewImage", + "PiePieResolutionFromMegapixels", + "PiePieResolutionPicker", + "PiePieTextConcatenate", + "PiePie_Lucidflux" + ], + { + "title_aux": "PiePieTweaks" + } + ], + "https://github.com/PiggyDance/ComfyUI_OpenCV": [ + [ + "OpenCV_CvtColor", + "OpenCV_GaussianBlur", + "OpenCV_MedianBlur" + ], + { + "title_aux": "ComfyUI_OpenCV" + } + ], + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-SaveMP3": [ + [ + "SaveAudioAsMP3" + ], + { + "title_aux": "ComfyUI-LikeSpiderAI-SaveMP3" + } + ], + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-UI": [ + [ + "AudioExport" + ], + { + "title_aux": "ComfyUI-LikeSpiderAI-UI" + } + ], + "https://github.com/Pirog17000/Pirogs-Nodes": [ + [ + "BatchCropFromMaskSimple", + "BatchUncropSimple", + "BlendImages", + "BlurByMask", + "BlurMask", + "CLIPTextEncodeFluxMultiple", + "CLIPTextEncodeMultiple", + "CropImage", + "CropMaskByBBox", + "DSLRNoise", + "GetImageSize", + "GradientMaskGenerator", + "ImageBlendByMask", + "ImageScalePro", + "InvertMask", + "KSamplerMultiSeed", + "KSamplerMultiSeedPlus", + "LMStudioQuery", + "LMStudioUnloadModel", + "LensSimulatedBloom", + "PreviewImageQueue", + "PromptRandomizer", + "StringCombine", + "TestResetButton", + "Watermark" + ], + { + "title_aux": "Pirog's Nodes for ComfyUI" + } + ], + "https://github.com/PixWizardry/ComfyUI_PixQwenImageEditEnhanced": [ + [ + "PixQwenImageEditEnhanced" + ], + { + "title_aux": "ComfyUI_PixQwenImageEditEnhanced" + } + ], + "https://github.com/PixelFunAI/ComfyUI_PixelFun": [ + [ + "HunyuanLoadAndEditLoraBlocks", + "HunyuanLoadFromBlockCache", + "HunyuanLoraFromJson", + "HunyuanLoraFromPrompt" + ], + { + "title_aux": "Hunyuan LoRA Loader Nodes" + } + ], + "https://github.com/PixelML/ComfyUI-PixelML-CustomNodes": [ + [ + "AgenticflowAIVariable", + "BooleanInput_PixelML", + "FloatInput_PixelML", + "IntegerInput_PixelML", + "LoadImageFromURL_PixelML", + "SaveImage_PixelML", + "StringInput_PixelML" + ], + { + "title_aux": "PixelML ComfyUI Nodes" + } + ], + "https://github.com/Pixelailabs/Joy_Caption_Two_PixelaiLabs": [ + [ + "SimpleLLMCaption", + "SimpleLLMCaptionAdvanced", + "SimpleLLMCaptionBatch", + "SimpleLLMCaptionLoader" + ], + { + "title_aux": "Joy Caption Two - PixelaiLabs Edition" + } + ], + "https://github.com/PnthrLeo/comfyUI-PL-data-tools": [ + [ + "AreasGenerator", + "BatchImageGetter", + "CloseImagesSearcher" + ], + { + "title_aux": "comfyUI-PL-data-tools" + } + ], + "https://github.com/Polygoningenieur/ComfyUI-IC-Light-Video": [ + [ + "BackgroundScaler", + "CalculateNormalsFromImages", + "DetailTransfer", + "ICLightConditioning", + "ICLightVideo", + "LightSource", + "LoadAndApplyICLightUnet", + "LoadHDRImage" + ], + { + "title_aux": "ComfyUI-IC-Light-Video" + } + ], + "https://github.com/Pondowner857/comfy_Pond_Nodes_V2": [ + [ + "RemoteWorkflowExecutor" + ], + { + "title_aux": "ComfyUI Remote Workflow Executor" + } + ], + "https://github.com/Poseidon-fan/ComfyUI-RabbitMQ-Publisher": [ + [ + "Publish Image To RabbitMQ" + ], + { + "title_aux": "ComfyUI-RabbitMQ-Publisher" + } + ], + "https://github.com/Positliver/comfyui-zegr": [ + [ + "ZEGR_ALI_UF", + "ZEGR_LF", + "ZEGR_WD" + ], + { + "title_aux": "comfyui-zegr" + } + ], + "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes_v2": [ + [ + "FRED_AutoCropImage_Native_Ratio", + "FRED_AutoImageTile_from_Mask", + "FRED_AutoLoraLoader_5_stacks_simple", + "FRED_AutoLoraLoader_Dynamic", + "FRED_CheckpointLoaderWithName", + "FRED_CropFace", + "FRED_ExecutionTime", + "FRED_ExtractKSampler_parameter", + "FRED_ExtractLora_parameter", + "FRED_ImageLoad", + "FRED_ImageQualityInspector", + "FRED_ImageSaver", + "FRED_ImageSaver_v2", + "FRED_ImageUncropFromBBox", + "FRED_Image_Sharpening_Blur_Level", + "FRED_JpegArtifact_Simulator", + "FRED_Multi_Linear_Slider", + "FRED_RestoreFaceWithMask", + "FRED_Save_Text_File", + "FRED_Simplified_Parameters_Panel", + "FRED_Text_to_XMP", + "FRED_UNETLoaderWithName", + "FRED_WildcardConcat_Dynamic" + ], + { + "title_aux": "ComfyUI FRED Nodes v2" + } + ], + "https://github.com/PowerHouseMan/ComfyUI-AdvancedLivePortrait": [ + [ + "AdvancedLivePortrait", + "ExpData", + "ExpressionEditor", + "LoadExpData", + "PrintExpData:", + "SaveExpData" + ], + { + "title_aux": "ComfyUI-AdvancedLivePortrait" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-BGPSeg": [ + [ + "BGPSegSegmentation", + "LoadBGPSegModels" + ], + { + "title_aux": "ComfyUI-BGPSeg" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Cadrille": [ + [ + "CADRecodeInference", + "CadQueryExecute", + "CadrilleImageInference", + "CadrilleInference", + "CadrilleTextInference", + "LoadCADRecodeModel", + "LoadCadrilleModel" + ], + { + "title_aux": "ComfyUI-Cadrille" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-CameraPack": [ + [ + "CreateLoad3DCamera", + "DA3ToLoad3DCamera" + ], + { + "title_aux": "ComfyUI-CameraPack" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-DepthAnythingV3": [ + [ + "DA3_CreateCameraParams", + "DA3_EnableTiledProcessing", + "DA3_FilterGaussians", + "DA3_MultiViewPointCloud", + "DA3_ParseCameraPose", + "DA3_PreviewPointCloud", + "DA3_Save3DGaussians", + "DA3_SavePointCloud", + "DA3_To3DGaussians", + "DA3_ToMesh", + "DA3_ToPointCloud", + "DepthAnythingV3_3D", + "DepthAnythingV3_Advanced", + "DepthAnythingV3_MultiView", + "DepthAnything_V3", + "DownloadAndLoadDepthAnythingV3Model" + ], + { + "title_aux": "ComfyUI-DepthAnythingV3" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-GeometryPack": [ + [ + "GeomPackAddNormalsToPointCloud", + "GeomPackAlphaWrap", + "GeomPackBackdraftView", + "GeomPackBooleanBlender", + "GeomPackBooleanCGAL", + "GeomPackCheckNormals", + "GeomPackCombineMeshes", + "GeomPackCombineMeshesBatch", + "GeomPackComputeNormals", + "GeomPackConnectedComponents", + "GeomPackCreatePrimitive", + "GeomPackDegenerateFaces", + "GeomPackDepthNormalsToMesh", + "GeomPackDetectSelfIntersections", + "GeomPackExtractSkeleton", + "GeomPackFillHoles", + "GeomPackFixNormals", + "GeomPackFixSelfIntersectionsByPerturbation", + "GeomPackFixSelfIntersectionsByRemoval", + "GeomPackGetMeshFilename", + "GeomPackLoadMesh", + "GeomPackLoadMeshBatch", + "GeomPackLoadMeshBlend", + "GeomPackLoadMeshFBX", + "GeomPackLoadMeshGlob", + "GeomPackLoadMeshPath", + "GeomPackMergeVertices", + "GeomPackMeshFix", + "GeomPackMeshFromSkeleton", + "GeomPackMeshInfo", + "GeomPackMeshQuality", + "GeomPackMeshToMeshDistance", + "GeomPackMeshToPointCloud", + "GeomPackNormalizeMeshToBBox", + "GeomPackOpenEdges", + "GeomPackPointToMeshDistance", + "GeomPackPreviewGaussian", + "GeomPackPreviewMesh", + "GeomPackPreviewMeshAnalysis", + "GeomPackPreviewMeshDual", + "GeomPackPreviewMeshMulti", + "GeomPackPreviewMeshUV", + "GeomPackPreviewMeshVTK", + "GeomPackPreviewMeshVTKBatch", + "GeomPackReconstructSurface", + "GeomPackRemesh", + "GeomPackRemeshBlender", + "GeomPackRemeshCGAL", + "GeomPackRemeshGPU", + "GeomPackRemeshSelfIntersections", + "GeomPackRemeshWithTexture", + "GeomPackRemoveDegenerateFaces", + "GeomPackSaveMesh", + "GeomPackSaveMeshBatch", + "GeomPackSplitByField", + "GeomPackSubsamplePointCloud", + "GeomPackTextureToGeometry", + "GeomPackTransformMesh", + "GeomPackUVUnwrap", + "GeomPackVisualizeNormalField", + "RefineMesh", + "ScrambleIntField" + ], + { + "title_aux": "ComfyUI libigl" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Grounding": [ + [ + "BatchCropAndPadFromMask", + "BboxVisualizer", + "DownLoadSAM2Model", + "GroundingDetector", + "GroundingMaskDetector", + "GroundingMaskModelLoader", + "GroundingModelLoader", + "Sam2Segment" + ], + { + "title_aux": "ComfyUI-Grounding" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-HunyuanX": [ + [ + "HunyuanX_ApplyAndSaveTexturedMesh", + "HunyuanX_BakeMultiViews", + "HunyuanX_BakeMultiviewTextures", + "HunyuanX_CameraConfig", + "HunyuanX_DecodeLatents", + "HunyuanX_EncodeDINO", + "HunyuanX_ExportMesh", + "HunyuanX_GenerateLatents", + "HunyuanX_GenerateMultiviewPBR", + "HunyuanX_ImageToLatents", + "HunyuanX_ImageWithAlphaInput", + "HunyuanX_InPaint", + "HunyuanX_InpaintTextures", + "HunyuanX_LoadDiT", + "HunyuanX_LoadDinoModel", + "HunyuanX_LoadImageWithTransparency", + "HunyuanX_LoadMesh", + "HunyuanX_LoadMultiViewModel", + "HunyuanX_LoadVAE", + "HunyuanX_MeshGenerator", + "HunyuanX_MeshUVWrap", + "HunyuanX_MultiViewsGenerator", + "HunyuanX_PostprocessMesh", + "HunyuanX_PrepareImageForDINO", + "HunyuanX_PreviewTrimesh", + "HunyuanX_RenderConditioningMaps", + "HunyuanX_RenderRGBMultiview", + "HunyuanX_VAEDecode", + "HunyuanX_VAELoader" + ], + { + "title_aux": "ComfyUI-HunyuanX" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-MIDI3D": [ + [ + "CombineMasksToInstance", + "DownloadAndLoadMIDI3DModel", + "MIDI3DLoadTextureModels", + "MIDI3DPreprocess", + "MIDI3DPreprocessFromFiles", + "MIDI3DProcess", + "MIDI3DSceneToTrimesh", + "MIDI3DTexture", + "RGBToInstanceMask" + ], + { + "title_aux": "ComfyUI-MIDI3D" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-MeshCraft": [ + [ + "HunyuanX_ApplyAndSaveTexturedMesh", + "HunyuanX_BakeMultiViews", + "HunyuanX_BakeMultiviewTextures", + "HunyuanX_CameraConfig", + "HunyuanX_DecodeLatents", + "HunyuanX_EncodeDINO", + "HunyuanX_ExportMesh", + "HunyuanX_GenerateLatents", + "HunyuanX_GenerateMultiviewPBR", + "HunyuanX_ImageToLatents", + "HunyuanX_ImageWithAlphaInput", + "HunyuanX_InPaint", + "HunyuanX_InpaintTextures", + "HunyuanX_LoadDiT", + "HunyuanX_LoadDinoModel", + "HunyuanX_LoadImageWithTransparency", + "HunyuanX_LoadMesh", + "HunyuanX_LoadMultiViewModel", + "HunyuanX_LoadVAE", + "HunyuanX_MeshGenerator", + "HunyuanX_MeshUVWrap", + "HunyuanX_MultiViewsGenerator", + "HunyuanX_PostprocessMesh", + "HunyuanX_PrepareImageForDINO", + "HunyuanX_PreviewTrimesh", + "HunyuanX_RenderConditioningMaps", + "HunyuanX_RenderRGBMultiview", + "HunyuanX_VAEDecode", + "HunyuanX_VAELoader" + ], + { + "title_aux": "ComfyUI-MeshCraft" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-NeurCADRecon": [ + [ + "LoadNeurCADReconModel", + "NeurCADReconInference", + "NeurCADReconLoadCheckpoint", + "NeurCADReconTrain" + ], + { + "title_aux": "ComfyUI-NeurCADRecon" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SAM3": [ + [ + "LoadSAM3Model", + "SAM3BBoxCollector", + "SAM3CombineBoxes", + "SAM3CombinePoints", + "SAM3CreateBox", + "SAM3CreatePoint", + "SAM3Grounding", + "SAM3MultiRegionCollector", + "SAM3MultipromptSegmentation", + "SAM3PointCollector", + "SAM3Propagate", + "SAM3Segmentation", + "SAM3VideoOutput", + "SAM3VideoSegmentation" + ], + { + "title_aux": "ComfyUI-SAM3" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SAM3DBody": [ + [ + "LoadSAM3DBodyModel", + "SAM3DBodyAddMeshToSkeleton", + "SAM3DBodyExportFBX", + "SAM3DBodyExportMesh", + "SAM3DBodyExportMultipleFBX", + "SAM3DBodyGetVertices", + "SAM3DBodyLoadMesh", + "SAM3DBodyLoadSkeleton", + "SAM3DBodyPreviewRiggedMesh", + "SAM3DBodyProcess", + "SAM3DBodyProcessAdvanced", + "SAM3DBodyProcessMultiple", + "SAM3DBodySaveSkeleton", + "SAM3DBodySelectMesh", + "SAM3DBodyVisualize" + ], + { + "title_aux": "ComfyUI-SAM3DBody" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SECADNET": [ + [ + "LoadSECADNetModel", + "MeshToVoxel", + "SECADNetFinetune", + "SECADNetInference", + "SECADNetLatentToMesh" + ], + { + "title_aux": "ComfyUI-SECADNET" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Sharp": [ + [ + "LoadImageWithExif", + "LoadSharpModel", + "SharpPredict" + ], + { + "title_aux": "ComfyUI-Sharp" + } + ], + "https://github.com/PressWagon/ComfyUI-StringsAndThings": [ + [ + "DebugString", + "FormatConcatStrings", + "FormattingSingle", + "FourierAnalysisNode", + "ImageDifference", + "MosaicEffectNode", + "PWLoraNameCollector", + "PWLoraSelector", + "TextEmbeddingsInterrogator" + ], + { + "title_aux": "ComfyUI-StringsAndThings" + } + ], + "https://github.com/ProGamerGov/ComfyUI_preview360panorama": [ + [ + "PanoramaVideoViewerNode", + "PanoramaViewerNode" + ], + { + "title_aux": "Preview 360 Panorama for ComfyUI" + } + ], + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert": [ + [ + "Apply Circular Padding Model", + "Apply Circular Padding VAE", + "Create 180 To 360 Mask", + "Create Pole Mask", + "Create Seam Mask", + "Crop 360 to 180 Equirectangular", + "Crop Image with Coords", + "Crop Stereo to Monoscopic", + "Cubemap to Equirectangular", + "Equirectangular Mask to Face", + "Equirectangular Rotation", + "Equirectangular to Cubemap", + "Equirectangular to Face", + "Equirectangular to Perspective", + "Face Mask to Equirectangular", + "Face to Equirectangular", + "Mask Equirectangular Rotation", + "Masked Diff C2E", + "Merge Monoscopic into Stereo", + "Pad 180 to 360 Equirectangular", + "Paste Image with Coords", + "Roll Image Axes", + "Roll Mask Axes", + "Split Cubemap Faces", + "Stack Cubemap Faces" + ], + { + "title_aux": "ComfyUI_pytorch360convert" + } + ], + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert_video": [ + [ + "Create 360 Sweep Frames", + "Create 360 Sweep Frames Tensor", + "Create360SweepVideoFramesNode", + "Create360SweepVideoFramesTensorNode" + ], + { + "title_aux": "ComfyUI_pytorch360convert_video" + } + ], + "https://github.com/PrunaAI/ComfyUI_pruna": [ + [ + "CacheModelAdaptive", + "CacheModelAuto", + "CacheModelPeriodic", + "PrunaCompileModel" + ], + { + "title_aux": "Pruna nodes for ComfyUI" + } + ], + "https://github.com/Pseudotools/Pseudocomfy": [ + [ + "PseudoApplyDenseDiffusionSDXL", + "PseudoApplyIPAdaperSDXL", + "PseudoConcatStrings", + "PseudoFloatToInt", + "PseudoIPAdapterUnifiedLoaderClone", + "PseudoLoadModelSnapshot", + "PseudoMaskAggregate", + "PseudoMaskBlur", + "PseudoMaskClamp", + "PseudoMaskInvert", + "PseudoMaskRemap", + "PseudoMaskReshape", + "PseudoPreviewStrings", + "PseudoProcessEnvironmentalPrompts", + "PseudoProcessImagePrompt", + "PseudoProcessMaterialPrompts", + "PseudoRemapNormalizedFloat", + "PseudoSaveImageWithEmbeddedMasks", + "PseudoUnpackModelSnapshot" + ], + { + "title_aux": "Pseudocomfy" + } + ], + "https://github.com/Pun0110/ComfyUI-CSV-Styler": [ + [ + "PT.CSV Styler" + ], + { + "title_aux": "CSV Styler" + } + ], + "https://github.com/Q-Bug4/Comfyui-Qb-DateNodes": [ + [ + "DateTimeFormatterNode" + ], + { + "title_aux": "Comfyui-Qb-Date-Nodes" + } + ], + "https://github.com/Q-Bug4/Comfyui-Simple-Json-Node": [ + [ + "JSONArrayIteratorNode", + "JSONGeneratorNode", + "JSONKeyCheckerNode", + "JSONLengthNode", + "JSONMergeNode", + "JSONModifierNode", + "JSONObjectIteratorNode", + "JSONParserNode", + "JSONStringifierNode", + "RandomJSONValueNode" + ], + { + "title_aux": "Simple JSON Parser Node for ComfyUI" + } + ], + "https://github.com/Q-Bug4/comfyui-qbug-batch": [ + [ + "CrossJoinSelector", + "ListFiles", + "NoPreviewSaveImage" + ], + { + "title_aux": "comfyui-qbug-batch" + } + ], + "https://github.com/QL-boy/ComfyUI-Advanced-Tile-Processing": [ + [ + "CustomTileMerger", + "CustomTileSplitter" + ], + { + "title_aux": "ComfyUI-Advanced-Tile-Processing" + } + ], + "https://github.com/QaisMalkawi/ComfyUI-QaisHelper": [ + [ + "Bool Binary Operation", + "Bool Unary Operation", + "Item Debugger", + "Item Switch", + "Nearest SDXL Resolution", + "SDXL Resolution", + "Size Swapper" + ], + { + "title_aux": "ComfyUI-Qais-Helper" + } + ], + "https://github.com/QijiTec/ComfyUI-RED-UNO": [ + [ + "REDUNOGenerate", + "REDUNOModelLoader" + ], + { + "title_aux": "ComfyUI-RED-UNO" + } + ], + "https://github.com/QuackPhuc/ComfyUI-FisheyeTransform": [ + [ + "FisheyeRedistort", + "FisheyeStrengthEstimate", + "FisheyeUndistort" + ], + { + "title_aux": "ComfyUI-FisheyeTransform" + } + ], + "https://github.com/QuietNoise/comfyui_queue_manager": [ + [ + "Workflow Name" + ], + { + "title_aux": "ComfyUI Queue Manager" + } + ], + "https://github.com/R5-Revo/llm-node-comfyui": [ + [ + "UniversalLLMNode" + ], + { + "title_aux": "Universal LLM Node for ComfyUI" + } + ], + "https://github.com/RCAKangle/ComfyUI_LLM_Embeder": [ + [ + "ChatHistoryViewer", + "ChatNode", + "LLMConfigNode" + ], + { + "title_aux": "ComfyUI_LLM_Embeder" + } + ], + "https://github.com/RUiNtheExtinct/comfyui-save-file-extended": [ + [ + "LoadAudioExtended", + "LoadImageExtended", + "LoadVideoExtended", + "SaveAudioExtended", + "SaveAudioMP3Extended", + "SaveAudioOpusExtended", + "SaveImageExtended", + "SaveVideoExtended", + "SaveWEBMExtended", + "SaveWorkflowExtended" + ], + { + "title_aux": "comfyui-save-file-extended" + } + ], + "https://github.com/Raapys/ComfyUI-LatentGC_Aggressive": [ + [ + "LatentGC" + ], + { + "title_aux": "LatentGC Aggressive" + } + ], + "https://github.com/RainyN0077/ComfyUI-PromptSE": [ + [ + "PromptSE" + ], + { + "title_aux": "ComfyUI-PromptSE" + } + ], + "https://github.com/RamonGuthrie/ComfyUI-RBG-ImageStitchPlus": [ + [ + "RBGImageStitchPlus", + "RBGPadPro" + ], + { + "title_aux": "ComfyUI-RBG-ImageStitchPlus" + } + ], + "https://github.com/RamonGuthrie/ComfyUI-RBG-SmartSeedVariance": [ + [ + "RBG_Smart_Seed_Variance" + ], + { + "title_aux": "ComfyUI-RBG-SmartSeedVariance" + } + ], + "https://github.com/Randy420Marsh/civitai-api-url-resolver": [ + [ + "CivitaiShareToDirectURL" + ], + { + "title_aux": "Civitai URL Resolver for ComfyUI" + } + ], + "https://github.com/Rathius-Saranoth/Rathius_ComfyNodes": [ + [ + "LoadTextFile_Rathius", + "SimpleTextMixer" + ], + { + "title_aux": "Rathius_ComfyNodes" + } + ], + "https://github.com/Raykosan/ComfyUI_RS-SaturationNode": [ + [ + "RS_SaturationSwitch" + ], + { + "title_aux": "ComfyUI_RS-SaturationNode" + } + ], + "https://github.com/Raykosan/ComfyUI_RaykoStudio": [ + [ + "RS_RusTextOverlay" + ], + { + "title_aux": "ComfyUI_RaykoStudio" + } + ], + "https://github.com/RaymondProduction/comfyui-zerna-pack": [ + [ + "CLIPDynamicPromptEncoder //Zerna Pack", + "DynamicPromptInjector //Zerna Pack", + "LastImage //Zerna Pack", + "UnzipPrompt //Zerna Pack" + ], + { + "author": "Raymond", + "description": "A set of nodes for batch processing of text and images.", + "nickname": "Zerna Pack", + "title": "Zerna Pack", + "title_aux": "Zerna Pack" + } + ], + "https://github.com/ReBeating/ComfyUI-Artist-Selector": [ + [ + "ArtistLoader", + "LoadArtistTag" + ], + { + "title_aux": "ComfyUI-Artist-Selector" + } + ], + "https://github.com/RegulusAlpha/ComfyUI-DynPromptSimplified": [ + [ + "DynPromptExpand" + ], + { + "title_aux": "ComfyUI Dynamic Prompting Simplified" + } + ], + "https://github.com/ReinerBforartists/comfyui_auto_prompt_schedule": [ + [ + "AutoPromptSchedule" + ], + { + "title_aux": "Auto Prompt Schedule" + } + ], + "https://github.com/ReinerBforartists/comfyui_text_line_combine": [ + [ + "CombineTextLines" + ], + { + "title_aux": "ComfyUI_Text_Line_Combine" + } + ], + "https://github.com/Reithan/negative_rejection_steering": [ + [ + "NRS" + ], + { + "title_aux": "Negative Rejection Steering" + } + ], + "https://github.com/RenderRift/ComfyUI-RenderRiftNodes": [ + [ + "AnalyseMetadata", + "DateIntegerNode", + "DisplayMetaOptions", + "LoadImageWithMeta", + "MetadataOverlayNode", + "VideoPathMetaExtraction" + ], + { + "title_aux": "ComfyUI-RenderRiftNodes" + } + ], + "https://github.com/Revmagi/DDM_bundle": [ + [ + "DDM_GetNode", + "DDM_SetNode" + ], + { + "title_aux": "DDM Bundle - ComfyUI Custom Nodes" + } + ], + "https://github.com/RhizoNymph/ComfyUI-CLIPSlider": [ + [ + "CLIPSlider" + ], + { + "title_aux": "ComfyUI-CLIPSlider" + } + ], + "https://github.com/RhizoNymph/ComfyUI-ColorWheel": [ + [ + "AccurateColorWheelNode" + ], + { + "title_aux": "ComfyUI-ColorWheel" + } + ], + "https://github.com/RhizoNymph/ComfyUI-Latte": [ + [ + "LatteVideoGenerator" + ], + { + "title_aux": "ComfyUI-Latte" + } + ], + "https://github.com/Rhovanx/wan_vace_auto_joiner": [ + [ + "WanVaceAutoJoiner", + "WanVaceAutoJoinerFinalize", + "WanVaceAutoJoinerSave" + ], + { + "title_aux": "Wan Vace Auto Joiner" + } + ], + "https://github.com/RiceRound/ComfyUI_CryptoCat": [ + [ + "CryptoCatImage", + "DecodeCryptoNode", + "ExcuteCryptoNode", + "RandomSeedNode", + "SaveCryptoBridgeNode", + "SaveCryptoNode" + ], + { + "title_aux": "ComfyUI Compression and Encryption Node" + } + ], + "https://github.com/RiceRound/ComfyUI_RiceRound": [ + [ + "RiceRoundAdvancedChoiceNode", + "RiceRoundBooleanNode", + "RiceRoundDecryptNode", + "RiceRoundDownloadImageAndMaskNode", + "RiceRoundDownloadImageNode", + "RiceRoundDownloadMaskNode", + "RiceRoundEncryptNode", + "RiceRoundFloatNode", + "RiceRoundImageBridgeNode", + "RiceRoundImageNode", + "RiceRoundImageUrlNode", + "RiceRoundInputTextNode", + "RiceRoundIntNode", + "RiceRoundMaskBridgeNode", + "RiceRoundOutputBooleanNode", + "RiceRoundOutputFloatNode", + "RiceRoundOutputImageBridgeNode", + "RiceRoundOutputImageNode", + "RiceRoundOutputIntNode", + "RiceRoundOutputMaskBridgeNode", + "RiceRoundOutputTextNode", + "RiceRoundRandomSeedNode", + "RiceRoundSimpleChoiceNode", + "RiceRoundSimpleImageNode", + "RiceRoundStrToBooleanNode", + "RiceRoundStrToFloatNode", + "RiceRoundStrToIntNode", + "RiceRoundUploadImageNode" + ], + { + "title_aux": "RiceRound Cloud Node" + } + ], + "https://github.com/Rinsanga1/comfyui-florence2xy": [ + [ + "Florence2toCoordinatesButxy", + "LoadImageWithName" + ], + { + "title_aux": "comfyui-florence2xy" + } + ], + "https://github.com/Rizzlord/ComfyUI-RizzNodes": [ + [ + "BatchImagesToGrid", + "CreateImage", + "LoadMultiviewImages", + "Quadremesh", + "RizzAlphaMargin", + "RizzAudioMixer", + "RizzBatchImageLoader", + "RizzBlur", + "RizzChannelPack", + "RizzChannelSplit", + "RizzClean", + "RizzCropAndScaleFromMask", + "RizzDynamicPromptGenerator", + "RizzEditClips", + "RizzEditImage", + "RizzExtractAllFrames", + "RizzExtractFrames", + "RizzGDSPatcher", + "RizzImageEffects", + "RizzLoadAudio", + "RizzLoadImage", + "RizzLoadLatestImage", + "RizzLoadLatestMesh", + "RizzLoadVideo", + "RizzMakeTileable", + "RizzModelBatchLoader", + "RizzPasteAndUnscale", + "RizzPreviewAudio", + "RizzPreviewImage", + "RizzPreviewTiling", + "RizzPreviewVideo", + "RizzSaveAudio", + "RizzSaveImage", + "RizzSaveVideo", + "RizzSeparateVideoAudio", + "RizzTextcombine", + "RizzUpscaleImageBatch", + "RizzVideoEffects", + "SaveMultiviewImages", + "SimplifyMesh", + "SplitImageBatch", + "VideoSecondsToLength" + ], + { + "title_aux": "ComfyUI-RizzNodes" + } + ], + "https://github.com/RodrigoSKohl/ComfyUI-Panoramic-ImgStitcher": [ + [ + "Image Stitching Node" + ], + { + "title_aux": "Panoramic Image Stitcher" + } + ], + "https://github.com/RodrigoSKohl/InteriorDesign-for-ComfyUI": [ + [ + "Control Items", + "Image Normalize", + "Interior Design Segmentator" + ], + { + "title_aux": "Interior Design for Comfyui" + } + ], + "https://github.com/RodrigoSKohl/comfyui-tryoff-anyone": [ + [ + "TryOffAnyoneNode" + ], + { + "title_aux": "TryOff Anyone" + } + ], + "https://github.com/RomanKuschanow/ComfyUI-Advanced-Latent-Control": [ + [ + "LatentAddTransform", + "LatentInterpolateTransform", + "LatentMirror", + "LatentNormalize", + "LatentShift", + "MirrorTransform", + "MultiplyTransform", + "OffsetCombine", + "OneTimeLatentAddTransform", + "OneTimeLatentInterpolateTransform", + "OneTimeMirrorTransform", + "OneTimeMultiplyTransform", + "OneTimeShiftTransform", + "ShiftTransform", + "TransformHijack", + "TransformOffset", + "TransformSampler", + "TransformSamplerAdvanced", + "TransformsCombine" + ], + { + "title_aux": "Advanced Latent Control" + } + ], + "https://github.com/Ron-Digital/ComfyUI-SceneGenerator": [ + [ + "Scene Generator" + ], + { + "title_aux": "ComfyUI-SceneGenerator" + } + ], + "https://github.com/RunningOverGlowies/ComfyUI-PromptUtils": [ + [ + "FilenameGenerator", + "PromptWildcards" + ], + { + "title_aux": "ComfyUI-PromptUtils" + } + ], + "https://github.com/Runware/ComfyUI-Runware": [ + [ + "Runware 3D Inference", + "Runware 3D Inference Inputs", + "Runware API Manager", + "Runware Accelerator Options", + "Runware Alibaba Provider Settings", + "Runware Audio Inference", + "Runware Audio Inference Inputs", + "Runware Audio Inputs Combine", + "Runware Audio Model Search", + "Runware Audio Sections", + "Runware Background Removal", + "Runware BlackForest Labs Provider Settings", + "Runware Bria Provider Mask", + "Runware Bria Provider Settings", + "Runware Bytedance Provider Settings", + "Runware ControlNet", + "Runware ControlNet Combine", + "Runware ControlNet PreProcessor", + "Runware ElevenLabs Provider Settings", + "Runware ElevenLabs Provider Settings Sections", + "Runware Embedding Search", + "Runware Embeddings Combine", + "Runware Frame Images", + "Runware Google Provider Settings", + "Runware IPAdapter", + "Runware IPAdapters Combine", + "Runware Image Caption", + "Runware Image Inference", + "Runware Image Inference Inputs", + "Runware Image Inference Ultralytics", + "Runware Image Masking", + "Runware Image Upscaler", + "Runware Imagen Inference", + "Runware Input Audios", + "Runware KlingAI Provider Settings", + "Runware Kontext Inference", + "Runware Lightricks Provider Settings", + "Runware Lora Combine", + "Runware Lora Search", + "Runware Luma Provider Settings", + "Runware Media Upload", + "Runware Midjourney Provider Settings", + "Runware MiniMax Provider Settings", + "Runware Mirelo Provider Settings", + "Runware Model Search", + "Runware Multi Inference", + "Runware OpenAI Provider Settings", + "Runware Outpaint", + "Runware PhotoMaker V2", + "Runware Pixverse Provider Settings", + "Runware Reference Images", + "Runware Reference Videos", + "Runware Reference Voices", + "Runware Refiner", + "Runware Runway Provider Settings", + "Runware Safety Inputs", + "Runware Save 3D", + "Runware Save Image", + "Runware Settings", + "Runware Speech Inputs Combine", + "Runware Sync Provider Settings", + "Runware Sync Segment", + "Runware VAE Search", + "Runware Vectorize", + "Runware Video Advanced Feature Inputs", + "Runware Video Audio Input", + "Runware Video Background Removal", + "Runware Video Inference", + "Runware Video Inference Inputs", + "Runware Video Inference Outputs", + "Runware Video Inputs Frame Images", + "Runware Video Inputs References", + "Runware Video Model Search", + "Runware Video Speech Input", + "Runware Video Transcription", + "Runware Video Upscaler", + "Runware Vidu Provider Settings", + "Runware Wan Animate Advanced Feature Settings", + "Runware xAI Provider Settings", + "Runware3DInference", + "Runware3DInferenceInputs", + "RunwareAlibabaProviderSettings", + "RunwareAudioInferenceInputs", + "RunwareAudioInput", + "RunwareAudioInputCombine", + "RunwareBlackForestProviderSettings", + "RunwareBriaProviderMask", + "RunwareBriaProviderSettings", + "RunwareBytedanceProviderSettings", + "RunwareFrameImages", + "RunwareGoogleProviderSettings", + "RunwareKlingProviderSettings", + "RunwareLightricksProviderSettings", + "RunwareLumaProviderSettings", + "RunwareMidjourneyProviderSettings", + "RunwareMiniMaxProviderSettings", + "RunwareMireloProviderSettings", + "RunwareOpenAIProviderSettings", + "RunwarePixverseProviderSettings", + "RunwareRunwayProviderSettings", + "RunwareSafetyInputs", + "RunwareSave3D", + "RunwareSettings", + "RunwareSpeechInput", + "RunwareSpeechInputCombine", + "RunwareSyncProviderSettings", + "RunwareSyncSegment", + "RunwareUltralyticsInputs", + "RunwareUltralyticsProviderSettings", + "RunwareVectorize", + "RunwareVideoAdvancedFeatureInputs", + "RunwareVideoBgRemoval", + "RunwareVideoInferenceOutputs", + "RunwareVideoInputsFrameImages", + "RunwareVideoInputsReferences", + "RunwareVideoUpscaler", + "RunwareWanAnimateAdvancedFeatureSettings", + "RunwareXAIProviderSettings", + "txt2vid" + ], + { + "title_aux": "Runware.ai ComfyUI Inference API Integration" + } + ], + "https://github.com/RyukoMatoiFan/ComfyUI-STARFlow": [ + [ + "STARFlowCheckpointLoader", + "STARFlowSampler", + "STARFlowT5TextEncode", + "STARFlowVAEDecode" + ], + { + "title_aux": "ComfyUI-STARFlow" + } + ], + "https://github.com/RyukoMatoiFan/ComfyUI-Switti": [ + [ + "SwittiCheckpointLoader", + "SwittiDualCLIPLoader", + "SwittiPipelineBuilder", + "SwittiSampler", + "SwittiVAECheckpointLoader" + ], + { + "title_aux": "ComfyUI-Switti" + } + ], + "https://github.com/Ryuukeisyou/comfyui_face_parsing": [ + [ + "BBoxDecompose(FaceParsing)", + "BBoxDetect(FaceParsing)", + "BBoxDetectorLoader(FaceParsing)", + "BBoxListItemSelect(FaceParsing)", + "BBoxResize(FaceParsing)", + "ColorAdjust(FaceParsing)", + "FaceParse(FaceParsing)", + "FaceParsingModelLoader(FaceParsing)", + "FaceParsingProcessorLoader(FaceParsing)", + "FaceParsingResultsParser(FaceParsing)", + "GuidedFilter(FaceParsing)", + "ImageCropWithBBox(FaceParsing)", + "ImageCropWithBBoxList(FaceParsing)", + "ImageInsertWithBBox(FaceParsing)", + "ImageListSelect(FaceParsing)", + "ImagePadWithBBox(FaceParsing)", + "ImageResizeCalculator(FaceParsing)", + "ImageResizeWithBBox(FaceParsing)", + "ImageSize(FaceParsing)", + "MaskBatchComposite(FaceParsing)", + "MaskBlackOut(FaceParsing)", + "MaskBorderDissolve(FaceParsing)", + "MaskBorderDissolveAdvanced(FaceParsing)", + "MaskComposite(FaceParsing)", + "MaskCropWithBBox(FaceParsing)", + "MaskInsertWithBBox(FaceParsing)", + "MaskListSelect(FaceParsing)", + "MaskToBBoxList(FaceParsing)" + ], + { + "title_aux": "comfyui_face_parsing" + } + ], + "https://github.com/Ryuukeisyou/comfyui_io_helpers": [ + [ + "ImageLoadAsMaskByPath(IOHelpers)", + "ImageLoadByPath(IOHelpers)", + "ImageLoadFromBase64(IOHelpers)", + "ImageSaveAsBase64(IOHelpers)", + "ImageSaveToPath(IOHelpers)", + "TypeConversion(IOHelpers)", + "VHSFileNamesToStrings(IOHelpers)" + ], + { + "title_aux": "comfyui_io_helpers" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-Prepack": [ + [ + "PrepackCalculator", + "PrepackCondArea", + "PrepackGetPipe", + "PrepackKsampler", + "PrepackKsamplerAdvanced", + "PrepackLoras", + "PrepackLorasAndMSSD3", + "PrepackModelDualCLIP", + "PrepackModelSingleCLIP", + "PrepackNumberTypeConverter", + "PrepackSeed", + "PrepackSetPipe", + "\ud83d\udc80Prepack Calculator", + "\ud83d\udc80Prepack Int Combine", + "\ud83d\udc80Prepack Int Split", + "\ud83d\udc80Prepack Logic Int", + "\ud83d\udc80Prepack Logic String", + "\ud83d\udc80Prepack Merge Selector", + "\ud83d\udc80Prepack Number Type Converter", + "\ud83d\udc80Prepack Save By File Name" + ], + { + "title_aux": "ComfyUI Prepack" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-PromptsO": [ + [ + "\ud83d\udc80S4AnyToString", + "\ud83d\udc80S4ImageWithGemini", + "\ud83d\udc80S4ImageWithGrok", + "\ud83d\udc80S4PromptsCombine", + "\ud83d\udc80S4PromptsFromJanusPro", + "\ud83d\udc80S4PromptsInput", + "\ud83d\udc80S4PromptsReplace", + "\ud83d\udc80S4PromptsSplit", + "\ud83d\udc80S4TextWithDeepseek", + "\ud83d\udc80S4TextWithGemini", + "\ud83d\udc80S4TextWithGrok", + "\ud83d\udc80S4TextWithOpenAI" + ], + { + "title_aux": "ComfyUI-PromptsO" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Motion": [ + [ + "\ud83d\udc80Motion Config", + "\ud83d\udc80Motion Distortion", + "\ud83d\udc80Motion Mask", + "\ud83d\udc80Motion Opacity", + "\ud83d\udc80Motion Position", + "\ud83d\udc80Motion Position On Path", + "\ud83d\udc80Motion Rotation", + "\ud83d\udc80Motion Scale", + "\ud83d\udc80Motion Shake", + "\ud83d\udc80Video Combine", + "\ud83d\udc80Video Crop", + "\ud83d\udc80Video Frames", + "\ud83d\udc80Video Info", + "\ud83d\udc80Video Resize" + ], + { + "title_aux": "ComfyUI S4Motion" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image": [ + [ + "ImageAdjustment", + "ImageAdjustmentColor", + "ImageBlendWithAlpha", + "ImageBoard", + "ImageColor", + "ImageColorPicker", + "ImageCombine", + "ImageCropToFit", + "ImageFromBase64", + "ImageFromFolder", + "ImageFromFolderByIndex", + "ImageFromURL", + "ImageGetColor", + "ImageMaskExpand", + "ImageOverlay", + "ImagePalette", + "ImagePalette631", + "ImagePaletteContrary", + "ImagePrimaryColor", + "ImageRMBG", + "ImageRemoveAlpha", + "ImageResize", + "ImageSAM", + "ImageSAM2", + "ImageTilingPattern", + "ImageToBase64" + ], + { + "title_aux": "ComfyUI S4Tool Image" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Text": [ + [ + "S4Tools Text Basic", + "S4Tools Text Font Base64", + "S4Tools Text Font URL", + "S4Tools Text Font file", + "S4Tools Text Style" + ], + { + "title_aux": "ComfyUI S4Tool Text" + } + ], + "https://github.com/SEkINVR/ComfyUI-SaveAs": [ + [ + "ComfyUISaveAs" + ], + { + "title_aux": "ComfyUI SaveAS" + } + ], + "https://github.com/SKBv0/ComfyUI_BlendPack": [ + [ + "BlendJoiner", + "BlendVideoCombine" + ], + { + "title_aux": "ComfyUI_BlendPack" + } + ], + "https://github.com/SKBv0/ComfyUI_SKBundle": [ + [ + "AspectRatioAdvanced", + "DisplayEverything", + "ImageComparer", + "LensFlare", + "MultiFloat", + "MultiTextNode", + "PaintPro", + "SKB_AnySwitch", + "SeamlessTexture", + "TextBox", + "TitlePlus" + ], + { + "title_aux": "ComfyUI SKBundle" + } + ], + "https://github.com/SKBv0/ComfyUI_SpideyReroute": [ + [ + "SpideyReroute" + ], + { + "title_aux": "ComfyUI_SpideyReroute" + } + ], + "https://github.com/SKFRMSEHF/comfyui_SK_Loader": [ + [ + "SK_CheckpointLoader", + "SK_CheckpointLoaderSimple", + "SK_LoraLoader", + "SK_PowerLoraLoader", + "SK_UNETLoader", + "SK_VAELoader", + "SK_unCLIPCheckpointLoader" + ], + { + "title_aux": "SK-ComfyUI-FolderingLoader" + } + ], + "https://github.com/SLAPaper/ComfyUI-Image-Selector": [ + [ + "ImageDuplicator", + "ImageSelector", + "LatentDuplicator", + "LatentSelector" + ], + { + "title_aux": "ComfyUI-Image-Selector" + } + ], + "https://github.com/SLVGITHUB/QWEN3_TTS_DVA": [ + [ + "QwenTTSAudioSaver", + "QwenTTSBatchGenerate", + "QwenTTSEmotionMixer", + "QwenTTSGenerate", + "QwenTTSModelLoader", + "QwenTTSVoiceClone" + ], + { + "title_aux": "DVA_Qwen_TTS" + } + ], + "https://github.com/SOELexicon/ComfyUI-LexMSDBNodes": [ + [ + "MSSqlSelectNode", + "MSSqlTableNode" + ], + { + "title_aux": "LexMSDBNodes" + } + ], + "https://github.com/SOELexicon/ComfyUI-LexTools": [ + [ + "AesthetlcScoreSorter", + "AgeClassifierNode", + "ArtOrHumanClassifierNode", + "CalculateAestheticScore", + "DocumentClassificationNode", + "FoodCategoryClassifierNode", + "ImageAspectPadNode", + "ImageCaptioning", + "ImageFilterByFloatScoreNode", + "ImageFilterByIntScoreNode", + "ImageQualityScoreNode", + "ImageRankingNode", + "ImageScaleToMin", + "LoadAesteticModel", + "MD5ImageHashNode", + "NSFWClassifierNode", + "SamplerPropertiesNode", + "ScoreConverterNode", + "SeedIncrementerNode", + "SegformerNode", + "SegformerNodeMasks", + "SegformerNodeMergeSegments", + "StepCfgIncrementNode", + "WatermarkDetectionNode" + ], + { + "title_aux": "ComfyUI-LexTools" + } + ], + "https://github.com/SS-snap/ComfyUI-Ad_scheduler": [ + [ + "AD_Scheduler" + ], + { + "title_aux": "ComfyUI-Ad-scheduler" + } + ], + "https://github.com/SS-snap/ComfyUI-LBW_flux": [ + [ + "LoraBlockWeight_Flux" + ], + { + "title_aux": "ComfyUI-LBW_flux" + } + ], + "https://github.com/SS-snap/ComfyUI-Snap_Processing": [ + [ + "AreaCalculator", + "PyQtCanvasNode", + "Snapload" + ], + { + "title_aux": "Snap Processing for Comfyui" + } + ], + "https://github.com/SS-snap/Comfyui_SSsnap_pose-Remapping": [ + [ + "ApplyPoseScalesToFrames", + "CalculatePoseScales", + "ConvertPoseToStandardFormat", + "RenderKps" + ], + { + "title_aux": "Comfyui_SSsnap_pose-Remapping" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen": [ + [ + "Qwen2_Chat_Zho", + "Qwen2_ModelLoader_Zho", + "Qwen2_Zho" + ], + { + "title_aux": "ComfyUI-Qwen" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen-Omni": [ + [ + "QwenOmniCombined", + "VideoUploader" + ], + { + "title_aux": "ComfyUI-Qwen-Omni" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen-VL": [ + [ + "QwenVisionParser" + ], + { + "title_aux": "ComfyUI-Qwen-VL" + } 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"https://github.com/San4itos/ComfyUI-Save-Images-as-Video": [ + [ + "ConvertVideoFFmpeg_san4itos", + "LoadVideoByPath_san4itos", + "SaveFramesToVideoFFmpeg_san4itos" + ], + { + "title_aux": "Save Images to Video (FFmpeg) for ComfyUI" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-DeepStereo": [ + [ + "ColorPickerNode", + "DepthMapProcessor", + "ImageEffectsTransformer", + "ImageResizeAndTransform", + "MiDaSDepthEstimator", + "ProceduralTextureGenerator", + "RandomDotStereogramGenerator", + "RandomNoiseGenerator", + "StereogramGenerator", + "TextureTransformer" + ], + { + "title_aux": "ComfyUI-DeepStereo" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-Kontext-API": [ + [ + "FalKontextMaxMultiImageNode", + "KontextAPINode" + ], + { + "title_aux": "ComfyUI-Kontext-API" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-SaveAudioMP3": [ + [ + "SaveAudioMP3" + ], + { + "title_aux": "ComfyUI-SaveAudioMP3" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-Soprano-TTS": [ + [ + 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"description": "Use AI to generate prompts and perform CLIP text encoding", + "nickname": "Ollama Prompt Encode", + "title": "Ollama Prompt Encode", + "title_aux": "Ollama Prompt Encode" + } + ], + "https://github.com/SeaArtLab/ComfyUI-Long-CLIP": [ + [ + "LongCLIPTextEncodeFlux", + "SeaArtLongClip", + "SeaArtLongXLClipMerge" + ], + { + "title_aux": "ComfyUI-Long-CLIP" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Get-Line": [ + [ + "Get Line" + ], + { + "title_aux": "ComfyUI-Get-Line" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Image-Compare": [ + [ + "ImageCompareNode" + ], + { + "title_aux": "ComfyUI Image Compare" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Remove-Background": [ + [ + "SBCODERemoveBackground" + ], + { + "title_aux": "Remove Background" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Sonic": [ + [ + "SONICSampler", + "SONICTLoader", + "SONIC_PreData" + ], + { + "title_aux": "ComfyUI-Sonic" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Video-Reverse": [ + [ + "VideoReverseNode" + ], + { + "title_aux": "ComfyUI Video Reverse" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Virtual-Webcam": [ + [ + "VirtualCamNode" + ], + { + "title_aux": "ComfyUI Virtual Webcam" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Voice-Clone": [ + [ + "DetectWatermarkNode", + "VoiceCloneNode", + "VoiceReplaceNode" + ], + { + "title_aux": "ComfyUI Voice Clone" + } + ], + "https://github.com/SeanScripts/ComfyUI-PixtralLlamaMolmoVision": [ + [ + "AutoVisionModelLoader", + "JoinString", + "LlamaVisionGenerateText", + "LlamaVisionModelLoader", + "MolmoGenerateText", + "MolmoModelLoader", + "ParseBoundingBoxes", + "ParsePoints", + "PixtralGenerateText", + "PixtralModelLoader", + "PlotPoints", + "RegexFindAll", + "RegexSearch", + "RegexSplitString", + "RegexSubstitution", + "SelectIndex", + "SliceList" + ], + { + "title_aux": "ComfyUI-PixtralLlamaMolmoVision" + } + ], + "https://github.com/SeanScripts/ComfyUI-Unload-Model": [ + [ + "UnloadAllModels", + "UnloadModel" + ], + { + "title_aux": "ComfyUI-Unload-Model" + } + ], + "https://github.com/SeargeDP/ComfyUI_Searge_LLM": [ + [ + "Searge_AdvOptionsNode", + "Searge_LLM_Node", + "Searge_Output_Node" + ], + { + "title_aux": "Searge-LLM for ComfyUI v1.0" + } + ], + "https://github.com/SeargeDP/SeargeSDXL": [ + [ + "SeargeAdvancedParameters", + "SeargeCheckpointLoader", + "SeargeConditionMixing", + "SeargeConditioningMuxer2", + "SeargeConditioningMuxer5", + "SeargeConditioningParameters", + "SeargeControlnetAdapterV2", + "SeargeControlnetModels", + "SeargeCustomAfterUpscaling", + "SeargeCustomAfterVaeDecode", + "SeargeCustomPromptMode", + "SeargeDebugPrinter", + "SeargeEnablerInputs", + "SeargeFloatConstant", + "SeargeFloatMath", + "SeargeFloatPair", + "SeargeFreeU", + "SeargeGenerated1", + "SeargeGenerationParameters", + "SeargeHighResolution", + "SeargeImage2ImageAndInpainting", + "SeargeImageAdapterV2", 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Nodes" + } + ], + "https://github.com/Semper-Sursum/HF-Flux-ComfyUI": [ + [ + "HuggingFaceTextToImage" + ], + { + "title_aux": "HF-Flux-ComfyUI" + } + ], + "https://github.com/SergPoletaev/ComfyUI-SPoletNodes": [ + [ + "EnhancedVideoPreview", + "GetImageSizeWithPreview", + "Save Images & Preview", + "UltimateMemoryCleaner", + "Video Concat (FFmpeg)", + "VideoBatchCrossfade" + ], + { + "title_aux": "ComfyUI-SPoletNodes" + } + ], + "https://github.com/ServiceStack/comfy-asset-downloader": [ + [ + "AssetDownloader" + ], + { + "title_aux": "ComfyUI Asset Downloader" + } + ], + "https://github.com/SethRobinson/comfyui-workflow-to-api-converter-endpoint": [ + [ + "WorkflowToAPIConverter" + ], + { + "title_aux": "Workflow to API Converter Endpoint" + } + ], + "https://github.com/Shadowwalker0P/CryptoNoise-Ksampler": [ + [ + "CryptoNoise_KSampler" + ], + { + "title_aux": "CryptoNoise-Ksampler" + } + ], + "https://github.com/Shakker-Labs/ComfyUI-IPAdapter-Flux": [ + [ + "ApplyIPAdapterFlux", + "ApplyIPAdapterFluxAdvanced", + "IPAdapterFluxLoader", + "IPAdapterFluxLoaderAdvanced" + ], + { + "title_aux": "ComfyUI-IPAdapter-Flux" + } + ], + "https://github.com/ShammiG/ComfyUI-Image_Properties_SG": [ + [ + "LoadImageandviewPropertiesSG", + "PreviewImageandviewPropertiesSG", + "SaveImageFormatQualityPropertiesSG", + "ViewImagePropertiesSG" + ], + { + "title_aux": "ComfyUI Image Properties SG" + } + ], + "https://github.com/ShammiG/ComfyUI-Show-Clock-in-CMD-Console-SG": [ + [ + "ShowClockinCMDconsoleSG" + ], + { + "title_aux": "ComfyUI Show Clock in CMD Console SG" + } + ], + "https://github.com/ShammiG/ComfyUI-Show_Any_Text_in_CMD_Console-SG": [ + [ + "ShowAnyTextInCMDconsoleSG" + ], + { + "title_aux": "ComfyUI-Show_Any_Text_in_CMD_Console-SG" + } + ], + "https://github.com/ShammiG/ComfyUI-Simple_Readable_Metadata-SG": [ + [ + "SaveNegativePromptSG", + "SavePositivePromptSG", + "Simple Readable Metadata Text Viewer-SG", + "SimpleReadableMetadataMAXSG", + "SimpleReadableMetadataSG", + "SimpleReadableMetadataSaveTextSG", + "SimpleReadableMetadataVideoSG" + ], + { + "title_aux": "ComfyUI-Simple_Readable_Metadata-SG" + } + ], + "https://github.com/ShammiG/ComfyUI-VAE-Timestamp-Clock-SG": [ + [ + "VAEClockStartSG", + "VAEClockStopSG" + ], + { + "title_aux": "ComfyUI VAE Timestamp Clock SG" + } + ], + "https://github.com/ShammiG/ComfyUI_Text_Tools_SG": [ + [ + "Text Tools Editor-SG", + "Text Tools Load Text FilePath-SG", + "Text Tools Load Text-SG", + "Text Tools Merge Text Multi-SG", + "Text Tools Merge Text-SG", + "Text Tools Save Text File-SG", + "Text Tools Viewer-SG" + ], + { + "title_aux": "ComfyUI_Text_Tools_SG" + } + ], + "https://github.com/Shannooty/ComfyUI-Timer-Nodes": [ + [ + "TimerStart", + "TimerStringConcat" + ], + { + "title_aux": "ComfyUI Timer Nodes" + } + ], + "https://github.com/Shellishack/comfyui_remote_media_io": [ + [ + "LoadRemoteAudio", + "LoadRemoteImage", + "LoadRemoteVideo", + "SaveAudioToRemote", + "SaveImageToRemote", + "SaveVideoToRemote" + ], + { + "title_aux": "comfyui_remote_media_io" + } + ], + "https://github.com/SherryXieYuchen/ComfyUI-Image-Inpainting": [ + [ + "CropImageByRect", + "INPAINT_ColorCorrection", + "INPAINT_CropImage", + "INPAINT_InpaintingWithModel", + "INPAINT_LoadModel", + "INPAINT_PasteBackCropImage", + "INPAINT_VAEDecode", + "INPAINT_VAEEncode", + "ImagePostprocess", + "ImagePreprocess" + ], + { + "title_aux": "ComfyUI-Image-Inpainting" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer": [ + [ + "HSWQAdvancedBenchmark", + "HSWQFP8ConverterNodeLegacy", + "SDXLHSWQCalibrationNode", + "SDXLHSWQFP8QuantizerNode" + ], + { + "title_aux": "ComfyUI-HSWQ-Quantizer" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-Magcache-for-SDXL": [ + [ + "MagCacheSDXL", + "MagCacheSDXLCalibration" + ], + { + "title_aux": "ComfyUI-Magcache-for-SDXL" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer": [ + [ + "HSWQAdvancedBenchmark", + "HSWQFP8ConverterNodeLegacy", + "SDXLHSWQCalibrationNode", + "SDXLHSWQFP8QuantizerNode" + ], + { + "title_aux": "ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_DiffusionModel_fp8_converter": [ + [ + "ClipFP8ConverterNode", + "ModelFP8ConverterNode" + ], + { + "title_aux": "ComfyUI_DiffusionModel_fp8_converter" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_advanced": [ + [ + "FreeU_B_Scaling", + "FreeU_S_Scaling_AdaptiveCap", + "FreeU_V2_timestepadd" + ], + { + "title_aux": "ComfyUI_FreeU_V2_advanced" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_timestepadd": [ + [ + "FreeU_B_Scaling", + "FreeU_S_Scaling_AdaptiveCap", + "FreeU_V2_timestepadd" + ], + { + "title_aux": "ComfyUI_FreeU_V2_timestepadd" + } + ], + "https://github.com/Shiba-2-shiba/comfyui-color-ascii-art-node": [ + [ + "ASCIIArtNodeV3" + ], + { + "title_aux": "ComfyUI-color-ascii-art-node" + } + ], + "https://github.com/Shibiko-AI/ShibikoAI-ComfyUI-Tools": [ + [ + "BboxInsertImage", + "BboxSplit", + "Cascade", + "ImageFilters", + "LMS_VisionController", + "Luts", + "LutsAdvanced", + "RemoveAreaByMask", + "RemoveBackground", + "RemoveNoise", + "SeedGenerator", + "Waifu2x" + ], + { + "title_aux": "Shibiko AI ComfyUI Tools" + } + ], + "https://github.com/ShinChven/sc-comfy-nodes": [ + [ + "Aspect Ratio", + "Rescale Node", + "Width & Height" + ], + { + "title_aux": "ShinChven's Custom Nodes Package" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Apply_Style_Model_Adjust": [ + [ + "ApplyStyleModelAdjust" + ], + { + "title_aux": "Apply Style Model Adjust for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-AstralAnimator": [ + [ + "AstralAnimator" + ], + { + "title_aux": "ComfyUI-AstralAnimator" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Audio_Quality_Enhancer": [ + [ + "AudioQualityEffects", + "AudioQualityEnhancer" + ], + { + "title_aux": "ComfyUI-Audio_Quality_Enhancer" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-CohernetVideoSampler": [ + [ + "CohernetVideoSampler" + ], + { + "title_aux": "ComfyUI Coherent Video Sampler Node" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-DeepSeek_R1-Chat": [ + [ + "ComfyUIDeepSeekChat" + ], + { + "title_aux": "ComfyUI DeepSeek_R1 Chat Node" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-EmptyHunyuanLatent": [ + [ + "EmptyHunyuanLatentForImage", + "EmptyHunyuanLatentForVideo" + ], + { + "title_aux": "ComfyUI-EmptyHunyuanLatent" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-FramePackWrapper_Plus": [ + [ + "DownloadAndLoadFramePackModel", + "FramePackFindNearestBucket", + "FramePackLoraSelect", + "FramePackSampler", + "FramePackSampler_F1", + "FramePackTimestampedTextEncode", + "FramePackTorchCompileSettings", + "LoadFramePackModel" + ], + { + "title_aux": "ComfyUI-FramePackWrapper_Plus" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-FreeMemory": [ + [ + "FreeMemoryCLIP", + "FreeMemoryImage", + "FreeMemoryLatent", + "FreeMemoryModel", + "FreeMemoryString" + ], + { + "title_aux": "ComfyUI-FreeMemory" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-FreeVC_wrapper": [ + [ + "FreeVC Voice Conversion" + ], + { + "title_aux": "ComfyUI-FreeVC_wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Gemini_Flash_2.0_Exp": [ + [ + "AudioRecorder", + "GeminiFlash" + ], + { + "title_aux": "ComfyUI-Gemini_Flash_2.0_Exp" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Gemini_TTS": [ + [ + "GeminiTTS" + ], + { + "title_aux": "ComfyUI-Gemini_TTS" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-HiggsAudio_Wrapper": [ + [ + "HiggsAudio", + "LoadHiggsAudioModel", + "LoadHiggsAudioPrompt", + "LoadHiggsAudioSystemPrompt", + "LoadHiggsAudioTokenizer" + ], + { + "title_aux": "ComfyUI-HiggsAudio_Wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoSamplerSave": [ + [ + "EmptyVideoLatentForHunyuan", + "HunyuanVideoSamplerSave", + "ImageMotionInfluance", + "ResizeImageForHunyuan" + ], + { + "title_aux": "ComfyUI-HunyuanVideoSamplerSave" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoStyler": [ + [ + "HunyuanVideoStyler" + ], + { + "title_aux": "ComfyUI-HunyuanVideoStyler" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-ImageMotionGuider": [ + [ + "ImageMotionGuider" + ], + { + "title_aux": "ComfyUI-ImageMotionGuider" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Janus_pro_vision": [ + [ + "UnifiedVisionAnalyzer", + "VisionModelLoader" + ], + { + "title_aux": "ComfyUI Janus Pro Vision" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-JoyHallo_wrapper": [ + [ + "JoyHallo_wrapper" + ], + { + "title_aux": "ComfyUI-JoyHallo_wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-LatentSyncWrapper": [ + [ + "LatentSyncNode", + "VideoLengthAdjuster" + ], + { + "title_aux": "ComfyUI-LatentSyncWrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-NanoBanano": [ + [ + "ComfyUI_NanoBanana" + ], + { + "title_aux": "ComfyUI-NanoBanano" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Orpheus-TTS": [ + [ + "OrpheusAudioEffects", + "OrpheusGenerate", + "OrpheusModelLoader" + ], + { + "title_aux": "ComfyUI-Orpheus-TTS" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-PS_Flatten_Image": [ + [ + "FlattenImage" + ], + { + "title_aux": "ComfyUI-PS_Flatten_Image" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-PixArt_XL": [ + [ + "PA_BaseModelLoader_fromhub", + "PA_Generation" + ], + { + "title_aux": "ComfyUI-PixArt_XL" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-SVDResizer": [ + [ + "SVDResizer", + "SVDRsizer" + ], + { + "title_aux": "ComfyUI-SVDResizer" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-ThinkSound_Wrapper": [ + [ + "ThinkSoundFeatureUtilsLoader", + "ThinkSoundModelLoader", + "ThinkSoundSampler" + ], + { + "title_aux": "ComfyUI-ThinkSound_Wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Veo2-Experimental": [ + [ + "VeoTextToVideo", + "VeoToVHS", + "VeoVideoPreview" + ], + { + "title_aux": "ComfyUI-Veo2-Experimental" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-VideoUpscale_WithModel": [ + [ + "Free_Video_Memory", + "Video_Upscale_With_Model" + ], + { + "title_aux": "ComfyUI-VideoUpscale_WithModel" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-WanVideoKsampler": [ + [ + "WanVideoKsampler" + ], + { + "title_aux": "ComfyUI-WanVideoKsampler" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_ChatterBox_Voice": [ + [ + "ChatterBoxVoiceCapture", + "ChatterBoxVoiceTTS", + "ChatterBoxVoiceVC" + ], + { + "title_aux": "ComfyUI_ChatterBox_Voice" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_Gemini_Flash": [ + [ + "Gemini_Flash_002" + ], + { + "title_aux": "ComfyUI_Gemini_Flash" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_Hedra": [ + [ + "HedraImageToVideo" + ], + { + "title_aux": "ComfyUI Hedra Node" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_pixtral_large": [ + [ + "ComfyUIPixtralLarge", + "MultiImagesInput", + "preview_text" + ], + { + "title_aux": "ComfyUI Pixtral Large Extension" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_pixtral_vision": [ + [ + "ComfyUIPixtralVision", + "MultiImagesInput", + "preview_text" + ], + { + "title_aux": "ComfyUI_pixtral_vision" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_wav2lip": [ + [ + "LoadAudio", + "Wav2Lip" + ], + { + "title_aux": "Wav2Lip Node for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/DJ_VideoAudioMixer": [ + [ + "DJ_VideoAudioMixer" + ], + { + "title_aux": "DJ_VideoAudioMixer" + } + ], + "https://github.com/ShmuelRonen/FluxKontextCreator": [ + [ + "FluxKontextCreator", + "FluxKontextCreatorExperimental" + ], + { + "title_aux": "Flux Kontext Creator for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/comfyui-openai_fm": [ + [ + "OpenAIFMNode" + ], + { + "title_aux": "comfyui-openai_fm" + } + ], + "https://github.com/ShmuelRonen/flux_pro_integrative": [ + [ + "FluxProIntegrative" + ], + { + "title_aux": "ComfyUI Flux Pro Integrative - Enhanced Flux API Node" + } + ], + "https://github.com/ShmuelRonen/google_moogle": [ + [ + "googletrans" + ], + { + "title_aux": "Google Moogle" + } + ], + "https://github.com/ShmuelRonen/multi-lora-stack": [ + [ + "MultiLoRAStack", + "MultiLoRAStackModelOnly" + ], + { + "title_aux": "multi-lora-stack" + } + ], + "https://github.com/ShootTheSound/comfyUI-Realtime-Lora": [ + [ + "ApplyTrainedLora", + "ClippyRebornImageLoader", + "FLUXSelectiveLoRALoader", + "ImageOfDayLoader", + "LoRALoaderWithAnalysis", + "LoRALoaderWithAnalysisV2", + "ModelDiffToLoRA", + "MusubiFluxKleinLoraTrainer", + "MusubiQwenImageEditLoraTrainer", + "MusubiQwenImageLoraTrainer", + "MusubiWanLoraTrainer", + "MusubiZImageBaseLoraTrainer", + "MusubiZImageLoraTrainer", + "QwenSelectiveLoRALoader", + "RealtimeLoraTrainer", + "SD15LoraTrainer", + "SDXLLoraTrainer", + "SDXLSelectiveLoRALoader", + "ScheduledLoRALoader", + "WanSelectiveLoRALoader", + "ZImageSelectiveLoRALoader" + ], + { + "title_aux": "Realtime LoRA Trainer" + } + ], + "https://github.com/Shraknard/ComfyUI-Remover": [ + [ + "Remover" + ], + { + "title_aux": "ComfyUI-Remover" + } + ], + "https://github.com/Siberpone/lazy-pony-prompter": [ + [ + "LPP_Danbooru", + "LPP_Deleter", + "LPP_Derpibooru", + "LPP_E621", + "LPP_Loader_Danbooru", + "LPP_Loader_Derpibooru", + "LPP_Loader_E621", + "LPP_Saver" + ], + { + "title_aux": "Lazy Pony Prompter" + } + ], + "https://github.com/SidDays/ComfyUI-YuGiOh": [ + [ + "YuGiOhCardGenerator" + ], + { + "title_aux": "ComfyUI-YuGiOh" + } + ], + "https://github.com/SiegeKeebsOffical/comfyui-lmstudio": [ + [ + "LMStudioConnectivityV2", + "LMStudioGenerate", + "LMStudioGenerateAdvance", + "LMStudioGenerateV2", + "LMStudioOptionsV2", + "LMStudioSequentialPrompt", + "LMStudioSequentialPromptAdvanced", + "LMStudioVision" + ], + { + "title_aux": "comfyui-lmstudio" + } + ], + "https://github.com/Siempreflaco/ComfyUI-NCNodes": [ + [ + "Load3DMesh", + "NCAudioRecorderNode", + "NCImageProcessor", + "NCIncrementINT", + "NCLineCounter" + ], + { + "title_aux": "ComfyUI-NCNodes" + } + ], + "https://github.com/Sieyalixnet/ComfyUI_Textarea_Loaders": [ + [ + "CheckPointLoader_Text", + "EmptyLatentImage_Text", + "LoRALoader_Text", + "LoadImage_Text" + ], + { + "title_aux": "ComfyUI_Textarea_Loaders" + } + ], + "https://github.com/SignalCha1n/comfyui-ComfySnap": [ + [ + "FaceAvoidRandomY", + "LowQualityDigitalLook", + "SnapBasicFilters", + "SnapTextOverlay" + ], + { + "title_aux": "Snap Style Nodes for ComfyUI" + } + ], + "https://github.com/SijieMei/ComfyUI-promptHistory": [ + [ + "PromptHistory" + ], + { + "title_aux": "ComfyUI-Prompt-History" + } + ], + "https://github.com/SilentZhang/comfyui-encrypt": [ + [ + "RSAEncryptNode", + "RSAKeyGeneratorNode" + ], + { + "title_aux": "comfyui-encrypt" + } + ], + "https://github.com/SilverAndJade/comfyui-silver-nodes": [ + [ + "SilverCivitAILoader", + "SilverFileTextLoader", + "SilverFlickrRandomImage", + "SilverFolderFilePathLoader", + "SilverFolderImageLoader", + "SilverFolderVideoLoader", + "SilverLoraModelLoader", + "SilverRandomFromList", + "SilverStringReplacer", + "SilverUrlImageLoader", + "SilverWebImageLoader" + ], + { + "title_aux": "ComfyUI Silver Nodes" + } + ], + "https://github.com/Simlym/comfyui-prompt-helper": [ + [ + "PromptProcessor" + ], + { + "title_aux": "ComfyUI Prompt Helper" + } + ], + "https://github.com/SimonHeese/ComfyUI_AnimationNodes/raw/refs/heads/main/animated_offset_pad.py": [ + [ + "AnimatedOffsetPadding" + ], + { + "title_aux": "ComfyUI_AnimationNodes" + } + ], + "https://github.com/Sinphaltimus/comfyui_fedcoms_node_pack": [ + [ + "EnhancedModelMetadataReader", + "ModelDataExtractor", + "ModelMetadataReader" + ], + { + "title_aux": "comfyui_fedcoms_node_pack" + } + ], + "https://github.com/SipherAGI/comfyui-animatediff": [ + [ + "AnimateDiffCombine", + "AnimateDiffLoraLoader", + "AnimateDiffModuleLoader", + "AnimateDiffSampler", + "AnimateDiffSlidingWindowOptions", + "ImageSizeAndBatchSize", + "LoadVideo" + ], + { + "title_aux": "AnimateDiff" + } + ], + "https://github.com/SleeeepyZhou/ComfyUI-CNtranslator": [ + [ + "CNtranslator", + "TextShow" + ], + { + "title_aux": "CNtranslator" + } + ], + "https://github.com/Slickytail/ComfyUI-InstantX-IPAdapter-SD3": [ + [ + "ApplyIPAdapterSD3", + "IPAdapterSD3Loader" + ], + { + "title_aux": "ComfyUI-InstantX-IPAdapter-SD3" + } + ], + "https://github.com/Slickytail/ComfyUI-RegionalAdaptiveSampling": [ + [ + "RegionalAdaptiveSampling" + ], + { + "title_aux": "ComfyUI-RegionalAdaptiveSampling" + } + ], + "https://github.com/SlothHole/Imitatoes": [ + [ + "ImitatoesSelfImprovingPrompt" + ], + { + "title_aux": "Imitatoes" + } + ], + "https://github.com/Smirnov75/ComfyUI-mxToolkit": [ + [ + "mxSeed", + "mxSlider", + "mxSlider2D", + "mxStop" + ], + { + "title_aux": "ComfyUI-mxToolkit" + } + ], + "https://github.com/Smuzzies/comfyui_meme_maker": [ + [ + "MemeMaker" + ], + { + "title_aux": "comfyui_meme_maker" + } + ], + "https://github.com/SnJake/SnJake_Baikal_Swin_Anime": [ + [ + "SnJakeAnimeUpscaleCheckpointLoader", + "SnJakeAnimeUpscaleInference" + ], + { + "title_aux": "SnJake_Baikal_Swin_Anime" + } + ], + "https://github.com/SnJake/SnJake_JPG_Artifacts_Noise_Cleaner": [ + [ + "SnJakeArtifactsRemover" + ], + { + "title_aux": "JPG & Noise Remover for ComfyUI" + } + ], + "https://github.com/SnJake/SnJake_Sapsan-VFI": [ + [ + "SnJakeSapsanVFICheckpointLoader", + "SnJakeSapsanVFIInterpolate" + ], + { + "title_aux": "SnJake_Sapsan-VFI" + } + ], + "https://github.com/SofianeAlla/ComfyUI-BespokeAI-3D": [ + [ + "BespokeAI3DGeneration", + "BespokeAI3DGenerationFromURL", + "BespokeAI3DPreview" + ], + { + "title_aux": "ComfyUI-BespokeAI-3D" + } + ], + "https://github.com/SoftMeng/ComfyUI-DeepCache-Fix": [ + [ + "DeepCache_Fix" + ], + { + "title_aux": "ComfyUI-DeepCache-Fix" + } + ], + "https://github.com/SoftMeng/ComfyUI-PIL": [ + [ + "PIL Effects (Mexx)", + "PIL Merge Image (Mexx)", + "PIL Remove Black Dots (Mexx)", + "PIL TITLE (Mexx)", + "PIL_Effects", + "PIL_MergeImage", + "PIL_RemoveBlackDots", + "PIL_TITLE" + ], + { + "title_aux": "ComfyUI-PIL" + } + ], + "https://github.com/SoftMeng/ComfyUI_ImageToText": [ + [ + "ComfyUI_ImageToText" + ], + { + "title_aux": "ComfyUI_ImageToText" + } + ], + "https://github.com/SoftMeng/ComfyUI_Mexx_Poster": [ + [ + "ComfyUI_Mexx_Poster" + ], + { + "title_aux": "ComfyUI_Mexx_Poster" + } + ], + "https://github.com/SoftMeng/ComfyUI_Mexx_Styler": [ + [ + "MexxSDXLPromptStyler", + "MexxSDXLPromptStylerAdvanced" + ], + { + "title_aux": "ComfyUI_Mexx_Styler" + } + ], + "https://github.com/SongGuo11/ComfyUI-SaveAnything-SG11": [ + [ + "SG11_SaveAnything" + ], + { + "title_aux": "ComfyUI SaveAnything Node (SG11)" + } + ], + "https://github.com/Sorcerio/MBM-Music-Visualizer": [ + [ + "mbmAudioFeatureCalculator", + "mbmAudioLoader", + "mbmImageConcat", + "mbmPromptSequenceBuilder", + "mbmPromptSequenceBuilderAdv", + "mbmPromptSequenceInterpolator", + "mbmPromptSequenceLoader", + "mbmPromptSequenceRenderer" + ], + { + "title_aux": "MBM's Music Visualizer" + } + ], + "https://github.com/SorenWeile/ComfyUI_MetaSaver": [ + [ + "MetaSaver", + "MetaSaverDynamic" + ], + { + "title_aux": "ComfyUI_MetaSaver" + } + ], + "https://github.com/SozeInc/ComfyUI-Mobile": [ + [ + "Send Notification (Mobile)", + "Send_Notification", + "Settings Launcher (Mobile)", + "Settings_Launcher", + "Ultimate Concat (Mobile)", + "Ultimate_Concat" + ], + { + "title_aux": "ComfyUI-Mobile" + } + ], + "https://github.com/SozeInc/ComfyUI_Soze": [ + [ + "Append To Text File", + "CSV Reader", + "CSV Reader X Checkpoint", + "CSV Reader X Lora", + "CSV Writer", + "Checkpoint File Loader", + "ComfyDeploy API Boolean Parameters", + "ComfyDeploy API Float Parameters", + "ComfyDeploy API Image Parameters", + "ComfyDeploy API Int Parameters", + "ComfyDeploy API Mixed Parameters", + "ComfyDeploy API Node", + "ComfyDeploy API String Parameters", + "Create Image Batch From JSON Array", + "ElevenLabs Voice Retriever", + "Empty Images", + "File Loader", + "Get Most Common Image Colors", + "Image Batch Process Switch", + "Image List Loader", + "Image Overlay", + "Image Resize With Aspect Correction", + "Is String Empty", + "JSON Array Iterator", + "JSON File Loader", + "JSON Value Parser", + "Load Files From Folder", + "Load Image", + "Load Image From URL", + "Load Images From Filepath", + "Load Images From Folder", + "Load Images From Folder X Lora", + "Load Images From JSONArray", + "Lora File Loader", + "Multi Find And Replace", + "Multi Image Batch", + "Multiline Concatenate Strings", + "Output Filename", + "Pad Mask", + "Prompt Cache", + "Prompt X Lora", + "Range(Num Steps) - Float", + "Range(Num Steps) - Int", + "Range(Step) - Float", + "Range(Step) - Int", + "Shrink Image", + "Simple JSON Parser", + "Special Character Replacer", + "String Functions", + "Text Contains (Return Bool)", + "Text Contains (Return String)", + "Variable Image Builder", + "XY Any", + "XY Image" + ], + { + "title_aux": "Quality of Life Nodes for ComfyUI" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ConditionalInterrupt": [ + [ + "Conditional Interrupt", + "ConditionalInterrupt" + ], + { + "title_aux": "ComfyUI-ConditionalInterrupt" + } + ], + "https://github.com/SparknightLLC/ComfyUI-GPENO": [ + [ + "GPENO Face Restoration" + ], + { + "author": "yangxy (yangtao9009@gmail.com)", + "title_aux": "ComfyUI-GPENO" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ImageAutosize": [ + [ + "ImageAutosize" + ], + { + "title_aux": "ComfyUI-ImageAutosize" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ImageAutotone": [ + [ + "ImageAutotone" + ], + { + "title_aux": "ComfyUI-ImageAutotone" + } + ], + "https://github.com/SparknightLLC/ComfyUI-LatentClamp": [ + [ + "LatentClamp" + ], + { + "title_aux": "ComfyUI-LatentClamp" + } + ], + "https://github.com/SparknightLLC/ComfyUI-LatentOrientation": [ + [ + "LatentOrient" + ], + { + "title_aux": "ComfyUI-LatentOrientation" + } + ], + "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture": [ + [ + "SeamlessTextureHalfShift", + "SeamlessTextureMirroredCollage", + "SeamlessTexturePreProcessor", + "SeamlessTextureRadialMask", + "SeamlessTextureTiledPreview" + ], + { + "title_aux": "ComfyUI-MakeSeamlessTexture" + } + ], + "https://github.com/SparknightLLC/ComfyUI-MaskArbiter": [ + [ + "GroundingDinoSAM2SegmentList", + "MaskArbiter" + ], + { + "title_aux": "ComfyUI-MaskArbiter" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ModelSamplingSD3Advanced": [ + [ + "ModelSamplingSD3Advanced" + ], + { + "title_aux": "ComfyUI-ModelSamplingSD3Advanced" + } + ], + "https://github.com/SparknightLLC/ComfyUI-SpectralVAEDetailer": [ + [ + "LatentDetailer", + "SpectralVAEDetailer" + ], + { + "title_aux": "ComfyUI-SpectralVAEDetailer" + } + ], + "https://github.com/SparknightLLC/ComfyUI-WeightedRandomChoice": [ + [ + "WeightedRandomChoice" + ], + { + "title_aux": "ComfyUI-WeightedRandomChoice" + } + ], + "https://github.com/SpenserCai/ComfyUI-FunAudioLLM": [ + [ + "CosyVoiceCrossLingualNode", + "CosyVoiceInstructNode", + "CosyVoiceLoadSpeakerModelFromUrlNode", + "CosyVoiceLoadSpeakerModelNode", + "CosyVoiceSFTNode", + "CosyVoiceSaveSpeakerModelNode", + "CosyVoiceZeroShotNode", + "SenseVoiceNode" + ], + { + "title_aux": "ComfyUI-FunAudioLLM" + } + ], + "https://github.com/Spin256/spin256-comfyui": [ + [ + "Spin256IntSelector", + "Spin256SizeSelector", + "Spin256StringSelector" + ], + { + "title_aux": "spin256-comfyui" + } + ], + "https://github.com/SquirrelRat/MultiString-Prompts": [ + [ + "MultiStringPrompts", + "MultiStringPromptsEncode" + ], + { + "title_aux": "MultiString Prompts" + } + ], + "https://github.com/SquirrelRat/WanVideoLooper": [ + [ + "WanVideoLooper", + "WanVideoLooperPrompts", + "WanVideoLoraSequencer" + ], + { + "title_aux": "WanVideoLooper" + } + ], + "https://github.com/SshunWang/ComfyUI_CosyVoice": [ + [ + "CosyVoice2Node", + "CosyVoiceDubbingNode", + "CosyVoiceNode", + "TextNode" + ], + { + "title_aux": "ComfyUI for CosyVoice" + } + ], + "https://github.com/Stability-AI/ComfyUI-SAI_API": [ + [ + "Stability Conservative Upscale", + "Stability Control Sketch", + "Stability Control Structure", + "Stability Control Style", + "Stability Creative Upscale", + "Stability Erase", + "Stability Fast Upscale", + "Stability Image Core", + "Stability Image Ultra", + "Stability Inpainting", + "Stability Outpainting", + "Stability Remove Background", + "Stability Replace Background and Relight", + "Stability SD3", + "Stability Search And Recolor", + "Stability Search and Replace" + ], + { + "title_aux": "Stability API nodes for ComfyUI" + } + ], + "https://github.com/Stability-AI/stability-ComfyUI-nodes": [ + [ + "ColorBlend", + "ControlLoraSave", + "GetImageSize" + ], + { + "title_aux": "stability-ComfyUI-nodes" + } + ], + "https://github.com/StableLlama/ComfyUI-basic_data_handling": [ + [ + "Basic data handling: Boolean And", + "Basic data handling: Boolean Nand", + "Basic data handling: Boolean Nor", + "Basic data handling: Boolean Not", + "Basic data handling: Boolean Or", + "Basic data handling: Boolean Xor", + "Basic data handling: CastToBoolean", + "Basic data handling: CastToDict", + "Basic data handling: CastToFloat", + "Basic data handling: CastToInt", + "Basic data handling: CastToList", + "Basic data handling: CastToSet", + "Basic data handling: CastToString", + "Basic data handling: CompareLength", + "Basic data handling: ContinueFlow", + "Basic data handling: DataListAll", + "Basic data handling: DataListAny", + "Basic data handling: DataListAppend", + "Basic data handling: DataListContains", + "Basic data handling: DataListCount", + "Basic data handling: DataListCreate", + "Basic data handling: DataListCreateFromBoolean", + "Basic data handling: DataListCreateFromFloat", + "Basic data handling: DataListCreateFromInt", + "Basic data handling: DataListCreateFromString", + "Basic data handling: DataListEnumerate", + "Basic data handling: DataListExtend", + "Basic data handling: DataListFilter", + "Basic data handling: DataListFilterSelect", + "Basic data handling: DataListFirst", + "Basic data handling: DataListGetItem", + "Basic data handling: DataListIndex", + "Basic data handling: DataListInsert", + "Basic data handling: DataListLast", + "Basic data handling: DataListLength", + "Basic data handling: DataListListCreate", + "Basic data handling: DataListMax", + "Basic data handling: DataListMin", + "Basic data handling: DataListPop", + "Basic data handling: DataListPopRandom", + "Basic data handling: DataListRange", + "Basic data handling: DataListRemove", + "Basic data handling: DataListReverse", + "Basic data handling: DataListSetItem", + "Basic data handling: DataListShuffle", + "Basic data handling: DataListSlice", + "Basic data handling: DataListSort", + "Basic data handling: DataListSum", + "Basic data handling: DataListToList", + "Basic data handling: DataListToSet", + "Basic data handling: DataListZip", + "Basic data handling: DictCompare", + "Basic data handling: DictContainsKey", + "Basic data handling: DictCreate", + "Basic data handling: DictCreateFromBoolean", + "Basic data handling: DictCreateFromFloat", + "Basic data handling: DictCreateFromInt", + "Basic data handling: DictCreateFromItemsDataList", + "Basic data handling: DictCreateFromItemsList", + "Basic data handling: DictCreateFromLists", + "Basic data handling: DictCreateFromString", + "Basic data handling: DictExcludeKeys", + "Basic data handling: DictFilterByKeys", + "Basic data handling: DictFromKeys", + "Basic data handling: DictGet", + "Basic data handling: DictGetKeysValues", + "Basic data handling: DictGetMultiple", + "Basic data handling: DictInvert", + "Basic data handling: DictItems", + "Basic data handling: DictKeys", + "Basic data handling: DictLength", + "Basic data handling: DictMerge", + "Basic data handling: DictPop", + "Basic data handling: DictPopItem", + "Basic data handling: DictPopRandom", + "Basic data handling: DictRemove", + "Basic data handling: DictSet", + "Basic data handling: DictSetDefault", + "Basic data handling: DictUpdate", + "Basic data handling: DictValues", + "Basic data handling: Equal", + "Basic data handling: ExecutionOrder", + "Basic data handling: FloatAdd", + "Basic data handling: FloatAsIntegerRatio", + "Basic data handling: FloatCreate", + "Basic data handling: FloatDivide", + "Basic data handling: FloatDivideSafe", + "Basic data handling: FloatFromHex", + "Basic data handling: FloatHex", + "Basic data handling: FloatIsInteger", + "Basic data handling: FloatMultiply", + "Basic data handling: FloatPower", + "Basic data handling: FloatRound", + "Basic data handling: FloatSubtract", + "Basic data handling: FlowSelect", + "Basic data handling: ForceCalculation", + "Basic data handling: Generic And", + "Basic data handling: Generic Or", + "Basic data handling: GreaterThan", + "Basic data handling: GreaterThanOrEqual", + "Basic data handling: IfElifElse", + "Basic data handling: IfElse", + "Basic data handling: IntAdd", + "Basic data handling: IntBitCount", + "Basic data handling: IntBitLength", + "Basic data handling: IntCreate", + "Basic data handling: IntCreateWithBase", + "Basic data handling: IntDivide", + "Basic data handling: IntDivideSafe", + "Basic data handling: IntFromBytes", + "Basic data handling: IntModulus", + "Basic data handling: IntMultiply", + "Basic data handling: IntPower", + "Basic data handling: IntSubtract", + "Basic data handling: IntToBytes", + "Basic data handling: IsConnected", + "Basic data handling: IsNull", + "Basic data handling: LessThan", + "Basic data handling: LessThanOrEqual", + "Basic data handling: ListAll", + "Basic data handling: ListAny", + "Basic data handling: ListAppend", + "Basic data handling: ListContains", + "Basic data handling: ListCount", + "Basic data handling: ListCreate", + "Basic data handling: ListCreateFromBoolean", + "Basic data handling: ListCreateFromFloat", + "Basic data handling: ListCreateFromInt", + "Basic data handling: ListCreateFromString", + "Basic data handling: ListEnumerate", + "Basic data handling: ListExtend", + "Basic data handling: ListFirst", + "Basic data handling: ListGetItem", + "Basic data handling: ListIndex", + "Basic data handling: ListInsert", + "Basic data handling: ListLast", + "Basic data handling: ListLength", + "Basic data handling: ListMax", + "Basic data handling: ListMin", + "Basic data handling: ListPop", + "Basic data handling: ListPopRandom", + "Basic data handling: ListRange", + "Basic data handling: ListRemove", + "Basic data handling: ListReverse", + "Basic data handling: ListSetItem", + "Basic data handling: ListShuffle", + "Basic data handling: ListSlice", + "Basic data handling: ListSort", + "Basic data handling: ListSum", + "Basic data handling: ListToDataList", + "Basic data handling: ListToSet", + "Basic data handling: MathAbs", + "Basic data handling: MathAcos", + "Basic data handling: MathAsin", + "Basic data handling: MathAtan", + "Basic data handling: MathAtan2", + "Basic data handling: MathCeil", + "Basic data handling: MathCos", + "Basic data handling: MathDegrees", + "Basic data handling: MathE", + "Basic data handling: MathExp", + "Basic data handling: MathFloor", + "Basic data handling: MathFormula", + "Basic data handling: MathLog", + "Basic data handling: MathLog10", + "Basic data handling: MathMax", + "Basic data handling: MathMin", + "Basic data handling: MathPi", + "Basic data handling: MathRadians", + "Basic data handling: MathSin", + "Basic data handling: MathSqrt", + "Basic data handling: MathTan", + "Basic data handling: NotEqual", + "Basic data handling: NumberInRange", + "Basic data handling: PathAbspath", + "Basic data handling: PathBasename", + "Basic data handling: PathCommonPrefix", + "Basic data handling: PathDirname", + "Basic data handling: PathExists", + "Basic data handling: PathExpandVars", + "Basic data handling: PathGetCwd", + "Basic data handling: PathGetExtension", + "Basic data handling: PathGetSize", + "Basic data handling: PathGlob", + "Basic data handling: PathInputDir", + "Basic data handling: PathIsAbsolute", + "Basic data handling: PathIsDir", + "Basic data handling: PathIsFile", + "Basic data handling: PathJoin", + "Basic data handling: PathListDir", + "Basic data handling: PathLoadImageRGB", + "Basic data handling: PathLoadImageRGBA", + "Basic data handling: PathLoadMaskFromAlpha", + "Basic data handling: PathLoadMaskFromGreyscale", + "Basic data handling: PathLoadStringFile", + "Basic data handling: PathNormalize", + "Basic data handling: PathOutputDir", + "Basic data handling: PathRelative", + "Basic data handling: PathSaveImageRGB", + "Basic data handling: PathSaveImageRGBA", + "Basic data handling: PathSaveStringFile", + "Basic data handling: PathSetExtension", + "Basic data handling: PathSplit", + "Basic data handling: PathSplitExt", + "Basic data handling: RegexFindallDataList", + "Basic data handling: RegexFindallList", + "Basic data handling: RegexGroupDict", + "Basic data handling: RegexSearchGroupsDataList", + "Basic data handling: RegexSearchGroupsList", + "Basic data handling: RegexSplitDataList", + "Basic data handling: RegexSplitList", + "Basic data handling: RegexSub", + "Basic data handling: RegexTest", + "Basic data handling: SetAdd", + "Basic data handling: SetAll", + "Basic data handling: SetAny", + "Basic data handling: SetContains", + "Basic data handling: SetCreate", + "Basic data handling: SetCreateFromBoolean", + "Basic data handling: SetCreateFromFloat", + "Basic data handling: SetCreateFromInt", + "Basic data handling: SetCreateFromString", + "Basic data handling: SetDifference", + "Basic data handling: SetDiscard", + "Basic data handling: SetEnumerate", + "Basic data handling: SetIntersection", + "Basic data handling: SetIsDisjoint", + "Basic data handling: SetIsSubset", + "Basic data handling: SetIsSuperset", + "Basic data handling: SetLength", + "Basic data handling: SetPop", + "Basic data handling: SetPopRandom", + "Basic data handling: SetRemove", + "Basic data handling: SetSum", + "Basic data handling: SetSymmetricDifference", + "Basic data handling: SetToDataList", + "Basic data handling: SetToList", + "Basic data handling: SetUnion", + "Basic data handling: StringCapitalize", + "Basic data handling: StringCasefold", + "Basic data handling: StringCenter", + "Basic data handling: StringComparison", + "Basic data handling: StringConcat", + "Basic data handling: StringCount", + "Basic data handling: StringDataListJoin", + "Basic data handling: StringDecode", + "Basic data handling: StringEncode", + "Basic data handling: StringEndswith", + "Basic data handling: StringEscape", + "Basic data handling: StringExpandtabs", + "Basic data handling: StringFind", + "Basic data handling: StringFormatMap", + "Basic data handling: StringIn", + "Basic data handling: StringIsAlnum", + "Basic data handling: StringIsAlpha", + "Basic data handling: StringIsAscii", + "Basic data handling: StringIsDecimal", + "Basic data handling: StringIsDigit", + "Basic data handling: StringIsIdentifier", + "Basic data handling: StringIsLower", + "Basic data handling: StringIsNumeric", + "Basic data handling: StringIsPrintable", + "Basic data handling: StringIsSpace", + "Basic data handling: StringIsTitle", + "Basic data handling: StringIsUpper", + "Basic data handling: StringLength", + "Basic data handling: StringListJoin", + "Basic data handling: StringLjust", + "Basic data handling: StringLower", + "Basic data handling: StringLstrip", + "Basic data handling: StringRemoveprefix", + "Basic data handling: StringRemovesuffix", + "Basic data handling: StringReplace", + "Basic data handling: StringRfind", + "Basic data handling: StringRjust", + "Basic data handling: StringRsplitDataList", + "Basic data handling: StringRsplitList", + "Basic data handling: StringRstrip", + "Basic data handling: StringSplitDataList", + "Basic data handling: StringSplitList", + "Basic data handling: StringSplitlinesDataList", + "Basic data handling: StringSplitlinesList", + "Basic data handling: StringStartswith", + "Basic data handling: StringStrip", + "Basic data handling: StringSwapcase", + "Basic data handling: StringTitle", + "Basic data handling: StringUnescape", + "Basic data handling: StringUpper", + "Basic data handling: StringZfill", + "Basic data handling: SwitchCase", + "Basic data handling: TimeAddDelta", + "Basic data handling: TimeDelta", + "Basic data handling: TimeDifference", + "Basic data handling: TimeExtract", + "Basic data handling: TimeFormat", + "Basic data handling: TimeNow", + "Basic data handling: TimeNowUTC", + "Basic data handling: TimeParse", + "Basic data handling: TimeSubtractDelta", + "Basic data handling: TimeToUnix", + "Basic data handling: UnixToTime", + "TensorBinaryOp", + "TensorCreate", + "TensorInfo", + "TensorJoin", + "TensorPermute", + "TensorReshape", + "TensorSlice", + "TensorUnaryOp" + ], + { + "title_aux": "Basic data handling" + } + ], + "https://github.com/StarAsh042/ComfyUI_RollingArtist": [ + [ + "RollingArtist" + ], + { + "title_aux": "ComfyUI_RollingArtist" + } + ], + "https://github.com/StarIICraft/ComfyUI-Simple-Selector": [ + [ + "SimpleSelectorInt" + ], + { + "title_aux": "ComfyUI-Simple-Selector" + } + ], + "https://github.com/StarMagicAI/comfyui_tagger": [ + [ + "DownloadAndLoadFlorence2Lora_jsonL", + "DownloadAndLoadFlorence2Model_jsonL", + "Florence2ModelLoader_jsonL", + "Florence2Run_jsonL", + "batch_save_file_jsonL", + "batch_text_save_jsonL" + ], + { + "title_aux": "ComfyUI-tagger" + } + ], + "https://github.com/Starnodes2024/ComfyUI_StarNodes": [ + [ + "AdaptiveDetailEnhancement", + "DetailStarDaemon", + "FluxFillSampler", + "FluxStartSettings", + "Fluxstarsampler", + "OllamaModelChooser", + "QwenImageStartSettings", + "SD35StartSettings", + "SDXLStartSettings", + "SDstarsampler", + "Star Face Loader", + "Star3LoRAs", + "StarAdvanvesRatioLatent", + "StarApplyInfiniteYou", + "StarApplyOverlayDepth", + "StarBlackWhite", + "StarConditioningLoader", + "StarConditioningSaver", + "StarDeleteSamplerSettings", + "StarDenoiseSlider", + "StarDistilledOptimizerZIT", + "StarDivisibleDimension", + "StarDuplicateModelFinder", + "StarDynamicLora", + "StarDynamicLoraModelOnly", + "StarEasyTextStorage", + "StarFP8Converter", + "StarFP8ModelPatchLoader", + "StarFiveWildcards", + "StarFlowMatchOption", + "StarFlux2Condition", + "StarFrameFromVideo", + "StarGeminiRefiner", + "StarGridCaptionsBatcher", + "StarGridComposer", + "StarGridImageBatcher", + "StarHDREffects", + "StarIconExporter", + "StarImageEditQwenKontext", + "StarImageLoader1by1", + "StarImageLoop", + "StarImageSwitch", + "StarImageSwitch2", + "StarInfiniteYouAdvancedPatchMaker", + "StarInfiniteYouApply", + "StarInfiniteYouFaceCombine", + "StarInfiniteYouFaceSwap", + "StarInfiniteYouFaceSwapMod", + "StarInfiniteYouPatch", + "StarInfiniteYouPatchCombine", + "StarInfiniteYouSaver", + "StarLatentResize", + "StarLatentSwitch", + "StarLatentSwitch2", + "StarLoadImagePlus", + "StarLoadSamplerSettings", + "StarLoraWeightNormalizer", + "StarMetaInjector", + "StarModelPacker", + "StarNanoBanana", + "StarNewsScraper", + "StarOllamaSysprompterJC", + "StarPSDSaver", + "StarPSDSaver2", + "StarPSDSaverAdvLayers", + "StarPaletteExtractor", + "StarPromptPicker", + "StarQwenEditEncoder", + "StarQwenEditPlusConditioner", + "StarQwenImageEditInputs", + "StarQwenImageRatio", + "StarQwenRebalancePrompter", + "StarQwenRegionalPrompter", + "StarQwenWanRatio", + "StarRadialBlur", + "StarRandomImageLoader", + "StarSDUpscaleRefiner", + "StarSDUpscaleRefinerAdvanced", + "StarSampler", + "StarSaveFolderString", + "StarSavePanoramaJPEG", + "StarSaveSamplerSettings", + "StarSimpleFilters", + "StarSpecialFilters", + "StarStopAndGo", + "StarTextFilter", + "StarTextInput", + "StarTextStorage", + "StarVideoLoop", + "StarWatermark", + "StarWildcardsAdvanced", + "StarWildsAdv", + "Star_Image2Latent", + "Star_Show_Last_Frame", + "Starnodes_Aspect_Ratio", + "Starnodes_Aspect_Ratio_Advanced", + "Starnodes_Aspect_Video_Ratio", + "Starupscale", + "\u2b50 Star Save Image+" + ], + { + "title_aux": "ComfyUI_StarNodes" + } + ], + "https://github.com/Starnodes2024/comfyui_Starnodes_DyPE": [ + [ + "StarDyPEModelPatcher" + ], + { + "title_aux": "ComfyUI Star DyPE" + } + ], + "https://github.com/StartHua/ComfyUI_OOTDiffusion_CXH": [ + [ + "Ood_CXH" + ], + { + "title_aux": "ComfyUI_OOTDiffusion_CXH" + } + ], + "https://github.com/StartHua/ComfyUI_PCDMs": [ + [ + "PCDMS_CXH" + ], + { + "title_aux": "ComfyUI_PCDMs" + } + ], + "https://github.com/StartHua/ComfyUI_Seg_VITON": [ + [ + "segformer_agnostic", + "segformer_clothes", + "segformer_remove_bg", + "stabel_vition" + ], + { + "title_aux": "ComfyUI_Seg_VITON" + } + ], + "https://github.com/StartHua/Comfyui_CXH_DeepLX": [ + [ + "CXH_DeepLX_Free", + "CXH_DeepLX_translate" + ], + { + "title_aux": "Comfyui_CXH_DeepLX" + } + ], + "https://github.com/StartHua/Comfyui_CXH_FluxLoraMerge": [ + [ + "CXH_Lora_Merge" + ], + { + "title_aux": "Comfyui_CXH_FluxLoraMerge" + } + ], + "https://github.com/StartHua/Comfyui_CXH_Phi_3.5": [ + [ + "CXH_Phi_Run", + "CXH_Phi_chat_load", + "CXH_Phi_chat_min", + "CXH_Phi_load" + ], + { + "title_aux": "Comfyui_CXH_Phi_3.5" + } + ], + "https://github.com/StartHua/Comfyui_Gemini2": [ + [ + "CXH_Gemini2_TX", + "CXH_Gemini2_Vision", + "CXH_Local_Prompt" + ], + { + "title_aux": "Comfyui_Gemini2" + } + ], + "https://github.com/StartHua/Comfyui_joytag": [ + [ + "CXH_JoyTag" + ], + { + "title_aux": "Comfyui_joytag" + } + ], + "https://github.com/StartHua/Comfyui_segformer_b2_clothes": [ + [ + "segformer_b2_clothes", + "segformer_b3_fashion" + ], + { + "title_aux": "comfyui_segformer_b2_clothes" + } + ], + "https://github.com/Steudio/ComfyUI_Steudio": [ + [ + "Combine Tiles", + "Display UI", + "Divide Image and Select Tile", + "Divide and Conquer Algorithm", + "Load Images into List", + "Ratio Calculator", + "Ratio to Size", + "Seed Shifter", + "Sequence Generator", + "Simple Config" + ], + { + "title_aux": "ComfyUI Steudio" + } + ], + "https://github.com/Style-Mosaic/dino-x-comfyui-node": [ + [ + "DinoxDetector" + ], + { + "title_aux": "ComfyUI DINO-X Detector Node" + } + ], + "https://github.com/SuLU-K/comfyui-easy-sam3-tools": [ + [ + "ConvertPoseDataToPosePoint", + "PosePointSelector", + "Sam3DrawBBox", + "Sam3InteractiveBBoxEditor", + "Sam3MaskRangeSelector", + "SimpleMultiple" + ], + { + "title_aux": "comfyui-easy-sam3-tools" + } + ], + "https://github.com/SuperBeastsAI/ComfyUI-SuperBeasts": [ + [ + "Deflicker", + "Deflicker - Experimental (SuperBeasts.AI)", + "HDR Effects (SuperBeasts.AI)", + "HDREffects", + "Image Batch Manager (SuperBeasts.AI)", + "ImageBatchManagement", + "Make Resized Mask Batch (SuperBeasts.AI)", + "MakeResizedMaskBatch", + "Mask Batch Manager (SuperBeasts.AI)", + "MaskBatchManagement", + "Pixel Deflicker - Experimental (SuperBeasts.AI)", + "PixelDeflicker", + "SB Load Model (SuperBeasts.AI)", + "SBLoadModel", + "String List Manager (SuperBeasts.AI)", + "StringListManager", + "Super Pop Color Adjustment (SuperBeasts.AI)", + "Super Pop Residual Blend (SuperBeasts.AI)", + "SuperPopColorAdjustment", + "SuperPopResidualBlend" + ], + { + "title_aux": "ComfyUI-SuperBeasts" + } + ], + "https://github.com/SuperMasterBlasterLaser/ComfyUI_YOLO_Classifiers": [ + [ + "YOLO Classifier Model Loader", + "YOLO Classify" + ], + { + "title_aux": "ComfyUI_YOLO_Classifiers" + } + ], + "https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes": [ + [ + "CR 8 Channel In", + "CR 8 Channel Out", + "CR Apply ControlNet", + "CR Apply LoRA Stack", + "CR Apply Model Merge", + "CR Apply Multi Upscale", + "CR Apply Multi-ControlNet", + "CR Arabic Text RTL", + "CR Aspect Ratio", + "CR Aspect Ratio Banners", + "CR Aspect Ratio SDXL", + "CR Aspect Ratio Social Media", + "CR Batch Images From List", + "CR Batch Process Switch", + "CR Binary Pattern", + "CR Binary To Bit List", + "CR Bit Schedule", + "CR Central Schedule", + "CR Checker Pattern", + "CR Clamp Value", + "CR Clip Input Switch", + "CR Color Bars", + "CR Color Gradient", + "CR Color Panel", + "CR Color Tint", + "CR Combine Prompt", + "CR Combine Schedules", + "CR Comic Panel Templates", + "CR Composite Text", + "CR Conditioning Input Switch", + "CR Conditioning Mixer", + "CR ControlNet Input Switch", + "CR Current Frame", + "CR Cycle Images", + "CR Cycle Images Simple", + "CR Cycle LoRAs", + "CR Cycle Models", + "CR Cycle Text", + "CR Cycle Text Simple", + "CR Data Bus In", + "CR Data Bus Out", + "CR Debatch Frames", + "CR Diamond Panel", + "CR Draw Perspective Text", + "CR Draw Pie", + "CR Draw Shape", + "CR Draw Text", + "CR Encode Scheduled Prompts", + "CR Feathered Border", + "CR Float Range List", + "CR Float To Integer", + "CR Float To String", + "CR Font File List", + "CR Get Parameter From Prompt", + "CR Gradient Float", + "CR Gradient Integer", + "CR Half Drop Panel", + "CR Halftone Filter", + "CR Halftone Grid", + "CR Hires Fix Process Switch", + "CR Image Border", + "CR Image Grid Panel", + "CR Image Input Switch", + "CR Image Input Switch (4 way)", + "CR Image List", + "CR Image List Simple", + "CR Image Output", + "CR Image Panel", + "CR Image Pipe Edit", + "CR Image Pipe In", + "CR Image Pipe Out", + "CR Image Size", + "CR Img2Img Process Switch", + "CR Increment Float", + "CR Increment Integer", + "CR Index", + "CR Index Increment", + "CR Index Multiply", + "CR Index Reset", + "CR Input Text List", + "CR Integer Multiple", + "CR Integer Range List", + "CR Integer To String", + "CR Interpolate Latents", + "CR Intertwine Lists", + "CR Keyframe List", + "CR Latent Batch Size", + "CR Latent Input Switch", + "CR LoRA List", + "CR LoRA Stack", + "CR Load Animation Frames", + "CR Load Flow Frames", + "CR Load GIF As List", + "CR Load Image List", + "CR Load Image List Plus", + "CR Load LoRA", + "CR Load Prompt Style", + "CR Load Schedule From File", + "CR Load Scheduled ControlNets", + "CR Load Scheduled LoRAs", + "CR Load Scheduled Models", + "CR Load Text List", + "CR Load Value List", + "CR Mask Text", + "CR Math Operation", + "CR Model Input Switch", + "CR Model List", + "CR Model Merge Stack", + "CR Module Input", + "CR Module Output", + "CR Module Pipe Loader", + "CR Multi Upscale Stack", + "CR Multi-ControlNet Stack", + "CR Multiline Text", + "CR Output Flow Frames", + "CR Output Schedule To File", + "CR Overlay Text", + "CR Overlay Transparent Image", + "CR Page Layout", + "CR Pipe Switch", + "CR Polygons", + "CR Prompt List", + "CR Prompt List Keyframes", + "CR Prompt Scheduler", + "CR Prompt Text", + "CR Radial Gradient", + "CR Random Hex Color", + "CR Random LoRA Stack", + "CR Random Multiline Colors", + "CR Random Multiline Values", + "CR Random Panel Codes", + "CR Random RGB", + "CR Random RGB Gradient", + "CR Random Shape Pattern", + "CR Random Weight LoRA", + "CR Repeater", + "CR SD1.5 Aspect Ratio", + "CR SDXL Aspect Ratio", + "CR SDXL Base Prompt Encoder", + "CR SDXL Prompt Mix Presets", + "CR SDXL Prompt Mixer", + "CR SDXL Style Text", + "CR Save Text To File", + "CR Schedule Input Switch", + "CR Schedule To ScheduleList", + "CR Seamless Checker", + "CR Seed", + "CR Seed to Int", + "CR Select Font", + "CR Select ISO Size", + "CR Select Model", + "CR Select Resize Method", + "CR Set Switch From String", + "CR Set Value On Binary", + "CR Set Value On Boolean", + "CR Set Value on String", + "CR Simple Banner", + "CR Simple Binary Pattern", + "CR Simple Binary Pattern Simple", + "CR Simple Image Compare", + "CR Simple List", + "CR Simple Meme Template", + "CR Simple Prompt List", + "CR Simple Prompt List Keyframes", + "CR Simple Prompt Scheduler", + "CR Simple Schedule", + "CR Simple Text Panel", + "CR Simple Text Scheduler", + "CR Simple Text Watermark", + "CR Simple Value Scheduler", + "CR Split String", + "CR Starburst Colors", + "CR Starburst Lines", + "CR String To Boolean", + "CR String To Combo", + "CR String To Number", + "CR Style Bars", + "CR Switch Model and CLIP", + "CR Text", + "CR Text Blacklist", + "CR Text Concatenate", + "CR Text Cycler", + "CR Text Input Switch", + "CR Text Input Switch (4 way)", + "CR Text Length", + "CR Text List", + "CR Text List Simple", + "CR Text List To String", + "CR Text Operation", + "CR Text Replace", + "CR Text Scheduler", + "CR Thumbnail Preview", + "CR Trigger", + "CR Upscale Image", + "CR VAE Decode", + "CR VAE Input Switch", + "CR Value", + "CR Value Cycler", + "CR Value Scheduler", + "CR Vignette Filter", + "CR XY From Folder", + "CR XY Index", + "CR XY Interpolate", + "CR XY List", + "CR XY Product", + "CR XY Save Grid Image", + "CR_Aspect Ratio For Print" + ], + { + "author": "Suzie1", + "description": "175 custom nodes for artists, designers and animators.", + "nickname": "Comfyroll Studio", + "title": "Comfyroll Studio", + "title_aux": "Comfyroll Studio" + } + ], + "https://github.com/Suzu008/ComfyUI-CryptIO": [ + [ + "PreviewImageCryptIO", + "PreviewVideoCryptIO", + "SaveImageCryptIO", + "SaveVideoCryptIO", + "TextDecrypt", + "TextEncrypt", + "UploadImageCryptIO", + "UploadVideoCryptIO" + ], + { + "title_aux": "ComfyUI-CryptIO" + } + ], + "https://github.com/SuzumiyaAkizuki/ComfyUI-LLM_Prompt_XML_Formatter": [ + [ + "LLM_Prompt_Formatter", + "LLM_Style_Saver", + "LLM_Xml_Style_Injector" + ], + { + "title_aux": "ComfyUI-LLM_Prompt_XML_Formatter" + } + ], + "https://github.com/Sxela/ComfyWarp": [ + [ + "ApplyMask", + "ApplyMaskConditional", + "ApplyMaskLatent", + "ApplyMaskLatentConditional", + "ExtractFlowAndMixConsistencyMaps", + "ExtractOpticalFlow", + "FixedQueue", + "KeyframedFlowApplication", + "LoadFrame", + "LoadFrameFromDataset", + "LoadFrameFromFolder", + "LoadFramePairFromDataset", + "LoadFrameSequence", + "MakeFrameDataset", + "MakePaths", + "MixConsistencyMaps", + "OffsetNumber", + "RenderVideo", + "ResizeToFit", + "SaveFrame", + "SchedulerFloat", + "SchedulerInt", + "SchedulerString", + "WarpFrame" + ], + { + "title_aux": "ComfyWarp" + } + ], + "https://github.com/SykkoAtHome/ComfyUI_FaceProcessor": [ + [ + "FaceFitAndRestore", + "FaceTracker", + "FaceWrapper", + "HighPassFilter", + "ImageFeeder" + ], + { + "title_aux": "Face Processor for ComfyUI" + } + ], + "https://github.com/T-Ph525/ComfyUI-Underage-Filter": [ + [ + "AgeCheckerNode", + "MultiTypeGateNode", + "UnderageFilterNode" + ], + { + "title_aux": "Underage Filter" + } + ], + "https://github.com/TFL-TFL/ComfyUI_Text_Translation": [ + [ + "Text", + "Text_Concatenate", + "Text_Switch", + "Text_Translation", + "Text_Translation_V2", + "Text_Translation_V2_Full" + ], + { + "title_aux": "ComfyUI_Text_Translation" + } + ], + "https://github.com/THtianhao/ComfyUI-FaceChain": [ + [ + "FC CropAndPaste", + "FC CropBottom", + "FC CropToOrigin", + "FC FaceDetectCrop", + "FC FaceFusion", + "FC FaceSegAndReplace", + "FC FaceSegment", + "FC MaskOP", + "FC RemoveCannyFace", + "FC ReplaceByMask", + "FC StyleLoraLoad" + ], + { + "title_aux": "ComfyUI-FaceChain" + } + ], + "https://github.com/THtianhao/ComfyUI-Portrait-Maker": [ + [ + "PM_BoxCropImage", + "PM_ColorTransfer", + "PM_ExpandMaskBox", + "PM_FaceFusion", + "PM_FaceShapMatch", + "PM_FaceSkin", + "PM_GetImageInfo", + "PM_ImageResizeTarget", + "PM_ImageScaleShort", + "PM_MakeUpTransfer", + "PM_MaskDilateErode", + "PM_MaskMerge2Image", + "PM_PortraitEnhancement", + "PM_RatioMerge2Image", + "PM_ReplaceBoxImg", + "PM_RetinaFace", + "PM_Similarity", + "PM_SkinRetouching", + "PM_SuperColorTransfer", + "PM_SuperMakeUpTransfer" + ], + { + "title_aux": "ComfyUI-Portrait-Maker" + } + ], + "https://github.com/TJ16th/ComfyUI-TJ-PolkaDot": [ + [ + "PolkaDot_AdvancedShapePlacement", + "PolkaDot_ColoredMaskCompositor", + "PolkaDot_ShapeMaskGenerator" + ], + { + "title_aux": "TJ_PolkaDot" + } + ], + "https://github.com/TJ16th/TJ_ComfyUI_ColorUtility": [ + [ + "ColorPalette", + "ImagePaletteExtractor", + "RGBColorPicker" + ], + { + "title_aux": "TJ_ComfyUI_ColorUtility" + } + ], + "https://github.com/TJ16th/TJ_ComfyUI_Lineart2Vector": [ + [ + "CenterlineToSVG", + "LineRegionDetector", + "MaskLineCleanup", + "SVGAutoReorder", + "SVGBatchSaver", + "SVGColorPicker", + "SVGFileSaver", + "SVGGroupLayout", + "SVGPathCleanup", + "SVGReorder", + "SVGStyleEditor", + "SVGStyleEditorSimple", + "SVGToImage", + "SVGVisibility", + "VectorPythonInfo" + ], + { + "title_aux": "TJ_ComfyUI_Lineart2Vector" + } + ], + "https://github.com/TJ16th/comfyUI_TJ_NormalLighting": [ + [ + "EulerLightingNode" + ], + { + "title_aux": "comfyUI_TJ_NormalLighting" + } + ], + "https://github.com/TKRLAB/ComfyUI_Prompt_List_JSON": [ + [ + "ComfyUI_Prompt_JSON" + ], + { + "author": "TKRLAB", + "description": "ComfyUI JSON-based prompt management tool.", + "title": "ComfyUI_Prompt_List_JSON", + "title_aux": "Prompt List JSON" + } + ], + "https://github.com/TMElyralab/Comfyui-MusePose": [ + [ + "filenamestring", + "musepose", + "museposealign" + ], + { + "title_aux": "Comfyui-MusePose" + } + ], + "https://github.com/TRI3D-LC/ComfyUI-MiroBoard": [ + [ + "add-image-miro-board" + ], + { + "title_aux": "ComfyUI-MiroBoard" + } + ], + "https://github.com/TRI3D-LC/tri3d-comfyui-nodes": [ + [ + "TRI3D_CutByMaskAspectRatio", + "get_histogram_limits", + "main_light_layer", + "main_scaled_paste", + "simple_rescale_histogram", + "tri3d--image-mask-2-box", + "tri3d-HistogramEqualization", + "tri3d-LAB_2_RGB", + "tri3d-RGB_2_LAB", + "tri3d-adjust-neck", + "tri3d-atr-parse", + "tri3d-atr-parse-batch", + "tri3d-bgremove-mega", + "tri3d-clean_mask", + "tri3d-clear-memory", + "tri3d-clear_memory", + "tri3d-clipdrop-bgremove-api", + "tri3d-clipdrop-bgreplace-api", + "tri3d-composite-image-splitter", + "tri3d-dwpose", + "tri3d-extract-hand", + "tri3d-extract-masks-batch", + "tri3d-extract-parts-batch", + "tri3d-extract-parts-batch2", + "tri3d-extract-parts-mask-batch", + "tri3d-extract-pascal-parts-batch", + "tri3d-extract_pose_part", + "tri3d-face-recognise", + "tri3d-flexible_color_extract", + "tri3d-float-to-image", + "tri3d-fuzzification", + "tri3d-get_histogram_limits", + "tri3d-get_mean_and_standard_deviation", + "tri3d-get_threshold_for_bg_swap", + "tri3d-image-mask-2-box", + "tri3d-image-mask-box-2-image", + "tri3d-interaction-canny", + "tri3d-levindabhi-cloth-seg", + "tri3d-load-pose-json", + "tri3d-load_AEMatter_Model", + "tri3d-luminosity-match", + "tri3d-main_transparent_background", + "tri3d-photoroom-bgremove-api", + "tri3d-pose-adaption", + "tri3d-pose-to-image", + "tri3d-position-hands", + "tri3d-position-parts-batch", + "tri3d-position-pascal-parts-batch", + "tri3d-recolor-mask", + "tri3d-recolor-mask-LAB_space", + "tri3d-recolor-mask-LAB_space_manual", + "tri3d-recolor-mask-RGB_space", + "tri3d-renormalize_array", + "tri3d-run_AEMatter_inference", + "tri3d-scaled-paste", + "tri3d-scaled-paste_unsafe", + "tri3d-simple_bg_swap", + "tri3d-simple_rescale_histogram", + "tri3d-skin-feathered-padded-mask", + "tri3d-swap-pixels", + "tri3d_CutByMaskAspectRatio", + "tri3d_H_Stack_Images", + "tri3d_Image_extend", + "tri3d_MaskAreaPercentage", + "tri3d_NSFWFilter", + "tri3d_NarrowfyImage", + "tri3d_Remove_Small_Mask_Islands", + "tri3d_SaveFlattenedPoseKpsAsJsonFile", + "tri3d_SaveImage_absolute", + "tri3d_SaveText_absolute", + "tri3d_Skip_HeadMask", + "tri3d_Skip_HeadMask_AddNeck", + "tri3d_Skip_LipMask", + "tri3d_SmartBox", + "tri3d_Smart_Depth", + "tri3d_StringContains", + "tri3d_Wait_And_Read_File", + "tri3d_extract_facer_mask", + "tri3d_fill_mask", + "tri3d_is_only_trouser", + "tri3d_position_pose_part" + ], + { + "title_aux": "tri3d-comfyui-nodes" + } + ], + "https://github.com/TTPlanetPig/Comfyui_DreamID-V_wrapper": [ + [ + "DreamIDV_ConditioningPrep_TTP", + "DreamIDV_ModelLoader_Wrapper_TTP", + "DreamIDV_PoseExtractor_TTP", + "DreamIDV_Sampler_Wrapper_TTP" + ], + { + "title_aux": "Comfyui_DreamID-V_wrapper" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Hunyuan3D": [ + [ + "GifImageViewerNode", + "Hunyuan3DNode", + "SquareImage" + ], + { + "title_aux": "Comfyui_Hunyuan3D" + } + ], + "https://github.com/TTPlanetPig/Comfyui_JC2": [ + [ + "ExtraOptionsNode", + "ExtraOptionsNode_Beta", + "JoyCaption2", + "JoyCaption2_simple", + "JoyCaptionBetaOne_Full", + "JoyCaptionBetaOne_Simple" + ], + { + "title_aux": "Comfyui_JC2" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Object_Detect_QWen_VL": [ + [ + "BBoxesToSAM2", + "DownloadAndLoadQwenModel", + "QwenVLDetection" + ], + { + "title_aux": "ComfyUI Qwen2.5-VL Object Detection Node" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Object_Migration": [ + [ + "TTP_Expand_And_Mask", + "TTP_text_mix" + ], + { + "title_aux": "Clothing Migration Kit" + } + ], + "https://github.com/TTPlanetPig/Comfyui_TTP_CN_Preprocessor": [ + [ + "TTPlanet_Tile_Preprocessor_GF", + "TTPlanet_Tile_Preprocessor_Simple", + "TTPlanet_Tile_Preprocessor_cufoff", + "TTPlanet_inpainting_Preprecessor" + ], + { + "title_aux": "for comfyui image proprocessor" + } + ], + "https://github.com/TTPlanetPig/Comfyui_TTP_Toolset": [ + [ + "LTXVContext_TTP", + "LTXVFirstLastFrameControl_TTP", + "LTXVMiddleFrame_TTP", + "TTP_CoordinateSplitter", + "TTP_Expand_And_Mask", + "TTP_Image_Assy", + "TTP_Image_Tile_Batch", + "TTP_Tile_image_size", + "TTP_condsetarea_merge", + "TTP_condsetarea_merge_test", + "TTP_condtobatch", + "TTP_text_mix", + "TTPlanet_Tile_Preprocessor_Simple", + "TeaCacheHunyuanVideoSampler" + ], + { + "title_aux": "Comfyui_TTP_Toolset" + } + ], + "https://github.com/TTPlanetPig/TTP_Comfyui_FramePack_SE": [ + [ + "TTPlanet_FramePack" + ], + { + "title_aux": "TTP_Comfyui_FramePack_SE" + } + ], + "https://github.com/TW-CUI/TW-CUI-Util": [ + [ + "TWCUI_Util_CommonSDXLResolutions", + "TWCUI_Util_FloatLiteral", + "TWCUI_Util_GenerationParameters", + "TWCUI_Util_GenerationPrompts", + "TWCUI_Util_IntLiteral", + "TWCUI_Util_ModelVAELORALoader", + "TWCUI_Util_ModelVAELoader", + "TWCUI_Util_MultilineStringLiteral", + "TWCUI_Util_SaveImage", + "TWCUI_Util_SaveImageAdvanced", + "TWCUI_Util_StringLiteral" + ], + { + "title_aux": "TW-CUI-Util" + } + ], + "https://github.com/TZOOTZ/ComfyUI-TZOOTZ_VHS": [ + [ + "TZOOTZ_VHSNode" + ], + { + "title_aux": "TZOOTZ VHS Effect Node" + } + ], + "https://github.com/TaiTair/comfyui-simswap": [ + [ + "Simswap", + "SimswapBuildFaceModel", + "SimswapFaceSwapOpt", + "SimswapImageDublicator", + "SimswapLoadFaceModel", + "SimswapMaskHelper", + "SimswapOptions", + "SimswapRestoreFace", + "SimswapSaveFaceModel" + ], + { + "title_aux": "Simswap Node for ComfyUI" + } + ], + "https://github.com/Taithrah/ComfyUI_Fens_Simple_Nodes": [ + [ + "FensTokenCounter", + "OptiEmptyLatent", + "OptiEmptyLatentAdvanced" + ], + { + "title_aux": "Fens-Simple-Nodes" + } + ], + "https://github.com/Taremin/comfyui-prompt-config": [ + [ + "Prompt", + "PromptEdit", + "PromptGenerationConfig" + ], + { + "title_aux": "comfyui-prompt-config" + } + ], + "https://github.com/Taremin/comfyui-prompt-extranetworks": [ + [ + "PromptControlNetApply", + "PromptControlNetPrepare", + "PromptExtraNetworks" + ], + { + "title_aux": "ComfyUI Prompt ExtraNetworks" + } + ], + "https://github.com/Taremin/comfyui-string-tools": [ + [ + "StringToolsBalancedChoice", + "StringToolsConcat", + "StringToolsRandomChoice", + "StringToolsSeed", + "StringToolsString", + "StringToolsText" + ], + { + "title_aux": "ComfyUI String Tools" + } + ], + "https://github.com/Taremin/webui-monaco-prompt": [ + [ + "WebuiMonacoPromptFind", + "WebuiMonacoPromptReplace" + ], + { + "title_aux": "WebUI Monaco Prompt" + } + ], + "https://github.com/TdogCreations/ComfyUI-NAID-Grid-Position": [ + [ + "NAID Grid Position" + ], + { + "title_aux": "ComfyUI-NAID-Grid-Position" + } + ], + "https://github.com/TeaCrab/ComfyUI-TeaNodes": [ + [ + "TC_ColorFill", + "TC_CropTo", + "TC_EqualizeCLAHE", + "TC_ImageResize", + "TC_ImageScale", + "TC_KorniaGamma", + "TC_RandomColorFill", + "TC_SizeApproximation" + ], + { + "title_aux": "ComfyUI-TeaNodes" + } + ], + "https://github.com/TechnicalTod/ComfyUI-RotoMask": [ + [ + "RotoMaskNode" + ], + { + "title_aux": "ComfyUI-RotoMask" + } + ], + "https://github.com/TemryL/ComfyS3": [ + [ + "DownloadFileS3", + "LoadImageS3", + "SaveImageS3", + "SaveVideoFilesS3", + "UploadFileS3" + ], + { + "title_aux": "ComfyS3" + } + ], + "https://github.com/TemryL/ComfyUI-IDM-VTON": [ + [ + "IDM-VTON", + "PipelineLoader" + ], + { + "title_aux": "ComfyUI-IDM-VTON [WIP]" + } + ], + "https://github.com/Temult/TWanSigmaGraph": [ + [ + "TWanSigmaGraph" + ], + { + "title_aux": "TWanSigmaGraph" + } + ], + "https://github.com/TencentQQGYLab/ComfyUI-ELLA": [ + [ + "CombineClipEllaEmbeds", + "ConcatConditionEllaEmbeds", + "ConditionToEllaEmbeds", + "ELLALoader", + "EllaApply", + "EllaCombineEmbeds", + "EllaEncode", + "EllaTextEncode", + "SetEllaTimesteps", + "T5TextEncode #ELLA", + "T5TextEncoderLoader #ELLA" + ], + { + "title_aux": "ComfyUI-ELLA" + } + ], + "https://github.com/Tensor-Art/ComfyUI_TENSOR_ART": [ + [ + "TA_AIToolsNode", + "TA_ExecuteNode", + "TA_UploadImageNode" + ], + { + "title_aux": "ComfyUI_TENSOR_ART" + } + ], + "https://github.com/TensorKaze/ComfyUI-TkNodes": [ + [ + "FluxAdvancedSampler", + "FluxLatentSampler", + "LoadImageAndScaleToTotalPixels", + "LoadModelAndUpscaleImage", + "MultiLatentSelector", + "MultiModelLoader", + "RepeatLatentBatchOptional", + "VAEEncodeOptional" + ], + { + "title_aux": "ComfyUI-TkNodes" + } + ], + "https://github.com/TheArtOfficial/ComfyUI-MaskMorph": [ + [ + "DirectionalMaskExpand", + "MaskPinchWiden" + ], + { + "title_aux": "ComfyUI-MaskMorph" + } + ], + "https://github.com/TheBarret/ZSuite": [ + [ + "ZSuite: Prompter", + "ZSuite: RF Noise", + "ZSuite: SeedMod" + ], + { + "title_aux": "ZSuite" + } + ], + "https://github.com/TheLustriVA/ComfyUI-Image-Size-Tools": [ + [ + "FluxResolutionNode", + "ImageSizeDetectorNode", + "SD15ResolutionNode", + "SDXLResolutionNode", + "WAN21AdvancedResolutionNode", + "WAN21ResolutionNode" + ], + { + "title_aux": "ComfyUI Image Size Tool" + } + ], + "https://github.com/TheMadDoctor007/ComfyUI-QwenCameraSelector": [ + [ + "QwenCameraSelector" + ], + { + "title_aux": "Qwen Camera Selector" + } + ], + "https://github.com/TheMistoAI/ComfyUI-Anyline": [ + [ + "AnyLinePreprocessor" + ], + { + "title_aux": "Anyline" + } + ], + "https://github.com/TheWhykiki/Whykiki-ComfyUIToolset": [ + [ + "SequentialImageLoaderV8" + ], + { + "title_aux": "Whykiki ComfyUI Toolset" + } + ], + "https://github.com/ThepExcel/aiangelgallery-comfyui": [ + [ + "ThepExcel_AiAngel_MultilineTextChoiceNode" + ], + { + "title_aux": "Multiline Text Choice Node for ComfyUI" + } + ], + "https://github.com/ThereforeGames/ComfyUI-Unprompted": [ + [ + "Unprompted", + "UnpromptedSetRack" + ], + { + "title_aux": "ComfyUI-Unprompted" + } + ], + "https://github.com/This-is-Uncut/Custom-Node-ComfyUI-NBP-Uncut": [ + [ + "NanoBananaProNode" + ], + { + "title_aux": "Custom-Node-ComfyUI-NBP-Uncut" + } + ], + "https://github.com/ThunderBolt4931/comfyui_pixel_forge": [ + [ + "ConcatenateBatchHorizontally", + "CropDisjointRegions", + "DeconcatenateBatchHorizontally", + "ImageSimilaritySequentialCLIP", + "ImageSimilaritySequentialMatch", + "LogoDetectorOWL", + "PasteByBoundingBoxBatch", + "RepeatConditioning", + "SelectImageFromBatch" + ], + { + "title_aux": "ComfyUI-Pixel-Forge" + } + ], + "https://github.com/TiamaTiramisu/risutools": [ + [ + "CheckFileNamePrefixExists", + "LoadImageFromText", + "LoadLastFileNamePrefix", + "UUIDGenerator" + ], + { + "title_aux": "RisuTools" + } + ], + "https://github.com/TianDongL/Blind_watermark_Comfyui": [ + [ + "WatermarkEmbedImage", + "WatermarkEmbedText", + "WatermarkExtractImage", + "WatermarkExtractText", + "WatermarkQRCodeDecoder", + "WatermarkQRCodeGenerator" + ], + { + "title_aux": "Blind_watermark_Comfyui" + } + ], + "https://github.com/Tinuva88/Comfy-UmiAI": [ + [ + "CameraAngleSelector", + "UmiAIWildcardNode", + "UmiAIWildcardNodeLite", + "UmiCharacterCreator", + "UmiDatasetGenerator", + "UmiEmotionGenerator", + "UmiEmotionStudio", + "UmiModelManager", + "UmiModelSelector", + "UmiPoseGenerator", + "UmiPositionControl", + "UmiSaveImage", + "UmiSpriteGenerator", + "UmiTextBypass", + "UmiVisualCameraControl" + ], + { + "title_aux": "Comfy-UmiAI" + } + ], + "https://github.com/TinyBeeman/ComfyUI-TinyBee": [ + [ + "Combine Lists", + "Combine Properties", + "Decorate List", + "Encode Any Property", + "Face Body Aspect Bounds", + "Filter Existing Files", + "Filter List", + "Filter Words", + "Force Aspect On Bounds", + "Get File List", + "Get List From File", + "Get Mask Bounding Box", + "Incrementer", + "Indexed Entry", + "Int to Boolean", + "Is String Empty", + "Json From Properties", + "List Count", + "Load Image Batch from Zip", + "Process Path Name", + "Prompt Splitter", + "Prop From Properties", + "Random Entry", + "Random File Entry", + "Randomize Image Batch", + "Randomize List", + "Replace List", + "Save Image Batch to Zip", + "Search To Boolean", + "Search and Replace", + "Select Bounding Box", + "Sort List", + "Split List", + "String To List", + "String to Int", + "Timestamp" + ], + { + "title_aux": "ComfyUI-TinyBee" + } + ], + "https://github.com/TinyTerra/ComfyUI_tinyterraNodes": [ + [ + "ttN KSampler_v2", + "ttN advPlot combo", + "ttN advPlot images", + "ttN advPlot merge", + "ttN advPlot range", + "ttN advPlot string", + "ttN advanced xyPlot", + "ttN compareInput", + "ttN concat", + "ttN conditioning", + "ttN debugInput", + "ttN float", + "ttN hiresfixScale", + "ttN imageOutput", + "ttN imageREMBG", + "ttN int", + "ttN multiModelMerge", + "ttN pipe2BASIC", + "ttN pipe2DETAILER", + "ttN pipeEDIT", + "ttN pipeEncodeConcat", + "ttN pipeIN", + "ttN pipeKSampler", + "ttN pipeKSamplerAdvanced", + "ttN pipeKSamplerAdvanced_v2", + "ttN pipeKSamplerSDXL", + "ttN pipeKSamplerSDXL_v2", + "ttN pipeKSampler_v2", + "ttN pipeLoader", + "ttN pipeLoaderSDXL", + "ttN pipeLoaderSDXL_v2", + "ttN pipeLoader_v2", + "ttN pipeLoraStack", + "ttN pipeOUT", + "ttN seed", + "ttN text", + "ttN text3BOX_3WAYconcat", + "ttN text7BOX_concat", + "ttN textCycleLine", + "ttN textDebug", + "ttN textOutput", + "ttN tinyLoader", + "ttN xyPlot" + ], + { + "author": "tinyterra", + "description": "This extension offers extensive xyPlot, various pipe nodes, fullscreen image viewer based on node history, dynamic widgets, interface customization, and more.", + "nickname": "\ud83c\udf0f", + "nodename_pattern": "^ttN ", + "title": "tinyterraNodes", + "title_aux": "ComfyUI_tinyterraNodes" + } + ], + "https://github.com/Tlant/ComfyUI-OllamaPromptsGeneratorTlant": [ + [ + "LoadImageAndExtractMetadataTlant", + "LoadRandomTxtFileTlant", + "LoadRandomTxtFileTlantV2", + "LoadRandomTxtFileTlantV3", + "LoadSequencedTxtFileTlant", + "LoadSpecificTxtFileTlant", + "OllamaPromptsGeneratorTlant", + "OllamaSimpleTextGeneratorTlant", + "RandomImageLoaderTlant", + "ReasoningLLMOutputCleaner", + "SaveImagePairForKontext", + "StringFormatterTlant" + ], + { + "title_aux": "ComfyUI-OllamaPromptsGeneratorTlant" + } + ], + "https://github.com/ToTheBeginning/ComfyUI-DreamO": [ + [ + "ApplyDreamO", + "DreamOProcessorLoader", + "DreamORefEncode" + ], + { + "title_aux": "DreamO Comfyui" + } + ], + "https://github.com/TobiasGlaubach/ComfyUI-TG_pydocmaker": [ + [ + "TG_PydGetMetadata", + "TG_PydPreview" + ], + { + "title_aux": "ComfyUI-TG_pydocmaker" + } + ], + "https://github.com/Tr1dae/ComfyUI-Dequality": [ + [ + "Dequality" + ], + { + "title_aux": "ComfyUI-Dequality" + } + ], + "https://github.com/Tr1dae/ComfyUI-EasyFilePaths": [ + [ + "CharacterLoraSelect", + "ChromaActionSelect", + "ConvertHEXToRGB", + "DepthAnything_V2", + "DownloadAndLoadDepthAnythingV2Model", + "DynamicBypassController", + "DynamicBypassSelector", + "EasyArrayFilter", + "EasyBasicJsonExtractor", + "EasyBboxDetectorCombined", + "EasyBooleanConverter", + "EasyCLIPLoader", + "EasyCheckpointLoader", + "EasyCompare", + "EasyFileName", + "EasyFilmGrain", + "EasyFloatToInt", + "EasyForceClipDType", + "EasyForceModelDType", + "EasyGamma", + "EasyGetLine", + "EasyGrowMaskAndBlur", + "EasyImageBloomFilter", + "EasyImageCompare", + "EasyJSONJobImport", + "EasyJSONUpdate", + "EasyJsonExtractor", + "EasyJsonSaver", + "EasyLoraLoader", + "EasyMathAdd", + "EasyMathMultiply", + "EasyMathSubtract", + "EasyNull", + "EasyResize", + "EasySegmDetectorCombined", + "EasyTemplateAny", + "EasyUNETLoader", + "EasyUltralyticsDetectorProvider", + "EasyVAELoader", + "EasyWardrobeInit", + "EasyWardrobeWriter", + "EasyYolov8Detection", + "EasyYolov8Segmentation", + "FreshYoloSegmentationMask", + "GeneralSwitch", + "HexColorInput", + "ImageSaveToPath", + "ImageSaveToPathwithCaption", + "LatentSwitch", + "LineCounter", + "LoadImageFromMatch", + "LoadImageFromPath", + "LoadImagesFromDirectoryPath", + "LoadRandomImageFromFolderPath", + "QwenActionSelect", + "RemoveNoiseMask", + "TileAssembly", + "TileBreak", + "UserSelect", + "WanActionSelect", + "easy_apply_latent_mask_safe", + "easy_base64_loader", + "easy_batch_enforcer", + "easy_cuda_flush", + "easy_image_failsafe_loader", + "easy_image_sanitize", + "easy_image_stats", + "easy_image_url", + "easy_latent_NaN_catcher", + "easy_latent_clamp", + "easy_latent_cpu_hop", + "easy_latent_normalize", + "easy_latent_sanitize", + "easy_mask_sanitize", + "easy_smartbypass", + "easy_vae_hard_reset", + "save_image_with_latent_and_metadata_webp", + "webp_latent_loader" + ], + { + "title_aux": "ComfyUI-EasyFilePaths" + } + ], + "https://github.com/Transhumai/ComfyUI-LegionPower": [ + [ + "LegionConfig", + "LegionExporter", + "LegionImporter", + "LegionJoin", + "LegionJoinAll", + "LegionMaster", + "LegionMaster3", + "LegionMaster6", + "LegionWarmup" + ], + { + "title_aux": "ComfyUI-LegionPower" + } + ], + "https://github.com/Trgtuan10/ComfyUI_YoloSegment_Mask": [ + [ + "Object Mask" + ], + { + "title_aux": "ComfyUI_YoloSegment_Mask" + } + ], + "https://github.com/TripleHeadedMonkey/ComfyUI_MileHighStyler": [ + [ + "PerfectionBetaStyler" + ], + { + "title_aux": "ComfyUI_MileHighStyler" + } + ], + "https://github.com/Tropfchen/ComfyUI-Embedding_Picker": [ + [ + "EmbeddingPicker" + ], + { + "title_aux": "Embedding Picker" + } + ], + "https://github.com/Tropfchen/ComfyUI-yaResolutionSelector": [ + [ + "YARS", + "YARSAdv" + ], + { + "title_aux": "YARS: Yet Another Resolution Selector" + } + ], + "https://github.com/TrophiHunter/ComfyUI_Photography_Nodes": [ + [ + "Bloom", + "Bloom Lens Flares", + "Chromatic Aberration", + "Contrast Adaptive Sharpening", + "Contrast Brightness", + "Depth of Field", + "Get Watermark", + "Halation", + "Lens Dirt", + "Lens Distortion", + "Levels Adjustment", + "Lut", + "Manga Toner", + "Monitor Filter", + "Multi Scale Contrast", + "NTSC Filter", + "Noise", + "Physically Accurate Lens Dirt", + "Pixel Art", + "Saturation Vibrance", + "Sensor Dust", + "Sharpen Simple", + "Sharpen Unsharp Mask", + "Tint", + "VHS Chroma Smear", + "VHS Degrade", + "Vignette Effect", + "Watermark" + ], + { + "title_aux": "Photography Nodes" + } + ], + "https://github.com/Trung0246/ComfyUI-0246": [ + [ + "0246.Beautify", + "0246.BoxRange", + "0246.CastReroute", + "0246.Cloud", + "0246.Count", + "0246.Highway", + "0246.HighwayBatch", + "0246.Hold", + "0246.Hub", + "0246.Junction", + "0246.JunctionBatch", + "0246.Loop", + "0246.Merge", + "0246.Meta", + "0246.RandomInt", + "0246.Script", + "0246.ScriptNode", + "0246.ScriptPile", + "0246.ScriptRule", + "0246.Stringify", + "0246.Switch", + "0246.Tag" + ], + { + "author": "Trung0246", + "description": "Random nodes for ComfyUI I made to solve my struggle with ComfyUI (ex: pipe, process). Have varying quality.", + "nickname": "ComfyUI-0246", + "title": "ComfyUI-0246", + "title_aux": "ComfyUI-0246" + } + ], + "https://github.com/Ttl/ComfyUi_NNLatentUpscale": [ + [ + "NNLatentUpscale", + "NNlLatentUpscale" + ], + { + "preemptions": [ + "NNLatentUpscale" + ], + "title_aux": "ComfyUI Neural Network Latent Upscale" + } + ], + "https://github.com/TuonoMindCode/ComfyUI-MultiClip-Text-Script": [ + [ + "MultiClipTextScriptClipSelector", + "MultiClipTextScriptMain", + "MultiClipTextScriptPositiveOnly" + ], + { + "title_aux": "ComfyUI-MultiClip-Text-Script" + } + ], + "https://github.com/TuonoMindCode/ComfyUI-Resolution-Suggest-Downscale": [ + [ + "TuonoResolutionSuggestDownscale" + ], + { + "title_aux": "ComfyUI-Resolution-Suggest-Downscale" + } + ], + "https://github.com/TuriSc/comfyui-text-line-selector": [ + [ + "TextLineSelectorNode" + ], + { + "title_aux": "Text Line Selector" + } + ], + "https://github.com/TylerZoro/SD3-Scaling": [ + [ + "SD3ImageScaleToTotalPixels" + ], + { + "title_aux": "SD3-Scaling" + } + ], + "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI": [ + [ + "Ugleh.OpenAI.ResponsesText" + ], + { + "title_aux": "ComfyUI-ugleh-OpenAI" + } + ], + "https://github.com/UmeAiRT/ComfyUI-UmeAiRT-Sync": [ + [ + "UmeAiRT_Sync_Node" + ], + { + "title_aux": "ComfyUI-UmeAiRT-Sync" + } + ], + "https://github.com/Umikaze-job/select_folder_path_easy": [ + [ + "SelectFolderPathEasy" + ], + { + "title_aux": "select_folder_path_easy" + } + ], + "https://github.com/UndefinedUo/DuoUmiWildcards": [ + [ + "DuoUmiRatioSelector", + "DuoUmiWildcard" + ], + { + "title_aux": "DuoUmiWildcards" + } + ], + "https://github.com/Urabewe/ComfyUI-AudioTools": [ + [ + "AudioEnhancementNode", + "AudioNormalizeLUFS" + ], + { + "title_aux": "ComfyUI-AudioTools" + } + ], + "https://github.com/Urabewe/ComfyUI-CountS2VExtend": [ + [ + "CountVideoExtendS2VNode" + ], + { + "title_aux": "ComfyUI Video Extend Counter" + } + ], + "https://github.com/Usonaki/ComfyUI-DyPE-Nunchaku": [ + [ + "DyPE_Nunchaku" + ], + { + "title_aux": "ComfyUI-DyPE-Nunchaku" + } + ], + "https://github.com/VAST-AI-Research/ComfyUI-Tripo": [ + [ + "TripoAPIDraft", + "TripoAnimateRetargetNode", + "TripoAnimateRigNode", + "TripoConvertNode", + "TripoMeshCompletion", + "TripoMeshSegmentation", + "TripoRefineModel", + "TripoSmartLowPoly", + "TripoStylizeModel", + "TripoTextureModel" + ], + { + "title_aux": "Tripo for ComfyUI" + } + ], + "https://github.com/VK/vk-nodes": [ + [ + "PrepareJobs", + "SketchyText", + "SketchyThumbnail", + "TiledConfigNode", + "TiledCropNode", + "TiledRenderNode", + "TiledSetupNode", + "VKLoadAudio" + ], + { + "title_aux": "VK Nodes" + } + ], + "https://github.com/Vaibhavs10/ComfyUI-DDUF": [ + [ + "DDUFLoader", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSchedulerLoader", + "DiffusersSimpleSampler" + ], + { + "title_aux": "ComfyUI-DDUF" + } + ], + "https://github.com/VangengLab/ComfyUI-LivePortrait_v2": [ + [ + "LivePortraitProcess_animal" + ], + { + "title_aux": "ComfyUI-LivePortrait_v2" + } + ], + "https://github.com/VangengLab/ComfyUI-LivePortrait_v3": [ + [ + "LivePortraitp2p" + ], + { + "title_aux": "ComfyUI-LivePortrait_v3" + } + ], + "https://github.com/Vaporbook/ComfyUI-SaveImage-PP": [ + [ + "SaveImagePP" + ], + { + "title_aux": "ComfyUI-SaveImage-PP" + } + ], + "https://github.com/Verolelb/ComfyUI-Qwen-Aspect-Ratio": [ + [ + "QwenAspectRatioSelectorLatent" + ], + { + "title_aux": "ComfyUI-Qwen-Aspect-Ratio" + } + ], + "https://github.com/Verolelb/ComfyUI-Video-Workbench": [ + [ + "AutoEditWorkbench" + ], + { + "title_aux": "ComfyUI-Video-Workbench" + } + ], + "https://github.com/Verolelb/ComfyUI-VideoCompressor": [ + [ + "VideoCompressor" + ], + { + "title_aux": "Video Compressor (Unified)" + } + ], + "https://github.com/VertexAnomaly/ComfyUI_ImageSentinel": [ + [ + "ImageSentinel" + ], + { + "title_aux": "ComfyUI_ImageSentinel" + } + ], + "https://github.com/VertexStudio/roblox-comfyui-nodes": [ + [ + "FirstLetterNode", + "FlowNodes", + "MirrorEffectNode", + "SaveImageNode", + "ScaleImageNode", + "SwitchImageNode", + "SwitchTextNode", + "TextToImageNode" + ], + { + "title_aux": "roblox-comfyui-nodes" + } + ], + "https://github.com/VikramxD/VEnhancer-ComfyUI-Wrapper": [ + [ + "MultiGPUInference", + "MultiGPUVEnhancerLoader", + "SingleGPUInference", + "SingleGPUVEnhancerLoader", + "VideoLoader", + "VideoSaver" + ], + { + "title_aux": "VEnhancer ComfyUI Extension" + } + ], + "https://github.com/Visionatrix/ComfyUI-Gemini": [ + [ + "ConcatText_Zho", + "DisplayText_Zho", + "Gemini_15P_API_S_Advance_Zho", + "Gemini_15P_API_S_Chat_Advance_Zho", + "Gemini_API_Chat_Zho", + "Gemini_API_S_Chat_Zho", + "Gemini_API_S_Vsion_ImgURL_Zho", + "Gemini_API_S_Zho", + "Gemini_API_Vsion_ImgURL_Zho", + "Gemini_API_Zho", + "Gemini_FileUpload_API_S_Zho", + "Gemini_File_API_S_Zho" + ], + { + "title_aux": "ComfyUI-Gemini" + } + ], + "https://github.com/Visionatrix/ComfyUI-RemoteVAE": [ + [ + "RemoteVAEDecode" + ], + { + "title_aux": "ComfyUI-RemoteVAE" + } + ], + "https://github.com/Visionatrix/ComfyUI-Visionatrix": [ + [ + "StyleAlignedBatchAlign", + "VixCheckboxLogic", + "VixDictionaryConvert", + "VixDictionaryGet", + "VixDictionaryNew", + "VixDictionaryUpdate", + "VixDynamicLoraDefinition", + "VixImageFilters", + "VixMultilineText", + "VixTextConcatenate", + "VixTextReplace", + "VixUiAspectRatioSelector", + "VixUiCheckbox", + "VixUiCheckboxLogic", + "VixUiList", + "VixUiListLogic", + "VixUiPrompt", + "VixUiRangeFloat", + "VixUiRangeInt", + "VixUiRangeScaleFloat", + "VixUiWorkflowMetadata" + ], + { + "title_aux": "ComfyUI-Visionatrix" + } + ], + "https://github.com/VraethrDalkr/ComfyUI-TripleKSampler": [ + [ + "SwitchStrategyAdvanced", + "SwitchStrategySimple", + "TripleKSamplerWan22Lightning", + "TripleKSamplerWan22LightningAdvanced", + "TripleKSamplerWan22LightningAdvancedAlt", + "TripleWVSampler", + "TripleWVSamplerAdvanced", + "TripleWVSamplerAdvancedAlt" + ], + { + "title_aux": "ComfyUI-TripleKSampler" + } + ], + "https://github.com/VrchStudio/comfyui-web-viewer": [ + [ + "VrchAnyOSCControlNode", + "VrchAudioChannelLoaderNode", + "VrchAudioConcatNode", + "VrchAudioEmotionVisualizerNode", + "VrchAudioFrequencyBandAnalyzerNode", + "VrchAudioGenresNode", + "VrchAudioMusic2EmotionNode", + "VrchAudioRecorderNode", + "VrchAudioSaverNode", + "VrchAudioVisualizerNode", + "VrchAudioWebSocketChannelLoaderNode", + "VrchAudioWebViewerNode", + "VrchBPMDetectorNode", + "VrchBooleanKeyControlNode", + "VrchChannelOSCControlNode", + "VrchChannelX4OSCControlNode", + "VrchDelayNode", + "VrchDelayOSCControlNode", + "VrchFloatKeyControlNode", + "VrchFloatOSCControlNode", + "VrchFloatRemapNode", + "VrchGamepadLoaderNode", + "VrchImageChannelLoaderNode", + "VrchImageFallbackNode", + "VrchImageFlipBookWebViewerNode", + "VrchImagePreviewBackgroundNewNode", + "VrchImagePreviewBackgroundNode", + "VrchImageSaverNode", + "VrchImageSwitchOSCControlNode", + "VrchImageWebSocketChannelLoaderNode", + "VrchImageWebSocketFilterSettingsNode", + "VrchImageWebSocketSettingsNode", + "VrchImageWebSocketSimpleWebViewerNode", + "VrchImageWebSocketWebViewerNode", + "VrchImageWebViewerNode", + "VrchInstantQueueKeyControlNode", + "VrchIntKeyControlNode", + "VrchIntOSCControlNode", + "VrchIntRemapNode", + "VrchJsonUrlLoaderNode", + "VrchJsonWebSocketChannelLoaderNode", + "VrchJsonWebSocketSenderNode", + "VrchLatentWebSocketChannelLoaderNode", + "VrchLatentWebSocketSenderNode", + "VrchMicLoaderNode", + "VrchMidiDeviceLoaderNode", + "VrchModelWebViewerNode", + "VrchOSCControlSettingsNode", + "VrchQRCodeNode", + "VrchSwitchOSCControlNode", + "VrchTextConcatOSCControlNode", + "VrchTextKeyControlNode", + "VrchTextSrtPlayerNode", + "VrchTextSwitchOSCControlNode", + "VrchTriggerToggleNode", + "VrchTriggerToggleX4Node", + "VrchTriggerToggleX8Node", + "VrchVideoWebViewerNode", + "VrchWebSocketServerNode", + "VrchWebViewerNode", + "VrchXYOSCControlNode", + "VrchXYZOSCControlNode", + "VrchXboxControllerNode" + ], + { + "title_aux": "ComfyUI Web Viewer" + } + ], + "https://github.com/VykosX/ControlFlowUtils": [ + [ + "Cycle", + "CycleContinue", + "CycleEnd", + "DataMonitor", + "FallbackAnyBatch", + "FallbackImagePreviewer", + "FolderSearch", + "GarbageCollector", + "HaltExecution", + "IfConditionSelector", + "ImageResolutionAdjust", + "InvertCondition", + "LoopClose", + "LoopOpen", + "LoraSelector", + "MemoryStorage", + "ModelSelector", + "NullInput", + "NullOutput", + "ReadTextFile", + "SaveTextFile", + "SimpleToggle", + "StringOperation", + "UniversalSwitch", + "UnloadModels", + "VAESelector", + "Wait" + ], + { + "title_aux": "ControlFlowUtils" + } + ], + "https://github.com/WASasquatch/ComfyUI_LMStudio_EasyQuery": [ + [ + "WASLMStudioCaption", + "WASLMStudioCaptionDataset", + "WASLMStudioCaptionDatasetCustom", + "WASLMStudioChat", + "WASLMStudioModel", + "WASLMStudioOptions", + "WASLMStudioQuery", + "WASLoadImageDirectory" + ], + { + "title_aux": "WAS LMStudio Easy-Query" + } + ], + "https://github.com/WASasquatch/ComfyUI_Preset_Merger": [ + [ + "Preset_Model_Merge" + ], + { + "title_aux": "ComfyUI Preset Merger" + } + ], + "https://github.com/WASasquatch/ComfyUI_RetroArch_Player": [ + [ + "ComfyRetroArchPlayer" + ], + { + "title_aux": "ComfyUI_RetroArch_Player" + } + ], + "https://github.com/WASasquatch/ComfyUI_Viewer": [ + [ + "WASCanvasComposeBatch", + "WASComfyViewer" + ], + { + "title_aux": "ComfyUI_Viewer" + } + ], + "https://github.com/WASasquatch/FreeU_Advanced": [ + [ + "WAS_FreeU", + "WAS_FreeU_V2", + "WAS_PostCFGShift" + ], + { + "title_aux": "FreeU_Advanced" + } + ], + "https://github.com/WASasquatch/PPF_Noise_ComfyUI": [ + [ + "Blend Latents (PPF Noise)", + "Cross-Hatch Power Fractal (PPF Noise)", + "Images as Latents (PPF Noise)", + "Perlin Power Fractal Latent (PPF Noise)" + ], + { + "title_aux": "PPF_Noise_ComfyUI" + } + ], + "https://github.com/WASasquatch/PowerNoiseSuite": [ + [ + "Blend Latents (PPF Noise)", + "Cross-Hatch Power Fractal (PPF Noise)", + "Cross-Hatch Power Fractal Settings (PPF Noise)", + "Images as Latents (PPF Noise)", + "Latent Adjustment (PPF Noise)", + "Latents to CPU (PPF Noise)", + "Linear Cross-Hatch Power Fractal (PPF Noise)", + "Perlin Power Fractal Latent (PPF Noise)", + "Perlin Power Fractal Settings (PPF Noise)", + "Power KSampler Advanced (PPF Noise)", + "Power-Law Noise (PPF Noise)" + ], + { + "title_aux": "Power Noise Suite for ComfyUI" + } + ], + "https://github.com/WASasquatch/WAS_Extras": [ + [ + "BLVAEEncode", + "CLIPTextEncodeList", + "CLIPTextEncodeSequence2", + "ConditioningBlend", + "DebugInput", + "KSamplerSeq", + "KSamplerSeq2", + "VAEEncodeForInpaint (WAS)", + "VividSharpen", + "VividSharpenV2", + "WASApplyLUT", + "WASApplyReweightedLoRA", + "WASCameraMotionTrajectory", + "WASChannelWaveform", + "WASCombineLUT", + "WASLatentContrastLimitedDetailBoost", + "WASLatentUpscaleHybrid", + "WASLoadLUT", + "WASMoEConditioningListAppend", + "WASPowerLoraMerger", + "WASPowerLoraMergerOptions", + "WASSaveLUT", + "WASTiledImageUpscaleWithModel", + "WASWan22MoESamplerCtx", + "WASWanExposureStabilizer", + "WAS_AdaptiveDifferenceLatentUpscale" + ], + { + "title_aux": "WAS_Extras" + } + ], + "https://github.com/WASasquatch/face-upscaling-and-seamless-embedding": [ + [ + "FUSEGenericKSampler", + "FUSEKSampler", + "FUSESamplerMaskOptions", + "FUSEVideoKSampler", + "FUSEYOLOSettings" + ], + { + "title_aux": "FUSE Face Enhancer" + } + ], + "https://github.com/WASasquatch/was_affine": [ + [ + "WASAffineCustomAdvanced", + "WASAffineKSampler", + "WASAffineKSamplerAdvanced", + "WASAffinePatternNoise", + "WASAffineScheduleOptions", + "WASBayerOptions", + "WASBlackNoiseOptions", + "WASCheckerOptions", + "WASCrossHatchOptions", + "WASDetailRegionOptions", + "WASDotScreenOptions", + "WASGreenNoiseOptions", + "WASHighpassWhiteOptions", + "WASLatentAffine", + "WASLatentAffineCommonOptions", + "WASLatentAffineOptions", + "WASLatentAffineSimple", + "WASLatentUpscale", + "WASMultiBandNoiseApply", + "WASPerlinOptions", + "WASPoissonBlueOptions", + "WASRingNoiseOptions", + "WASSmoothRegionOptions", + "WASTileLinesOptions", + "WASUltimateCustomAdvancedAffineNoUpscale", + "WASUltimateCustomAdvancedAffineNoUpscaleLatent", + "WASVelvetOptions", + "WASWANVAEDecode", + "WASWANVAEEncode", + "WASWorleyEdgesOptions" + ], + { + "title_aux": "WAS Affine" + } + ], + "https://github.com/WUYUDING2583/ComfyUI-Save-Image-Callback": [ + [ + "Save Image With Callback" + ], + { + "title_aux": "Save Image With Callback" + } + ], + "https://github.com/WWWEN8/ComfyUI-CCXManager": [ + [ + "CCXGroupExecutorSender", + "CCXGroupExecutorSingle", + "CCXManager", + "CCXManagerCopy", + "CCXRepoUpdaterNode", + "CreateSDPPPInstallationDirectory", + "NodeVersionManager" + ], + { + "title_aux": "ComfyUI-CCXManager" + } + ], + "https://github.com/WX-NPS1598/ComfyUI-Auto_Crop_By_NPS": [ + [ + "AutoCropByNPS" + ], + { + "title_aux": "Auto Crop By NPS" + } + ], + "https://github.com/WaddingtonHoldings/ComfyUI-InstaSD": [ + [ + "GPTImage1Generate", + "InstaCBoolean", + "InstaCFloat", + "InstaCInteger", + "InstaCLoadImageFromS3", + "InstaCLoraLoader", + "InstaCSaveImageToS3", + "InstaCSeed", + "InstaCText", + "InstaCTextML", + "InstaFileExist", + "InstaLoadImageLocal", + "InstaLoadImageWithMask", + "InstaPromptMultipleStyleSelector", + "InstaPromptStyleSelector", + "LoadVideo", + "PreViewVideo" + ], + { + "title_aux": "InstaSD nodes for ComfyUI" + } + ], + "https://github.com/WainWong/ComfyUI-Loop-image": [ + [ + "CyberEve_BatchImageLoopClose", + "CyberEve_BatchImageLoopOpen", + "CyberEve_LoopIndexSwitch", + "CyberEve_MaskMerge", + "CyberEve_MaskSegmentation", + "CyberEve_SingleImageLoopClose", + "CyberEve_SingleImageLoopOpen" + ], + { + "title_aux": "ComfyUI-Loop-image" + } + ], + "https://github.com/Wakapedia/ComfyUI-WanVideoWakawave": [ + [ + "WanVideoWakawaveLoraLoader", + "WanVideoWakawavePromptBuilder" + ], + { + "title_aux": "WanVideo Wakawave - Advanced LoRA & Prompt Tools" + } + ], + "https://github.com/Wakfull33/ComfyUI-SaveImageCivitAI": [ + [ + "SaveCivitai" + ], + { + "title_aux": "ComfyUI-SaveImageCivitAI" + } + ], + "https://github.com/WangDianhui/ComfyUI-SA-ODE_Sampler": [ + [ + "LowStepSigmaScheduler", + "SAODELowStepSampler", + "SAODEStableSampler" + ], + { + "title_aux": "ComfyUI-SA-ODE_Sampler" + } + ], + "https://github.com/WangPengxing/ComfyUI_WPX_Node": [ + [ + "AnimalContour", + "AnimalContourSilhouette", + "CircleContour", + "DetermineRowsAndCols", + "PenetrateStyle", + "RectangleContour", + "SplitMaskElements", + "SplitStickers" + ], + { + "title_aux": "ComfyUI WPX Nodes" + } + ], + "https://github.com/WarpedAnimation/ComfyUI-WarpedToolset": [ + [ + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "GGUFRun", + "GGUFSave", + "GGUFUndo", + "LoaderGGUF", + "LoaderGGUFAdvanced", + "QuadrupleClipLoaderGGUF", + "TENSORBoost", + "TENSORCut", + "TripleClipLoaderGGUF", + "VaeGGUF", + "WarpedAddToCaption", + "WarpedBasicGuider", + "WarpedBundleAllVideoImages", + "WarpedBundleVideoImages", + "WarpedCLIPLoader", + "WarpedCLIPVisionLoader", + "WarpedCheckpointLoader", + "WarpedClipLoaderGGUF", + "WarpedContinueWorkflowAuto", + "WarpedContinueWorkflowManual", + "WarpedCreateEmptyImageBatch", + "WarpedCreateEmptyLatentBatch", + "WarpedCreateSpecialImageBatch", + "WarpedDualCLIPLoader", + "WarpedDualClipLoaderGGUF", + "WarpedDualEncoder", + "WarpedDualGuider", + "WarpedFramepackLoraSelectBatch", + "WarpedFramepackMultiLoraSelect", + "WarpedFramepackMultiLoraSelectExt", + "WarpedFramepackSampler", + "WarpedGetImageFromVideo", + "WarpedGetTwoImagesFromVideo", + "WarpedHunyuanImageToVideo", + "WarpedHunyuanLoraAvgMerge", + "WarpedHunyuanLoraBatchMerge", + "WarpedHunyuanLoraConvert", + "WarpedHunyuanLoraConvertKeys", + "WarpedHunyuanLoraConvertToMusubi", + "WarpedHunyuanLoraDoubleBlocksLayersBlend", + "WarpedHunyuanLoraDoubleBlocksModifyMultipleSegments", + "WarpedHunyuanLoraDoubleBlocksModifySegment", + "WarpedHunyuanLoraDoubleBlocksRemoveLinear", + "WarpedHunyuanLoraDoubleBlocksSwap", + "WarpedHunyuanLoraMerge", + "WarpedHunyuanMultiLoraAvgMerge", + "WarpedHunyuanMultiLoraLoader", + "WarpedHunyuanMultiLoraMerge", + "WarpedHunyuanMultiLoraMixer", + "WarpedHunyuanVideoLoraLoader", + "WarpedHunyuanVideoToVideo", + "WarpedImageLossCalc", + "WarpedImageNoiseAugmentation", + "WarpedImageScaleToSide", + "WarpedLeapfusionHunyuanI2V", + "WarpedLoadFramePackModel", + "WarpedLoadHunyuanLoraWeightsByPrefix", + "WarpedLoadImages", + "WarpedLoadLorasBatchByPrefix", + "WarpedLoadVideosBatch", + "WarpedLoaderGGUF", + "WarpedLoraKeysAndMetadataReader", + "WarpedLoraReSave", + "WarpedModifyCaptionFile", + "WarpedMultiLoraLoader", + "WarpedNumericalConversion", + "WarpedPromptConcat", + "WarpedPromptConcatExt", + "WarpedReverseImageBatch", + "WarpedSamplerCustomAdv", + "WarpedSamplerCustomAdvLatent", + "WarpedSamplerCustomScripted", + "WarpedSamplerScripts12", + "WarpedSamplerScripts16", + "WarpedSamplerScripts20", + "WarpedSamplerScripts30", + "WarpedSamplerScripts40", + "WarpedSamplerScripts5", + "WarpedSamplerScripts8", + "WarpedSaveAnimatedPng", + "WarpedSaveImageCaption", + "WarpedSingleEncoder", + "WarpedUNETConverter", + "WarpedUNETLoader", + "WarpedUpscaleWithModel", + "WarpedVAELoader", + "WarpedWan22MergeLoaderGGUF", + "WarpedWanImageToVideo", + "WarpedWanLoadAndEditLoraBlocks", + "WarpedWanLoraMerge" + ], + { + "title_aux": "ComfyUI-WarpedToolset" + } + ], + "https://github.com/WaveSpeedAI/wavespeed-comfyui": [ + [ + "WaveSpeedAI Preview", + "WaveSpeedAIPredictor" + ], + { + "title_aux": "wavespeed-comfyui" + } + ], + "https://github.com/WeChatCV/Stand-In_Preprocessor_ComfyUI": [ + [ + "ApplyFaceProcessor", + "FaceOnlyModeSwitch", + "FaceProcessorLoader", + "VideoBackgroundRestorer", + "VideoFramePreprocessor", + "VideoInputPreprocessor" + ], + { + "title_aux": "Stand-In Official Preprocessor ComfyUI Nodes" + } + ], + "https://github.com/WebDev9000/WebDev9000-Nodes": [ + [ + "IgnoreBraces", + "SettingsSwitch" + ], + { + "title_aux": "WebDev9000-Nodes" + } + ], + "https://github.com/Wenaka2004/ComfyUI-TagClassifier": [ + [ + "LLMProcessingNode" + ], + { + "title_aux": "ComfyUI-TagClassifier" + } + ], + "https://github.com/What-a-stupid-username/comfyui-InversedSampler": [ + [ + "SamplerInversedEulerNode" + ], + { + "title_aux": "comfyui_InversedSampler" + } + ], + "https://github.com/Wicloz/ComfyUI-Simply-Nodes": [ + [ + "WF_ConditionalLoraLoader", + "WF_FixupPixelArt", + "WF_MultilineText", + "WF_RandomStyle", + "WF_RefineToggle", + "WF_ResolutionSDXL", + "WF_TextFlow" + ], + { + "title_aux": "ComfyUI Simply Nodes" + } + ], + "https://github.com/Windecay/ComfyUI-ReservedVRAM": [ + [ + "ReservedVRAMSetter" + ], + { + "title_aux": "ComfyUI-ReservedVRAM" + } + ], + "https://github.com/Windecay/ComfyUI-SDupcaleTiledSize": [ + [ + "SDupscaleTiledSize" + ], + { + "title_aux": "ComfyUI-SDupcaleTiledSize" + } + ], + "https://github.com/Windecay/ComfyUI_CheckVprediction": [ + [ + "CheckVpredictionNode" + ], + { + "title_aux": "ComfyUI_CheckVprediction" + } + ], + "https://github.com/Windecay/ComfyUI_Dynamic-RAMCache": [ + [ + "DynamicRAMCacheControl", + "RAMCacheExtremeCleanup" + ], + { + "title_aux": "ComfyUI_Dynamic-RAMCache" + } + ], + "https://github.com/WingeD123/ComfyUI_QwenVL_PromptCaption": [ + [ + "Ovis25Run", + "Qwen25Caption", + "Qwen25CaptionBatch", + "Qwen3Caption", + "Qwen3CaptionBatch", + "StringToBbox", + "StringToSam3Box" + ], + { + "title_aux": "ComfyUI_QwenVL_PromptCaption" + } + ], + "https://github.com/X-School-Academy/X-FluxAgent": [ + [ + "X-FluxAgent.AICodeGenNode", + "X-FluxAgent.OpenAIChatnNode", + "X-FluxAgent.RichTextNode", + "X-FluxAgent.SaveTextNode" + ], + { + "title_aux": "X-FluxAgent" + } + ], + "https://github.com/X-T-E-R/ComfyUI-EasyCivitai-XTNodes": [ + [ + "CheckpointLoaderSimpleWithPreviews", + "CivitaiCheckpointLoaderSimple", + "CivitaiLoraLoader", + "CivitaiLoraLoaderStacked", + "CivitaiLoraLoaderStackedAdvanced", + "LoraLoaderStackedAdvancedWithPreviews", + "LoraLoaderStackedWithPreviews", + "LoraLoaderWithPreviews", + "XTNodesCleanPrompt", + "XTNodesPromptConcatenate" + ], + { + "title_aux": "ComfyUI Easy Civitai (XTNodes)" + } + ], + "https://github.com/XLabs-AI/x-flux-comfyui": [ + [ + "ApplyAdvancedFluxControlNet", + "ApplyAdvancedFluxIPAdapter", + "ApplyFluxControlNet", + "ApplyFluxIPAdapter", + "FluxLoraLoader", + "LoadFluxControlNet", + "LoadFluxIPAdapter", + "XlabsSampler" + ], + { + "title_aux": "x-flux-comfyui" + } + ], + "https://github.com/XWAVEart/comfyui-xwave-xlitch-nodes": [ + [ + "XWAVECellularNoiseNode", + "XWAVEPixelate", + "XWaveChromaticAberration", + "XWaveColorChannelManipulation", + "XWaveColorFilter", + "XWaveColorShiftExpansion", + "XWaveCurvedHueShift", + "XWaveGaussianBlur", + "XWaveHistogramGlitch", + "XWaveJPEGArtifacts", + "XWaveNoiseEffect", + "XWavePosterize", + "XWaveRGBChannelShift", + "XWaveSharpen" + ], + { + "title_aux": "ComfyUI XWAVE Nodes" + } + ], + "https://github.com/XYMikky12138/ComfyUI-MIKKY-Mask-Editor": [ + [ + "MIKKYMaskEditorNode" + ], + { + "title_aux": "ComfyUI-MIKKY-Mask-Editor" + } + ], + "https://github.com/XchanBik/ComfyUI_SimpleBridgeNode": [ + [ + "LoraTextLoader", + "SimpleBridgeLoadNode", + "SimpleBridgeStoreNode" + ], + { + "description": "A custom node for ComfyUI to store and retrieve data dynamically.", + "nickname": "SimpleBridgeNode", + "title": "SimpleBridgeNode", + "title_aux": "ComfyUI_SimpleBridgeNode" + } + ], + "https://github.com/Xclbr7/ComfyUI-Merlin": [ + [ + "GeminiPromptExpander", + "Magic Photo Prompter \ud83e\ude84" + ], + { + "title_aux": "ComfyUI-Merlin: Magic Photo Prompter" + } + ], + "https://github.com/Xiangyu-CAS/HandFixer": [ + [ + "MediapipeHandNode" + ], + { + "title_aux": "HandFixer" + } + ], + "https://github.com/XieJunchen/comfyUI_LLM": [ + [ + "AppendImagesToBatch", + "CloudImageUploadNode", + "CloudImagesToVideoAndUpload", + "CloudVideoUploadNode", + "ComfyUI_LLM_Ollama", + "CreateEmptyImageBatch", + "DeepSeek_Online", + "GetFirstImageFromBatch", + "GetVideoClipByIndex", + "LoadGifFromLocal", + "LoadImgFromUrl", + "RemoveFirstOrLastImageFromBatch", + "SplitVideoByFrames", + "StringArrayFormatter", + "StringArrayIndexer" + ], + { + "title_aux": "comfyUI_LLM" + } + ], + "https://github.com/Xkipper/ComfyUI_SkipperNodes": [ + [ + "Embedding Stack", + "Simple Box" + ], + { + "title_aux": "ComfyUI_SkipperNodes" + } + ], + "https://github.com/XmYx/ComfyUI-SmolLM3": [ + [ + "SmolLM3ModelLoader", + "SmolLM3Sampler", + "SmolLM3SimpleGenerate" + ], + { + "title_aux": "ComfyUI-SmolLM3" + } + ], + "https://github.com/XmYx/deforum-comfy-nodes": [ + [ + "DeforumAddNoiseNode", + "DeforumAnimParamsNode", + "DeforumAreaPromptNode", + "DeforumBaseParamsNode", + "DeforumCacheLatentNode", + "DeforumCadenceNode", + "DeforumCadenceParamsNode", + "DeforumColorMatchNode", + "DeforumColorParamsNode", + "DeforumConditioningBlendNode", + "DeforumDepthParamsNode", + "DeforumDiffusionParamsNode", + "DeforumFILMInterpolationNode", + "DeforumFrameWarpNode", + "DeforumGetCachedLatentNode", + "DeforumHybridMotionNode", + "DeforumHybridParamsNode", + "DeforumHybridScheduleNode", + "DeforumIteratorNode", + "DeforumKSampler", + "DeforumLoadVideo", + "DeforumNoiseParamsNode", + "DeforumPromptNode", + "DeforumSeedNode", + "DeforumSetVAEDownscaleRatioNode", + "DeforumSimpleInterpolationNode", + "DeforumSingleSampleNode", + "DeforumTranslationParamsNode", + "DeforumVideoSaveNode" + ], + { + "title_aux": "Deforum Nodes" + } + ], + "https://github.com/XuanYu-github/comfyui-PlyPreview": [ + [ + "PlyPreviewLoadGaussianPLYEnhance", + "PlyPreviewLoadGaussianPLYPathEnhance", + "PlyPreviewPreviewGaussianEnhance", + "PlyPreviewProcessGaussianPLYEnhance" + ], + { + "title_aux": "ComfyUI PlyPreview" + } + ], + "https://github.com/Xyc2016/Comfyui_Fd_Nodes": [ + [ + "FD_Flux2KleinGenImage", + "FD_GeminiImage", + "FD_RemoveWatermark", + "FD_Upload", + "FD_imgToText_Doubao" + ], + { + "title_aux": "Comfyui_Fd_Nodes" + } + ], + "https://github.com/Xyem/Xycuno-Oobabooga": [ + [ + "Oobabooga", + "Xycuno Oobabooga" + ], + { + "title_aux": "Xycuno Oobabooga" + } + ], + "https://github.com/Xz3r0-M/ComfyUI-Xz3r0-Nodes": [ + [ + "XAudioSave", + "XImageSave", + "XLatentLoad", + "XLatentSave", + "XMath", + "XResolution", + "XStringGroup", + "XVideoSave" + ], + { + "title_aux": "ComfyUI-Xz3r0-Nodes" + } + ], + "https://github.com/YOUR-WORST-TACO/ComfyUI-TacoNodes": [ + [ + "Example", + "TacoAnimatedLoader", + "TacoGifMaker", + "TacoImg2ImgAnimatedLoader", + "TacoImg2ImgAnimatedProcessor", + "TacoLatent" + ], + { + "title_aux": "ComfyUI-TacoNodes" + } + ], + "https://github.com/YRIKKA/ComfyUI-InferenceTimeScaling": [ + [ + "InferenceTimeScaler", + "LoadCLIPScoreVerifier", + "LoadImageRewardVerifier", + "LoadQwenVLMVerifier" + ], + { + "title_aux": "ComfyUI-InferenceTimeScaling" + } + ], + "https://github.com/Yahweasel/ComfyUI-HF-Diffusers": [ + [ + "HFDAutoencoderKL", + "HFDEncodePrompt", + "HFDLoadLora", + "HFDLoadPipeline", + "HFDRunPipeline", + "HFDVAEDecode", + "HFDVAEEncode", + "HFTAutoModel", + "HFTCreateConversation", + "HFTLoadPipeline", + "HFTRunPipeline", + "HFTUnpackConversation" + ], + { + "title_aux": "ComfyUI-HF-Diffusers" + } + ], + "https://github.com/Yahweasel/ComfyUI-MinDalle": [ + [ + "MinDalleNode" + ], + { + "title_aux": "ComfyUI-MinDalle" + } + ], + "https://github.com/Yanick112/ComfyUI-ToSVG": [ + [ + "TS_ImageQuantize", + "TS_ImageToSVGStringBW_Potracer", + "TS_ImageToSVGStringBW_Vtracer", + "TS_ImageToSVGStringColor_Vtracer", + "TS_SVGBytesIOToString", + "TS_SVGPathSimplify", + "TS_SVGStringPreview", + "TS_SVGStringToImage", + "TS_SVGStringToSVGBytesIO", + "TS_SaveSVGString" + ], + { + "title_aux": "ComfyUI-ToSVG" + } + ], + "https://github.com/YaroslavIv/comfyui_swd": [ + [ + "SwDSelector" + ], + { + "title_aux": "SwD Preset Selector for ComfyUI" + } + ], + "https://github.com/YarvixPA/ComfyUI-YarvixPA": [ + [ + "ApplyStyleModelEnhanced", + "ApplyStyleModelSimple", + "BatchImagesNode", + "FrameCalculatorAudio", + "FrameCalculatorVideo", + "GetResolutionImage", + "InpaintConditioningNode", + "InpaintFluxKontextConditioning", + "Prepimg2Vid", + "RemoveBackgroundNode", + "ShowAnyDataType", + "StitchImages", + "StitchImagesAndMask", + "TextFieldNode", + "UnstitchImages", + "UnstitchImagesAndMask", + "UpscaleImageWithModel" + ], + { + "title_aux": "ComfyUI-YarvixPA" + } + ], + "https://github.com/YaserJaradeh/comfyui-yaser-nodes": [ + [ + "Float", + "GeneralSwitch", + "ImageColorMatch", + "ImageSizeBySide", + "IterativeUpscaleWithModelsNode", + "LoraLoaderStack", + "SpotDiffusionParams", + "TiledDiffusion", + "TiledVAEDecode", + "TiledVAEEncode", + "UtilRepeatImages", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoNAG" + ], + { + "title_aux": "Yaser-nodes for ComfyUI" + } + ], + "https://github.com/Yeq6X/ComfyUI-image-to-video-inserter": [ + [ + "Base64ListToImages", + "Base64VideoToImages", + "CreateBlankFrames", + "ImageBatchAssembler", + "ImageFrameSelector", + "ImagesToBase64List", + "ImagesToBase64Video", + "MultiImageInserter", + "WanVideoLatentInsertFrames", + "WanVideoLatentZeroFrames" + ], + { + "title_aux": "ComfyUI Image to Video Inserter" + } + ], + "https://github.com/Yo1up/Diffusion-Model-Detailer": [ + [ + "Detailer" + ], + { + "title_aux": "Diffusion-Model-Detailer" + } + ], + "https://github.com/Ysthara/ComfyUI-Resolution-AR-Node": [ + [ + "ResolutionNode" + ], + { + "title_aux": "ComfyUI-Resolution-AR-Node" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-AniSora": [ + [ + "AniSora", + "AniSoraPrompt", + "LoadAniSoraModel", + "SaveAniSora" + ], + { + "title_aux": "ComfyUI-AniSora" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-AudioX": [ + [ + "AudioXPrompt", + "Condition", + "Generate", + "LoadAudioXAudio", + "LoadAudioXModel", + "LoadAudioXVideo", + "SaveAudioXAudio" + ], + { + "title_aux": "Yuan-ManX/ComfyUI-AudioX" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Bagel": [ + [ + "BagelPrompt", + "ImageEditing", + "ImageGeneration", + "ImageThinkEditing", + "ImageThinkGeneration", + "ImageUnderstanding", + "LoadBAGELModel", + "LoadEditImage" + ], + { + "title_aux": "ComfyUI-Bagel" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-ChatterboxTTS": [ + [ + "ChatterboxAudioPrompt", + "ChatterboxPrompt", + "ChatterboxTTS", + "ChatterboxVC", + "LoadChatterboxAudio", + "LoadChatterboxTTSModel", + "LoadChatterboxTargetAudio", + "LoadChatterboxVCModel", + "SaveChatterboxAudio" + ], + { + "title_aux": "ComfyUI-ChatterboxTTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Cobra": [ + [ + "ColorizeImage", + "DrawColorHint", + "ExtractLineArt", + "GetColorValue", + "LoadCobraModel" + ], + { + "title_aux": "ComfyUI-Cobra" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Dia": [ + [ + "DiaTTS", + "InputDiaText", + "LoadDiaAudio", + "LoadDiaModel", + "SaveDiaAudio" + ], + { + "title_aux": "ComfyUI-Dia" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Direct3D-S2": [ + [ + "Direct3DS2", + "LoadDirect3DS2Image", + "LoadDirect3DS2Model", + "SaveDirect3DS2Mesh" + ], + { + "title_aux": "ComfyUI-Direct3D-S2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HiDream-I1": [ + [ + "GenerateHiDreamImage", + "LoadHiDreamModel", + "SaveHiDreamImage" + ], + { + "title_aux": "ComfyUI-HiDream-I1" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HiggsAudio": [ + [ + "HiggsAudio", + "LoadHiggsAudioModel", + "LoadHiggsAudioPrompt", + "LoadHiggsAudioSystemPrompt", + "LoadHiggsAudioTokenizer", + "SaveHiggsAudio" + ], + { + "title_aux": "ComfyUI-HiggsAudio" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Hunyuan3D-2.1": [ + [ + "Hunyuan3DShapeGeneration", + "Hunyuan3DTexureSynthsis", + "LoadHunyuan3DImage", + "LoadHunyuan3DModel" + ], + { + "title_aux": "ComfyUI-Hunyuan3D-2.1" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HunyuanPortrait": [ + [ + "HunyuanPortrait", + "LoadHunyuanPortraitConfig", + "LoadHunyuanPortraitImage", + "LoadHunyuanPortraitVideo" + ], + { + "title_aux": "ComfyUI-HunyuanPortrait" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Kimi-VL": [ + [ + "KimiVL", + "LoadKimiVLImage", + "LoadKimiVLModel", + "SaveKimiVLText" + ], + { + "title_aux": "ComfyUI-Kimi-VL" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LLaMA-Mesh": [ + [ + "Apply Gradient Color", + "ApplyGradientColor", + "Chat LLaMa Mesh", + "ChatLLaMaMesh", + "Visualize Mesh", + "VisualizeMesh" + ], + { + "title_aux": "ComfyUI-LLaMA-Mesh" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LayerAnimate": [ + [ + "LayerAnimateNode", + "LoadImages", + "LoadPretrainedModel" + ], + { + "title_aux": "ComfyUI-LayerAnimate" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LiveCC": [ + [ + "LiveCC", + "LiveCCPrompt", + "LoadLiveCCModel", + "LoadLiveCCVideo", + "SaveLiveCCText" + ], + { + "title_aux": "ComfyUI-LiveCC" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Matrix-Game": [ + [ + "GameVideoGenerator", + "LoadDiTModel", + "LoadGameImage", + "LoadMouseIcon", + "LoadTextEncoderModel", + "LoadVAEModel", + "MatrixGameOutput" + ], + { + "title_aux": "ComfyUI-Matrix-Game" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-MoviiGen": [ + [ + "LoadMoviiGenModel", + "MoviiGen", + "MoviiGenPrompt", + "SaveMoviiGen" + ], + { + "title_aux": "ComfyUI-MoviiGen" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Multiverse": [ + [ + "PlayGame" + ], + { + "title_aux": "ComfyUI-Multiverse" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Muyan-TTS": [ + [ + "Generate", + "InputText", + "LoadMuyanTTSModel", + "LoadRefAudio", + "PromptText", + "SaveMuyanTTSAudio" + ], + { + "title_aux": "ComfyUI-Muyan-TTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-OmniGen2": [ + [ + "LoadOmniGen2Image", + "LoadOmniGen2Model", + "OmniGen2" + ], + { + "title_aux": "ComfyUI-OmniGen2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-OrpheusTTS": [ + [ + "Long Text Generation", + "LongTextGeneration", + "Single Text Generation", + "SingleTextGeneration" + ], + { + "title_aux": "ComfyUI-OrpheusTTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-PhotoDoodle": [ + [ + "PhotoDoodle", + "PhotoDoodle Gen" + ], + { + "title_aux": "ComfyUI-PhotoDoodle" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-PosterCraft": [ + [ + "LoadCustomTransformer", + "LoadPipeline", + "LoadPosterCraftPrompt", + "LoadQwenModel", + "PosterCraft", + "SavePosterCraft" + ], + { + "title_aux": "ComfyUI-PosterCraft" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SkyReels-A2": [ + [ + "A2Prompt", + "A2VideoGenerator", + "CombineImages", + "LoadA2Model", + "NegativePrompt", + "ReferenceImages", + "SaveVideo" + ], + { + "title_aux": "ComfyUI-SkyReels-A2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SkyworkUniPic": [ + [ + "Image2Text", + "ImageEditing", + "LoadSkyworkUniPicCheckpoint", + "LoadSkyworkUniPicConfig", + "LoadSkyworkUniPicImage", + "LoadSkyworkUniPicPrompt", + "SaveSkyworkUniPicEditImage", + "SaveSkyworkUniPicImage", + "Text2Image" + ], + { + "title_aux": "ComfyUI-SkyworkUniPic" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SoundHub": [ + [ + "Load Audio", + "LoadAudio", + "Preview Audio", + "PreviewAudio", + "Save Audio", + "SaveAudio" + ], + { + "title_aux": "ComfyUI-SoundHub" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Step1X-3D": [ + [ + "GeometryGeneration", + "GeometryLabelGeneration", + "LoadInputImage", + "LoadStep1X3DGeometryLabelModel", + "LoadStep1X3DGeometryModel", + "LoadStep1X3DTextureModel", + "LoadUntexturedMesh", + "SaveTexturedMesh", + "SaveUntexturedMesh", + "TexureSynthsis" + ], + { + "title_aux": "ComfyUI-Step1X-3D" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-StyleStudio": [ + [ + "StyleStudio", + "StyleStudio Image Stylization" + ], + { + "title_aux": "ComfyUI-StyleStudio" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-ThinkSound": [ + [ + "LoadCaption", + "LoadCoTDescription", + "LoadOThinkSoundVideo", + "ThinkSound" + ], + { + "title_aux": "ComfyUI-ThinkSound" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-UNO": [ + [ + "ConfigSave", + "ImageConcat", + "ImagePathLoader", + "ImageSave", + "UNOGenerator", + "UNOParams" + ], + { + "title_aux": "ComfyUI-UNO" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Vui": [ + [ + "LoadVuiModel", + "LoadVuiPrompt", + "SaveVui", + "Vui" + ], + { + "title_aux": "ComfyUI-Vui" + } + ], + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-Qwen-Node": [ + [ + "QwenAPILLMNode" + ], + { + "title_aux": "ComfyUI-Qwen-Node" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR": [ + [ + "APISR_Lterative_Zho", + "APISR_ModelLoader_Zho", + "APISR_Zho" + ], + { + "title_aux": "APISR IN COMFYUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Animated-optical-illusions": [ + [ + "AOI_Processing_Zho" + ], + { + "title_aux": "ComfyUI-Animated-optical-illusions" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery": [ + [ + "ArtGallery_Zho", + "ArtistsImage_Zho", + "CamerasImage_Zho", + "FilmsImage_Zho", + "MovementsImage_Zho", + "StylesImage_Zho" + ], + { + "title_aux": "ComfyUI-ArtGallery" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG": [ + [ + "BRIA_RMBG_ModelLoader_Zho", + "BRIA_RMBG_Zho" + ], + { + "title_aux": "ComfyUI-BRIA_AI-RMBG" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DeepSeek-JanusPro": [ + [ + "Janus_ImageGeneration", + "Janus_ModelLoader", + "Janus_MultimodalUnderstanding" + ], + { + "title_aux": "ComfyUI-DeepSeek-JanusPro" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM": [ + [ + "DepthFM_Literative_Zho", + "DepthFM_ModelLoader_Zho", + "DepthFM_Zho" + ], + { + "title_aux": "DepthFM IN COMFYUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-InstantID": [ + [ + "IDBaseModelLoader_fromhub", + "IDBaseModelLoader_local", + "IDControlNetLoader", + "IDGenerationNode", + "ID_Prompt_Styler", + "InsightFaceLoader_Zho", + "Ipadapter_instantidLoader" + ], + { + "title_aux": "ComfyUI-InstantID" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Phi-3-mini": [ + [ + "Phi3mini_4k_Chat_Zho", + "Phi3mini_4k_ModelLoader_Zho", + "Phi3mini_4k_Zho" + ], + { + "title_aux": "Phi-3-mini in ComfyUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker-ZHO": [ + [ + "BaseModel_Loader_fromhub", + "BaseModel_Loader_local", + "LoRALoader", + "NEW_PhotoMaker_Generation", + "PhotoMakerAdapter_Loader_fromhub", + "PhotoMakerAdapter_Loader_local", + "Prompt_Styler", + "Ref_Image_Preprocessing" + ], + { + "title_aux": "ComfyUI PhotoMaker (ZHO)" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PixArt-alpha-Diffusers": [ + [ + "PA_BaseModelLoader_fromhub_Zho", + "PA_Generation_Zho", + "PA_Styler_Zho" + ], + { + "title_aux": "ComfyUI-PixArt-alpha-Diffusers" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Q-Align": [ + [ + "QAlign_Zho" + ], + { + "title_aux": "ComfyUI-Q-Align" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen-VL-API": [ + [ + "QWenVL_API_S_Multi_Zho", + "QWenVL_API_S_Zho" + ], + { + "title_aux": "ComfyUI-Qwen-VL-API" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SVD-ZHO": [ + [ + "SVD_Aspect_Ratio_Zho", + "SVD_Steps_MotionStrength_Seed_Zho", + "SVD_Styler_Zho" + ], + { + "title_aux": "ComfyUI-SVD-ZHO (WIP)" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SegMoE": [ + [ + "SMoE_Generation_Zho", + "SMoE_ModelLoader_Zho" + ], + { + "title_aux": "ComfyUI SegMoE" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Text_Image-Composite": [ + [ + "AlphaChanelAddByMask", + "ImageCompositeBy_BG_Zho", + "ImageCompositeBy_Zho", + "ImageComposite_BG_Zho", + "ImageComposite_Zho", + "RGB_Image_Zho", + "Text_Image_Frame_Zho", + "Text_Image_Multiline_Zho", + "Text_Image_Zho" + ], + { + "title_aux": "ComfyUI-Text_Image-Composite [WIP]" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-UltraEdit-ZHO": [ + [ + "UltraEdit_Generation_Zho", + "UltraEdit_ModelLoader_Zho", + "UltraEdit_ModelLoader_local_Zho" + ], + { + "title_aux": "ComfyUI-UltraEdit-ZHO" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-YoloWorld-EfficientSAM": [ + [ + "ESAM_ModelLoader_Zho", + "Yoloworld_ESAM_DetectorProvider_Zho", + "Yoloworld_ESAM_Zho", + "Yoloworld_ModelLoader_Zho" + ], + { + "title_aux": "ComfyUI YoloWorld-EfficientSAM" + } + ], + "https://github.com/ZHO-ZHO-ZHO/comfyui-portrait-master-zh-cn": [ + [ + "PortraitMaster_\u4e2d\u6587\u7248" + ], + { + "title_aux": "comfyui-portrait-master-zh-cn" + } + ], + "https://github.com/ZUENS2020/ComfyUI-Gemini-LiteLLM": [ + [ + "ChatParams", + "GeminiImageParams", + "LLMBaseConfig", + "LLMChatGenerate", + "LLMImageGenerate", + "ORBaseConfig", + "ORChatGenerate", + "ORChatParams", + "ORImageGenerate", + "ORImageParams" + ], + { + "title_aux": "ComfyUI Gemini LiteLLM Nodes" + } + ], + "https://github.com/ZXL-Xinram/ComfyUI-AutoFlow": [ + [ + "AutoFlowAddAlphaChannel", + "AutoFlowCombineVideoAndMask", + "AutoFlowConditionAssignment", + "AutoFlowConditionChecker", + "AutoFlowExportTexturedMesh", + "AutoFlowImageResizeCalculator", + "AutoFlowIntToListConverter", + "AutoFlowListLength", + "AutoFlowListToIntExtractor", + "AutoFlowLoadImageWithBackground", + "AutoFlowLoadImagesForLoopWithBackground", + "AutoFlowPathJoiner", + "AutoFlowPathParser", + "AutoFlowPathValidator", + "AutoFlowSaveImagesWithAlpha", + "AutoFlowStringCase", + "AutoFlowStringConcat", + "AutoFlowStringFormat", + "AutoFlowStringMultiConcat", + "AutoFlowStringReplace", + "AutoFlowStringSplit", + "AutoFlowTimestampFormatter", + "AutoFlowTimestampGenerator", + "AutoFlowVideoToImages" + ], + { + "title_aux": "ComfyUI-AutoFlow" + } + ], + "https://github.com/ZZXYWQ/ComfyUI-ZZXYWQ": [ + [ + "StreamRecorder", + "VideoFormatConverter", + "ZZX_PaintsUndo" + ], + { + "title_aux": "ZZX Nodes" + } + ], + "https://github.com/Zachary116699/ComfyUI-LoadImageWithMetaDataEx": [ + [ + "ZLoadImageWithMetaDataFP" + ], + { + "title_aux": "ComfyUI_LoadImageWithMetaDataEx" + } + ], + "https://github.com/ZaneA/ComfyUI-ImageReward": [ + [ + "ImageRewardLoader", + "ImageRewardScore" + ], + { + "title_aux": "ImageReward" + } + ], + "https://github.com/Zar4X/ComfyUI-Batch-Process": [ + [ + "ImageBatchLoader", + "ImageBatchSaver", + "LoraBatchLoader", + "TXTBatchLoader", + "TextModifyTool", + "VideoBatchSaver" + ], + { + "title_aux": "ComfyUI-Batch-Process" + } + ], + "https://github.com/Zar4X/ComfyUI-Image-Resizing": [ + [ + "ExtendCanvasByPercentage", + "ExtendCanvasByPercentage (ZX)", + "ImageAspectRatioExtractor", + "ImageCropByPercentage", + "ImageResolutionExtractor", + "MaskCropByPercentage", + "ResizeToMultiple", + "SmartImageResize" + ], + { + "title_aux": "ComfyUI-Image-Resizing" + } + ], + "https://github.com/Zch6111/AI_Text_Comfyui": [ + [ + "AutoPromptGeneratorNode", + "GeminiImageToPrompt", + "SmartAutoPromptNode" + ], + { + "title_aux": "AI_Text_Comfyui" + } + ], + "https://github.com/ZeDarkAdam/ComfyUI-Embeddings-Tools": [ + [ + "EmbeddingsNameLoader", + "EmbendingList" + ], + { + "title_aux": "ComfyUI-Embeddings-Tools" + } + ], + "https://github.com/Zehong-Ma/ComfyUI-MagCache": [ + [ + "CompileModel", + "MagCache", + "MagCacheCalibration" + ], + { + "title_aux": "ComfyUI-MagCache" + } + ], + "https://github.com/Zeknes/Comfyui-LLM-Chat": [ + [ + "LLMChat" + ], + { + "title_aux": "Comfyui-LLM-Chat" + } + ], + "https://github.com/Zeknes/Comfyui-Nanobanana-API": [ + [ + "NanobananaImageGenerator" + ], + { + "title_aux": "Comfyui-Nanobanana-API" + } + ], + "https://github.com/Zeks/comfyui-rapidfire": [ + [ + "BracketEscaper", + "CachedCheckpoint", + "CsvWriterNode", + "HyperTile //Inspire", + "ImmatureImageCounter", + "ImmatureImageDataLoader", + "KSampler //Inspire", + "KSamplerAdvanced //Inspire", + "KSamplerAdvancedPipe //Inspire", + "KSamplerAdvancedProgress //Inspire", + "KSamplerPipe //Inspire", + "KSamplerProgress //Inspire", + "MultiModelAdvancedKsampler", + "MultiModelCheckpointIterator", + "MultiModelCheckpointIteratorFirst", + "MultiModelPromptSaver", + "Ranbooru", + "RandomCharacterSelector", + "RandomNoise //Inspire", + "RapidSchedulerCombo", + "RapidSchedulerSelector", + "RapidStringIterator", + "ScheduledCFGGuider //Inspire", + "ScheduledPerpNegCFGGuider //Inspire", + "StringHasher" + ], + { + "title_aux": "comfyui-rapidfire" + } + ], + "https://github.com/ZeroSpaceStudios/ComfyUI-ZSNodes": [ + [ + "ZS_BoundingBoxCrop", + "ZS_SaveImage" + ], + { + "title_aux": "ComfyUI-ZSNodes" + } + ], + "https://github.com/ZhiHui6/zhihui_nodes_comfyui": [ + [ + "AudioDuration", + "BatchLoadingOfImages", + "ColorMatchToReference", + "ColorRemoval", + "ExtraOptions", + "FilmGrain", + "Florence2Plus", + "GetImageSizes", + "ImageAspectRatio", + "ImageFormatConverter", + "ImageLoader", + "ImageRotateTool", + "ImageScaler", + "ImageSwitchDualMode", + "KontextPresetsPlus", + "LaplacianSharpen", + "LatentSwitchDualMode", + "LoadKontextPresetsBasic", + "MultiLineTextNode", + "MultiPlatformTranslate", + "MultiplePathsInput", + "PathSwitch", + "PauseWorkflow", + "PhotographPromptGenerator", + "PreviewOrCompareImages", + "PriorityImageSwitch", + "PriorityTextSwitch", + "PromptCardSelector", + "PromptDelete", + "PromptGallery", + "PromptPresetMultipleChoice", + "PromptPresetOneChoice", + "PromptReplace", + "Qwen3VLAPI", + "Qwen3VLAdvanced", + "Qwen3VLBasic", + "Qwen3VLExtraOptions", + "ReservedVRAMSetter", + "ResourceCleaner", + "Sa2VAAdvanced", + "Sa2VASegmentationPreset", + "ShowText", + "SobelSharpen", + "SunoLyricsGenerator", + "SunoSongStylePromptGenerator", + "SystemPromptLoader", + "TagSelector", + "TextCombinerNode", + "TextEditorWithContinue", + "TextExpander", + "TextExtractor", + "TextMergerNode", + "TextModifier", + "TextSwitchDualMode", + "TriggerWordMerger", + "TypeDesigner", + "USMSharpen", + "VideoLoader", + "WanPromptGenerator" + ], + { + "title_aux": "zhihui_nodes_comfyui" + } + ], + "https://github.com/Zone-Roam/ComfyUI-Live-Search": [ + [ + "LiveSearch_API_Loader", + "LiveSearch_Agent", + "LiveSearch_Settings" + ], + { + "title_aux": "ComfyUI-Live-Search" + } + ], + "https://github.com/a-l-e-x-d-s-9/ComfyUI-SaveCheckpointWithMetadata": [ + [ + "Save Checkpoint with Metadata", + "SaveCheckpointWithMetadata" + ], + { + "title_aux": "Save Checkpoint with Metadata" + } + ], + "https://github.com/a-ru2016/ComfyUI-Universal-ABM-LoRA": [ + [ + "NullUniversalLoRALoader" + ], + { + "title_aux": "ComfyUI-Universal-ABM-LoRA" + } + ], + "https://github.com/a-ru2016/ComfyUI_UniversalSubspace": [ + [ + "ApplyNullLaLoRA", + "ApplyUniversalLoRA", + "ApplyUniversalWeights", + "LoadUniversalWeights", + "UniversalLoRALoader" + ], + { + "title_aux": "ComfyUI_UniversalSubspace" + } + ], + "https://github.com/a-und-b/ComfyUI_AB_Wildcard": [ + [ + "ABWildcardNode" + ], + { + "title_aux": "ComfyUI_AB_Wildcard" + } + ], + "https://github.com/a-und-b/ComfyUI_Delay": [ + [ + "Add Delay" + ], + { + "title_aux": "ComfyUI_Delay" + } + ], + "https://github.com/a-und-b/ComfyUI_IC-Light-v2_fal": [ + [ + "ICLightV2" + ], + { + "title_aux": "IC-Light V2 (fal.ai)" + } + ], + "https://github.com/a-und-b/ComfyUI_JSON_Helper": [ + [ + "JSONStringToObjectNode" + ], + { + "title_aux": "ComfyUI_JSON_Helper" + } + ], + "https://github.com/a-und-b/ComfyUI_LoRA_from_URL": [ + [ + "Load LoRA From URL" + ], + { + "title_aux": "ComfyUI_LoRA_from_URL" + } + ], + "https://github.com/a-und-b/ComfyUI_MaskAreaCondition": [ + [ + "MaskAreaCondition", + "SelectData" + ], + { + "title_aux": "ComfyUI Mask Area Condition" + } + ], + "https://github.com/a1lazydog/ComfyUI-AudioScheduler": [ + [ + "AmplitudeToGraph", + "AmplitudeToNumber", + "AudioToAmplitudeGraph", + "AudioToAudioData", + "AudioToFFTs", + "BatchAmplitudeSchedule", + "ClipAmplitude", + "FloatArrayToGraph", + "GateNormalizedAmplitude", + "NormalizeAmplitude", + "NormalizedAmplitudeDrivenString", + "NormalizedAmplitudeToGraph", + "NormalizedAmplitudeToNumber", + "TransientAmplitudeBasic" + ], + { + "title_aux": "ComfyUI-AudioScheduler" + } + ], + "https://github.com/aTanguay/ComfyUI_Detonate": [ + [ + "DetonateBlur", + "DetonateChannelCopy", + "DetonateChromaKeyer", + "DetonateClamp", + "DetonateColorCorrect", + "DetonateColorCurves", + "DetonateConstant", + "DetonateCornerPin", + "DetonateCrop", + "DetonateCryptomatteExtract", + "DetonateDefocus", + "DetonateDenoise", + "DetonateDilate", + "DetonateDisplacementMap", + "DetonateEdgeDefringe", + "DetonateEdgeDetect", + "DetonateErode", + "DetonateExposure", + "DetonateGlow", + "DetonateGrade", + "DetonateGrain", + "DetonateGridWarp", + "DetonateHueSatVal", + "DetonateInvert", + "DetonateLUT", + "DetonateLoadEXR", + "DetonateLumaKeyer", + "DetonateLumaKeyerSimple", + "DetonateMaskFromColor", + "DetonateMaskSmoother", + "DetonateMatteControl", + "DetonateMerge", + "DetonateNoise", + "DetonatePremultiply", + "DetonateRamp", + "DetonateRotoBezier", + "DetonateRotoBezierFromImage", + "DetonateSaturation", + "DetonateSeamBlender", + "DetonateSharpen", + "DetonateShuffle", + "DetonateTransform", + "DetonateTriMapGenerator", + "DetonateUnpremultiply", + "DetonateVignette", + "DetonateZDefocus", + "DetonateZMerge" + ], + { + "title_aux": "ComfyUI_Detonate" + } + ], + "https://github.com/aadityamundhalia/ComfyUI-ollama-aditya": [ + [ + "OllamaPromptGenerator" + ], + { + "title_aux": "ComfyUI Ollama by Aditya" + } + ], + "https://github.com/abdozmantar/ComfyUI-DeepExtract": [ + [ + "VocalAndSoundRemoverNode" + ], + { + "title_aux": "DeepExtract" + } + ], + "https://github.com/abdozmantar/ComfyUI-DeepExtractV2": [ + [ + "DeepExtractV2Node" + ], + { + "title_aux": "DeepExtract2" + } + ], + "https://github.com/abdullahceylan/ac-comfyui-image-optimizer": [ + [ + "ACImageBatchResizer", + "ACImageInfo", + "ACImageOptimizer", + "ACImageOptimizerAdvanced", + "ACImageOptimizerMultiInput", + "ACImageOptimizerPreview", + "ACImageOptimizerSave", + "ACImageOptimizerSaveMultiInput", + "ACImageSmartResizer" + ], + { + "author": "Abdullah Ceylan", + "title_aux": "AC Image Optimizer" + } + ], + "https://github.com/abdullahceylan/ac-comfyui-queue-manager": [ + [ + "QueueManagerNode" + ], + { + "title_aux": "AC ComfyUI Queue Manager" + } + ], + "https://github.com/aburahamu/ComfyUI-IsNiceParts": [ + [ + "NiceHand" + ], + { + "title_aux": "ComfyUI-IsNiceParts" + } + ], + "https://github.com/aburahamu/ComfyUI-RequestsPoster": [ + [ + "GetImageFromSD3byI2I", + "GetImageFromSD3byT2I", + "PostImage2Discord", + "PostImage2X", + "PostText" + ], + { + "title_aux": "ComfyUI-RequestPoster" + } + ], + "https://github.com/abyz22/image_control": [ + [ + "abyz22_AddPrompt", + "abyz22_Convertpipe", + "abyz22_Editpipe", + "abyz22_FirstNonNull", + "abyz22_Frompipe", + "abyz22_ImpactWildcardEncode", + "abyz22_ImpactWildcardEncode_GetPrompt", + "abyz22_Padding Image", + "abyz22_RandomMask", + "abyz22_RemoveControlnet", + "abyz22_ResizeOpenpose", + "abyz22_SaveImage", + "abyz22_SetQueue", + "abyz22_Topipe", + "abyz22_blend_onecolor", + "abyz22_blendimages", + "abyz22_bypass", + "abyz22_censoring", + "abyz22_drawmask", + "abyz22_lamaInpaint", + "abyz22_lamaPreprocessor", + "abyz22_makecircles", + "abyz22_path_generator", + "abyz22_setimageinfo", + "abyz22_smallhead" + ], + { + "title_aux": "image_control" + } + ], + "https://github.com/acorderob/sd-webui-prompt-postprocessor": [ + [ + "ACBPPPSelectVariable", + "ACBPromptPostProcessor" + ], + { + "author": "ACB", + "description": "Node for processing prompts. Includes the following options: send to negative prompt, set variables, if/elif/else command for conditional content, wildcards and choices.", + "nickname": "ACB PPP", + "title": "Prompt Post Processor", + "title_aux": "Prompt PostProcessor" + } + ], + "https://github.com/adambarbato/ComfyUI-Sa2VA": [ + [ + "Sa2VANodeTpl" + ], + { + "title_aux": "Sa2VA Segmentation" + } + ], + "https://github.com/adbrasi/ComfyUI-TrashNodes-DownloadHuggingface": [ + [ + "DownloadLinkChecker", + "ShowFileNames" + ], + { + "title_aux": "ComfyUI-TrashNodes-DownloadHuggingface" + } + ], + "https://github.com/adieyal/comfyui-dynamicprompts": [ + [ + "DPCombinatorialGenerator", + "DPFeelingLucky", + "DPJinja", + "DPMagicPrompt", + "DPOutput", + "DPRandomGenerator" + ], + { + "title_aux": "DynamicPrompts Custom Nodes" + } + ], + "https://github.com/adigayung/ComfyUI-Translator": [ + [ + "AT_CLIPTextAutoTranslate", + "AT_PromptText", + "CLIP Text Encode (Auto Translate)", + "Prompt Text (Auto Translate)" + ], + { + "title_aux": "ComfyUI-Translator" + } + ], + "https://github.com/adrianschubek/comfyui-zeug": [ + [ + "ZeugBool", + "ZeugCleanGpuPass", + "ZeugFloat", + "ZeugFloatToStr", + "ZeugInt", + "ZeugIntToStr", + "ZeugIntToWxH", + "ZeugJoinStr", + "ZeugJoinStrList", + "ZeugPrintPass", + "ZeugSplitStrList", + "ZeugStr", + "ZeugStrToFloat", + "ZeugStrToInt", + "ZeugWxHToInt" + ], + { + "title_aux": "comfyui-zeug" + } + ], + "https://github.com/adriflex/ComfyUI_Blender_Texdiff": [ + [ + "ViewportColor", + "ViewportDepth" + ], + { + "title_aux": "ComfyUI_Blender_Texdiff" + } + ], + "https://github.com/advancedtech-sk/ComfyUI-GROUT": [ + [ + "GROUTHeatmapColorize", + "GROUTSegmentation", + "GROUTThreshold" + ], + { + "title_aux": "ComfyUI-GROUT" + } + ], + "https://github.com/aegis72/aegisflow_utility_nodes": [ + [ + "Add Text To Image", + "Aegisflow CLIP Pass", + "Aegisflow Conditioning Pass", + "Aegisflow Image Pass", + "Aegisflow Latent Pass", + "Aegisflow Mask Pass", + "Aegisflow Model Pass", + "Aegisflow Pos/Neg Pass", + "Aegisflow SDXL Tuple Pass", + "Aegisflow VAE Pass", + "Aegisflow controlnet preprocessor bus", + "Apply Instagram Filter", + "Binary INT Switch", + "Brightness_Contrast_Ally", + "Flatten Colors", + "Gaussian Blur_Ally", + "GlitchThis Effect", + "Hue Rotation", + "Image Flip_ally", + "Placeholder Tuple", + "Swap Color Mode", + "aegisflow Multi_Pass", + "aegisflow Multi_Pass XL", + "af_pipe_in_15", + "af_pipe_in_xl", + "af_pipe_out_15", + "af_pipe_out_xl" + ], + { + "title_aux": "AegisFlow Utility Nodes" + } + ], + "https://github.com/aegis72/comfyui-styles-all": [ + [ + "menus" + ], + { + "title_aux": "ComfyUI-styles-all" + } + ], + "https://github.com/aesethtics/ComfyUI-Utilitools": [ + [ + "UtilAdd", + "UtilAspectRatio", + "UtilBatchController", + "UtilBooleanAND", + "UtilBooleanNOT", + "UtilBooleanOR", + "UtilCalculator", + "UtilConstantFloat", + "UtilConstantInt", + "UtilConstantString", + "UtilCounter", + "UtilDateTimestamp", + "UtilDivide", + "UtilFloatToInt", + "UtilIfThenElse", + "UtilImageDimensions", + "UtilIntToFloat", + "UtilListCreate", + "UtilListIndex", + "UtilMultiply", + "UtilPassthrough", + "UtilStringReplace", + "UtilSubtract", + "UtilSwitch", + "UtilTextConcat", + "UtilWhateverToString" + ], + { + "title_aux": "ComfyUI Utilitools Nodes" + } + ], + "https://github.com/aesethtics/comfyui-3d-model-viewer": [ + [ + "ThreeDModelViewer" + ], + { + "title_aux": "ComfyUI 3D Model Viewer" + } + ], + "https://github.com/agavesunset/AgaveLogicCounter": [ + [ + "CyclicIntController" + ], + { + "title_aux": "AgaveLogicCounter" + } + ], + "https://github.com/agilly1989/ComfyUI_agilly1989_motorway": [ + [ + "MotorwayFloat", + "MotorwayInt", + "MotorwaySeed", + "MotorwayStart", + "MotorwayStr", + "MotorwayStrMulti" + ], + { + "title_aux": "ComfyUI_agilly1989_motorway" + } + ], + "https://github.com/ah-kun/ComfyUI-FailSafe-Translate-Node": [ + [ + "FailSafeTranslateAdvanced", + "FailSafeTranslateSimple" + ], + { + "title_aux": "ComfyUI-FailSafe-Translate-Node" + } + ], + "https://github.com/ahernandezmiro/ComfyUI-GCP_Storage_tools": [ + [ + "GCPReadImageNode", + "GCPWriteImageNode" + ], + { + "title_aux": "ComfyUI-GCP_Storage_tools" + } + ], + "https://github.com/ahkimkoo/ComfyUI-GetKeyFrames": [ + [ + "BreakGrid", + "GetKeyFrames", + "MakeGrid" + ], + { + "title_aux": "ComfyUI-GetKeyFrames" + } + ], + "https://github.com/ahkimkoo/Comfyui-AudioSegment": [ + [ + "AudioListToBatch", + "AudioSegmentByParagraph", + "AudioSegmenter", + "SelectAudioClipFromList", + "SelectAudioFromList" + ], + { + "title_aux": "ComfyUI Audio Segment Plugin" + } + ], + "https://github.com/ai-joe-git/ComfyUI-Metadata-Extractor": [ + [ + "MetadataExtractorImproved" + ], + { + "title_aux": "ComfyUI-Metadata-Extractor" + } + ], + "https://github.com/ai-joe-git/ComfyUI-Simple-Prompt-Batcher": [ + [ + "SimplePromptBatcher" + ], + { + "title_aux": "ComfyUI-Simple-Prompt-Batcher" + } + ], + "https://github.com/ai-liam/comfyui-liam": [ + [ + "AiStoreAzureGPTLiam", + "GetBetterDepthImage", + "LiamLibDisplayText", + "LiamLibFillImage", + "LiamLibImageToGray", + "LiamLibLoadImage", + "LiamLibMergeText", + "LiamLibSaveImg", + "LiamLibSaveText", + "OllamaApiTNodeLiam", + "PreviewReliefImage", + "SpeechRecognitionLiam", + "SpeechSynthesisLiam" + ], + { + "title_aux": "LiamUtil" + } + ], + "https://github.com/ai-liam/comfyui_liam_util": [ + [ + "LiamLoadImage" + ], + { + "title_aux": "LiamUtil (single node)" + } + ], + "https://github.com/ai-shizuka/ComfyUI-tbox": [ + [ + "AnimalPosePreprocessor", + "BatchManager", + "CannyPreprocessor", + "ConstrainImageNode", + "DWPosePreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "GFPGANNode", + "ImageLoader", + "ImageResize", + "ImageSaver", + "ImageSize", + "ImagesSaver", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "MaskAddNode", + "MiDaSDepthPreprocessor", + "PurgeVRAMNode", + "VideoInfo", + "VideoLoader", + "VideoSaver", + "WatermarkNode" + ], + { + "author": "tstandley", + "title_aux": "ComfyUI-tbox" + } + ], + "https://github.com/aiaiaikkk/ComfyUI-Curve": [ + [ + "CameraRawEnhanceNode", + "CameraRawToneCurveNode", + "ColorGradingNode", + "CurvePresetNode", + "GaussianBlurNode", + "HistogramAnalysisNode", + "PhotoshopCurveNode", + "PhotoshopHSLNode", + "PhotoshopLevelsNode" + ], + { + "title_aux": "ComfyUI-Curve" + } + ], + "https://github.com/aiaiaikkk/comfyui-api-image-edit": [ + [ + "APIImageEditNode" + ], + { + "title_aux": "ComfyUI API Image Edit" + } + ], + "https://github.com/aiaiaikkk/super-prompt-canvas": [ + [ + "AdvancedBackgroundRemoval", + "BackgroundRemovalSettings", + "CustomModelPromptGenerator", + "KontextSuperPrompt", + "LRPGCanvas", + "OllamaKontextPromptGenerator", + "OllamaServiceManager", + "TextGenWebUIFluxKontextEnhancer" + ], + { + "title_aux": "super-prompt-canvas" + } + ], + "https://github.com/aianimation55/ComfyUI-FatLabels": [ + [ + "FatLabels" + ], + { + "title_aux": "Comfy UI FatLabels" + } + ], + "https://github.com/aiartvn/A2V_Multi_Image_Composite": [ + [ + "A2V_Multi_Image_Composite" + ], + { + "title_aux": "A2V Multi Image Composite" + } + ], + "https://github.com/aicuai/aicu-comfyui-stability-ai-api": [ + [ + "StabilityControlSketch", + "StabilityControlStructure", + "StabilityControlStyle", + "StabilityEdit", + "StabilityImageCore", + "StabilityImageSD3", + "StabilityImageToVideo", + "StabilityImageUltra", + "StabilityUpscaleConservative", + "StabilityUpscaleCreative", + "StabilityUpscaleFast" + ], + { + "title_aux": "aicu-comfyui-stability-ai-api" + } + ], + "https://github.com/aicuai/comfyui-save-image-watermark": [ + [ + "ExtractInvisibleWatermark", + "Local Save", + "LocalSaveImageWithWatermark" + ], + { + "title_aux": "comfyui-save-image-watermark" + } + ], + "https://github.com/aidec/Comfyui_TextBatch_aidec": [ + [ + "DataTempManager", + "DataTmpGet", + "DataTmpSet", + "GroupController", + "IFMatchCond", + "ImageFilenameProcessor", + "ImageInfoExtractor", + "ImageQueueProcessor", + "ImageQueueProcessorPlus", + "ImageQueueProcessorPro", + "JsonQuery", + "LoadImageByIndex", + "LoadImagesFromDirBatch", + "LoadImagesFromDirLazy", + "LoopResultExtractor", + "PathParser", + "TextArrayIndex", + "TextBatch", + "TextQueueProcessor", + "TextSplitCounter", + "TextSplitGet", + "UniversalLoopController" + ], + { + "title_aux": "Comfyui_TextBatch_aidec" + } + ], + "https://github.com/aidenli/ComfyUI_NYJY": [ + [ + "BailianChat", + "BailianChatOption", + "BailianVL", + "BailianVLOption", + "CivitaiPrompt", + "CommonLLMChat", + "ConvertAnyToString", + "ConvertDenoseToStep", + "ConvertStringToNumber", + "CreateSeedanceVideo", + "CustomLatentImage-NYJY", + "FloatSlider-NYJY", + "FluxProOnline", + "GetItemFromList", + "JoyCaption", + "JoyCaptionAlpha1Online", + "JoyCaptionAlpha2Online", + "JoyTag", + "JsonDumps", + "JsonGetKeys", + "JsonGetValueByKeys", + "JsonLoads", + "LengthOfArray", + "QwenLatentImage", + "ReadFileToString", + "Seededit3", + "Seedream3Txt2Img", + "Seedream4Img2Img", + "Seedream4Txt2Img", + "SplitString", + "Translate", + "VolcengineChat", + "VolcengineChatOption", + "VolcengineImageOption", + "VolcengineImg2Img", + "VolcengineTxt2Img" + ], + { + "title_aux": "ComfyUI_NYJY" + } + ], + "https://github.com/aigc-apps/EasyAnimate": [ + [ + "CameraBasicFromChaoJie", + "CameraCombineFromChaoJie", + "CameraJoinFromChaoJie", + "CameraTrajectoryFromChaoJie", + "CreateTrajectoryBasedOnKJNodes", + "EasyAnimateI2VSampler", + "EasyAnimateT2VSampler", + "EasyAnimateV2VSampler", + "EasyAnimateV5_I2VSampler", + "EasyAnimateV5_T2VSampler", + "EasyAnimateV5_V2VSampler", + "EasyAnimate_TextBox", + "ImageMaximumNode", + "LoadEasyAnimateLora", + "LoadEasyAnimateModel", + "TextBox" + ], + { + "title_aux": "Video Generation Nodes for EasyAnimate" + } + ], + "https://github.com/aigc-apps/VideoX-Fun": [ + [ + "CameraBasicFromChaoJie", + "CameraCombineFromChaoJie", + "CameraJoinFromChaoJie", + "CameraTrajectoryFromChaoJie", + "CogVideoXFunInpaintSampler", + "CogVideoXFunT2VSampler", + "CogVideoXFunV2VSampler", + "CombineFlux2Pipeline", + "CombineQwenImagePipeline", + "CombineWan2_2Pipeline", + "CombineWan2_2VaceFunPipeline", + "CombineWanPipeline", + "CombineZImagePipeline", + "CreateTrajectoryBasedOnKJNodes", + "Flux2ControlSampler", + "Flux2T2ISampler", + "FunAttention", + "FunCompile", + "FunRiflex", + "FunTextBox", + "ImageCollectNode", + "ImageMaximumNode", + "ImageToCanny", + "ImageToDepth", + "ImageToPose", + "LoadCogVideoXFunLora", + "LoadCogVideoXFunModel", + "LoadFlux2ControlNetInModel", + "LoadFlux2ControlNetInPipeline", + "LoadFlux2Lora", + "LoadFlux2Model", + "LoadFlux2TextEncoderModel", + "LoadFlux2TransformerModel", + "LoadFlux2VAEModel", + "LoadQwenImageControlNetInModel", + "LoadQwenImageControlNetInPipeline", + "LoadQwenImageLora", + "LoadQwenImageModel", + "LoadQwenImageProcessor", + "LoadQwenImageTextEncoderModel", + "LoadQwenImageTransformerModel", + "LoadQwenImageVAEModel", + "LoadVaceWanTransformer3DModel", + "LoadWan2_2FunLora", + "LoadWan2_2FunModel", + "LoadWan2_2Lora", + "LoadWan2_2Model", + "LoadWan2_2TransformerModel", + "LoadWan2_2VaceFunModel", + "LoadWanClipEncoderModel", + "LoadWanFunLora", + "LoadWanFunModel", + "LoadWanLora", + "LoadWanModel", + "LoadWanTextEncoderModel", + "LoadWanTransformerModel", + "LoadWanVAEModel", + "LoadZImageControlNetInModel", + "LoadZImageControlNetInPipeline", + "LoadZImageLora", + "LoadZImageModel", + "LoadZImageTextEncoderModel", + "LoadZImageTransformerModel", + "LoadZImageVAEModel", + "QwenImageControlSampler", + "QwenImageEditPlusSampler", + "QwenImageEditSampler", + "QwenImageT2VSampler", + "VideoToCanny", + "VideoToDepth", + "VideoToOpenpose", + "Wan2_2FunInpaintSampler", + "Wan2_2FunT2VSampler", + "Wan2_2FunV2VSampler", + "Wan2_2I2VSampler", + "Wan2_2T2VSampler", + "Wan2_2VaceFunSampler", + "WanFunInpaintSampler", + "WanFunT2VSampler", + "WanFunV2VSampler", + "WanI2VSampler", + "WanT2VSampler", + "ZImageControlSampler", + "ZImageT2ISampler" + ], + { + "title_aux": "VideoX-Fun" + } + ], + "https://github.com/aimerib/ComfyUI_HigherBitDepthSaveImage": [ + [ + "SaveImageHigherBitDepth" + ], + { + "title_aux": "ComfyUI-HigherBitDepthSaveImage" + } + ], + "https://github.com/aimoviestudio/comfyui-promptbuilder": [ + [ + "DynamicJsonPromptBuilder", + "DynamicTextPromptBuilder", + "JsonPromptBuilder", + "TextPromptBuilder", + "TextPromptNode" + ], + { + "title_aux": "ComfyUI Prompt Builder" + } + ], + "https://github.com/ainewsto/Comfyui-chatgpt-api": [ + [ + "ComfyuiChatGPTApi", + "Comfyui_gpt_image_1", + "Comfyui_gpt_image_1_edit" + ], + { + "title_aux": "Comfyui-chatgpt-api" + } + ], + "https://github.com/ainewsto/Comfyui-google-veo2-api": [ + [ + "ComfyuiGoogleVeo2" + ], + { + "title_aux": "Comfyui-google-veo2-api" + } + ], + "https://github.com/ainewsto/comfyui-labs-google": [ + [ + "ComfyUI-ImageFx", + "ComfyUI-Whisk", + "ComfyUI-Whisk-Prompts" + ], + { + "title_aux": "comfyui-labs-google" + } + ], + "https://github.com/aining2022/ComfyUI_Swwan": [ + [ + "AddLabel", + "AnyBooleanSwitch (Swwan)", + "AnySwitch (Swwan)", + "BatchSlice", + "ColorMatch", + "CrossFadeImages", + "CrossFadeImagesMulti", + "DrawMaskOnImage", + "FastPreview", + "GetImageRangeFromBatch", + "GetImageSizeAndCount", + "GetImagesFromBatchIndexed", + "GetLatentRangeFromBatch", + "GetLatentSizeAndCount", + "IO_save_image", + "ImageAddMulti", + "ImageAndMaskPreview", + "ImageBatchExtendWithOverlap", + "ImageBatchFilter", + "ImageBatchJoinWithTransition", + "ImageBatchMulti", + "ImageBatchRepeatInterleaving", + "ImageBatchTestPattern", + "ImageConcanate", + "ImageConcatFromBatch", + "ImageConcatMulti", + "ImageCropByMask", + "ImageCropByMaskAndResize", + "ImageCropByMaskBatch", + "ImageGrabPIL", + "ImageGridComposite2x2", + "ImageGridComposite3x3", + "ImageGridtoBatch", + "ImageNormalize_Neg1_To_1", + "ImagePadForOutpaintMasked", + "ImagePadForOutpaintTargetSize", + "ImagePadKJ", + "ImagePass", + "ImagePrepForICLora", + "ImageResizeByMegapixels", + "ImageResizeKJ", + "ImageResizeKJv2", + "ImageTensorList", + "ImageUncropByMask", + "ImageUpscaleWithModelBatched", + "Image_Resize_sum", + "Image_Resize_sum_data", + "Image_Resize_sum_restore", + "InsertImagesToBatchIndexed", + "InsertLatentToIndex", + "LayerUtility: CropByMask V2", + "LayerUtility: CropByMask V3", + "LayerUtility: CropByMask V4", + "LayerUtility: ImageScaleByAspectRatio V2", + "LayerUtility: RestoreCropBox", + "LayerUtility: RestoreCropBox V2", + "LoadAndResizeImage", + "LoadImagesFromFolderKJ", + "LoadVideosFromFolder", + "Mask_transform_sum", + "MathExpression_UTK", + "MergeBatch", + "MergeImageChannels", + "PadImageBatchInterleaved", + "PreviewAnimation", + "RemapImageRange", + "ReplaceImagesInBatch", + "ReverseImageBatch", + "SaveImageKJ", + "SaveImageWithAlpha", + "SaveStringKJ", + "Seed (rgthree)", + "ShuffleImageBatch", + "SplitImageChannels", + "SwwanCropByMaskV5", + "SwwanImageBatchToImageList", + "SwwanImageListToImageBatch", + "SwwanRestoreCropBoxV3", + "SwwanRestoreCropBoxV4", + "TransitionImagesInBatch", + "TransitionImagesMulti", + "WebcamCaptureCV2", + "list_Merge", + "list_Slice", + "list_Value", + "list_num_range", + "math_Remap_data", + "math_calculate", + "nsfwDetector", + "nsfwDetectorV2", + "raiseExceptionOnTrue", + "sch_Prompt", + "sch_Value", + "sch_image", + "sch_mask", + "sch_split_text", + "sch_text", + "type_AnyIndex" + ], + { + "title_aux": "ComfyUI_Swwan" + } + ], + "https://github.com/aisabervisionlab/ComfyUI_merge_ASVL": [ + [ + "ASVL" + ], + { + "title_aux": "ComfyUI_merge_ASVL" + } + ], + "https://github.com/aistudynow/Comfyui-HunyuanFoley": [ + [ + "HunyuanDependenciesLoader", + "HunyuanFoleySampler", + "HunyuanFoleyTorchCompile", + "HunyuanModelLoader", + "SelectAudioFromBatch" + ], + { + "title_aux": "Comfyui-HunyuanFoley" + } + ], + "https://github.com/ajbergh/comfyui-ethnicity_hairstyle_clip_encoder": [ + [ + "CLIPTextEncodeWithExtras" + ], + { + "title_aux": "comfyui-ethnicity_hairstyle_clip_encoder" + } + ], + "https://github.com/akatz-ai/ComfyUI-AKatz-Nodes": [ + [ + "AK_AdjustDepthmapBrightness", + "AK_AdjustListSize", + "AK_AnimatedDilationMaskLinear", + "AK_AudioFramesyncSchedule", + "AK_AudioreactiveDilateMaskInfinite", + "AK_AudioreactiveDilationMask", + "AK_AudioreactiveDynamicDilationMask", + "AK_BinaryAmplitudeGate", + "AK_BlobTrack", + "AK_BrightnessToFloatList", + "AK_ConvertListToFloatList", + "AK_DilateMaskLinearInfinite", + "AK_FadeBetweenBatches", + "AK_FlexFeatureToFloatList", + "AK_FloatListToDilateMaskSchedule", + "AK_FloatListToFlexFeature", + "AK_IPAdapterCustomWeights", + "AK_KeyframeScheduler", + "AK_LagChop", + "AK_ListToNumpyFloatArray", + "AK_MakeDepthmapSeamless", + "AK_NormalizeMaskImage", + "AK_RescaleFloatList", + "AK_ScaleMask", + "AK_ScheduledBinaryComparison", + "AK_ShrinkNumSequence", + "AK_SplitImageBatch", + "AK_VideoSpeedAdjust", + "Scale Mask Node" + ], + { + "author": "akatz", + "description": "Custom node pack for nodes I use in my workflows.", + "nickname": "Akatz Custom Nodes", + "title": "Akatz Custom Nodes", + "title_aux": "Akatz Custom Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-Basic-Math": [ + [ + "BasicMath", + "BooleanInput", + "BooleanLogic", + "BooleanUnary", + "FloatComparison", + "FloatInput", + "IntMath", + "IntegerComparison", + "IntegerInput", + "MathConstants", + "NumberClamp", + "NumberComparison", + "NumberInRange", + "NumberLerp", + "NumberRound", + "PreciseFloatInput", + "StringComparison", + "StringInput", + "ToBool", + "ToFloat", + "ToInt", + "ToString", + "UnaryMath" + ], + { + "title_aux": "ComfyUI-Basic-Math" + } + ], + "https://github.com/akatz-ai/ComfyUI-DepthCrafter-Nodes": [ + [ + "DepthCrafter", + "DownloadAndLoadDepthCrafterModel" + ], + { + "author": "akatz", + "description": "Custom nodes for use with DepthCrafter. Create consistent depth maps for your videos.", + "nickname": "DepthCrafter Nodes", + "title": "DepthCrafter Nodes", + "title_aux": "DepthCrafter Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-Depthflow-Nodes": [ + [ + "Depthflow", + "DepthflowEffectColor", + "DepthflowEffectDOF", + "DepthflowEffectInpaint", + "DepthflowEffectVignette", + "DepthflowMotionArc", + "DepthflowMotionCosine", + "DepthflowMotionLinear", + "DepthflowMotionPresetCircle", + "DepthflowMotionPresetDolly", + "DepthflowMotionPresetHorizontal", + "DepthflowMotionPresetOrbital", + "DepthflowMotionPresetVertical", + "DepthflowMotionPresetZoom", + "DepthflowMotionSetTarget", + "DepthflowMotionSine", + "DepthflowMotionTriangle" + ], + { + "author": "akatz", + "description": "Custom nodes for use with Tremeschin's Depthflow library.", + "nickname": "Depthflow Nodes", + "title": "Depthflow Nodes", + "title_aux": "\ud83c\udf0a Depthflow Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-X-Portrait-Nodes": [ + [ + "DownloadXPortraitModel", + "XPortrait" + ], + { + "author": "akatz", + "description": "Custom nodes for use with X-Portrait. Animate portraits with an input video and a reference image.", + "nickname": "X-Portrait Nodes", + "title": "X-Portrait Nodes", + "title_aux": "ComfyUI-X-Portrait-Nodes" + } + ], + "https://github.com/akaugun/comfyui-lora-hook-trigger": [ + [ + "LoraTriggerWithExample" + ], + { + "title_aux": "comfyui-lora-hook-trigger" + } + ], + "https://github.com/akawana/ComfyUI-AK-Pack": [ + [ + "AK Base", + "AK Control Multiple KSamplers", + "AK Pipe", + "AK Pipe Loop", + "AK Replace Alpha with Color", + "AK Replace Color with Alpha", + "AKCLIPEncodeMultiple", + "AKContrastAndSaturateImage", + "AKIndexMultiple", + "AKKSamplerSettings", + "AKKSamplerSettingsOut", + "AKProjectSettingsOut", + "AKResizeOnBoolean", + "CLIPTextEncodeAndCombineCached", + "CLIPTextEncodeCached", + "Getter", + "IsMaskEmpty", + "IsOneOfGroupsActive", + "PreviewRawText", + "RepeatGroupState", + "Setter" + ], + { + "title_aux": "AK Pack" + } + ], + "https://github.com/akawana/ComfyUI-AK-XZ-Axis": [ + [ + "AK XZ Axis Plot", + "AK XZ Batch Lora", + "AK XZ Batch Prompts", + "AK XZ Range Float", + "AK XZ Range Int", + "AKXZPreviewPlot" + ], + { + "title_aux": "AK XZ Axis (XY for any KSampler)" + } + ], + "https://github.com/akawana/ComfyUI-Folded-Prompts": [ + [ + "FPFoldedPrompts", + "FPTextAreaPlus", + "FPTextCleanAndSplitt" + ], + { + "title_aux": "Folded prompts" + } + ], + "https://github.com/akawana/ComfyUI-RGBYP-Mask-Editor": [ + [ + "MaskGrowBlur", + "RGBYPLoadImage", + "RGBYPMaskBridge", + "RGBYPMaskCompositeWithStrength", + "RGBYPMaskStrength", + "RGBYPMaskStrengthOut", + "RGBYPMaskToList", + "RGBYPMaskToRegularMasks", + "RGBYPSaveMask" + ], + { + "title_aux": "RGBYP Mask Editor (RGB + YP)" + } + ], + "https://github.com/akierson/ComfyUI-textnodes": [ + [ + "Prompt Truncate", + "Tidy Tags" + ], + { + "title_aux": "ComfyUI-textnodes" + } + ], + "https://github.com/akierson/comfyui-colornodes": [ + [ + "Color Picker", + "Color to Hex", + "Color to RGB", + "Image Replace Color", + "Invert Color" + ], + { + "title_aux": "comfyui-colornodes" + } + ], + "https://github.com/al-swaiti/All-IN-ONE-style": [ + [ + "ComfyUIStyler", + "menus" + ], + { + "title_aux": "All-IN-ONE-style" + } + ], + "https://github.com/al-swaiti/ComfyUI-CascadeResolutions": [ + [ + "CascadeResolutions" + ], + { + "title_aux": "ComfyUI-CascadeResolutions" + } + ], + "https://github.com/al-swaiti/ComfyUI-OllamaGemini": [ + [ + "ClaudeAPI", + "FLUXResolutions", + "GeminiAPI", + "GeminiBBoxJoin", + "GeminiBEN2_RMBG", + "GeminiBRIA_RMBG", + "GeminiBRIA_RMBG_Safe", + "GeminiCLIPSeg", + "GeminiCombineSegMasks", + "GeminiComfyUIStyler", + "GeminiConvertRasterToVector", + "GeminiDrawBBoxMask", + "GeminiFLUXResolutions", + "GeminiImageGenerator", + "GeminiLoadImagePath", + "GeminiLoadImagesFromDir", + "GeminiMathExpression", + "GeminiSVGPreview", + "GeminiSaveSVG", + "GeminiSaveText", + "GeminiSmartPromptGenerator", + "GeminiTextSplitter", + "GeminiUltraDetect", + "ListAvailableModels", + "OllamaAPI", + "QwenAPI", + "VeoLoadVideo", + "VeoVideoExtend", + "VeoVideoGenerator", + "VeoVideoGeneratorAdvanced", + "style_menus" + ], + { + "title_aux": "ComfyUI-OllamaGemini" + } + ], + "https://github.com/alFrame/ComfyUI-AF-Enhanced-HTML-Note": [ + [ + "AF_Enhanced_HTML_Note" + ], + { + "author": "Alex Furer", + "description": "A ComfyUI custom node that allows you to create a note node with HTML support.", + "nickname": "AF - Enhanced HTML Note", + "title": "AF - Enhanced HTML Note", + "title_aux": "ComfyUI AF - Enhanced-HTML-Note" + } + ], + "https://github.com/alFrame/ComfyUI-AF-Pack-Prompt-Nodes": [ + [ + "AF_Edit_Generated_Prompt", + "AF_Load_Prompt_History", + "AF_Model_Switch", + "AF_Save_Prompt_History", + "AF_Show_Text" + ], + { + "author": "Alex Furer", + "description": "A collection of prompt management nodes for ComfyUI including prompt editing, history saving, and loading functionality.", + "nickname": "AF Prompt Nodes Pack", + "title": "AF Prompt Nodes Pack", + "title_aux": "ComfyUI AF - Pack-Prompt-Nodes" + } + ], + "https://github.com/alanhuang67/ComfyUI-FAI-Node": [ + [ + "FAIDynamicMask", + "FAIScaleScheduler", + "FAI_Voronoi_Generator" + ], + { + "title_aux": "FAI-Node" + } + ], + "https://github.com/alankent/ComfyUI-OA-360-Clip": [ + [ + "OA360Clip" + ], + { + "title_aux": "OA 360 Clip" + } + ], + "https://github.com/alastor-666-1933/caching_to_not_waste": [ + [ + "caching_condition", + "caching_controlnet", + "caching_from_combined_images", + "caching_image", + "caching_mask", + "caching_text", + "caching_wildcard_list" + ], + { + "title_aux": "Caching to not Waste" + } + ], + "https://github.com/alchemine/comfyui-alchemine-pack": [ + [ + "AsyncSaveImage", + "AutoBreak", + "DanbooruPopularPostsTagsRetriever", + "DanbooruPostTagsRetriever", + "DanbooruPostsDownloader", + "DanbooruRelatedTagsRetriever", + "DownloadImage", + "FilterSubtags", + "FilterTags", + "FixBreakAfterTIPO", + "GeminiInference", + "OllamaInference", + "PreviewLatestImage", + "ProcessTags", + "RemoveWeights", + "ReplaceUnderscores", + "SaveImageWithText", + "SignalSwitch", + "SubstituteTags", + "TextEditingInference", + "TokenAnalyzer", + "WidthHeight" + ], + { + "title_aux": "ComfyUI-Alchemine-Pack" + } + ], + "https://github.com/aledelpho/Arthemy_Live-Tuner-SDXL-ComfyUI": [ + [ + "ArthemyClipLiveTunerSDXL", + "ArthemyLiveModelTunerSDXL" + ], + { + "title_aux": "Arthemy Live Tuner - SDXL" + } + ], + "https://github.com/aledelpho/Arthemy_Live-Tuner-ZIT-ComfyUI": [ + [ + "ArthemyQwenSaver", + "ArthemyQwenTunerLab", + "ArthemyQwenTunerSimple", + "ArthemyTunerLoader", + "ArthemyZImage_Saver", + "ArthemyZImage_Tuner_Lab", + "ArthemyZImage_Tuner_Simple" + ], + { + "title_aux": "Arthemy Live Tuner - Z-image" + } + ], + "https://github.com/aleolidev/comfy_kaizen_package": [ + [ + "KaizenImageComposite" + ], + { + "title_aux": "Kaizen Package" + } + ], + "https://github.com/alessandroperilli/OCS_Nodes": [ + [ + "OCS_CloudImageSize", + "OCS_FirstNotEmpty", + "OCS_ImageGrid4x4", + "OCS_ImageListFilter", + "OCS_ImageSaver", + "OCS_LocalImageSize", + "OCS_LocalVideoSize", + "OCS_ModelDownloader", + "OCS_Watermarker" + ], + { + "title_aux": "Open Creative Studio Nodes" + } + ], + "https://github.com/alessandrozonta/ComfyUI-CenterNode": [ + [ + "BBoxCrop" + ], + { + "title_aux": "ComfyUI-CenterNode" + } + ], + "https://github.com/alessandrozonta/ComfyUI-Layers": [ + [ + "LayerDividerDivideLayer", + "LayersSaver - Save Layer", + "LayersSaver - Save Layer From Images", + "PSDLayerCreatorFromImagesOnly" + ], + { + "title_aux": "Save Layers Node for ComfyUI" + } + ], + "https://github.com/alessandrozonta/ComfyUI-OpenPose": [ + [ + "OpenPose - Get poses", + "OpenPoseNode" + ], + { + "author": "joe", + "title_aux": "OpenPose Node" + } + ], + "https://github.com/alessandrozonta/ComfyUI-PoseDirection": [ + [ + "DirectionNode", + "OpenPose - Get direction" + ], + { + "title_aux": "ComfyUI-PoseDirection" + } + ], + "https://github.com/alessandrozonta/Comfyui-LoopLoader": [ + [ + "LoadLoopImagesFromDir" + ], + { + "title_aux": "Comfyui-LoopLoader" + } + ], + "https://github.com/alexcong/ComfyUI-SwinIR": [ + [ + "SwinIRLoader", + "SwinIRRun" + ], + { + "title_aux": "ComfyUI-SwinIR" + } + ], + "https://github.com/alexcong/ComfyUI_QwenVL": [ + [ + "Qwen", + "Qwen2.5", + "Qwen2.5VL", + "QwenVL" + ], + { + "title_aux": "Qwen2-VL wrapper for ComfyUI" + } + ], + "https://github.com/alexgenovese/ComfyUI-UNO-Flux": [ + [ + "UNOGenerate", + "UNOModelLoader" + ], + { + "title_aux": "ComfyUI UNO Nodes" + } + ], + "https://github.com/alexgenovese/ComfyUI_HF_Servelress_Inference": [ + [ + "HF_QuestionAnswer", + "Job_Caption", + "Joy_caption", + "Joy_caption_load" + ], + { + "author": "Alex Genovese", + "description": "Huggingface Api Serverless request", + "nickname": "alexgenovese", + "title": "Huggingface Api Serverless", + "title_aux": "Huggingface Api Serverless" + } + ], + "https://github.com/alexisrolland/ComfyUI-Blender": [ + [ + "BlenderInputBoolean", + "BlenderInputCombo", + "BlenderInputFloat", + "BlenderInputGroup", + "BlenderInputInt", + "BlenderInputLoad3D", + "BlenderInputLoadCheckpoint", + "BlenderInputLoadDiffusionModel", + "BlenderInputLoadImage", + "BlenderInputLoadLora", + "BlenderInputLoadMask", + "BlenderInputSampler", + "BlenderInputSeed", + "BlenderInputString", + "BlenderInputStringMultiline", + "BlenderOutputDownload3D", + "BlenderOutputSaveGlb", + "BlenderOutputSaveImage", + "BlenderOutputString" + ], + { + "title_aux": "ComfyUI-Blender" + } + ], + "https://github.com/alexisrolland/ComfyUI-Phi": [ + [ + "LoadPhi", + "LoadPhiMultimodal", + "LoadPhiVision", + "RunPhi", + "RunPhiMultimodal", + "RunPhiVision" + ], + { + "title_aux": "ComfyUI-Phi" + } + ], + "https://github.com/alexjx/ComfyUI-Sa2VA-XJ": [ + [ + "XJSa2VAImageSegmentation", + "XJSa2VAImageSegmentationV2", + "XJSa2VAVideoSegmentation" + ], + { + "title_aux": "ComfyUI-Sa2VA-XJ" + } + ], + "https://github.com/alexjx/ComfyUI-XJNodes": [ + [ + "XJAppendImageList", + "XJConditionalLoraLoader", + "XJContextEnter", + "XJContextExit", + "XJEmptyImageList", + "XJFloatRangeList", + "XJGetImageFromList", + "XJImageGrid", + "XJImageListFilter", + "XJImageListLength", + "XJImageListSlice", + "XJImagePairCompare", + "XJImagePreviewBridge", + "XJImageRandomTransform", + "XJImageScaleCalc", + "XJImageScaleMegapixel", + "XJImageTransform", + "XJIntOffset", + "XJIntegerDecrement", + "XJIntegerIncrement", + "XJJSONExtractor", + "XJLoadImageByPath", + "XJLoadImageWithMetadata", + "XJLoadImagesFromDirBatch", + "XJLoadImagesFromDirList", + "XJLoopEnd", + "XJLoopStart", + "XJOneImageFromBatch", + "XJRandomImagesFromBatch", + "XJRandomText", + "XJRandomTextFromFile", + "XJRandomTextFromList", + "XJSamplerAdapter", + "XJSaveImageWithMetadata", + "XJSchedulerAdapter", + "XJSegsAutoAdjustHookProvider", + "XJSegsColorCorrectHSVHookProvider", + "XJSegsColorCorrectRGBHookProvider", + "XJSegsColorMatchHookProvider", + "XJSegsCount", + "XJSegsExtractor", + "XJSegsFilter", + "XJSegsFilterByLabel", + "XJSegsMerge", + "XJSegsPick", + "XJSegsStitcher", + "XJSegsWildcardPrompt", + "XJStringPass", + "XJSupirParameters", + "XJTextFileInfo", + "XJTextListFromFile", + "XJUnwrapFromList", + "XJWrapAsList" + ], + { + "title_aux": "ComfyUI-XJNodes" + } + ], + "https://github.com/alexopus/ComfyUI-Image-Saver": [ + [ + "Any to String (Image Saver)", + "Cfg Literal (Image Saver)", + "Checkpoint Loader with Name (Image Saver)", + "Civitai Hash Fetcher (Image Saver)", + "Conditioning Concat Optional (Image Saver)", + "Float Literal (Image Saver)", + "Image Saver", + "Image Saver Metadata", + "Image Saver Simple", + "Input Parameters (Image Saver)", + "Int Literal (Image Saver)", + "RandomShapeGenerator", + "Sampler Selector (Image Saver)", + "Scheduler Selector (Eff.) (Image Saver)", + "Scheduler Selector (Image Saver)", + "Scheduler Selector (inspire) (Image Saver)", + "Seed Generator (Image Saver)", + "String Literal (Image Saver)", + "UNet loader with Name (Image Saver)", + "Width/Height Literal (Image Saver)", + "Workflow Input Value (Image Saver)" + ], + { + "title_aux": "ComfyUI Image Saver" + } + ], + "https://github.com/aliabougazia/comfyui_pt_security_scanner": [ + [ + "PTSecurityScanner" + ], + { + "title_aux": "comfyui_pt_security_scanner" + } + ], + "https://github.com/alibof96/ComfyUI-DownscaleIRN": [ + [ + "IRNDownscale" + ], + { + "title_aux": "ComfyUI-DownscaleIRN" + } + ], + "https://github.com/aligjahed/comfy-flow": [ + [ + "FlowManager", + "FlowStepPointer" + ], + { + "title_aux": "comfy-flow" + } + ], + "https://github.com/alisson-anjos/ComfyUI-Ollama-Describer": [ + [ + "InputText", + "JsonPropertyExtractorNode", + "OllamaCaptionerExtraOptions", + "OllamaImageCaptioner", + "OllamaImageDescriber", + "OllamaTextDescriber", + "TextTransformer" + ], + { + "title_aux": "ComfyUI-Ollama-Describer" + } + ], + "https://github.com/alludus/ComfyUI-multiGPU-upscaler": [ + [ + "multiGPU_ImageUpscaleWithModel", + "multiGPU_ImageUpscaleWithModelMultiGPU", + "multiGPU_UpscaleModelLoader" + ], + { + "title_aux": "multiGPU Upscaler" + } + ], + "https://github.com/alpertunga-bile/image-caption-comfyui": [ + [ + "Image Caption Node", + "Insert Prompt Node" + ], + { + "title_aux": "image-caption-comfyui" + } + ], + "https://github.com/alpertunga-bile/prompt-generator-comfyui": [ + [ + "Prompt Generator" + ], + { + "title_aux": "prompt-generator" + } + ], + "https://github.com/alsritter/asymmetric-tiling-comfyui": [ + [ + "Asymmetric_Tiling_KSampler" + ], + { + "title_aux": "asymmetric-tiling-comfyui" + } + ], + "https://github.com/alt-key-project/comfyui-dream-project": [ + [ + "Analyze Palette [Dream]", + "Beat Curve [Dream]", + "Big Float Switch [Dream]", + "Big Image Switch [Dream]", + "Big Int Switch [Dream]", + "Big Latent Switch [Dream]", + "Big Palette Switch [Dream]", + "Big Text Switch [Dream]", + "Boolean To Float [Dream]", + "Boolean To Int [Dream]", + "Build Prompt [Dream]", + "CSV Curve [Dream]", + "CSV Generator [Dream]", + "Calculation [Dream]", + "Common Frame Dimensions [Dream]", + "Compare Palettes [Dream]", + "FFMPEG Video Encoder [Dream]", + "File Count [Dream]", + "Finalize Prompt [Dream]", + "Float Input [Dream]", + "Float to Log Entry [Dream]", + "Frame Count Calculator [Dream]", + "Frame Counter (Directory) [Dream]", + "Frame Counter (Simple) [Dream]", + "Frame Counter Info [Dream]", + "Frame Counter Offset [Dream]", + "Frame Counter Time Offset [Dream]", + "Image Brightness Adjustment [Dream]", + "Image Color Shift [Dream]", + "Image Contrast Adjustment [Dream]", + "Image Motion [Dream]", + "Image Sequence Blend [Dream]", + "Image Sequence Loader [Dream]", + "Image Sequence Saver [Dream]", + "Image Sequence Tweening [Dream]", + "Int Input [Dream]", + "Int to Log Entry [Dream]", + "Laboratory [Dream]", + "Linear Curve [Dream]", + "Log Entry Joiner [Dream]", + "Log File [Dream]", + "Noise from Area Palettes [Dream]", + "Noise from Palette [Dream]", + "Palette Color Align [Dream]", + "Palette Color Shift [Dream]", + "Random Prompt Words [Dream]", + "Sample Image Area as Palette [Dream]", + "Sample Image as Palette [Dream]", + "Saw Curve [Dream]", + "Sine Curve [Dream]", + "Smooth Event Curve [Dream]", + "String Input [Dream]", + "String Tokenizer [Dream]", + "String to Log Entry [Dream]", + "Text Input [Dream]", + "Triangle Curve [Dream]", + "Triangle Event Curve [Dream]", + "WAV Curve [Dream]" + ], + { + "title_aux": "Dream Project Animation Nodes" + } + ], + "https://github.com/alt-key-project/comfyui-dream-video-batches": [ + [ + "Blended Transition [DVB]", + "Calculation [DVB]", + "Create Frame Set [DVB]", + "Divide [DVB]", + "Fade From Black [DVB]", + "Fade To Black [DVB]", + "Float Input [DVB]", + "For Each Done [DVB]", + "For Each Filename [DVB]", + "Frame Set Append [DVB]", + "Frame Set Frame Dimensions Scaled [DVB]", + "Frame Set Index Offset [DVB]", + "Frame Set Merger [DVB]", + "Frame Set Reindex [DVB]", + "Frame Set Repeat [DVB]", + "Frame Set Reverse [DVB]", + "Frame Set Split Beginning [DVB]", + "Frame Set Split End [DVB]", + "Frame Set Splitter [DVB]", + "Generate Inbetween Frames [DVB]", + "Int Input [DVB]", + "Linear Camera Pan [DVB]", + "Linear Camera Roll [DVB]", + "Linear Camera Zoom [DVB]", + "Load Image From Path [DVB]", + "Multiply [DVB]", + "Sine Camera Pan [DVB]", + "Sine Camera Roll [DVB]", + "Sine Camera Zoom [DVB]", + "String Input [DVB]", + "Text Input [DVB]", + "Trace Memory Allocation [DVB]", + "Unwrap Frame Set [DVB]" + ], + { + "title_aux": "Dream Video Batches" + } + ], + "https://github.com/ameyukisora/ComfyUI-Empty-Latent-Advanced": [ + [ + "EmptyLatentAdvancedSelector" + ], + { + "title_aux": "ComfyUI Empty Latent Advanced" + } + ], + "https://github.com/amir84ferdos/ComfyUI-ArchAi3d-Qwen": [ + [ + "ArchAi3D_Any_Index_Switch", + "ArchAi3D_Average_Color", + "ArchAi3D_Batch_Text_Encode", + "ArchAi3D_Batch_Text_Encode_SDXL", + "ArchAi3D_Boolean_Input", + "ArchAi3D_Cinematography_Prompt_Builder", + "ArchAi3D_CivitAI_Download", + "ArchAi3D_Clean_Room_Prompt", + "ArchAi3D_Color_Correction_Advanced", + "ArchAi3D_Color_Correction_BT709", + "ArchAi3D_Conditioning_Balance", + "ArchAi3D_Dependency_Installer", + "ArchAi3D_DiffSynth_ControlNet", + "ArchAi3D_Empty_Latent_Batch", + "ArchAi3D_Float_Input", + "ArchAi3D_GDrive_Download", + "ArchAi3D_Gemini", + "ArchAi3D_Gemini_Model", + "ArchAi3D_HF_Download", + "ArchAi3D_HighPass_Blend", + "ArchAi3D_Info", + "ArchAi3D_Int_Input", + "ArchAi3D_LlamaCpp_Installer", + "ArchAi3D_Load_CLIP", + "ArchAi3D_Load_Diffusion_Model", + "ArchAi3D_Load_Dual_CLIP", + "ArchAi3D_Load_Image_URL", + "ArchAi3D_Mask_Crop_Rotate", + "ArchAi3D_Mask_To_Position_Guide", + "ArchAi3D_Metric3D_Depth", + "ArchAi3D_Metric3D_Normal", + "ArchAi3D_Nunchaku_Installer", + "ArchAi3D_Object_Focus_Camera", + "ArchAi3D_Object_Focus_Camera_V2", + "ArchAi3D_Object_Focus_Camera_V3", + "ArchAi3D_Object_Focus_Camera_V4", + "ArchAi3D_Object_Focus_Camera_V5", + "ArchAi3D_Object_Focus_Camera_V6", + "ArchAi3D_Object_Focus_Camera_V7", + "ArchAi3D_Panorama_Offset", + "ArchAi3D_Position_Guide_Prompt_Builder", + "ArchAi3D_QwenVL_GGUF", + "ArchAi3D_QwenVL_Server_Control", + "ArchAi3D_Qwen_Camera_View_Selector", + "ArchAi3D_Qwen_Colorization", + "ArchAi3D_Qwen_DX8152_Camera_LoRA", + "ArchAi3D_Qwen_Encoder", + "ArchAi3D_Qwen_Encoder_Simple", + "ArchAi3D_Qwen_Encoder_V2", + "ArchAi3D_Qwen_Encoder_V3", + "ArchAi3D_Qwen_Environment_Navigator", + "ArchAi3D_Qwen_Exterior_Focus", + "ArchAi3D_Qwen_Exterior_Navigation", + "ArchAi3D_Qwen_Exterior_View_Control", + "ArchAi3D_Qwen_Image_Scale", + "ArchAi3D_Qwen_Image_Scale_V2", + "ArchAi3D_Qwen_Image_Stitch", + "ArchAi3D_Qwen_Interior_Focus", + "ArchAi3D_Qwen_Interior_Navigation", + "ArchAi3D_Qwen_Interior_View_Control", + "ArchAi3D_Qwen_Material_Changer", + "ArchAi3D_Qwen_Object_Position_Control", + "ArchAi3D_Qwen_Object_Rotation_Control", + "ArchAi3D_Qwen_Object_Rotation_V2", + "ArchAi3D_Qwen_Object_View_Control", + "ArchAi3D_Qwen_Person_Cinematographer", + "ArchAi3D_Qwen_Person_Perspective", + "ArchAi3D_Qwen_Person_Perspective_Control", + "ArchAi3D_Qwen_Person_Position_Control", + "ArchAi3D_Qwen_Person_Rotation_Control", + "ArchAi3D_Qwen_Person_View_Control", + "ArchAi3D_Qwen_Scene_Photographer", + "ArchAi3D_Qwen_Simple_Camera_Control", + "ArchAi3D_Qwen_Style_Transfer", + "ArchAi3D_Qwen_System_Prompt", + "ArchAi3D_Qwen_Watermark_Removal", + "ArchAi3D_SAM3_Segment", + "ArchAi3D_SEGS_Mask_Blur", + "ArchAi3D_SEGS_Mask_Irregularity", + "ArchAi3D_SEGS_To_Bundle", + "ArchAi3D_SaveSplatScene", + "ArchAi3D_Save_Image", + "ArchAi3D_Simple_Blend_Mask", + "ArchAi3D_Simple_Blend_Mask_Batch", + "ArchAi3D_Simple_Edge_Mask", + "ArchAi3D_Simple_Position_Prompt", + "ArchAi3D_Simple_Tile_Compositor", + "ArchAi3D_Simple_Tile_Compositor_Single", + "ArchAi3D_Simple_Tile_Cropper", + "ArchAi3D_Simple_Tile_Cropper_Batch", + "ArchAi3D_Simple_Tile_Sampler", + "ArchAi3D_Smart_Tile_Calculator", + "ArchAi3D_Smart_Tile_Calculator_V3", + "ArchAi3D_Smart_Tile_Calculator_V4", + "ArchAi3D_Smart_Tile_Calculator_V5", + "ArchAi3D_Smart_Tile_Conditioning", + "ArchAi3D_Smart_Tile_Detailer", + "ArchAi3D_Smart_Tile_Merger", + "ArchAi3D_Smart_Tile_Prompter", + "ArchAi3D_Smart_Tile_Prompter_Turbo", + "ArchAi3D_Smart_Tile_SEGS", + "ArchAi3D_Smart_Tile_SEGS_Blur", + "ArchAi3D_Smart_Tile_Sampler", + "ArchAi3D_Smart_Tile_Solver_V6", + "ArchAi3D_Smart_Tile_Solver_V6_2", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet_CustomSample", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet_NoUpscale", + "ArchAi3D_Smart_USDU_DiffDiffusion", + "ArchAi3D_Smart_USDU_DiffDiffusion_CustomSample", + "ArchAi3D_Smart_USDU_DiffDiffusion_NoUpscale", + "ArchAi3D_Smart_USDU_Mask_Denoise", + "ArchAi3D_Smart_USDU_Split_Latent", + "ArchAi3D_Smart_USDU_Universal", + "ArchAi3D_Smart_USDU_Universal_CustomSample", + "ArchAi3D_Smart_USDU_Universal_NoUpscale", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V2", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V3", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V3_Standalone", + "ArchAi3D_Smart_USDU_V3_Standalone", + "ArchAi3D_Smart_Ultimate_SD_Upscale", + "ArchAi3D_Smart_Ultimate_SD_Upscale_CustomSample", + "ArchAi3D_Smart_Ultimate_SD_Upscale_NoUpscale", + "ArchAi3D_Solid_Color_Image", + "ArchAi3D_String_Input", + "ArchAi3D_USDU_EdgeRepair", + "ArchAi3dQwenEncoderSimpleV2" + ], + { + "nodename_pattern": "ArchAi3D", + "title_aux": "ComfyUI-ArchAi3d-Qwen" + } + ], + "https://github.com/amir84ferdos/ComfyUI-GRAG-ArchAi3D": [ + [ + "GRAG_Advanced_Sampler", + "GRAG_Preset_Manager", + "GRAG_Simple_Controller", + "GRAG_Unified_Controller" + ], + { + "title_aux": "ComfyUI-GRAG-ArchAi3D" + } + ], + "https://github.com/amtarr/ComfyUI-TextureAlchemy": [ + [ + "AOApproximator", + "AnisotropyMapGenerator", + "AppearanceExtractor", + "AutoContrastLevels", + "BBoxEditor", + "BBoxReposition", + "BasicLightingBuilder", + "BlendModeUtility", + "ChannelPacker", + "ChannelPackerORMA", + "ChannelPackerRMA", + "ChannelPackerRMAA", + "ChannelUnpacker", + "ChannelUnpackerRMA", + "ClarityEnhancer", + "ColorCode", + "ColorImage", + "ColorMatchTransfer", + "ColorRamp", + "ColorSelectionMask", + "ColorToGrayscale", + "CompositeMaskAdjuster", + "CompositeMaskExtractor", + "CropToMaskWithPadding", + "CurvatureGenerator", + "DenoiseFilter", + "DetailMapBlender", + "DirtGrimeMaskGenerator", + "DisplacementToVector", + "EdgeDetection", + "EdgeWearMaskGenerator", + "EmbedAlpha", + "EmissionMaskGenerator", + "EnvironmentMapToIrradiance", + "FrankenMapExtractor", + "FrequencyRecombine", + "FrequencySeparation", + "GammaAdjust", + "GetAverageColor", + "GradientMap", + "GradientMaskGenerator", + "GrayscaleToColor", + "HDRIToIrradianceFast", + "HSVAdjuster", + "HeightAmplifier", + "HeightCombiner", + "HeightToNormal", + "ImageBitDepthChecker", + "ImageEnhancement", + "ImageMaskCombiner", + "InpaintCropExtractor", + "InpaintStitcher", + "LevelsAdjustment", + "LightingExtractor", + "LightingPassMaskApplicator", + "LotusHeightProcessor", + "LotusNormalProcessor", + "Marigold_AOV_Extractor", + "MaskCompositor", + "MicroDetailOverlay", + "MultiTextureBlender", + "MultimattePassApplicator", + "NormalConverter", + "NormalFormatAuto", + "NormalFormatBruteForce", + "NormalFormatValidator", + "NormalIntensity", + "NormalMapCombiner", + "NormalMapRelighter", + "NormalMapRelighterAdvanced", + "NormalMapRelighterIBL", + "NormalMapRelighterIBL_PBR", + "NormalToDepth", + "PBRAdjuster", + "PBRBatchToPipe", + "PBRCombiner", + "PBRExtractor", + "PBRHeightProcessor", + "PBRMaterialMixer", + "PBRMaterialProcessor", + "PBRNormalProcessor", + "PBRPipePreview", + "PBRPipeToBatch", + "PBRPipelineAdjuster", + "PBRSaver", + "PBRSaverWithMetadata", + "PBRSplitter", + "PBR_AOV_Generator", + "PaddingCalculator", + "PassMaskApplicator", + "PatchFit", + "PatchUpscale", + "PatternGenerator", + "ProceduralNoiseGenerator", + "QwenImagePrep", + "SSSMapGenerator", + "ScratchesGenerator", + "SeamlessTiling", + "SharpenDepth", + "SharpenNormal", + "SimpleCropToMaskWithPadding", + "SimpleGammaAdjust", + "SimpleInpaintCrop", + "SimpleInpaintStitch", + "SimpleRecolor", + "SingleMultimattePassApplicator", + "SinglePassMaskApplicator", + "SmartBlur", + "SmartTextureResizer", + "SquareMaker", + "TemperatureTint", + "TextureAnalyzer", + "TextureAtlasBuilder", + "TextureEqualizer", + "TextureOffset", + "TextureScaler", + "TextureTiler", + "TranslucencyMapGenerator", + "TriplanarProjection", + "UVCheckerGenerator", + "UpscaleCalculator", + "UpscaleToResolution", + "WearGenerator" + ], + { + "title_aux": "ComfyUI-TextureAlchemy" + } + ], + "https://github.com/an90ray/ComfyUI_RErouter_CustomNodes": [ + [ + "CLIPTextEncode (RE)", + "CLIPTextEncodeSDXL (RE)", + "CLIPTextEncodeSDXLRefiner (RE)", + "Int (RE)", + "RErouter <=", + "RErouter =>", + "String (RE)" + ], + { + "title_aux": "ComfyUI_RErouter_CustomNodes" + } + ], + "https://github.com/andersxa/comfyui-PromptAttention": [ + [ + "CLIPAttentionMaskEncode" + ], + { + "title_aux": "CLIP Directional Prompt Attention" + } + ], + "https://github.com/andygill/comfyui-sunflower-nodes": [ + [ + "DepthViewToIsometric", + "DisparityToDepthView", + "EquirectangularToRectilinear", + "ImageChannelSelect", + "MaskChannelSelect", + "ResizeDown" + ], + { + "title_aux": "comfyui-sunflower-nodes" + } + ], + "https://github.com/angeloshredder/StableCascadeResizer": [ + [ + "CascadeResize", + "Cascade_Resizer" + ], + { + "title_aux": "StableCascadeResizer" + } + ], + "https://github.com/angree/ComfyUI-Q_GLB_Material_Modifier": [ + [ + "QManualGLBMaterialModifier", + "QPresetGLBMaterialModifier" + ], + { + "title_aux": "Q GLB Material Modifier" + } + ], + "https://github.com/angree/ComfyUI-Q_find-mask-size": [ + [ + "QImageCropCalculator" + ], + { + "title_aux": "Q Find Mask Size" + } + ], + "https://github.com/anhkhoatranle30/Handy-Nodes-ComfyUI": [ + [ + "Custom Save Image //Handy" + ], + { + "author": "Khoa Tran", + "description": "This extension offers various handy nodes.", + "nickname": "Handy-Nodes-ComfyUI", + "title": "Handy-Nodes-ComfyUI", + "title_aux": "Handy Node ComfyUI" + } + ], + "https://github.com/anhrefnyoiyoi/Placeholder-Replacer-By-ID": [ + [ + "Placeholder Replacer By ID" + ], + { + "title_aux": "Placeholder-Replacer-By-ID" + } + ], + "https://github.com/anilstream/ComfyUI-Ideogram-Character": [ + [ + "SD_IdeogramCharacter" + ], + { + "title_aux": "ComfyUI-Ideogram-Character" + } + ], + "https://github.com/annewj023/Comfyui_google_nano": [ + [ + "GoogleNanoNode" + ], + { + "title_aux": "Google Nano" + } + ], + "https://github.com/antrobot1234/antrobots-comfyUI-nodepack": [ + [ + "MergeDicts" + ], + { + "title_aux": "antrobots ComfyUI Nodepack" + } + ], + "https://github.com/anveshane/Comfyui_StoryMem": [ + [ + "StoryMemContinuationShot", + "StoryMemFirstShot", + "StoryMemGetMotionFrames", + "StoryMemInfo", + "StoryMemMemoryBuffer", + "StoryMemMemoryVisualizer", + "StoryMemModelLoader", + "StoryMemUpdateMemory", + "StoryMemVideoCombine" + ], + { + "title_aux": "Comfyui_StoryMem" + } + ], + "https://github.com/apeirography/DaimalyadNodes": [ + [ + "DaimalyadModelDownloader", + "DaimalyadWildcardProcessor" + ], + { + "title_aux": "DaimalyadNodes" + } + ], + "https://github.com/apenguin24/ComfyUI-WanKeyframing": [ + [ + "LoadImagesFromDirectory", + "WanKeyframeToVideo" + ], + { + "title_aux": "ComfyUI-WanKeyframing" + } + ], + "https://github.com/arcum42/ComfyUI_SageUtils": [ + [ + "SageSetWildcardText", + "Sage_AdvSamplerInfo", + "Sage_CLIPLoaderFromInfo", + "Sage_CLIPSelector", + "Sage_CheckLorasForUpdates", + "Sage_CheckpointSelector", + "Sage_ChromaCLIPLoaderFromInfo", + "Sage_CleanText", + "Sage_CollectKeywordsFromLoraStack", + "Sage_ConstructLLMPrompt", + "Sage_ConstructLLMPromptExtra", + "Sage_ConstructMetadataFlexible", + "Sage_CropImage", + "Sage_CubiqImageResize", + "Sage_DualCLIPSelector", + "Sage_DualCLIPTextEncode", + "Sage_DualCLIPTextEncodeLumina2", + "Sage_DualCLIPTextEncodeQwen", + "Sage_DynamicComboTest", + "Sage_EmptyLatentImagePassthrough", + "Sage_FlexibleCLIPSelector", + "Sage_FloatToStr", + "Sage_FreeMemory", + "Sage_FreeU2", + "Sage_GuessResolutionByRatio", + "Sage_Halt", + "Sage_HiDreamE1_Instruction", + "Sage_IntToStr", + "Sage_JoinText", + "Sage_KSampler", + "Sage_KSamplerAudioDecoder", + "Sage_KSamplerTiledDecoder", + "Sage_LMStudioLLMPromptText", + "Sage_LMStudioLLMPromptVision", + "Sage_LMStudioLLMPromptVisionRefine", + "Sage_LoadImage", + "Sage_LoadModelFromInfo", + "Sage_Load_Dataset_From_Folder", + "Sage_LogicalSwitch", + "Sage_LoraStack", + "Sage_LoraStackInfoDisplay", + "Sage_LoraStackLoader", + "Sage_ModelInfo", + "Sage_ModelInfoDisplay", + "Sage_ModelLoraStackLoader", + "Sage_ModelShiftOnly", + "Sage_ModelShifts", + "Sage_MultiModelPicker", + "Sage_MultiSelectorDoubleClip", + "Sage_MultiSelectorQuadClip", + "Sage_MultiSelectorSingleClip", + "Sage_MultiSelectorTripleClip", + "Sage_OllamaAdvancedOptions", + "Sage_OllamaLLMPromptText", + "Sage_OllamaLLMPromptVision", + "Sage_OllamaLLMPromptVisionRefine", + "Sage_PonyPrefix", + "Sage_PonyRatingv6", + "Sage_PonyRatingv7", + "Sage_PonyScore", + "Sage_PonySource", + "Sage_PonyStyle", + "Sage_PonyStyleCluster", + "Sage_PromptText", + "Sage_QuadCLIPSelector", + "Sage_QuickLoraStack", + "Sage_QuickResPicker", + "Sage_ReferenceImage", + "Sage_SamplerInfo", + "Sage_SamplerSelector", + "Sage_SaveImageWithMetadata", + "Sage_SaveText", + "Sage_SchedulerSelector", + "Sage_SetText", + "Sage_SetTextWithInt", + "Sage_SetTextWithoutComments", + "Sage_SingleCLIPTextEncode", + "Sage_SystemPrompt", + "Sage_TextRandomLine", + "Sage_TextSelectLine", + "Sage_TextSubstitution", + "Sage_TextSwitch", + "Sage_TextWeight", + "Sage_TilingInfo", + "Sage_TrainingCaptionsToConditioning", + "Sage_TripleCLIPSelector", + "Sage_TripleJoinText", + "Sage_TripleLoraStack", + "Sage_TripleQuickLoraStack", + "Sage_UNETLoRALoader", + "Sage_UNETLoaderFromInfo", + "Sage_UNETSelector", + "Sage_UnetClipVaeToModelInfo", + "Sage_VAELoaderFromInfo", + "Sage_VAESelector", + "Sage_ViewAnything", + "Sage_ViewNotes", + "Sage_ZeroConditioning" + ], + { + "title_aux": "Sage Utils" + } + ], + "https://github.com/ardadmrknn/comfyui-history-clip-text-encode-node": [ + [ + "PromptHistoryClipTextEncode" + ], + { + "title_aux": "ComfyUI Prompt History Node" + } + ], + "https://github.com/aria1th/ComfyUI-Wildcards-rework": [ + [ + "TextWildcards" + ], + { + "title_aux": "ComfyUI-Wildcards-rework" + } + ], + "https://github.com/arthurtravers/ComfyUI-VideoOutputBridge": [ + [ + "VideoOutputBridge" + ], + { + "title_aux": "Video Output Bridge" + } + ], + "https://github.com/asaddi/ComfyUI-YALLM-node": [ + [ + "LLMChat", + "LLMMinP", + "LLMModel", + "LLMPrependAppend", + "LLMProvider", + "LLMTemperature", + "LLMTextLatch", + "LLMTopK", + "LLMTopP" + ], + { + "title_aux": "ComfyUI-YALLM-node" + } + ], + "https://github.com/asaddi/YALLM-LlamaVision": [ + [ + "LLMSamplerSettings", + "LlamaVisionChat", + "LlamaVisionModel" + ], + { + "title_aux": "YALLM-LlamaVision" + } + ], + "https://github.com/asagi4/ComfyUI-Adaptive-Guidance": [ + [ + "AdaptiveGuidance", + "AdaptiveProjectedGuidance", + "PerpNegAdaptiveGuidanceGuider" + ], + { + "title_aux": "Adaptive Guidance for ComfyUI" + } + ], + "https://github.com/asagi4/ComfyUI-CADS": [ + [ + "CADS" + ], + { + "title_aux": "ComfyUI-CADS" + } + ], + "https://github.com/asagi4/ComfyUI-NPNet": [ + [ + "NPNetGoldenNoise" + ], + { + "title_aux": "ComfyUI NPNet (Golden Noise)" + } + ], + "https://github.com/asagi4/comfyui-dynamic-anynode": [ + [ + "AnyNode" + ], + { + "title_aux": "comfyui-dynamic-anynode" + } + ], + "https://github.com/asagi4/comfyui-prompt-control": [ + [ + "PCAddMaskToCLIP", + "PCAddMaskToCLIPMany", + "PCAttentionCoupleBatchNegative", + "PCExtractScheduledPrompt", + "PCLazyLoraLoader", + "PCLazyLoraLoaderAdvanced", + "PCLazyTextEncode", + "PCLazyTextEncodeAdvanced", + "PCLoraHooksFromText", + "PCMacroExpand", + "PCSaveExpandedWorkflow", + "PCSetLogLevel", + "PCSetPCTextEncodeSettings", + "PCTextEncode", + "PCTextEncodeWithRange" + ], + { + "author": "asagi4", + "description": "Control LoRA and prompt scheduling, advanced text encoding, regional prompting, and much more, through your text prompt. Generates dynamic graphs that are literally identical to handcrafted noodle soup.", + "nickname": "ComfyUI Prompt Control", + "title": "ComfyUI Prompt Control", + "title_aux": "ComfyUI Prompt Control" + } + ], + "https://github.com/asagi4/comfyui-utility-nodes": [ + [ + "MUConditioningCutoff", + "MUForceCacheClear", + "MUJinjaRender", + "MURemoveControlNet", + "MUReplaceModelWeights", + "MUSimpleWildcard" + ], + { + "title_aux": "asagi4/comfyui-utility-nodes" + } + ], + "https://github.com/asdrabael/Hunyuan-Multi-Lora-Loader": [ + [ + "HunyuanMultiLoraLoader", + "HunyuanMultiLoraLoaderWrapper" + ], + { + "title_aux": "Hunyuan-Multi-Lora-Loader" + } + ], + "https://github.com/ashtar1984/ComfyUI-SwitchPathLazy": [ + [ + "SwitchPathLazy", + "SwitchPathRev" + ], + { + "title_aux": "ComfyUI-SwitchPathLazy" + } + ], + "https://github.com/ashtar1984/comfyui-find-perfect-resolution": [ + [ + "FindPerfectResolution" + ], + { + "title_aux": "comfyui-find-perfect-resolution" + } + ], + "https://github.com/asirihewage/remove_metadata_comfyui": [ + [ + "RemoveMetadataStealth", + "VideoSanitizerStealth" + ], + { + "title_aux": "remove_metadata_comfyui" + } + ], + "https://github.com/aslanxie/comfyui_qwen_image_edit": [ + [ + "QWen Image Edit" + ], + { + "title_aux": "comfyui_qwen_image_edit" + } + ], + "https://github.com/asutermo/ComfyUI-Flux-TryOff": [ + [ + "TryOffFluxFillModelNode", + "TryOffFluxFillPipelineNode", + "TryOffModelNode", + "TryOffQuantizerNode", + "TryOffRunNode", + "TryOnOffModelNode", + "TryOnOffRunNode", + "TryOnRunNode" + ], + { + "title_aux": "ComfyUI-Flux-TryOff" + } + ], + "https://github.com/aszc-dev/ComfyUI-CoreMLSuite": [ + [ + "Core ML Converter", + "Core ML LCM Converter", + "Core ML LoRA Loader", + "CoreMLModelAdapter", + "CoreMLSampler", + "CoreMLSamplerAdvanced", + "CoreMLUNetLoader" + ], + { + "title_aux": "Core ML Suite for ComfyUI" + } + ], + "https://github.com/atluslin/comfyui_arcane_style_trans": [ + [ + "Arcane_style_trans" + ], + { + "title_aux": "comfyui_arcane_style_trans" + } + ], + "https://github.com/ato-zen/ComfyUI-VIBE": [ + [ + "VIBE_Editor" + ], + { + "title_aux": "ComfyUI-VIBE" + } + ], + "https://github.com/ato321/ComfyUI-LTXVGuideRebase": [ + [ + "LTXVRebaseGuides" + ], + { + "title_aux": "ComfyUI-LTXVGuideRebase" + } + ], + "https://github.com/attashe/ComfyUI-FluxRegionAttention": [ + [ + "CLIPDebug", + "FluxRegionBBOX", + "FluxRegionMask", + "RegionAttention" + ], + { + "title_aux": "ComfyUI-FluxRegionAttention" + } + ], + "https://github.com/attome-ai/Comfyui_Attome_S3": [ + [ + "AttomeS3Config", + "AttomeS3LoadAudio", + "AttomeS3LoadImage", + "AttomeS3LoadText", + "AttomeS3LoadVideo", + "AttomeS3SaveAudio", + "AttomeS3SaveImage", + "AttomeS3SaveText", + "AttomeS3SaveVideo" + ], + { + "title_aux": "Comfyui_Attome_S3" + } + ], + "https://github.com/audioscavenger/ComfyUI-Thumbnails": [ + [ + "LoadImage" + ], + { + "author": "AudioscavengeR", + "description": "Load Image thumbnails and show input subfolders.", + "nickname": "LoadImageThumbnails", + "title": "LoadImageThumbnails", + "title_aux": "ComfyUI-Thumbnails" + } + ], + "https://github.com/audioscavenger/save-image-extended-comfyui": [ + [ + "SaveImageExtended" + ], + { + "author": "AudioscavengeR", + "description": "1 custom node to save your pictures in various folders and formats.", + "nickname": "Save Image Extended", + "title": "Save Image Extended", + "title_aux": "Save Image Extended for ComfyUI" + } + ], + "https://github.com/austinbrown34/ComfyUI-IO-Helpers": [ + [ + "EncodedPromptFromFile", + "EncodedPromptToFile", + "IO_LoadImage", + "SampledLatentsFromFile", + "SampledLatentsToFile" + ], + { + "title_aux": "ComfyUI-IO-Helpers" + } + ], + "https://github.com/avatechai/avatar-graph-comfyui": [ + [ + "ApplyMeshTransformAsShapeKey", + "B_ENUM", + "B_VECTOR3", + "B_VECTOR4", + "Combine Points", + "CreateShapeFlow", + "ExportBlendshapes", + "ExportGLTF", + "Extract Boundary Points", + "Image Alpha Mask Merge", + "ImageBridge", + "LoadImageFromRequest", + "LoadImageWithAlpha", + "LoadValueFromRequest", + "SAM MultiLayer", + "Save Image With Workflow" + ], + { + "author": "Avatech Limited", + "description": "Include nodes for sam + bpy operation, that allows workflow creations for generative 2d character rig.", + "nickname": "Avatar Graph", + "title": "Avatar Graph", + "title_aux": "Avatar Graph" + } + ], + "https://github.com/avenstack/ComfyUI-AV-FunASR": [ + [ + "AVASRTimestamp", + "AVFormat2Subtitle", + "AVSaveSubtitles", + "AVSpeechTimestamp" + ], + { + "title_aux": "ComfyUI-AV-FunASR" + } + ], + "https://github.com/avenstack/ComfyUI-AV-LatentSync": [ + [ + "AVLatentSync", + "AVVideoLengthAdjuster" + ], + { + "title_aux": "ComfyUI-AV-LatentSync" + } + ], + "https://github.com/avenstack/ComfyUI-AV-MegaTTS3": [ + [ + "AVMegaTTS3", + "AVPromptInit" + ], + { + "title_aux": "ComfyUI-AV-MegaTTS3" + } + ], + "https://github.com/avocadori/ComfyUI-load-image-prompt-lora": [ + [ + "YAMLImageCycler", + "YAMLImageCyclerSimple", + "YAMLLoRAExtractor", + "YAMLLoRALoader", + "YAMLLoRASelector" + ], + { + "title_aux": "ComfyUI-load-image-prompt-lora" + } + ], + "https://github.com/aws-samples/comfyui-llm-node-for-amazon-bedrock": [ + [ + "Amazon Bedrock - Luma AI Ray Video", + "Amazon Bedrock - Nova Canvas Background Prompt Replace", + "Amazon Bedrock - Nova Canvas Generate Image", + "Amazon Bedrock - Nova Canvas Generate Variations", + "Amazon Bedrock - Nova Reel Video", + "Amazon Bedrock - SD3 & SD3.5 Large | Image to Image", + "Amazon Bedrock - Stability AI Models | Text to Image", + "Bedrock - Claude", + "Bedrock - Claude Multimodal", + "Bedrock - Nova", + "Bedrock - SDXL", + "Bedrock - Titan Inpainting", + "Bedrock - Titan Outpainting", + "Bedrock - Titan Text to Image", + "Bedrock - Titan Variation", + "Image From S3", + "Image From URL", + "Image OCR By Textract", + "Image OCR By Textract V2", + "Image OCR By Textract V3", + "Image OCR by PaddleOCR", + "Image To S3", + "JSON Text Extraction", + "Prompt Regex Remove", + "Prompt Template", + "Prompt Template with Two Inputs" + ], + { + "title_aux": "Amazon Bedrock nodes for ComfyUI" + } + ], + "https://github.com/azazeal04/comfyui-switch-samplers": [ + [ + "CrossMultiStepKSampler", + "CrossStepSwitchKSampler", + "MultiStepKSampler", + "StepSwitchKSampler" + ], + { + "title_aux": "comfy-switch-samplers" + } + ], + "https://github.com/azure-dragon-ai/ComfyUI-ClipScore-Nodes": [ + [ + "HaojihuiClipScoreFakeImageProcessor", + "HaojihuiClipScoreImageProcessor", + "HaojihuiClipScoreImageScore", + "HaojihuiClipScoreLoader", + "HaojihuiClipScoreRealImageProcessor", + "HaojihuiClipScoreTextProcessor" + ], + { + "title_aux": "ComfyUI-ClipScore-Nodes" + } + ], + "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes": [ + [ + "GetImageSize", + "HaojihuiHPSv2ImageProcessor", + "HaojihuiHPSv2ImageScore", + "HaojihuiHPSv2ImageScores", + "HaojihuiHPSv2Loader", + "HaojihuiHPSv2SaveAnimatedWEBP", + "HaojihuiHPSv2SaveImage", + "HaojihuiHPSv2SaveWEBP", + "HaojihuiHPSv2SaveWebpImage", + "HaojihuiHPSv2TextProcessor", + "SaveImageWebp", + "ScaleShort" + ], + { + "title_aux": "ComfyUI-HPSv2-Nodes" + } + ], + "https://github.com/babe-and-spencer-enterprises/base-comfyui-node": [ + [ + "UploadToBaseNode" + ], + { + "title_aux": "ComfyUI Upload to BASE Node" + } + ], + "https://github.com/bablueza/ComfyUI-Vaja-Ai4thai": [ + [ + "ShowText", + "Vaja Synthesis Api" + ], + { + "title_aux": "Vaja TextToSpeech Node for ComfyUI" + } + ], + "https://github.com/babydjac/comfyui-grok-prompts": [ + [ + "Flux", + "PonyXL" + ], + { + "title_aux": "ComfyUI Grok Prompts" + } + ], + "https://github.com/babydjac/comfyui-smart-scaler": [ + [ + "AspectRatioAdjuster", + "BatchFrameProcessor", + "DynamicResolutionSelector", + "ImageMetadataExtractor", + "SizeParser", + "SmartAspectScaler", + "WanVideoFrameScaler" + ], + { + "title_aux": "ComfyUI Smart Scaler" + } + ], + "https://github.com/badayvedat/ComfyUI-fal-Connector": [ + [ + "BooleanInput_fal", + "FloatInput_fal", + "IntegerInput_fal", + "LoadImageFromURL_fal", + "RemoteCheckpointLoader_fal", + "RemoteLoraLoader_fal", + "SaveImage_fal", + "StringInput_fal" + ], + { + "title_aux": "ComfyUI-fal-Connector" + } + ], + "https://github.com/badjeff/comfyui_lora_tag_loader": [ + [ + "LoraTagLoader" + ], + { + "title_aux": "badjeff/LoRA Tag Loader for ComfyUI" + } + ], + "https://github.com/badxprogramm/ComfyUI-GradientBlur": [ + [ + "GradientBlur" + ], + { + "title_aux": "GradientBlurNode for ComfyUI" + } + ], + "https://github.com/baicai99/ComfyUI-FrameSkipping": [ + [ + "FrameSelector", + "FrameSkipping", + "FrameTruncating", + "IntOperationsNode", + "MaskFrameSkipping", + "MaskGenerator", + "MaskSelector" + ], + { + "title_aux": "ComfyUI-FrameSkipping" + } + ], + "https://github.com/baijunty/comfyui_image_embeddings": [ + [ + "Base64ImageLoader", + "CustomImageLoader", + "Image2Base64", + "ImageHash", + "OutputEmbedding", + "Resize2DivisibleImage" + ], + { + "title_aux": "comfyui_image_embeddings" + } + ], + "https://github.com/bananasss00/ComfyUI-SP-Nodes": [ + [ + "BoolSwitchOutStr", + "CivitaiPrompts", + "ComfyuiRuntimeArgs", + "FaceScatter", + "FaceScatter2", + "FluxInspireLbw_Batch", + "FluxInspireLbw_BlockVectorPreset", + "GodnessMerger_Apply", + "GodnessMerger_InputBlocks", + "GodnessMerger_InputBlocksExperimental", + "GodnessMerger_LabelEmb", + "GodnessMerger_MiddleBlock", + "GodnessMerger_MiddleBlockExperimental", + "GodnessMerger_NoiseInjection", + "GodnessMerger_Out", + "GodnessMerger_OutputBlocks", + "GodnessMerger_OutputBlocksExperimental", + "GodnessMerger_RAW_Apply", + "GodnessMerger_TimeEmbed", + "ImageMonitor", + "ImgMetaValueExtractor", + "LoraLoaderByPath", + "LoraLoaderFromFolder", + "LoraLoaderOnlyModelByPath", + "NoiseInjectionEssentialsHookProvider", + "PreviewImageWEBP", + "PromptChecker", + "RandomPromptFromBook", + "Random_Model_Merge", + "SD3BlocksMultiply", + "SD3Multiply", + "SP-CheckpointSave", + "SP-UnetSave", + "SP_AnyPipe10", + "SP_AnyPipe15", + "SP_AnyPipe20", + "SP_AnyPipe30", + "SP_AnyPipe40", + "SP_AnyPipe5", + "SP_AnyPipe50", + "SP_CacheAutoLoader", + "SP_CacheCheck", + "SP_CacheGet", + "SP_CacheManager", + "SP_CachePersistence", + "SP_CacheStore", + "SP_CacheValue", + "SP_CompositeCacheKey", + "SP_DDInpaint_Pipe", + "SP_DebugLogger", + "SP_DictValue", + "SP_DynamicCombo", + "SP_FlorenceCaption", + "SP_FluxFastMergePatchFP8 [Experimental]", + "SP_FluxLoader", + "SP_FluxUnsampler", + "SP_FluxUnsampler_ForwardODESampler", + "SP_FluxUnsampler_InverseSampler", + "SP_HiresGen", + "SP_HiresGen_Dynamic", + "SP_HiresGen_HiresCfg", + "SP_HiresGen_Sharpen", + "SP_HunyuanLoader", + "SP_ImpactSwitchCombo", + "SP_KSampler", + "SP_KSamplerSelect", + "SP_KoboldCpp", + "SP_KoboldCppWithContext", + "SP_KoboldCpp_BannedTokens", + "SP_KoboldCpp_OverrideCfg", + "SP_ListAny", + "SP_LoadLatent", + "SP_ModelLoader", + "SP_Name_Checkpoint", + "SP_Name_Clip", + "SP_Name_ClipVision", + "SP_Name_ControlNet", + "SP_Name_StyleModel", + "SP_Name_Unet", + "SP_Name_UpscaleModel", + "SP_Name_Vae", + "SP_Pass", + "SP_Pipe", + "SP_Pipe_ToBasicPipe", + "SP_SD3Loader", + "SP_SDLoader", + "SP_SaveLatent", + "SP_SelectItemFromAnyList", + "SP_SendStringWebsocket", + "SP_SetPipeModelType", + "SP_Supir", + "SP_SupirSampler", + "SP_SupirSampler_DPMPP2M", + "SP_SupirSampler_EDM", + "SP_SwitchBooleanAny", + "SP_UnlistValues", + "SP_WebsocketSendImage", + "SP_XYGrid", + "SP_XYValues", + "ScatterParams", + "ScatterParamsBatch", + "SendTelegramChatBot", + "StrToCombo", + "TextSplitJoinByDelimiter" + ], + { + "author": "SeniorPioner", + "description": "Node Pack: PromptChecker for token toggling, KoboldCPP API, ModelMerging, Telegram-Bot-API, and more", + "nickname": "SP-Nodes", + "title": "SP-Nodes", + "title_aux": "SP-Nodes" + } + ], + "https://github.com/bananasss00/ComfyUI-flux_fill_patcher": [ + [ + "ApplyFluxFillPatch" + ], + { + "title_aux": "ComfyUI-flux_fill_patcher" + } + ], + "https://github.com/banodoco/steerable-motion": [ + [ + "BatchCreativeInterpolation", + "IpaConfiguration", + "RemoveAndInterpolateFrames", + "VideoContinuationGenerator", + "VideoFrameExtractorAndMaskGenerator", + "WanInputFrameNumber", + "WanVideoBlender" + ], + { + "title_aux": "Steerable Motion" + } + ], + "https://github.com/banqingyuan/ComfyUI-text-replace": [ + [ + "ChatOverlayNode", + "ExtractJsonNode", + "ImageEraseNode", + "OCRLocNode" + ], + { + "title_aux": "ComfyUI-text-replace" + } + ], + "https://github.com/bartly/Comfyui_babel_removebg_api": [ + [ + "BabelRemovebg" + ], + { + "title_aux": "Babel Removebg Api Node for ComfyUI" + } + ], + "https://github.com/bash-j/mikey_nodes": [ + [ + "AddMetaData", + "Batch Crop Image", + "Batch Crop Resize Inplace", + "Batch Load Images", + "Batch Resize Image for SDXL", + "Checkpoint Loader Simple Mikey", + "CheckpointHash", + "CheckpointSaveModelOnly", + "CinematicLook", + "Empty Latent Ratio Custom SDXL", + "Empty Latent Ratio Select SDXL", + "EvalFloats", + "FaceFixerOpenCV", + "FileNamePrefix", + "FileNamePrefixDateDirFirst", + "Float to String", + "GetSubdirectories", + "HaldCLUT", + "Image Caption", + "ImageBorder", + "ImageOverlay", + "ImagePaste", + "Int to String", + "LMStudioPrompt", + "Load Image Based on Number", + "LoraSyntaxProcessor", + "Mikey Sampler", + "Mikey Sampler Base Only", + "Mikey Sampler Base Only Advanced", + "Mikey Sampler Tiled", + "Mikey Sampler Tiled Base Only", + "MikeyLatentTileSampler", + "MikeyLatentTileSamplerCustom", + "MikeySamplerTiledAdvanced", + "MikeySamplerTiledAdvancedBaseOnly", + "ModelMergePixArtSigmaXL2_1024MS", + "ModelMergeTrainDiff", + "ModelMergeTrainDiffPixartSigmaXL2_1024MS", + "MosaicExpandImage", + "OobaPrompt", + "PresetRatioSelector", + "Prompt With SDXL", + "Prompt With Style", + "Prompt With Style V2", + "Prompt With Style V3", + "Range Float", + "Range Integer", + "Ratio Advanced", + "RemoveTextBetween", + "Resize Image for SDXL", + "SD3TextConditioningWithOptionsOnePrompt", + "SRFloatPromptInput", + "SRIntPromptInput", + "SRStringPromptInput", + "Save Image If True", + "Save Image With Prompt Data", + "Save Images Mikey", + "Save Images No Display", + "Save Images With Prompt Data", + "SaveMetaData", + "SearchAndReplace", + "Seed String", + "Style Conditioner", + "Style Conditioner Base Only", + "Text2InputOr3rdOption", + "TextCombinations", + "TextCombinations3", + "TextConcat", + "TextPadderMikey", + "TextPreserve", + "Upscale Tile Calculator", + "Wildcard Processor", + "WildcardAndLoraSyntaxProcessor", + "WildcardOobaPrompt" + ], + { + "title_aux": "Mikey Nodes" + } + ], + "https://github.com/bbaudio-2025/ComfyUI-SuperUltimateVaceTools": [ + [ + "CustomCropArea", + "CustomRefineOption", + "NAGParamtersSetting", + "RefineTest", + "RegionalBatchPrompt", + "SuperUltimateVACEUpscale", + "VACEControlImageCombine", + "VACEPromptCheckTotalFrame", + "VACEPromptCombine", + "VaceFunLongVideo", + "VaceLongVideo" + ], + { + "title_aux": "ComfyUI-SuperUltimateVaceTools" + } + ], + "https://github.com/bbtaivi/ComfyUI-Aiv-Param": [ + [ + "AivParam" + ], + { + "title_aux": "AIV ComfyUI Node" + } + ], + "https://github.com/bcasadei/ComfyUI-Prompt-Camera-Assistant": [ + [ + "PromptCameraAssistant" + ], + { + "title_aux": "ComfyUI-Prompt-Camera-Assistant" + } + ], + "https://github.com/bear2b/comfyui-argo-nodes": [ + [ + "ColorMatrixGPU", + "LoadGridFromURL", + "SaveGridToS3" + ], + { + "title_aux": "ColorMatrixGPU Node for ComfyUI" + } + ], + "https://github.com/bedovyy/ComfyUI-LLM-Helper": [ + [ + "LLMHelper_GetModels", + "LLMHelper_PostModelsUnload" + ], + { + "title_aux": "ComfyUI-LLM-Helper" + } + ], + "https://github.com/bedovyy/ComfyUI_NAIDGenerator": [ + [ + "AnlasTrackerNAID", + "CharacterReferenceOptionNAID", + "ColorizeNAID", + "DeclutterNAID", + "EmotionNAID", + "GenerateNAID", + "Img2ImgOptionNAID", + "InpaintingOptionNAID", + "LineArtNAID", + "MaskImageToNAID", + "ModelOptionNAID", + "NetworkOptionNAID", + "PromptToNAID", + "RemoveBGNAID", + "SketchNAID", + "V4BasePrompt", + "V4NegativePrompt", + "VibeTransferOptionNAID" + ], + { + "title_aux": "ComfyUI_NAIDGenerator" + } + ], + "https://github.com/bemoregt/ComfyUI_CustomNode_Image2Spectrum": [ + [ + "Image_Spectrum" + ], + { + "title_aux": "ComfyUI_CustomNode_Image2Spectrum" + } + ], + "https://github.com/benda1989/CosyVoice2_ComfyUI": [ + [ + "CosyVoice3s", + "CosyVoiceCrossLingual", + "CosyVoiceLoader", + "CosyVoiceNLControl", + "CosyVoiceSonic", + "Text2" + ], + { + "title_aux": "GKK\u00b7CosyVoice" + } + ], + "https://github.com/benda1989/Sonic_ComfyUI": [ + [ + "SonicLoader", + "SonicSimper", + "SonicSpeechs" + ], + { + "title_aux": "GKK\u00b7Sonic" + } + ], + "https://github.com/benjamin-bertram/Comfyui_OIDN_Denoiser": [ + [ + "OIDNDenoiser" + ], + { + "title_aux": "ComfyUI OIDN Denoiser" + } + ], + "https://github.com/benjiyaya/ComfyUI-HunyuanVideoImagesGuider": [ + [ + "Hunyuan Video Image To Guider" + ], + { + "title_aux": "ComfyUI-HunyuanVideoImagesGuider" + } + ], + "https://github.com/benjiyaya/ComfyUI-KokoroTTS": [ + [ + "Kokoro TextToSpeech" + ], + { + "title_aux": "ComfyUI-KokoroTTS" + } + ], + "https://github.com/benjiyaya/ComfyUI-QwenImageLayeredToLength": [ + [ + "QwenImageLayered - Layer to Length Mapper", + "QwenImageLayered_LengthMapper" + ], + { + "title_aux": "ComfyUI-QwenImageLayeredToLength" + } + ], + "https://github.com/benstaniford/comfy-contact-sheet-image-loader": [ + [ + "ContactSheetImageLoader" + ], + { + "title_aux": "Comfy Contact Sheet Image Loader" + } + ], + "https://github.com/benstaniford/comfy-image-switch": [ + [ + "ImageSwitchNode", + "SwitchAnyValid" + ], + { + "title_aux": "ComfyUI Image Switch Node" + } + ], + "https://github.com/benstaniford/comfy-load-last-image": [ + [ + "LoadMostRecentImage" + ], + { + "title_aux": "ComfyUI Load Most Recent Image Node" + } + ], + "https://github.com/benstaniford/comfy-lora-loader-with-triggerdb": [ + [ + "LoRaLoaderWithTriggerDB" + ], + { + "title_aux": "LoRa Loader with Trigger Database" + } + ], + "https://github.com/benstaniford/comfy-prompt-db": [ + [ + "PromptDB", + "PromptStack" + ], + { + "title_aux": "Prompt Database for ComfyUI" + } + ], + "https://github.com/bentoml/comfy-pack": [ + [ + "CPackInputAny", + "CPackInputFile", + "CPackInputImage", + "CPackInputInt", + "CPackInputString", + "CPackOutputAudio", + "CPackOutputFile", + "CPackOutputImage", + "CPackOutputTextFile", + "CPackOutputVideo", + "CPackOutputZip", + "CPackOutputZipSwitch" + ], + { + "title_aux": "Comfy-Pack" + } + ], + "https://github.com/beyondprompting/ComfyUI-Beyond_nodes": [ + [ + "Beyond_Public_LoRA_URL", + "Bool-beyond_nodes", + "BooleanControlOutput-beyond_nodes", + "BooleanSwitch-beyond_nodes", + "Compare-beyond_nodes", + "Compositor3-beyond_nodes", + "Compositor4-beyond_nodes", + "Compositor4MasksOutput-beyond_nodes", + "Compositor4TransformsOut-beyond_nodes", + "CompositorConfig4-beyond_nodes", + "DebugPrint-beyond_nodes", + "EditMask-beyond_nodes", + "Float-beyond_nodes", + "If ANY return A else B-beyond_nodes", + "ImageMaskScaleAs-beyond_nodes", + "ImageMaskSwitch-beyond_nodes", + "ImageScaleDownBy-beyond_nodes", + "Int-beyond_nodes", + "MaskBoundingBox", + "MaskBoundingBox-beyond_nodes", + "MaskRectArea-beyond_nodes", + "MaskToImage-beyond_nodes", + "Prompt-beyond_nodes", + "RoundMask-beyond_nodes", + "String-beyond_nodes", + "TwoWaySwitch-beyond_nodes", + "UUID", + "UUIDFilename" + ], + { + "author": "Beyond Prompting", + "description": "Beyond Node Packages", + "nickname": "Beyond Nodes", + "title": "Beyond Nodes", + "title_aux": "ComfyUI-Beyond_nodes" + } + ], + "https://github.com/bgreene2/ComfyUI-Hunyuan-Image-3": [ + [ + "HunyuanImage3" + ], + { + "title_aux": "ComfyUI-Hunyuan-Image-3" + } + ], + "https://github.com/bhhtr12/ComfyUI-ollama-stop": [ + [ + "OllamaStopNode" + ], + { + "title_aux": "ComfyUI-ollama-stop" + } + ], + "https://github.com/bhvbhushan/ComfyUI-LoRABlockWeight": [ + [ + "HierarchicalLoRAWeightEditor", + "NunchakuHierarchicalLoRALoader" + ], + { + "title_aux": "ComfyUI LoRA Block Weight Loader" + } + ], + "https://github.com/big-mon/ComfyUI-ResolutionPresets": [ + [ + "ResolutionPresetsSDXL" + ], + { + "title_aux": "ComfyUI-ResolutionPresets" + } + ], + "https://github.com/bikiam/ComfyUI_WhisperSRT": [ + [ + "WhisperAudioToSRTText" + ], + { + "title_aux": "ComfyUI_WhisperSRT" + } + ], + "https://github.com/bilal-arikan/ComfyUI_TextAssets": [ + [ + "LoadTextAsset" + ], + { + "title_aux": "ComfyUI_TextAssets" + } + ], + "https://github.com/billwuhao/ComfyUI_ACE-Step": [ + [ + "ACELoRALoader", + "ACEModelLoader", + "ACEStepEdit", + "ACEStepExtend", + "ACEStepGen", + "ACEStepRepainting", + "GenerationParameters", + "LyricsLangSwitch", + "MultiLineLyrics", + "MultiLinePromptACES" + ], + { + "title_aux": "ComfyUI_ACE-Step" + } + ], + "https://github.com/billwuhao/ComfyUI_AudioTools": [ + [ + "AddSubtitlesToVideo", + "AdjustAudio", + "AudioAddWatermark", + "AudioConcatenate", + "AudioRecorderAT", + "ClearVoiceRun", + "LoadAudioMW", + "MergeAudioMW", + "MinimalPauseNode", + "MultiLinePromptAT", + "MusicSeparation", + "RemoveSilence", + "SpeechSeparation", + "StringEditNode", + "TrimAudio" + ], + { + "title_aux": "ComfyUI_AudioTools" + } + ], + "https://github.com/billwuhao/ComfyUI_CSM": [ + [ + "CSMDialogRun", + "CSMSpeakersPreview", + "MultiLineText" + ], + { + "title_aux": "ComfyUI_CSM" + } + ], + "https://github.com/billwuhao/ComfyUI_DiffRhythm": [ + [ + "DiffRhythmRun", + "MultiLineLyricsDR" + ], + { + "title_aux": "ComfyUI_DiffRhythm_MW" + } + ], + "https://github.com/billwuhao/ComfyUI_EraX-WoW-Turbo": [ + [ + "EraXWoWRUN", + "WhisperTurboRun" + ], + { + "title_aux": "MW-ComfyUI_EraX-WoW-Turbo" + } + ], + "https://github.com/billwuhao/ComfyUI_IndexTTS": [ + [ + "IndexSpeakersPreview", + "IndexTTS2Run", + "IndexTTSRun", + "MultiLinePromptIndex" + ], + { + "title_aux": "ComfyUI_IndexTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_KokoroTTS_MW": [ + [ + "KokoroRun", + "KokoroZHRun", + "MultiLinePromptKK" + ], + { + "title_aux": "ComfyUI_KokoroTTS_MW" + } + ], + "https://github.com/billwuhao/ComfyUI_MegaTTS3": [ + [ + "MegaTTS3Run", + "MegaTTS3SpeakersPreview", + "MultiLinePromptMG" + ], + { + "title_aux": "MW-ComfyUI_MegaTTS3" + } + ], + "https://github.com/billwuhao/ComfyUI_NotaGen": [ + [ + "NotaGenRun" + ], + { + "title_aux": "ComfyUI_NotaGen" + } + ], + "https://github.com/billwuhao/ComfyUI_OneButtonPrompt": [ + [ + "LoadImageAndPromptFromURL", + "LoadImageFromURL", + "LoadPrompt", + "StringEditNodeOBP" + ], + { + "title_aux": "MW-ComfyUI_OneButtonPrompt" + } + ], + "https://github.com/billwuhao/ComfyUI_OuteTTS": [ + [ + "OuteTTSRun" + ], + { + "title_aux": "MW-ComfyUI_OuteTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_PortraitTools": [ + [ + "AlignFace", + "BeautifyPhoto", + "DetectCropFace", + "DetectCropFaces", + "IDPhotos", + "ImageWatermark", + "LoadImageMW" + ], + { + "title_aux": "MW-ComfyUI_PortraitTools" + } + ], + "https://github.com/billwuhao/ComfyUI_SOME": [ + [ + "SomeSing2Midi" + ], + { + "title_aux": "ComfyUI_SOME" + } + ], + "https://github.com/billwuhao/ComfyUI_SparkTTS": [ + [ + "AudioRecorderSpark", + "SparkTTSClone", + "SparkTTSRun" + ], + { + "title_aux": "ComfyUI_SparkTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_StepAudioTTS": [ + [ + "AudioRecorder", + "StepAudioClone", + "StepAudioRun" + ], + { + "title_aux": "ComfyUI_StepAudioTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_gemmax": [ + [ + "GemmaxRun", + "QuickMTRun" + ], + { + "title_aux": "MW-ComfyUI_gemmax" + } + ], + "https://github.com/billwuhao/ComfyUI_parakeet-tdt": [ + [ + "ParakeetASRRun" + ], + { + "title_aux": "ComfyUI_parakeet-tdt" + } + ], + "https://github.com/billwuhao/Comfyui_HeyGem": [ + [ + "HeyGemRun" + ], + { + "title_aux": "Comfyui_HeyGem" + } + ], + "https://github.com/birdneststream/ComfyUI-Mircify": [ + [ + "IRC Art Converter", + "IRC PNG Exporter", + "IRC Text Saver" + ], + { + "title_aux": "ComfyUI-Mircify" + } + ], + "https://github.com/bitaffinity/ComfyUI_HF_Inference": [ + [ + "Classification", + "FeatureExtraction", + "Generation", + "ObjectDetection", + "QuestionAnswering", + "Segmentation", + "TextToImage", + "Translation" + ], + { + "title_aux": "ComfyUI_HF_Inference" + } + ], + "https://github.com/bkpaine1/Halo-Lipsy": [ + [ + "HaloLipsy" + ], + { + "title_aux": "Halo-Lipsy" + } + ], + "https://github.com/bkpaine1/Halo-TeaCache": [ + [ + "HaloTeaCache" + ], + { + "title_aux": "Halo-TeaCache" + } + ], + "https://github.com/bkpaine1/halo_pack": [ + [ + "HALOConditioningDebug", + "HALOLatentDebug", + "HALOModelDebug", + "HALOVAEDecode", + "HALOVAEEncode" + ], + { + "title_aux": "HALO Debug Pack" + } + ], + "https://github.com/black-forest-labs/bfl-comfy-nodes": [ + [ + "FLUX 1.0 [canny]", + "FLUX 1.0 [canny] Finetuned", + "FLUX 1.0 [depth]", + "FLUX 1.0 [depth] Finetuned", + "FLUX 1.0 [dev]", + "FLUX 1.0 [fill]", + "FLUX 1.0 [fill] Finetuned", + "FLUX 1.0 [pro]", + "FLUX 1.0 [pro] Finetuned", + "FLUX 1.1 [pro]", + "FLUX 1.1 [ultra]", + "FLUX 1.1 [ultra] Finetuned" + ], + { + "title_aux": "Black Forest Labs API Nodes" + } + ], + "https://github.com/blackcodetavern/ComfyUI-Benripack": [ + [ + "AnimationExtractor", + "CharacterPipe", + "Load3DModel" + ], + { + "title_aux": "ComfyUI-Benripack" + } + ], + "https://github.com/blepping/ComfyUI-ApplyResAdapterUnet": [ + [ + "ApplyResAdapterUnet" + ], + { + "title_aux": "ComfyUI-ApplyResAdapterUnet" + } + ], + "https://github.com/blepping/ComfyUI-bleh": [ + [ + "BlehBlockCFG", + "BlehBlockOps", + "BlehCFGInitSampler", + "BlehCast", + "BlehDeepShrink", + "BlehDisableNoise", + "BlehDiscardPenultimateSigma", + "BlehEnsurePreviewer", + "BlehForceSeedSampler", + "BlehGlobalSageAttention", + "BlehHyperTile", + "BlehImageAsLatent", + "BlehInsaneChainSampler", + "BlehLatentAsImage", + "BlehLatentBlend", + "BlehLatentOps", + "BlehLatentScaleBy", + "BlehModelPatchConditional", + "BlehModelPatchFastTerminate", + "BlehPlug", + "BlehRefinerAfter", + "BlehSageAttentionSampler", + "BlehSetSamplerPreset", + "BlehSetSigmas", + "BlehTAEVideoDecode", + "BlehTAEVideoEncode" + ], + { + "title_aux": "ComfyUI-bleh" + } + ], + "https://github.com/blepping/ComfyUI-sonar": [ + [ + "FreeUExtreme", + "FreeUExtremeConfig", + "NoisyLatentLike", + "SONAR_CUSTOM_NOISE to NOISE", + "SamplerConfigOverride", + "SamplerSonarDPMPPSDE", + "SamplerSonarEuler", + "SamplerSonarEulerA", + "SonarAdvanced1fNoise", + "SonarAdvancedCollatzNoise", + "SonarAdvancedDistroNoise", + "SonarAdvancedPowerLawNoise", + "SonarAdvancedPyramidNoise", + "SonarAdvancedVoronoiNoise", + "SonarApplyLatentOperationCFG", + "SonarBlendedNoise", + "SonarChannelNoise", + "SonarCompositeNoise", + "SonarCustomNoise", + "SonarCustomNoiseAdv", + "SonarCustomNoiseParameters", + "SonarGuidanceConfig", + "SonarGuidedNoise", + "SonarLatentOperationAdvanced", + "SonarLatentOperationFilteredNoise", + "SonarLatentOperationNoise", + "SonarLatentOperationQuantileFilter", + "SonarLatentOperationSetSeed", + "SonarModulatedNoise", + "SonarNoiseImage", + "SonarNormalizeNoiseToScale", + "SonarPatternBreakNoise", + "SonarPerDimNoise", + "SonarPowerFilter", + "SonarPowerFilterNoise", + "SonarPowerNoise", + "SonarPreviewFilter", + "SonarQuantileFilteredNoise", + "SonarRandomNoise", + "SonarRepeatedNoise", + "SonarResizedNoise", + "SonarResizedNoiseAdv", + "SonarRippleFilteredNoise", + "SonarScatternetFilteredNoise", + "SonarScheduledNoise", + "SonarShuffledNoise", + "SonarSplitNoiseChain", + "SonarWaveletCFG", + "SonarWaveletFilteredNoise", + "SonarWaveletNoise" + ], + { + "title_aux": "ComfyUI-sonar" + } + ], + "https://github.com/blepping/comfyui_jankdiffusehigh": [ + [ + "DiffuseHighParam", + "DiffuseHighSampler" + ], + { + "title_aux": "comfyui_jankdiffusehigh" + } + ], + "https://github.com/blepping/comfyui_jankhidiffusion": [ + [ + "ApplyMSWMSAAttention", + "ApplyMSWMSAAttentionSimple", + "ApplyRAUNet", + "ApplyRAUNetSimple" + ], + { + "title_aux": "comfyui_jankhidiffusion" + } + ], + "https://github.com/blepping/comfyui_overly_complicated_sampling": [ + [ + "OCS ApplyFilterImage", + "OCS ApplyFilterLatent", + "OCS Group", + "OCS ModelSetMaxSigma", + "OCS MultiParam", + "OCS Param", + "OCS Sampler", + "OCS SimpleRestartSchedule", + "OCS Substeps", + "OCSNoise Conditioning", + "OCSNoise ExpressionFilteredNoise", + "OCSNoise ImmiscibleReference", + "OCSNoise OverrideSamplerNoise", + "OCSNoise PerlinAdvanced", + "OCSNoise PerlinSimple", + "OCSNoise to SONAR_CUSTOM_NOISE" + ], + { + "title_aux": "comfyui_overly_complicated_sampling" + } + ], + "https://github.com/blird/ComfyUI-Wanify": [ + [ + "AdaptiveImageResize" + ], + { + "title_aux": "ComfyUI-Wanify: Adaptive Image Resize Node" + } + ], + "https://github.com/blob8/ComfyUI_sloppy-comic": [ + [ + "Generate Comic", + "LLM API Request" + ], + { + "title_aux": "ComfyUI_sloppy-comic" + } + ], + "https://github.com/blob8/ComfyUI_video-image-motion-transfer": [ + [ + "VideoImageWarp" + ], + { + "title_aux": "ComfyUI_video-image-motion-transfer" + } + ], + "https://github.com/blovett80/ComfyUI-PixelDojo": [ + [ + "PixelDojoAPI" + ], + { + "title_aux": "ComfyUI-PixelDojo" + } + ], + "https://github.com/blueraincoatli/comfyUI_SillyNodes": [ + [ + "BooleanJumper|SillyNode", + "CloseErrorWindowNode|SillyNode", + "QueueSequence|SillyNode", + "Screenshots|SillyNode", + "dummyInput|SillyNode", + "dummyInput|blueraincoat" + ], + { + "title_aux": "comfyUI_SillyNodes" + } + ], + "https://github.com/bluevisor/ComfyUI_PS_Blend_Node": [ + [ + "PSBlendNode" + ], + { + "title_aux": "ComfyUI_PS_Blend_Node" + } + ], + "https://github.com/blurgyy/CoMPaSS-FLUX.1-dev-ComfyUI": [ + [ + "CoMPaSS for FLUX.1-dev", + "Example" + ], + { + "title_aux": "CoMPaSS-ComfyUI" + } + ], + "https://github.com/bmad4ever/comfyui_ab_samplercustom": [ + [ + "AB SamplerCustom (experimental)" + ], + { + "title_aux": "comfyui_ab_sampler" + } + ], + "https://github.com/bmad4ever/comfyui_lists_cartesian_product": [ + [ + "AnyListCartesianProduct" + ], + { + "title_aux": "Lists Cartesian Product" + } + ], + "https://github.com/bmad4ever/comfyui_panels": [ + [ + "bmad_BBoxFromInts", + "bmad_BBoxSnap", + "bmad_BevelPolygon", + "bmad_BuildLayoutPanels", + "bmad_CanvasPanel", + "bmad_ComplementaryCardinals", + "bmad_CropImageByBBox", + "bmad_CropMaskByBBox", + "bmad_CropMaskHolesQuantizedPadded", + "bmad_DetectPanelsInImage", + "bmad_DrawPanelsEdges", + "bmad_DrawPanelsEdgesDashed", + "bmad_DrawPanelsEdgesDotted", + "bmad_GridPanelLayoutGenerator", + "bmad_GrowPanel", + "bmad_InvertCardinals", + "bmad_ListAppendPanel", + "bmad_ListTransferPanel", + "bmad_LoadPanelLayout", + "bmad_MutatePanelLayout", + "bmad_OffsetPolygonBounds", + "bmad_Panel2Mask", + "bmad_PasteCrops", + "bmad_PolygonBounds", + "bmad_PolygonOriginCenter", + "bmad_PolygonOriginCentroid", + "bmad_PolygonOriginVector", + "bmad_PolygonOriginVertex", + "bmad_PolygonToMask", + "bmad_PolygonToResizedMask", + "bmad_PolygonUnwrappedBounds", + "bmad_PreviewPanelLayout", + "bmad_PreviewPanels", + "bmad_RandomPanelLayoutGenerator", + "bmad_RelativeCropImage", + "bmad_RotatePolygon", + "bmad_SavePanelLayout", + "bmad_ScalePolygon", + "bmad_SkewPolygon", + "bmad_SliceList_Panels", + "bmad_SortPanels", + "bmad_StringDecodePanelLayout", + "bmad_StringEncodePanelLayout", + "bmad_TranslatePolygon", + "bmad_UnpackBBox" + ], + { + "title_aux": "comfyui-panels" + } + ], + "https://github.com/bmad4ever/comfyui_quilting": [ + [ + "GuessQuiltingBlockSize_Bmad", + "ImageQuiltingSeamlessMB_Bmad", + "ImageQuiltingSeamlessSB_Bmad", + "ImageQuilting_Bmad", + "LatentQuiltingSeamlessMB_Bmad", + "LatentQuiltingSeamlessSB_Bmad", + "LatentQuilting_Bmad" + ], + { + "title_aux": "comfyui_quilting" + } + ], + "https://github.com/bmad4ever/comfyui_wfc_like": [ + [ + "WFC_CustomTemperature_Bmad", + "WFC_CustomValueWeights_Bmad", + "WFC_Decode_BMad", + "WFC_EmptyState_Bmad", + "WFC_Encode_BMad", + "WFC_Filter_Bmad", + "WFC_GenParallel_Bmad", + "WFC_Generate_BMad", + "WFC_SampleNode_BMad" + ], + { + "title_aux": "comfyui_wfc_like" + } + ], + "https://github.com/bobmagicii/comfykit-custom-nodes": [ + [ + "LoraStackFiveSimple", + "LoraThree", + "LoraWithMeta", + "TypecasterClip", + "TypecasterCond", + "TypecasterImage", + "TypecasterLatent", + "TypecasterModel", + "TypecasterVae" + ], + { + "title_aux": "ComfyKit Custom Nodes" + } + ], + "https://github.com/bobosola/ComfyUI-reboot": [ + [ + "reboot" + ], + { + "title_aux": "ComfyUI-reboot" + } + ], + "https://github.com/bollerdominik/ComfyUI-load-lora-from-url": [ + [ + "AssertNotBlack", + "CutImageByMask", + "GeminiImage2GenAI", + "ImageResize+", + "LoadLoraFromUrlOrPath", + "LoadNunchakuLoraFromUrlOrPath", + "LoadUpscaleModelFromUrlOrPath", + "LoadVideoFromUrlOrPath", + "LoadVideoLoraFromUrlOrPath", + "LoadVideoLoraFromUrlOrPathSelect", + "OpenRouterGeminiImage", + "PasteImageByMask", + "SimpleMath+" + ], + { + "title_aux": "ComfyUI-load-lora-from-url" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-Allegro": [ + [ + "AllegroDecoder", + "AllegroEncoder", + "AllegroSampler", + "AllegroTI2VEncoder", + "AllegroTI2VSampler", + "AllegroTextEncoder", + "LoadAllegroModel", + "LoadAllegroTI2VModel" + ], + { + "title_aux": "ComfyUI-Allegro" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-DisPose": [ + [ + "DisPoseDecoder", + "DisPoseLoader", + "DisPoseSampler" + ], + { + "title_aux": "ComfyUI-DisPose" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-MagicDance": [ + [ + "LoadMagicDanceModel", + "MagicDanceDecoder", + "MagicDanceEncoder", + "MagicDanceSampler" + ], + { + "title_aux": "ComfyUI-MagicDance" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-Open-Sora-I2V": [ + [ + "OpenSoraDecoder", + "OpenSoraEncoder", + "OpenSoraLoader", + "OpenSoraSampler", + "OpenSoraTextEncoder" + ], + { + "title_aux": "ComfyUI-Open-Sora-I2V" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-OpenSoraPlan": [ + [ + "OpenSoraPlan0LoaderT2V", + "OpenSoraPlan1LoaderT2V", + "OpenSoraPlan2LoaderI2V", + "OpenSoraPlan2LoaderT2V", + "OpenSoraPlan2SamplerI2V", + "OpenSoraPlan3LoaderI2V", + "OpenSoraPlan3LoaderT2V", + "OpenSoraPlan3SamplerI2V", + "OpenSoraPlanDecoder", + "OpenSoraPlanPromptRefiner", + "OpenSoraPlanSamplerT2V" + ], + { + "title_aux": "ComfyUI-OpenSoraPlan" + } + ], + "https://github.com/bombdefuser-124/Newbie-Teacache-ComfyUI": [ + [ + "TeaCacheCoefficientCalculator", + "TeaCache_Lumina2" + ], + { + "title_aux": "Newbie-Teacache-ComfyUI" + } + ], + "https://github.com/bombless/comfyUI-RememberingUtils": [ + [ + "RememberLastSeed", + "ShowLastSeed", + "ShowLastText" + ], + { + "title_aux": "Remembering utils" + } + ], + "https://github.com/bomborant/ComfyUI-ShakaNodes": [ + [ + "ShakaTensorDebug", + "ShakaWanKeyframes" + ], + { + "title_aux": "ShakaNodes" + } + ], + "https://github.com/bongsang/ComfyUI-Bongsang": [ + [ + "AnyInfo", + "RgbChannel" + ], + { + "title_aux": "ComfyUI-Bongsang" + } + ], + "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit": [ + [ + "FiboEdit", + "FiboEdit_VLM" + ], + { + "title_aux": "Fibo Edit Node for ComfyUI" + } + ], + "https://github.com/boredofnames/ComfyUI-ntfy": [ + [ + "Ntfy", + "SaveImageAndNtfy" + ], + { + "title_aux": "ComfyUI-ntfy" + } + ], + "https://github.com/boricuapab/ComfyUI-Bori-JsonSetGetConverter": [ + [ + "Bori Json Get Set Convert" + ], + { + "title_aux": "ComfyUI-Bori-JsonSetGetConverter" + } + ], + "https://github.com/boricuapab/ComfyUI-Bori-QwenImageResolutions": [ + [ + "Bori Qwen Image Resolution", + "Bori Qwen Img Res" + ], + { + "title_aux": "ComfyUI-Bori-QwenImageResolutions" + } + ], + "https://github.com/bowtiedbluefin/ComfyUI-AI-CustomURL": [ + [ + "ImageAdvancedParams_AICustomURL", + "ImageGeneration_AICustomURL", + "ImageLoader_AICustomURL", + "SaveVideo_AICustomURL", + "SpeechAdvancedParams_AICustomURL", + "SpeechGeneration_AICustomURL", + "TextAdvancedParams_AICustomURL", + "TextGeneration_AICustomURL", + "VideoAdvancedParams_AICustomURL", + "VideoGeneration_AICustomURL", + "VideoLoader_AICustomURL", + "VideoPreview_AICustomURL", + "VideoRetrieve_AICustomURL" + ], + { + "title_aux": "ComfyUI-AI-CustomURL" + } + ], + "https://github.com/bpmpnaito/comfyui-imageviewer": [ + [ + "ImageViewer" + ], + { + "title_aux": "comfyui-imageviewer" + } + ], + "https://github.com/bradsec/ComfyUI_ResolutionSelectorPlus": [ + [ + "ResolutionSelector" + ], + { + "title_aux": "ResolutionSelector for ComfyUI" + } + ], + "https://github.com/bradsec/ComfyUI_StringEssentials": [ + [ + "StringConditionalAppend", + "StringContainsAny", + "StringMultiReplace", + "StringPreview", + "StringStrip", + "StringTextbox" + ], + { + "title_aux": "ComfyUI_StringEssentials" + } + ], + "https://github.com/brahianrosswill/ComfyUi-RandomNoiseCustom": [ + [ + "RandomNoiseCustom" + ], + { + "title_aux": "ComfyUi-RandomNoiseCustom" + } + ], + "https://github.com/braintacles/braintacles-comfyui-nodes": [ + [ + "CLIPTextEncodeSDXL-Multi-IO", + "CLIPTextEncodeSDXL-Pipe", + "Empty Latent Image from Aspect-Ratio", + "Interval Sampler", + "Random Find and Replace" + ], + { + "title_aux": "braintacles-nodes" + } + ], + "https://github.com/brantje/ComfyUI-api-tools": [ + [ + "SimpleGenImageInterface" + ], + { + "title_aux": "ComfyUI-api-tools" + } + ], + "https://github.com/brantje/ComfyUI_MagicQuill": [ + [ + "MagicQuill" + ], + { + "author": "Zichen LIU (https://zliucz.github.io/) and Yue YU (https://bruceyyu.github.io/)", + "description": "Official ComfyUI Implementations for Paper - MagicQuill: An Intelligent Interactive Image Editing System", + "nickname": "MagicQuill nodes", + "title": "MagicQuill", + "title_aux": "ComfyUI-MagicQuill" + } + ], + "https://github.com/brayevalerien/ComfyUI-GroqNodes": [ + [ + "GroqAudio", + "GroqBatch", + "GroqChat", + "GroqToolUse", + "GroqVision" + ], + { + "title_aux": "Groq Nodes" + } + ], + "https://github.com/brayevalerien/ComfyUI-SplitString": [ + [ + "Split String" + ], + { + "title_aux": "ComfyUI-splitstring" + } + ], + "https://github.com/brayevalerien/ComfyUI-resynthesizer": [ + [ + "Resynthesize" + ], + { + "title_aux": "ComfyUI Resynthesizer" + } + ], + "https://github.com/brenzel/comfyui-prompt-beautify": [ + [ + "PromptBeautify", + "PromptBeautifyAdvanced" + ], + { + "title_aux": "comfyui-prompt-beautify" + } + ], + "https://github.com/brianfitzgerald/style_aligned_comfy": [ + [ + "StyleAlignedBatchAlign", + "StyleAlignedReferenceSampler", + "StyleAlignedSampleReferenceLatents" + ], + { + "title_aux": "StyleAligned for ComfyUI" + } + ], + "https://github.com/bronkula/comfyui-fitsize": [ + [ + "FS: Crop Image Into Even Pieces", + "FS: Fit Image And Resize", + "FS: Fit Size From Image", + "FS: Fit Size From Int", + "FS: Image Region To Mask", + "FS: Load Image And Resize To Fit", + "FS: Pick Image From Batch", + "FS: Pick Image From Batches", + "FS: Pick Image From List" + ], + { + "title_aux": "comfyui-fitsize" + } + ], + "https://github.com/brucew4yn3rp/ComfyUI_SelectiveMetadata": [ + [ + "Multiline String", + "Save Image (Selective Metadata)", + "SaveImage" + ], + { + "title_aux": "Save Image with Selective Metadata" + } + ], + "https://github.com/brucew4yn3rp/ComfyUI_VintageEffect": [ + [ + "Vintage Effect" + ], + { + "title_aux": "Vintage Effect" + } + ], + "https://github.com/bruefire/ComfyUI-SeqImageLoader": [ + [ + "VFrame Loader With Mask Editor", + "Video Loader With Mask Editor" + ], + { + "title_aux": "ComfyUI Sequential Image Loader" + } + ], + "https://github.com/bryanmcguire/comfyui-flux2fun-controlnet": [ + [ + "Flux2FunControlNetApply", + "Flux2FunControlNetLoader" + ], + { + "title_aux": "comfyui-flux2fun-controlnet" + } + ], + "https://github.com/btitkin/ComfyUI-RandomPromptBuilder": [ + [ + "PromptDisplayNode", + "RandomPromptBuilder" + ], + { + "title_aux": "Random Prompt Builder" + } + ], + "https://github.com/buddy-bytes/ComfyUI-SmartResolutionToolkit": [ + [ + "SmartLatentGenerator", + "SmartResolutionPicker" + ], + { + "title_aux": "Smart Resolution Toolkit" + } + ], + "https://github.com/budihartono/comfyui-aspect-ratio-presets": [ + [ + "CAS Empty Latent Aspect Ratio Axis", + "CAS Empty Latent Aspect Ratio Preset" + ], + { + "title_aux": "CAS Aspect Ratio Presets Node for ComfyUI" + } + ], + "https://github.com/budihartono/comfyui_otonx_nodes": [ + [ + "OTX Integer Multiple Inputs 4", + "OTX Integer Multiple Inputs 5", + "OTX Integer Multiple Inputs 6", + "OTX KSampler Feeder", + "OTX Versatile Multiple Inputs 4", + "OTX Versatile Multiple Inputs 5", + "OTX Versatile Multiple Inputs 6" + ], + { + "title_aux": "Otonx's Custom Nodes" + } + ], + "https://github.com/bugltd/ComfyLab-Pack": [ + [ + "Convert to Any (lab)", + "File Queue (lab)", + "Format: Multiline (lab)", + "Format: String (lab)", + "Generic Queue (lab)", + "Image Queue (lab)", + "Image: Downscale to Total Pixels (lab)", + "Input: Boolean (lab)", + "Input: Float (lab)", + "Input: Folder (lab)", + "Input: Integer (lab)", + "Input: Multiline (lab)", + "Input: String (lab)", + "List: Checkpoints (lab)", + "List: Limit (lab)", + "List: LoRAs (lab)", + "List: Merge (lab)", + "List: Random Seeds (lab)", + "List: Samplers (lab)", + "List: Schedulers (lab)", + "List: from Elements (lab)", + "List: from File (backend) (lab)", + "List: from Multiline (lab)", + "List: from String (lab)", + "Load Image (RGBA) (lab)", + "Output Config: Load (lab)", + "Output Config: Retrieve (backend) (lab)", + "Plot Config: Grid (lab)", + "Plot Config: Header/Footer (lab)", + "Resolution to Dimensions (lab)", + "Save Text File (lab)", + "Sleep (lab)", + "XY Plot: Queue (lab)", + "XY Plot: Render (lab)", + "XY Plot: Split Data (lab)" + ], + { + "nodename_pattern": " \\(lab\\)$", + "title_aux": "ComfyLab Pack" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_LLM": [ + [ + "FMJLlmConfigNode", + "FMJLlmOllamaVision", + "FMJOllamaPromptGenerator", + "FMJUnloadAllLLM" + ], + { + "title_aux": "FMJ-LLM" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_SP": [ + [ + "FMJSpeedPrompt" + ], + { + "title_aux": "FMJ-speed-Prompt" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_SaveImageVersions": [ + [ + "FMJ_LoadImageWithSnapshot", + "FMJ_SaveImageWithSnapshot" + ], + { + "title_aux": "ComfyUI_FMJ_SaveImageVersions" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-LMStudio": [ + [ + "EbuLMStudioBrainstormer", + "EbuLMStudioLoadModel", + "EbuLMStudioMakeRequest", + "EbuLMStudioUnload", + "EbuLMStudioUnloadGuider" + ], + { + "title_aux": "EBU LMStudio LLM Integration" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-PromptHelper": [ + [ + "EbuPromptHelperCharacterDescriberFemale", + "EbuPromptHelperCharacterDescriberMale", + "EbuPromptHelperCombineTwoStrings", + "EbuPromptHelperConsumeListItem", + "EbuPromptHelperCurrentDateTime", + "EbuPromptHelperListSampler", + "EbuPromptHelperLoadFileAsString", + "EbuPromptHelperRandomColorPalette", + "EbuPromptHelperRandomize", + "EbuPromptHelperReplace", + "EbuPromptHelperSeasonWeatherTimeOfDay", + "EbuPromptHelperTruncate" + ], + { + "title_aux": "EBU PromptHelper" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-Workflow": [ + [ + "EbuAppendToFile", + "EbuComputeImageUpscale", + "EbuDecodeNewLines", + "EbuEncodeNewLines", + "EbuFileListCache", + "EbuGetImageAspectRatio", + "EbuGetImageAspectRatioFromImage", + "EbuImageWaitForImage", + "EbuModelWaitForImage", + "EbuReadFromFile", + "EbuScalingResolution", + "EbuScalingTile", + "EbuStringWaitForImage", + "EbuUniqueFileName" + ], + { + "title_aux": "EBU Workflow" + } + ], + "https://github.com/bvhari/ComfyUI_CFGStar": [ + [ + "CFGStar" + ], + { + "title_aux": "ComfyUI_CFGStar" + } + ], + "https://github.com/bvhari/ComfyUI_ImageProcessing": [ + [ + "BilateralFilter", + "Brightness", + "Gamma", + "Hue", + "Saturation", + "SigmoidCorrection", + "UnsharpMask" + ], + { + "title_aux": "ImageProcessing" + } + ], + "https://github.com/bvhari/ComfyUI_PerpCFG": [ + [ + "PerpCFG" + ], + { + "title_aux": "ComfyUI_PerpCFG" + } + ], + "https://github.com/bvhari/ComfyUI_PerpWeight": [ + [ + "CLIPTextEncodePerpWeight" + ], + { + "title_aux": "ComfyUI_PerpWeight" + } + ], + "https://github.com/bvhari/ComfyUI_SUNoise": [ + [ + "SUNoiseLatent", + "SamplersSUNoise", + "SamplersSUNoiseAdvanced" + ], + { + "title_aux": "ComfyUI_SUNoise" + } + ], + "https://github.com/by-ae/ae-in-workflow": [ + [ + "CropImageBatchToMaskBoundsAE", + "ImageSelectorAE", + "InterpolateFloatListAE", + "PoseEditorAE", + "ZImageImagesToLoRAAE" + ], + { + "title_aux": "ae-in-workflow" + } + ], + "https://github.com/bytedance/ComfyUI-HyperLoRA": [ + [ + "HyperLoRAApplyLoRA", + "HyperLoRABaseCond", + "HyperLoRAConfig", + "HyperLoRAFaceAttr", + "HyperLoRAGenerateBaseLoRA", + "HyperLoRAGenerateIDLoRA", + "HyperLoRAIDCond", + "HyperLoRALoader", + "HyperLoRASaveLoRA", + "HyperLoRAUniGenerateIDLoRA", + "HyperLoRAUniLoader" + ], + { + "title_aux": "ComfyUI-HyperLoRA" + } + ], + "https://github.com/bytedance/ComfyUI_InfiniteYou": [ + [ + "FaceCombine", + "FaceSwap_InfiniteYou", + "InfiniteYouApply" + ], + { + "title_aux": "ComfyUI_InfiniteYou" + } + ], + "https://github.com/c0dezer019/FreezeFrame": [ + [ + "PSampler", + "PSamplerAdvanced", + "PSamplerCustom", + "PSamplerCustomAdvanced" + ], + { + "title_aux": "FreezeFrame" + } + ], + "https://github.com/c0ffymachyne/ComfyUI_BeatByte": [ + [ + "BytebeatSynth" + ], + { + "title_aux": "Bytebeat Synthesizer: Composing with Operators" + } + ], + "https://github.com/c0ffymachyne/ComfyUI_SignalProcessing": [ + [ + "SignalProcessingBaxandall3BandEQ", + "SignalProcessingBaxandallEQ", + "SignalProcessingConvolutionReverb", + "SignalProcessingFilter", + "SignalProcessingHarmonicsEnhancer", + "SignalProcessingLimiter", + "SignalProcessingLoadAudio", + "SignalProcessingLoudness", + "SignalProcessingMixdown", + "SignalProcessingNormalizer", + "SignalProcessingPadSynth", + "SignalProcessingPadSynthChoir", + "SignalProcessingPaulStretch", + "SignalProcessingPitchShifter", + "SignalProcessingSaturation", + "SignalProcessingSpectrogram", + "SignalProcessingStereoWidening", + "SignalProcessingWaveform" + ], + { + "title_aux": "ComfyUI Signal Processing" + } + ], + "https://github.com/cake-ml/tiny-sana-preview": [ + [ + "TinySanaPreview" + ], + { + "title_aux": "TinySanaPreview" + } + ], + "https://github.com/calcuis/gguf": [ + [ + "AudioEncoderLoaderGGUF", + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "GGUFRun", + "GGUFSave", + "GGUFUndo", + "LoaderGGUF", + "LoaderGGUFAdvanced", + "QuadrupleClipLoaderGGUF", + "TENSORBoost", + "TENSORCut", + "TripleClipLoaderGGUF", + "VaeGGUF" + ], + { + "preemptions": [ + "LoaderGGUF", + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "TripleClipLoaderGGUF", + "LoaderGGUFAdvanced", + "GGUFSave" + ], + "title_aux": "gguf" + } + ], + "https://github.com/caleboleary/ComfyUI-Arc2Face": [ + [ + "Arc2FaceEncoderLoader", + "Arc2FaceFaceExtractor", + "Arc2FaceGenerator", + "Arc2FaceImageGridGenerator", + "Arc2FaceImg2ImgGenerator", + "Arc2FaceUNetLoader" + ], + { + "title_aux": "Arc2Face ComfyUI Node Library" + } + ], + "https://github.com/calibancode/ComfyUI-bevvy": [ + [ + "SaveImageWebP" + ], + { + "title_aux": "ComfyUI-bevvy" + } + ], + "https://github.com/camenduru/ComfyUI-TostAI": [ + [ + "SendToTostAI" + ], + { + "title_aux": "ComfyUI-TostAI" + } + ], + "https://github.com/capitan01R/Capitan-ConditioningEnhancer": [ + [ + "CapitanAdvancedEnhancer", + "ConditioningEnhancer" + ], + { + "title_aux": "Capitan-ConditioningEnhancer" + } + ], + "https://github.com/capitan01R/ComfyUI-CapitanFlowMatch": [ + [ + "CapitanLinear", + "CapitanShift", + "CapitanShiftPresets" + ], + { + "title_aux": "ComfyUI-CapitanFlowMatch" + } + ], + "https://github.com/capitan01R/ComfyUI-CapitanZiT-Scheduler": [ + [ + "CapitanZiTLinearSigma", + "FlowMatchSchedulerSmoothCosine", + "SamplerMinimalChangeFlow" + ], + { + "title_aux": "ComfyUI-CapitanZiT-Scheduler" + } + ], + "https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer": [ + [ + "Flux2KleinDetailController", + "Flux2KleinEnhancer", + "Flux2KleinRefLatentController", + "Flux2KleinSectionedEncoder", + "Flux2KleinTextEnhancer", + "Flux2KleinTextRefBalance" + ], + { + "title_aux": "ComfyUI-Flux2Klein-Enhancer" + } + ], + "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler": [ + [ + "FlowMatchScheduler", + "FlowMatchSchedulerDynamic", + "SigmaViewer", + "ZImagePresets", + "ZImageSampler", + "ZImageTurboScheduler", + "ZImageTurboSchedulerAdvanced" + ], + { + "title_aux": "ComfyUI-ZImageTurbo-FlowSampler" + } + ], + "https://github.com/cardenluo/ComfyUI-Apt_Preset": [ + [ + "AD_DrawSchedule", + "AD_FILM_VFI", + "AD_ImageExpandBatch", + "AD_MaskExpandBatch", + "AD_frame_replace", + "AD_pingpong_vedio", + "AD_sch_IPA", + "AD_sch_adv_CN", + "AD_sch_image_merge", + "AD_sch_latent", + "AD_sch_mask_weigh", + "AD_sch_prompt_adv", + "AD_sch_prompt_basic", + "AD_sch_prompt_stack", + "AD_sch_value", + "AD_slice_Condi", + "AI_GLM4", + "AI_GLM_image", + "AI_GLM_text", + "AI_Ollama_image", + "AI_Ollama_text", + "AI_PresetSave", + "AI_Qwen", + "AI_Qwen_text", + "Ai_Ollama_RunModel", + "Ai_doubao_seedream", + "Amp_audio_Normalized", + "Amp_drive_String", + "Amp_drive_mask", + "Amp_drive_value", + "Apt_clear_cache", + "CN_preset1_Unpack", + "CN_preset1_pack", + "Coordinate_Generator", + "Coordinate_Index2Text", + "Coordinate_MarkRender", + "Coordinate_SplitIndex", + "Coordinate_fromImage", + "Coordinate_fromMask", + "Coordinate_loadImage", + "Coordinate_pointCombine", + "Data_Highway", + "Data_basic", + "Data_bus_chx", + "Data_chx_Merge", + "Data_presetData", + "Data_preset_save", + "Data_sampleData", + "Data_select", + "Easy_QwenEdit2509", + "IO_EasyMark", + "IO_LoadImgList", + "IO_PathProcessor", + "IO_RegexPreset", + "IO_image_select", + "IO_input_any", + "IO_loadFilePath", + "IO_load_anyimage", + "IO_node_Script", + "IO_save_image", + "IO_store_image", + "IO_video_encode", + "IPA_XL_PromptInjection", + "IPA_clip_vision", + "Image_Channel_Apply", + "Image_CnMapMix", + "Image_CnMap_Resize", + "Image_Detail_HL_frequencye", + "Image_Pair_Merge", + "Image_Pair_crop", + "Image_Resize2", + "Image_Resize_longsize", + "Image_Resize_sum", + "Image_Resize_sum_data", + "Image_Resize_sum_restore", + "Image_Solo_data", + "Image_UpscaleModel", + "Image_batch_composite", + "Image_batch_select", + "Image_effect_Load", + "Image_merge2image", + "Image_pad_adjust", + "Image_pad_adjust_restore", + "Image_pad_keep", + "Image_precision_Converter", + "Image_safe_size", + "Image_smooth_blur", + "Image_solo_crop", + "Image_solo_crop2", + "Image_solo_stitch", + "Image_target_adjust", + "Image_transform_layer", + "Image_transform_layer_adv", + "Mask_BodySegment", + "Mask_ClothesSegment", + "Mask_Detect_label", + "Mask_FaceSegment", + "Mask_Remove_bg", + "Mask_Remove_bg2", + "Mask_image2mask", + "Mask_math", + "Mask_simple_adjust", + "Mask_splitMask", + "Mask_splitMask_by_color", + "Mask_split_mulMask", + "Mask_transform_sum", + "Model_Preset_Unpack", + "Model_Preset_pack", + "Scheduler_CondNoise", + "Scheduler_MixScheduler", + "Stack_CN_union", + "Stack_CN_union3", + "Stack_ControlNet", + "Stack_EmbossAndFill", + "Stack_GradientAndStroke", + "Stack_IPA", + "Stack_Kontext_MulCondi", + "Stack_Kontext_MulImg", + "Stack_Ksampler_adv", + "Stack_Ksampler_basic", + "Stack_Ksampler_custom", + "Stack_Ksampler_dual_paint", + "Stack_Ksampler_highAndLow", + "Stack_Ksampler_refine", + "Stack_LoRA", + "Stack_Redux", + "Stack_ShadowAndGlow", + "Stack_VAEDecodeTiled", + "Stack_Wan22FunControlToVideo", + "Stack_WanAnimateToVideo", + "Stack_WanCameraImageToVideo", + "Stack_WanFirstLastFrameToVideo", + "Stack_WanFunControlToVideo", + "Stack_WanFunInpaintToVideo", + "Stack_WanHuMoImageToVideo", + "Stack_WanImageToVideo", + "Stack_WanPhantomSubjectToVideo", + "Stack_WanSoundImageToVideo", + "Stack_WanSoundImageToVideoExtend", + "Stack_WanTrackToVideo", + "Stack_WanVaceToVideo", + "Stack_adv_CN", + "Stack_condi", + "Stack_inpaint", + "Stack_ksampler_tile", + "Stack_latent", + "Stack_pre_Mark2", + "Stack_sample_data", + "Stack_text", + "basicIn_Boolean", + "basicIn_Remap_slide", + "basicIn_Sampler", + "basicIn_Scheduler", + "basicIn_Seed", + "basicIn_float", + "basicIn_input", + "basicIn_int", + "basicIn_string", + "basic_Ksampler_adv", + "basic_Ksampler_custom", + "basic_Ksampler_full", + "basic_Ksampler_low_gpu", + "basic_Ksampler_mid", + "basic_Ksampler_simple", + "batch_BatchSlice", + "batch_MergeBatch", + "chx_IPA_XL", + "chx_IPA_adv", + "chx_IPA_apply_combine", + "chx_IPA_basic", + "chx_IPA_faceID", + "chx_IPA_faceID_adv", + "chx_IPA_region_combine", + "chx_Ksampler_Kontext", + "chx_Ksampler_Kontext_adv", + "chx_Ksampler_Kontext_inpaint", + "chx_Ksampler_VisualStyle", + "chx_Ksampler_dual_area", + "chx_Ksampler_dual_paint", + "chx_Ksampler_highAndLow", + "chx_Ksampler_inpaint", + "chx_Ksampler_mix", + "chx_Ksampler_refine", + "chx_YC_LG_Redux", + "chx_input_data", + "chx_ksampler_Deforum_sch", + "chx_ksampler_tile", + "chx_latent_adjust", + "color_Fragment", + "color_OneColor_keep", + "color_OneColor_replace", + "color_RadiaBrightGradient", + "color_TransforTool", + "color_adjust_HDR", + "color_adjust_HSL", + "color_balance_adv", + "color_brightGradient", + "color_match_adv", + "color_select", + "create_AD_mask", + "create_Mask_match_shape", + "create_Mask_match_shape2", + "create_Mask_visual_tag", + "create_RadialGradient", + "create_any_List", + "create_any_batch", + "create_image_batch", + "create_lineGradient", + "create_mask_array", + "create_mask_batch", + "create_mask_solo", + "create_mulcolor_img", + "excel_Prompter", + "excel_Qwen_camera", + "excel_VedioPrompt", + "excel_column_diff", + "excel_insert_image", + "excel_insert_image_easy", + "excel_qwen_artistic", + "excel_qwen_font", + "excel_read", + "excel_read_easy", + "excel_roles", + "excel_row_diff", + "excel_search_data", + "excel_write_data", + "excel_write_data_easy", + "flow_BooleanSwitch", + "flow_QueueTrigger", + "flow_auto_pixel", + "flow_bridge_image", + "flow_case_tentor", + "flow_createbatch", + "flow_forEnd", + "flow_forStart", + "flow_judge_input", + "flow_judge_output", + "flow_low_gpu", + "flow_sch_control", + "flow_switch_input", + "flow_switch_output", + "flow_tensor_Unify", + "flow_whileEnd", + "flow_whileStart", + "img_effect_CircleWarp", + "img_effect_Liquify", + "img_effect_Stretch", + "img_effect_WaveWarp", + "latent_Image2Noise", + "latent_chx_noise", + "lay_ImageGrid", + "lay_MaskGrid", + "lay_edge_cut", + "lay_image_grid_note", + "lay_images_free_layout", + "lay_mul_image", + "lay_text_sum", + "lay_text_sum_mul", + "list_ListSlice", + "list_MergeList", + "list_Value", + "list_num_range", + "load_GGUF", + "load_Nanchaku", + "math_Remap_data", + "math_calculate", + "model_Style_Align", + "model_tool_assy", + "pack_Pack", + "pack_Unpack", + "param_preset_Unpack", + "param_preset_pack", + "photoshop_preset_Unpack", + "photoshop_preset_pack", + "pre_Kontext", + "pre_Kontext_mul_Image", + "pre_Kontext_mul_mask", + "pre_QwenEdit", + "pre_USO", + "pre_Unit_PromptWeight", + "pre_ZImageInpaint_patch", + "pre_advanced_condi_merge", + "pre_controlnet", + "pre_controlnet_union", + "pre_guide", + "pre_ic_light_sd15", + "pre_inpaint_sum", + "pre_latent_light", + "pre_mul_Mulcondi", + "pre_mul_ref_latent", + "pre_qwen_controlnet", + "pre_sample_data", + "sampler_DynamicTileMerge", + "sampler_DynamicTileSplit", + "sampler_enhance", + "sch_Prompt", + "sch_Value", + "sch_image", + "sch_mask", + "sch_split_text", + "sch_text", + "scheduler_ModelAligned", + "scheduler_interactive_sigmas", + "scheduler_manual_sigmas", + "scheduler_sigmas2Graph", + "stack_Mask2color", + "sum_Ksampler", + "sum_TextEncode", + "sum_create_chx", + "sum_editor", + "sum_latent", + "sum_load_adv", + "sum_load_simple", + "sum_lora", + "sum_stack_AD", + "sum_stack_Kontext", + "sum_stack_QwenEditPlus", + "sum_stack_Wan", + "sum_stack_flux2_Klein", + "sum_stack_image", + "text_Splitter", + "text_StrMatrix", + "text_converter", + "text_filter", + "text_list_combine", + "text_loadText", + "text_modifier", + "text_mul_Join", + "text_mul_Split", + "text_saveText", + "text_sum", + "text_wildcards", + "texture_Ksampler", + "texture_Offset", + "texture_apply", + "texture_create", + "texture_render", + "type_AnyCast", + "type_AnyIndex", + "type_BasiPIPE", + "type_BatchToList", + "type_ImageAlphaSplit", + "type_Image_Batch2List", + "type_Image_List2Batch", + "type_Image_List2Batch_adv", + "type_ListToBatch", + "type_Mask_Batch2List", + "type_Mask_List2Batch", + "unpack_box2", + "view_Data", + "view_GetLength", + "view_GetShape", + "view_GetWidgetsValues", + "view_Mask_And_Img", + "view_Primitive", + "view_bridge_Text", + "view_bridge_image", + "view_combo", + "view_mask", + "view_mulView" + ], + { + "title_aux": "ComfyUI-Apt_Preset" + } + ], + "https://github.com/casc1701/ComfyUI_OverlayFrameNumber": [ + [ + "OverlayFrameNumber" + ], + { + "title_aux": "ComfyUI_OverlayFrameNumber" + } + ], + "https://github.com/casterpollux/MiniMax-bmo": [ + [ + "MinimaxRemoverBMO" + ], + { + "nodename_pattern": "MiniMax.*BMO|BMO.*MiniMax", + "title_aux": "MiniMax Video Object Remover Suite" + } + ], + "https://github.com/catboxanon/comfyui_stealth_pnginfo": [ + [ + "CatboxAnonSaveImageStealth" + ], + { + "title_aux": "comfyui_stealth_pnginfo" + } + ], + "https://github.com/cathodeDreams/comfyui-azul-scripts": [ + [ + "SaveImageAsJPG", + "WeightedConditioningAverage" + ], + { + "title_aux": "comfyui-azul-scripts" + } + ], + "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life": [ + [ + "BOPBTL_BlendFaces", + "BOPBTL_DetectEnhanceBlendFaces", + "BOPBTL_DetectFaces", + "BOPBTL_EnhanceFaces", + "BOPBTL_EnhanceFacesAdvanced", + "BOPBTL_LoadFaceDetectorModel", + "BOPBTL_LoadFaceEnhancerModel", + "BOPBTL_LoadRestoreOldPhotosModel", + "BOPBTL_LoadScratchMaskModel", + "BOPBTL_RestoreOldPhotos", + "BOPBTL_ScratchMask" + ], + { + "title_aux": "ComfyUI Bringing Old Photos Back to Life" + } + ], + "https://github.com/cdb-boop/comfyui-image-round": [ + [ + "ComfyUI_Image_Round__CircularCrop", + "ComfyUI_Image_Round__ImageCropAdvanced", + "ComfyUI_Image_Round__ImageRound", + "ComfyUI_Image_Round__ImageRoundAdvanced" + ], + { + "title_aux": "comfyui-image-round" + } + ], + "https://github.com/cdxOo/comfyui-text-node-with-comments": [ + [ + "text-node-with-comments" + ], + { + "title_aux": "Text Node With Comments (@cdxoo)" + } + ], + "https://github.com/cedarconnor/ComfyUI-DreamCube": [ + [ + "ApplyDepthToCubemapFace", + "BatchCubemapDepth", + "CreateEmptyCubemap", + "CubemapInfo", + "CubemapPreview", + "CubemapSeamValidator", + "CubemapToEquirect", + "EnforceDepthConsistency", + "EquirectToCubemap", + "ExtractCubemapFace", + "ExtractDepthChannel", + "InsertCubemapFace", + "MergeCubemapDepth", + "NormalizeCubemapDepth", + "SmoothCubemapDepth" + ], + { + "title_aux": "ComfyUI-DreamCube" + } + ], + "https://github.com/cedarconnor/ComfyUI-Skeletonretarget": [ + [ + "ApplyRetargetTransform", + "ComputeRetargetTransform", + "ExtractSkeletonFromPose", + "SkeletonToOpenPoseImage" + ], + { + "title_aux": "ComfyUI-Skeletonretarget" + } + ], + "https://github.com/cedarconnor/comfyui-BatchNameLoop": [ + [ + "Batch Image Iterator", + "Batch Image Loader", + "Batch Image Saver", + "Batch Image Single Saver" + ], + { + "title_aux": "ComfyUI Batch Name Loop" + } + ], + "https://github.com/cedarconnor/comfyui-LatLong": [ + [ + "Cubemap Faces Extract", + "Cubemap To Equirectangular", + "Cubemap To Equirectangular (Flexible)", + "Equirectangular Crop 180", + "Equirectangular Crop Square", + "Equirectangular Edge Blender", + "Equirectangular Mirror Flip", + "Equirectangular Perspective Extract", + "Equirectangular Processor", + "Equirectangular Resize", + "Equirectangular Rotate", + "Equirectangular Rotate Preset", + "Equirectangular To Cubemap", + "Equirectangular To Cubemap (Flexible)", + "LatLong Apply Circular Padding Model", + "LatLong Apply Circular Padding VAE", + "LatLong Create Pole Mask", + "LatLong Create Seam Mask", + "LatLong Outpaint Setup", + "LatLong Outpaint Stitch", + "LatLong Roll Image", + "LatLong Roll Mask", + "LatLong Split Cubemap Faces", + "LatLong Stack Cubemap Faces", + "PanoramaVideoViewerNode", + "PanoramaViewerNode" + ], + { + "title_aux": "ComfyUI LatLong - Equirectangular Image Processing Nodes" + } + ], + "https://github.com/cedarconnor/upsampler": [ + [ + "Upsampler Dynamic Upscale", + "Upsampler Precise Upscale", + "Upsampler Smart Upscale" + ], + { + "title_aux": "ComfyUI Upsampler Nodes" + } + ], + "https://github.com/celoron/ComfyUI-VisualQueryTemplate": [ + [ + "VisualQueryTemplateNode" + ], + { + "title_aux": "ComfyUI-VisualQueryTemplate" + } + ], + "https://github.com/celsojr2013/comfyui_jamworks_client": [ + [ + "Jamworks Download", + "Jamworks Login", + "Jamworks_Download", + "Jamworks_Login", + "Shell Command", + "Shell_Command" + ], + { + "title_aux": "comfyui_jamworks_client" + } + ], + "https://github.com/celsojr2013/comfyui_simpletools": [ + [ + "GoogleTranslator", + "Parameters", + "ResolutionSolver" + ], + { + "title_aux": "ComfyUI SimpleTools Suit" + } + ], + "https://github.com/cenzijing/ComfyUI-Markmap": [ + [ + "MarkmapNode", + "ReadHtmlNode" + ], + { + "title_aux": "ComfyUI-Markmap" + } + ], + "https://github.com/cerspense/ComfyUI_cspnodes": [ + [ + "CountTextLines", + "DepthToNormalMap", + "GetLastFrameFromBatch", + "GetMP4Prompt", + "ImageDirIterator", + "IncrementEveryN", + "Modelscopet2v", + "Modelscopev2v", + "RemapRange", + "RemoveBlankLines", + "ResizeByImage", + "SplitImageChannels", + "VidDirIterator" + ], + { + "title_aux": "cspnodes" + } + ], + "https://github.com/ceruleandeep/ComfyUI-LLaVA-Captioner": [ + [ + "LlavaCaptioner" + ], + { + "title_aux": "ComfyUI LLaVA Captioner" + } + ], + "https://github.com/cganimitta/ComfyUI_CGAnimittaTools": [ + [ + "CGA_BlackBorderCrop", + "CGA_BlenderBridge", + "CGA_ColorToGrayscale", + "CGA_ExtractFromList", + "CGA_FrameExtraction\ud83c\udf9e\ufe0f", + "CGA_ListSubfolders", + "CGA_NegativeSelector", + "CGA_TxtReaderNode" + ], + { + "title_aux": "ComfyUI_CGAnimittaTools" + } + ], + "https://github.com/chakib-belgaid/ComfyUI-autosize": [ + [ + "CustomAutoSize", + "SDXLAutoSize" + ], + { + "title_aux": "ComfyUI-autosize" + } + ], + "https://github.com/chakib-belgaid/Comfyui_Prompt_styler": [ + [ + "Prompt_Styler" + ], + { + "title_aux": "ComfyUI Style Plugin" + } + ], + "https://github.com/chameleon-ai/comfyui_momo": [ + [ + "MoMo" + ], + { + "title_aux": "comfyui_momo" + } + ], + "https://github.com/chandlergis/ComfyUI-IMG_Query": [ + [ + "ImageRequestNode" + ], + { + "title_aux": "ComfyUI-IMG_Query" + } + ], + "https://github.com/chandlergis/ComfyUI_EmojiOverlay": [ + [ + "Image Emoji Overlay" + ], + { + "title_aux": "ComfyUI_EmojiOverlay" + } + ], + "https://github.com/changwook987/ComfyUI-Small-Utility": [ + [ + "Eval", + "RandomEmptyLatent" + ], + { + "title_aux": "ComfyUI-Small-Utility" + } + ], + "https://github.com/chaojie/ComfyUI-AniPortrait": [ + [ + "AniPortraitLoader", + "AniPortraitRun", + "Box2Video", + "CoverVideo", + "MaskList2Video" + ], + { + "title_aux": "ComfyUI-AniPortrait" + } + ], + "https://github.com/chaojie/ComfyUI-CameraCtrl-Wrapper": [ + [ + "CameraBasic", + "CameraCombine", + "CameraCtrlLoader", + "CameraCtrlRun", + "CameraJoin", + "CameraTrajectory" + ], + { + "title_aux": "ComfyUI-CameraCtrl-Wrapper" + } + ], + "https://github.com/chaojie/ComfyUI-Champ": [ + [ + "ChampLoader", + "ChampRun", + "ImageCombineOneColumn", + "ImageCombineOneRow" + ], + { + "title_aux": "ComfyUI-Champ" + } + ], + "https://github.com/chaojie/ComfyUI-DragAnything": [ + [ + "DragAnythingLoader", + "DragAnythingPipelineRun", + "DragAnythingPipelineRunRandom", + "DragAnythingRun", + "DragAnythingRunRandom", + "LoadText", + "SaveText", + "VHS_FILENAMES_STRING" + ], + { + "title_aux": "ComfyUI-DragAnything" + } + ], + "https://github.com/chaojie/ComfyUI-DragNUWA": [ + [ + "BrushMotion", + "CompositeMotionBrush", + "CompositeMotionBrushWithoutModel", + "DragNUWA Run", + "DragNUWA Run MotionBrush", + "Get First Image", + "Get Last Image", + "InstantCameraMotionBrush", + "InstantObjectMotionBrush", + "Load CheckPoint DragNUWA", + "Load MotionBrush From Optical Flow", + "Load MotionBrush From Optical Flow Directory", + "Load MotionBrush From Optical Flow Without Model", + "Load MotionBrush From Tracking Points", + "Load MotionBrush From Tracking Points Without Model", + "Load Pose KeyPoints", + "Loop", + "LoopEnd_IMAGE", + "LoopStart_IMAGE", + "Split Tracking Points" + ], + { + "title_aux": "ComfyUI-DragNUWA" + } + ], + "https://github.com/chaojie/ComfyUI-DynamiCrafter": [ + [ + "DynamiCrafter Simple", + "DynamiCrafterInterp Simple", + "DynamiCrafterInterpLoader", + "DynamiCrafterLoader" + ], + { + "title_aux": "ComfyUI-DynamiCrafter" + } + ], + "https://github.com/chaojie/ComfyUI-EasyAnimate": [ + [ + "EasyAnimateLoader", + "EasyAnimateRun" + ], + { + "title_aux": "ComfyUI-EasyAnimate" + } + ], + "https://github.com/chaojie/ComfyUI-Gemma": [ + [ + "GemmaLoader", + "GemmaRun" + ], + { + "title_aux": "ComfyUI-Gemma" + } + ], + "https://github.com/chaojie/ComfyUI-I2VGEN-XL": [ + [ + "I2VGEN-XL Simple", + "Modelscope Pipeline Loader" + ], + { + "title_aux": "ComfyUI-I2VGEN-XL" + } + ], + "https://github.com/chaojie/ComfyUI-Img2Img-Turbo": [ + [ + "Img2ImgTurboEdgeLoader", + "Img2ImgTurboEdgeRun", + "Img2ImgTurboSketchLoader", + "Img2ImgTurboSketchRun" + ], + { + "title_aux": "ComfyUI-Img2Img-Turbo" + } + ], + "https://github.com/chaojie/ComfyUI-LaVIT": [ + [ + "VHS_FILENAMES_STRING_LaVIT", + "VideoLaVITI2I", + "VideoLaVITI2V", + "VideoLaVITI2VLong", + "VideoLaVITLoader", + "VideoLaVITT2V", + "VideoLaVITT2VLong", + "VideoLaVITUnderstandingImage", + "VideoLaVITUnderstandingLoader", + "VideoLaVITUnderstandingVideo", + "VideoLaVITVideoDetokenizerLoader", + "VideoLaVITVideoReconstruction" + ], + { + "title_aux": "ComfyUI-LaVIT" + } + ], + "https://github.com/chaojie/ComfyUI-LightGlue": [ + [ + "LightGlue Loader", + "LightGlue Simple", + "LightGlue Simple Multi" + ], + { + "title_aux": "ComfyUI-LightGlue" + } + ], + "https://github.com/chaojie/ComfyUI-Moore-AnimateAnyone": [ + [ + "Moore-AnimateAnyone Denoising Unet", + "Moore-AnimateAnyone Image Encoder", + "Moore-AnimateAnyone Pipeline Loader", + "Moore-AnimateAnyone Pose Guider", + "Moore-AnimateAnyone Reference Unet", + "Moore-AnimateAnyone Simple", + "Moore-AnimateAnyone VAE" + ], + { + "title_aux": "ComfyUI-Moore-AnimateAnyone" + } + ], + "https://github.com/chaojie/ComfyUI-Motion-Vector-Extractor": [ + [ + "Motion Vector Extractor", + "VideoCombineThenPath" + ], + { + "title_aux": "ComfyUI-Motion-Vector-Extractor" + } + ], + "https://github.com/chaojie/ComfyUI-MotionCtrl": [ + [ + "Load Motion Camera Preset", + "Load Motion Traj Preset", + "Load Motionctrl Checkpoint", + "Motionctrl Cond", + "Motionctrl Sample", + "Motionctrl Sample Simple", + "Select Image Indices" + ], + { + "title_aux": "ComfyUI-MotionCtrl" + } + ], + "https://github.com/chaojie/ComfyUI-MotionCtrl-SVD": [ + [ + "Load Motionctrl-SVD Camera Preset", + "Load Motionctrl-SVD Checkpoint", + "Motionctrl-SVD Sample Simple" + ], + { + "title_aux": "ComfyUI-MotionCtrl-SVD" + } + ], + "https://github.com/chaojie/ComfyUI-MuseTalk": [ + [ + "MuseTalkCupAudio", + "MuseTalkRun", + "VHS_FILENAMES_STRING_MuseTalk" + ], + { + "title_aux": "ComfyUI-MuseTalk" + } + ], + "https://github.com/chaojie/ComfyUI-MuseV": [ + [ + "MuseVRun", + "MuseVRunVid2Vid", + "VHS_FILENAMES_STRING_MuseV" + ], + { + "author": "infguo", + "title_aux": "ComfyUI-MuseV" + } + ], + "https://github.com/chaojie/ComfyUI-Open-Sora": [ + [ + "OpenSoraLoader", + "OpenSoraRun", + "OpenSoraSampler" + ], + { + "title_aux": "ComfyUI-Open-Sora" + } + ], + "https://github.com/chaojie/ComfyUI-Open-Sora-Plan": [ + [ + "OpenSoraPlanDecode", + "OpenSoraPlanLoader", + "OpenSoraPlanRun", + "OpenSoraPlanSample" + ], + { + "title_aux": "ComfyUI-Open-Sora-Plan" + } + ], + "https://github.com/chaojie/ComfyUI-Panda3d": [ + [ + "Panda3dAmbientLight", + "Panda3dAttachNewNode", + "Panda3dBase", + "Panda3dDirectionalLight", + "Panda3dLoadDepthModel", + "Panda3dLoadModel", + "Panda3dLoadTexture", + "Panda3dModelMerge", + "Panda3dTest", + "Panda3dTextureMerge" + ], + { + "title_aux": "ComfyUI-Panda3d" + } + ], + "https://github.com/chaojie/ComfyUI-Pymunk": [ + [ + "PygameRun", + "PygameSurface", + "PymunkDynamicBox", + "PymunkDynamicCircle", + "PymunkRun", + "PymunkShapeMerge", + "PymunkSpace", + "PymunkStaticLine" + ], + { + "title_aux": "ComfyUI-Pymunk" + } + ], + "https://github.com/chaojie/ComfyUI-RAFT": [ + [ + "Load MotionBrush", + "RAFT Run", + "Save MotionBrush", + "VizMotionBrush" + ], + { + "title_aux": "ComfyUI-RAFT" + } + ], + "https://github.com/chaojie/ComfyUI-SimDA": [ + [ + "SimDALoader", + "SimDARun", + "SimDATrain", + "VHS_FILENAMES_STRING_SimDA" + ], + { + "title_aux": "ComfyUI-SimDA" + } + ], + "https://github.com/chaojie/ComfyUI-Trajectory": [ + [ + "Trajectory_Canvas_Tab" + ], + { + "author": "Lerc", + "description": "This extension provides a full page image editor with mask support. There are two nodes, one to receive images from the editor and one to send images to the editor.", + "nickname": "Canvas Tab", + "title": "Canvas Tab", + "title_aux": "ComfyUI-Trajectory" + } + ], + "https://github.com/chaojie/ComfyUI-Video-Editing-X-Attention": [ + [ + "StringList", + "VEXAGuidance", + "VEXALoader", + "VEXARun" + ], + { + "title_aux": "ComfyUI-Video-Editing-X-Attention" + } + ], + "https://github.com/chaojie/ComfyUI-dust3r": [ + [ + "CameraPoseVideo", + "Dust3rLoader", + "Dust3rRun" + ], + { + "title_aux": "ComfyUI-dust3r" + } + ], + "https://github.com/chaojie/ComfyUI_StreamingT2V": [ + [ + "LoadText_StreamingT2V", + "PromptTravelIndex", + "SaveText_StreamingT2V", + "StreamingT2VLoaderAnimateDiff", + "StreamingT2VLoaderAnimateDiffModel", + "StreamingT2VLoaderEnhanceModel", + "StreamingT2VLoaderModelscopeModel", + "StreamingT2VLoaderModelscopeT2V", + "StreamingT2VLoaderSVD", + "StreamingT2VLoaderSVDModel", + "StreamingT2VLoaderStreamModel", + "StreamingT2VLoaderVidXTendModel", + "StreamingT2VRunEnhanceStep", + "StreamingT2VRunI2V", + "StreamingT2VRunLongStep", + "StreamingT2VRunLongStepVidXTendPipeline", + "StreamingT2VRunLongStepVidXTendPipelineCustomRef", + "StreamingT2VRunLongStepVidXTendPipelineCustomRefOutExtendOnly", + "StreamingT2VRunLongStepVidXTendPipelinePromptTravel", + "StreamingT2VRunShortStepAnimateDiff", + "StreamingT2VRunShortStepModelscopeT2V", + "StreamingT2VRunShortStepSVD", + "StreamingT2VRunT2V", + "VHS_FILENAMES_STRING_StreamingT2V" + ], + { + "title_aux": "ComfyUI_StreamingT2V" + } + ], + "https://github.com/chaosaiart/Chaosaiart-Nodes": [ + [ + "chaosaiart_Any_Switch", + "chaosaiart_Any_Switch_Big_Number", + "chaosaiart_Any_Switch_small", + "chaosaiart_AutoNone_Switch_small", + "chaosaiart_CheckpointLoader", + "chaosaiart_CheckpointPrompt", + "chaosaiart_CheckpointPrompt2", + "chaosaiart_CheckpointPrompt_Frame", + "chaosaiart_CheckpointPrompt_FrameMixer", + "chaosaiart_ControlNetApply", + "chaosaiart_ControlNetApply2", + "chaosaiart_ControlNetApply3", + "chaosaiart_Denoising_Switch", + "chaosaiart_EmptyLatentImage", + "chaosaiart_FramePromptCLIPEncode", + "chaosaiart_Frame_Switch", + "chaosaiart_KSampler1", + "chaosaiart_KSampler2", + "chaosaiart_KSampler3", + "chaosaiart_KSampler_a1", + "chaosaiart_KSampler_a1a", + "chaosaiart_KSampler_a2", + "chaosaiart_KSampler_expert_1", + "chaosaiart_Ksampler_attribut", + "chaosaiart_Load_Image_Batch", + "chaosaiart_Load_Image_Batch_2img", + "chaosaiart_MainPromptCLIPEncode", + "chaosaiart_Number", + "chaosaiart_Number2", + "chaosaiart_Number_Counter", + "chaosaiart_Number_Switch", + "chaosaiart_Prompt", + "chaosaiart_Prompt_Frame", + "chaosaiart_Prompt_mixer_byFrame", + "chaosaiart_SaveImage", + "chaosaiart_Show_Info", + "chaosaiart_Simple_Prompt", + "chaosaiart_TextCLIPEncode", + "chaosaiart_TextCLIPEncode_lora", + "chaosaiart_adjust_color", + "chaosaiart_any_array2input_1Input", + "chaosaiart_any_array2input_all_big", + "chaosaiart_any_array2input_all_small", + "chaosaiart_any_input2array_big", + "chaosaiart_any_input2array_small", + "chaosaiart_controlnet_weidgth", + "chaosaiart_convert", + "chaosaiart_convert_Prompt", + "chaosaiart_deepseek_fix", + "chaosaiart_forPreview", + "chaosaiart_img2gif", + "chaosaiart_img2video", + "chaosaiart_lora", + "chaosaiart_lora_advanced", + "chaosaiart_merge_Folders", + "chaosaiart_oneNode", + "chaosaiart_reloadAny_Load", + "chaosaiart_reloadAny_Save", + "chaosaiart_reloadIMG_Load", + "chaosaiart_reloadIMG_Save", + "chaosaiart_reloadLatent_Load", + "chaosaiart_reloadLatent_Save", + "chaosaiart_restarter", + "chaosaiart_restarter_advanced", + "chaosaiart_video2img1", + "chaosaiart_zoom_frame" + ], + { + "title_aux": "Chaosaiart-Nodes" + } + ], + "https://github.com/charlyad142/ComfyUI_Charly_FitToAspectNode": [ + [ + "Charly FitToAspectNode" + ], + { + "title_aux": "ComfyUI Charly FitToAspectNode" + } + ], + "https://github.com/charlyad142/ComfyUI_bfl_api_pro_nodes": [ + [ + "BFL Flux 2 Flex", + "BFL Flux 2 Pro", + "BFL Flux Kontext", + "BFL Flux Ultra", + "BFL Image Expander", + "BFL Image Generator", + "BFL Inpainting" + ], + { + "title_aux": "ComfyUI BFL API Pro Nodes" + } + ], + "https://github.com/charlyad142/comfyUI_charly_replicate_api": [ + [ + "Replicate Qwen Image Edit", + "Replicate Qwen Image Edit Plus", + "Replicate SeedEdit", + "Replicate Seedream4" + ], + { + "title_aux": "ComfyUI Replicate Image Generation & Edit" + } + ], + "https://github.com/chaserhkj/ComfyUI-Chaser-nodes": [ + [ + "EvalFloatExpr", + "EvalIntExpr", + "LoadImageFromWebDAV", + "MergeData", + "PromptFormatter", + "PromptTemplate", + "RegisterTemplate", + "SetData", + "TemplateFileLoader", + "UploadImagesToWebDAV", + "UploadMP4ToWebDAV", + "UploadWebMToWebDAV", + "YAMLData", + "YAMLFileLoader" + ], + { + "title_aux": "Chaser's Custom Nodes" + } + ], + "https://github.com/chchchadzilla/ComfyUI-ChomfyNodes": [ + [ + "ChomfyDetailedLogger", + "ChomfyMegaPrompt", + "ChomfyUniversalCounter", + "ChomfyUniversalNoise" + ], + { + "title_aux": "ComfyUI-ChomfyNodes" + } + ], + "https://github.com/checkbins/checkbin-comfy": [ + [ + "Checkbin Get Image Bin", + "Checkbin Get String Bin", + "Checkbin Save Image Bin", + "Checkbin Save String Bin", + "Checkbin Start Run", + "Checkbin Submit Bin" + ], + { + "title_aux": "checkbin-comfy" + } + ], + "https://github.com/chenbaiyujason/ComfyUI_StepFun": [ + [ + "CombineStrings", + "JSONParser", + "StepFunClient", + "TextImageChat", + "VideoChat", + "VideoFileUploader" + ], + { + "title_aux": "ComfyUI-SCStepFun" + } + ], + "https://github.com/chenlongming/ComfyUI_Spectral": [ + [ + "Calculate", + "KMeans", + "LoadEnvi", + "LoadSpectral", + "Plot" + ], + { + "title_aux": "ComfyUI_Spectral" + } + ], + "https://github.com/chenpipi0807/ComfyUI-Index-TTS": [ + [ + "AudioCleanupNode", + "IndexTTS2BaseNode", + "IndexTTS2CacheControlNode", + "IndexTTS2EmotionAudioNode", + "IndexTTS2EmotionTextNode", + "IndexTTS2EmotionVectorNode", + "IndexTTS2ProNode", + "IndexTTSNode", + "IndexTTSProNode", + "NovelTextStructureNode", + "TimbreAudioLoader" + ], + { + "author": "ComfyUI-Index-TTS", + "description": "ComfyUI\u63a5\u53e3\u7684\u5de5\u4e1a\u7ea7\u96f6\u6837\u672c\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u7cfb\u7edf", + "title": "IndexTTS for ComfyUI", + "title_aux": "ComfyUI-Index-TTS" + } + ], + "https://github.com/chenpipi0807/ComfyUI_NSFW_Godie": [ + [ + "NSFWFilterNode" + ], + { + "title_aux": "ComfyUI NSFW Filter" + } + ], + "https://github.com/chenpipi0807/Comfyui-CustomizeTextEncoder-Qwen-image": [ + [ + "TextEncodeQwenImageEditEnhanced", + "TextEncodeQwenImageT2ICustom" + ], + { + "title_aux": "Comfyui-CustomizeTextEncoder-Qwen-image" + } + ], + "https://github.com/chenpipi0807/PIP_ArtisticWords": [ + [ + "PIP Artistic Text Generator", + "PIP ArtisticWords Fusion", + "PIP ColorPicker", + "PIP SVG Recorder", + "PIP Text Preview", + "PIPAdvancedColorAnalyzer", + "PIPColorPicker", + "PIPColorWheel" + ], + { + "title_aux": "PIP Artistic Words for ComfyUI" + } + ], + "https://github.com/cherninlab/logo-generator-comfyui": [ + [ + "GoogleFontsLogo" + ], + { + "title_aux": "Logo Generator Node for ComfyUI" + } + ], + "https://github.com/chesnokovivan/ComfyUI-Novakid": [ + [ + "Novakid Styler" + ], + { + "title_aux": "ComfyUI-Novakid" + } + ], + "https://github.com/chflame163/ComfyUI_CatVTON_Wrapper": [ + [ + "CatVTONWrapper" + ], + { + "author": "chflame", + "description": "CatVTON warpper for ComfyUI", + "nickname": "CatVTON_Wrapper", + "title": "CatVTON_Wrapper", + "title_aux": "ComfyUI_CatVTON_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_CogView4_Wrapper": [ + [ + "CogView4" + ], + { + "title_aux": "ComfyUI_CogView4_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_FaceSimilarity": [ + [ + "Face Similarity" + ], + { + "title_aux": "ComfyUI Face Similarity" + } + ], + "https://github.com/chflame163/ComfyUI_Janus_Wrapper": [ + [ + "JanusImage2Text", + "JanusTextToImage", + "LoadJanusModel" + ], + { + "title_aux": "ComfyUI_Janus_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_LayerStyle": [ + [ + "LayerColor: AutoAdjust", + "LayerColor: AutoAdjustV2", + "LayerColor: AutoBrightness", + "LayerColor: Brightness & Contrast", + "LayerColor: BrightnessContrastV2", + "LayerColor: Color of Shadow & Highlight", + "LayerColor: ColorAdapter", + "LayerColor: ColorBalance", + "LayerColor: ColorTemperature", + "LayerColor: ColorofShadowHighlightV2", + "LayerColor: Exposure", + "LayerColor: Gamma", + "LayerColor: HSV", + "LayerColor: LAB", + "LayerColor: LUT Apply", + "LayerColor: Levels", + "LayerColor: Negative", + "LayerColor: RGB", + "LayerColor: YUV", + "LayerFilter: AddGrain", + "LayerFilter: ChannelShake", + "LayerFilter: ColorMap", + "LayerFilter: DistortDisplace", + "LayerFilter: Film", + "LayerFilter: FilmV2", + "LayerFilter: GaussianBlur", + "LayerFilter: GaussianBlurV2", + "LayerFilter: HDREffects", + "LayerFilter: HalfTone", + "LayerFilter: LightLeak", + "LayerFilter: MotionBlur", + "LayerFilter: Sharp & Soft", + "LayerFilter: SkinBeauty", + "LayerFilter: SoftLight", + "LayerFilter: WaterColor", + "LayerMask: BlendIf Mask", + "LayerMask: CreateGradientMask", + "LayerMask: DrawRoundedRectangle", + "LayerMask: ImageToMask", + "LayerMask: LoadSegformerModel", + "LayerMask: MaskBoxDetect", + "LayerMask: MaskBoxExtend", + "LayerMask: MaskByColor", + "LayerMask: MaskEdgeShrink", + "LayerMask: MaskEdgeUltraDetail", + "LayerMask: MaskEdgeUltraDetail V2", + "LayerMask: MaskEdgeUltraDetail V3", + "LayerMask: MaskGradient", + "LayerMask: MaskGrain", + "LayerMask: MaskGrow", + "LayerMask: MaskInvert", + "LayerMask: MaskMotionBlur", + "LayerMask: MaskPreview", + "LayerMask: MaskStroke", + "LayerMask: PixelSpread", + "LayerMask: RemBgUltra", + "LayerMask: RmBgUltra V2", + "LayerMask: SegformerB2ClothesUltra", + "LayerMask: SegformerClothesPipelineLoader", + "LayerMask: SegformerClothesSetting", + "LayerMask: SegformerFashionPipelineLoader", + "LayerMask: SegformerFashionSetting", + "LayerMask: SegformerUltraV2", + "LayerMask: SegformerUltraV3", + "LayerMask: Shadow & Highlight Mask", + "LayerMask: ShadowHighlightMaskV2", + "LayerStyle: ColorOverlay", + "LayerStyle: ColorOverlay V2", + "LayerStyle: DropShadow", + "LayerStyle: DropShadow V2", + "LayerStyle: DropShadow V3", + "LayerStyle: Gradient Map", + "LayerStyle: GradientOverlay", + "LayerStyle: GradientOverlay V2", + "LayerStyle: InnerGlow", + "LayerStyle: InnerGlow V2", + "LayerStyle: InnerShadow", + "LayerStyle: InnerShadow V2", + "LayerStyle: OuterGlow", + "LayerStyle: OuterGlow V2", + "LayerStyle: Stroke", + "LayerStyle: Stroke V2", + "LayerUtility: AnyRerouter", + "LayerUtility: BatchSelector", + "LayerUtility: Boolean", + "LayerUtility: BooleanOperator", + "LayerUtility: BooleanOperatorV2", + "LayerUtility: CheckMask", + "LayerUtility: CheckMaskV2", + "LayerUtility: ChoiceTextPreset", + "LayerUtility: ColorImage", + "LayerUtility: ColorImage V2", + "LayerUtility: ColorName", + "LayerUtility: ColorPicker", + "LayerUtility: CropBoxResolve", + "LayerUtility: CropByMask", + "LayerUtility: CropByMask V2", + "LayerUtility: CropByMask V3", + "LayerUtility: ExtendCanvas", + "LayerUtility: ExtendCanvasV2", + "LayerUtility: Float", + "LayerUtility: FluxKontextImageScale", + "LayerUtility: GetImageSize", + "LayerUtility: GetMainColors", + "LayerUtility: GetMainColorsV2", + "LayerUtility: GradientImage", + "LayerUtility: GradientImage V2", + "LayerUtility: GrayValue", + "LayerUtility: HLFrequencyDetailRestore", + "LayerUtility: HSV Value", + "LayerUtility: ICMask", + "LayerUtility: ICMaskCropBack", + "LayerUtility: If", + "LayerUtility: ImageBatchToList", + "LayerUtility: ImageBlend", + "LayerUtility: ImageBlend V2", + "LayerUtility: ImageBlendAdvance", + "LayerUtility: ImageBlendAdvance V2", + "LayerUtility: ImageBlendAdvance V3", + "LayerUtility: ImageChannelMerge", + "LayerUtility: ImageChannelSplit", + "LayerUtility: ImageCombineAlpha", + "LayerUtility: ImageCompositeHandleMask", + "LayerUtility: ImageHub", + "LayerUtility: ImageListToBatch", + "LayerUtility: ImageMaskScaleAs", + "LayerUtility: ImageMaskScaleAsV2", + "LayerUtility: ImageOpacity", + "LayerUtility: ImageReel", + "LayerUtility: ImageReelComposit", + "LayerUtility: ImageRemoveAlpha", + "LayerUtility: ImageScaleByAspectRatio", + "LayerUtility: ImageScaleByAspectRatio V2", + "LayerUtility: ImageScaleRestore", + "LayerUtility: ImageScaleRestore V2", + "LayerUtility: ImageShift", + "LayerUtility: ImageTaggerSave", + "LayerUtility: ImageTaggerSaveV2", + "LayerUtility: Integer", + "LayerUtility: LayerImageTransform", + "LayerUtility: LayerMaskTransform", + "LayerUtility: LoadImagesFromPath", + "LayerUtility: LoadVQAModel", + "LayerUtility: NameToColor", + "LayerUtility: NanoBananaImageScale", + "LayerUtility: NumberCalculator", + "LayerUtility: NumberCalculatorV2", + "LayerUtility: PrintInfo", + "LayerUtility: PurgeVRAM", + "LayerUtility: PurgeVRAM V2", + "LayerUtility: QueueStop", + "LayerUtility: RGB Value", + "LayerUtility: RandomGenerator", + "LayerUtility: RandomGeneratorV2", + "LayerUtility: RestoreCropBox", + "LayerUtility: RoundedRectangle", + "LayerUtility: Seed", + "LayerUtility: SimpleTextImage", + "LayerUtility: String", + "LayerUtility: StringCondition", + "LayerUtility: SwitchCase", + "LayerUtility: TextBox", + "LayerUtility: TextImage", + "LayerUtility: TextImage V2", + "LayerUtility: TextJoin", + "LayerUtility: TextJoinV2", + "LayerUtility: TextPreseter", + "LayerUtility: VQAPrompt", + "LayerUtility: XY to Percent" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI Layer Style" + } + ], + "https://github.com/chflame163/ComfyUI_LayerStyle_Advance": [ + [ + "LayerMask: BBoxJoin", + "LayerMask: BenUltra", + "LayerMask: BiRefNetUltra", + "LayerMask: BiRefNetUltraV2", + "LayerMask: DrawBBoxMask", + "LayerMask: DrawBBoxMaskV2", + "LayerMask: EVFSAMUltra", + "LayerMask: Florence2Ultra", + "LayerMask: HumanPartsUltra", + "LayerMask: LoadBenModel", + "LayerMask: LoadBiRefNetModel", + "LayerMask: LoadBiRefNetModelV2", + "LayerMask: LoadFlorence2Model", + "LayerMask: LoadSAM2Model", + "LayerMask: LoadSegmentAnythingModels", + "LayerMask: MaskByDifferent", + "LayerMask: MediapipeFacialSegment", + "LayerMask: ObjectDetectorFL2", + "LayerMask: ObjectDetectorGemini", + "LayerMask: ObjectDetectorGeminiV2", + "LayerMask: ObjectDetectorMask", + "LayerMask: ObjectDetectorYOLO8", + "LayerMask: ObjectDetectorYOLOWorld", + "LayerMask: PersonMaskUltra", + "LayerMask: PersonMaskUltra V2", + "LayerMask: SAM2Ultra", + "LayerMask: SAM2UltraV2", + "LayerMask: SAM2VideoUltra", + "LayerMask: SegmentAnythingUltra", + "LayerMask: SegmentAnythingUltra V2", + "LayerMask: SegmentAnythingUltra V3", + "LayerMask: TransparentBackgroundUltra", + "LayerMask: YoloV8Detect", + "LayerUtility: AddBlindWaterMark", + "LayerUtility: Collage", + "LayerUtility: CreateQRCode", + "LayerUtility: DecodeQRCode", + "LayerUtility: DeepSeekAPI", + "LayerUtility: DeepSeekAPIV2", + "LayerUtility: Florence2Image2Prompt", + "LayerUtility: Gemini", + "LayerUtility: GeminiImageEdit", + "LayerUtility: GeminiV2", + "LayerUtility: GetColorTone", + "LayerUtility: GetColorToneV2", + "LayerUtility: ImageAutoCrop", + "LayerUtility: ImageAutoCrop V2", + "LayerUtility: ImageAutoCrop V3", + "LayerUtility: ImageRewardFilter", + "LayerUtility: JimengI2IAPI", + "LayerUtility: JoyCaption2", + "LayerUtility: JoyCaption2ExtraOptions", + "LayerUtility: JoyCaption2Split", + "LayerUtility: JoyCaptionBeta1", + "LayerUtility: JoyCaptionBeta1ExtraOptions", + "LayerUtility: LaMa", + "LayerUtility: LlamaVision", + "LayerUtility: LoadJoyCaption2Model", + "LayerUtility: LoadJoyCaptionBeta1Model", + "LayerUtility: LoadPSD", + "LayerUtility: LoadSmolLM2Model", + "LayerUtility: LoadSmolVLMModel", + "LayerUtility: PhiPrompt", + "LayerUtility: PromptEmbellish", + "LayerUtility: PromptTagger", + "LayerUtility: QWenImage2Prompt", + "LayerUtility: SD3NegativeConditioning", + "LayerUtility: SaveImagePlus", + "LayerUtility: SaveImagePlusV2", + "LayerUtility: ShowBlindWaterMark", + "LayerUtility: SmolLM2", + "LayerUtility: SmolVLM", + "LayerUtility: UserPromptGeneratorReplaceWord", + "LayerUtility: UserPromptGeneratorTxt2ImgPrompt", + "LayerUtility: UserPromptGeneratorTxt2ImgPromptWithReference", + "LayerUtility: ZhipuGLM4", + "LayerUtility: ZhipuGLM4V" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI_LayerStyle_Advance" + } + ], + "https://github.com/chflame163/ComfyUI_MSSpeech_TTS": [ + [ + "Input Trigger", + "MicrosoftSpeech_TTS", + "Play Sound", + "Play Sound (loop)" + ], + { + "title_aux": "ComfyUI_MSSpeech_TTS" + } + ], + "https://github.com/chflame163/ComfyUI_OmniGen_Wrapper": [ + [ + "dzOmniGenWrapper" + ], + { + "title_aux": "ComfyUI_OmniGen_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_WordCloud": [ + [ + "ComfyWordCloud", + "LoadTextFile", + "RGB_Picker" + ], + { + "title_aux": "ComfyUI_WordCloud" + } + ], + "https://github.com/chibiace/ComfyUI-Chibi-Nodes": [ + [ + "ConditionText", + "ConditionTextMulti", + "ConditionTextPrompts", + "ImageAddText", + "ImageSimpleResize", + "ImageSizeInfo", + "ImageTool", + "Int2String", + "LoadEmbedding", + "LoadImageExtended", + "Loader", + "Prompts", + "RandomResolutionLatent", + "SaveImages", + "SeedGenerator", + "SimpleSampler", + "TextSplit", + "Textbox", + "Wildcards" + ], + { + "title_aux": "ComfyUI-Chibi-Nodes" + } + ], + "https://github.com/choey/Comfy-Topaz": [ + [ + "TopazPhotoAI", + "TopazSharpenSettings", + "TopazUpscaleSettings" + ], + { + "title_aux": "Comfy-Topaz" + } + ], + "https://github.com/chou18194766xx/comfyui-EncryptSave": [ + [ + "EncryptSaveAES" + ], + { + "title_aux": "comfyui-EncryptSave" + } + ], + "https://github.com/chou18194766xx/comfyui_EncryptPreview": [ + [ + "EncryptPreviewImage" + ], + { + "title_aux": "comfyui_EncryptPreview" + } + ], + "https://github.com/chri002/ComfyUI_depthMapOperation": [ + [ + "CleanPoints (KDTree)", + "CloudPointsInfo", + "CubeLimit", + "Export to PLY", + "ImageToPoints (Torch)", + "Import PLY", + "InterpolatePoints (KDTree)", + "PointsToImage (Orthographic)", + "PointsToImage (Projection)", + "PointsToImage advance (DEBUG)", + "PointsToImage advance (Orthographic)", + "PointsToImage advance (Projection)", + "TransformPoints" + ], + { + "title_aux": "ComfyUI_depthMapOperation" + } + ], + "https://github.com/chris-arsenault/ComfyUI-AharaNodes": [ + [ + "FrameSegmenter", + "FrameSegmenterIndexer", + "RepeatSampler", + "RepeatSamplerConfigNode", + "RepeatSamplerConfigPatchLatent", + "RepeatSamplerConfigPatchModel" + ], + { + "title_aux": "ComfyUI-AharaNodes" + } + ], + "https://github.com/chris-the-wiz/EmbeddingsCurveEditor_ComfyUI": [ + [ + "Embeddings Curve Editor" + ], + { + "title_aux": "EmbeddingsCurveEditor_ComfyUI" + } + ], + "https://github.com/chrisfreilich/virtuoso-nodes": [ + [ + "BlackAndWhite", + "BlendIf", + "BlendModes", + "ColorBalance", + "ColorBalanceAdvanced", + "GaussianBlur", + "GaussianBlurDepth", + "HueSat", + "HueSatAdvanced", + "LensBlur", + "LensBlurDepth", + "Levels", + "MergeRGB", + "MotionBlur", + "MotionBlurDepth", + "SelectiveColor", + "SolidColor", + "SolidColorHSV", + "SolidColorRGB", + "SplitRGB" + ], + { + "author": "Chris Freilich", + "description": "This extension provides a \"Levels\" node.", + "nickname": "Virtuoso Pack - Contrast", + "title": "Virtuoso Pack - Contrast", + "title_aux": "Virtuoso Nodes for ComfyUI" + } + ], + "https://github.com/chrisgoringe/cg-image-filter": [ + [ + "Any List to String", + "Batch from Image List", + "Image Filter", + "Image List From Batch", + "Mask Image Filter", + "Masked Section", + "Pick from List", + "Split String by Commas", + "String List from Strings", + "String to Float", + "String to Int", + "Text Image Filter", + "Text Image Filter with Extras" + ], + { + "author": "chrisgoringe", + "description": "A custom node that pauses the flow while you choose which image or images to pass on to the rest of the workflow. Simplified and improved version of cg-image-picker.", + "nickname": "Image Filter", + "title": "Image Filter", + "title_aux": "Image Filter" + } + ], + "https://github.com/chrisgoringe/cg-noisetools": [ + [ + "Batch Noise Simulate", + "Mix Noise", + "Seperable Batch Noise", + "Shape Noise", + "Split Sigmas with Rewind" + ], + { + "title_aux": "Noise variation and batch noise tools" + } + ], + "https://github.com/chrisgoringe/cg-use-everywhere": [ + [ + "Anything Everywhere", + "Anything Everywhere3", + "Anything Everywhere?", + "Combo Clone", + "Prompts Everywhere", + "Seed Everywhere", + "Simple String" + ], + { + "nodename_pattern": "(^(Prompts|Anything) Everywhere|Simple String)", + "title_aux": "Use Everywhere (UE Nodes)" + } + ], + "https://github.com/chrish-slingshot/CrasHUtils": [ + [ + "CheckPointNames", + "CheckpointNames", + "ColorStylizer", + "DinoGame", + "DoomGame", + "ExtractCharacterInfo", + "ImageGlitcher", + "QueryLocalLLM", + "SdxlResolution", + "SdxlResolutionToDimensions", + "SnakeGame", + "SpaceInvadersGame", + "TetrisGame" + ], + { + "title_aux": "CrasH Utils" + } + ], + "https://github.com/chrishill197724-gif/ComfyUI-Wan22-GGUF-Storyboard": [ + [ + "Wan22StoryboardGGUF" + ], + { + "title_aux": "ComfyUI-Wan22-GGUF-Storyboard" + } + ], + "https://github.com/chrissy0/chris-comfyui-nodes": [ + [ + "PadImageSquare" + ], + { + "title_aux": "chris-comfyui-nodes" + } + ], + "https://github.com/christian-byrne/audio-separation-nodes-comfyui": [ + [ + "AudioCombine", + "AudioCrop", + "AudioGetTempo", + "AudioSeparation", + "AudioSpeedShift", + "AudioTempoMatch", + "AudioVideoCombine" + ], + { + "title_aux": "audio-separation-nodes-comfyui" + } + ], + "https://github.com/christian-byrne/claude-code-comfyui-nodes": [ + [ + "ClaudeCodeArguments", + "ClaudeCodeContext", + "ClaudeCodeExecute", + "ClaudeCodeMCP", + "ClaudeCodeMemory", + "ClaudeCodeReader", + "ClaudeCodeTools", + "ClaudeRedditScraper" + ], + { + "title_aux": "Claude Code ComfyUI Nodes" + } + ], + "https://github.com/christian-byrne/img2colors-comfyui-node": [ + [ + "bmy_Img2ColorNode" + ], + { + "author": "christian-byrne", + "description": "", + "nickname": "img2color", + "title": "Img2Color Node - Detect and describe color palettes in images", + "title_aux": "Img2color - Extract Colors from Image" + } + ], + "https://github.com/christian-byrne/img2txt-comfyui-nodes": [ + [ + "img2txt BLIP/Llava Multimodel Tagger" + ], + { + "author": "christian-byrne", + "title": "Img2Txt auto captioning", + "title_aux": "img2txt-comfyui-nodes" + } + ], + "https://github.com/christian-byrne/size-match-compositing-nodes": [ + [ + "Composite Alpha Layer", + "Size Match Images/Masks" + ], + { + "title_aux": "Node - Size Matcher" + } + ], + "https://github.com/christian-byrne/youtube-dl-comfyui": [ + [ + "YoutubeDL" + ], + { + "title_aux": "youtube-dl-comfyui" + } + ], + "https://github.com/chyer/Chye-ComfyUI-Toolset": [ + [ + "CYHARRHalationNode", + "CYHChromaticAberrationNode", + "CYHFilmGrainNode", + "CYHFolderFilenameBuilderNode", + "CYHGlobalColorGradingNode", + "CYHLatentFluxAspectRatio", + "CYHLatentPhoneAspectRatio", + "CYHLatentQwenAspectRatio", + "CYHLatentSDXLAspectRatio", + "CYHLatentSocialAspectRatio", + "CYHLatentVideoAspectRatio", + "CYHPreviewVideo", + "CYHResolutionMultiplierNode", + "CYHTextFileEditorNode", + "CYHTextFileLoaderNode", + "PromptEnhancer", + "PromptEnhancerEditable", + "PromptToolsSetup", + "PromptWildcardGenerator" + ], + { + "title_aux": "Chye ComfyUI Toolset" + } + ], + "https://github.com/ciga2011/ComfyUI-MarkItDown": [ + [ + "WIZ_AUDIO2MARKDOWN", + "WIZ_EXCEL2MARKDOWN", + "WIZ_HTML2MARKDOWN", + "WIZ_IMAGE2MARKDOWN", + "WIZ_IPYNB2MARKDOWN", + "WIZ_LLM_CLIENT", + "WIZ_MARKITDOWN", + "WIZ_PDF2MARKDOWN", + "WIZ_POWERPOINT2MARKDOWN", + "WIZ_WORD2MARKDOWN" + ], + { + "title_aux": "ComfyUI MarkItDown" + } + ], + "https://github.com/ciga2011/ComfyUI-Pollinations": [ + [ + "PollinationsNode" + ], + { + "title_aux": "ComfyUI Pollinations" + } + ], + "https://github.com/ciga2011/ComfyUI-PromptOptimizer": [ + [ + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI Prompt Optimizer" + } + ], + "https://github.com/ciri/comfyui-model-downloader": [ + [ + "Auto Model Downloader", + "CivitAI Downloader", + "HF Downloader" + ], + { + "title_aux": "ComfyUI Model Downloader" + } + ], + "https://github.com/citronlegacy/ComfyUI-CitronNodes": [ + [ + "GetDateTime", + "get_first_and_final_frames", + "get_gif_first_and_final_frames", + "nodes", + "project" + ], + { + "title_aux": "ComfyUI-CitronNodes" + } + ], + "https://github.com/city96/ComfyUI-GGUF": [ + [ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "QuadrupleCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + { + "preemptions": [ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + "title_aux": "ComfyUI-GGUF" + } + ], + "https://github.com/city96/ComfyUI_ColorMod": [ + [ + "CV2Tonemap", + "CV2TonemapDrago", + "CV2TonemapDurand", + "CV2TonemapMantiuk", + "CV2TonemapReinhard", + "ColorModCompress", + "ColorModEdges", + "ColorModMove", + "ColorModPivot", + "ColorspaceConvert", + "HDRCreate", + "HDRExposureFusion", + "LoadImageHDR", + "LoadImageHighPrec", + "PreviewImageHighPrec", + "SaveImageHDR", + "SaveImageHighPrec" + ], + { + "title_aux": "ComfyUI_ColorMod" + } + ], + "https://github.com/city96/ComfyUI_DiT": [ + [ + "DiTCheckpointLoader", + "DiTCheckpointLoaderSimple", + "DiTLabelCombine", + "DiTLabelSelect", + "DiTSampler" + ], + { + "title_aux": "ComfyUI_DiT [WIP]" + } + ], + "https://github.com/city96/ComfyUI_ExtraModels": [ + [ + "DiTCondLabelEmpty", + "DiTCondLabelSelect", + "DitCheckpointLoader", + "EmptyDCAELatentImage", + "EmptySanaLatentImage", + "ExtraVAELoader", + "GemmaLoader", + "GemmaTextEncode", + "HYDiTCheckpointLoader", + "HYDiTSrcSizeCond", + "HYDiTTextEncode", + "HYDiTTextEncodeSimple", + "HYDiTTextEncoderLoader", + "MiaoBiCLIPLoader", + "MiaoBiDiffusersLoader", + "OverrideCLIPDevice", + "OverrideVAEDevice", + "PixArtCheckpointLoader", + "PixArtCheckpointLoaderSimple", + "PixArtControlNetCond", + "PixArtLoraLoader", + "PixArtResolutionCond", + "PixArtResolutionSelect", + "PixArtT5FromSD3CLIP", + "PixArtT5TextEncode", + "SanaCheckpointLoader", + "SanaResolutionCond", + "SanaResolutionSelect", + "SanaTextEncode", + "T5TextEncode", + "T5v11Loader" + ], + { + "title_aux": "Extra Models for ComfyUI" + } + ], + "https://github.com/city96/ComfyUI_NetDist": [ + [ + "CombineImageBatch", + "FetchRemote", + "LoadCurrentWorkflowJSON", + "LoadDiskWorkflowJSON", + "LoadImageUrl", + "LoadLatentNumpy", + "LoadLatentUrl", + "RemoteChainEnd", + "RemoteChainStart", + "RemoteQueueSimple", + "RemoteQueueWorker", + "SaveDiskWorkflowJSON", + "SaveImageUrl", + "SaveLatentNumpy" + ], + { + "title_aux": "ComfyUI_NetDist" + } + ], + "https://github.com/city96/SD-Latent-Interposer": [ + [ + "LatentInterposer" + ], + { + "title_aux": "Latent-Interposer" + } + ], + "https://github.com/city96/SD-Latent-Upscaler": [ + [ + "LatentUpscaler" + ], + { + "title_aux": "SD-Latent-Upscaler" + } + ], + "https://github.com/civen-cn/ComfyUI-PaddleOcr": [ + [ + "OcrBlur", + "OcrBoxMask", + "OcrImageText" + ], + { + "title_aux": "ComfyUI-PaddleOcr" + } + ], + "https://github.com/civen-cn/ComfyUI-Whisper-Translator": [ + [ + "Add Subtitles To FramesX", + "Apply WhisperX" + ], + { + "title_aux": "ComfyUI Whisper Translator" + } + ], + "https://github.com/civitai/civitai_comfy_nodes": [ + [ + "CivitAI_Checkpoint_Loader", + "CivitAI_Lora_Loader" + ], + { + "title_aux": "Civitai Comfy Nodes" + } + ], + "https://github.com/cjj198909/comfy_openai_image_api_azure": [ + [ + "OpenAI Image API" + ], + { + "title_aux": "OpenAI/Azure OpenAI Image API" + } + ], + "https://github.com/ckinpdx/ComfyUI-LoadAudioandSplit": [ + [ + "LoadAudioandSplit" + ], + { + "title_aux": "ComfyUI-LoadAudioandSplit" + } + ], + "https://github.com/ckinpdx/ComfyUI-SCAIL-AudioReactive": [ + [ + "SCAILAISTBeatDance", + "SCAILAISTChunkPreview", + "SCAILAISTFullLoader", + "SCAILAISTFullSequence", + "SCAILAISTLibraryLoader", + "SCAILAlignPoseToReference", + "SCAILAudioFeatureExtractor", + "SCAILBasePoseGenerator", + "SCAILBeatDetector", + "SCAILBeatDrivenPose", + "SCAILCMULibraryLoader", + "SCAILCMUMotion", + "SCAILCMUSequenceToSCAILPose", + "SCAILMixamoFBX", + "SCAILPoseFromDWPose", + "SCAILPoseRenderer" + ], + { + "title_aux": "ComfyUI-SCAIL-AudioReactive" + } + ], + "https://github.com/ckinpdx/ComfyUI-WanKeyframeBuilder": [ + [ + "WanKeyframeBuilder", + "WanKeyframeBuilderContinuation" + ], + { + "title_aux": "ComfyUI-WanKeyframeBuilder" + } + ], + "https://github.com/ckinpdx/comfyui-humo-audio-motion": [ + [ + "HuMoAudioAttentionControlV4", + "HuMoLipsyncSuppressAttn" + ], + { + "title_aux": "comfyui-humo-audio-motion" + } + ], + "https://github.com/claptrap0/ComfyUI_LLM_Hub": [ + [ + "Generated_Output", + "LLM_Hub", + "LLM_Settings" + ], + { + "title_aux": "ComfyUI_LLM_Hub" + } + ], + "https://github.com/claussteinmassl/ComfyUI-CS-CustomNodes": [ + [ + "CS Transform", + "CSTransform" + ], + { + "title_aux": "CS Transform Node for ComfyUI" + } + ], + "https://github.com/clayton-grey/ComfyUI-EditRouter": [ + [ + "CG_EditRouter" + ], + { + "title_aux": "ComfyUI-EditRouter" + } + ], + "https://github.com/cleanlii/comfyui-dalle-integration": [ + [ + "DalleImageEdit", + "DalleImageGeneration", + "DalleImageVariation" + ], + { + "title_aux": "DalleImageNodes - OpenAI DALL\u00b7E Nodes for ComfyUI" + } + ], + "https://github.com/clhui/ComfyUi-clh-Tool": [ + [ + "EchartGraph_clh", + "EchartOptionByPath_clh", + "EchartOption_clh", + "INTConstant_clh", + "JavaScript_clh", + "JoinStringMulti_clh", + "MathExpression_clh", + "SetRedis|clh", + "ShowText_clh", + "SomethingToString_clh", + "String2FatLabels_clh", + "String2Image_clh", + "StringConstant_clh", + "duplicate_checker_clh" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler.", + "nickname": "CLH Simple Tool", + "title": "CLH simple Tool", + "title_aux": "Clh Tool for ComfyUI" + } + ], + "https://github.com/clouddreamfly/ComfyUI-PromptWrapper": [ + [ + "CombinePrompt", + "CustomPrompt", + "DrawArtistPrompt", + "DrawStylePrompt", + "GeneratePrompt", + "InputPrompt", + "LightPrompt", + "MultiCombinePrompt", + "MultiReplacePrompt", + "NegativePrompt", + "PortraitCosmeticPrompt", + "PortraitFashionPrompt", + "PortraitPosePrompt", + "PortraitPrompt", + "PortraitSkinPrompt", + "PreviewPrompt", + "PromptTranslation", + "PromptTranslationHY", + "RandomLinePrompt", + "RandomsPrompt", + "RandomsWeightPrompt", + "ReplacePrompt", + "SavePrompt", + "SceneryPrompt" + ], + { + "title_aux": "ComfyUI-PromptWrapper" + } + ], + "https://github.com/cloudkoala/comfyui-koala": [ + [ + "AspectRatioLatentNode", + "SaveImageAnywhere", + "SaveMeshAnywhere" + ], + { + "title_aux": "comfyui-koala" + } + ], + "https://github.com/cluny85/ComfyUI-Scripting-Tools": [ + [ + "EnhancedUUIDGeneratorNode", + "UUIDGeneratorNode" + ], + { + "title_aux": "ComfyUI-Scripting-Tools" + } + ], + "https://github.com/cmdicely/simple_image_to_palette": [ + [ + "Example" + ], + { + "title_aux": "Simple Image To Palette" + } + ], + "https://github.com/cmeka/ComfyUI-WanMoEScheduler": [ + [ + "WanMoEScheduler" + ], + { + "title_aux": "ComfyUI-WanMoEScheduler" + } + ], + "https://github.com/cnbjjj/ComfyUI-Jtils": [ + [ + "Jtils" + ], + { + "title_aux": "ComfyUI-Jtils" + } + ], + "https://github.com/cnnmmd/comfyui_xoxxox_cnnmmd": [ + [ + "Xoxxox_CnvDat", + "Xoxxox_CnvSen", + "Xoxxox_CnvTxt", + "Xoxxox_CnvVce", + "Xoxxox_DlyGet", + "Xoxxox_DlySet", + "Xoxxox_GenImg", + "Xoxxox_GenTxt", + "Xoxxox_GetAud", + "Xoxxox_GetDir", + "Xoxxox_GetDis", + "Xoxxox_GetImg", + "Xoxxox_GetMem", + "Xoxxox_GetTxt", + "Xoxxox_IniFlw", + "Xoxxox_LogNum", + "Xoxxox_LogTxt", + "Xoxxox_PutTxt", + "Xoxxox_RcvVce", + "Xoxxox_RepTxt", + "Xoxxox_RunFlw", + "Xoxxox_SenSlc", + "Xoxxox_SenTxt", + "Xoxxox_SetAud", + "Xoxxox_SetDir", + "Xoxxox_SetDis", + "Xoxxox_SetImg", + "Xoxxox_SetMem", + "Xoxxox_SetNil", + "Xoxxox_SetTxt", + "Xoxxox_SndVce", + "Xoxxox_SwtImg", + "Xoxxox_TrnBak" + ], + { + "title_aux": "cnnmmd: comfyui_xoxxox_cnnmmd" + } + ], + "https://github.com/codeprimate/ComfyUI-MaskContourProcessor": [ + [ + "MaskContourProcessor" + ], + { + "title_aux": "ComfyUI Mask Contour Processor" + } + ], + "https://github.com/colorAi/comfyui-ImageSelectorbyPrompt": [ + [ + "AdvancedImageSelectorByPrompt" + ], + { + "title_aux": "ComfyUI-Image Selector by Prompt" + } + ], + "https://github.com/comfy-deploy/comfyui-llm-toolkit": [ + [ + "APIKeyInput", + "APIProviderSelectorNode", + "AudioDurationFrames", + "BananaTaskGenerator", + "BlankImage", + "CheckImageEmpty", + "ConfigGenerateImage", + "ConfigGenerateImageBFL", + "ConfigGenerateImageFluxDev", + "ConfigGenerateImageGemini", + "ConfigGenerateImageOpenAI", + "ConfigGenerateImageOpenRouter", + "ConfigGenerateImagePortrait", + "ConfigGenerateImageSeedream", + "ConfigGenerateImageUnified", + "ConfigGenerateMusic", + "ConfigGenerateSpeech", + "ConfigGenerateVideo", + "ConfigGenerateVideoHailuoI2VPro", + "ConfigGenerateVideoHailuoI2VStandard", + "ConfigGenerateVideoHailuoT2VPro", + "ConfigGenerateVideoHailuoT2VStandard", + "ConfigGenerateVideoKlingI2VMaster", + "ConfigGenerateVideoKlingI2VPro", + "ConfigGenerateVideoKlingI2VStandard", + "ConfigGenerateVideoSeedanceProI2V", + "ConfigGenerateVideoSeedanceProT2V", + "ConfigGenerateVideoVeo2I2V", + "ConfigGenerateVideoVeo2T2V", + "ConfigGenerateVideoVeo3", + "ConfigGenerateVideoVeo3Fast", + "Display_Text", + "FramesToSeconds", + "GenerateImage", + "GenerateLyrics", + "GenerateMusic", + "GenerateSpeech", + "GenerateVideo", + "HighLowSNR", + "ImageComparer", + "JoinStringsMulti", + "LLMPromptManager", + "LLMToolkitProviderSelector", + "LLMToolkitTextGenerator", + "LLMToolkitTextGeneratorStream", + "LoadAudioFromPath", + "LoadVideoFromPath", + "LocalTransformersProviderNode", + "ModelListFetcherNode", + "PlayRandomSound", + "PreviewImageLogic", + "PreviewOutputs", + "PreviewVideo", + "ResolutionSelector", + "StylePromptGenerator", + "SwitchAny", + "SwitchAnyRoute", + "SwitchAnyRoute_wANY", + "SwitchAny_wANY", + "SystemPromptTaskGenerator", + "TestAPIKeyContext", + "UpscaleVideo" + ], + { + "author": "ComfyDeploy", + "description": "llm toolkit", + "nickname": "llm_toolkit", + "title": "llm toolkit", + "title_aux": "ComfyUI LLM Toolkit" + } + ], + "https://github.com/comfyanonymous/ComfyUI": [ + [ + "APG", + "AddNoise", + "AlignYourStepsScheduler", + "AudioAdjustVolume", + "AudioConcat", + "AudioEncoderEncode", + "AudioEncoderLoader", + "AudioMerge", + "AutogrowNamesTestNode", + "AutogrowPrefixTestNode", + "BasicGuider", + "BasicScheduler", + "BatchImagesMasksLatentsNode", + "BatchImagesNode", + "BatchLatentsNode", + "BatchMasksNode", + "BetaSamplingScheduler", + "BriaImageEditNode", + "ByteDanceFirstLastFrameNode", + "ByteDanceImageNode", + "ByteDanceImageReferenceNode", + "ByteDanceImageToVideoNode", + "ByteDanceSeedreamNode", + "ByteDanceTextToVideoNode", + "CFGGuider", + "CFGNorm", + "CFGZeroStar", + "CLIPAttentionMultiply", + "CLIPLoader", + "CLIPMergeAdd", + "CLIPMergeSimple", + "CLIPMergeSubtract", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeControlnet", + "CLIPTextEncodeFlux", + "CLIPTextEncodeHiDream", + "CLIPTextEncodeHunyuanDiT", + "CLIPTextEncodeKandinsky5", + "CLIPTextEncodeLumina2", + "CLIPTextEncodePixArtAlpha", + "CLIPTextEncodeSD3", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CaseConverter", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ChromaRadianceOptions", + "ColorToRGBInt", + "ComboOptionTestNode", + "ComfySoftSwitchNode", + "ComfySwitchNode", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetAreaPercentageVideo", + "ConditioningSetAreaStrength", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningStableAudio", + "ConditioningZeroOut", + "ContextWindowsManual", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetApplySD3", + "ControlNetInpaintingAliMamaApply", + "ControlNetLoader", + "ConvertStringToComboNode", + "CosmosImageToVideoLatent", + "CosmosPredict2ImageToVideoLatent", + "CreateList", + "CreateVideo", + "CropMask", + "CustomCombo", + "DCTestNode", + "DiffControlNetLoader", + "DifferentialDiffusion", + "DiffusersLoader", + "DisableNoise", + "DualCFGGuider", + "DualCLIPLoader", + "EasyCache", + "EmptyAceStep1.5LatentAudio", + "EmptyAceStepLatentAudio", + "EmptyAudio", + "EmptyChromaRadianceLatentImage", + "EmptyCosmosLatentVideo", + "EmptyFlux2LatentImage", + "EmptyHunyuanImageLatent", + "EmptyHunyuanLatentVideo", + "EmptyImage", + "EmptyLTXVLatentVideo", + "EmptyLatentAudio", + "EmptyLatentHunyuan3Dv2", + "EmptyLatentImage", + "EmptyMochiLatentVideo", + "EmptyQwenImageLayeredLatentImage", + "EmptySD3LatentImage", + "Epsilon Scaling", + "ExponentialScheduler", + "ExtendIntermediateSigmas", + "FeatherMask", + "FlipSigmas", + "Flux2ProImageNode", + "Flux2Scheduler", + "FluxDisableGuidance", + "FluxGuidance", + "FluxKontextImageScale", + "FluxKontextMultiReferenceLatentMethod", + "FluxKontextProImageNode", + "FluxProExpandNode", + "FluxProFillNode", + "FluxProUltraImageNode", + "FreSca", + "FreeU", + "FreeU_V2", + "GITSScheduler", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GeminiImage2Node", + "GeminiImageNode", + "GeminiInputFiles", + "GeminiNode", + "GenerateTracks", + "GetImageSize", + "GetVideoComponents", + "GrokImageEditNode", + "GrokImageNode", + "GrokVideoEditNode", + "GrokVideoNode", + "GrowMask", + "HitPawGeneralImageEnhance", + "HitPawVideoEnhance", + "Hunyuan3Dv2Conditioning", + "Hunyuan3Dv2ConditioningMultiView", + "HunyuanImageToVideo", + "HunyuanRefinerLatent", + "HunyuanVideo15ImageToVideo", + "HunyuanVideo15LatentUpscaleWithModel", + "HunyuanVideo15SuperResolution", + "HyperTile", + "HypernetworkLoader", + "IdeogramV1", + "IdeogramV2", + "IdeogramV3", + "ImageAddNoise", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompare", + "ImageCompositeMasked", + "ImageCrop", + "ImageFlip", + "ImageFromBatch", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageProcessingNode", + "ImageQuantize", + "ImageRGBToYUV", + "ImageRotate", + "ImageScale", + "ImageScaleBy", + "ImageScaleToMaxDimension", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageStitch", + "ImageToMask", + "ImageUpscaleWithModel", + "ImageYUVToRGB", + "InpaintModelConditioning", + "InstructPixToPixConditioning", + "InvertBooleanNode", + "InvertMask", + "JoinAudioChannels", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "Kandinsky5ImageToVideo", + "KarrasScheduler", + "KlingCameraControlI2VNode", + "KlingCameraControlT2VNode", + "KlingCameraControls", + "KlingDualCharacterVideoEffectNode", + "KlingImage2VideoNode", + "KlingImageGenerationNode", + "KlingImageToVideoWithAudio", + "KlingLipSyncAudioToVideoNode", + "KlingLipSyncTextToVideoNode", + "KlingMotionControl", + "KlingOmniProEditVideoNode", + "KlingOmniProFirstLastFrameNode", + "KlingOmniProImageNode", + "KlingOmniProImageToVideoNode", + "KlingOmniProTextToVideoNode", + "KlingOmniProVideoToVideoNode", + "KlingSingleImageVideoEffectNode", + "KlingStartEndFrameNode", + "KlingTextToVideoNode", + "KlingTextToVideoWithAudio", + "KlingVideoExtendNode", + "KlingVirtualTryOnNode", + "LTXAVTextEncoderLoader", + "LTXVAddGuide", + "LTXVAudioVAEDecode", + "LTXVAudioVAEEncode", + "LTXVAudioVAELoader", + "LTXVConcatAVLatent", + "LTXVConditioning", + "LTXVCropGuides", + "LTXVEmptyLatentAudio", + "LTXVImgToVideo", + "LTXVImgToVideoInplace", + "LTXVLatentUpsampler", + "LTXVPreprocess", + "LTXVScheduler", + "LTXVSeparateAVLatent", + "LaplaceScheduler", + "LatentAdd", + "LatentApplyOperation", + "LatentApplyOperationCFG", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentConcat", + "LatentCrop", + "LatentCut", + "LatentCutToBatch", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentOperationSharpen", + "LatentOperationTonemapReinhard", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LatentUpscaleModelLoader", + "LazyCache", + "Load3D", + "LoadAudio", + "LoadImage", + "LoadImageDataSetFromFolder", + "LoadImageMask", + "LoadImageOutput", + "LoadImageTextDataSetFromFolder", + "LoadLatent", + "LoadTrainingDataset", + "LoadVideo", + "LoraLoader", + "LoraLoaderBypass", + "LoraLoaderBypassModelOnly", + "LoraLoaderModelOnly", + "LoraModelLoader", + "LoraSave", + "LossGraphNode", + "LotusConditioning", + "LtxvApiImageToVideo", + "LtxvApiTextToVideo", + "LumaConceptsNode", + "LumaImageModifyNode", + "LumaImageNode", + "LumaImageToVideoNode", + "LumaReferenceNode", + "LumaVideoNode", + "MagnificImageRelightNode", + "MagnificImageSkinEnhancerNode", + "MagnificImageStyleTransferNode", + "MagnificImageUpscalerCreativeNode", + "MagnificImageUpscalerPreciseV2Node", + "Mahiro", + "MakeTrainingDataset", + "ManualSigmas", + "MaskComposite", + "MaskPreview", + "MaskToImage", + "MeshyAnimateModelNode", + "MeshyImageToModelNode", + "MeshyMultiImageToModelNode", + "MeshyRefineNode", + "MeshyRigModelNode", + "MeshyTextToModelNode", + "MeshyTextureNode", + "MinimaxHailuoVideoNode", + "MinimaxImageToVideoNode", + "MinimaxSubjectToVideoNode", + "MinimaxTextToVideoNode", + "ModelComputeDtype", + "ModelMergeAdd", + "ModelMergeAuraflow", + "ModelMergeBlocks", + "ModelMergeCosmos14B", + "ModelMergeCosmos7B", + "ModelMergeCosmosPredict2_14B", + "ModelMergeCosmosPredict2_2B", + "ModelMergeFlux1", + "ModelMergeLTXV", + "ModelMergeMochiPreview", + "ModelMergeQwenImage", + "ModelMergeSD1", + "ModelMergeSD2", + "ModelMergeSD35_Large", + "ModelMergeSD3_2B", + "ModelMergeSDXL", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelMergeWAN2_1", + "ModelPatchLoader", + "ModelSamplingAuraFlow", + "ModelSamplingContinuousEDM", + "ModelSamplingContinuousV", + "ModelSamplingDiscrete", + "ModelSamplingFlux", + "ModelSamplingLTXV", + "ModelSamplingSD3", + "ModelSamplingStableCascade", + "ModelSave", + "MoonvalleyImg2VideoNode", + "MoonvalleyTxt2VideoNode", + "MoonvalleyVideo2VideoNode", + "Morphology", + "NormalizeVideoLatentStart", + "OpenAIChatConfig", + "OpenAIChatNode", + "OpenAIDalle2", + "OpenAIDalle3", + "OpenAIGPTImage1", + "OpenAIInputFiles", + "OpenAIVideoSora2", + "OptimalStepsScheduler", + "PatchModelAddDownscale", + "PerpNeg", + "PerpNegGuider", + "PerturbedAttentionGuidance", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PixverseImageToVideoNode", + "PixverseTemplateNode", + "PixverseTextToVideoNode", + "PixverseTransitionVideoNode", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "Preview3D", + "PreviewAny", + "PreviewAudio", + "PreviewImage", + "PrimitiveBoolean", + "PrimitiveFloat", + "PrimitiveInt", + "PrimitiveString", + "PrimitiveStringMultiline", + "QuadrupleCLIPLoader", + "QwenImageDiffsynthControlnet", + "RandomNoise", + "RebatchImages", + "RebatchLatents", + "RecordAudio", + "RecraftColorRGB", + "RecraftControls", + "RecraftCreateStyleNode", + "RecraftCrispUpscaleNode", + "RecraftImageInpaintingNode", + "RecraftImageToImageNode", + "RecraftRemoveBackgroundNode", + "RecraftReplaceBackgroundNode", + "RecraftStyleV3InfiniteStyleLibrary", + "RecraftStyleV3RealisticImage", + "RecraftTextToImageNode", + "RecraftTextToVectorNode", + "RecraftVectorizeImageNode", + "ReferenceLatent", + "ReferenceTimbreAudio", + "RegexExtract", + "RegexMatch", + "RegexReplace", + "RenormCFG", + "RepeatImageBatch", + "RepeatLatentBatch", + "ReplaceVideoLatentFrames", + "RescaleCFG", + "ResizeAndPadImage", + "ResizeImageMaskNode", + "ResolutionBucket", + "Rodin3D_Detail", + "Rodin3D_Gen2", + "Rodin3D_Regular", + "Rodin3D_Sketch", + "Rodin3D_Smooth", + "RunwayFirstLastFrameNode", + "RunwayImageToVideoNodeGen3a", + "RunwayImageToVideoNodeGen4", + "RunwayTextToImageNode", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SV3D_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerCustomAdvanced", + "SamplerDPMAdaptative", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_2S_Ancestral", + "SamplerDPMPP_3M_SDE", + "SamplerDPMPP_SDE", + "SamplerER_SDE", + "SamplerEulerAncestral", + "SamplerEulerAncestralCFGPP", + "SamplerEulerCFGpp", + "SamplerLCMUpscale", + "SamplerLMS", + "SamplerSASolver", + "SamplerSEEDS2", + "SamplingPercentToSigma", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveAudio", + "SaveAudioMP3", + "SaveAudioOpus", + "SaveGLB", + "SaveImage", + "SaveImageDataSetToFolder", + "SaveImageTextDataSetToFolder", + "SaveImageWebsocket", + "SaveLatent", + "SaveLoRA", + "SaveSVGNode", + "SaveTrainingDataset", + "SaveVideo", + "SaveWEBM", + "ScaleROPE", + "SelfAttentionGuidance", + "SetFirstSigma", + "SetLatentNoiseMask", + "SetUnionControlNetType", + "ShuffleImageTextDataset", + "SkipLayerGuidanceDiT", + "SkipLayerGuidanceDiTSimple", + "SkipLayerGuidanceSD3", + "SolidMask", + "SplitAudioChannels", + "SplitImageWithAlpha", + "SplitSigmas", + "SplitSigmasDenoise", + "StabilityAudioInpaint", + "StabilityAudioToAudio", + "StabilityStableImageSD_3_5Node", + "StabilityStableImageUltraNode", + "StabilityTextToAudio", + "StabilityUpscaleConservativeNode", + "StabilityUpscaleCreativeNode", + "StabilityUpscaleFastNode", + "StableCascade_EmptyLatentImage", + "StableCascade_StageB_Conditioning", + "StableCascade_StageC_VAEEncode", + "StableCascade_SuperResolutionControlnet", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StringCompare", + "StringConcatenate", + "StringContains", + "StringLength", + "StringReplace", + "StringSubstring", + "StringTrim", + "StubConstantImage", + "StubFloat", + "StubImage", + "StubInt", + "StubMask", + "StyleModelApply", + "StyleModelLoader", + "T5TokenizerOptions", + "TCFG", + "TemporalScoreRescaling", + "TencentImageToModelNode", + "TencentTextToModelNode", + "TestAccumulateNode", + "TestAccumulationGetItemNode", + "TestAccumulationGetLengthNode", + "TestAccumulationHeadNode", + "TestAccumulationSetItemNode", + "TestAccumulationTailNode", + "TestAccumulationToListNode", + "TestAsyncBatchProcessing", + "TestAsyncConcurrentLimit", + "TestAsyncError", + "TestAsyncLazyCheck", + "TestAsyncProgressUpdate", + "TestAsyncResourceUser", + "TestAsyncTimeout", + "TestAsyncValidation", + "TestAsyncValidationError", + "TestBoolOperationNode", + "TestCustomIsChanged", + "TestCustomValidation1", + "TestCustomValidation2", + "TestCustomValidation3", + "TestCustomValidation4", + "TestCustomValidation5", + "TestDynamicAsyncGeneration", + "TestDynamicDependencyCycle", + "TestExecutionBlocker", + "TestFloatConditions", + "TestForLoopClose", + "TestForLoopOpen", + "TestIntConditions", + "TestIntMathOperation", + "TestIsChangedWithConstants", + "TestLazyMixImages", + "TestListToAccumulationNode", + "TestMakeListNode", + "TestMixedExpansionReturns", + "TestOutputNodeWithSocketOutput", + "TestParallelSleep", + "TestSamplingInExpansion", + "TestSleep", + "TestStringConditions", + "TestSyncError", + "TestSyncProgressUpdate", + "TestToBoolNode", + "TestVariadicAverage", + "TestWhileLoopClose", + "TestWhileLoopOpen", + "TextEncodeAceStepAudio", + "TextEncodeAceStepAudio1.5", + "TextEncodeHunyuanVideo_ImageToVideo", + "TextEncodeQwenImageEdit", + "TextEncodeQwenImageEditPlus", + "TextEncodeZImageOmni", + "TextProcessingNode", + "ThresholdMask", + "TomePatchModel", + "TopazImageEnhance", + "TopazVideoEnhance", + "TorchCompileModel", + "TrainLoraNode", + "TrimAudioDuration", + "TrimVideoLatent", + "TripleCLIPLoader", + "TripoConversionNode", + "TripoImageToModelNode", + "TripoMultiviewToModelNode", + "TripoRefineNode", + "TripoRetargetNode", + "TripoRigNode", + "TripoTextToModelNode", + "TripoTextureNode", + "UNETLoader", + "UNetCrossAttentionMultiply", + "UNetSelfAttentionMultiply", + "UNetTemporalAttentionMultiply", + "USOStyleReference", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeAudio", + "VAEDecodeAudioTiled", + "VAEDecodeHunyuan3D", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeAudio", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "Veo3FirstLastFrameNode", + "VeoVideoGenerationNode", + "VideoLinearCFGGuidance", + "VideoTriangleCFGGuidance", + "Vidu2ImageToVideoNode", + "Vidu2ReferenceVideoNode", + "Vidu2StartEndToVideoNode", + "Vidu2TextToVideoNode", + "Vidu3ImageToVideoNode", + "Vidu3TextToVideoNode", + "ViduExtendVideoNode", + "ViduImageToVideoNode", + "ViduMultiFrameVideoNode", + "ViduReferenceVideoNode", + "ViduStartEndToVideoNode", + "ViduTextToVideoNode", + "VoxelToMesh", + "VoxelToMeshBasic", + "Wan22FunControlToVideo", + "Wan22ImageToVideoLatent", + "WanAnimateToVideo", + "WanCameraEmbedding", + "WanCameraImageToVideo", + "WanFirstLastFrameToVideo", + "WanFunControlToVideo", + "WanFunInpaintToVideo", + "WanHuMoImageToVideo", + "WanImageToImageApi", + "WanImageToVideo", + "WanImageToVideoApi", + "WanInfiniteTalkToVideo", + "WanMoveConcatTrack", + "WanMoveTrackToVideo", + "WanMoveTracksFromCoords", + "WanMoveVisualizeTracks", + "WanPhantomSubjectToVideo", + "WanReferenceVideoApi", + "WanSoundImageToVideo", + "WanSoundImageToVideoExtend", + "WanTextToImageApi", + "WanTextToVideoApi", + "WanTrackToVideo", + "WanVaceToVideo", + "WavespeedFlashVSRNode", + "WavespeedImageUpscaleNode", + "WebcamCapture", + "ZImageFunControlnet", + "unCLIPCheckpointLoader", + "unCLIPConditioning", + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI" + } + ], + "https://github.com/comfyanonymous/ComfyUI_TensorRT": [ + [ + "DYNAMIC_TRT_MODEL_CONVERSION", + "STATIC TRT_MODEL CONVERSION", + "STATIC_TRT_MODEL_CONVERSION", + "TensorRTLoader" + ], + { + "title_aux": "TensorRT Node for ComfyUI" + } + ], + "https://github.com/comfyanonymous/ComfyUI_experiments": [ + [ + "ModelMergeBlockNumber", + "ModelMergeSDXL", + "ModelMergeSDXLDetailedTransformers", + "ModelMergeSDXLTransformers", + "ModelSamplerTonemapNoiseTest", + "ReferenceOnlySimple", + "RescaleClassifierFreeGuidanceTest", + "TonemapNoiseWithRescaleCFG" + ], + { + "title_aux": "ComfyUI_experiments" + } + ], + "https://github.com/comfyui/snacknodes": [ + [ + "ImageInfo", + "ImageScaler", + "TextBox", + "TextProcessor" + ], + {} + ], + "https://github.com/comfyuistudio/ComfyUI-Studio-nodes": [ + [ + "AspectRatioImageSize", + "AspectRatioResizeImage", + "GitCloneManager", + "HuggingFaceDownloader", + "MarkdownModelNote", + "TransparentVideoSave" + ], + { + "title_aux": "ComfyUI-Studio-nodes" + } + ], + "https://github.com/comnote-max/builmenlabo": [ + [ + "GeminiPoseAnalyzer", + "LlamaCppAIO", + "LlamaCppCompleteUnload", + "LlamaCppGenerate", + "LlamaCppLoader", + "LlamaCppMemoryInfo", + "LlamaCppSafeUnload", + "LlamaCppUnload", + "MultiControlNetLoader", + "PromptTranslator" + ], + { + "nodename_pattern": "builmenlabo", + "title_aux": "ComfyUI builmenlabo - Unified Package" + } + ], + "https://github.com/comrender/ComfyUI-NanoB-Edit-Gemini": [ + [ + "NanoBEditGemini" + ], + { + "title_aux": "ComfyUI-NanoB-Edit-Gemini" + } + ], + "https://github.com/comrender/ComfyUI-NanoSeed": [ + [ + "NanoSeedEdit" + ], + { + "title_aux": "ComfyUI-NanoSeed" + } + ], + "https://github.com/comrender/ComfyUI-Topaz-Upscaler": [ + [ + "TopazUpscaler" + ], + { + "title_aux": "ComfyUI-Topaz-Upscaler" + } + ], + "https://github.com/concarne000/ComfyUI-Stacker": [ + [ + "StackPopFloat", + "StackPopImage", + "StackPopInt", + "StackPopObject", + "StackPopString", + "StackPushFloat", + "StackPushImage", + "StackPushInt", + "StackPushObject", + "StackPushString" + ], + { + "title_aux": "ComfyUI-Stacker" + } + ], + "https://github.com/concarne000/ConCarneNode": [ + [ + "BingImageGrabber", + "Hermes", + "Zephyr" + ], + { + "title_aux": "ConCarneNode" + } + ], + "https://github.com/conquestace/ComfyUI-ImageUploader": [ + [ + "ImageUploader" + ], + { + "author": "ConquestAce", + "description": "Upload to temporary websites with API.", + "nickname": "Image Uploader", + "title": "Image Uploader", + "title_aux": "Image Uploader" + } + ], + "https://github.com/coreyryanhanson/ComfyQR": [ + [ + "comfy-qr-by-image-size", + "comfy-qr-by-module-size", + "comfy-qr-by-module-split", + "comfy-qr-mask_errors" + ], + { + "title_aux": "ComfyQR" + } + ], + "https://github.com/coreyryanhanson/ComfyQR-scanning-nodes": [ + [ + "comfy-qr-read", + "comfy-qr-validate" + ], + { + "title_aux": "ComfyQR-scanning-nodes" + } + ], + "https://github.com/coulterj/comfyui-svg-visual-normalize": [ + [ + "SVGVisualBoundsNormalize" + ], + { + "title_aux": "ComfyUI SVG Visual Normalize & Margin Node" + } + ], + "https://github.com/cozy-comfyui/cozy_comm": [ + [ + "CozyDiscordPost" + ], + { + "nodename_pattern": " \\(cozy\\)", + "title_aux": "Cozy Communication" + } + ], + "https://github.com/cozymantis/cozy-utils-comfyui-nodes": [ + [ + "Cozy Sampler Options" + ], + { + "title_aux": "Cozy Utils" + } + ], + "https://github.com/cozymantis/human-parser-comfyui-node": [ + [ + "Cozy Human Parser ATR", + "Cozy Human Parser LIP", + "Cozy Human Parser Pascal" + ], + { + "title_aux": "Cozy Human Parser" + } + ], + "https://github.com/cozymantis/pose-generator-comfyui-node": [ + [ + "Cozy Pose Body Reference", + "Cozy Pose Face Reference" + ], + { + "title_aux": "Cozy Reference Pose Generator" + } + ], + "https://github.com/cr7Por/ComfyUI_DepthFlow": [ + [ + "DepthFlow Simple", + "DepthFlowSimple" + ], + { + "title_aux": "ComfyUI_DepthFlow" + } + ], + "https://github.com/craig-tanaka/comfyui_animeseg": [ + [ + "AdvancedAnimeSeg", + "SimpleAnimeSeg" + ], + { + "title_aux": "ComfyUI Anime Segmentation Nodes v1.1.0" + } + ], + "https://github.com/crave33/RenesStuffDanbooruTagGet": [ + [ + "DanbooruTagFetcher" + ], + { + "title_aux": "RenesStuffDanboruTagGet" + } + ], + "https://github.com/cristian1980/ComfyUI-Caption-Cleaner": [ + [ + "CleanCaptionNode" + ], + { + "title_aux": "ComfyUI-Caption-Cleaner" + } + ], + "https://github.com/crystian/ComfyUI-Crystools": [ + [], + { + "author": "Crystian", + "description": "Plugins for multiples uses, mainly for debugging, you need them! IG: https://www.instagram.com/crystian.ia", + "nickname": "Crystools", + "nodename_pattern": " \\[Crystools\\]$", + "title": "Crystools", + "title_aux": "Crystools" + } + ], + "https://github.com/cuban044/ComfyUI-Veo3-Experimental": [ + [ + "Veo3TextToVideo", + "Veo3ToVHS", + "Veo3VideoPreview" + ], + { + "title_aux": "[Unofficial] ComfyUI-Veo3-Experimental" + } + ], + "https://github.com/cubiq/Block_Patcher_ComfyUI": [ + [ + "FluxBlockPatcherSampler", + "FluxBlockShareKV", + "PlotBlockParams" + ], + { + "title_aux": "Flux blocks patcher sampler" + } + ], + "https://github.com/cubiq/ComfyUI_FaceAnalysis": [ + [ + "FaceAlign", + "FaceAnalysisModels", + "FaceBoundingBox", + "FaceEmbedDistance", + "FaceSegmentation", + "FaceWarp" + ], + { + "title_aux": "Face Analysis for ComfyUI" + } + ], + "https://github.com/cubiq/ComfyUI_IPAdapter_plus": [ + [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFaceIDKolors", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "PrepImageForClipVision" + ], + { + "preemptions": [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "PrepImageForClipVision" + ], + "title_aux": "ComfyUI_IPAdapter_plus" + } + ], + "https://github.com/cubiq/ComfyUI_InstantID": [ + [ + "ApplyInstantID", + "ApplyInstantIDAdvanced", + "ApplyInstantIDControlNet", + "FaceKeypointsPreprocessor", + "InstantIDAttentionPatch", + "InstantIDFaceAnalysis", + "InstantIDModelLoader" + ], + { + "title_aux": "ComfyUI InstantID (Native Support)" + } + ], + "https://github.com/cubiq/ComfyUI_essentials": [ + [ + "ApplyCLIPSeg+", + "BatchCount+", + "CLIPTextEncodeSDXL+", + "ConditioningCombineMultiple+", + "ConsoleDebug+", + "DebugTensorShape+", + "DisplayAny", + "DrawText+", + "FluxAttentionSeeker+", + "FluxBlocksBuster+", + "FluxSamplerParams+", + "GetImageSize+", + "GuidanceTimestepping+", + "ImageApplyLUT+", + "ImageBatchMultiple+", + "ImageBatchToList+", + "ImageCASharpening+", + "ImageColorMatch+", + "ImageColorMatchAdobe+", + "ImageComposite+", + "ImageCompositeFromMaskBatch+", + "ImageCrop+", + "ImageDesaturate+", + "ImageEnhanceDifference+", + "ImageExpandBatch+", + "ImageFlip+", + "ImageFromBatch+", + "ImageHistogramMatch+", + "ImageListToBatch+", + "ImagePosterize+", + "ImagePreviewFromLatent+", + "ImageRandomTransform+", + "ImageRemoveAlpha+", + "ImageRemoveBackground+", + "ImageResize+", + "ImageSeamCarving+", + "ImageSmartSharpen+", + "ImageTile+", + "ImageToDevice+", + "ImageUntile+", + "InjectLatentNoise+", + "KSamplerVariationsStochastic+", + "KSamplerVariationsWithNoise+", + "LoadCLIPSegModels+", + "LorasForFluxParams+", + "MaskBatch+", + "MaskBlur+", + "MaskBoundingBox+", + "MaskExpandBatch+", + "MaskFix+", + "MaskFlip+", + "MaskFromBatch+", + "MaskFromColor+", + "MaskFromList+", + "MaskFromRGBCMYBW+", + "MaskFromSegmentation+", + "MaskPreview+", + "MaskSmooth+", + "ModelCompile+", + "ModelSamplingSD3Advanced+", + "NoiseFromImage+", + "PixelOEPixelize+", + "PlotParameters+", + "RemBGSession+", + "RemoveLatentMask+", + "SD3AttentionSeekerLG+", + "SD3AttentionSeekerT5+", + "SD3NegativeConditioning+", + "SDXLEmptyLatentSizePicker+", + "SamplerSelectHelper+", + "SchedulerSelectHelper+", + "SimpleComparison+", + "SimpleCondition+", + "SimpleMath+", + "SimpleMathBoolean+", + "SimpleMathCondition+", + "SimpleMathDual+", + "SimpleMathFloat+", + "SimpleMathInt+", + "SimpleMathPercent+", + "SimpleMathSlider+", + "SimpleMathSliderLowRes+", + "TextEncodeForSamplerParams+", + "TransitionMask+", + "TransparentBGSession+" + ], + { + "title_aux": "ComfyUI Essentials" + } + ], + "https://github.com/cubiq/PuLID_ComfyUI": [ + [ + "ApplyPulid", + "ApplyPulidAdvanced", + "PulidEvaClipLoader", + "PulidInsightFaceLoader", + "PulidModelLoader" + ], + { + "title_aux": "PuLID_ComfyUI" + } + ], + "https://github.com/cuongloveit/comfy_http_request": [ + [ + "Send Http Request", + "Send Http request" + ], + { + "title_aux": "comfy_http_request" + } + ], + "https://github.com/curiousjp/ComfyUI-MaskBatchPermutations": [ + [ + "CombinatorialDetailer", + "FlattenAgainstOriginal", + "PermuteMaskBatch" + ], + { + "title_aux": "ComfyUI-MaskBatchPermutations" + } + ], + "https://github.com/cyan9977/ComfyUI_PromptQueue": [ + [ + "NegativePromptQueue", + "SimpleStylePromptQueue", + "SimpleStylePromptQueueBatch", + "StylePromptQueue", + "StylePromptQueueBatch" + ], + { + "title_aux": "ComfyUI_PromptQueue" + } + ], + "https://github.com/cyberhirsch/seb_nodes": [ + [ + "AspectRatioSeb", + "DepthInpaintSeb", + "SaveImageSeb", + "SwitchMasksSeb", + "SwitchSeb", + "UnifiedPrompterSeb" + ], + { + "title_aux": "Seb Nodes" + } + ], + "https://github.com/cybernaut4/comfyui_arkl1te_toolkit": [ + [ + "AnythingToString", + "Concatenate", + "CountFilesInDirectory", + "GetNewFileIndex", + "PadZeroes" + ], + { + "title_aux": "Arkl1te's Toolkit" + } + ], + "https://github.com/czcz1024/Comfyui-FaceCompare": [ + [ + "FaceCompare" + ], + { + "author": "czcz1024", + "description": "Face Compare", + "nickname": "Face Compare", + "title": "Face Compare", + "title_aux": "Face Compare" + } + ], + "https://github.com/d3cker/comfyui_remove_background": [ + [ + "RemoveBackground" + ], + { + "title_aux": "comfyui_remove_background" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-send-eagle": [ + [ + "D2 Send Eagle" + ], + { + "author": "da2el", + "description": "Send images to Eagle, an image management application", + "title": "D2 Send Eagle", + "title_aux": "D2 Send Eagle" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-size-selector": [ + [ + "D2_SizeSelector" + ], + { + "author": "da2el", + "description": "Easy select image size", + "title": "D2 Size Selector", + "title_aux": "D2 Size Selector" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-steps": [ + [ + "D2 Refiner Steps", + "D2 Refiner Steps A1111", + "D2 Refiner Steps Tester" + ], + { + "author": "da2el", + "description": "Calculate the steps for the refiner", + "title": "D2 Steps", + "title_aux": "D2 Steps" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-xyplot-utils": [ + [ + "D2 Checkpoint Loader", + "D2 Multi Output", + "D2 Prompt SR", + "D2 Regex Switcher" + ], + { + "author": "da2el", + "description": "A parameter output node compatible with qq-nodes-comfyui. It outputs parameters such as Prompt S/R and seed.", + "title": "D2 XYPlot Utils", + "title_aux": "D2 XYPlot Utils" + } + ], + "https://github.com/da2el-ai/D2-SavePSD-ComfyUI": [ + [ + "D2 Apply Alpha Channel", + "D2 Extract Alpha", + "D2 Save PSD" + ], + { + "author": "da2el", + "description": "", + "title": "D2 Save PSD", + "title_aux": "D2-SavePSD-ComfyUI" + } + ], + "https://github.com/da2el-ai/D2-nodes-ComfyUI": [ + [ + "D2 Any Delivery", + "D2 Checkpoint Loader", + "D2 Controlnet Loader", + "D2 Cut By Mask", + "D2 EmptyImage Alpha", + "D2 Filename Template", + "D2 Filename Template2", + "D2 Folder Image Queue", + "D2 Get Image Size", + "D2 Grid Image", + "D2 Image Mask Stack", + "D2 Image Resize", + "D2 Image Stack", + "D2 KSampler", + "D2 KSampler(Advanced)", + "D2 List To String", + "D2 Load Folder Images", + "D2 Load Image", + "D2 Load Lora", + "D2 Model and CLIP Merge SDXL", + "D2 Mosaic Filter", + "D2 Multi Output", + "D2 Paste By Mask", + "D2 Pipe", + "D2 Preview Image", + "D2 Prompt", + "D2 Refiner Steps", + "D2 Refiner Steps A1111", + "D2 Refiner Steps Tester", + "D2 Regex Replace", + "D2 Regex Switcher", + "D2 Resize Calculator", + "D2 Save Image", + "D2 Save Image Eagle", + "D2 Send File Eagle", + "D2 Size Selector", + "D2 Token Counter", + "D2 XY Annotation", + "D2 XY Folder Images", + "D2 XY Grid Image", + "D2 XY List To Plot", + "D2 XY Model List", + "D2 XY Plot", + "D2 XY Plot Easy", + "D2 XY Plot Easy Mini", + "D2 XY Prompt SR", + "D2 XY Prompt SR2", + "D2 XY Seed", + "D2 XY Seed2", + "D2 XY String To Plot", + "D2 XY Upload Image" + ], + { + "author": "da2el", + "description": "A Collection of Handy Custom Nodes for ComfyUI", + "title": "D2 Nodes", + "title_aux": "D2 Nodes ComfyUI" + } + ], + "https://github.com/dadoirie/ComfyUI_Dados_Nodes": [ + [ + "DN_CSVMultiDropDownNode", + "DN_ChutesChromaImageNode", + "DN_ChutesFluxImageNode", + "DN_ChutesHiDreamNode", + "DN_ChutesHunyuanImage3Node", + "DN_ChutesIllustriousNode", + "DN_ChutesImageGenNode", + "DN_ChutesImageToVideoNode", + "DN_ChutesLLMNode", + "DN_ChutesNetaLuminaNode", + "DN_ChutesParallelImageNode", + "DN_ChutesQwenImageEditNode", + "DN_ChutesQwenImageNode", + "DN_ChutesSDxlNode", + "DN_ChutesTextToVideoNode", + "DN_GroqLLMNode", + "DN_ImageBatcher", + "DN_JoyTaggerNode", + "DN_MemoryStorage", + "DN_MultilineString", + "DN_PixAITaggerNode", + "DN_PreviewImage", + "DN_PromptSectionsExtractor", + "DN_SmolVLMNode", + "DN_TagOpsNode", + "DN_TextConcatenateNode", + "DN_TextDropDownNode", + "DN_WildcardPromptEditorNode", + "DN_WildcardSelectorComposerV2", + "DN_WildcardsProcessor", + "DN_pyPinNode" + ], + { + "author": "Dado", + "description": "Utilities for creating and analyzing wildcard JSON structures.", + "title": "Wildcard Structure Utils", + "title_aux": "ComfyUI_Dados_Nodes" + } + ], + "https://github.com/daehwa00/ComfyUI-NanoBananaAPI": [ + [ + "NanoBanana API\ud83c\udf4c" + ], + { + "title_aux": "ComfyUI-NanoBananaAPI" + } + ], + "https://github.com/dafeng012/comfyui-imgmake": [ + [ + "LoadImageListPlus", + "LoadImagesFromPath_lp", + "SaveImagePlus", + "SaveImage_lp", + "SelectImageName", + "VideoKeyFramesExtractor", + "ebsynth_hecheng", + "ebsynth_main", + "ebsynth_process", + "image2mask", + "video2image" + ], + { + "title_aux": "comfyui-imgmake" + } + ], + "https://github.com/dagthomas/comfyui_dagthomas": [ + [ + "APNextBloom", + "APNextColorGrading", + "APNextCrossProcessing", + "APNextFilmHalation", + "APNextGlitchArt", + "APNextHDRToneMapping", + "APNextNoise", + "APNextRough", + "APNextSharpen", + "APNextSplitToning", + "ClaudeTextNode", + "ClaudeVisionNode", + "GrokTextNode", + "GrokVisionNode", + "GroqTextNode", + "GroqVisionNode", + "MiniCPMImageNode", + "MiniCPMVideoNode", + "SentenceMixerNode" + ], + { + "title_aux": "SDXL Auto Prompter" + } + ], + "https://github.com/danTheMonk/comfyui-int-and-float": [ + [ + "FloatToInt", + "IntToFloat" + ], + { + "title_aux": "ComfyUI Int and Float Conversion Nodes" + } + ], + "https://github.com/dandancow874/ComfyUI-LMStudio-Controller": [ + [ + "LMS_VisionController" + ], + { + "title_aux": "ComfyUI-LMStudio-Controller" + } + ], + "https://github.com/danger-electrodes/ComfyUI_Fawfluencer_Nodes": [ + [ + "FawfaceModelSpreadsheetRealismNode", + "FawfakeAuthenticImageSaveNode", + "FawfluxencerNode", + "FawfulizedAddImagesToImageList", + "FawfulizedEmptyImageList", + "FawfulizedHunyuanAddNoise", + "FawfulizedHunyuanBasicGuider", + "FawfulizedHunyuanBasicScheduler", + "FawfulizedHunyuanBetaSamplingScheduler", + "FawfulizedHunyuanCFGGuider", + "FawfulizedHunyuanControlNetApply", + "FawfulizedHunyuanControlNetApplyAdvanced", + "FawfulizedHunyuanControlNetLoader", + "FawfulizedHunyuanDiffControlNetLoader", + "FawfulizedHunyuanDisableNoise", + "FawfulizedHunyuanDualCFGGuider", + "FawfulizedHunyuanExponentialScheduler", + "FawfulizedHunyuanFlipSigmas", + "FawfulizedHunyuanKSamplerSelect", + "FawfulizedHunyuanKarrasScheduler", + "FawfulizedHunyuanLaplaceScheduler", + "FawfulizedHunyuanLatentVideo", + "FawfulizedHunyuanPolyexponentialScheduler", + "FawfulizedHunyuanRandomNoise", + "FawfulizedHunyuanSDTurboScheduler", + "FawfulizedHunyuanSamplerCustom", + "FawfulizedHunyuanSamplerCustomAdvanced", + "FawfulizedHunyuanSamplerDPMAdaptative", + "FawfulizedHunyuanSamplerDPMPP_2M_SDE", + "FawfulizedHunyuanSamplerDPMPP_2S_Ancestral", + "FawfulizedHunyuanSamplerDPMPP_3M_SDE", + "FawfulizedHunyuanSamplerDPMPP_SDE", + "FawfulizedHunyuanSamplerEulerAncestral", + "FawfulizedHunyuanSamplerEulerAncestralCFGPP", + "FawfulizedHunyuanSamplerLMS", + "FawfulizedHunyuanSetFirstSigma", + "FawfulizedHunyuanSetLatentNoiseMask", + "FawfulizedHunyuanSplitSigmas", + "FawfulizedHunyuanSplitSigmasDenoise", + "FawfulizedHunyuanVPScheduler", + "Img2ImgFawfluencerNodeSDXL" + ], + { + "title_aux": "ComfyUI_Fawfluencer_Nodes" + } + ], + "https://github.com/daniabib/ComfyUI_ProPainter_Nodes": [ + [ + "ProPainterInpaint", + "ProPainterOutpaint" + ], + { + "title_aux": "ComfyUI ProPainter Nodes" + } + ], + "https://github.com/daniel-lewis-ab/ComfyUI-Llama": [ + [ + "Call LLM Advanced", + "Call LLM Basic", + "LLM Create Completion Advanced", + "LLM Detokenize", + "LLM Embed", + "LLM Eval", + "LLM Reset", + "LLM Sample", + "LLM Tokenize", + "LLM_Create_Completion Advanced", + "LLM_Detokenize", + "LLM_Embed", + "LLM_Eval", + "LLM_Load_State", + "LLM_Reset", + "LLM_Sample", + "LLM_Save_State", + "LLM_Token_BOS", + "LLM_Token_EOS", + "LLM_Tokenize", + "Load LLM Model Advanced", + "Load LLM Model Basic" + ], + { + "title_aux": "ComfyUI-Llama" + } + ], + "https://github.com/daniel-lewis-ab/ComfyUI-TTS": [ + [ + "Load_Piper_Model", + "Piper_Speak_Text" + ], + { + "title_aux": "ComfyUI-TTS" + } + ], + "https://github.com/danieljanata/ComfyUI-Prompting-System": [ + [ + "PS_MetadataCleaner", + "PS_MetadataReader", + "PS_PromptSaver", + "PS_SmartText" + ], + { + "title_aux": "ComfyUI-Prompting-System" + } + ], + "https://github.com/danielvw/ComfyUI-WanMove-Adapter": [ + [ + "CoordsToWanTracks" + ], + { + "title_aux": "ComfyUI-WanMove-Adapter" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-FString": [ + [ + "SimpleFStringNode" + ], + { + "title_aux": "ComfyUI-FString" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-Inspector": [ + [ + "SimpleDisplayNode" + ], + { + "title_aux": "ComfyUI-Inspector" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-QuickResolutionSelector": [ + [ + "ResolutionSelector" + ], + { + "title_aux": "ComfyUI-QuickResolutionSelector" + } + ], + "https://github.com/darkamenosa/comfy_inpaint_blend": [ + [ + "EnhancedImageCompositeMasked" + ], + { + "title_aux": "Enhanced Image Composite Masked" + } + ], + "https://github.com/darkamenosa/comfy_nanobanana": [ + [ + "BatchImages", + "NanoBananaGeminiImageNode" + ], + { + "title_aux": "Comfy Nano Banana" + } + ], + "https://github.com/darkpixel/darkprompts": [ + [ + "DarkAnyToString", + "DarkCheckpointRandomizer", + "DarkCheckpointSwitcher", + "DarkCombine", + "DarkFaceIndexGenerator", + "DarkFaceIndexShuffle", + "DarkFolders", + "DarkLoRALoader", + "DarkLoraStackFromString", + "DarkPopLoraFromStack", + "DarkPrompt" + ], + { + "title_aux": "DarkPrompts" + } + ], + "https://github.com/darrell-goh/ComfyUI-NanoBanana_node": [ + [ + "NanoBananaMultipleOutputsNode", + "NanoBananaNode" + ], + { + "title_aux": "ComfyUI-NanoBanana_node" + } + ], + "https://github.com/darth-veitcher/comfydv": [ + [ + "CircuitBreaker", + "FormatString", + "RandomChoice" + ], + { + "author": "Darth Veitcher", + "description": "This collection of nodes provides string formatting, random choices, model memory management, and other quality of life improvements.", + "nickname": "DV Nodes", + "title": "Comfy DV Nodes", + "title_aux": "Comfy DV" + } + ], + "https://github.com/darth-veitcher/comfyui-ollama-model-manager": [ + [ + "OllamaChatCompletion", + "OllamaClient", + "OllamaDebugHistory", + "OllamaHistoryLength", + "OllamaLoadModel", + "OllamaModelSelector", + "OllamaOptionExtraBody", + "OllamaOptionMaxTokens", + "OllamaOptionRepeatPenalty", + "OllamaOptionSeed", + "OllamaOptionTemperature", + "OllamaOptionTopK", + "OllamaOptionTopP", + "OllamaUnloadModel" + ], + { + "author": "darth-veitcher", + "description": "Custom nodes for managing Ollama models in ComfyUI workflows. Load and unload models on-demand to optimize memory usage.", + "nickname": "Ollama Manager", + "title": "ComfyUI Ollama Model Manager", + "title_aux": "ComfyUI Ollama Model Manager" + } + ], + "https://github.com/daryltucker/ComfyUI-LoadFiles": [ + [ + "CountLines", + "ListFilenames", + "LoadImages" + ], + { + "title_aux": "ComfyUI-LoadFiles" + } + ], + "https://github.com/dasilva333/ComfyUI_ContrastingColor": [ + [ + "ContrastingComplementaryColor|pysssss" + ], + { + "title_aux": "ComfyUI_ContrastingColor" + } + ], + "https://github.com/dasilva333/ComfyUI_HunyuanVideo-Foley": [ + [ + "HunyuanFoleyAudio" + ], + { + "title_aux": "ComfyUI HunyuanVideo-Foley Custom Node" + } + ], + "https://github.com/dasilva333/ComfyUI_MarkdownImage": [ + [ + "CreateDialogImage", + "CreateDialogImageV2", + "CreateMarkdownImage", + "CreateMarkdownImageV2" + ], + { + "title_aux": "ComfyUI_MarkdownImage" + } + ], + "https://github.com/dave-palt/comfyui_DSP_imagehelpers": [ + [ + "dsp-imagehelpers-concat" + ], + { + "title_aux": "comfyui_DSP_imagehelpers" + } + ], + "https://github.com/daveand/ComfyUI-daveand-nodes": [ + [ + "BatchResizer", + "CascadedTileUpscaler", + "CheckpointLoaderWithConfig", + "DoubleKSampler", + "ImageAnalyzer", + "ImageCropAndPlace", + "LatentImageAndSeed", + "PromptCameraSelector", + "PromptConstructor", + "PromptLightingSelector", + "Test1", + "TiledKSampler", + "TiledKSamplerWithUpscaler", + "TrainingDatasetSaver" + ], + { + "title_aux": "ComfyUI-daveand-nodes" + } + ], + "https://github.com/davidgressett/comfyui-systemlevel": [ + [ + "CartesianCSVNode" + ], + { + "title_aux": "CartesianCSVNode for ComfyUI" + } + ], + "https://github.com/daxcay/ComfyUI-DataSet": [ + [ + "DataSet_ClaudeAIChat", + "DataSet_ClaudeAIChatImage", + "DataSet_ConceptManager", + "DataSet_CopyFiles", + "DataSet_FindAndReplace", + "DataSet_GroqChat", + "DataSet_GroqChatImage", + "DataSet_LoadImage", + "DataSet_OpenAIChat", + "DataSet_OpenAIChatImage", + "DataSet_OpenAIChatImageBatch", + "DataSet_PathSelector", + "DataSet_SaveImage", + "DataSet_SaveImagePro", + "DataSet_TextFilesLoad", + "DataSet_TextFilesLoadFromList", + "DataSet_TextFilesSave", + "DataSet_TriggerWords", + "DataSet_Visualizer" + ], + { + "author": "Daxton Caylor", + "description": "Data Research, Preparation, and Manipulation Nodes for Model Trainers, Artists, Designers, and Animators.", + "nickname": "ComfyUI-DataSet", + "title": "ComfyUI-DataSet", + "title_aux": "ComfyUI-DataSet" + } + ], + "https://github.com/daxcay/ComfyUI-JDCN": [ + [ + "JDCN_AnyCheckpointLoader", + "JDCN_AnyFileList", + "JDCN_AnyFileListHelper", + "JDCN_AnyFileListRandom", + "JDCN_AnyFileSelector", + "JDCN_BatchCounter", + "JDCN_BatchCounterAdvance", + "JDCN_BatchImageLoadFromDir", + "JDCN_BatchImageLoadFromList", + "JDCN_BatchLatentLoadFromDir", + "JDCN_BatchLatentLoadFromList", + "JDCN_BatchSaveLatent", + "JDCN_BoolInt", + "JDCN_EnableDisable", + "JDCN_FileMover", + "JDCN_ImageSaver", + "JDCN_ListToString", + "JDCN_LoadImage", + "JDCN_ReBatch", + "JDCN_SeamlessExperience", + "JDCN_ShowAny", + "JDCN_SplitString", + "JDCN_StringManipulator", + "JDCN_StringToList", + "JDCN_SwapInputs", + "JDCN_TXTFileSaver", + "JDCN_VHSFileMover" + ], + { + "author": "Daxton Caylor & Jerry Davos", + "description": "Custom Utility Nodes for Artists, Designers and Animators.", + "nickname": "ComfyUI-JDCN", + "title": "ComfyUI-JDCN", + "title_aux": "ComfyUI-JDCN" + } + ], + "https://github.com/daxcay/ComfyUI-TG": [ + [ + "TG_ImageSaver" + ], + { + "author": "Daxton Caylor", + "description": "This node enables someone to run comfyui in telegram.", + "nickname": "ComfyUI-TG", + "title": "ComfyUI-TG", + "title_aux": "ComfyUI-TG" + } + ], + "https://github.com/daxcay/ComfyUI-WA": [ + [ + "WA_ImageSaver" + ], + { + "author": "Daxton Caylor", + "description": "This node enables someone to run comfyui in whatsapp.", + "nickname": "ComfyUI-WA", + "title": "ComfyUI-WA", + "title_aux": "ComfyUI-WA" + } + ], + "https://github.com/daxcay/ComfyUI-YouTubeVideoPlayer": [ + [ + "YouTubeVideoPlayer" + ], + { + "author": "Daxton Caylor & Jerry Davos", + "description": "YouTube Video Player in Comfy.", + "nickname": "ComfyUI-YouTubeVideoPlayer", + "title": "ComfyUI-YouTubeVideoPlayer", + "title_aux": "ComfyUI-YouTubeVideoPlayer" + } + ], + "https://github.com/dchatel/comfyui_davcha": [ + [ + "ApplyMask", + "ConditioningCompress", + "DStack", + "DavchaCLIPMergeSimple", + "DavchaCLIPTextEncode", + "DavchaConditioningConcat", + "DavchaEmptyLatentImage", + "DavchaLLM", + "DavchaLLMAdvanced", + "DavchaLoadLLM", + "DavchaLoadVideo", + "DavchaMaskImage", + "DavchaModelMergeSD1", + "DavchaModelMergeSDXL", + "DavchaModelMergeSimple", + "DavchaPop", + "DavchaQwenImageEditLoraTagLoader", + "DavchaRescaleSigmas", + "DavchaSamplerCustomAdvanced", + "DavchaSamplerCustomAdvanced2", + "DavchaScheduledSampler", + "DavchaScheduledTextEncoderQwenImageEditPlus", + "DavchaTextEncodeQwenImageEditPlus", + "DavchaWan22LoraTagLoader", + "DavchaWan22LoraTagParser", + "PadAndResize", + "PercentPadding", + "ResizeCropFit", + "SmartMask", + "SoftErosion", + "StringScheduleHelper" + ], + { + "title_aux": "comfyui_davcha" + } + ], + "https://github.com/dchatel/comfyui_facetools": [ + [ + "BiSeNetMask", + "CropFaces", + "DetectFaces", + "GenderFaceFilter", + "JonathandinuMask", + "MergeWarps", + "OrderedFaceFilter", + "WarpFacesBack" + ], + { + "title_aux": "comfyui_facetools" + } + ], + "https://github.com/dcyd-lun/ComfyUI_text_diff": [ + [ + "TextDiff" + ], + { + "title_aux": "ComfyUI_text_diff" + } + ], + "https://github.com/ddontsov93/ComfyUI-AudioSeparator": [ + [ + "AudioSeparatorNode" + ], + { + "title_aux": "ComfyUI-AudioSeparator" + } + ], + "https://github.com/denfrost/Den_ComfyUI_Workflow": [ + [ + "Den_CropImage_AS", + "Den_Eval_AS", + "Den_FaceRestoreCFWithModel", + "Den_GPTLoaderSimple_llama", + "Den_GPTSampler_llama", + "Den_ImageMixMasked_As", + "Den_ImageToLatentSpace", + "Den_ImageToMask_AS", + "Den_Int2Any_AS", + "Den_LatentAdd_AS", + "Den_LatentMixMasked_As", + "Den_LatentMix_AS", + "Den_LatentToImages_AS", + "Den_LoadLatent_AS", + "Den_MapRange_AS", + "Den_MaskToImage_AS", + "Den_Math_AS", + "Den_NoiseImage_AS", + "Den_Number2Float_AS", + "Den_Number2Int_AS", + "Den_Number_AS", + "Den_SVD_img2vid", + "Den_SaveLatent_AS", + "Den_TextToImage_AS", + "Den_TextWildcardList_AS" + ], + { + "title_aux": "Den_ComfyUI_Workflows" + } + ], + "https://github.com/deng-wei/ComfyUI-MiVolo-V2": [ + [ + "MiVOLOAgeGenderPredictorFromCrops", + "MiVOLOAgeGenderPredictorWithDetector", + "MiVOLODetectorLoader", + "MiVOLOLoader" + ], + { + "title_aux": "ComfyUI-MiVolo-V2" + } + ], + "https://github.com/deroberon/StableZero123-comfyui": [ + [ + "SDZero ImageSplit", + "Stablezero123" + ], + { + "title_aux": "StableZero123-comfyui" + } + ], + "https://github.com/deroberon/demofusion-comfyui": [ + [ + "Batch Unsampler", + "Demofusion", + "Demofusion From Single File", + "Iterative Mixing KSampler" + ], + { + "title_aux": "demofusion-comfyui" + } + ], + "https://github.com/dfghsdh/ComfyUI_FluxPromptGen": [ + [ + "FluxImageCaptionNode", + "FluxPromptGeneratorNode" + ], + { + "title_aux": "ComfyUI_FluxPromptGen" + } + ], + "https://github.com/dfl/comfyui-clip-with-break": [ + [ + "AdvancedCLIPTextEncodeWithBreak", + "CLIPTextEncodeWithBreak" + ], + { + "author": "dfl", + "description": "CLIP text encoder that does BREAK prompting like A1111", + "nickname": "CLIP with BREAK", + "title": "CLIP with BREAK syntax", + "title_aux": "comfyui-clip-with-break" + } + ], + "https://github.com/dfl/comfyui-tcd-scheduler": [ + [ + "SamplerTCD", + "SamplerTCD EulerA", + "TCDScheduler" + ], + { + "title_aux": "ComfyUI-TCD-scheduler" + } + ], + "https://github.com/diStyApps/ComfyUI-disty-Flow": [ + [ + "Flow" + ], + { + "title_aux": "Flow - Streamlined Way to ComfyUI" + } + ], + "https://github.com/diStyApps/ComfyUI_FrameMaker": [ + [ + "FrameMaker", + "FrameMakerBatch" + ], + { + "title_aux": "ComfyUI Frame Maker" + } + ], + "https://github.com/dicksensei69/comfyui_loops": [ + [ + "LoopImageNode" + ], + { + "title_aux": "ComfyUI Loops" + } + ], + "https://github.com/dicksondickson/ComfyUI-Dickson-Nodes": [ + [ + "DicksonColorMatch", + "DicksonLoadImage", + "Dickson_TTP_Preprocessor_Simple", + "Dickson_TTP_Preprocessor_cufoff", + "Dickson_TTP_Tile_Preprocessor_GF", + "Dickson_TTP_Tile_Preprocessor_Simple", + "Dickson_TTP_Tile_Preprocessor_cufoff" + ], + { + "description": "This is a set of custom nodes that I've either written myself or adapted from other authors for my own convenience. Currently includes color matching node forked from StableSR and TTPlanet's controlnet preprocessor. https://github.com/dicksondickson", + "nickname": "Dickson Nodes", + "title": "Dickson Nodes", + "title_aux": "ComfyUI-Dickson-Nodes" + } + ], + "https://github.com/diffussy69/comfyui-curved_weight_schedule": [ + [ + "Advanced Curved ControlNet Scheduler", + "Apply_CN_Extras_Masks", + "AutoBackgroundMask", + "AutoPersonMask", + "Batch_Images_to_Timestep_Keyframes", + "CurveFormulaBuilder", + "Curved ControlNet Scheduler", + "Curved_Blur_Batch_Preprocessor", + "InteractiveCurveDesigner", + "MaskSymmetryTool", + "Multi-ControlNet Curve Coordinator", + "MultiLayerMaskEditor", + "MultiLayerMaskEditorSimple", + "MultiMaskCombinerBatch", + "MultiMaskCombinerBatch10", + "MultiMaskStrengthCombiner10", + "MultiMaskStrengthCombiner5", + "Redistribute_Keyframe_Percents", + "RegionalPromptInterpolation", + "RegionalPrompting" + ], + { + "title_aux": "ComfyUI-curved_weight_schedule" + } + ], + "https://github.com/digitaljohn/comfyui-propost": [ + [ + "ProPostApplyLUT", + "ProPostDepthMapBlur", + "ProPostFilmGrain", + "ProPostRadialBlur", + "ProPostVignette" + ], + { + "title_aux": "ComfyUI-ProPost" + } + ], + "https://github.com/dimtion/comfyui-raw-image": [ + [ + "Load Raw Image" + ], + { + "title_aux": "ComfyUI-Raw-Image" + } + ], + "https://github.com/dimtoneff/ComfyUI-PixelArt-Detector": [ + [ + "PixelArtAddDitherPattern", + "PixelArtDetectorConverter", + "PixelArtDetectorSave", + "PixelArtDetectorToImage", + "PixelArtLoadPalettes", + "PixelArtPaletteGenerator" + ], + { + "title_aux": "ComfyUI PixelArt Detector" + } + ], + "https://github.com/dimtoneff/ComfyUI-VL-Nodes": [ + [ + "GGUF_VLM_ImageToText", + "GGUF_VLM_ModelLoader", + "InternVL3_5_ImageToText", + "InternVL3_5_ModelLoader", + "KeyeModelLoader", + "KeyeNode", + "LFM2TransformerImageToText", + "LFM2TransformerModelLoader", + "LoadImagesFromDirBatch_VL", + "LoadImagesFromDirList_VL", + "Ovis25ImageToText", + "Ovis25ModelLoader", + "OvisU1ImageCaption", + "OvisU1VLModelLoader", + "TextSave_VL", + "VLNodesFreeMemoryAPI" + ], + { + "title_aux": "ComfyUI-VL-Nodes" + } + ], + "https://github.com/diodiogod/TTS-Audio-Suite": [ + [ + "ASRSRTAdvancedOptionsNode", + "AudioAnalyzerNode", + "AudioAnalyzerOptionsNode", + "CharacterVoicesNode", + "ChatterBoxAudioAnalyzer", + "ChatterBoxAudioAnalyzerOptions", + "ChatterBoxEngineNode", + "ChatterBoxF5TTSEditOptions", + "ChatterBoxF5TTSEditVoice", + "ChatterBoxOfficial23LangEngineNode", + "ChatterBoxVoiceCapture", + "CosyVoice Engine", + "CosyVoiceEngineNode", + "F5TTSEngineNode", + "HiggsAudioEngineNode", + "IndexTTS Engine", + "IndexTTSEmotionOptionsNode", + "IndexTTSEngineNode", + "LoadRVCModelNode", + "MergeAudioNode", + "MouthMovementAnalyzer", + "PhonemeTextNormalizer", + "Qwen3TTSEngineNode", + "Qwen3TTSVoiceDesignerNode", + "QwenEmotionNode", + "RVCEngineNode", + "RVCPitchOptionsNode", + "RefreshVoiceCacheNode", + "Step Audio EditX Engine", + "StepAudioEditXAudioEditorNode", + "StepAudioEditXEngineNode", + "StringMultilineTagEditor", + "UnifiedASRTranscribeNode", + "UnifiedTTSSRTNode", + "UnifiedTTSTextNode", + "UnifiedVoiceChangerNode", + "VibeVoiceEngineNode", + "VisemeDetectionOptionsNode", + "VocalRemovalNode", + "VoiceFixerNode" + ], + { + "title_aux": "TTS Audio Suite" + } + ], + "https://github.com/diontimmer/ComfyUI-Vextra-Nodes": [ + [ + "Add Text To Image", + "Apply Instagram Filter", + "Create Solid Color", + "Flatten Colors", + "Generate Noise Image", + "GlitchThis Effect", + "Hue Rotation", + "Load Picture Index", + "Pixel Sort", + "Play Sound At Execution", + "Prettify Prompt Using distilgpt2", + "Swap Color Mode" + ], + { + "title_aux": "ComfyUI-Vextra-Nodes" + } + ], + "https://github.com/discopixel-studio/comfyui-discopixel": [ + [ + "PhotoroomRemoveBG" + ], + { + "author": "Anson Kao", + "description": "A small collection of custom nodes for use with ComfyUI, by Discopixel", + "nickname": "ComfyUI Discopixel", + "title": "ComfyUI Discopixel", + "title_aux": "PhotoRoom Nodes by Discopixel" + } + ], + "https://github.com/discus0434/comfyui-caching-embeddings": [ + [ + "CachingCLIPTextEncode" + ], + { + "title_aux": "ComfyUI Caching Embeddings" + } + ], + "https://github.com/discus0434/comfyui-flux-accelerator": [ + [ + "\ud83c\udf6dFluxAccelerator" + ], + { + "title_aux": "ComfyUI Flux Accelerator" + } + ], + "https://github.com/djbielejeski/a-person-mask-generator": [ + [ + "APersonFaceLandmarkMaskGenerator", + "APersonMaskGenerator" + ], + { + "title_aux": "a-person-mask-generator" + } + ], + "https://github.com/dmMaze/sketch2manga": [ + [ + "BlendScreentone", + "EmptyLatentImageAdvanced" + ], + { + "title_aux": "Sketch2Manga" + } + ], + "https://github.com/dmarx/ComfyUI-AudioReactive": [ + [ + "ARDrawSignal", + "ARReadAudio", + "OpAbs", + "OpBandpass", + "OpClamp", + "OpHarmonic", + "OpModulo", + "OpNormalize", + "OpNovelty", + "OpPercussive", + "OpPow", + "OpPow2", + "OpPredominant_pulse", + "OpQuantize", + "OpRms", + "OpSmoosh", + "OpSmooth", + "OpSqrt", + "OpStretch", + "OpSustain", + "OpThreshold", + "SignalToCurve" + ], + { + "title_aux": "ComfyUI-AudioReactive" + } + ], + "https://github.com/dmarx/ComfyUI-Keyframed": [ + [ + "Example", + "KfAddCurveToPGroup", + "KfAddCurveToPGroupx10", + "KfApplyCurveToCond", + "KfConditioningAdd", + "KfConditioningAddx10", + "KfCurveConstant", + "KfCurveDraw", + "KfCurveFromString", + "KfCurveFromYAML", + "KfCurvesAdd", + "KfCurvesAddx10", + "KfCurvesDivide", + "KfCurvesMultiply", + "KfCurvesMultiplyx10", + "KfCurvesSubtract", + "KfDebug_Clip", + "KfDebug_Cond", + "KfDebug_Curve", + "KfDebug_Float", + "KfDebug_Image", + "KfDebug_Int", + "KfDebug_Latent", + "KfDebug_Model", + "KfDebug_Segs", + "KfDebug_String", + "KfDebug_Vae", + "KfDrawSchedule", + "KfEvaluateCurveAtT", + "KfGetCurveFromPGroup", + "KfGetScheduleConditionAtTime", + "KfGetScheduleConditionSlice", + "KfKeyframedCondition", + "KfKeyframedConditionWithText", + "KfPGroupCurveAdd", + "KfPGroupCurveMultiply", + "KfPGroupDraw", + "KfPGroupSum", + "KfSetCurveLabel", + "KfSetKeyframe", + "KfSinusoidalAdjustAmplitude", + "KfSinusoidalAdjustFrequency", + "KfSinusoidalAdjustPhase", + "KfSinusoidalAdjustWavelength", + "KfSinusoidalEntangledZeroOneFromFrequencyx2", + "KfSinusoidalEntangledZeroOneFromFrequencyx3", + "KfSinusoidalEntangledZeroOneFromFrequencyx4", + "KfSinusoidalEntangledZeroOneFromFrequencyx5", + "KfSinusoidalEntangledZeroOneFromFrequencyx6", + "KfSinusoidalEntangledZeroOneFromFrequencyx7", + "KfSinusoidalEntangledZeroOneFromFrequencyx8", + "KfSinusoidalEntangledZeroOneFromFrequencyx9", + "KfSinusoidalEntangledZeroOneFromWavelengthx2", + "KfSinusoidalEntangledZeroOneFromWavelengthx3", + "KfSinusoidalEntangledZeroOneFromWavelengthx4", + "KfSinusoidalEntangledZeroOneFromWavelengthx5", + "KfSinusoidalEntangledZeroOneFromWavelengthx6", + "KfSinusoidalEntangledZeroOneFromWavelengthx7", + "KfSinusoidalEntangledZeroOneFromWavelengthx8", + "KfSinusoidalEntangledZeroOneFromWavelengthx9", + "KfSinusoidalGetAmplitude", + "KfSinusoidalGetFrequency", + "KfSinusoidalGetPhase", + "KfSinusoidalGetWavelength", + "KfSinusoidalWithFrequency", + "KfSinusoidalWithWavelength" + ], + { + "title_aux": "ComfyUI-Keyframed" + } + ], + "https://github.com/domprosys/ComfyUI-LTXVideo-Extra": [ + [ + "LTXVImgToVideoInplaceAtIndex" + ], + { + "title_aux": "ComfyUI-LTXVideo-Extra" + } + ], + "https://github.com/dorpxam/ComfyUI-FramePack-F1-T2V": [ + [ + "FramePackF1T2VLoraStack", + "FramePackF1T2VSampler", + "FramePackF1T2VSamplerSettings", + "FramePackF1T2VTextEncode", + "FramePackF1T2VUserSettings" + ], + { + "title_aux": "ComfyUI-FramePack-F1-T2V" + } + ], + "https://github.com/dorpxam/ComfyUI-LTXVideoLoRA": [ + [ + "LTXVLoRABlockEdit", + "LTXVLoRALoader", + "LTXVLoRASelector" + ], + { + "title_aux": "ComfyUI-LTXVideoLoRA" + } + ], + "https://github.com/dothings/comfyui_placeholder_prompting": [ + [ + "PlaceholderPrompting" + ], + { + "title_aux": "comfyui_placeholder_prompting" + } + ], + "https://github.com/doubletwisted/ComfyUI-Deadline-Plugin": [ + [ + "DeadlineSeed", + "DeadlineSubmit" + ], + { + "nodename_pattern": "DeadlineSubmitNode", + "title_aux": "ComfyUI Deadline Submission" + } + ], + "https://github.com/downlifted/ComfyUI_GROQ-PromptWizard": [ + [ + "GroqAudioProcessor", + "GroqCodeAssistant", + "GroqDocumentAnalyzer", + "GroqLLM", + "GroqVision" + ], + { + "title_aux": "ComfyUI_ComfyGroq" + } + ], + "https://github.com/drago87/ComfyUI_Dragos_Nodes": [ + [ + "file_padding", + "image_info", + "lora_loader", + "vae_loader" + ], + { + "title_aux": "ComfyUI_Dragos_Nodes" + } + ], + "https://github.com/drawthingsai/draw-things-comfyui": [ + [ + "DrawThingsControlNet", + "DrawThingsHints", + "DrawThingsLoRA", + "DrawThingsNegative", + "DrawThingsPositive", + "DrawThingsPrompt", + "DrawThingsRefiner", + "DrawThingsSampler", + "DrawThingsUpscaler" + ], + { + "title_aux": "draw-things-comfyui" + } + ], + "https://github.com/dreamhartley/ComfyUI_show_seed": [ + [ + "Show Seed" + ], + { + "title_aux": "ComfyUI_show_seed" + } + ], + "https://github.com/drmbt/comfyui-dreambait-nodes": [ + [ + "AudioInfoPlus", + "BoolPlusPlus", + "CompareImageSimilarity", + "DRMBT_AspectPadImageForOutpainting", + "DRMBT_LoadMedia", + "DRMBT_MultiMinMax", + "DRMBT_String_Item_Menu", + "DictToOutputs", + "DownloadAndLoadMiniCPMV", + "DrawMana", + "DrawText", + "DreambaitFolderOpener", + "DynamicDictionary", + "DynamicStringConcatenate", + "ImageFrameBlend", + "ImageResizeFaceAware", + "ListItemExtract", + "ListItemSelector", + "LoadAudioPlus", + "MiniCPMVNode", + "MusicGen", + "NormalizeAudio", + "NumberPlusPlus", + "NumberRemap", + "Qwen2AudioInstruct", + "ShotHistory", + "StringToDict", + "SwitchDuo", + "TextBoxStyle", + "TextLineSelect", + "TextLinesToList", + "TextMargins", + "TextPlusPlus", + "TextShadow" + ], + { + "title_aux": "comfyui-dreambait-nodes" + } + ], + "https://github.com/drozbay/ComfyUI-WanVaceAdvanced": [ + [ + "HuMoI2VPatch", + "StringToFloatListRanged", + "VACEAdvDetailerHookProvider", + "VaceAdvancedModelPatch", + "VaceStrengthTester", + "WVAOptionsNode", + "WVAPipeSimple", + "WanMaskToLatentSpace", + "WanNoiseMaskToLatentSpace", + "WanVacePhantomDual", + "WanVacePhantomDualV2", + "WanVacePhantomExperimental", + "WanVacePhantomExperimentalV2", + "WanVacePhantomSimple", + "WanVacePhantomSimpleV2", + "WanVaceReplace", + "WanVaceToVideoLatent", + "WanVaceWindowReferences" + ], + { + "title_aux": "ComfyUI-WanVaceAdvanced" + } + ], + "https://github.com/drphero/comfyui_prompttester": [ + [ + "PromptTester" + ], + { + "title_aux": "ComfyUI-PromptTester" + } + ], + "https://github.com/drustan-hawk/primitive-types": [ + [ + "float", + "int", + "string", + "string_multiline" + ], + { + "title_aux": "primitive-types" + } + ], + "https://github.com/dseditor/Comfy-MCP": [ + [ + "MCPConfigGenerator" + ], + { + "title_aux": "Comfy-MCP" + } + ], + "https://github.com/dseditor/ComfyUI-ListHelper": [ + [ + "AudioListCombine", + "AudioListGenerator", + "AudioToFrameCount", + "AutoWhiteBalance", + "BatchToPSD", + "CeilDivide", + "ChineseConverter", + "ChineseTranslate", + "FrameMatch", + "GGUFInference", + "ImageListSplitHeadTail", + "ModelDownloader", + "NumberListGenerator", + "OpenAIHelper", + "OpenRouterLLM", + "PersonFeatureExtractor", + "PersonFeatureParser", + "PhotoMagazineMaker", + "PhotoMagazineParser", + "PhotoMagazinePromptGenerator", + "PromptListGenerator", + "QwenGPUInference", + "ShowText|ListHelper", + "SimpleWildCardPlayer" + ], + { + "title_aux": "ComfyUI-ListHelper" + } + ], + "https://github.com/dseditor/ComfyUI-ScheduledTask": [ + [ + "DailyPromptScheduler", + "ShutdownNode", + "TimeToSeedList" + ], + { + "title_aux": "ComfyUI-ScheduledTask" + } + ], + "https://github.com/dseditor/ComfyUI-Thread": [ + [ + "PublishThread", + "StartWithLongLiveToken", + "ThreadPublishVideo", + "ThreadsHistory" + ], + { + "title_aux": "ComfyUI-Thread" + } + ], + "https://github.com/dskjal/comfyui-yolov8-dsuksampler": [ + [ + "Yolov8DSUKsampler" + ], + { + "title_aux": "comfyui-yolov8-dsuksampler" + } + ], + "https://github.com/dskjal/comfyui-yolov8-simple": [ + [ + "ImageCompositeBlurred", + "Yolov8DS" + ], + { + "title_aux": "comfyui-yolov8-simple" + } + ], + "https://github.com/duchamps0305/comfyui-white-extractor": [ + [ + "WhitePercentage" + ], + { + "title_aux": "comfyui-white-extractor" + } + ], + "https://github.com/ducido/ObjectFusion_ComfyUI_nodes": [ + [ + "Custom ESAM_ModelLoader_Zho", + "Custom Generate Stable Diffsution Prompt With LLM", + "Custom Yoloworld_ESAM_Zho", + "Custom Yoloworld_ModelLoader_Zho", + "ObjectCrop" + ], + { + "title_aux": "ObjectFusion_ComfyUI_nodes" + } + ], + "https://github.com/duldduld/ComfyUI_md5": [ + [ + "FileToMD5", + "ImgToMD5", + "StringToMD5" + ], + { + "title_aux": "ComfyUI_md5" + } + ], + "https://github.com/duskfallcrew/Comfyui_EmbeddingMerge_Node/raw/refs/heads/main/merge_embed.py": [ + [ + "EmbeddingMerger" + ], + { + "title_aux": "Embedding Merge for ComfyUI" + } + ], + "https://github.com/dymokomi/comfyui_dygen": [ + [ + "AdaptiveColorCircles", + "AdaptiveColorLines", + "AdaptiveColorRectangles", + "BinaryPatternStamper", + "DYImageCluster", + "DYImageMasks", + "DYImagePalette", + "DYImageQuantize", + "ImageListToGrid", + "ImageScaler", + "RandomLines" + ], + { + "title_aux": "comfyui_dygen" + } + ], + "https://github.com/dzqdzq/ComfyUI-crop-alpha": [ + [ + "FastAlphaCropper", + "ShrinkImage" + ], + { + "title_aux": "ComfyUI-crop-alpha" + } + ], + "https://github.com/dzy1128/ComfyUI-Vector-Engine": [ + [ + "VectorEngineGPT", + "VectorEngineGemini" + ], + { + "title_aux": "ComfyUI-Vector-Engine" + } + ], + "https://github.com/dzy1128/ComfyUI-VertexAI": [ + [ + "GeminiImageGenerator" + ], + { + "title_aux": "ComfyUI-VertexAI" + } + ], + "https://github.com/dzy1128/Seedream-Image-Generate-ComfyUI": [ + [ + "SeedreamImageGenerate" + ], + { + "title_aux": "Seedream Image Generate ComfyUI Node" + } + ], + "https://github.com/e-tier-newbie/ComfyUI-E-Tier-TextSaver": [ + [ + "E_TierTextSaver" + ], + { + "title_aux": "ComfyUI-E-Tier-TextSaver" + } + ], + "https://github.com/e7mac/ComfyUI-ShadertoyGL": [ + [ + "ColorChannelOffset", + "Shader", + "Shadertoy" + ], + { + "title_aux": "ComfyUI-ShadertoyGL" + } + ], + "https://github.com/eRepublik-Labs/comfyui-nodes-erpk": [ + [ + "ClaudeAPIClient", + "ClaudeConversation", + "ClaudeConversationInfo", + "ClaudePromptEnhancer", + "ClaudeTextGeneration", + "ClaudeTokenCounter", + "ClaudeUsageStats", + "ClaudeVisionAnalysis", + "ERPK Foreground Refinement (BlurFusion)", + "ERPK Get Mask (BiRefNet)", + "ERPK Remove Background (BiRefNet)", + "ERPK Remove Background (InSPyReNet)", + "ERPK Remove Background (rembg)", + "ERPK SHARP Predict", + "ERPK SHARP Render Video", + "ERPK SHARP Render Views", + "ERPK_ConcatenateStrings", + "GeminiAPIConfig", + "GeminiChat", + "GeminiImageEdit", + "GeminiImageGeneration", + "GeminiSafetySettings", + "GeminiSystemInstruction", + "GeminiTextGeneration", + "GeminiVision", + "OpenAIAPIConfig", + "OpenAIChat", + "OpenAIImageEdit", + "OpenAIImageGeneration", + "OpenAISystemInstruction", + "OpenAITextGeneration", + "OpenAIVision", + "VeoImageToVideo", + "VeoTextToVideo", + "WaveSpeed Custom Client", + "WaveSpeed Custom Preview Video", + "WaveSpeed Custom QwenImageEdit", + "WaveSpeed Custom QwenImageEditPlus", + "WaveSpeed Custom QwenImageT2I", + "WaveSpeed Custom Save Audio", + "WaveSpeed Custom SeedreamV4", + "WaveSpeed Custom SeedreamV4Edit", + "WaveSpeed Custom SeedreamV4EditSequential", + "WaveSpeed Custom SeedreamV4Sequential", + "WaveSpeed Custom SeedreamV4_5", + "WaveSpeed Custom SeedreamV4_5Edit", + "WaveSpeed Custom SeedreamV4_5EditSequential", + "WaveSpeed Custom SeedreamV4_5Sequential", + "WaveSpeed Custom Upload Image" + ], + { + "title_aux": "ERPK Collection" + } + ], + "https://github.com/ealkanat/comfyui-easy-padding": [ + [ + "comfyui-easy-padding" + ], + { + "title_aux": "ComfyUI Easy Padding" + } + ], + "https://github.com/eastoc/ComfyUI_SemanticSAM": [ + [ + "PointPrompt", + "SemanticSAMLoader", + "SemanticSAMSegment" + ], + { + "title_aux": "Semantic-SAM" + } + ], + "https://github.com/easygoing0114/ComfyUI-easygoing-nodes": [ + [ + "CLIPSaveQwen", + "CLIPScaleDualSDXLBlock", + "CLIPScaleQwenBlock", + "HDR Effects with LAB Adjust", + "HDREffectsLabAdjust", + "ModelMergeHiDream", + "ModelMergeZImage", + "ModelScaleFlux2Klein", + "ModelScaleHiDream", + "ModelScaleQwenImage", + "ModelScaleZImage", + "SaveImageWithPrompt", + "VAEMergeAdd", + "VAEMergeSDXLBlock", + "VAEMergeSimple", + "VAEMergeSubtract", + "VAEScaleFlux2Block", + "VAEScaleFluxBlock", + "VAEScaleQwenBlock", + "VAEScaleSDXLBlock" + ], + { + "title_aux": "ComfyUI-easygoing-nodes" + } + ], + "https://github.com/ebrinz/ComfyUI-MusicGen-HF": [ + [ + "AudioOutputToConditioningQueue", + "BPMDurationInput", + "ConditioningQueueManager", + "HuggingFaceMusicGen", + "LoadAudioStandalone", + "LoopingAudioPreview", + "MusicGenAudioToFile", + "ProfessionalLoopTransition", + "SaveAudioStandalone", + "SmoothAudioQueue", + "custom_nodes" + ], + { + "title_aux": "ComfyUI-MusicGen-HF" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-EddySevenResonance": [ + [ + "EddyIntSevenRandomV2", + "EddyLuckySeedNode" + ], + { + "title_aux": "ComfyUI-EddySevenResonance" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-LLM-GGUF": [ + [ + "ClearModelCache", + "LLMChat", + "ListSessions", + "LoadGGUFModel", + "ResetChat" + ], + { + "title_aux": "ComfyUI-LLM-GGUF" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-MemoryCleaner": [ + [ + "MemoryCleaner", + "MemoryStatus" + ], + { + "title_aux": "ComfyUI-MemoryCleaner" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-PreviewImageNode": [ + [ + "PreviewImageStandalone", + "SaveImageStandalone" + ], + { + "title_aux": "ComfyUI-PreviewImageNode" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenFrameSelector": [ + [ + "QwenFrameSelector" + ], + { + "title_aux": "ComfyUI-QwenFrameSelector" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenVideo": [ + [ + "GetVideoPath", + "QwenVideoPromptReversal", + "ShowQwenPrompt" + ], + { + "title_aux": "ComfyUI-QwenVideo" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-TorchCompileSpeed": [ + [ + "ApplyTorchCompile", + "TorchCompileSpeedSettings" + ], + { + "title_aux": "ComfyUI-TorchCompileSpeed" + } + ], + "https://github.com/edelvarden/ComfyUI-Display-Value": [ + [ + "DisplayValue" + ], + { + "title_aux": "ComfyUI-Display-Value" + } + ], + "https://github.com/edenartlab/eden_comfy_pipelines": [ + [ + "AnimatedShapeMaskNode", + "Animation_RGB_Mask", + "AspectPadImageForOutpainting", + "CLIP_Interrogator", + "ConvertToGrayscale", + "DepthSlicer", + "Eden_AllMediaLoader", + "Eden_Bool", + "Eden_BoolBinaryOperation", + "Eden_Compare", + "Eden_Debug_Anything", + "Eden_DepthSlice_MaskVideo", + "Eden_DetermineFrameCount", + "Eden_FaceToMask", + "Eden_Face_Crop", + "Eden_Float", + "Eden_FloatToInt", + "Eden_GPTPromptEnhancer", + "Eden_GPTStructuredOutput", + "Eden_IMG_padder", + "Eden_IMG_unpadder", + "Eden_ImageMaskComposite", + "Eden_Image_Math", + "Eden_Int", + "Eden_IntToFloat", + "Eden_MaskBoundingBox", + "Eden_MaskCombiner", + "Eden_Math", + "Eden_RGBA_to_RGB", + "Eden_RandomFilepathSampler", + "Eden_RandomNumberSampler", + "Eden_RandomPromptFromFile", + "Eden_Regex_Replace", + "Eden_RepeatLatentBatch", + "Eden_Save_Param_Dict", + "Eden_Seed", + "Eden_String", + "Eden_StringHash", + "Eden_StringReplace", + "Eden_gpt4_node", + "Eden_randbool", + "Extend_Sequence", + "FolderScanner", + "GetRandomFile", + "Get_Prefixed_Imgs", + "HistogramMatching", + "IMG_blender", + "IMG_resolution_multiple_of", + "IMG_scaler", + "IP_Adapter_Settings_Distribution", + "If ANY execute A else B", + "ImageDescriptionNode", + "ImageFolderIterator", + "KeyframeBlender", + "LatentTypeConversion", + "Linear_Combine_IP_Embeds", + "LoadImagesByFilename", + "LoadRandomImage", + "Load_Embeddings_From_Folder", + "MaskFromRGB_KMeans", + "MaskedRegionVideoExport", + "OrganicFillNode", + "ParallaxZoom", + "ProjectionPreview", + "Random_Style_Mixture", + "SDAnyConverter", + "SDTypeConverter", + "SaveImageAdvanced", + "SavePosEmbeds", + "SurfaceRadiometricCompensation", + "VAEDecode_to_folder", + "VideoFrameSelector", + "WidthHeightPicker" + ], + { + "title_aux": "Eden.art nodesuite" + } + ], + "https://github.com/edenartlab/sd-lora-trainer": [ + [ + "Eden_LoRa_trainer" + ], + { + "title_aux": "Eden.art LoRa Trainer" + } + ], + "https://github.com/edoardocompagnucci/ComfyUI-HSyn9DHPE": [ + [ + "HSyn9DHPE" + ], + { + "title_aux": "ComfyUI-HSyn9DHPE" + } + ], + "https://github.com/educator-art/ComfyUI-Load-DirectoryFiles": [ + [ + "Load Images and Prompts from Directory", + "Load Images and Prompts from Directory(Advanced)" + ], + { + "title_aux": "ComfyUI-Load-DirectoryFiles" + } + ], + "https://github.com/educator-art/ComfyUI-gpt-oss-PromptDesigner": [ + [ + "Load gpt-oss Prompt Designer" + ], + { + "title_aux": "ComfyUI-gpt-oss-PromptDesigner" + } + ], + "https://github.com/efortin/ComfyUI-Ollama-Enhancer": [ + [ + "OllamaEnhancerNode" + ], + { + "title_aux": "ComfyUI-Manufnode" + } + ], + "https://github.com/eg0pr0xy/comfyui_noisegen": [ + [ + "AudioAnalyzer", + "AudioMixer", + "AudioSave", + "BandLimitedNoise", + "ChaosNoiseMix", + "ConvolutionReverb", + "FeedbackProcessor", + "GranularProcessor", + "GranularSequencer", + "HarshFilter", + "MicrosoundSculptor", + "ModulationMatrix", + "MultiDistortion", + "NoiseGenerator", + "PerlinNoise", + "SpectralProcessor", + "SpectrumAnalyzer", + "TrueChaos" + ], + { + "title_aux": "ComfyUI-NoiseGen" + } + ], + "https://github.com/einhorn13/ComfyUI-ImageProcessUtilities": [ + [ + "CombineCoords", + "CropByCoords", + "ImageTiler", + "ImageUntiler", + "PasteByCoords", + "ReorderBatch", + "SplitCoords", + "StringToIntegers" + ], + { + "title_aux": "ComfyUI-ImageProcessUtilities" + } + ], + "https://github.com/elgalardi/comfyui-clip-prompt-splitter": [ + [ + "CLIPPromptSplitter5" + ], + { + "title_aux": "comfyui-clip-prompt-splitter" + } + ], + "https://github.com/elgalardi/comfyui-prompt-splitter": [ + [ + "PromptSplitter10Lines", + "PromptSplitter3Lines", + "PromptSplitter5Lines" + ], + { + "title_aux": "comfyui-prompt-splitter" + } + ], + "https://github.com/elyetis/Comfyui-ColorMatchNodes": [ + [ + "ColorMatch2Refs", + "ColorMatchBlendAutoWeights" + ], + { + "title_aux": "Comfyui-ColorMatchNodes" + } + ], + "https://github.com/emojiiii/ComfyUI_Emojiiii_Custom_Nodes": [ + [ + "BatchImageProcessor", + "Caption", + "CaptionDownload", + "KolorsMultiTextEncode", + "MultiTextEncode" + ], + { + "title_aux": "ComfyUI_Emojiiii_Custom_Nodes" + } + ], + "https://github.com/engineer6980/ComfyUI-Image-Cipher": [ + [ + "ImageCipherDecode", + "ImageCipherEncode" + ], + { + "title_aux": "ComfyUI-Image-Cipher" + } + ], + "https://github.com/envy-ai/ComfyUI-ConDelta": [ + [ + "ApplyConDelta", + "ApplyConDeltaAutoScale", + "CFGlessNegativePrompt", + "ClampConDelta", + "ConditioningAddConDelta", + "ConditioningAddConDeltaAutoScale", + "ConditioningAverageMultiple", + "ConditioningGetNoise", + "ConditioningGetRandom", + "ConditioningScale", + "ConditioningSubtract", + "ExtendedConditioningAverage", + "GetConDeltaFromPrompt", + "HardClampConDelta", + "LoadConditioningDelta", + "MaskConDelta", + "MultiDimensionalPromptTravel", + "PromptTravel", + "QuickConDelta", + "SaveConditioningDelta", + "ThresholdConditioning" + ], + { + "title_aux": "ComfyUI-ConDelta" + } + ], + "https://github.com/eric183/ComfyUI-Only": [ + [ + "ArchiveImageLoader", + "LatentLoaderAdvanced", + "WorkflowImageFileLoader", + "WorkflowJSONParser" + ], + { + "title_aux": "ComfyUI-Only" + } + ], + "https://github.com/erosDiffusion/ComfyUI-EulerDiscreteScheduler": [ + [ + "FlowMatchEulerDiscreteScheduler (Custom)", + "ImageMetadataExtractor", + "NunchakuQwenPatches", + "PatchFlashAttention" + ], + { + "title_aux": "ComfyUI-EulerDiscreteScheduler" + } + ], + "https://github.com/erosDiffusion/ComfyUI-ZImageDit": [ + [ + "LoadZImageSDNQ", + "ZImageSDNQGenerate" + ], + { + "title_aux": "ComfyUI-ZImageDit" + } + ], + "https://github.com/erosDiffusion/ComfyUI-enricos-nodes": [ + [ + "Compositor3", + "Compositor4", + "Compositor4MasksOutput", + "Compositor4TransformsOut", + "CompositorColorPicker", + "CompositorConfig3", + "CompositorConfig4", + "CompositorMasksOutputV3", + "CompositorTools3", + "CompositorTransformsOutV3", + "ImageColorSampler" + ], + { + "title_aux": "ComfyUI-enricos-nodes" + } + ], + "https://github.com/errew/ComfyUI-Wireless": [ + [ + "WirelessGetAny", + "WirelessGetImage", + "WirelessGetLatent", + "WirelessSetAny", + "WirelessSetImage", + "WirelessSetLatent" + ], + { + "title_aux": "ComfyUI-Wireless" + } + ], + "https://github.com/esp-dev/comfyui-loadheicimage": [ + [ + "LoadImagePlusHEIC" + ], + { + "title_aux": "comfyui-loadheicimage" + } + ], + "https://github.com/esp-dev/comfyui-videoframenode": [ + [ + "VideoFirstLastFrame" + ], + { + "title_aux": "comfyui-videoframenode" + } + ], + "https://github.com/ethanfel/ComfyUI-Sharp-Selector": [ + [ + "FastAbsoluteSaver", + "ParallelSharpnessLoader", + "SharpFrameSelector", + "SharpnessAnalyzer" + ], + { + "title_aux": "ComfyUI-Sharp-Selector" + } + ], + "https://github.com/ethanfel/Comfyui-JSON-Manager": [ + [ + "JSONLoaderBatchI2V", + "JSONLoaderBatchLoRA", + "JSONLoaderBatchVACE", + "JSONLoaderCustom1", + "JSONLoaderCustom3", + "JSONLoaderCustom6", + "JSONLoaderLoRA", + "JSONLoaderStandard", + "JSONLoaderVACE" + ], + { + "title_aux": "Comfyui-JSON-Manager" + } + ], + "https://github.com/euan-gwd/comfyui-character-prompt-builder": [ + [ + "Character Prompt Builder Actions", + "Character Prompt Builder Female Fashion", + "Character Prompt Builder Female Person", + "Character Prompt Builder Female Poses", + "Character Prompt Builder Male Fashion", + "Character Prompt Builder Male Person", + "Character Prompt Builder Male Poses", + "Character Prompt Builder Person", + "Character Prompt Builder Scene" + ], + { + "title_aux": "comfyui-character-prompt-builder" + } + ], + "https://github.com/evanspearman/ComfyMath": [ + [ + "CM_BoolBinaryOperation", + "CM_BoolToInt", + "CM_BoolUnaryOperation", + "CM_BreakoutVec2", + "CM_BreakoutVec3", + "CM_BreakoutVec4", + "CM_ComposeVec2", + "CM_ComposeVec3", + "CM_ComposeVec4", + "CM_FloatBinaryCondition", + "CM_FloatBinaryOperation", + "CM_FloatToInt", + "CM_FloatToNumber", + "CM_FloatUnaryCondition", + "CM_FloatUnaryOperation", + "CM_IntBinaryCondition", + "CM_IntBinaryOperation", + "CM_IntToBool", + "CM_IntToFloat", + "CM_IntToNumber", + "CM_IntUnaryCondition", + "CM_IntUnaryOperation", + "CM_NearestSDXLExtendedResolution", + "CM_NearestSDXLResolution", + "CM_NumberBinaryCondition", + "CM_NumberBinaryOperation", + "CM_NumberToFloat", + "CM_NumberToInt", + "CM_NumberUnaryCondition", + "CM_NumberUnaryOperation", + "CM_SDXLExtendedResolution", + "CM_SDXLResolution", + "CM_Vec2BinaryCondition", + "CM_Vec2BinaryOperation", + "CM_Vec2ScalarOperation", + "CM_Vec2ToScalarBinaryOperation", + "CM_Vec2ToScalarUnaryOperation", + "CM_Vec2UnaryCondition", + "CM_Vec2UnaryOperation", + "CM_Vec3BinaryCondition", + "CM_Vec3BinaryOperation", + "CM_Vec3ScalarOperation", + "CM_Vec3ToScalarBinaryOperation", + "CM_Vec3ToScalarUnaryOperation", + "CM_Vec3UnaryCondition", + "CM_Vec3UnaryOperation", + "CM_Vec4BinaryCondition", + "CM_Vec4BinaryOperation", + "CM_Vec4ScalarOperation", + "CM_Vec4ToScalarBinaryOperation", + "CM_Vec4ToScalarUnaryOperation", + "CM_Vec4UnaryCondition", + "CM_Vec4UnaryOperation" + ], + { + "title_aux": "ComfyMath" + } + ], + "https://github.com/excelwong/ComfyUI-PromptComposer": [ + [ + "PromptComposer" + ], + { + "title_aux": "ComfyUI Prompt Composer" + } + ], + "https://github.com/exdysa/comfyui-selector": [ + [ + "Recourse", + "RecourseAny", + "RecourseCkpt", + "RecourseImage", + "RecoursePolar", + "RecourseStrings", + "SelInClip", + "SelInFloat", + "SelInGuider", + "SelInInt", + "SelInLatent", + "SelInModel", + "SelInPolar", + "SelInSampler", + "SelInSigmas", + "SelInVae", + "SelOutCLIP", + "SelOutModel", + "SelOutPolar", + "Selector", + "Selector Advanced", + "Selector Hub" + ], + { + "author": "\"\u02f6\ud835\udfa2\u292c\u2ad2\u2d56s\u143c\u02f6\"", + "description": "\"EXDYSA. Selector and Recourse. Presets & failsafes. Work flow.\"", + "nickname": "\"Selector\"", + "title": "\"Selector\"", + "title_aux": "comfyui-selector" + } + ], + "https://github.com/exectails/comfyui-et_dynamicprompts": [ + [ + "ETDynamicPrompt" + ], + { + "title_aux": "Dynamic Prompts" + } + ], + "https://github.com/exectails/comfyui-et_infoutils": [ + [ + "ETInspectTextNode", + "ETIntBoxNode", + "ETPresentImageNode", + "ETShowDataNode", + "ETStringBoxNode", + "ETTextBoxNode", + "ETTokenCountNode" + ], + { + "title_aux": "Info Utils" + } + ], + "https://github.com/exectails/comfyui-et_stringutils": [ + [ + "ETATOI", + "ETFTOA", + "ETITOA", + "ETJoinTextNode", + "ETReplaceTextNode", + "ETSplitTextNode", + "ETSwitchTextNode", + "ETTextFormatter10Node", + "ETTextFormatter2Node", + "ETTextFormatter5Node" + ], + { + "title_aux": "String Utils" + } + ], + "https://github.com/exedesign/Hunyuan-3D-v3": [ + [ + "Hunyuan3DPreview", + "HunyuanBatchImageTo3D", + "HunyuanBatchPreview", + "HunyuanConfig", + "HunyuanImageTo3D", + "HunyuanTextTo3D" + ], + { + "nodename_pattern": "Hunyuan", + "title_aux": "ComfyUI-Hunyuan3D-v3" + } + ], + "https://github.com/ez-af/ComfyUI-EZ-AF-Nodes": [ + [ + "EZ_CSV_Loader", + "EZ_Extract_Prompt", + "EZ_Find_Replace", + "EZ_Input", + "EZ_Prompt_Loader", + "EZ_Switch", + "EZ_Tag_Loader", + "EZ_Text_Concat", + "EZ_Text_to_Size" + ], + { + "title_aux": "ComfyUI-EZ-AF-Nodes" + } + ], + "https://github.com/fabbarix/comfyui-promptstore": [ + [ + "Prompt Selector", + "Prompt Template" + ], + { + "title_aux": "comfyui-promptstore" + } + ], + "https://github.com/facefusion/facefusion-comfyui": [ + [ + "SwapFaceImage", + "SwapFaceVideo" + ], + { + "title_aux": "FaceFusion ComfyUI" + } + ], + "https://github.com/facok/ComfyUI-HunyuanVideoMultiLora": [ + [ + "HunyuanVideoLoraLoader" + ], + { + "title_aux": "ComfyUI-HunyuanVideoMultiLora" + } + ], + "https://github.com/facok/ComfyUI-TeaCacheHunyuanVideo": [ + [ + "TeaCacheHunyuanVideoSampler_FOK" + ], + { + "title_aux": "ComfyUI-TeaCacheHunyuanVideo" + } + ], + "https://github.com/facok/comfyui-meancache-z": [ + [ + "MeanCache_ZImage" + ], + { + "title_aux": "comfyui-meancache-z" + } + ], + "https://github.com/fairy-root/ComfyUI-GLHF": [ + [ + "glhf_chat" + ], + { + "title_aux": "ComfyUI-GLHF" + } + ], + "https://github.com/fairy-root/ComfyUI-OpenAI-FM": [ + [ + "OpenAIFMNode" + ], + { + "title_aux": "ComfyUI-OpenAI-FM" + } + ], + "https://github.com/fairy-root/ComfyUI-Show-Text": [ + [ + "ShowText" + ], + { + "title_aux": "ComfyUI-Show-Text" + } + ], + "https://github.com/fairy-root/Flux-Prompt-Generator": [ + [ + "FluxPromptGenerator" + ], + { + "title_aux": "Flux Prompt Generator for ComfyUI" + } + ], + "https://github.com/fairy-root/comfyui-ollama-llms": [ + [ + "ConcatenateText", + "llava", + "ollama" + ], + { + "title_aux": "Ollama and Llava Vision integration for ComfyUI" + } + ], + "https://github.com/fallingmeteorite/nsfw-image-check-comfyui": [ + [ + "NsfwAreaCoverNode", + "NsfwCheckNode" + ], + { + "title_aux": "nsfw-image-check-comfyui" + } + ], + "https://github.com/fashn-AI/ComfyUI-FASHN": [ + [ + "FASHN" + ], + { + "title_aux": "FASHN Virtual Try-On" + } + ], + "https://github.com/fat-tire/comfyui-unified-media-suite": [ + [ + "MediaLoad", + "MediaMerge", + "MediaSave" + ], + { + "title_aux": "ComfyUI Unified Media Suite" + } + ], + "https://github.com/fblissjr/ComfyUI-DatasetHelper": [ + [ + "DatasetBatchNode" + ], + { + "title_aux": "ComfyUI Dataset Helper & Batch Node" + } + ], + "https://github.com/fblissjr/ComfyUI-EmbeddingPipelineAnalytics": [ + [ + "EmbeddingAnalyzer", + "EmbeddingPipelineCapture", + "Hunyuan" + ], + { + "title_aux": "ComfyUI-EmbeddingPipelineAnalytics" + } + ], + "https://github.com/fblissjr/ComfyUI-QwenImageWanBridge": [ + [ + "HunyuanVideoCLIPLoader", + "HunyuanVideoEmptyLatent", + "HunyuanVideoPromptExpander", + "HunyuanVideoTextEncoder", + "HunyuanVideoVisionLoader", + "LLMOutputParser", + "PromptKeyFilter", + "QwenDebugController", + "QwenEliGenEntityControl", + "QwenEliGenMaskPainter", + "QwenImageBatch", + "QwenInpaintSampler", + "QwenLowresFixNode", + "QwenMaskProcessor", + "QwenSmartCrop", + "QwenSpatialTokenGenerator", + "QwenTemplateBuilder", + "QwenTemplateBuilderV2", + "QwenTemplateConnector", + "QwenToChronoEditBridge", + "QwenToWanFirstFrameLatent", + "QwenToWanImageSaver", + "QwenToWanLatentSaver", + "QwenTokenAnalyzer", + "QwenTokenAnalyzerStandalone", + "QwenTokenDebugger", + "QwenVLCLIPLoader", + "QwenVLEmptyLatent", + "QwenVLImageToLatent", + "QwenVLTextEncoder", + "QwenVLTextEncoderAdvanced", + "TemplateInfluenceAnalyzer", + "ZImageEmptyLatent", + "ZImageTextEncoder", + "ZImageTextEncoderSimple", + "ZImageTurnBuilder", + "ZImageWanVAEDecode" + ], + { + "title_aux": "ComfyUI-QwenImageWanBridge" + } + ], + "https://github.com/fblissjr/ComfyUI-WanActivationEditor": [ + [ + "WanVideoActivationEditor", + "WanVideoAdvancedActivationEditor", + "WanVideoBlockActivationBuilder", + "WanVideoBlockActivationViewer", + "WanVideoBlockStrengthBuilder", + "WanVideoDirectInjector", + "WanVideoEmbeddingAmplifier", + "WanVideoEmbeddingAnalyzer", + "WanVideoEmbeddingDatabase", + "WanVideoGuidanceController", + "WanVideoInjectionTester", + "WanVideoLatentEncoder", + "WanVideoLatentInjector", + "WanVideoNoiseController", + "WanVideoProjectionBooster", + "WanVideoSequentialMixer", + "WanVideoStrengthVisualizer", + "WanVideoVectorArithmetic", + "WanVideoVectorDifference", + "WanVideoVectorInterpolation" + ], + { + "title_aux": "ComfyUI-WanActivationEditor" + } + ], + "https://github.com/fblissjr/ComfyUI-WanSeamlessFlow": [ + [ + "WanAdaptiveFlow", + "WanBlendVisualize", + "WanEmbeddingPreviz", + "WanEmbeddingPrevizCanvas", + "WanMinimalCanvasTest", + "WanSmartBlend" + ], + { + "title_aux": "wanvideo - seamless flow" + } + ], + "https://github.com/fblissjr/shrug-prompter": [ + [ + "AccumulationNodeCompat", + "AdvancedVLMSampler", + "AnyTypePassthrough", + "AutoMemoryManager", + "DualProviderConfig", + "GlobalMemoryCleanup", + "ImageToAny", + "LoadAudio", + "LoopAwareResponseIterator", + "LoopAwareVLMAccumulator", + "LoopSafeAccumulator", + "PromptTemplateLoader", + "RemoteTextEncoder", + "RobustImageRangeExtractor", + "SeedPromptGenerator", + "ShrugASRNode", + "ShrugPromptBatchFromFile", + "ShrugPrompter", + "SmartImageRangeExtractor", + "TextCleanup", + "TextListCleanup", + "TextListIndexer", + "TextListToString", + "TwoRoundVLMPrompter", + "VLMImagePassthrough", + "VLMImageProcessor", + "VLMImageResizer", + "VLMPrompterFast", + "VLMProviderConfig", + "VLMResponseExtractor", + "VLMResultCollector", + "VLMResultIterator", + "VLMResultsToGeneric", + "VLMStyleRewriter", + "VideoFramePairExtractor", + "VideoSegmentAssembler" + ], + { + "title_aux": "Shrug-Prompter: Unified VLM Integration for ComfyUI" + } + ], + "https://github.com/fchangjun/Baidu_Meux_ComfyTools": [ + [ + "MeuxAdvancedImageCrop", + "MeuxImageLoader", + "MeuxMultiSaveImage", + "MeuxOutpaintSizePresetSafe", + "MeuxSimpleLLMNode", + "MeuxSizePresetSafe", + "MeuxSmartEmptyLatent", + "MeuxSmartExactResize", + "MeuxTextAreaInput" + ], + { + "title_aux": "BaiduMeux_Comfy Tools" + } + ], + "https://github.com/fchangjun/Comfyui_MultiSaveImage": [ + [ + "MeuxAdvancedImageCrop", + "MeuxImageLoader", + "MeuxMultiSaveImage", + "MeuxOutpaintSizePresetSafe", + "MeuxSimpleLLMNode", + "MeuxSizePresetSafe", + "MeuxSmartEmptyLatent", + "MeuxSmartExactResize", + "MeuxTextAreaInput" + ], + { + "title_aux": "MultiSaveImage Node" + } + ], + "https://github.com/fearnworks/ComfyUI_FearnworksNodes": [ + [ + "Count Files in Directory (FW)", + "Count Tokens (FW)", + "CountTokens", + "FileCountInDirectory", + "Token Count Ranker(FW)", + "TokenCountRanker", + "Trim To Tokens (FW)", + "TrimToTokens" + ], + { + "title_aux": "Fearnworks Nodes" + } + ], + "https://github.com/febogallo/ComfyUI-Freepik": [ + [ + "FreepikMystic", + "FreepikRemoveBackground", + "FreepikUpscalerCreative", + "FreepikUpscalerPrecision" + ], + { + "title_aux": "ComfyUI-Freepik" + } + ], + "https://github.com/feffy380/comfyui-chroma-cache": [ + [ + "ChromaCache" + ], + { + "title_aux": "Chroma Cache" + } + ], + "https://github.com/feixuetuba/Spleeter": [ + [ + "Spleeter" + ], + { + "title_aux": "Spleeter" + } + ], + "https://github.com/felixszeto/ComfyUI-RequestNodes": [ + [ + "Chainable Upload Image", + "ChainableUploadImage", + "Form Post Request Node", + "FormPostRequestNode", + "Get Request Node", + "GetRequestNode", + "Image To Base64 Node", + "Image To Blob Node", + "ImageToBase64Node", + "ImageToBlobNode", + "Key/Value Node", + "KeyValueNode", + "Post Request Node", + "PostRequestNode", + "Rest Api Node", + "RestApiNode", + "Retry Settings Node", + "RetrySettingNode", + "String Replace Node", + "StringReplaceNode" + ], + { + "title_aux": "ComfyUI-RequestNodes" + } + ], + "https://github.com/fexli/fexli-util-node-comfyui": [ + [ + "FEAnyToDict", + "FEAnyToString", + "FEBCPrompt", + "FEBatchGenStringBCDocker", + "FEColor2Image", + "FEColorOut", + "FEDataInsertor", + "FEDataPacker", + "FEDataUnpacker", + "FEDeepClone", + "FEDictCombine", + "FEDictPacker", + "FEDictUnpacker", + "FEEncLoraAutoLoader", + "FEEncLoraAutoLoaderStack", + "FEEncLoraLoader", + "FEExtraInfoAdd", + "FEGenStringBCDocker", + "FEGenStringGPT", + "FEGenStringNBus", + "FEImageNoiseGenerate", + "FEImagePadForOutpaint", + "FEImagePadForOutpaintByImage", + "FEInterruptCondition", + "FELoadImageQQUrl", + "FEOperatorIf", + "FERandomBool", + "FERandomLoraSelect", + "FERandomPrompt", + "FERandomizedColor2Image", + "FERandomizedColorOut", + "FERerouteWithName", + "FESaveEncryptImage", + "FETextCombine", + "FETextCombine2Any", + "FETextInput" + ], + { + "title_aux": "fexli-util-node-comfyui" + } + ], + "https://github.com/fexploit/ComfyUI-AutoLabel": [ + [ + "AutoLabel" + ], + { + "title_aux": "ComfyUI-AutoLabel" + } + ], + "https://github.com/fexploit/ComfyUI-AutoTrimBG": [ + [ + "RonLayers/TrimBg: RonLayersTrimBgUltraV2" + ], + { + "title_aux": "ComfyUI-AutoTrimBG" + } + ], + "https://github.com/fexploit/ComfyUI-Classifier": [ + [ + "ClassifierNode" + ], + { + "title_aux": "ComfyUI-Classifier" + } + ], + "https://github.com/fidecastro/comfyui-llamacpp-client": [ + [ + "LlamaCppClient" + ], + { + "title_aux": "comfyui-llamacpp-client" + } + ], + "https://github.com/filipemeneses/comfy_pixelization": [ + [ + "Pixelization" + ], + { + "title_aux": "Pixelization" + } + ], + "https://github.com/filliptm/ComfyUI-FL-DiffVSR": [ + [ + "FL_DiffVSR_LoadModel", + "FL_DiffVSR_Upscale" + ], + { + "title_aux": "ComfyUI-FL-DiffVSR" + } + ], + "https://github.com/filliptm/ComfyUI_FL-ClearVoice": [ + [ + "FL_ClearVoice_ModelLoader", + "FL_ClearVoice_Process" + ], + { + "title_aux": "ComfyUI_FL-ClearVoice" + } + ], + "https://github.com/filliptm/ComfyUI_FL-CosyVoice3": [ + [ + "FL_CosyVoice3_AudioCrop", + "FL_CosyVoice3_CrossLingual", + "FL_CosyVoice3_Dialog", + "FL_CosyVoice3_ModelLoader", + "FL_CosyVoice3_VoiceConversion", + "FL_CosyVoice3_ZeroShot" + ], + { + "title_aux": "ComfyUI_FL-CosyVoice3" + } + ], + "https://github.com/filliptm/ComfyUI_FL-Path-Animator": [ + [ + "FL_PathAnimator" + ], + { + "title_aux": "ComfyUI_FL-Path-Animator" + } + ], + "https://github.com/filliptm/ComfyUI_FL-SongGen": [ + [ + "FL_SongGen_AutoStyle", + "FL_SongGen_DescriptionBuilder", + "FL_SongGen_Generate", + "FL_SongGen_LyricsFormatter", + "FL_SongGen_ModelLoader", + "FL_SongGen_StyleTransfer" + ], + { + "title_aux": "ComfyUI_FL-SongGen" + } + ], + "https://github.com/filliptm/ComfyUI_FL-Trainer": [ + [ + "FL_ImageCaptionSaver", + "FL_KohyaSSAdvConfig", + "FL_KohyaSSDatasetConfig", + "FL_KohyaSSInitWorkspace", + "FL_KohyaSSTrain", + "FL_Kohya_EasyTrain", + "FL_LoadImagesFromDirectoryPath" + ], + { + "title_aux": "ComfyUI_FL-Trainer" + } + ], + "https://github.com/filliptm/ComfyUI_Fill-ChatterBox": [ + [ + "FL_ChatterboxDialogTTS", + "FL_ChatterboxMultilingualTTS", + "FL_ChatterboxTTS", + "FL_ChatterboxTurboTTS", + "FL_ChatterboxVC" + ], + { + "title_aux": "ComfyUI_Fill-ChatterBox" + } + ], + "https://github.com/filliptm/ComfyUI_Fill-Nodes": [ + [ + "FL_API_Base64_ImageLoader", + "FL_API_ImageSaver", + "FL_AnimatedShapePatterns", + "FL_AnimeLineExtractor", + "FL_ApplyMask", + "FL_Ascii", + "FL_Audio_BPM_Analyzer", + "FL_Audio_Beat_Visualizer", + "FL_Audio_Crop", + "FL_Audio_Drum_Detector", + "FL_Audio_Envelope_Visualizer", + "FL_Audio_Music_Video_Sequencer", + "FL_Audio_Reactive_Brightness", + "FL_Audio_Reactive_Edge_Glow", + "FL_Audio_Reactive_Envelope", + "FL_Audio_Reactive_Saturation", + "FL_Audio_Reactive_Scale", + "FL_Audio_Reactive_Speed", + "FL_Audio_Segment_Extractor", + "FL_Audio_Separation", + "FL_Audio_Shot_Iterator", + "FL_BatchAlign", + "FL_BlackFrameReject", + "FL_BulkPDFLoader", + "FL_BulletHellGame", + "FL_CSVExtractor", + "FL_CaptionSaver_V2", + "FL_CaptionToCSV", + "FL_ClipScanner", + "FL_CodeNode", + "FL_ColorPicker", + "FL_Dalle3", + "FL_DirectoryCrawl", + "FL_Dither", + "FL_FILM", + "FL_Fal_Gemini_ImageEdit", + "FL_Fal_Kling_AIAvatar", + "FL_Fal_Kontext", + "FL_Fal_Pixverse", + "FL_Fal_Pixverse_LipSync", + "FL_Fal_Pixverse_Transition", + "FL_Fal_SeedVR_Upscale", + "FL_Fal_Seedance_i2v", + "FL_Fal_Seedream_Edit", + "FL_Fal_Sora", + "FL_Float", + "FL_FloatToInt", + "FL_FractalKSampler", + "FL_GPT_Image1", + "FL_GPT_Image1_ADV", + "FL_GPT_Text", + "FL_GPT_Vision", + "FL_GeminiImageEditor", + "FL_GeminiImageGenADV", + "FL_GeminiTextAPI", + "FL_GeminiVideoCaptioner", + "FL_Glitch", + "FL_GoogleCloudStorage", + "FL_GoogleDriveDownloader", + "FL_GoogleDriveImageDownloader", + "FL_GradGenerator", + "FL_HFDatasetDownloader", + "FL_HFHubModelUploader", + "FL_HF_Character", + "FL_HF_UploaderAbsolute", + "FL_HalftonePattern", + "FL_Hedra_API", + "FL_HexagonalPattern", + "FL_ImageAddNoise", + "FL_ImageAddToBatch", + "FL_ImageAdjuster", + "FL_ImageAspectCropper", + "FL_ImageBatch", + "FL_ImageBatchToGrid", + "FL_ImageBatchToImageList", + "FL_ImageBlank", + "FL_ImageCaptionLayout", + "FL_ImageCaptionLayoutPDF", + "FL_ImageCaptionSaver", + "FL_ImageCollage", + "FL_ImageCrop", + "FL_ImageDimensionDisplay", + "FL_ImageListToImageBatch", + "FL_ImageNotes", + "FL_ImageOverlay", + "FL_ImagePicker", + "FL_ImagePixelator", + "FL_ImageRandomizer", + "FL_ImageSelector", + "FL_ImageSlicer", + "FL_ImagesToPDF", + "FL_InfiniteZoom", + "FL_InpaintCrop", + "FL_Inpaint_Stitch", + "FL_IntToFloat", + "FL_JS", + "FL_KSamplerXYZPlot", + "FL_KsamplerBasic", + "FL_KsamplerPlus", + "FL_KsamplerPlusV2", + "FL_KsamplerSettings", + "FL_LoadCSV", + "FL_LoadImage", + "FL_MadLibGenerator", + "FL_Math", + "FL_MirrorAndAppendCaptions", + "FL_ModelInspector", + "FL_NFTGenerator", + "FL_NodeLoader", + "FL_NodePackLoader", + "FL_OllamaCaptioner", + "FL_PDFEncryptor", + "FL_PDFImageExtractor", + "FL_PDFLoader", + "FL_PDFMerger", + "FL_PDFSaver", + "FL_PDFTextExtractor", + "FL_PDFToImages", + "FL_Padding", + "FL_PaddingRemover", + "FL_PaperDrawn", + "FL_PasteByMask", + "FL_PasteOnCanvas", + "FL_PathAnimator", + "FL_PathTypeChecker", + "FL_PixVerseAPI", + "FL_PixelArtShader", + "FL_PixelSort", + "FL_ProResVideo", + "FL_PromptBasic", + "FL_PromptMulti", + "FL_PromptSelector", + "FL_PromptSelectorBasic", + "FL_QwenImageEditStrength", + "FL_RIFE", + "FL_RandomNumber", + "FL_RandomShapeGenerator", + "FL_ReplaceColor", + "FL_RetroEffect", + "FL_Ripple", + "FL_RunwayAct2", + "FL_RunwayImageAPI", + "FL_SDUltimate_Slices", + "FL_SamplerStrings", + "FL_SaveAndDisplayImage", + "FL_SaveCSV", + "FL_SaveImages", + "FL_SaveRGBAAnimatedWebP", + "FL_SaveWebM", + "FL_SaveWebPImage(SaveImage)", + "FL_SchedulerStrings", + "FL_SendToDiscordWebhook", + "FL_SeparateMaskComponents", + "FL_Shadertoy", + "FL_SimpleGPTVision", + "FL_Switch", + "FL_Switch_Big", + "FL_SystemCheck", + "FL_TetrisGame", + "FL_TextOverlayNode", + "FL_TextToPDF", + "FL_TimeLine", + "FL_UnloadAllModels", + "FL_UnloadModel", + "FL_UpscaleModel", + "FL_Veo3VideoGen", + "FL_VertexGemini25FlashImage", + "FL_VideoBatchSplitter", + "FL_VideoCadence", + "FL_VideoCadenceCompile", + "FL_VideoCaptionSaver", + "FL_VideoCropMask", + "FL_VideoCrossfade", + "FL_VideoCut", + "FL_VideoRecompose", + "FL_VideoTrim", + "FL_WF_Agent", + "FL_WanFirstLastFrameToVideo", + "FL_WanVaceToVideoMultiRef", + "FL_WanVideoBlender", + "FL_WanVideoBlender3Way", + "FL_WanVideoContinuationBlender", + "FL_WanVideoContinue", + "FL_WordFrequencyGraph", + "FL_ZipDirectory", + "FL_ZipSave", + "GradientImageGenerator", + "SaveWebPImage" + ], + { + "title_aux": "ComfyUI_Fill-Nodes" + } + ], + "https://github.com/fkxianzhou/ComfyUI-Jimeng-API": [ + [ + "JimengAPIClient", + "JimengReferenceImage2Video", + "JimengSeedance1", + "JimengSeedance1_5", + "JimengSeedream3", + "JimengSeedream4", + "JimengVideoQueryTasks" + ], + { + "title_aux": "ComfyUI-Jimeng-API" + } + ], + "https://github.com/flamacore/ComfyUI-YouTubeUploader": [ + [ + "YouTubeAuthNode", + "YouTubeUploaderNode" + ], + { + "title_aux": "ComfyUI YouTube Uploader" + } + ], + "https://github.com/florestefano1975/ComfyUI-Advanced-Sequence-Seed": [ + [ + "AdvancedSequenceSeedNode" + ], + { + "title_aux": "Advanced Sequence Seed Generator" + } + ], + "https://github.com/florestefano1975/ComfyUI-CogVideoX": [ + [ + "CogVideoX Image-2-Video Extended", + "CogVideoX Save Video" + ], + { + "title_aux": "ComfyUI-CogVideoX" + } + ], + "https://github.com/florestefano1975/ComfyUI-HiDiffusion": [ + [ + "HiDiffusionSD15", + "HiDiffusionSD21", + "HiDiffusionSDXL", + "HiDiffusionSDXLTurbo" + ], + { + "title_aux": "ComfyUI HiDiffusion" + } + ], + "https://github.com/florestefano1975/ComfyUI-StabilityAI-Suite": [ + [ + "StabilityAI Suite - Creative Upscale", + "StabilityAI Suite - Creative Upscale Recover File", + "StabilityAI Suite - Image Core + Style Preset", + "StabilityAI Suite - Inpainting", + "StabilityAI Suite - Outpainting", + "StabilityAI Suite - Remove Background", + "StabilityAI Suite - SD3", + "StabilityAI Suite - Search and Replace" + ], + { + "title_aux": "ComfyUI StabilityAI Suite" + } + ], + "https://github.com/florestefano1975/comfyui-portrait-master": [ + [ + "PortraitMaster", + "PortraitMasterBaseCharacter", + "PortraitMasterFaceGenerator", + "PortraitMasterMakeup", + "PortraitMasterPromptStyler", + "PortraitMasterSkinDetails", + "PortraitMasterStylePose" + ], + { + "title_aux": "comfyui-portrait-master" + } + ], + "https://github.com/florestefano1975/comfyui-prompt-composer": [ + [ + "PromptComposerCustomLists", + "PromptComposerEffect", + "PromptComposerGrouping", + "PromptComposerMerge", + "PromptComposerStyler", + "PromptComposerTextSingle", + "promptComposerTextMultiple" + ], + { + "title_aux": "comfyui-prompt-composer" + } + ], + "https://github.com/flowers6421/ComfyUI-SimpleTunerFlux2": [ + [ + "SimpleTunerFlux2LoRALoader", + "SimpleTunerFlux2LoRASelector", + "SimpleTunerFlux2LoRAUnloader", + "SimpleTunerFlux2PipelineLoader", + "SimpleTunerFlux2Sampler" + ], + { + "title_aux": "ComfyUI-SimpleTunerFlux2" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-CRM": [ + [ + "CCMSampler", + "CRMModelLoader", + "CRMModeler", + "CRMModelerCuda", + "CRMPoseSampler", + "CRMPoserConfig", + "CRMPreprocessForPoser", + "CRMViewer" + ], + { + "title_aux": "ComfyUI-Flowty-CRM" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-LDSR": [ + [ + "LDSRModelLoader", + "LDSRUpscale", + "LDSRUpscaler" + ], + { + "title_aux": "ComfyUI-Flowty-LDSR" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-TripoSR": [ + [ + "TripoSRModelLoader", + "TripoSRSampler", + "TripoSRViewer" + ], + { + "title_aux": "ComfyUI-Flowty-TripoSR" + } + ], + "https://github.com/fluffydiveX/ComfyUI-hvBlockswap": [ + [ + "hvBlockSwap" + ], + { + "title_aux": "ComfyUI-hvBlockswap" + } + ], + "https://github.com/flybirdxx/ComfyUI-RexOmni": [ + [ + "RexOmniDetector", + "RexOmniLoader" + ], + { + "title_aux": "ComfyUI-Rex-Omni" + } + ], + "https://github.com/flybirdxx/ComfyUI-SDMatte": [ + [ + "SDMatteApply" + ], + { + "title_aux": "ComfyUI-SDMatte" + } + ], + "https://github.com/flybirdxx/ComfyUI-SoulX-Podcast": [ + [ + "SoulXPodcastGenerate", + "SoulXPodcastInputParser", + "SoulXPodcastLoader" + ], + { + "title_aux": "ComfyUI-SoulX-Podcast" + } + ], + "https://github.com/flycarl/ComfyUI-Pixelate": [ + [ + "ComfyUIPixelate" + ], + { + "title_aux": "ComfyUI-Pixelate" + } + ], + "https://github.com/flyingshutter/As_ComfyUI_CustomNodes": [ + [ + "CropImage_AS", + "Eval_AS", + "ImageMixMasked_As", + "ImageToMask_AS", + "Int2Any_AS", + "LatentAdd_AS", + "LatentMixMasked_As", + "LatentMix_AS", + "LatentToImages_AS", + "LoadLatent_AS", + "MapRange_AS", + "MaskToImage_AS", + "Math_AS", + "NoiseImage_AS", + "Number2Float_AS", + "Number2Int_AS", + "Number_AS", + "SaveLatent_AS", + "TextToImage_AS", + "TextWildcardList_AS" + ], + { + "title_aux": "As_ComfyUI_CustomNodes" + } + ], + "https://github.com/fmartinellidev/ComfyUI-Prompt_util_pack": [ + [ + "PromptHiddenProcessor", + "PromptSnippetExtractor", + "PromptVariableExtractor", + "PromptVariableSubstitutor" + ], + { + "title_aux": "ComfyUI-Prompt_util_pack" + } + ], + "https://github.com/fmatray/ComfyUI_BattlemapGrid": [ + [ + "Battlemap Grid", + "Compass", + "Map Generator", + "Map Generator(Outdoors)" + ], + { + "title_aux": "ComfyUI_BattlemapGrid" + } + ], + "https://github.com/fofr/ComfyUI-HyperSDXL1StepUnetScheduler": [ + [ + "HyperSDXL1StepUnetScheduler" + ], + { + "title_aux": "ComfyUI-HyperSDXL1StepUnetScheduler (ByteDance)" + } + ], + "https://github.com/fofr/ComfyUI-Prompter-fofrAI": [ + [ + "List sampler \ud83e\udeb4", + "Prompt from template \ud83e\udeb4" + ], + { + "title_aux": "ComfyUI-Prompter-fofrAI" + } + ], + "https://github.com/fofr/comfyui-basic-auth": [ + [ + "BasicAuthSetup" + ], + { + "title_aux": "ComfyUI-Basic-Auth" + } + ], + "https://github.com/fofr/comfyui-fofr-toolkit": [ + [ + "Incrementer \ud83e\udeb4", + "Width and height for scaling image to ideal resolution \ud83e\udeb4", + "Width and height from aspect ratio \ud83e\udeb4" + ], + { + "title_aux": "comfyui-fofr-toolkit" + } + ], + "https://github.com/forever22777/comfyui-self-guidance": [ + [ + "CLIPConditioning", + "CheckpointLoaderMixWithDiffusers", + "SelfGuidanceSampler" + ], + { + "title_aux": "Self-Guidance nodes" + } + ], + "https://github.com/fotobudka-team/comfyui-ai-faces": [ + [ + "PhotoVerification" + ], + { + "title_aux": "ComfyUI AI Faces - Photo Verification Node" + } + ], + "https://github.com/foxtrot-roger/comfyui-rf-nodes": [ + [ + "LogBool", + "LogFloat", + "LogInt", + "LogNumber", + "LogString", + "LogVec2", + "LogVec3", + "RF_AtIndexString", + "RF_BoolToString", + "RF_FloatToString", + "RF_IntToString", + "RF_JsonStyleLoader", + "RF_MergeLines", + "RF_NumberToString", + "RF_OptionsString", + "RF_RangeFloat", + "RF_RangeInt", + "RF_RangeNumber", + "RF_SavePromptInfo", + "RF_SplitLines", + "RF_TextConcatenate", + "RF_TextInput", + "RF_TextReplace", + "RF_Timestamp", + "RF_ToString", + "RF_Vec2ToString", + "RF_Vec3ToString", + "TextLine" + ], + { + "title_aux": "RF Nodes" + } + ], + "https://github.com/fpgaminer/joycaption_comfyui": [ + [ + "JJC_JoyCaption", + "JJC_JoyCaption_Custom" + ], + { + "title_aux": "JoyCaption Nodes" + } + ], + "https://github.com/fplu/comfyui_lama_with_refiner": [ + [ + "INPAINT_InpaintWithLaMaRefinerModel", + "INPAINT_LoadInpaintLaMaModel" + ], + { + "title_aux": "lama_with_refiner" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-Face-Comparator": [ + [ + "FaceComparator" + ], + { + "title_aux": "ComfyUI-Face-Comparator" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-JSON-Prompt": [ + [ + "FormatLLMOutput", + "JSONPromptGenerator" + ], + { + "title_aux": "ComfyUI-JSON-Prompt" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-frankAI-banana": [ + [ + "BananaApiKeyNode", + "BananaMainNode", + "BananaPromptSelector", + "FrankApiKeyNode", + "GoogleApiKeyNode", + "ImageListCollector" + ], + { + "title_aux": "ComfyUI-frankAI-banana" + } + ], + "https://github.com/francarl/ComfyUI-OnDemand-Loaders": [ + [ + "OnDemandCLIPLoader", + "OnDemandCLIPVisionLoader", + "OnDemandCheckpointLoader", + "OnDemandCivitaiLikedLoraLoader", + "OnDemandControlNetLoader", + "OnDemandDualCLIPLoader", + "OnDemandGGUFLoader", + "OnDemandLoraLoader", + "OnDemandModelPatchLoader", + "OnDemandUNETLoader", + "OnDemandVAELoader" + ], + { + "title_aux": "ComfyUI-OnDemand-Lora-Loader" + } + ], + "https://github.com/franciscotorrado/ComfyUI-Automation": [ + [ + "IteratorCounter", + "IteratorItem", + "IteratorList", + "IteratorSignal", + "VideoConcatenation" + ], + { + "title_aux": "ComfyUI-Automation" + } + ], + "https://github.com/frankchieng/ComfyUI_Aniportrait": [ + [ + "AniPortrait_Audio2Video", + "AniPortrait_Audio_Path", + "AniPortrait_LoadVideoPath", + "AniPortrait_Pose_Gen_Video", + "AniPortrait_Ref_Image_Path", + "AniPortrait_Video_Gen_Pose" + ], + { + "title_aux": "ComfyUI_Aniportrait" + } + ], + "https://github.com/frankchieng/ComfyUI_MagicClothing": [ + [ + "MagicClothing_Animatediff", + "MagicClothing_Generate", + "MagicClothing_Inpainting" + ], + { + "title_aux": "ComfyUI_MagicClothing" + } + ], + "https://github.com/frankchieng/ComfyUI_llm_easyanimiate": [ + [], + { + "nodename_pattern": "^FrankChiengEasyAnimate", + "title_aux": "ComfyUI_llm_easyanimiate" + } + ], + "https://github.com/frankluise5220/ComfyUI-Lorahelper": [ + [ + "LH_AutoRatio", + "LH_History_Monitor", + "LH_LlamaInstruct", + "LH_LoraLoader", + "LH_MultiTextSelector", + "LH_SuperText", + "LH_TextDirectoryLoader", + "LoRA_AllInOne_Saver", + "UniversalAIChat", + "UniversalGGUFLoader", + "UniversalOllamaLoader" + ], + { + "nodename_pattern": "UniversalGGUFLoader|UniversalOllamaLoader|UniversalAIChat|LH_LlamaInstruct|LH_History_Monitor|LH_MultiTextSelector|LoRA_AllInOne_Saver|LH_SimpleText", + "title_aux": "ComfyUI-LoraHelper" + } + ], + "https://github.com/fredhopp/comfyui-flipflopnodes": [ + [ + "FF Group Positioner", + "FF Load Image with Metadata", + "FF Text" + ], + { + "title_aux": "comfyui-flipflopnodes" + } + ], + "https://github.com/fredlef/Comfyui_FSL_Nodes": [ + [ + "FSL Composite With Mask", + "FSL Image Passthrough", + "FSL Image Switch 8Way", + "FSL Manual Alpha Mask Painter", + "FSL Save And Strip Alpha", + "FSLEnsureNHWCBatch", + "FSLGeminiChat", + "FSLGeminiGenerateImage", + "FSLGeminiGenerateImageV8", + "FSLGeminiImageGenerator", + "FSLImageMemoryClear", + "FSLImageMemoryClearAll", + "FSLImageMemoryRecallSafe", + "FSLImageMemoryStore", + "FSLImageSaverWithMetadata", + "FSLImageSaverWithMetadataV5", + "FSLPromptCompose", + "FSLVeoGenerator" + ], + { + "title_aux": "ComfyUI FSL Nodes" + } + ], + "https://github.com/freelifehacker/ComfyUI-ImgMask2PNG": [ + [ + "ImageMask2PNG" + ], + { + "title_aux": "ComfyUI-ImgMask2PNG" + } + ], + "https://github.com/fsdymy1024/ComfyUI_fsdymy": [ + [ + "IPAdapterLayerWeight", + "Preview Image Without Metadata", + "PreviewImageWithoutMetadata", + "Save Image Without Metadata", + "SaveImageWithoutMetadata", + "ShowText", + "ZhiPuAiNode" + ], + { + "title_aux": "ComfyUI_fsdymy" + } + ], + "https://github.com/fssorc/ComfyUI_FFT": [ + [ + "FFTNode", + "FindFFTSpot", + "InvertFFTNode", + "InvertFFTWithMask" + ], + { + "title_aux": "ComfyUI_FFT" + } + ], + "https://github.com/fssorc/ComfyUI_FaceShaper": [ + [ + "FaceAlignmentCropper", + "FaceShaper", + "FaceShaperComposite", + "FaceShaperCropper", + "FaceShaperFaceMask", + "FaceShaperLoadInsightFaceCropper", + "FaceShaperLoadMediaPipeCropper", + "FaceShaperMatchV2", + "FaceShaperModels", + "FaceShaperShowLandMarks", + "FaceShaperV2" + ], + { + "title_aux": "ComfyUI_FaceShaper" + } + ], + "https://github.com/fssorc/ComfyUI_RopeWrapper": [ + [ + "RopeWrapper_DetectNode", + "RopeWrapper_FaceRestore", + "RopeWrapper_LoadModels", + "RopeWrapper_LoadSwapInfo", + "RopeWrapper_OptionNode", + "RopeWrapper_SaveSwapInfo", + "RopeWrapper_SwapNode" + ], + { + "title_aux": "ComfyUI_RopeWrapper" + } + ], + "https://github.com/fssorc/ComfyUI_pose_inter": [ + [ + "GenTPose", + "PoseModify", + "Pose_Inter", + "Pose_Inter_V2" + ], + { + "title_aux": "ComfyUI_pose_inter" + } + ], + "https://github.com/fudosanit/ComfyUI-Random-Resolution": [ + [ + "RandomResolutionSelector" + ], + { + "title_aux": "ComfyUI-Random-Resolution" + } + ], + "https://github.com/fuselayer/comfyui-lite-tracker": [ + [ + "LiteTracker_LoadModel", + "LiteTracker_Track", + "RectEditor" + ], + { + "title_aux": "comfyui-lite-tracker" + } + ], + "https://github.com/fuselayer/comfyui-mosaic-blur": [ + [ + "ImageMosaic" + ], + { + "title_aux": "comfyui-mosaic-blur" + } + ], + "https://github.com/fuselayer/comfyui-noise-match": [ + [ + "ApplyNoisePattern", + "NoisePatternVisualizer", + "NoiseRegionDetector", + "RealNoiseExtractor" + ], + { + "title_aux": "comfyui-noise-match" + } + ], + "https://github.com/g0kuvonlange/ComfyUI-Load-From-URL": [ + [ + "Load LoRA From URL", + "Load LoRAs from JSON", + "Load Video From URL" + ], + { + "title_aux": "ComfyUI Load From URL" + } + ], + "https://github.com/g7b2/ComfyUI-Artist-Tester": [ + [ + "ArtistListIterator", + "ArtistPromptComposer", + "SaveImageWithArtistTag" + ], + { + "title_aux": "ComfyUI-Artist-Tester" + } + ], + "https://github.com/g7b2/ComfyUI-MultiCheckpoint-Tester": [ + [ + "MultiCheckpointIncrementalNamer" + ], + { + "title_aux": "ComfyUI-MultiCheckpoint-Tester" + } + ], + "https://github.com/gabe-init/ComfyUI-11labs": [ + [ + "ElevenLabsNode" + ], + { + "title_aux": "ComfyUI-11labs" + } + ], + "https://github.com/gabe-init/ComfyUI-Google-Image-Search": [ + [ + "GoogleImageSearchNode" + ], + { + "title_aux": "ComfyUI-Google-Image-Search" + } + ], + "https://github.com/gabe-init/ComfyUI-Openrouter_node": [ + [ + "OpenRouterNode" + ], + { + "title_aux": "ComfyUI OpenRouter Node" + } + ], + "https://github.com/gabe-init/ComfyUI-String-Similarity": [ + [ + "StringSimilarity" + ], + { + "title_aux": "ComfyUI-String-Similarity" + } + ], + "https://github.com/game4d/ComfyUI-BDsInfiniteYou": [ + [ + "InfiniteYou_Image", + "InfiniteYou_Load" + ], + { + "title_aux": "ComfyUI-BDsInfiniteYou" + } + ], + "https://github.com/garg-aayush/ComfyUI-Svg2Raster": [ + [ + "LoadSVGImage", + "RasterizeSVG" + ], + { + "title_aux": "ComfyUI-Svg2Raster" + } + ], + "https://github.com/gasdyueer/comfyui-yolo-mask-process": [ + [ + "MaskedImageEffects", + "YoloDetectionAndSegmentation" + ], + { + "title_aux": "ComfyUI YOLO Mask Process" + } + ], + "https://github.com/gasparuff/CustomSelector": [ + [ + "CustomSelector" + ], + { + "title_aux": "comfyui-customselector" + } + ], + "https://github.com/gateway/ComfyUI-Kie-API": [ + [ + "KIEParsePromptGridJSON", + "KIE_Flux2_I2I", + "KIE_Gemini3Pro_LLM", + "KIE_GetRemainingCredits", + "KIE_GridSlice", + "KIE_Kling25_I2V_Pro", + "KIE_Kling26Motion_I2V", + "KIE_Kling26_I2V", + "KIE_Kling26_T2V", + "KIE_NanoBananaPro_Image", + "KIE_Seedance15Pro_I2V", + "KIE_SeedanceV1Pro_Fast_I2V", + "KIE_Seedream45_Edit", + "KIE_Seedream45_TextToImage", + "KIE_Suno_Music_Advanced", + "KIE_Suno_Music_Basic", + "KIE_SystemPrompt_Selector" + ], + { + "title_aux": "ComfyUI-Kie-API" + } + ], + "https://github.com/gelasdev/ComfyUI-FLUX-BFL-API": [ + [ + "FluxConfig_BFL", + "FluxDeleteFinetune_BFL", + "FluxDevRedux_BFL", + "FluxDev_BFL", + "FluxFinetuneDetails_BFL", + "FluxFinetuneStatus_BFL", + "FluxFinetune_BFL", + "FluxKontextMax_BFL", + "FluxKontextPro_BFL", + "FluxMyFinetunes_BFL", + "FluxPro11Redux_BFL", + "FluxPro11UltraFinetune_BFL", + "FluxPro11UltraRedux_BFL", + "FluxPro11Ultra_BFL", + "FluxPro11_BFL", + "FluxProCannyFinetune_BFL", + "FluxProCanny_BFL", + "FluxProDepthFinetune_BFL", + "FluxProDepth_BFL", + "FluxProFillFinetune_BFL", + "FluxProFill_BFL", + "FluxProFinetune_BFL", + "FluxPro_BFL" + ], + { + "title_aux": "ComfyUI-FLUX-BFL-API" + } + ], + "https://github.com/gemell1/ComfyUI_GMIC": [ + [ + "GmicCliWrapper", + "GmicQtWrapper" + ], + { + "title_aux": "ComfyUI_GMIC" + } + ], + "https://github.com/gen1nya/ComfyUI-Remote-Upscale": [ + [ + "RefreshRemoteModels", + "RemoteUpscaleImage" + ], + { + "title_aux": "ComfyUI Remote Upscale" + } + ], + "https://github.com/geocine/geocine-comfyui": [ + [ + "Image Scale", + "Image Selector", + "LoRA Name List", + "Prompt Text", + "Seed to Noise", + "ShowTextNode", + "Text Replace" + ], + { + "title_aux": "geocine-comfyui" + } + ], + "https://github.com/georgitsenov/ComfyUI-R2": [ + [ + "S3SaveNode" + ], + { + "title_aux": "ComfyUI S3 Save Node" + } + ], + "https://github.com/geroldmeisinger/ComfyUI-outputlists-combiner": [ + [ + "CombineOutputLists", + "ConvertNumberToIntFloatStr", + "FormattedString", + "JSONOutputList", + "KSamplerImmediateSave", + "LoadAnyFile", + "NumberOutputList", + "SpreadsheetOutputList", + "StringOutputList", + "WorkflowDiscriminator", + "XyzGridPlot" + ], + { + "title_aux": "ComfyUI-outputlists-combiner" + } + ], + "https://github.com/ggarra13/ComfyUI-mrv2": [ + [ + "mrv2AnnotationsImageNode", + "mrv2SaveEXRImage" + ], + { + "title_aux": "ComfyUI-mrv2" + } + ], + "https://github.com/giriss/comfy-image-saver": [ + [ + "Cfg Literal", + "Checkpoint Selector", + "Int Literal", + "Sampler Selector", + "Save Image w/Metadata", + "Scheduler Selector", + "Seed Generator", + "String Literal", + "Width/Height Literal" + ], + { + "title_aux": "Save Image with Generation Metadata" + } + ], + "https://github.com/gisu/comfyui-foxpack": [ + [ + "Add_To_List", + "BaseSamplerSetup", + "Big_Prompter", + "Change_Entries_In_A_List", + "Change_Entry_From_List", + "CheckpointMetaExtractor", + "CheckpointSelector", + "Complete_Setup", + "Convert_Into", + "Negate_Boolean", + "Optional_Value_Override", + "OverrideSamplerSetup", + "Override_Value_If_Unset", + "Pick_Value_From_Dict", + "Pick_Values_From_List", + "Refine_Prompt", + "Refine_Setup", + "Remap_Values", + "Remove_Values_From_List", + "Select_By_Index", + "Select_Line_By_Index", + "Select_String_By_Index", + "SetupSelector", + "Show_Type", + "Split_Entry_In_2Chunks", + "Split_Entry_In_4Chunks", + "Split_Entry_In_6Chunks", + "Split_Entry_In_8Chunks", + "Step_Denoise", + "UniversalLatentHelper", + "Universal_VAE_Loader" + ], + { + "title_aux": "foxpack" + } + ], + "https://github.com/gitadmini/comfyui_extractstoryboards": [ + [ + "ExtractStoryboards_xuhuan1024", + "IntBatchSize_xuhuan1024", + "IntBatch_xuhuan1024", + "String2Ints_xuhuan1024" + ], + { + "title_aux": "ExtractStoryboards" + } + ], + "https://github.com/gitcapoom/comfyui_fovestimator": [ + [ + "DepthFOVEstimator", + "FOVEstimator" + ], + { + "title_aux": "ComfyUI FOV Estimator" + } + ], + "https://github.com/githubYiheng/ComfyUI_Change_IMAGE_BOREDER": [ + [ + "ChangeImageBorder" + ], + { + "title_aux": "ComfyUI_Change_IMAGE_BOREDER" + } + ], + "https://github.com/githubYiheng/ComfyUI_GetFileNameFromURL": [ + [ + "GetFileNameFromURL" + ], + { + "title_aux": "ComfyUI_GetFileNameFromURL" + } + ], + "https://github.com/githubYiheng/comfyui_kmeans_filter": [ + [ + "ImageKmeansFilter" + ], + { + "title_aux": "comfyui_kmeans_filter" + } + ], + "https://github.com/githubYiheng/comfyui_meanshift_filter": [ + [ + "ImageMeanshiftFilter" + ], + { + "title_aux": "comfyui_meanshift_filter" + } + ], + "https://github.com/githubYiheng/comfyui_private_postprocessor": [ + [ + "ImageCPostprocessor", + "PrivateImageMask" + ], + { + "title_aux": "comfyui_private_postprocessor" + } + ], + "https://github.com/glibsonoran/Plush-for-ComfyUI": [ + [ + "AI Chooser", + "Add Parameters", + "AdvPromptEnhancer", + "Custom API Key", + "DalleImage", + "Enhancer", + "GPT Image", + "Gemini Image", + "Image Mixer", + "Imagen Image", + "ImgTextSwitch", + "Load Remote Models", + "LoadText|plush", + "Model-CLIP Output Switch", + "ParseJSON", + "Plush-Exif Wrangler", + "Random Image Output", + "Random Mixer", + "Random Output", + "Remove Text", + "Tagger", + "Text (Any)", + "Type Converter", + "mulTextSwitch" + ], + { + "title_aux": "Plush-for-ComfyUI" + } + ], + "https://github.com/glifxyz/ComfyUI-GlifNodes": [ + [ + "FilmGrain", + "FluxReduxFloatRamp", + "GlifConsistencyDecoder", + "GlifPatchConsistencyDecoderTiled", + "GlifVariable", + "HFHubEmbeddingLoader", + "HFHubLoraLoader", + "ImagePaddingAdvanced", + "ImageToMultipleOf", + "LoraLoaderFromURL", + "SDXLAspectRatio" + ], + { + "title_aux": "ComfyUI-GlifNodes" + } + ], + "https://github.com/glitchinthemetrix16/ComfyUI-Roop": [ + [ + "RoopBatchFaceSwap", + "RoopFaceSwap", + "RoopFaceSwapVideo", + "RoopFaceSwapWithEnhancer", + "RoopSendWebhookFile", + "RoopSendWebhookImage" + ], + { + "title_aux": "ComfyUI Roop Custom Nodes" + } + ], + "https://github.com/glowcone/comfyui-base64-to-image": [ + [ + "LoadImageFromBase64" + ], + { + "title_aux": "Load Image From Base64 URI" + } + ], + "https://github.com/glowcone/comfyui-string-converter": [ + [ + "StringToFloat", + "StringToInt" + ], + { + "title_aux": "String Converter" + } + ], + "https://github.com/gmorks/ComfyUI-Animagine-Prompt": [ + [ + "AnimaginePrompt", + "MultiWildcardLoader", + "MultilineTextInput", + "TextFileLoader" + ], + { + "title_aux": "ComfyUI-Animagine-Prompt" + } + ], + "https://github.com/gmorks/ComfyUI-SendToDiscord": [ + [ + "PreviewImageWithDiscord" + ], + { + "title_aux": "ComfyUI-SendToDiscord" + } + ], + "https://github.com/gmorks/ComfyUI-WatchPoint": [ + [ + "WatchPoint" + ], + { + "title_aux": "ComfyUI-WatchPoint" + } + ], + "https://github.com/goburiin/nsfwrecog-comfyui": [ + [ + "NSFWDetectorNode" + ], + { + "title_aux": "nsfwrecog-comfyui" + } + ], + "https://github.com/godmt/ComfyUI-IP-Composer": [ + [ + "IPCompConceptMerge", + "IPCompConceptSubspace", + "IPCompLoadOpenCLIP", + "IPLoadConceptSubspace", + "IPSaveConceptSubspace" + ], + { + "title_aux": "ComfyUI-IP-Composer" + } + ], + "https://github.com/godmt/ComfyUI-List-Utils": [ + [ + "GODMT_AnyCast", + "GODMT_AnyToDict", + "GODMT_BatchGetByIndex", + "GODMT_BatchItemCast", + "GODMT_BatchSlice", + "GODMT_BatchToList", + "GODMT_CreateArange", + "GODMT_CreateBatch", + "GODMT_CreateLinspace", + "GODMT_CreateList", + "GODMT_CreateRange", + "GODMT_Exec", + "GODMT_GetLength", + "GODMT_GetShape", + "GODMT_GetWidgetsValues", + "GODMT_ListDir", + "GODMT_ListGetByIndex", + "GODMT_ListSlice", + "GODMT_ListToBatch", + "GODMT_MergeBatch", + "GODMT_MergeList", + "GODMT_Pack", + "GODMT_SplitString", + "GODMT_Unpack" + ], + { + "title_aux": "ComfyUI-List-Utils" + } + ], + "https://github.com/godspede/ComfyUI_Substring": [ + [ + "SubstringTheory" + ], + { + "title_aux": "ComfyUI Substring" + } + ], + "https://github.com/gokayfem/ComfyUI-Depth-Visualization": [ + [ + "DepthViewer" + ], + { + "title_aux": "ComfyUI-Depth-Visualization" + } + ], + "https://github.com/gokayfem/ComfyUI-Dream-Interpreter": [ + [ + "DreamViewer" + ], + { + "title_aux": "ComfyUI-Dream-Interpreter" + } + ], + "https://github.com/gokayfem/ComfyUI-Texture-Simple": [ + [ + "TextureViewer" + ], + { + "title_aux": "ComfyUI-Texture-Simple" + } + ], + "https://github.com/gokayfem/ComfyUI-fal-API": [ + [ + "Bria_Video_Increase_Resolution_fal", + "CombinedVideoGeneration_fal", + "DYWanFun22_fal", + "DYWanUpscaler_fal", + "Dreamina31TextToImage_fal", + "FluxDev_fal", + "FluxGeneral_fal", + "FluxLoraTrainer_fal", + "FluxLora_fal", + "FluxPro11_fal", + "FluxPro1Fill_fal", + "FluxProKontextMulti_fal", + "FluxProKontextTextToImage_fal", + "FluxProKontext_fal", + "FluxPro_fal", + "FluxSchnell_fal", + "FluxUltra_fal", + "GPTImage15Edit_fal", + "GPTImage15_fal", + "Hidreamfull_fal", + "HunyuanVideoLoraTrainer_fal", + "Ideogramv3_fal", + "Imagen4Preview_fal", + "InfinityStarTextToVideo_fal", + "Kling21Pro_fal", + "Kling25TurboPro_fal", + "Kling26Pro_fal", + "KlingMaster_fal", + "KlingOmniImageToVideo_fal", + "KlingOmniReferenceToVideo_fal", + "KlingOmniVideoToVideoEdit_fal", + "KlingOmniVideoToVideoReference_fal", + "KlingPro10_fal", + "KlingPro16_fal", + "Kling_fal", + "Krea_Wan14b_VideoToVideo_fal", + "LLM_fal", + "LoadVideoURL", + "LtxVideoTrainer_fal", + "LumaDreamMachine_fal", + "MiniMaxSubjectReference_fal", + "MiniMaxTextToVideo_fal", + "MiniMax_fal", + "NanoBananaEdit_fal", + "NanoBananaPro_fal", + "NanoBananaTextToImage_fal", + "PixverseSwapNode_fal", + "QwenImageEditPlusLoRA_fal", + "QwenImageEdit_fal", + "Recraft_fal", + "ReveTextToImage_fal", + "RunwayGen3_fal", + "Sana_fal", + "SeedEditV3_fal", + "SeedanceImageToVideo_fal", + "SeedanceProImageToVideo_fal", + "SeedanceTextToVideo_fal", + "SeedreamV4Edit_fal", + "Seedvr_Upscale_Video_fal", + "Seedvr_Upscaler_fal", + "Sora2Pro_fal", + "Topaz_Upscale_Video_fal", + "UploadFile_fal", + "UploadVideo_fal", + "Upscaler_fal", + "VLM_fal", + "Veo2ImageToVideo_fal", + "Veo31Fast_fal", + "Veo31_fal", + "Veo3_fal", + "VideoUpscaler_fal", + "Wan2214b_animate_move_character_fal", + "Wan2214b_animate_replace_character_fal", + "Wan22VACEFun14b_fal", + "Wan25_preview_fal", + "Wan26ReferenceToVideo_fal", + "Wan26_fal", + "WanLoraTrainer_fal", + "WanPro_fal", + "WanVACEVideoEdit_fal" + ], + { + "title_aux": "ComfyUI-fal-API" + } + ], + "https://github.com/gokayfem/ComfyUI_VLM_nodes": [ + [ + "AudioLDM2Node", + "ChatMusician", + "CreativeArtPromptGenerator", + "Joytag", + "JsonToText", + "KeywordExtraction", + "Kosmos2model", + "LLMLoader", + "LLMOptionalMemoryFreeAdvanced", + "LLMOptionalMemoryFreeSimple", + "LLMPromptGenerator", + "LLMSampler", + "LLava Loader Simple", + "LLavaOptionalMemoryFreeAdvanced", + "LLavaOptionalMemoryFreeSimple", + "LLavaPromptGenerator", + "LLavaSamplerAdvanced", + "LLavaSamplerSimple", + "LlavaClipLoader", + "MCLLaVAModel", + "MiniCPMNode", + "MolmoNode", + "MoonDream", + "Moondream2model", + "Paligemma", + "PlayMusic", + "PromptGenerateAPI", + "Qwen2VLNode", + "SaveAudioNode", + "SimpleText", + "StructuredOutput", + "Suggester", + "UformGen2QwenNode", + "ViewText" + ], + { + "title_aux": "VLM_nodes" + } + ], + "https://github.com/goldwins520/Comfyui_saveimg2webdav": [ + [ + "SaveFileToWebDAV", + "SaveImageToWebDAV" + ], + { + "title_aux": "Save Image To Webdav" + } + ], + "https://github.com/gonzalu/ComfyUI_YFG_Comical": [ + [ + "Image10Switcher_node", + "Image15Switcher_node", + "Image20Switcher_node", + "Image3Switcher_node", + "Image5Switcher_node", + "MonoClip_node", + "PixelArt_node", + "RandomImageFromDirectory_node", + "RandomOrgTrueRandomNumber_node", + "RandomOrgV2TrueRandomNumber", + "RandomOrgV2TrueRandomNumber_node", + "VAEDecodePreview_node", + "image2contrastMask_node", + "image2imbgg_node", + "image_halftone", + "image_histograms_node", + "image_histograms_node_compact", + "images_side_by_side", + "imgbbLoader_node", + "smartCheckpointLoader_node", + "storeURL_node", + "textMaskOverlay_node" + ], + { + "author": "Manny Gonzalez", + "description": "Utility custom nodes for special effects, image manipulation and quality of life tools.", + "nickname": "\ud83d\udc2f YFG Comical Nodes", + "title": "\ud83d\udc2f YFG Comical Nodes", + "title_aux": "\ud83d\ude38 YFG Comical Nodes" + } + ], + "https://github.com/gorillaframeai/GF_nodes": [ + [ + "GFrbmg2", + "GFrbmg2Plus" + ], + { + "title_aux": "GFrbmg2" + } + ], + "https://github.com/gorillaframeai/GF_translate": [ + [ + "GFDeepTranslate", + "GFJsonTranslate" + ], + { + "title_aux": "GF_translate" + } + ], + "https://github.com/gpdev-Pilcothink/comfyui_pilcothink_VisionSLM": [ + [ + "MergeTextsWithGap", + "OllamaConnective", + "OllamaGenerator", + "Pilcothink-RAG", + "RemoveSpecificPatterns", + "SLMGenerator", + "SLMModelSelector", + "SLMVisionGenerator", + "SLMVisionModelSelector", + "String_Text", + "VLLMConnective", + "VLLMGenerator" + ], + { + "title_aux": "comfyui_pilcothink_VisionSLM" + } + ], + "https://github.com/greengerong/ComfyUI-JanusPro-PL": [ + [ + "JanusProImageGenerator", + "JanusProImageUnderstanding", + "JanusProModelLoader" + ], + { + "title_aux": "Janus-Pro ComfyUI Plugin" + } + ], + "https://github.com/gregory-richard/ComfyUI-WarpPipe": [ + [ + "Dead End", + "FD Scheduler Adapter", + "Unwarp", + "Warp", + "Warp Provider", + "custom_nodes" + ], + { + "title_aux": "WarpPipe Nodes" + } + ], + "https://github.com/gremlation/ComfyUI-ImageLabel": [ + [ + "gremlation:ComfyUI-ImageLabel:ImageLabel" + ], + { + "title_aux": "ComfyUI-ImageLabel" + } + ], + "https://github.com/gremlation/ComfyUI-JMESPath": [ + [ + "gremlation:ComfyUI-JMESPath" + ], + { + "title_aux": "ComfyUI-JMESPath" + } + ], + "https://github.com/gremlation/ComfyUI-ViewData": [ + [ + "gremlation:ComfyUI-ViewData:ViewData" + ], + { + "title_aux": "ComfyUI-ViewData" + } + ], + "https://github.com/gremlation/ComfyUI-jq": [ + [ + "gremlation:ComfyUI-jq" + ], + { + "title_aux": "ComfyUI-jq" + } + ], + "https://github.com/griptape-ai/ComfyUI-Griptape": [ + [ + "Griptape Agent Config: Amazon Bedrock Drivers", + "Griptape Agent Config: Amazon Bedrock [DEPRECATED]", + "Griptape Agent Config: Anthropic Drivers", + "Griptape Agent Config: Anthropic [DEPRECATED]", + "Griptape Agent Config: Azure OpenAI Drivers", + "Griptape Agent Config: Azure OpenAI [DEPRECATED]", + "Griptape Agent Config: Cohere Drivers", + "Griptape Agent Config: Custom Structure", + "Griptape Agent Config: Environment Variables", + "Griptape Agent Config: Expand", + "Griptape Agent Config: Google Drivers", + "Griptape Agent Config: Google [DEPRECATED]", + "Griptape Agent Config: Griptape Cloud", + "Griptape Agent Config: Grok Drivers", + "Griptape Agent Config: Groq Drivers", + "Griptape Agent Config: HuggingFace Drivers", + "Griptape Agent Config: HuggingFace [DEPRECATED]", + "Griptape Agent Config: LM Studio Drivers", + "Griptape Agent Config: LM Studio [DEPRECATED]", + "Griptape Agent Config: Ollama Drivers", + "Griptape Agent Config: Ollama [DEPRECATED]", + "Griptape Agent Config: OpenAI Compatible Drivers", + "Griptape Agent Config: OpenAI Compatible [DEPRECATED]", + "Griptape Agent Config: OpenAI Drivers", + "Griptape Agent Config: OpenAI [DEPRECATED]", + "Griptape Audio Transcription Driver: Groq", + "Griptape Audio Transcription Driver: OpenAI", + "Griptape Code: Run Griptape Cloud Structure", + "Griptape Code: Run Python [DEPRECATED]", + "Griptape Combine: Merge Dictionary", + "Griptape Combine: Merge Inputs", + "Griptape Combine: Merge Texts", + "Griptape Combine: RAG Module List", + "Griptape Combine: Rules List", + "Griptape Combine: String List", + "Griptape Combine: Tool List", + "Griptape Convert: Agent to Tool", + "Griptape Convert: Text to CLIP Encode", + "Griptape Convert: Text to Combo", + "Griptape Create: Agent", + "Griptape Create: Agent from Config", + "Griptape Create: CLIP Text Encode", + "Griptape Create: Image Inpainting Variation", + "Griptape Create: Image Variation", + "Griptape Create: Image from Text", + "Griptape Create: Key Value Pair", + "Griptape Create: Rules", + "Griptape Create: Text", + "Griptape Display: Data as Text", + "Griptape Display: Dictionary", + "Griptape Display: Image", + "Griptape Display: Text", + "Griptape Display: Text as Markdown", + "Griptape Driver: Amazon Bedrock Stable Diffusion", + "Griptape Driver: Amazon Bedrock Titan", + "Griptape Driver: Azure OpenAI Image Generation", + "Griptape Driver: Black Forest Labs Image Generation", + "Griptape Driver: Leonardo.AI", + "Griptape Driver: OpenAI Compatible Image Generation", + "Griptape Driver: OpenAI Image Generation", + "Griptape Embedding Driver: Amazon Bedrock Titan", + "Griptape Embedding Driver: Amazon SageMaker Jumpstart", + "Griptape Embedding Driver: Azure OpenAI", + "Griptape Embedding Driver: Cohere", + "Griptape Embedding Driver: Google", + "Griptape Embedding Driver: HuggingFace", + "Griptape Embedding Driver: LM Studio", + "Griptape Embedding Driver: Ollama", + "Griptape Embedding Driver: OpenAI", + "Griptape Embedding Driver: OpenAI Compatible", + "Griptape Embedding Driver: Voyage AI", + "Griptape End Workflow", + "Griptape Expand: Agent Nodes", + "Griptape Load: Audio", + "Griptape Load: Image From URL", + "Griptape Load: Text", + "Griptape Prompt Driver: Amazon Bedrock", + "Griptape Prompt Driver: Amazon SageMaker Jumpstart", + "Griptape Prompt Driver: Anthropic", + "Griptape Prompt Driver: Azure OpenAI", + "Griptape Prompt Driver: Cohere", + "Griptape Prompt Driver: Google", + "Griptape Prompt Driver: Griptape Cloud", + "Griptape Prompt Driver: Grok", + "Griptape Prompt Driver: Groq", + "Griptape Prompt Driver: HuggingFace", + "Griptape Prompt Driver: LM Studio", + "Griptape Prompt Driver: Ollama", + "Griptape Prompt Driver: OpenAI", + "Griptape Prompt Driver: OpenAI Compatible", + "Griptape RAG Query: Translate Module", + "Griptape RAG Rerank: Text Chunks Module", + "Griptape RAG Response: Footnote Prompt Module", + "Griptape RAG Response: Prompt Module", + "Griptape RAG Response: Text Chunks Module", + "Griptape RAG Retrieve: Text Loader Module", + "Griptape RAG Retrieve: Vector Store Module", + "Griptape RAG: Engine", + "Griptape Replace: Rulesets on Agent", + "Griptape Replace: Tools on Agent", + "Griptape Rerank Driver: Cohere", + "Griptape Rerank Driver: Local", + "Griptape Retrieve: Cloud Ruleset", + "Griptape Run: Agent", + "Griptape Run: Audio Transcription", + "Griptape Run: Cloud Assistant", + "Griptape Run: Image Description", + "Griptape Run: Parallel Image Description", + "Griptape Run: Parallel Prompt Task", + "Griptape Run: Task", + "Griptape Run: Text Extraction", + "Griptape Run: Text Summary", + "Griptape Run: Text to Speech", + "Griptape Save: Text", + "Griptape Set: Default Agent", + "Griptape Start Workflow", + "Griptape Text To Speech Driver: ElevenLabs", + "Griptape Text To Speech Driver: OpenAI", + "Griptape Tool: Audio Transcription", + "Griptape Tool: Calculator", + "Griptape Tool: DateTime", + "Griptape Tool: Extraction", + "Griptape Tool: FileManager", + "Griptape Tool: Griptape Cloud KnowledgeBase", + "Griptape Tool: Prompt Summary", + "Griptape Tool: Query", + "Griptape Tool: RAG", + "Griptape Tool: Text to Speech", + "Griptape Tool: VectorStore", + "Griptape Tool: WebScraper", + "Griptape Tool: WebSearch", + "Griptape Util: Create Agent Modelfile", + "Griptape Util: Create Model from Modelfile", + "Griptape Util: Remove Ollama Model", + "Griptape Util: Switch Node", + "Griptape Vector Store Driver: Amazon OpenSearch", + "Griptape Vector Store Driver: Azure MongoDB", + "Griptape Vector Store Driver: Griptape Cloud", + "Griptape Vector Store Driver: Local", + "Griptape Vector Store Driver: Marqo", + "Griptape Vector Store Driver: MongoDB Atlas", + "Griptape Vector Store Driver: PGVector", + "Griptape Vector Store Driver: Pinecone", + "Griptape Vector Store Driver: Qdrant", + "Griptape Vector Store Driver: Redis", + "Griptape Vector Store: Add Text", + "Griptape Vector Store: Query", + "Griptape WebSearch Driver: DuckDuckGo", + "Griptape WebSearch Driver: Exa", + "Griptape WebSearch Driver: Google", + "Griptape WebSearch Driver: Serper", + "Griptape WebSearch Driver: Tavily" + ], + { + "author": "Jason Schleifer", + "description": "This extension offers various nodes that allow you to work with LLMs using the Griptape Python Framework (https://griptape.ai)", + "nickname": "ComfyUI-Griptape", + "title": "ComfyUI Griptape Nodes", + "title_aux": "ComfyUI Griptape Nodes" + } + ], + "https://github.com/grmchn/ComfyUI-ProportionChanger": [ + [ + "PoseDataToPoseKeypoint", + "PoseJSONToPoseKeypoint", + "PoseKeypointPreview", + "PoseKeypointResize", + "ProportionChangerDWPoseDetector", + "ProportionChangerDWPoseRender", + "ProportionChangerInterpolator", + "ProportionChangerKeypointDenoiser", + "ProportionChangerKeypointDenoiserAdvanced", + "ProportionChangerParams", + "ProportionChangerReference" + ], + { + "title_aux": "ComfyUI-ProportionChanger" + } + ], + "https://github.com/grovergol/comfyui-grover-nodes": [ + [ + "OpenPathNode" + ], + { + "title_aux": "ComfyUI Grover Nodes" + } + ], + "https://github.com/gseth/ControlAltAI-Nodes": [ + [ + "BooleanBasic", + "BooleanReverse", + "ChooseUpscaleModel", + "FluxAttentionCleanup", + "FluxAttentionControl", + "FluxControlNetApply", + "FluxResolutionNode", + "FluxSampler", + "FluxUnionControlNetApply", + "GetImageSizeRatio", + "HiDreamResolutionNode", + "IntegerSettings", + "IntegerSettingsAdvanced", + "NoisePlusBlend", + "PerturbationTexture", + "RegionMaskConditioning", + "RegionMaskGenerator", + "RegionMaskProcessor", + "RegionMaskValidator", + "RegionOverlayVisualizer", + "TextBridge", + "ThreeWaySwitch", + "TwoWaySwitch" + ], + { + "title_aux": "ControlAltAI Nodes" + } + ], + "https://github.com/gsusgg/ComfyUI_CozyGen": [ + [ + "CozyGenChoiceInput", + "CozyGenDynamicInput", + "CozyGenFloatInput", + "CozyGenImageInput", + "CozyGenIntInput", + "CozyGenOutput", + "CozyGenStringInput", + "CozyGenVideoOutput" + ], + { + "title_aux": "ComfyUI-CozyGen" + } + ], + "https://github.com/gt732/ComfyUI-DreamWaltz-G": [ + [ + "DreamWaltzGStageOneTrainer", + "DreamWaltzGStageTwoTrainer" + ], + { + "title_aux": "ComfyUI-DreamWaltz-G" + } + ], + "https://github.com/guerreiro/comfyg-switch": [ + [ + "ComfygSwitch" + ], + { + "title_aux": "Comfyg Switch" + } + ], + "https://github.com/guill/abracadabra-comfyui": [ + [ + "AbracadabraNode", + "AbracadabraNodeDefSummary" + ], + { + "title_aux": "abracadabra-comfyui" + } + ], + "https://github.com/guill/comfyui-stegaflow": [ + [ + "SaveImageStegaflow" + ], + { + "title_aux": "Stegaflow" + } + ], + "https://github.com/guyaton/guy-nodes-comfyui": [ + [ + "GuyRecommendedLatentResCalc" + ], + { + "title_aux": "guy-nodes-comfyui" + } + ], + "https://github.com/guyouyue/ComfyUI_VideoAutoSplit": [ + [ + "ExtractKeyFrames", + "ExtractKeyFramesAndSplit" + ], + { + "title_aux": "ComfyUI_VideoAutoSplit" + } + ], + "https://github.com/gvfarns/comfyui_gvf": [ + [ + "CheckpointLoaderWithName", + "CropToAspectRatio", + "CropToAspectRatioMinMax", + "IfElseFloat", + "IfElseInt", + "SizeFromAspect" + ], + { + "title_aux": "comfyui_gvf" + } + ], + "https://github.com/hackafterdark/ComfyUI-HackAfterDark-Nodes": [ + [ + "FilmARSizeSelector", + "GeminiImagePromptBuilder" + ], + { + "author": "HackAfterDark", + "description": "A node to generate image prompts or images using the Google Gemini API, with support for multiple images and presets.", + "nickname": "Gemini Prompter", + "title": "Gemini Image Prompt Builder", + "title_aux": "AfterDark Film AR Selector" + } + ], + "https://github.com/hackkhai/ComfyUI-Image-Matting": [ + [ + "ApplyMatting", + "CreateTrimap", + "MattingModelLoader" + ], + { + "title_aux": "ComfyUI-Image-Matting" + } + ], + "https://github.com/hanL34/ComfyUI-Power-Artist-Loader": [ + [ + "PowerArtistLoader" + ], + { + "title_aux": "ComfyUI-Power-Artist-Loader" + } + ], + "https://github.com/hanoixan/ComfyUI-DataBeast": [ + [ + "DBConvertToBoolean //DataBeast", + "DBConvertToFloat //DataBeast", + "DBConvertToInt //DataBeast", + "DBConvertToString //DataBeast", + "DBFloatExpression //DataBeast", + "DBGetBatchList //DataBeast", + "DBGetItem //DataBeast", + "DBLoadData //DataBeast", + "DBStringExpression //DataBeast" + ], + { + "author": "hanoixan", + "description": "This extension provides nodes for controlling data-driven processing in Comfy-UI", + "nickname": "DataBeast", + "title": "DataBeast", + "title_aux": "ComfyUI DataBeast" + } + ], + "https://github.com/hao-ai-lab/FastVideo": [ + [ + "DITConfig", + "InferenceArgs", + "LoadImagePath", + "TextEncoderConfig", + "VAEConfig", + "VideoGenerator" + ], + { + "title_aux": "FastVideo" + } + ], + "https://github.com/haohaocreates/ComfyUI-HH-Image-Selector": [ + [ + "Image Selector" + ], + { + "title_aux": "ComfyUI-HH-Image-Selector" + } + ], + "https://github.com/hardik-uppal/ComfyUI-QwenVL-MultiImage": [ + [ + "QwenVL_MultiImage", + "QwenVL_MultiImage_Advanced" + ], + { + "title_aux": "ComfyUI-QwenVL-MultiImage" + } + ], + "https://github.com/harishcmgit/comfyui_ds": [ + [ + "BlackBackgroundScanner", + "DocumentScanner", + "SimpleDocumentScanner" + ], + { + "title_aux": "comfyui_ds" + } + ], + "https://github.com/hassan-sd/comfyui-image-prompt-loader": [ + [ + "ImagePromptLoader", + "apt", + "author", + "category", + "description", + "files", + "install_type", + "js_path", + "license", + "name", + "nodename_pattern", + "pip", + "preemptions", + "reference", + "repository", + "tags", + "title_aux", + "version" + ], + { + "title_aux": "ComfyUI Image & Prompt Loader" + } + ], + "https://github.com/havvk/ComfyUI_AIIA": [ + [ + "AIIA_Audio_Denoise", + "AIIA_Audio_Enhance", + "AIIA_Audio_Info", + "AIIA_Audio_PostProcess", + "AIIA_Audio_Silence_Splitter", + "AIIA_Audio_Speaker_Isolator", + "AIIA_Audio_Speaker_Merge", + "AIIA_Audio_Splice_Analyzer", + "AIIA_BodySway", + "AIIA_CosyVoice_ModelLoader", + "AIIA_CosyVoice_TTS", + "AIIA_CosyVoice_VoiceConversion", + "AIIA_Dialogue_TTS", + "AIIA_DittoLoader", + "AIIA_DittoSampler", + "AIIA_E2E_Speaker_Diarization", + "AIIA_EchoMimicLoader", + "AIIA_EchoMimicSampler", + "AIIA_FloatProcess_InMemory", + "AIIA_FloatProcess_ToDisk", + "AIIA_GenerateSpeakerSegments", + "AIIA_ImageSmartCrop", + "AIIA_PersonaLive_PhotoSampler_InMemory", + "AIIA_PersonaLive_PhotoSampler_ToDisk", + "AIIA_Podcast_Script_Parser", + "AIIA_Qwen_Dialogue_TTS", + "AIIA_Qwen_Loader", + "AIIA_Qwen_Model_Router", + "AIIA_Qwen_TTS", + "AIIA_Segment_Merge", + "AIIA_Subtitle_Gen", + "AIIA_Subtitle_Preview", + "AIIA_Subtitle_To_Segments", + "AIIA_TextDebugSplicer", + "AIIA_Utils_Image_Concanate", + "AIIA_VibeVoice_Loader", + "AIIA_VibeVoice_Preset_Maker", + "AIIA_VibeVoice_Realtime_TTS", + "AIIA_VibeVoice_TTS", + "AIIA_VideoCombine", + "AIIA_VoxCPM_Loader", + "AIIA_VoxCPM_TTS", + "AIIA_Web_Export", + "PersonaLiveCheckpointLoader", + "PersonaLivePhotoSampler" + ], + { + "title_aux": "ComfyUI_AIIA" + } + ], + "https://github.com/hay86/ComfyUI_DDColor": [ + [ + "D_DDColor" + ], + { + "title_aux": "ComfyUI DDColor" + } + ], + "https://github.com/hay86/ComfyUI_Dreamtalk": [ + [ + "D_DreamTalk" + ], + { + "title_aux": "ComfyUI Dreamtalk" + } + ], + "https://github.com/hay86/ComfyUI_Hallo": [ + [ + "D_HalloNode" + ], + { + "title_aux": "ComfyUI Hallo" + } + ], + "https://github.com/hay86/ComfyUI_LatentSync": [ + [ + "D_LatentSyncNode" + ], + { + "title_aux": "ComfyUI LatentSync" + } + ], + "https://github.com/hay86/ComfyUI_MiniCPM-V": [ + [ + "D_MiniCPM_VQA" + ], + { + "title_aux": "ComfyUI MiniCPM-V" + } + ], + "https://github.com/hay86/ComfyUI_OpenVoice": [ + [ + "D_OpenVoice_STS", + "D_OpenVoice_TTS", + "D_OpenVoice_TTS_V2" + ], + { + "title_aux": "ComfyUI OpenVoice" + } + ], + "https://github.com/hayd-zju/ICEdit-ComfyUI-official": [ + [ + "SaveImageWebsocket" + ], + { + "title_aux": "ICEdit-ComfyUI-official" + } + ], + "https://github.com/hayde0096/Comfyui-EasySettingpipes": [ + [ + "ConvertAny", + "PowerLoraLoader", + "PowerLoraStacker", + "SamplerSetup", + "SamplerSetupUnpack" + ], + { + "title_aux": "EasySettingpipes" + } + ], + "https://github.com/hben35096/ComfyUI-ReplenishNodes": [ + [ + "Batch Image Blend", + "FLOAT Output", + "Fill Alpha", + "Get Batch Count", + "Image Align", + "Image Blend BG", + "Integer Output", + "Load CLIP Name", + "Load Ckpt Name", + "Load Lora Name", + "Load Sampler Name", + "Load Scheduler Name", + "Load UNET Name", + "Mask Levels Adjust", + "Multi Line Text", + "Multiple Image Blend", + "Multiple Image Blend 2", + "Preview Image-JPEG", + "Reference Resize", + "Seed Output", + "To JPEG", + "To RGB" + ], + { + "title_aux": "ComfyUI-ReplenishNodes" + } + ], + "https://github.com/heheok/comfyui_wan2.1_vace_infinite_helpers": [ + [ + "CyclicCharacterAndBackgroundPrompt", + "LatestVideoFromFolder", + "PrepareControlVideo" + ], + { + "title_aux": "comfyui_wan2.1_vace_infinite_helpers" + } + ], + "https://github.com/hekmon/comfyui-checkpoint-extract": [ + [ + "CLIPModelSaver", + "VAEModelSaver" + ], + { + "title_aux": "comfyui-checkpoint-extract" + } + ], + "https://github.com/hekmon/comfyui-openai-api": [ + [ + "OAIAPI_ChatCompletion", + "OAIAPI_Client", + "OAIAPI_DeveloperRole", + "OAIAPI_ExtraBody", + "OAIAPI_FrequencyPenalty", + "OAIAPI_MaxTokens", + "OAIAPI_PresencePenalty", + "OAIAPI_Seed", + "OAIAPI_Temperature", + "OAIAPI_TopP" + ], + { + "title_aux": "ComfyUI OpenAI API" + } + ], + "https://github.com/heshengtao/comfyui_LLM_party": [ + [ + "About_us", + "AmapRegeoTool", + "AmapWeatherTool", + "Browser_display", + "CLIPTextEncode_party", + "Combine_Videos_party", + "Dingding", + "Dingding_tool", + "EasyOCR_advance", + "EasyOCR_choose", + "FeishuDownloadAudio", + "FeishuDownloadImage", + "FeishuGetHistory", + "FeishuSendMsg", + "FileOnlineDelete_gitee", + "FileOnlineStorage_gitee", + "FilePathExists", + "FolderCleaner", + "GGUFLoader", + "GeocodeTool", + "Image2Video_party", + "Images2Image", + "KG_csv_toolkit_developer", + "KG_csv_toolkit_user", + "KG_json_toolkit_developer", + "KG_json_toolkit_user", + "KG_neo_toolkit_developer", + "KG_neo_toolkit_user", + "KSampler_party", + "LLM", + "LLM_api_loader", + "LLM_local", + "LLM_local_loader", + "LLavaLoader", + "LorapathLoader", + "Lorebook", + "Mcp_tool", + "RSS_loader", + "RSS_tool", + "SpeedChange", + "URL2IMG", + "VAEDecode_party", + "accuweather_tool", + "advance_ebd_tool", + "aisuite_loader", + "any2str", + "any_switcher", + "api_function", + "api_tool", + "arxiv_tool", + "bing_loader", + "bing_tool", + "bool_logic", + "browser_use_tool", + "check_text", + "check_web_tool", + "classify_function", + "classify_function_plus", + "classify_persona", + "classify_persona_plus", + "clear_file", + "clear_model", + "custom_persona", + "custom_string_format", + "dall_e_tool", + "discord_bot", + "discord_file_monitor", + "discord_send", + "duckduckgo_loader", + "duckduckgo_tool", + "easy_GGUFLoader", + "easy_LLM_api_loader", + "easy_LLM_local_loader", + "easy_LLavaLoader", + "easy_load_llm_lora", + "easy_vlmLoader", + "ebd_tool", + "embeddings_function", + "end_anything", + "end_dialog", + "end_workflow", + "extra_parameters", + "feishu", + "feishu_tool", + "file_combine", + "file_combine_plus", + "file_path_iterator", + "files_read_tool", + "fish_tts", + "fish_whisper", + "flux_persona", + "get_string", + "github_tool", + "google_loader", + "google_tool", + "got_ocr", + "gpt_sovits", + "graph_md_to_html", + "html2img_function", + "ic_lora_persona", + "image_iterator", + "img2path", + "img_hosting", + "interpreter_function", + "interpreter_tool", + "interrupt_loop", + "json2text", + "json_extractor", + "json_get_value", + "json_iterator", + "json_parser", + "json_writing", + "keyword_tool", + "list_append", + "list_append_plus", + "list_extend", + "list_extend_plus", + "listen_audio", + "load_SQL_memo", + "load_bool", + "load_ebd", + "load_excel", + "load_file", + "load_file_folder", + "load_float", + "load_img_path", + "load_int", + "load_keyword", + "load_llm_lora", + "load_memo", + "load_name", + "load_openai_ebd", + "load_persona", + "load_redis_memo", + "load_url", + "load_wikipedia", + "md_to_excel", + "md_to_html", + "mini_error_correction", + "mini_flux_prompt", + "mini_flux_tag", + "mini_intent_recognition", + "mini_ocr", + "mini_party", + "mini_sd_prompt", + "mini_sd_tag", + "mini_story", + "mini_summary", + "mini_translate", + "none2false", + "omost_decode", + "omost_json2py", + "omost_setting", + "open_url_function", + "open_url_tool", + "openai_dall_e", + "openai_ebd_tool", + "openai_tts", + "openai_whisper", + "parameter_combine", + "parameter_combine_plus", + "parameter_function", + "path2img_tool", + "red_book_text_persona", + "replace_string", + "save_SQL_memo", + "save_ebd_database", + "save_memo", + "save_openai_ebd", + "save_redis_memo", + "savepersona", + "searxng_tool", + "send_to_wechat_official", + "show_text_party", + "sql_tool", + "srt2txt", + "start_anything", + "start_dialog", + "start_workflow", + "story_json_tool", + "str2float", + "str2int", + "string_combine", + "string_combine_plus", + "string_logic", + "substring", + "svg2html", + "svg2img_function", + "text2json", + "text2parameters", + "text_iterator", + "text_writing", + "time_sleep", + "time_tool", + "tool_combine", + "tool_combine_plus", + "translate_persona", + "txt2srt", + "url2img_tool", + "vlmLoader", + "weekday_tool", + "whisper_local", + "wikipedia_tool", + "work_wechat", + "work_wechat_tool", + "workflow_tool", + "workflow_transfer", + "workflow_transfer_v2" + ], + { + "title_aux": "comfyui_LLM_party" + } + ], + "https://github.com/heshengtao/comfyui_LLM_schools": [ + [ + "CausalLM_trainer", + "IA3_Arguments", + "LLM_Arguments", + "Lora_or_adapter_Arguments", + "P_or_Prompt_Arguments", + "Prefix_Arguments", + "download_dataset", + "get_dataset_name", + "split_dataset" + ], + { + "title_aux": "comfyui_LLM_schools" + } + ], + "https://github.com/hetima/ComfyUI-SingleLinePicker": [ + [ + "SLPFilenamePrefix", + "SLPLoraLoader", + "SLPLoraLoaderModelOnly", + "SLPSingleLinePicker" + ], + { + "title_aux": "ComfyUI-SingleLinePicker" + } + ], + "https://github.com/hexxacubic/ComfyUI-Prompt_Library": [ + [ + "Double_Prompt_Encode", + "FiveRandomLines", + "Multi_Wildcard_Loader", + "Prompt_Extender", + "Prompt_Library", + "Simple_Prompt_Library" + ], + { + "title_aux": "ComfyUI-Prompt_Library" + } + ], + "https://github.com/heyburns/PortraitUtils": [ + [ + "AutoAdjustNode", + "AutoColorConfigNode", + "AutoCropBorders", + "AutoWBColorMatch", + "ComparisonGate", + "CropImageByMargins", + "CropMaskByMargins", + "FilenameAppendSuffix", + "FitAspectHeadSafe", + "FluxResolutionPrepare", + "GpuSyncCacheClear", + "ImageMegapixelSelector", + "LoadImageCombined", + "MQBBoxMin", + "MultiPromptNode", + "OutpaintConfigNode", + "OutpaintPaddingComputeNode", + "PairedImageLoader", + "SeedVR2Prep", + "SimpleImageSaver", + "StitchByMask", + "StripBottomBanner", + "StripSolidBorders", + "WorkflowConfig" + ], + { + "title_aux": "PortraitUtils" + } + ], + "https://github.com/heyburns/image-chooser-classic": [ + [ + "Image Chooser", + "Image Chooser Classic", + "Preview Chooser Fabric", + "Simple Chooser" + ], + { + "author": "chrisgoringe", + "description": "Workflow-pausing image choosers (overlay and inline widgets) for ComfyUI", + "nickname": "Image Chooser Classic", + "title": "Image Chooser Classic", + "title_aux": "Image Chooser Classic" + } + ], + "https://github.com/hgabha/WWAA-CustomNodes": [ + [ + "WWAA_AdvancedGridLayoutNode", + "WWAA_AdvancedTextFileReader", + "WWAA_AdvancedTextReader", + "WWAA_BasicMathNode", + "WWAA_BeforeAfterSlider", + "WWAA_BuildString", + "WWAA_CameraAngleBuilder", + "WWAA_DisplayAny", + "WWAA_DitherNode", + "WWAA_GBCamera", + "WWAA_GridLayoutNode", + "WWAA_ImageDimensionCalculator", + "WWAA_ImageLoader", + "WWAA_ImageSwitcher", + "WWAA_ImageToTextFile", + "WWAA_IndexGridLayoutNode", + "WWAA_JPEGPreview", + "WWAA_JSONPromptBuilder", + "WWAA_LineCount", + "WWAA_MetadataSaver", + "WWAA_NestedLoopCounter", + "WWAA_NumberRangeAsString", + "WWAA_PromptWriter", + "WWAA_SaveJPEG", + "WWAA_SearchReplaceMulti", + "WWAA_SearchReplaceText", + "WWAA_SlicedArt", + "WWAA_Switch_Int", + "WWAA_VideoResolution" + ], + { + "title_aux": "WWAA-CustomNodes" + } + ], + "https://github.com/hhhzzyang/Comfyui_Lama": [ + [ + "LamaApply", + "LamaModelLoader", + "YamlConfigLoader" + ], + { + "title_aux": "Comfyui-Lama" + } + ], + "https://github.com/hiderminer/ComfyUI-HM-Utilities": [ + [ + "AutoCropImage", + "NormalizeImageWithRectangle" + ], + { + "title_aux": "ComfyUI-HM-Tools" + } + ], + "https://github.com/hieuck/ComfyUI-BiRefNet": [ + [ + "BiRefNet" + ], + { + "title_aux": "ComfyUI-BiRefNet-Fix utils" + } + ], + "https://github.com/hiforce/comfyui-hiforce-plugin": [ + [ + "HfBoolSwitchKSampleStatus", + "HfImageAutoExpansionSquare", + "HfImageToRGB", + "HfImageToRGBA", + "HfInitImageWithMaxSize", + "HfIterativeLatentUpscale", + "HfLoadImageWithCropper", + "HfLookbackSamplerLoader", + "HfLoopback", + "HfResizeImage", + "HfSampler", + "HfSamplerLoader", + "HfSamplerLoopback", + "HfSaveImage", + "HfSwitchKSampleStatus", + "HfTwoSamplersForMask", + "HfTwoStepSamplers", + "LoadImageFromURL" + ], + { + "title_aux": "Comfyui HiFORCE Plugin" + } + ], + "https://github.com/hinablue/ComfyUI_3dPoseEditor": [ + [ + "Hina.PoseEditor3D" + ], + { + "title_aux": "ComfyUI 3D Pose Editor" + } + ], + "https://github.com/hmwl/ComfyUI-TaskMonitor": [ + [ + "TaskMonitorNode" + ], + { + "title_aux": "ComfyUI-TaskMonitor" + } + ], + "https://github.com/hmwl/ComfyUI_zip": [ + [ + "CleanFolders", + "CompressImages", + "UnzipToInput" + ], + { + "title_aux": "ComfyUI_zip" + } + ], + "https://github.com/hnmr293/comfyui-savemem": [ + [ + "SaveImagesMemory", + "SaveLatentsMemory" + ], + { + "title_aux": "ComfyUI-SaveMem" + } + ], + "https://github.com/hobinrude/ComfyUI_DWposeDeluxe": [ + [ + "BatchKeypoints", + "CherryPickerFrames", + "CherryPickerTwoInputs", + "CustomOptions", + "DWposeDeluxeNode", + "FrameNumberNode", + "KeypointConverter", + "KeypointDiff", + "KeypointPrinter", + "KeypointRangeFromBatch", + "LoadPoseKeypoints", + "MergeKeypoints", + "PoseInterpolation", + "PoseResize", + "ReverseKeypoints" + ], + { + "title_aux": "ComfyUI_DWposeDeluxe" + } + ], + "https://github.com/hodanajan/optimal-crop-resolution": [ + [ + "AspectRatioCalculator", + "ResolutionMatcher" + ], + { + "title_aux": "optimal-crop-resolution" + } + ], + "https://github.com/hoveychen/ComfyUI-MusePose-Remaster": [ + [ + "musepose_getposes", + "musepose_inference" + ], + { + "title_aux": "ComfyUI-MusePose-Remaster" + } + ], + "https://github.com/hua1995116/comfyui_goenhance_ffmpeg_wm": [ + [ + "GOENHANCE_FFmpegWatermark" + ], + { + "title_aux": "comfyui_goenhance_ffmpeg_wm" + } + ], + "https://github.com/huagetai/ComfyUI-Gaffer": [ + [ + "ApplyICLight", + "CalculateNormalMap", + "GrayScaler", + "ICLightModelLoader", + "LightSource" + ], + { + "title_aux": "comfyui's gaffer(ComfyUI native implementation of IC-Light. )" + } + ], + "https://github.com/huagetai/ComfyUI_LightGradient": [ + [ + "ImageGradient", + "MaskGradient" + ], + { + "title_aux": "Light Gradient for ComfyUI" + } + ], + "https://github.com/huanngzh/ComfyUI-MVAdapter": [ + [ + "BiRefNet", + "ControlImagePreprocessor", + "ControlNetModelLoader", + "CustomLoraModelLoader", + "DiffusersMVModelMakeup", + "DiffusersMVPipelineLoader", + "DiffusersMVSampler", + "DiffusersMVSchedulerLoader", + "DiffusersMVVaeLoader", + "ImagePreprocessor", + "LdmPipelineLoader", + "LdmVaeLoader", + "ViewSelector" + ], + { + "title_aux": "ComfyUI-MVAdapter" + } + ], + "https://github.com/hubentu/ComfyUI-loras-loader": [ + [ + "ConvertGreyscaleNode", + "DynamicLoRALoader", + "ImageBatchToImageList", + "LoRAStringAdapter", + "MultiLoRAnameLoader", + "MultiLoraLoader", + "MultiTriggerLoader" + ], + { + "title_aux": "Multiple LoRA Loader for ComfyUI" + } + ], + "https://github.com/hubo502/ComfyUI-Env-Loader": [ + [ + "EnvKeySelector", + "EnvKeys" + ], + { + "title_aux": "ComfyUI-Env-Loader" + } + ], + "https://github.com/huchenlei/ComfyUI-IC-Light-Native": [ + [ + "ICLightApply", + "ICLightApplyMaskGrey", + "ICLightAppply", + "VAEEncodeArgMax" + ], + { + "title_aux": "ComfyUI-IC-Light-Native" + } + ], + "https://github.com/huchenlei/ComfyUI-layerdiffuse": [ + [ + "LayeredDiffusionApply", + "LayeredDiffusionCondApply", + "LayeredDiffusionCondJointApply", + "LayeredDiffusionDecode", + "LayeredDiffusionDecodeRGBA", + "LayeredDiffusionDecodeSplit", + "LayeredDiffusionDiffApply", + "LayeredDiffusionJointApply" + ], + { + "title_aux": "ComfyUI-layerdiffuse (layerdiffusion)" + } + ], + "https://github.com/huchenlei/ComfyUI-openpose-editor": [ + [ + "huchenlei.LoadOpenposeJSON" + ], + { + "title_aux": "ComfyUI-openpose-editor" + } + ], + "https://github.com/huchenlei/ComfyUI_DanTagGen": [ + [ + "PromptDanTagGen" + ], + { + "title_aux": "ComfyUI_DanTagGen" + } + ], + "https://github.com/huchenlei/ComfyUI_densediffusion": [ + [ + "DenseDiffusionAddCondNode", + "DenseDiffusionApplyNode" + ], + { + "title_aux": "ComfyUI DenseDiffusion" + } + ], + "https://github.com/huchenlei/ComfyUI_omost": [ + [ + "OmostDenseDiffusionLayoutNode", + "OmostGreedyBagsTextEmbeddingNode", + "OmostLLMChatNode", + "OmostLLMHTTPServerNode", + "OmostLLMLoaderNode", + "OmostLayoutCondNode", + "OmostLoadCanvasConditioningNode", + "OmostLoadCanvasPythonCodeNode", + "OmostRenderCanvasConditioningNode" + ], + { + "title_aux": "ComfyUI_omost" + } + ], + "https://github.com/hughescr/ComfyUI-OpenPose-Keypoint-Extractor": [ + [ + "Openpose Keypoint Extractor" + ], + { + "title_aux": "OpenPose Keypoint Extractor" + } + ], + "https://github.com/hugobb/FastGAN-ComfyUI-Node": [ + [ + "BlendLatents", + "GANImg2Img", + "GenerateImages", + "InvertToLatent", + "LoadFastGAN", + "LoadLatent", + "SampleLatent", + "SaveLatent" + ], + { + "title_aux": "fastgan-comfyui" + } + ], + "https://github.com/huihuihuiz/lora_downloader": [ + [ + "LoraDownloader" + ], + { + "title_aux": "LoRA Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/plugin_downloader": [ + [ + "PluginDownloader" + ], + { + "title_aux": "Plugin Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/unet_downloader": [ + [ + "UNetDownloader" + ], + { + "title_aux": "UNet Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/upscaler_downloader": [ + [ + "UpscalerDownloader" + ], + { + "title_aux": "Upscaler Downloader for ComfyUI" + } + ], + "https://github.com/huixingyun/ComfyUI-HX-Captioner": [ + [ + "HXOllamaCaptioner" + ], + { + "title_aux": "ComfyUI-HX-Captioner" + } + ], + "https://github.com/hujuying/ComfyUI-ModelScope-API": [ + [ + "ModelScopeImageCaptionNode", + "ModelScopeImageEditNode", + "ModelScopeImageNode", + "ModelScopeLoraPresetNode", + "ModelScopeMultiLoraLoaderNode", + "ModelScopeSingleLoraLoaderNode", + "ModelScopeTextNode", + "ModelScopeVisionNode" + ], + { + "title_aux": "ComfyUI ModelScope API Node" + } + ], + "https://github.com/hum-ma/ComfyUI-TiledVaeLite": [ + [ + "LTTiledVAEDecode" + ], + { + "title_aux": "ComfyUI-TiledVaeLite" + } + ], + "https://github.com/hunzmusic/ComfyUI-IG2MV": [ + [ + "DiffusersIGMVModelMakeup", + "DiffusersIGMVSampler" + ], + { + "title_aux": "ComfyUI-IG2MV" + } + ], + "https://github.com/hustille/ComfyUI_Fooocus_KSampler": [ + [ + "KSampler With Refiner (Fooocus)", + "KSamplerWithRefiner" + ], + { + "title_aux": "ComfyUI_Fooocus_KSampler" + } + ], + "https://github.com/hustille/ComfyUI_hus_utils": [ + [ + "3way Prompt Styler", + "Batch State", + "BatchState", + "Date Time Format", + "DateTimeFormat", + "Debug Extra", + "DebugExtra", + "Fetch widget value", + "FetchNodeValue", + "PromptStylerCSV3Way", + "Text Hash", + "TextHash" + ], + { + "title_aux": "hus' utils for ComfyUI" + } + ], + "https://github.com/huwenkai26/comfyui-remove-text": [ + [ + "ImageRemoveText" + ], + { + "title_aux": "ComfyUI Text Remove Node" + } + ], + "https://github.com/huygiatrng/Facefusion_comfyui": [ + [ + "AdvancedSwapFaceImage", + "AdvancedSwapFaceVideo", + "FaceDataVisualizer", + "FaceDetectorNode", + "FaceMaskVisualizer", + "FaceSwapApplier", + "PixelBoostNode", + "SwapFaceImage", + "SwapFaceVideo" + ], + { + "title_aux": "Facefusion_comfyui" + } + ], + "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher": [ + [ + "PyTorch210CompatibilityPatcher", + "PyTorchVersionChecker" + ], + { + "title_aux": "ComfyUI-PyTorch210Patcher" + } + ], + "https://github.com/huyl3-cpu/comfyui-sortlist": [ + [ + "AdaptiveResolution", + "ColabKeepAlive", + "RAMCleanup", + "Set Value With Path", + "SetValuesFromPanel", + "TunnelAutoReconnect", + "VF9_SetValue", + "VHS_ExtractVideoPath", + "image_to_sha256", + "move_file", + "rename_file", + "sort_list_string", + "steg_alpha_embed", + "steg_alpha_extract", + "steg_rgb_extract", + "string_clear_if_contains", + "video_audio_concat", + "video_cut_to_segments", + "video_dir_combiner", + "video_dir_combiner_ultra", + "video_mute_from_url", + "video_scene_splitter" + ], + { + "title_aux": "comfyui-huyl2-nodes" + } + ], + "https://github.com/hvppycoding/comfyui-json-prompt-renderer": [ + [ + "ExtractJSON", + "TemplateRenderFromJSON" + ], + { + "title_aux": "json prompt renderer" + } + ], + "https://github.com/hvppycoding/comfyui-random-sampler-scheduler-steps": [ + [ + "RandomSamplerSchedulerSteps" + ], + { + "title_aux": "RandomSamplerSchedulerSteps for ComfyUI" + } + ], + "https://github.com/hw5511/comfyui_hf_upscaler_loader": [ + [ + "CLIPModelLoaderFromHF", + "GGUFModelLoaderFromHF", + "UNETModelLoaderFromHF", + "UpscaleModelLoaderFromHF", + "VAEModelLoaderFromHF" + ], + { + "title_aux": "Woohee HF Upscaler Loader" + } + ], + "https://github.com/hwhaocool/ComfyUI-Select-Any": [ + [ + "SelectAnyValues" + ], + { + "title_aux": "ComfyUI-Select-Any" + } + ], + "https://github.com/hybskgks28275/ComfyUI-hybs-nodes": [ + [ + "HYBS_ConditionalLoRALoader", + "HYBS_RandomResolutionSelector", + "HYBS_ResolutionSelector", + "HYBS_SeedListGenerator" + ], + { + "title_aux": "ComfyUI-hybs-nodes" + } + ], + "https://github.com/hyukudan/comfyui-video-resolution": [ + [ + "VideoResolutionNode" + ], + { + "title_aux": "comfyui-video-resolution" + } + ], + "https://github.com/hyunamy/comfy-ui-on-complete-email-me": [ + [ + "OnCompleteEmailMe", + "OnCompletePlaySound", + "OnCompleteWebhook" + ], + { + "title_aux": "Comfy-UI on-complete-email-me" + } + ], + "https://github.com/iDAPPA/ComfyUI-AMDGPUMonitor": [ + [ + "AMDGPUMonitor" + ], + { + "title_aux": "AMD GPU Monitor for ComfyUI" + } + ], + "https://github.com/iFREEGROUP/comfyui-undistort": [ + [ + "IG_LoadCheckerboardImageForCalibrateCamera", + "IG_MatrixAndDistCoefToText", + "IG_Undistort" + ], + { + "title_aux": "comfyui-undistort" + } + ], + "https://github.com/iGavroche/ComfyUI-Ninode-Utils": [ + [ + "OpenAICompatibleChatNode" + ], + { + "title_aux": "Ninode Utils" + } + ], + "https://github.com/iGavroche/rocm-ninodes": [ + [ + "ROCMFluxBenchmark", + "ROCMLoRALoader", + "ROCMMemoryOptimizer", + "ROCMOptimizedCheckpointLoader", + "ROCMOptimizedKSampler", + "ROCMOptimizedKSamplerAdvanced", + "ROCMOptimizedVAEDecode", + "ROCMOptimizedVAEDecodeTiled", + "ROCMQuantizedModelOptimizer", + "ROCMSamplerPerformanceMonitor", + "ROCMVAEPerformanceMonitor", + "ROCmDiffusionLoader", + "ROCmGGUFLoader" + ], + { + "title_aux": "RocM Ninodes" + } + ], + "https://github.com/iSuneast/ComfyUI-WebhookNotifier": [ + [ + "WebhookNotifierAnyNode", + "WebhookNotifierNode" + ], + { + "title_aux": "ComfyUI-WebhookNotifier" + } + ], + "https://github.com/iacoposk8/ComfyUI-Fooocus-Inpaint-Wrapper": [ + [ + "AlignYourStepsScheduler", + "BasicScheduler", + "CLIPLoader", + "CLIPMergeSimple", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "ExponentialScheduler", + "FeatherMask", + "FirstNode", + "FlipSigmas", + "FooocusInpaintWrapper", + "FreeU", + "FreeU_V2", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LatentAdd", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeBlocks", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingContinuousEDM", + "ModelSamplingDiscrete", + "PatchModelAddDownscale", + "PerpNeg", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "PreviewImage", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_SDE", + "SamplerTCD", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveImage", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StyleModelApply", + "StyleModelLoader", + "TomePatchModel", + "UNETLoader", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "title_aux": "ComfyUI Fooocus Inpaint Wrapper" + } + ], + "https://github.com/iacoposk8/xor_pickle_nodes": [ + [ + "DecryptXORText", + "Load XOR Pickle From File", + "Save XOR Pickle To File" + ], + { + "title_aux": "ComfyUI XOR Text & Pickle Nodes" + } + ], + "https://github.com/ialhabbal/ComfyUI-Prompt-Verify": [ + [ + "Prompt Verify" + ], + { + "title_aux": "ComfyUI Prompt Verify" + } + ], + "https://github.com/ialhabbal/OcclusionMask": [ + [ + "BatchLoadImages", + "ImageOcclusion" + ], + { + "title_aux": "OcclusionMask" + } + ], + "https://github.com/iamandeepsandhu/ComfyUI-NSFW-Check": [ + [ + "NSFWScore" + ], + { + "title_aux": "NSFW Check for ComfyUI" + } + ], + "https://github.com/icesun963/ComfyUI_HFDownLoad": [ + [ + "Apply EasyOCR V2", + "HFDownLoad_Tool", + "LayerMask: SegmentAnythingUltra V2.1", + "LayerUtility: LaMa V2" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "HFDownLoad Node for ComfyUI" + } + ], + "https://github.com/ichabodcole/ComfyUI-Ichis-Pack": [ + [ + "ICHIS_Aspect_Ratio_Plus", + "ICHIS_Extract_Tags", + "ICHIS_Save_Tags", + "ICHIS_Tag_Category_Select", + "ICHIS_Tag_File_Loader", + "ICHIS_Tag_Sampler", + "ICHIS_Text_Selector" + ], + { + "title_aux": "ComfyUI-Ichis-Pack" + } + ], + "https://github.com/id7238/ComfyUI-PackedPipes": [ + [ + "PipePacker", + "PipeUnpacker" + ], + { + "title_aux": "ComfyUI-PackedPipes" + } + ], + "https://github.com/idrirap/ComfyUI-Lora-Auto-Trigger-Words": [ + [ + "FusionText", + "LoraListNames", + "LoraLoaderAdvanced", + "LoraLoaderStackedAdvanced", + "LoraLoaderStackedVanilla", + "LoraLoaderVanilla", + "LoraTagsOnly", + "Randomizer", + "TagsFormater", + "TagsSelector", + "TextInputBasic" + ], + { + "title_aux": "ComfyUI-Lora-Auto-Trigger-Words" + } + ], + "https://github.com/idvdii/ComfyUI-DvD-LoraTriggerwordsManager": [ + [ + "DvD_LoraLoader_ModelOnly", + "DvD_LoraLoader_Stack", + "DvD_LoraLoader_Standard" + ], + { + "title_aux": "ComfyUI-DvD-LoraTriggerwordsManager" + } + ], + "https://github.com/iemesowum/ComfyUI_IsaacNodes": [ + [ + "I_AmplitudeToWeights", + "I_BinaryAmplitudeGate", + "I_UnmixAudio", + "I_WeightsListToWeights" + ], + { + "author": "Isaac Emesowum", + "description": "This extension offers automatic drums extraction from audio files, as well as a few helper nodes to support my audio synchronization AnimateDiff workflows.", + "nickname": "Isaac's Nodes", + "title": "Isaac's Nodes", + "title_aux": "Isaac's Nodes" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_Dreamtalk": [ + [ + "IF_DreamTalk", + "IF_Dreamtalk" + ], + { + "title_aux": "IF_Dreamtalk" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_HFDownloaderNode": [ + [ + "IF_HFDownload", + "IF_HFDownloadNode" + ], + { + "title_aux": "IF_AI_HFDownloaderNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_ParlerTTSNode": [ + [ + "IF_ParlerTTS" + ], + { + "title_aux": "IF_ParlerTTSNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_WishperSpeechNode": [ + [ + "IF_WhisperSpeech" + ], + { + "title_aux": "IF_AI_WishperSpeechNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_DatasetMkr": [ + [ + "IF_DatasetMkr", + "IF_HyDatasetMkr" + ], + { + "title_aux": "IF_DatasetMkr" + } + ], + "https://github.com/if-ai/ComfyUI-IF_Gemini": [ + [ + "IFGeminiNode", + "IFPromptCombiner", + "IFTaskPromptManager" + ], + { + "title_aux": "IF_Gemini" + } + ], + "https://github.com/if-ai/ComfyUI-IF_LLM": [ + [ + "IF_DisplayText", + "IF_JoinText", + "IF_LLM", + "IF_LLM_DisplayOmni", + "IF_LLM_DisplayText", + "IF_LLM_DisplayTextWildcard", + "IF_LLM_JoinText", + "IF_LLM_ListModels", + "IF_LLM_LoadImagesS", + "IF_LLM_SaveText", + "IF_LLM_TextTyper", + "IF_LoadImagesS", + "IF_TextTyper", + "IF_saveText", + "ListModelsNode" + ], + { + "title_aux": "IF_LLM" + } + ], + "https://github.com/if-ai/ComfyUI-IF_MemoAvatar": [ + [ + "IF_MemoAvatar", + "IF_MemoCheckpointLoader" + ], + { + "title_aux": "IF_MemoAvatar" + } + ], + "https://github.com/if-ai/ComfyUI-IF_Trellis": [ + [ + "IF_TrellisCheckpointLoader", + "IF_TrellisImageTo3D" + ], + { + "title_aux": "IF_Trellis" + } + ], + "https://github.com/if-ai/ComfyUI-IF_VideoPrompts": [ + [ + "VideoPromptNode" + ], + { + "title_aux": "IF_VideoPrompts" + } + ], + "https://github.com/if-ai/ComfyUI-WanResolutionSelector": [ + [ + "VideoResolutionSelector" + ], + { + "title_aux": "ComfyUI-WanResolutionSelector" + } + ], + "https://github.com/if-ai/ComfyUI-yt_dl": [ + [ + "YouTubeDownloader" + ], + { + "title_aux": "ComfyUI-yt_dl" + } + ], + "https://github.com/if-ai/ComfyUI_HunyuanVideoFoley": [ + [ + "HunyuanVideoFoley", + "HunyuanVideoFoleyDependenciesLoader", + "HunyuanVideoFoleyGeneratorAdvanced", + "HunyuanVideoFoleyModelLoader", + "HunyuanVideoFoleyTorchCompile" + ], + { + "title_aux": "ComfyUI HunyuanVideo-Foley" + } + ], + "https://github.com/if-ai/ComfyUI_IF_AI_LoadImages": [ + [ + "IF_LoadImagesS" + ], + { + "title_aux": "IF_AI_LoadImages" + } + ], + "https://github.com/ifmylove2011/comfyui-missed-tool": [ + [ + "ColorImageFillRm", + "ImageQueueLoader", + "LoadImageA", + "LoraLoad", + "LoraMerge", + "LoraSaver", + "ScaleMultilplePixels", + "TextSplitToList", + "TrimBG", + "TrimBGAdvanced", + "TxtSave" + ], + { + "title_aux": "comfyui-missed-tool" + } + ], + "https://github.com/iguanesolutions/comfyui-ig1-tools": [ + [ + "IG1AspectRatioProperties", + "IG1FluxReport", + "IG1ImageSelector", + "IG1LoadImage", + "IG1QwenImageNativesResolutions", + "IG1Resolution", + "IG1ResolutionAdvisor", + "IG1ResolutionProperties" + ], + { + "title_aux": "Flux Resolution" + } + ], + "https://github.com/ihmily/ComfyUI-Light-Tool": [ + [ + "Light-Tool: AddBackground", + "Light-Tool: AddBackgroundV2", + "Light-Tool: BoundingBoxCropping", + "Light-Tool: Calculate", + "Light-Tool: ConvertNumType", + "Light-Tool: CropImage", + "Light-Tool: DeserializeJsonString", + "Light-Tool: GetImageSize", + "Light-Tool: GetImagesCount", + "Light-Tool: GetSideLength", + "Light-Tool: Hex2RGB", + "Light-Tool: ImageConcat", + "Light-Tool: ImageMaskApply", + "Light-Tool: ImageOverlay", + "Light-Tool: ImageToMask", + "Light-Tool: InputText", + "Light-Tool: InputTextList", + "Light-Tool: InvertMask", + "Light-Tool: IsTransparent", + "Light-Tool: KeyValue", + "Light-Tool: LoadImage", + "Light-Tool: LoadImageFromURL", + "Light-Tool: LoadImagesFromDir", + "Light-Tool: LoadMetadataFromURL", + "Light-Tool: LoadVideo", + "Light-Tool: MaskBoundingBoxCropping", + "Light-Tool: MaskContourExtractor", + "Light-Tool: MaskImageToTransparent", + "Light-Tool: MaskToImage", + "Light-Tool: MorphologicalTF", + "Light-Tool: PhantomTankEffect", + "Light-Tool: PreviewVideo", + "Light-Tool: RGB2Hex", + "Light-Tool: RGB2RGBA", + "Light-Tool: RGBA2RGB", + "Light-Tool: ResizeImage", + "Light-Tool: ResizeImageByMaxSize", + "Light-Tool: ResizeImageByMinSize", + "Light-Tool: ResizeImageByRatio", + "Light-Tool: ResizeImageV2", + "Light-Tool: SaveMetadata", + "Light-Tool: SaveToAliyunOSS", + "Light-Tool: SaveVideo", + "Light-Tool: ScaleImage", + "Light-Tool: SerializeJsonObject", + "Light-Tool: ShowAnything", + "Light-Tool: ShowText", + "Light-Tool: SimpleImageOverlay", + "Light-Tool: SimpleTextConnect", + "Light-Tool: SolidColorBackground", + "Light-Tool: TextConnect", + "Light-Tool: TextReplace", + "Light-Tool: UpscaleImage" + ], + { + "author": "Hmily", + "description": "An awesome light tool nodes for ComfyUI.", + "nickname": "ComfyUI-Light-Tool", + "title": "ComfyUI-Light-Tool", + "title_aux": "ComfyUI-Light-Tool" + } + ], + "https://github.com/ihmily/comfy-deploy": [ + [ + "ComfyDeployExternalFloat", + "ComfyDeployExternalImage", + "ComfyDeployExternalImageBatch", + "ComfyDeployExternalInt", + "ComfyDeployExternalText" + ], + { + "author": "Hmily", + "description": "Easy deploy API for ComfyUI.", + "nickname": "comfy-deploy", + "title": "comfy-deploy", + "title_aux": "comfy-deploy" + } + ], + "https://github.com/illuminatianon/comfyui-csvwildcards": [ + [ + "CSVWildcardNode", + "DisplayTextNode" + ], + { + "title_aux": "CSV Wildcard Node for ComfyUI" + } + ], + "https://github.com/illuminatianon/comfyui-lumi-tools": [ + [ + "LumiGeminiImagenConfig", + "LumiGoogleImagenProvider", + "LumiLLMImagenProcessor", + "LumiLLMPromptProcessor", + "LumiNoiseToSeed", + "LumiOpenRouterImagenProvider", + "LumiOpenRouterProvider", + "LumiSaveImage", + "LumiSeed", + "LumiShowText", + "LumiShufflePrompt", + "LumiTextInput", + "LumiWildcardProcessor", + "LumiWrapText" + ], + { + "title_aux": "comfyui-lumi-tools" + } + ], + "https://github.com/imb101/ComfyUI-FaceSwap": [ + [ + "FaceSwapNode" + ], + { + "title_aux": "FaceSwap" + } + ], + "https://github.com/infinigence/ComfyUI-Infinigence-Nodes": [ + [ + "DrawTextNode", + "Qwen2.5VL_api" + ], + { + "title_aux": "ComfyUI-Infinigence-Nodes" + } + ], + "https://github.com/injet-zhou/comfyui_extra_api": [ + [ + "SimpleGenImageInterface" + ], + { + "title_aux": "comfyui_extra_api" + } + ], + "https://github.com/inventorado/ComfyUI_NNT": [ + [ + "NntAnalyzeInferenceMetrics", + "NntAnalyzeModel", + "NntCompileModel", + "NntDataLoader", + "NntDatasetToImageTensor", + "NntDatasetToTargetTensor", + "NntDatasetToTensor", + "NntDatasetToTextTensor", + "NntDefineActivationLayer", + "NntDefineAlibiPositionalBias", + "NntDefineConvLayer", + "NntDefineDenseLayer", + "NntDefineFlattenLayer", + "NntDefineGRULayer", + "NntDefineLSTMLayer", + "NntDefineLinearAttention", + "NntDefineLocalAttention", + "NntDefineMultiheadAttention", + "NntDefineNormLayer", + "NntDefinePoolingLayer", + "NntDefinePositionalEncoding", + "NntDefineRNNLayer", + "NntDefineReformerAttention", + "NntDefineRelativePositionBias", + "NntDefineReshapeLayer", + "NntDefineRotaryPositionalEmbedding", + "NntDefineTransformerEncoderLayer", + "NntDefineTransformerXLAttention", + "NntDefineVanillaAttention", + "NntEditModelLayers", + "NntEvaluatePredictions", + "NntFileLoader", + "NntFineTuneModel", + "NntHuggingFaceDataLoader", + "NntImageToTensor", + "NntInference", + "NntInputLayer", + "NntLoadModel", + "NntMergeExtendModel", + "NntPlotTensors", + "NntRandomTensorGenerator", + "NntSHAPSummaryNode", + "NntSaveModel", + "NntShowLayerStack", + "NntShowModelInfo", + "NntTensorElementToImage", + "NntTensorOperations", + "NntTensorSlice", + "NntTensorToText", + "NntTextBatchProcessor", + "NntTextToTensor", + "NntTimeSeriesDataLoader", + "NntTorchvisionDataLoader", + "NntTorchvisionDatasets", + "NntTrainModel", + "NntTrainingHyperparameters", + "NntVisualizeConfidenceScores", + "NntVisualizeGraph", + "NntVisualizePredictionMetrics", + "NntVisualizeTrainingMetrics" + ], + { + "title_aux": "ComfyUI Neural Network Toolkit NNT " + } + ], + "https://github.com/irreveloper/ComfyUI-DSD": [ + [ + "DSDGeminiPromptEnhancer", + "DSDImageGenerator", + "DSDModelDownloader", + "DSDModelLoader", + "DSDModelSelector", + "DSDResizeSelector" + ], + { + "title_aux": "ComfyUI-DSD" + } + ], + "https://github.com/isala404/comfy-workflow-api": [ + [ + "WebhookReceiver", + "WebhookSend", + "WebhookTransformer" + ], + { + "title_aux": "comfy-workflow-api" + } + ], + "https://github.com/iwanders/ComfyUI_nodes": [ + [ + "IW_JsonPickItem", + "IW_ModelHook", + "IW_StringConcat", + "IW_StringFromInt", + "IW_StringNode", + "IW_StringPrint", + "IW_StringReplace", + "IW_StringSave", + "IW_TokenizerVocab" + ], + { + "title_aux": "iwanders/ComfyUI_nodes" + } + ], + "https://github.com/jacklukai/ComfyUI_DeployCash": [ + [ + "DeployCash", + "DeployCash_saveImage", + "DeployCash_textInput" + ], + { + "title_aux": "ComfyUI_DeployCash" + } + ], + "https://github.com/jags111/ComfyUI_Jags_Audiotools": [ + [ + "BatchJoinAudio", + "BatchToList", + "BitCrushAudioFX", + "BulkVariation", + "ChorusAudioFX", + "ClippingAudioFX", + "CompressorAudioFX", + "ConcatAudioList", + "ConvolutionAudioFX", + "CutAudio", + "DelayAudioFX", + "DistortionAudioFX", + "DuplicateAudio", + "GainAudioFX", + "GenerateAudioSample", + "GenerateAudioWave", + "GetAudioFromFolderIndex", + "GetSingle", + "GetStringByIndex", + "HighShelfFilter", + "HighpassFilter", + "ImageToSpectral", + "InvertAudioFX", + "JoinAudio", + "LadderFilter", + "LimiterAudioFX", + "ListToBatch", + "LoadAudioDir", + "LoadAudioFile", + "LoadAudioModel (DD)", + "LoadVST3", + "LowShelfFilter", + "LowpassFilter", + "MP3CompressorAudioFX", + "MixAudioTensors", + "NoiseGateAudioFX", + "OTTAudioFX", + "PeakFilter", + "PhaserEffectAudioFX", + "PitchShiftAudioFX", + "PlotSpectrogram", + "PreviewAudioFile", + "PreviewAudioTensor", + "ResampleAudio", + "ReverbAudioFX", + "ReverseAudio", + "SaveAudioTensor", + "SequenceVariation", + "SliceAudio", + "SoundPlayer", + "StretchAudio", + "samplerate" + ], + { + "author": "jags111", + "description": "This extension offers various audio generation tools", + "nickname": "Audiotools", + "title": "Jags_Audiotools", + "title_aux": "Jags_Audiotools" + } + ], + "https://github.com/jags111/ComfyUI_Jags_VectorMagic": [ + [ + "CircularVAEDecode", + "JagsCLIPSeg", + "JagsClipseg", + "JagsCombineMasks", + "YoloSEGdetectionNode", + "YoloSegNode", + "color_drop", + "xy_Tiling_KSampler" + ], + { + "author": "jags111", + "description": "This extension offers various vector manipulation and generation tools", + "nickname": "Jags_VectorMagic", + "title": "Jags_VectorMagic", + "title_aux": "Jags_VectorMagic" + } + ], + "https://github.com/jags111/efficiency-nodes-comfyui": [ + [ + "AnimateDiff Script", + "Apply ControlNet Stack", + "Control Net Stacker", + "Eff. Loader SDXL", + "Efficient Loader", + "HighRes-Fix Script", + "Image Overlay", + "Join XY Inputs of Same Type", + "KSampler (Efficient)", + "KSampler Adv. (Efficient)", + "KSampler SDXL (Eff.)", + "LatentUpscaler", + "LoRA Stack to String converter", + "LoRA Stacker", + "Manual XY Entry Info", + "NNLatentUpscale", + "NNlLatentUpscale", + "Noise Control Script", + "Pack SDXL Tuple", + "Tiled Upscaler Script", + "Unpack SDXL Tuple", + "XY Input: Add/Return Noise", + "XY Input: Aesthetic Score", + "XY Input: CFG Scale", + "XY Input: Checkpoint", + "XY Input: Clip Skip", + "XY Input: Control Net", + "XY Input: Control Net Plot", + "XY Input: Denoise", + "XY Input: LoRA", + "XY Input: LoRA Plot", + "XY Input: LoRA Stacks", + "XY Input: Manual XY Entry", + "XY Input: Prompt S/R", + "XY Input: Refiner On/Off", + "XY Input: Sampler/Scheduler", + "XY Input: Seeds++ Batch", + "XY Input: Steps", + "XY Input: VAE", + "XY Plot" + ], + { + "title_aux": "Efficiency Nodes for ComfyUI Version 2.0+" + } + ], + "https://github.com/jaimitoes/ComfyUI_Wan2_1_lora_trainer": [ + [ + "MusubiCompileSettings", + "MusubiMemorySettings", + "MusubiSamplingSettings", + "WanCacheLatents", + "WanCacheTextEncoder", + "WanDatasetConfig", + "WanLoRATrainer" + ], + { + "title_aux": "ComfyUI_Wan2_1_lora_trainer" + } + ], + "https://github.com/jajos12/Comfyui-WanVideo-Context": [ + [ + "WanVideoContextSelector" + ], + { + "title_aux": "Comfyui-WanVideo-Context" + } + ], + "https://github.com/jamal-alkharrat/ComfyUI_rotate_image": [ + [ + "RotateImage" + ], + { + "title_aux": "ComfyUI_rotate_image" + } + ], + "https://github.com/jamesWalker55/comfyui-p2ldgan": [ + [ + "P2LDGAN" + ], + { + "title_aux": "ComfyUI - P2LDGAN Node" + } + ], + "https://github.com/jamesWalker55/comfyui-various": [ + [ + "BatchLoadImage", + "BatchSaveImage", + "GroupInfoExtractFloat", + "GroupInfoExtractInt", + "GroupLoadBatchImages", + "GroupLoadImage", + "JWAudioBlend", + "JWAudioSaveToPath", + "JWDatetimeString", + "JWImageBatchCount", + "JWImageContrast", + "JWImageExtractFromBatch", + "JWImageFlip", + "JWImageLevels", + "JWImageLoadRGB", + "JWImageLoadRGBA", + "JWImageLoadRGBA From Clipboard", + "JWImageLoadRGBFromClipboard", + "JWImageLoadRGBIfExists", + "JWImageMix", + "JWImageResize", + "JWImageResizeByFactor", + "JWImageResizeByLongerSide", + "JWImageResizeByShorterSide", + "JWImageResizeToSquare", + "JWImageSaturation", + "JWImageSaveToPath", + "JWImageSequenceExtractFromBatch", + "JWImageStackChannels", + "JWInfoHashExtractFloat", + "JWInfoHashExtractInteger", + "JWInfoHashExtractString", + "JWInfoHashFromInfoHashList", + "JWInfoHashFromRangedInfo", + "JWInfoHashListExtractStringList", + "JWInfoHashListFromRangedInfo", + "JWInfoHashPrint", + "JWLoadAudio", + "JWLoadImageSequence", + "JWLoadImagesFromString", + "JWLoopImageSequence", + "JWMaskLikeImageSize", + "JWMaskResize", + "JWMaskSequenceApplyToLatent", + "JWMaskSequenceFromMask", + "JWMaskSequenceJoin", + "JWPrintFloat", + "JWPrintImage", + "JWPrintInteger", + "JWPrintLatent", + "JWPrintMask", + "JWPrintString", + "JWRangedInfoCalculateSubBatch", + "JWReferenceOnly", + "JWSaveImageSequence", + "JWStringListCLIPEncode", + "JWStringListFromString", + "JWStringListFromStrings", + "JWStringListJoin", + "JWStringListRepeat", + "JWStringListToFormatedString", + "JWStringListToString", + "JWUncropCrop", + "JWUncropNewRect", + "JWUncropUncrop", + "JamesLoadImageGroup", + "RAFTEstimate", + "RAFTFlowToImage", + "RAFTLoadFlowFromEXRChannels", + "RCReceiveFloat", + "RCReceiveFloatList", + "RCReceiveInt", + "RCReceiveIntList", + "RCReceiveLatent", + "RCSendLatent" + ], + { + "nodename_pattern": "^JW", + "title_aux": "Various ComfyUI Nodes by Type" + } + ], + "https://github.com/jamesk9526/NoxPrompter-ComfyUI-CustomNode": [ + [ + "NoxPromptActionDirector", + "NoxPromptAnalyzer", + "NoxPromptBuilder", + "NoxPromptCameraMaster", + "NoxPromptCamz", + "NoxPromptCharacterCreator", + "NoxPromptCombiner", + "NoxPromptEnhancer", + "NoxPromptHumanDesigner", + "NoxPromptLightingMaster", + "NoxPromptNSFWActionDirector", + "NoxPromptNSFWDesigner", + "NoxPromptNarrativeWeaver", + "NoxPromptPaletteMixer", + "NoxPromptPipelineCombiner", + "NoxPromptWardrobeDesigner" + ], + { + "title_aux": "ComfyUI Nox Prompter" + } + ], + "https://github.com/jammyfu/ComfyUI_PaintingCoderUtils": [ + [ + "PaintingCoder::DynamicImageCombiner", + "PaintingCoder::DynamicMaskCombiner", + "PaintingCoder::ImageLatentCreator", + "PaintingCoder::ImageLatentCreatorPlus", + "PaintingCoder::ImageResolutionAdjuster", + "PaintingCoder::ImageSizeCreator", + "PaintingCoder::ImageSizeCreatorPlus", + "PaintingCoder::ImageSwitch", + "PaintingCoder::ImageToBase64", + "PaintingCoder::LatentSwitch", + "PaintingCoder::MaskPreview", + "PaintingCoder::MaskSwitch", + "PaintingCoder::MultilineTextInput", + "PaintingCoder::OutputToTextConverter", + "PaintingCoder::RemoveEmptyLinesAndLeadingSpaces", + "PaintingCoder::ShowTextPlus", + "PaintingCoder::SimpleTextInput", + "PaintingCoder::TextCombiner", + "PaintingCoder::TextSwitch", + "PaintingCoder::WebImageLoader" + ], + { + "title_aux": "Painting Coder Utils" + } + ], + "https://github.com/jandan520/ComfyUI-AdvancedCameraPrompts": [ + [ + "AdvancedCameraControlNode" + ], + { + "title_aux": "ComfyUI-AdvancedCameraPrompts" + } + ], + "https://github.com/jasonjgardner/comfui-substance-designer-integration": [ + [ + "SubstanceBatchProcessor", + "SubstanceCooker", + "SubstanceInfoExtractor", + "SubstanceParameterController", + "SubstanceRenderer" + ], + { + "title_aux": "ComfyUI Substance Designer Integration Plugin" + } + ], + "https://github.com/jasonjgardner/comfyui-pixel-art-scalers": [ + [ + "PixelArtScaler" + ], + { + "title_aux": "comfyui-pixel-art-scalers" + } + ], + "https://github.com/jav12z/ComfyUI-ToyShaders": [ + [ + "ShaderCodeInput", + "ToyShaderNode" + ], + { + "title_aux": "ComfyUI-ToyShaders" + } + ], + "https://github.com/jax-explorer/ComfyUI-InstantCharacter": [ + [ + "InstantCharacterGenerate", + "InstantCharacterLoadModel", + "InstantCharacterLoadModelFromLocal" + ], + { + "title_aux": "ComfyUI-InstantCharacter" + } + ], + "https://github.com/jax-explorer/ComfyUI-VideoBasic": [ + [ + "VideoBasicLoadVideo", + "VideoBasicMergeVideo", + "VideoBasicVideoSave", + "VideoBasicVideoUpscaleWithModel" + ], + { + "title_aux": "ComfyUI-VideoBasic" + } + ], + "https://github.com/jax-explorer/ComfyUI-VideoBasicLatentSync": [ + [ + "VideoBasicLatentSyncLengthAdjuster", + "VideoBasicLatentSyncNode" + ], + { + "title_aux": "ComfyUI-VideoBasicLatentSync" + } + ], + "https://github.com/jax-explorer/ComfyUI-easycontrol": [ + [ + "EasyControlGenerate", + "EasyControlLoadFlux", + "EasyControlLoadLora", + "EasyControlLoadMultiLora", + "EasyControlLoadStyleLora", + "EasyControlLoadStyleLoraFromCivitai" + ], + { + "title_aux": "ComfyUI-easycontrol" + } + ], + "https://github.com/jax-explorer/comfyui-model-dynamic-loader": [ + [ + "ComfyOnlineSaveFile", + "ComfyOnlineUploadAnything", + "EmbeddingLoader", + "LoadCheckpointFromCivitAI", + "LoadHunyuanLoraFromCivitAI", + "LoadHunyuanLoraFromComfyOnline", + "LoadHunyuanLoraFromHF", + "LoadImageFromURL", + "LoadLoraFromCivitAI", + "LoadLoraFromComfyOnline", + "LoadLoraFromHF", + "LoadLoraFromHFWithToken", + "LoadWanVideoLoraFromCivitAI", + "LoadWanVideoLoraFromComfyOnline", + "LoadWanVideoLoraFromHF", + "SaveAudioAsWav", + "SaveText" + ], + { + "title_aux": "comfyui-model-dynamic-loader" + } + ], + "https://github.com/jax-explorer/fast_video_comfyui": [ + [ + "FastImageListToImageBatch" + ], + { + "title_aux": "fast_video_comfyui" + } + ], + "https://github.com/jchiotaka/comfyui-tile-calculator": [ + [ + "TileCalculator" + ], + { + "title_aux": "comfyui-tile-calculator" + } + ], + "https://github.com/jeankassio/ComfyUI_MusicTools": [ + [ + "Music_AudioMixer", + "Music_AudioTrimmer", + "Music_AudioUpscale", + "Music_Compressor", + "Music_Equalize", + "Music_Gain", + "Music_LufsNormalizer", + "Music_MasterAudioEnhancement", + "Music_NoiseRemove", + "Music_Reverb", + "Music_StemRecombination", + "Music_StemSeparation", + "Music_StereoEnhance" + ], + { + "title_aux": "ComfyUI_MusicTools" + } + ], + "https://github.com/jeankassio/JK-AceStep-Nodes": [ + [ + "AceStepClaude_Lyrics", + "AceStepCohere_Lyrics", + "AceStepCompileSettings", + "AceStepFireworks_Lyrics", + "AceStepGeminiLyrics", + "AceStepGemini_Lyrics", + "AceStepGroqLyrics", + "AceStepGroq_Lyrics", + "AceStepHuggingFace_Lyrics", + "AceStepKSampler", + "AceStepKSamplerAdvanced", + "AceStepOpenAI_Lyrics", + "AceStepPerplexity_Lyrics", + "AceStepPostProcess", + "AceStepPromptGen", + "AceStepReplicate_Lyrics", + "AceStepSaveText", + "AceStepTogetherAI_Lyrics", + "AceStepTorchCompile", + "AceStepVocoderAdapter", + "AudioQualityEvaluator" + ], + { + "title_aux": "JK AceStep Nodes" + } + ], + "https://github.com/jeffrey2212/ComfyUI-PonyCharacterPrompt": [ + [ + "Pony Character Prompt Picker" + ], + { + "title_aux": "Pony Character Prompt Picker for ComfyUI" + } + ], + "https://github.com/jeffy5/comfyui-faceless-node": [ + [ + "FacelessFaceRestore", + "FacelessFaceSwap", + "FacelessLoadImageUrl", + "FacelessLoadVideo", + "FacelessLoadVideoImages", + "FacelessLoadVideoUrl", + "FacelessMergeVideos", + "FacelessRemoveBackground", + "FacelessSaveVideo", + "FacelessUploadVideo", + "FacelessVideoFaceRestore", + "FacelessVideoFaceSwap", + "FacelessVideoRemoveBackground" + ], + { + "title_aux": "Faceless Node for ComfyUI" + } + ], + "https://github.com/jerrylongyan/ComfyUI-My-Mask": [ + [ + "MaskToBottonHalfConvexMask", + "MaskToConvexMask" + ], + { + "title_aux": "ComfyUI-My-Mask" + } + ], + "https://github.com/jerrywap/ComfyUI_LoadImageFromHttpURL": [ + [ + "LoadImageFromHttpURL" + ], + { + "title_aux": "ComfyUI_LoadImageFromHttpURL" + } + ], + "https://github.com/jerrywap/ComfyUI_UploadToWebhookHTTP": [ + [ + "UploadToWebHookHTTP" + ], + { + "title_aux": "ComfyUI_UploadToWebhookHTTP" + } + ], + "https://github.com/jesenzhang/ComfyUI_StreamDiffusion": [ + [ + "StreamDiffusion_Loader", + "StreamDiffusion_Sampler" + ], + { + "title_aux": "ComfyUI_StreamDiffusion" + } + ], + "https://github.com/jessesep/SimpleVariables": [ + [ + "SimpleClear", + "SimpleGet", + "SimpleList", + "SimpleSet" + ], + { + "title_aux": "SimpleVariables" + } + ], + "https://github.com/jfcantu/ComfyUI-AutoNotes": [ + [ + "AutoNotesNode" + ], + { + "title_aux": "ComfyUI AutoNotes" + } + ], + "https://github.com/jfcantu/ComfyUI-Prompt-Companion": [ + [ + "PromptCompanion_AddSubprompt", + "PromptCompanion_LoadCheckpointWithSubprompt", + "PromptCompanion_StringsToSubprompt", + "PromptCompanion_SubpromptToStrings" + ], + { + "title_aux": "ComfyUI Prompt Companion" + } + ], + "https://github.com/jhj0517/ComfyUI-Moondream-Gaze-Detection": [ + [ + "(Down)Load Moondream Model", + "Gaze Detection", + "Gaze Detection Video" + ], + { + "title_aux": "ComfyUI-Moondream-Gaze-Detection" + } + ], + "https://github.com/jhj0517/ComfyUI-jhj-Kokoro-Onnx": [ + [ + "(Down)Load Kokoro Model", + "Kokoro Audio Generator" + ], + { + "title_aux": "ComfyUI jhj Kokoro Onnx" + } + ], + "https://github.com/jiafuzeng/comfyui-LatentSync": [ + [ + "LatentSyncNode" + ], + { + "title_aux": "LatentSync" + } + ], + "https://github.com/jialuw0830/flux_api_comfyui_plugin": [ + [ + "EigenAIFluxNode", + "EigenAIKontextNode", + "EigenAIQwenNode", + "nodes" + ], + { + "title_aux": "Eigen AI FLUX API Plugin" + } + ], + "https://github.com/jianglinbin/ComfyUI-AnglesSelect": [ + [ + "AnglesSelector3D", + "SimpleAnglesSelector" + ], + { + "title_aux": "ComfyUI 3D Angles Selector" + } + ], + "https://github.com/jiaqianjing/ComfyUI-MidjourneyHub": [ + [ + "GPTImageEditNode", + "GPTImageGenerateNode", + "GeminiImageEditNode", + "GeminiImageGenerateNode", + "MidjourneyActionNode", + "MidjourneyBatchActionNode", + "MidjourneyBlendNode", + "MidjourneyImagineNode" + ], + { + "title_aux": "ComfyUI-MidjourneyHub" + } + ], + "https://github.com/jiaxiangc/ComfyUI-ResAdapter": [ + [ + "ResAdapterLoader" + ], + { + "title_aux": "ResAdapter for ComfyUI" + } + ], + "https://github.com/jinanlongen/ComfyUI-Prompt-Expander": [ + [ + "PromptExpanderNode" + ], + { + "title_aux": "ComfyUI Prompt Expander Node" + } + ], + "https://github.com/jinchanz/ComfyUI-ADIC": [ + [ + "ADICOpenAIGPTImage1", + "ADIC_COMMON_API", + "AliCloudOSSUpload", + "IdeaLabImageGenerate", + "ImageTranslateAPI", + "ImageTranslateParamsBuilder", + "ImageTranslateResultExtractor", + "LoadImagesFromUrls", + "MaletteFluxKontextImageScale", + "MaletteImageConcatFromBatch", + "MaletteImageStitch", + "MaletteReferenceLatent", + "MarketImageGenerateWithPolling", + "OpenAIGPTImage1", + "PythonCodeExecutor", + "StringToJsonArray" + ], + { + "title_aux": "ComfyUI-ADIC" + } + ], + "https://github.com/jitcoder/lora-info": [ + [ + "ImageFromURL", + "LoraInfo" + ], + { + "title_aux": "LoraInfo" + } + ], + "https://github.com/jjkramhoeft/ComfyUI-Jjk-Nodes": [ + [ + "JjkConcat", + "JjkShowText", + "JjkText", + "SDXLRecommendedImageSize" + ], + { + "title_aux": "ComfyUI-Jjk-Nodes" + } + ], + "https://github.com/jkrauss82/ultools-comfyui": [ + [ + "CLIPTextEncodeWithStats", + "OpenPoseEditorAdv", + "SaveImgAdv", + "SolidMaskAdv" + ], + { + "title_aux": "ULTools for ComfyUI" + } + ], + "https://github.com/jn-jairo/jn_comfyui": [ + [ + "JN_AreaAround", + "JN_AreaInfo", + "JN_AreaNormalize", + "JN_AreaToMask", + "JN_AreaWidthHeight", + "JN_AreaXY", + "JN_AudioArrayToBatch", + "JN_AudioAutoTune", + "JN_AudioBatchToArray", + "JN_AudioCompare", + "JN_AudioConcatenation", + "JN_AudioGetChannels", + "JN_AudioInfo", + "JN_AudioNoiseReduction", + "JN_AudioNormalize", + "JN_AudioPitch", + "JN_AudioPlot", + "JN_AudioReverberation", + "JN_AudioSampleRate", + "JN_AudioSetChannels", + "JN_AudioSlice", + "JN_AudioSpeed", + "JN_AudioSplitChannels", + "JN_AudioStackChannels", + "JN_AudioTempo", + "JN_AudioTrimSilence", + "JN_AudioVolume", + "JN_Blip", + "JN_BlipLoader", + "JN_BooleanOperation", + "JN_Condition", + "JN_CoolDown", + "JN_CoolDownOutput", + "JN_DatetimeFormat", + "JN_DatetimeInfo", + "JN_DatetimeNow", + "JN_Dump", + "JN_DumpOutput", + "JN_Exec", + "JN_ExecOutput", + "JN_FaceCrop", + "JN_FaceRestoreModelLoader", + "JN_FaceRestoreWithModel", + "JN_FirstActive", + "JN_Flow", + "JN_FlowOutput", + "JN_ImageAddBackground", + "JN_ImageAddMask", + "JN_ImageBatch", + "JN_ImageCenterArea", + "JN_ImageCrop", + "JN_ImageGrid", + "JN_ImageInfo", + "JN_ImageRemoveBackground", + "JN_ImageSharpness", + "JN_ImageSquare", + "JN_ImageToMask", + "JN_ImageUncrop", + "JN_KSampler", + "JN_KSamplerAdvancedParams", + "JN_KSamplerFaceRestoreParams", + "JN_KSamplerResizeInputParams", + "JN_KSamplerResizeMaskAreaParams", + "JN_KSamplerResizeOutputParams", + "JN_KSamplerSeamlessParams", + "JN_KSamplerTileParams", + "JN_KeyValue", + "JN_LoadAudioDirectory", + "JN_LoadImageDirectory", + "JN_LogicOperation", + "JN_MaskBatch", + "JN_MaskInfo", + "JN_MaskToArea", + "JN_MaskToImage", + "JN_MathOperation", + "JN_MathOperationArray", + "JN_MeowHrtfAudio3d", + "JN_MeowHrtfModel", + "JN_MeowHrtfPosition", + "JN_MeowLoadVoice", + "JN_MeowSaveVoice", + "JN_MeowSentenceSplit", + "JN_MeowTts", + "JN_MeowTtsAudioToContext", + "JN_MeowTtsCoarse", + "JN_MeowTtsDecode", + "JN_MeowTtsFine", + "JN_MeowTtsLoadContext", + "JN_MeowTtsModel", + "JN_MeowTtsModelCoarse", + "JN_MeowTtsModelEncodec", + "JN_MeowTtsModelFine", + "JN_MeowTtsModelHubert", + "JN_MeowTtsModelSemantic", + "JN_MeowTtsSaveContext", + "JN_MeowTtsSemantic", + "JN_MeowTtsTokenizerHubert", + "JN_MeowVc", + "JN_MeowVcConvertVoice", + "JN_MeowVcEncodeSource", + "JN_MeowVcEncodeTarget", + "JN_MeowVcLoadSpeaker", + "JN_MeowVcModelFreeVC", + "JN_MeowVcModelWavLM", + "JN_MeowVcSaveSpeaker", + "JN_PreviewAudio", + "JN_PreviewImage", + "JN_PreviewMask", + "JN_PrimitiveArrayInfo", + "JN_PrimitiveBatchToArray", + "JN_PrimitiveBoolean", + "JN_PrimitiveFloat", + "JN_PrimitiveInt", + "JN_PrimitivePrompt", + "JN_PrimitiveString", + "JN_PrimitiveStringMultiline", + "JN_PrimitiveStringToArray", + "JN_PrimitiveToArray", + "JN_PrimitiveToBoolean", + "JN_PrimitiveToFloat", + "JN_PrimitiveToInt", + "JN_PrimitiveToString", + "JN_RemBGSession", + "JN_SaveAudio", + "JN_SaveImage", + "JN_Seamless", + "JN_SeamlessBorder", + "JN_SeamlessBorderCrop", + "JN_SelectItem", + "JN_Sleep", + "JN_SleepOutput", + "JN_SliceOperation", + "JN_StopIf", + "JN_StopIfOutput", + "JN_TensorInfo", + "JN_TextConcatenation", + "JN_TextReplace", + "JN_TimedeltaFormat", + "JN_TimedeltaInfo" + ], + { + "title_aux": "JNComfy" + } + ], + "https://github.com/jnxmx/ComfyUI_HuggingFace_Downloader": [ + [ + "Hugging Face Download Folder", + "Hugging Face Download Model" + ], + { + "title_aux": "ComfyUI_HuggingFace_Downloader" + } + ], + "https://github.com/jo-nike/ComfyUI-SopranoTTS": [ + [ + "SopranoLoader", + "SopranoTTS", + "SopranoTTSBatch", + "SopranoTTSStream" + ], + { + "title_aux": "ComfyUI-SopranoTTS" + } + ], + "https://github.com/joanna910225/comfyui-housekeeper": [ + [ + "housekeeper-alignment", + "housekeeper-alignment-cmd", + "vue-basic" + ], + { + "title_aux": "HouseKeeper" + } + ], + "https://github.com/joe002/comfyui-conduit-optimizer": [ + [ + "ConduitApply", + "ConduitBatchOptimizer", + "ConduitCacheClear", + "ConduitCore", + "ConduitEmbeddingCache", + "ConduitGate", + "ConduitLatentCache", + "ConduitPath", + "ConduitPool", + "ConduitPrecisionPatcher", + "ConduitSeal", + "ConduitSense", + "ConduitSpeculativeKSampler" + ], + { + "title_aux": "comfyui-conduit-optimizer" + } + ], + "https://github.com/joe002/comfyui-deterministic-nodes": [ + [ + "CascadeRefiner", + "ChecksumValidator", + "DeterministicSampler", + "ECHOContextNode", + "MoERouterNode" + ], + { + "title_aux": "comfyui-deterministic-nodes" + } + ], + "https://github.com/joe002/comfyui-rtx4090-nodes": [ + [ + "BatchImageProcessor", + "BatchLatentProcessor", + "GPUMonitor", + "MemoryManager", + "RTX4090Optimizer", + "TensorRTAutoConverter" + ], + { + "title_aux": "comfyui-rtx4090-nodes" + } + ], + "https://github.com/joeriben/ai4artsed_comfyui_nodes": [ + [ + "ai4artsed_clean_prompt_randomizer", + "ai4artsed_conditioning_fusion", + "ai4artsed_image_analysis", + "ai4artsed_openrouter_key", + "ai4artsed_photo_prompt_randomizer", + "ai4artsed_prompt_interception", + "ai4artsed_random_artform_generator", + "ai4artsed_random_instruction_generator", + "ai4artsed_random_language_selector", + "ai4artsed_stabilitai_key", + "ai4artsed_switch_promptsafety", + "ai4artsed_t5_clip_fusion", + "ai4artsed_text_remix", + "ai4artsed_vector_dimension_eliminator" + ], + { + "title_aux": "AI4ArtsEd Nodes" + } + ], + "https://github.com/john-mnz/ComfyUI-Inspyrenet-Rembg": [ + [ + "InspyrenetRembg", + "InspyrenetRembgAdvanced" + ], + { + "title_aux": "ComfyUI-Inspyrenet-Rembg" + } + ], + "https://github.com/jojkaart/ComfyUI-sampler-lcm-alternative": [ + [ + "LCMScheduler", + "SamplerLCMAlternative", + "SamplerLCMCycle", + "SamplerLCMDualNoise", + "SamplerLCMDuoFusion", + "SamplerLCMParallel" + ], + { + "title_aux": "ComfyUI-sampler-lcm-alternative" + } + ], + "https://github.com/jomakaze/ComfyUI_JomaNodes": [ + [ + "ImageBatchMulti" + ], + { + "title_aux": "ComfyUI_JomaNodes" + } + ], + "https://github.com/jonstreeter/ComfyUI-Reference-Based-Video-Colorization": [ + [ + "ColorMNetImage", + "ColorMNetVideo", + "DeepExColorImageNode", + "DeepExColorVideoNode" + ], + { + "title_aux": "Reference-Based Video Colorization" + } + ], + "https://github.com/jonstreeter/comfyui-Lora-Tag-Power-Loader": [ + [ + "LoraTagPowerLoader" + ], + { + "title_aux": "comfyui-Lora-Tag-Power-Loader" + } + ], + "https://github.com/jonstreeter/comfyui-compressed-metadata": [ + [ + "ConvertToCompressed", + "ExtractWorkflowsToJSON", + "LoadCompressedWorkflow", + "LoadWorkflowJSON", + "SaveImageCompressed" + ], + { + "title_aux": "ComfyUI \u2014 Compressed Metadata" + } + ], + "https://github.com/joosthel/ComfyUI-CVOverlay": [ + [ + "CV_AestheticOverlay", + "CV_BlobTracker", + "CV_ModelLoader", + "CV_ObjectDetector" + ], + { + "title_aux": "ComfyUI-CVOverlay" + } + ], + "https://github.com/jordoh/ComfyUI-Deepface": [ + [ + "AverageList", + "DeepfaceAnalyze", + "DeepfaceExtractFaces", + "DeepfaceVerify" + ], + { + "title_aux": "ComfyUI Deepface" + } + ], + "https://github.com/joreyaesh/comfyui_scroll_over_textarea": [ + [ + "ScrollOverTextareaDummyNode" + ], + { + "title_aux": "ComfyUI Scroll Over Textarea" + } + ], + "https://github.com/joreyaesh/comfyui_touchpad_scroll_controller.enableTouchpadScroll": [ + [ + "TouchpadScrollControllerDummyNode" + ], + { + "title_aux": "ComfyUI Touchpad Scroll Controller" + } + ], + "https://github.com/joyboy123456/-ComfyUI-GoogleAIStudio": [ + [ + "GoogleAIConfig", + "GoogleAIConnectionTester", + "GoogleAIImageGenerator", + "GoogleAIKeyManager", + "GoogleAITextToImage", + "GoogleAIVideoGenerator", + "GoogleAIVideoStoryboard", + "PromptAnalyzer", + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI Google AI Studio Integration" + } + ], + "https://github.com/jqy-yo/Comfyui-BBoxLowerMask2": [ + [ + "BBoxLowerMask2" + ], + { + "title_aux": "BBoxLowerMask2" + } + ], + "https://github.com/jqy-yo/comfyui-gemini-nodes": [ + [ + "GeminiFieldExtractor", + "GeminiImageBatchProcessor", + "GeminiImageEditor", + "GeminiImageGenADV", + "GeminiImageProcessor", + "GeminiJSONExtractor", + "GeminiJSONParser", + "GeminiStructuredOutput", + "GeminiTextAPI", + "GeminiVideoCaptioner", + "GeminiVideoGenerator", + "UnofficialGeminiAPI", + "UnofficialGeminiStreamAPI" + ], + { + "title_aux": "ComfyUI Gemini Nodes" + } + ], + "https://github.com/jrabek/BokehDiffusionComfyUI": [ + [ + "ApplyBokehAdapter", + "BokehAdapterLoader", + "BokehKSampler", + "BokehLevel" + ], + { + "title_aux": "BokehDiffusionComfyUI" + } + ], + "https://github.com/jroc22/ComfyUI-CSV-prompt-builder": [ + [ + "BuildPromptFromCSV" + ], + { + "title_aux": "ComfyUI-CSV-prompt-builder" + } + ], + "https://github.com/jstit/comfyui_custom_node_image": [ + [ + "ImageCropCircle" + ], + { + "title_aux": "comfyui_custom_node_image" + } + ], + "https://github.com/jtrue/ComfyUI-JaRue": [ + [ + "Text2Image_jru", + "YouTube2Prompt_jru" + ], + { + "nodename_pattern": "_jru$", + "title_aux": "ComfyUI-JaRue" + } + ], + "https://github.com/jtrue/ComfyUI-Rect": [ + [ + "RectCrop", + "RectFill", + "RectMask", + "RectSelect" + ], + { + "description": "Rectangle selection and utilities for ComfyUI (modular).", + "nickname": "Rect", + "title": "Rect", + "title_aux": "ComfyUI-Rect" + } + ], + "https://github.com/jtrue/ComfyUI-WordEmbeddings": [ + [ + "WordEmbeddingsEquation", + "WordEmbeddingsExplorer", + "WordEmbeddingsInterpolator", + "WordEmbeddingsLoader", + "WordEmbeddingsLocalModelLoader", + "WordEmbeddingsTokenAxis", + "WordEmbeddingsTokenAxis2D", + "WordEmbeddingsTokenAxis3D", + "WordEmbeddingsTokenCentrality", + "WordEmbeddingsTokenNeighbors" + ], + { + "nodename_pattern": "_jru$", + "title_aux": "ComfyUI-WordEmbeddings" + } + ], + "https://github.com/jtydhr88/ComfyUI-AudioMass": [ + [ + "ComfyUIAudioMass" + ], + { + "title_aux": "ComfyUI-AudioMass" + } + ], + "https://github.com/jtydhr88/ComfyUI-Hunyuan3D-1-wrapper": [ + [ + "Hunyuan3D V1 - Image Loader", + "Hunyuan3D V1 - Image2Views", + "Hunyuan3D V1 - Image2Views Pipeline Load", + "Hunyuan3D V1 - Text2Image", + "Hunyuan3D V1 - Text2Image Pipeline Load", + "Hunyuan3D V1 - Views2Mesh", + "Hunyuan3D V1 - Views2Mesh Pipeline Load" + ], + { + "title_aux": "ComfyUI-Hunyuan3D-1-wrapper" + } + ], + "https://github.com/jtydhr88/ComfyUI-LayerDivider": [ + [ + "LayerDivider - Color Base", + "LayerDivider - Divide Layer", + "LayerDivider - Load SAM Mask Generator", + "LayerDivider - Segment Mask" + ], + { + "title_aux": "ComfyUI LayerDivider" + } + ], + "https://github.com/jtydhr88/ComfyUI-OpenCut": [ + [ + "ComfyUIOpenCut" + ], + { + "title_aux": "ComfyUI-OpenCut" + } + ], + "https://github.com/jtydhr88/ComfyUI-StableStudio": [ + [ + "ComfyUIStableStudio" + ], + { + "title_aux": "ComfyUI-StableStudio" + } + ], + "https://github.com/juddisjudd/ComfyUI-BawkNodes": [ + [ + "BawkBatchProcessor", + "BawkControlNet", + "BawkImageLoader", + "BawkSampler", + "DiffusionModelLoader", + "FluxDynamicLoraStack", + "FluxImageSaver", + "FluxLoraStackApply", + "FluxWildcardEncode", + "ZImageModelLoader" + ], + { + "title_aux": "Bawk Nodes Collection" + } + ], + "https://github.com/judian17/ComfyUI-Extract_Flux_Lora": [ + [ + "ExtractFluxLoRA" + ], + { + "title_aux": "ComfyUI-Extract_Flux_Lora" + } + ], + "https://github.com/judian17/ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node": [ + [ + "JoyCaptionOllamaExtraOptions", + "JoyCaptionOllamaPrompter" + ], + { + "title_aux": "ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node" + } + ], + "https://github.com/judian17/ComfyUI-SRT-subtitles-VoxCPM": [ + [ + "Audio_Trimmer_By_Timestamp", + "Load_Text_From_File", + "VoxCPM_Cache_Builder", + "VoxCPM_Cache_Combiner", + "VoxCPM_Loader", + "VoxCPM_SRT_Auto_Dubber", + "VoxCPM_SRT_Dubber", + "VoxCPM_SRT_Processor" + ], + { + "title_aux": "ComfyUI-SRT-subtitles-VoxCPM" + } + ], + "https://github.com/judian17/ComfyUI-UniWorld-jd17": [ + [ + "UniWorldEncoderNode", + "UniWorldScheduler", + "UniWorldSiglipEncoder", + "UniWorld_T5_CLIP_Encoder" + ], + { + "title_aux": "ComfyUI-UniWorld-jd17" + } + ], + "https://github.com/judian17/ComfyUI-joycaption-beta-one-GGUF": [ + [ + "JJC_JoyCaption_Custom_GGUF", + "JJC_JoyCaption_GGUF", + "JJC_JoyCaption_GGUF_ExtraOptions" + ], + { + "title_aux": "ComfyUI JoyCaption-Beta-GGUF Node" + } + ], + "https://github.com/judian17/ComfyUI-multiple-inputs": [ + [ + "MultipleImageStitch", + "MultipleMaskStitch", + "MultipleMasksToImage", + "MultipleTextInputs" + ], + { + "title_aux": "ComfyUI-multiple-inputs" + } + ], + "https://github.com/judian17/ComfyUI_ZIM": [ + [ + "MaskToBbox_ZIM", + "MaskToPoints_ZIM", + "ZimSegment" + ], + { + "title_aux": "ComfyUI_ZIM" + } + ], + "https://github.com/juehackr/comfyui_fk_server": [ + [ + "FK_3dpose", + "FK_Node", + "FK_ShowBaseNode", + "FK_gjttNode2", + "FK_imgedit" + ], + { + "title_aux": "comfyui_fk_server" + } + ], + "https://github.com/jurdnf/ComfyUI-JurdnsIterativeNoiseKSampler": [ + [ + "KSamplerIterativeNoise" + ], + { + "title_aux": "ComfyUI-JurdnsIterativeNoiseKsampler" + } + ], + "https://github.com/jurdnf/ComfyUI-JurdnsModelSculptor": [ + [ + "ModelSculptorFlux", + "ModelSculptorSD3", + "ModelSculptorSDXL" + ], + { + "title_aux": "ComfyUI-JurdnsModelSculptor" + } + ], + "https://github.com/jurdnisglobby/ComfyUI-Jurdns-Groq-Node": [ + [ + "JurdnsGroqAPIPromptEnhancer" + ], + { + "title_aux": "Jurdns Groq API Node" + } + ], + "https://github.com/justUmen/Bjornulf_custom_nodes": [ + [ + "Bjornulf_APIGenerateCivitAI", + "Bjornulf_APIGenerateCivitAIAddLORA", + "Bjornulf_APIGenerateFalAI", + "Bjornulf_APIGenerateFlux", + "Bjornulf_APIGenerateGPT4o", + "Bjornulf_APIGenerateStability", + "Bjornulf_AddLineNumbers", + "Bjornulf_AllLoraSelector", + "Bjornulf_AnythingToFloat", + "Bjornulf_AnythingToInt", + "Bjornulf_AnythingToText", + "Bjornulf_AudioPreview", + "Bjornulf_AudioVideoSync", + "Bjornulf_BoundingRectangleMask", + "Bjornulf_BoundingRectangleMaskBlur", + "Bjornulf_CharacterDescriptionGenerator", + "Bjornulf_CivitAILoraSelectorHunyuan", + "Bjornulf_CivitAILoraSelectorPONY", + "Bjornulf_CivitAILoraSelectorSD15", + "Bjornulf_CivitAILoraSelectorSDXL", + "Bjornulf_CivitAIModelSelectorFLUX_D", + "Bjornulf_CivitAIModelSelectorFLUX_S", + "Bjornulf_CivitAIModelSelectorPony", + "Bjornulf_CivitAIModelSelectorSD15", + "Bjornulf_CivitAIModelSelectorSDXL", + "Bjornulf_CombineBackgroundOverlay", + "Bjornulf_CombineImages", + "Bjornulf_CombineTexts", + "Bjornulf_CombineTextsByLines", + "Bjornulf_CombineVideoAudio", + "Bjornulf_ConcatVideos", + "Bjornulf_ConcatVideosFromList", + "Bjornulf_ConvertVideo", + "Bjornulf_DisplayNote", + "Bjornulf_FFmpegConfig", + "Bjornulf_FourImageViewer", + "Bjornulf_FreeVRAM", + "Bjornulf_GlobalSeedManager", + "Bjornulf_GrayscaleTransform", + "Bjornulf_GreenScreenToTransparency", + "Bjornulf_HorizontalCutAndShift", + "Bjornulf_HuggingFaceDownloader", + "Bjornulf_IfElse", + "Bjornulf_ImageDetails", + "Bjornulf_ImageMaskCutter", + "Bjornulf_ImageNote", + "Bjornulf_ImageNoteLoadImage", + "Bjornulf_ImageUpscaleWithModelTransparency", + "Bjornulf_ImagesListToVideo", + "Bjornulf_KokoroTTS", + "Bjornulf_LargestMaskOnly", + "Bjornulf_LatentResolutionSelector", + "Bjornulf_LineSelector", + "Bjornulf_ListLooper", + "Bjornulf_ListLooperCharacter", + "Bjornulf_ListLooperOutfitFemale", + "Bjornulf_ListLooperOutfitMale", + "Bjornulf_ListLooperPose", + "Bjornulf_ListLooperScene", + "Bjornulf_ListLooperStyle", + "Bjornulf_ListSelector", + "Bjornulf_LoadCivitAILinks", + "Bjornulf_LoadGlobalVariables", + "Bjornulf_LoadImageWithTransparency", + "Bjornulf_LoadImageWithTransparencyFromPath", + "Bjornulf_LoadImagesFromSelectedFolder", + "Bjornulf_LoadTextFromFolder", + "Bjornulf_LoadTextFromPath", + "Bjornulf_LoadTextPickMeGlobal", + "Bjornulf_LoaderLoraWithPath", + "Bjornulf_LoopAllLines", + "Bjornulf_LoopBasicBatch", + "Bjornulf_LoopCombosSamplersSchedulers", + "Bjornulf_LoopFloat", + "Bjornulf_LoopImages", + "Bjornulf_LoopInteger", + "Bjornulf_LoopIntegerSequential", + "Bjornulf_LoopLinesSequential", + "Bjornulf_LoopLoraSelector", + "Bjornulf_LoopModelClipVae", + "Bjornulf_LoopModelSelector", + "Bjornulf_LoopRandomSeed", + "Bjornulf_LoopSamplers", + "Bjornulf_LoopSchedulers", + "Bjornulf_LoopTexts", + "Bjornulf_LoopWriteText", + "Bjornulf_MatchTextToInput", + "Bjornulf_MathNode", + "Bjornulf_MergeImagesHorizontally", + "Bjornulf_MergeImagesVertically", + "Bjornulf_ModelClipVaeSelector", + "Bjornulf_OllamaConfig", + "Bjornulf_OllamaImageVision", + "Bjornulf_OllamaSystemJobSelector", + "Bjornulf_OllamaSystemPersonaSelector", + "Bjornulf_OllamaTalk", + "Bjornulf_OllamaVisionPromptSelector", + "Bjornulf_OpenAIVisionNode", + "Bjornulf_PauseResume", + "Bjornulf_PickInput", + "Bjornulf_PlayAudio", + "Bjornulf_PreviewFirstImage", + "Bjornulf_RandomFloatNode", + "Bjornulf_RandomImage", + "Bjornulf_RandomIntNode", + "Bjornulf_RandomLineFromInput", + "Bjornulf_RandomLoraSelector", + "Bjornulf_RandomModelClipVae", + "Bjornulf_RandomModelSelector", + "Bjornulf_RandomTexts", + "Bjornulf_ReassembleImageGrid", + "Bjornulf_RemoveTransparency", + "Bjornulf_ResizeImage", + "Bjornulf_ResizeImagePercentage", + "Bjornulf_SaveBjornulfLobeChat", + "Bjornulf_SaveGlobalVariables", + "Bjornulf_SaveImagePath", + "Bjornulf_SaveImageToFolder", + "Bjornulf_SaveText", + "Bjornulf_SaveTmpAudio", + "Bjornulf_SaveTmpImage", + "Bjornulf_SaveTmpVideo", + "Bjornulf_ScramblerCharacter", + "Bjornulf_SelectImageFromList", + "Bjornulf_ShowFloat", + "Bjornulf_ShowInt", + "Bjornulf_ShowJson", + "Bjornulf_ShowStringText", + "Bjornulf_ShowText", + "Bjornulf_SpeechToText", + "Bjornulf_SplitImageGrid", + "Bjornulf_StyleSelector", + "Bjornulf_SwitchAnything", + "Bjornulf_SwitchText", + "Bjornulf_TextAnalyzer", + "Bjornulf_TextGenerator", + "Bjornulf_TextGeneratorCharacterCreature", + "Bjornulf_TextGeneratorCharacterFemale", + "Bjornulf_TextGeneratorCharacterMale", + "Bjornulf_TextGeneratorCharacterObject", + "Bjornulf_TextGeneratorCharacterPose", + "Bjornulf_TextGeneratorOutfitFemale", + "Bjornulf_TextGeneratorOutfitMale", + "Bjornulf_TextGeneratorScene", + "Bjornulf_TextGeneratorStyle", + "Bjornulf_TextReplace", + "Bjornulf_TextSplitin10", + "Bjornulf_TextSplitin5", + "Bjornulf_TextToAnything", + "Bjornulf_TextToSpeech", + "Bjornulf_TextToStringAndSeed", + "Bjornulf_TextToVariable", + "Bjornulf_VideoDetails", + "Bjornulf_VideoPingPong", + "Bjornulf_VideoPreview", + "Bjornulf_VideoToImagesList", + "Bjornulf_WriteText", + "Bjornulf_WriteTextAdvanced", + "Bjornulf_WriteTextPickMeChain", + "Bjornulf_WriteTextPickMeGlobal", + "Bjornulf_XTTSConfig", + "Bjornulf_imagesToVideo", + "Bjornulf_loadImageBase64Transparency", + "Bjornulf_ollamaLoader" + ], + { + "title_aux": "Bjornulf_custom_nodes" + } + ], + "https://github.com/justin-vt/ComfyUI-brushstrokes": [ + [ + "OpenCVBrushStrokesNode", + "PILBrushStrokesNode", + "WandBrushStrokesNode" + ], + { + "title_aux": "ComfyUI-brushstrokes" + } + ], + "https://github.com/k-komarov/comfyui-bunny-cdn-storage": [ + [ + "Save Image To BunnyStorage", + "Save Image to BunnyStorage" + ], + { + "title_aux": "comfyui-bunny-cdn-storage" + } + ], + "https://github.com/ka-puna/comfyui-yanc": [ + [ + "YANC.ConcatStrings", + "YANC.FormatDatetimeString", + "YANC.GetWidgetValueString", + "YANC.IntegerCaster", + "YANC.MultilineString", + "YANC.SaveImageWEBP", + "YANC.TruncateString" + ], + { + "title_aux": "comfyui-yanc" + } + ], + "https://github.com/kaanyalova/ComfyUI_ExtendedImageFormats": [ + [ + "DDSSaveImage", + "ExtendedSaveImage" + ], + { + "title_aux": "Extended Image Formats for ComfyUI" + } + ], + "https://github.com/kaaskoek232/ComfyUI-MemoryManagement": [ + [ + "AutoMemoryCleanup", + "MemoryCleanup", + "MemoryLeakDetector", + "MemoryMonitor", + "SmartMemoryManager", + "VRAMOptimizer", + "VRAMUnload" + ], + { + "title_aux": "ComfyUI-MemoryManagement" + } + ], + "https://github.com/kadirnar/ComfyUI-Transformers": [ + [ + "AudioClassificationPipeline", + "AutomaticSpeechRecognitionPipeline", + "ConversationalPipeline", + "DepthEstimationInference", + "DocumentQuestionAnsweringPipeline", + "FeatureExtractionPipeline", + "FillMaskPipeline", + "FloatToString", + "ImageClassificationPipeline", + "ImageFeatureExtractionPipeline", + "ImageSegmentationPipeline", + "ImageTextToTextPipeline", + "ImageToImagePipeline", + "ImageToTextPipeline", + "IntToString", + "LoadDepthModel", + "MaskGenerationPipeline", + "ObjectDetectionPipeline", + "QuestionAnsweringPipeline", + "SentenceSimilarityPipeline", + "StringToFloat", + "StringToInt", + "TableQuestionAnsweringPipeline", + "TextClassificationPipeline", + "TextGenerationPipeline", + "TextToSpeechPipeline", + "TokenClassificationPipeline", + "VideoClassificationPipeline", + "VisualQuestionAnsweringPipeline", + "ZeroShotAudioClassificationPipeline", + "ZeroShotClassificationPipeline", + "ZeroShotImageClassificationPipeline", + "ZeroShotObjectDetectionPipeline" + ], + { + "title_aux": "ComfyUI-Transformers" + } + ], + "https://github.com/kadirnar/ComfyUI-YOLO": [ + [ + "BBoxToCoco", + "BBoxToXYWH", + "BBoxVisNode", + "CocoToNumber", + "ConvertToDict", + "CustomUltralyticsModelLoader", + "GetImageSize", + "ImageResizeAdvanced", + "UltralyticsInference", + "UltralyticsMaskFlatten", + "UltralyticsModelLoader", + "UltralyticsVisualization", + "ViewText" + ], + { + "title_aux": "ComfyUI-YOLO" + } + ], + "https://github.com/kael558/ComfyUI-GGUF-FantasyTalking": [ + [ + "CLIPLoaderGGUF", + "DownloadAndLoadWav2VecModel", + "FantasyTalkingModelLoader", + "FantasyTalkingWav2VecEmbeds", + "LoadWanVideoT5TextEncoderGGUF", + "ReCamMasterPoseVisualizer", + "UnetLoaderGGUF", + "UnetLoaderGGUF_LowVRAM", + "WanVideoATITracks", + "WanVideoATITracksVisualize", + "WanVideoATI_comfy", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoDiffusionForcingSampler", + "WanVideoFunCameraEmbeds", + "WanVideoReCamMasterCameraEmbed", + "WanVideoReCamMasterDefaultCamera", + "WanVideoReCamMasterGenerateOrbitCamera", + "WanVideoUni3C_ControlnetLoader", + "WanVideoUni3C_embeds", + "WanVideoUniAnimateDWPoseDetector", + "WanVideoUniAnimatePoseInput" + ], + { + "title_aux": "ComfyUI-GGUF-FantasyTalking" + } + ], + "https://github.com/kaibioinfo/ComfyUI_AdvancedRefluxControl": [ + [ + "ReduxAdvanced", + "StyleModelApplySimple" + ], + { + "title_aux": "Advanced Reflux control" + } + ], + "https://github.com/kaipard/comfyui-auto-latent-size": [ + [ + "AutoAspectLatent" + ], + { + "title_aux": "Auto Aspect Latent Generator" + } + ], + "https://github.com/kakachiex2/comfyui-ltx2-efficient": [ + [ + "LTX2CombineAVLatent", + "LTX2ConditioningHelper", + "LTX2EfficientSampler", + "LTX2EfficientSamplerPro", + "LTX2EmptyAudioLatent", + "LTX2ExperimentalKeyframeSampler", + "LTX2ModelPatcher", + "LTX2SeparateAVLatent", + "LTX2TemporalVAEDecode", + "LTX2TextEncodeOptimized" + ], + { + "title_aux": "comfyui-ltx2-efficient" + } + ], + "https://github.com/kale4eat/ComfyUI-path-util": [ + [ + "path_util_PathAbspath", + "path_util_PathBasename", + "path_util_PathDirname", + "path_util_PathExists", + "path_util_PathIsdir", + "path_util_PathIsfile", + "path_util_PathJoin", + "path_util_PathRelpath", + "path_util_PathSplitext" + ], + { + "title_aux": "ComfyUI_demucus" + } + ], + "https://github.com/kale4eat/ComfyUI-speech-dataset-toolkit": [ + [ + "SDT_AudioProperty", + "SDT_BSRoFormerApply", + "SDT_BSRoFormerLoader", + "SDT_ConcatAudio", + "SDT_CutAudio", + "SDT_DemucsApply", + "SDT_DemucsLoader", + "SDT_FasterWhisperListSegments", + "SDT_FasterWhisperLoader", + "SDT_FasterWhisperSegmentProperty", + "SDT_FasterWhisperTextFromSegments", + "SDT_FasterWhisperTranscribe", + "SDT_GriffinLim", + "SDT_HighpassBiquad", + "SDT_JoinAudio", + "SDT_KotobaWhisperListSegments", + "SDT_KotobaWhisperLoaderLong", + "SDT_KotobaWhisperLoaderShort", + "SDT_KotobaWhisperSegmentProperty", + "SDT_KotobaWhisperTranscribeLong", + "SDT_KotobaWhisperTranscribeShort", + "SDT_LFCC", + "SDT_LoadAudio", + "SDT_LoadAudios", + "SDT_LowpassBiquad", + "SDT_MFCC", + "SDT_MakeSilenceAudio", + "SDT_MelBandRoformerLoader", + "SDT_MelSpectrogram", + "SDT_NemoAsrLoader", + "SDT_NemoAsrTranscribe", + "SDT_NueAsrLoader", + "SDT_NueAsrTranscribe", + "SDT_PlotMelFilterBank", + "SDT_PlotPitch", + "SDT_PlotSpecgram", + "SDT_PlotSpectrogram", + "SDT_PlotWaveForm", + "SDT_ResampleAudio", + "SDT_SaveAudio", + "SDT_SilenceAudio", + "SDT_SileroVADApply", + "SDT_SileroVADCollectChunks", + "SDT_SileroVADListTimestamps", + "SDT_SileroVADLoader", + "SDT_SileroVADTimestampProperty", + "SDT_Spectrogram", + "SDT_SpeechMOSLoader", + "SDT_SpeechMOSScore", + "SDT_SplitAudio", + "SDT_TrimAudio", + "SDT_TrimAudioBySample" + ], + { + "title_aux": "ComfyUI-speech-dataset-toolkit" + } + ], + "https://github.com/kale4eat/ComfyUI-string-util": [ + [ + "string_util_Str", + "string_util_StrConcat", + "string_util_StrCount", + "string_util_StrEndsWith", + "string_util_StrEqual", + "string_util_StrFind", + "string_util_StrFormat", + "string_util_StrJoin", + "string_util_StrLen", + "string_util_StrLower", + "string_util_StrLstrip", + "string_util_StrNotEqual", + "string_util_StrReplace", + "string_util_StrRstrip", + "string_util_StrSlice", + "string_util_StrSplit", + "string_util_StrStartsWith", + "string_util_StrStrip", + "string_util_StrUpper" + ], + { + "title_aux": "ComfyUI-string-util" + } + ], + "https://github.com/kale4eat/ComfyUI-text-file-util": [ + [ + "text_file_util_ReadAllLines", + "text_file_util_ReadAllText", + "text_file_util_WriteText", + "text_file_util_WriteTextLines", + "text_file_util_WriteTextWithSequentialNumbering" + ], + { + "title_aux": "ComfyUI-text-file-util" + } + ], + "https://github.com/kambara/ComfyUI-PromptPalette": [ + [ + "PromptPalette" + ], + { + "title_aux": "ComfyUI-PromptPalette" + } + ], + "https://github.com/kana112233/ComfyUI-kaola-ace-step": [ + [ + "ACE_STEP_Cover", + "ACE_STEP_CreateSample", + "ACE_STEP_FormatSample", + "ACE_STEP_LoRALoader", + "ACE_STEP_Repaint", + "ACE_STEP_SimpleMode", + "ACE_STEP_TextToMusic", + "ACE_STEP_Understand" + ], + { + "title_aux": "ComfyUI-kaola-ace-step" + } + ], + "https://github.com/kanibus/kanibus": [ + [ + "AIDepthControl", + "AdvancedTrackingPro", + "BodyPoseEstimator", + "EmotionAnalyzer", + "HandTracking", + "KanibusMaster", + "LandmarkPro468", + "MultiControlNetApply", + "NeuralPupilTracker", + "NormalMapGenerator", + "ObjectSegmentation", + "SmartFacialMasking", + "TemporalSmoother", + "VideoFrameLoader" + ], + { + "title_aux": "KANIBUS - Advanced Eye Tracking ControlNet System" + } + ], + "https://github.com/kantan-kanto/ComfyUI-MultiModal-Prompt-Nodes": [ + [ + "QwenImageEditPromptGenerator", + "VisionLLMNode", + "WanVideoPromptGenerator" + ], + { + "title_aux": "ComfyUI-MultiModal-Prompt-Nodes" + } + ], + "https://github.com/kantsche/ComfyUI-MixMod": [ + [ + "MixModBandFFTGuiderNode", + "MixModDepthGuiderNode", + "MixModDynamicMaskAlternativeGuiderNode", + "MixModDynamicMaskGuiderNode", + "MixModFFTGuiderNode", + "MixModGuiderComponentNode", + "MixModGuiderComponentPipelineNode", + "MixModGuiderNode", + "MixModHighResGuiderNode", + "MixModOptionsMaskNode", + "MixModOptionsScaleNode", + "MixModOptionsSchedulerNode", + "MixModPipelineNode" + ], + { + "author": "Kantsche", + "description": "Model Mixture Guider", + "nickname": "MixMod", + "title": "ComfyUI-MixMod", + "title_aux": "ComfyUI-MixMod" + } + ], + "https://github.com/kappa54m/ComfyUI_Usability": [ + [ + "KLoadImageByPath", + "KLoadImageByPathAdvanced", + "KLoadImageDedup" + ], + { + "title_aux": "ComfyUI Usability" + } + ], + "https://github.com/karas17/ComfyUI-Camera-Watermark": [ + [ + "CameraWatermarkNode", + "ImageLoaderWithEXIF" + ], + { + "title_aux": "ComfyUI Camera Watermark" + } + ], + "https://github.com/karas17/comfyui_GLM_TTS": [ + [ + "GLMTTSASR", + "GLMTTSLoader", + "GLMTTSSampler" + ], + { + "title_aux": "comfyui_GLM_TTS" + } + ], + "https://github.com/karthikg-09/ComfyUI-Vton-Mask": [ + [ + "ComfyUIVtonMaskGenerator", + "ComfyUIVtonMaskLoader" + ], + { + "title_aux": "ComfyUI-Vton-Mask" + } + ], + "https://github.com/karthikg-09/ComfyUI-WanVideoAutoResize": [ + [ + "WanVideoAutoImgResize" + ], + { + "title_aux": "ComfyUI WanVideo Auto Resize" + } + ], + "https://github.com/kasukanra/ComfyUI_StringToHex": [ + [ + "ColorNameToHex" + ], + { + "title_aux": "ComfyUI_StringToHex" + } + ], + "https://github.com/katalist-ai/comfyUI-nsfw-detection": [ + [ + "NudenetDetector" + ], + { + "title_aux": "comfyUI-nsfw-detection" + } + ], + "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR": [ + [ + "Qwen3ASRTranscriber", + "Qwen3ForcedAlignerConfig" + ], + { + "title_aux": "ComfyUI-Qwen3-ASR" + } + ], + "https://github.com/kayorlian/ComfyuiSmartColorMatch": [ + [ + "SmartColorMatch" + ], + { + "title_aux": "ComfyuiSmartColorMatch" + } + ], + "https://github.com/kazeyori/ComfyUI-QuickImageSequenceProcess": [ + [ + "QuickImageSequenceProcess" + ], + { + "author": "kazeyori", + "description": "A ComfyUI plugin for efficient image sequence processing. Features frame insertion, duplication, and removal with intuitive controls.", + "nickname": "QuickSeq", + "title": "Quick Image Sequence Process", + "title_aux": "ComfyUI-QuickImageSequenceProcess" + } + ], + "https://github.com/kealiu/ComfyUI-S3-Tools": [ + [ + "Load Image From S3", + "Save Image To S3" + ], + { + "title_aux": "ComfyUI Load and Save file to S3" + } + ], + "https://github.com/kealiu/ComfyUI-Zero123-Porting": [ + [ + "Zero123: Image Preprocess", + "Zero123: Image Rotate in 3D" + ], + { + "title_aux": "ComfyUI-Zero123-Porting" + } + ], + "https://github.com/kealiu/ComfyUI-ZeroShot-MTrans": [ + [ + "ZeST: Grayout Subject" + ], + { + "title_aux": "ComfyUI-ZeroShot-MTrans" + } + ], + "https://github.com/keghoang/ComfyUI-Charon": [ + [ + "CHARON_3D_Auto_Align", + "CHARON_Camera_From_DA3" + ], + { + "title_aux": "ComfyUI-Charon" + } + ], + "https://github.com/keit0728/ComfyUI-Image-Toolkit": [ + [ + "AlphaFlatten", + "AlphaToGrayscale", + "AntialiasingImage", + "BinarizeImage", + "BinarizeImageUsingOtsu", + "BrightnessTransparency", + "GrayscaleImage", + "RemoveWhiteBackgroundNoise" + ], + { + "title_aux": "ComfyUI-Image-Toolkit" + } + ], + "https://github.com/keit0728/ComfyUI-keitNodes": [ + [ + "AspectRatioResolutionFinder", + "M2MTranslator", + "PixelLimitResizer", + "WanVideoOptimalResizer", + "WanVideoResolutionFinder" + ], + { + "title_aux": "ComfyUI-keitNodes" + } + ], + "https://github.com/keit0728/ComfyUI-musubi-tuner": [ + [ + "MusubiTunerWanGenerateVideo" + ], + { + "title_aux": "ComfyUI-musubi-tuner" + } + ], + "https://github.com/kenjiqq/qq-nodes-comfyui": [ + [ + "Any List", + "Any List Iterator", + "Any To Any", + "Axis Pack", + "Axis To Any", + "Axis Unpack", + "Load Lines From Text File", + "Slice List", + "Text Splitter", + "XY Grid Accumulator", + "XY Grid Helper" + ], + { + "title_aux": "qq-nodes-comfyui" + } + ], + "https://github.com/kevinmcmahondev/comfyui-kmcdev-image-filter-adjustments": [ + [ + "ImageBlankAlpha", + "ImageBlendMask", + "ImageFilterAdjustments", + "ImageMixColorByMask" + ], + { + "title_aux": "KMCDev Nodes" + } + ], + "https://github.com/kevinmcmahondev/comfyui-skin-tone-detector": [ + [ + "SkinToneDetector" + ], + { + "title_aux": "Skin Tone Detector for ComfyUI" + } + ], + "https://github.com/kft334/Knodes": [ + [ + "Image(s) To Websocket (Base64)", + "ImageOutput", + "Load Image (Base64)", + "Load Images (Base64)", + "LoadImageBase64", + "LoadImagesBase64" + ], + { + "title_aux": "Knodes" + } + ], + "https://github.com/khanhlvg/vertex-ai-comfyui-nodes": [ + [ + "Chirp", + "Gemini", + "GeminiImage", + "ImagenComputedMaskConfig", + "ImagenMaskEditing", + "Imagen_Product_Recontext", + "Imagen_T2I", + "Lyria", + "PreviewVideo", + "Veo2", + "Veo2Extend", + "Veo3", + "Veo_Prompt_Writer", + "Virtual_Try_On" + ], + { + "title_aux": "[Unofficial] Vertex AI Custom Nodes for ComfyUI" + } + ], + "https://github.com/kianthos/Earthbound---All-in-one-ComfyUI-Node": [ + [ + "EarthboundUltimate" + ], + { + "title_aux": "Earthbound---All-in-one-ComfyUI-Node" + } + ], + "https://github.com/kijai/ComfyUI-ADMotionDirector": [ + [ + "ADMD_AdditionalModelSelect", + "ADMD_CheckpointLoader", + "ADMD_ComfyModelLoader", + "ADMD_DiffusersLoader", + "ADMD_InitializeTraining", + "ADMD_LoadLora", + "ADMD_MakeBatchList", + "ADMD_SaveLora", + "ADMD_TrainLora", + "ADMD_ValidationSampler", + "ADMD_ValidationSettings" + ], + { + "title_aux": "Animatediff MotionLoRA Trainer" + } + ], + "https://github.com/kijai/ComfyUI-APISR-KJ": [ + [ + "APISR_upscale" + ], + { + "title_aux": "ComfyUI-APISR" + } + ], + "https://github.com/kijai/ComfyUI-BrushNet-Wrapper": [ + [ + "brushnet_ella_loader", + "brushnet_ipadapter_matteo", + "brushnet_model_loader", + "brushnet_sampler", + "brushnet_sampler_ella", + "powerpaint_brushnet_sampler" + ], + { + "title_aux": "ComfyUI-BrushNet-Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-CCSR": [ + [ + "CCSR_Model_Select", + "CCSR_Upscale", + "DownloadAndLoadCCSRModel" + ], + { + "title_aux": "ComfyUI-CCSR" + } + ], + "https://github.com/kijai/ComfyUI-CogVideoXWrapper": [ + [ + "CogVideoContextOptions", + "CogVideoControlNet", + "CogVideoDecode", + "CogVideoEnhanceAVideo", + "CogVideoImageEncode", + "CogVideoImageEncodeFunInP", + "CogVideoLatentPreview", + "CogVideoLoraSelect", + "CogVideoLoraSelectComfy", + "CogVideoSampler", + "CogVideoTextEncode", + "CogVideoTextEncodeCombine", + "CogVideoTransformerEdit", + "CogVideoXFasterCache", + "CogVideoXFunResizeToClosestBucket", + "CogVideoXModelLoader", + "CogVideoXTeaCache", + "CogVideoXTorchCompileSettings", + "CogVideoXVAELoader", + "DownloadAndLoadCogVideoControlNet", + "DownloadAndLoadCogVideoGGUFModel", + "DownloadAndLoadCogVideoModel", + "DownloadAndLoadToraModel", + "ToraEncodeOpticalFlow", + "ToraEncodeTrajectory" + ], + { + "title_aux": "ComfyUI CogVideoX Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-ControlNeXt-SVD": [ + [ + "ControlNextDecode", + "ControlNextDiffusersScheduler", + "ControlNextGetPoses", + "ControlNextSVDApply", + "ControlNextSampler", + "DownloadAndLoadControlNeXt" + ], + { + "title_aux": "ComfyUI nodes for ControlNext-SVD v2" + } + ], + "https://github.com/kijai/ComfyUI-DDColor": [ + [ + "DDColor_Colorize" + ], + { + "title_aux": "ComfyUI-DDColor" + } + ], + "https://github.com/kijai/ComfyUI-DepthAnythingV2": [ + [ + "DepthAnything_V2", + "DownloadAndLoadDepthAnythingV2Model" + ], + { + "title_aux": "ComfyUI-DepthAnythingV2" + } + ], + "https://github.com/kijai/ComfyUI-DiffusionLight": [ + [ + "chrome_ball_to_envmap", + "exposure_to_hdr" + ], + { + "title_aux": "DiffusionLight implementation for ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-DynamiCrafterWrapper": [ + [ + "DownloadAndLoadCLIPModel", + "DownloadAndLoadCLIPVisionModel", + "DownloadAndLoadDynamiCrafterCNModel", + "DownloadAndLoadDynamiCrafterModel", + "DynamiCrafterBatchInterpolation", + "DynamiCrafterCNLoader", + "DynamiCrafterControlnetApply", + "DynamiCrafterI2V", + "DynamiCrafterLoadInitNoise", + "DynamiCrafterModelLoader", + "ToonCrafterDecode", + "ToonCrafterInterpolation" + ], + { + "title_aux": "ComfyUI-DynamiCrafterWrapper" + } + ], + "https://github.com/kijai/ComfyUI-ELLA-wrapper": [ + [ + "diffusers_model_loader", + "diffusers_sampler", + "ella_model_loader", + "ella_sampler", + "ella_t5_embeds" + ], + { + "title_aux": "ComfyUI-ELLA-wrapper" + } + ], + "https://github.com/kijai/ComfyUI-Florence2": [ + [ + "DownloadAndLoadFlorence2Lora", + "DownloadAndLoadFlorence2Model", + "Florence2ModelLoader", + "Florence2Run" + ], + { + "preemptions": [ + "DownloadAndLoadFlorence2Lora", + "DownloadAndLoadFlorence2Model", + "Florence2ModelLoader", + "Florence2Run" + ], + "title_aux": "ComfyUI-Florence2" + } + ], + "https://github.com/kijai/ComfyUI-FluxTrainer": [ + [ + "ExtractFluxLoRA", + "FluxKohyaInferenceSampler", + "FluxTrainAndValidateLoop", + "FluxTrainBlockSelect", + "FluxTrainEnd", + "FluxTrainLoop", + "FluxTrainModelSelect", + "FluxTrainResume", + "FluxTrainSave", + "FluxTrainSaveModel", + "FluxTrainValidate", + "FluxTrainValidationSettings", + "FluxTrainerLossConfig", + "InitFluxLoRATraining", + "InitFluxTraining", + "InitSD3LoRATraining", + "InitSDXLLoRATraining", + "OptimizerConfig", + "OptimizerConfigAdafactor", + "OptimizerConfigProdigy", + "OptimizerConfigProdigyPlusScheduleFree", + "SD3ModelSelect", + "SD3TrainValidationSettings", + "SDXLModelSelect", + "SDXLTrainValidate", + "SDXLTrainValidationSettings", + "TrainDatasetAdd", + "TrainDatasetGeneralConfig", + "TrainDatasetRegularization", + "TrainNetworkConfig", + "UploadToHuggingFace", + "VisualizeLoss" + ], + { + "title_aux": "ComfyUI Flux Trainer" + } + ], + "https://github.com/kijai/ComfyUI-GIMM-VFI": [ + [ + "DownloadAndLoadGIMMVFIModel", + "GIMMVFI_interpolate" + ], + { + "title_aux": "ComfyUI-GIMM-VFI" + } + ], + "https://github.com/kijai/ComfyUI-Geowizard": [ + [ + "geowizard_model_loader", + "geowizard_sampler" + ], + { + "title_aux": "Geowizard depth and normal estimation in ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-HFRemoteVae": [ + [ + "HFRemoteVAE", + "HFRemoteVAEDecode" + ], + { + "title_aux": "ComfyUI-HFRemoteVae" + } + ], + "https://github.com/kijai/ComfyUI-HunyuanVideoWrapper": [ + [ + "DownloadAndLoadHyVideoTextEncoder", + "HunyuanVideoFresca", + "HunyuanVideoSLG", + "HyVideoBlockSwap", + "HyVideoCFG", + "HyVideoContextOptions", + "HyVideoCustomPromptTemplate", + "HyVideoDecode", + "HyVideoEmptyTextEmbeds", + "HyVideoEncode", + "HyVideoEncodeKeyframes", + "HyVideoEnhanceAVideo", + "HyVideoGetClosestBucketSize", + "HyVideoI2VEncode", + "HyVideoInverseSampler", + "HyVideoLatentPreview", + "HyVideoLoopArgs", + "HyVideoLoraBlockEdit", + "HyVideoLoraSelect", + "HyVideoModelLoader", + "HyVideoPromptMixSampler", + "HyVideoReSampler", + "HyVideoSTG", + "HyVideoSampler", + "HyVideoTeaCache", + "HyVideoTextEmbedBridge", + "HyVideoTextEmbedsLoad", + "HyVideoTextEmbedsSave", + "HyVideoTextEncode", + "HyVideoTextImageEncode", + "HyVideoTorchCompileSettings", + "HyVideoVAELoader" + ], + { + "title_aux": "ComfyUI-HunyuanVideoWrapper" + } + ], + "https://github.com/kijai/ComfyUI-IC-Light": [ + [ + "BackgroundScaler", + "CalculateNormalsFromImages", + "DetailTransfer", + "ICLightConditioning", + "LightSource", + "LoadAndApplyICLightUnet", + "LoadHDRImage" + ], + { + "title_aux": "ComfyUI-IC-Light" + } + ], + "https://github.com/kijai/ComfyUI-KJNodes": [ + [ + "AddLabel", + "AddNoiseToTrackPath", + "AppendInstanceDiffusionTracking", + "AppendStringsToList", + "ApplyRifleXRoPE_HunuyanVideo", + "ApplyRifleXRoPE_WanVideo", + "AudioConcatenate", + "BOOLConstant", + "BatchCLIPSeg", + "BatchCropFromMask", + "BatchCropFromMaskAdvanced", + "BatchUncrop", + "BatchUncropAdvanced", + "BboxToInt", + "BboxVisualize", + "BlockifyMask", + "CFGZeroStarAndInit", + "CameraPoseVisualizer", + "CheckpointLoaderKJ", + "CheckpointPerturbWeights", + "ColorMatch", + "ColorMatchV2", + "ColorToMask", + "CondPassThrough", + "ConditioningMultiCombine", + "ConditioningSetMaskAndCombine", + "ConditioningSetMaskAndCombine3", + "ConditioningSetMaskAndCombine4", + "ConditioningSetMaskAndCombine5", + "ConsolidateMasksKJ", + "CreateAudioMask", + "CreateFadeMask", + "CreateFadeMaskAdvanced", + "CreateFluidMask", + "CreateGradientFromCoords", + "CreateGradientMask", + "CreateInstanceDiffusionTracking", + "CreateMagicMask", + "CreateShapeImageOnPath", + "CreateShapeMask", + "CreateShapeMaskOnPath", + "CreateTextMask", + "CreateTextOnPath", + "CreateVoronoiMask", + "CrossFadeImages", + "CrossFadeImagesMulti", + "CustomControlNetWeightsFluxFromList", + "CustomSigmas", + "CutAndDragOnPath", + "DiTBlockLoraLoader", + "DifferentialDiffusionAdvanced", + "DiffusionModelLoaderKJ", + "DiffusionModelSelector", + "DownloadAndLoadCLIPSeg", + "DrawInstanceDiffusionTracking", + "DrawMaskOnImage", + "DummyOut", + "EmptyLatentImageCustomPresets", + "EmptyLatentImagePresets", + "EndRecordCUDAMemoryHistory", + "FastPreview", + "FilterZeroMasksAndCorrespondingImages", + "FlipSigmasAdjusted", + "FloatConstant", + "FloatToMask", + "FloatToSigmas", + "FluxBlockLoraSelect", + "GGUFLoaderKJ", + "GLIGENTextBoxApplyBatchCoords", + "GenerateNoise", + "GetImageRangeFromBatch", + "GetImageSizeAndCount", + "GetImagesFromBatchIndexed", + "GetLatentRangeFromBatch", + "GetLatentSizeAndCount", + "GetLatentsFromBatchIndexed", + "GetMaskSizeAndCount", + "GetTrackRange", + "GradientToFloat", + "GrowMaskWithBlur", + "HunyuanVideoBlockLoraSelect", + "HunyuanVideoEncodeKeyframesToCond", + "INTConstant", + "ImageAddMulti", + "ImageAndMaskPreview", + "ImageBatchExtendWithOverlap", + "ImageBatchFilter", + "ImageBatchJoinWithTransition", + "ImageBatchMulti", + "ImageBatchRepeatInterleaving", + "ImageBatchTestPattern", + "ImageConcanate", + "ImageConcatFromBatch", + "ImageConcatMulti", + "ImageCropByMask", + "ImageCropByMaskAndResize", + "ImageCropByMaskBatch", + "ImageGrabPIL", + "ImageGridComposite2x2", + "ImageGridComposite3x3", + "ImageGridtoBatch", + "ImageNoiseAugmentation", + "ImageNormalize_Neg1_To_1", + "ImagePadForOutpaintMasked", + "ImagePadForOutpaintTargetSize", + "ImagePadKJ", + "ImagePass", + "ImagePrepForICLora", + "ImageResizeKJ", + "ImageResizeKJv2", + "ImageTensorList", + "ImageTransformByNormalizedAmplitude", + "ImageUncropByMask", + "ImageUpscaleWithModelBatched", + "InjectNoiseToLatent", + "InsertImageBatchByIndexes", + "InsertImagesToBatchIndexed", + "InsertLatentToIndexed", + "InterpolateCoords", + "Intrinsic_lora_sampling", + "JoinStringMulti", + "JoinStrings", + "LTX2AttentionTunerPatch", + "LTX2AudioLatentNormalizingSampling", + "LTX2BlockLoraSelect", + "LTX2LoraLoaderAdvanced", + "LTX2MemoryEfficientSageAttentionPatch", + "LTX2SamplingPreviewOverride", + "LTX2_NAG", + "LTXVAddGuideMulti", + "LTXVAddGuidesFromBatch", + "LTXVAudioVideoMask", + "LTXVChunkFeedForward", + "LTXVEnhanceAVideoKJ", + "LTXVImgToVideoInplaceKJ", + "LatentInpaintTTM", + "LazySwitchKJ", + "LeapfusionHunyuanI2VPatcher", + "LoadAndResizeImage", + "LoadImagesFromFolderKJ", + "LoadResAdapterNormalization", + "LoadVideosFromFolder", + "LoraExtractKJ", + "LoraReduceRankKJ", + "MaskBatchMulti", + "MaskOrImageToWeight", + "MergeImageChannels", + "ModelMemoryUsageFactorOverride", + "ModelMemoryUseReportPatch", + "ModelPassThrough", + "ModelPatchTorchSettings", + "ModelSaveKJ", + "NABLA_AttentionKJ", + "NormalizedAmplitudeToFloatList", + "NormalizedAmplitudeToMask", + "OffsetMask", + "OffsetMaskByNormalizedAmplitude", + "PadImageBatchInterleaved", + "PatchModelPatcherOrder", + "PathchSageAttentionKJ", + "PlotCoordinates", + "PointsEditor", + "PreviewAnimation", + "PreviewLatentNoiseMask", + "RemapImageRange", + "RemapMaskRange", + "ReplaceImagesInBatch", + "ResizeMask", + "ReverseImageBatch", + "RoundMask", + "SV3D_BatchSchedule", + "SamplerSelfRefineVideo", + "SaveImageKJ", + "SaveImageWithAlpha", + "SaveStringKJ", + "ScaleBatchPromptSchedule", + "ScheduledCFGGuidance", + "Screencap_mss", + "SeparateMasks", + "SetShakkerLabsUnionControlNetType", + "ShuffleImageBatch", + "SigmasToFloat", + "SimpleCalculatorKJ", + "SkipLayerGuidanceWanVideo", + "Sleep", + "SomethingToString", + "SoundReactive", + "SplineEditor", + "SplitBboxes", + "SplitImageChannels", + "StableZero123_BatchSchedule", + "StartRecordCUDAMemoryHistory", + "StringConstant", + "StringConstantMultiline", + "StringToFloatList", + "StyleModelApplyAdvanced", + "Superprompt", + "TimerNodeKJ", + "TorchCompileControlNet", + "TorchCompileCosmosModel", + "TorchCompileLTXModel", + "TorchCompileModelAdvanced", + "TorchCompileModelFluxAdvanced", + "TorchCompileModelFluxAdvancedV2", + "TorchCompileModelHyVideo", + "TorchCompileModelQwenImage", + "TorchCompileModelWanVideo", + "TorchCompileModelWanVideoV2", + "TorchCompileVAE", + "TransitionImagesInBatch", + "TransitionImagesMulti", + "VAEDecodeLoopKJ", + "VAELoaderKJ", + "VRAM_Debug", + "VisualizeCUDAMemoryHistory", + "VisualizeSigmasKJ", + "Wan21BlockLoraSelect", + "WanChunkFeedForward", + "WanImageToVideoSVIPro", + "WanVideoEnhanceAVideoKJ", + "WanVideoNAG", + "WanVideoTeaCacheKJ", + "WebcamCaptureCV2", + "WeightScheduleConvert", + "WeightScheduleExtend", + "WidgetToString" + ], + { + "title_aux": "KJNodes for ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-KwaiKolorsWrapper": [ + [ + "DownloadAndLoadChatGLM3", + "DownloadAndLoadKolorsModel", + "KolorsSampler", + "KolorsTextEncode", + "LoadChatGLM3" + ], + { + "title_aux": "ComfyUI-KwaiKolorsWrapper" + } + ], + "https://github.com/kijai/ComfyUI-LBMWrapper": [ + [ + "LBMSampler", + "LoadLBMModel" + ], + { + "title_aux": "ComfyUI-LBMWrapper" + } + ], + "https://github.com/kijai/ComfyUI-LLaVA-OneVision": [ + [ + "DownloadAndLoadLLaVAOneVisionModel", + "LLaVA_OneVision_Run", + "OneVisionCaptionFolder", + "SaveCaptionToTextFile" + ], + { + "title_aux": "ComfyUI Llava-OneVision" + } + ], + "https://github.com/kijai/ComfyUI-LVCDWrapper": [ + [ + "LVCDDecoder", + "LVCDSampler", + "LoadLVCDModel" + ], + { + "title_aux": "ComfyUI wrapper nodes for LVCD" + } + ], + "https://github.com/kijai/ComfyUI-LaVi-Bridge-Wrapper": [ + [ + "lavi_bridge_llama_encoder", + "lavi_bridge_t5_encoder", + "lavibridge_model_loader", + "lavibridge_sampler" + ], + { + "title_aux": "ComfyUI-LaVi-Bridge-Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-LivePortraitKJ": [ + [ + "DownloadAndLoadLivePortraitModels", + "KeypointsToImage", + "LivePortraitComposite", + "LivePortraitCropper", + "LivePortraitLoadCropper", + "LivePortraitLoadFaceAlignmentCropper", + "LivePortraitLoadMediaPipeCropper", + "LivePortraitProcess", + "LivePortraitRetargeting" + ], + { + "title_aux": "ComfyUI-LivePortraitKJ" + } + ], + "https://github.com/kijai/ComfyUI-Lotus": [ + [ + "LoadLotusModel", + "LotusSampler" + ], + { + "title_aux": "ComfyUI-Lotus" + } + ], + "https://github.com/kijai/ComfyUI-LuminaWrapper": [ + [ + "DownloadAndLoadGemmaModel", + "DownloadAndLoadLuminaModel", + "GemmaSampler", + "LuminaGemmaTextEncode", + "LuminaGemmaTextEncodeArea", + "LuminaT2ISampler", + "LuminaTextAreaAppend" + ], + { + "title_aux": "ComfyUI-LuminaWrapper" + } + ], + "https://github.com/kijai/ComfyUI-Marigold": [ + [ + "ColorizeDepthmap", + "MarigoldDepthEstimation", + "MarigoldDepthEstimationVideo", + "MarigoldDepthEstimation_v2", + "MarigoldDepthEstimation_v2_video", + "MarigoldModelLoader", + "RemapDepth", + "SaveImageOpenEXR" + ], + { + "title_aux": "Marigold depth estimation in ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-MelBandRoFormer": [ + [ + "MelBandRoFormerModelLoader", + "MelBandRoFormerSampler" + ], + { + "title_aux": "ComfyUI-MelBandRoFormer" + } + ], + "https://github.com/kijai/ComfyUI-MimicMotionWrapper": [ + [ + "DiffusersScheduler", + "DownloadAndLoadMimicMotionModel", + "MimicMotionDecode", + "MimicMotionGetPoses", + "MimicMotionSampler" + ], + { + "title_aux": "ComfyUI-MimicMotionWrapper" + } + ], + "https://github.com/kijai/ComfyUI-MoGe": [ + [ + "DownloadAndLoadMoGeModel", + "MoGeProcess" + ], + { + "title_aux": "ComfyUI-MoGe" + } + ], + "https://github.com/kijai/ComfyUI-OpenDiTWrapper": [ + [ + "DownloadAndLoadOpenDiTT5Model", + "DownloadAndLoadOpenSoraModel", + "DownloadAndLoadOpenSoraVAE", + "OpenDiTConditioning", + "OpenDiTSampler", + "OpenSoraDecode", + "OpenSoraEncodeReference" + ], + { + "title_aux": "ComfyUI-OpenDiTWrapper" + } + ], + "https://github.com/kijai/ComfyUI-PyramidFlowWrapper": [ + [ + "DownloadAndLoadPyramidFlowModel", + "PyramidFlowLatentPreview", + "PyramidFlowSampler", + "PyramidFlowTextEncode", + "PyramidFlowTorchCompileSettings", + "PyramidFlowTransformerLoader", + "PyramidFlowVAEDecode", + "PyramidFlowVAEEncode", + "PyramidFlowVAELoader" + ], + { + "title_aux": "ComfyUI PyramidFlow Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-SCAIL-Pose": [ + [ + "ConvertOpenPoseKeypointsToDWPose", + "PoseDetectionVitPoseToDWPose", + "RenderNLFPoses", + "SaveNLFPosesAs3D" + ], + { + "title_aux": "ComfyUI-SCAIL-Pose" + } + ], + "https://github.com/kijai/ComfyUI-SUPIR": [ + [ + "SUPIR_Upscale", + "SUPIR_conditioner", + "SUPIR_decode", + "SUPIR_encode", + "SUPIR_first_stage", + "SUPIR_model_loader", + "SUPIR_model_loader_v2", + "SUPIR_model_loader_v2_clip", + "SUPIR_sample", + "SUPIR_tiles" + ], + { + "title_aux": "ComfyUI-SUPIR" + } + ], + "https://github.com/kijai/ComfyUI-StableXWrapper": [ + [ + "DifferenceExtractorNode", + "DownloadAndLoadStableXModel", + "StableXProcessImage" + ], + { + "title_aux": "ComfyUI-StableXWrapper" + } + ], + "https://github.com/kijai/ComfyUI-WanVideoWrapper": [ + [ + "CreateCFGScheduleFloatList", + "CreateScheduleFloatList", + "DownloadAndLoadNLFModel", + "DownloadAndLoadWav2VecModel", + "DrawArcFaceLandmarks", + "DrawGaussianNoiseOnImage", + "DrawNLFPoses", + "DummyComfyWanModelObject", + "ExtractStartFramesForContinuations", + "FaceMaskFromPoseKeypoints", + "FantasyPortraitFaceDetector", + "FantasyPortraitModelLoader", + "FantasyTalkingModelLoader", + "FantasyTalkingWav2VecEmbeds", + "HuMoEmbeds", + "LandmarksToImage", + "LoadLynxResampler", + "LoadNLFModel", + "LoadVQVAE", + "LoadWanVideoClipTextEncoder", + "LoadWanVideoT5TextEncoder", + "LynxEncodeFaceIP", + "LynxInsightFaceCrop", + "MTVCrafterEncodePoses", + "MochaEmbeds", + "MultiTalkModelLoader", + "MultiTalkSilentEmbeds", + "MultiTalkWav2VecEmbeds", + "NLFPredict", + "NormalizeAudioLoudness", + "OviMMAudioVAELoader", + "QwenLoader", + "ReCamMasterPoseVisualizer", + "TextImageEncodeQwenVL", + "WanMove_native", + "WanVideoATITracks", + "WanVideoATITracksVisualize", + "WanVideoATI_comfy", + "WanVideoAddBindweaveEmbeds", + "WanVideoAddControlEmbeds", + "WanVideoAddDualControlEmbeds", + "WanVideoAddExtraLatent", + "WanVideoAddFantasyPortrait", + "WanVideoAddFlashVSRInput", + "WanVideoAddLucyEditLatents", + "WanVideoAddLynxEmbeds", + "WanVideoAddMTVMotion", + "WanVideoAddOneToAllExtendEmbeds", + "WanVideoAddOneToAllPoseEmbeds", + "WanVideoAddOneToAllReferenceEmbeds", + "WanVideoAddOviAudioToLatents", + "WanVideoAddPusaNoise", + "WanVideoAddS2VEmbeds", + "WanVideoAddSCAILPoseEmbeds", + "WanVideoAddSCAILReferenceEmbeds", + "WanVideoAddStandInLatent", + "WanVideoAddSteadyDancerEmbeds", + "WanVideoAddStoryMemLatents", + "WanVideoAddTTMLatents", + "WanVideoAddWanMoveTracks", + "WanVideoAnimateEmbeds", + "WanVideoApplyNAG", + "WanVideoBlockList", + "WanVideoBlockSwap", + "WanVideoClipVisionEncode", + "WanVideoCombineEmbeds", + "WanVideoContextOptions", + "WanVideoControlEmbeds", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoDecode", + "WanVideoDecodeOviAudio", + "WanVideoDiffusionForcingSampler", + "WanVideoEasyCache", + "WanVideoEmptyEmbeds", + "WanVideoEmptyMMAudioLatents", + "WanVideoEncode", + "WanVideoEncodeLatentBatch", + "WanVideoEncodeOviAudio", + "WanVideoEnhanceAVideo", + "WanVideoExperimentalArgs", + "WanVideoExtraModelSelect", + "WanVideoFlashVSRDecoderLoader", + "WanVideoFreeInitArgs", + "WanVideoFunCameraEmbeds", + "WanVideoImageClipEncode", + "WanVideoImageResizeToClosest", + "WanVideoImageToVideoEncode", + "WanVideoImageToVideoMultiTalk", + "WanVideoImageToVideoSkyreelsv3_audio", + "WanVideoLatentReScale", + "WanVideoLongCatAvatarExtendEmbeds", + "WanVideoLoopArgs", + "WanVideoLoraBlockEdit", + "WanVideoLoraSelect", + "WanVideoLoraSelectByName", + "WanVideoLoraSelectMulti", + "WanVideoMagCache", + "WanVideoMiniMaxRemoverEmbeds", + "WanVideoModelLoader", + "WanVideoOviCFG", + "WanVideoPassImagesFromSamples", + "WanVideoPhantomEmbeds", + "WanVideoPreviewEmbeds", + "WanVideoPromptExtender", + "WanVideoPromptExtenderSelect", + "WanVideoReCamMasterCameraEmbed", + "WanVideoReCamMasterDefaultCamera", + "WanVideoReCamMasterGenerateOrbitCamera", + "WanVideoRealisDanceLatents", + "WanVideoRoPEFunction", + "WanVideoSLG", + "WanVideoSVIProEmbeds", + "WanVideoSampler", + "WanVideoSamplerExtraArgs", + "WanVideoSamplerFromSettings", + "WanVideoSamplerSettings", + "WanVideoSamplerv2", + "WanVideoScheduler", + "WanVideoSchedulerv2", + "WanVideoSetAttentionModeOverride", + "WanVideoSetBlockSwap", + "WanVideoSetLoRAs", + "WanVideoSetRadialAttention", + "WanVideoSigmaToStep", + "WanVideoTeaCache", + "WanVideoTextEmbedBridge", + "WanVideoTextEncode", + "WanVideoTextEncodeCached", + "WanVideoTextEncodeSingle", + "WanVideoTextImageEncode", + "WanVideoTinyVAELoader", + "WanVideoTorchCompileSettings", + "WanVideoUltraVicoSettings", + "WanVideoUni3C_ControlnetLoader", + "WanVideoUni3C_embeds", + "WanVideoUniAnimateDWPoseDetector", + "WanVideoUniAnimatePoseInput", + "WanVideoUniLumosEmbeds", + "WanVideoVACEEncode", + "WanVideoVACEModelSelect", + "WanVideoVACEStartToEndFrame", + "WanVideoVAELoader", + "WanVideoVRAMManagement", + "WanVideoWanDrawWanMoveTracks", + "Wav2VecModelLoader", + "WhisperModelLoader" + ], + { + "title_aux": "ComfyUI-WanVideoWrapper" + } + ], + "https://github.com/kijai/ComfyUI-depth-fm": [ + [ + "Depth_fm" + ], + { + "title_aux": "ComfyUI-depth-fm" + } + ], + "https://github.com/kijai/ComfyUI-moondream": [ + [ + "MoondreamQuery", + "MoondreamQueryCaptions" + ], + { + "title_aux": "ComfyUI-moondream" + } + ], + "https://github.com/kijai/ComfyUI-segment-anything-2": [ + [ + "DownloadAndLoadSAM2Model", + "Florence2toCoordinates", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints" + ], + { + "preemptions": [ + "DownloadAndLoadSAM2Model", + "Florence2toCoordinates", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints" + ], + "title_aux": "ComfyUI-segment-anything-2" + } + ], + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Advanced-Watermarks": [ + [ + "KimaraAIBatchImages", + "KimaraAIWatermarker" + ], + { + "title_aux": "Kimara.ai's Advanced Watermarking Tools" + } + ], + "https://github.com/kinfolk0117/ComfyUI_GradientDeepShrink": [ + [ + "GradientPatchModelAddDownscale", + "GradientPatchModelAddDownscaleAdvanced" + ], + { + "title_aux": "ComfyUI_GradientDeepShrink" + } + ], + "https://github.com/kinfolk0117/ComfyUI_GridSwapper": [ + [ + "GridSwapper" + ], + { + "title_aux": "Gridswapper" + } + ], + "https://github.com/kinfolk0117/ComfyUI_Pilgram": [ + [ + "Pilgram" + ], + { + "title_aux": "ComfyUI_Pilgram" + } + ], + "https://github.com/kinfolk0117/ComfyUI_SimpleTiles": [ + [ + "DynamicTileMerge", + "DynamicTileSplit", + "TileCalc", + "TileMerge", + "TileSplit" + ], + { + "title_aux": "SimpleTiles" + } + ], + "https://github.com/kishida/comfyui-text-renderer": [ + [ + "TextRenderNode" + ], + { + "title_aux": "comfyui-text-renderer" + } + ], + "https://github.com/kj863257/ComfyUI_RC_Image_Compositor": [ + [ + "RC_AddNoise", + "RC_AutoColor", + "RC_BrightnessContrast", + "RC_CanvasPadding", + "RC_CanvasResize", + "RC_ChannelExtractor", + "RC_ChannelMixer", + "RC_ColorBalance", + "RC_ColorMatch", + "RC_CurvesAdjust", + "RC_DropShadow", + "RC_FilmGrain", + "RC_GaussianBlur", + "RC_GradientGenerator", + "RC_GradientMap", + "RC_HighLowFrequencySkinSmoothing", + "RC_HueSaturation", + "RC_ImageCompositor", + "RC_ImageCrop", + "RC_ImageScale", + "RC_InteractiveCompositor", + "RC_LRPreset", + "RC_LevelsAdjust", + "RC_LoadImageWithAlpha", + "RC_MaskApply", + "RC_OpacityAdjust", + "RC_OuterGlow", + "RC_PatternTiling", + "RC_PreviewImageNoMetadata", + "RC_PreviewImageWithMetadata", + "RC_SaveImageNoMetadata", + "RC_SaveImageWithMetadata", + "RC_Sharpen", + "RC_ShineRemoval", + "RC_Stroke", + "RC_Threshold", + "RC_Vibrance" + ], + { + "title_aux": "RC Image Compositor" + } + ], + "https://github.com/kjqwer/SmartSaveImage": [ + [ + "Example", + "SmartFolderManager", + "SmartImageSaver" + ], + { + "nodename_pattern": "Smart", + "title_aux": "SmartSaveImage" + } + ], + "https://github.com/kk8bit/KayTool": [ + [ + "AB_Images", + "AIO_Translater", + "Abc_Math", + "Baidu_Translater", + "Color_Adjustment", + "Custom_Save_Image", + "Display_Any", + "Image_Composer", + "Image_Cropper", + "Image_Mask_Composer", + "Image_Resizer", + "Image_Size_Extractor", + "Kay_BiRefNet_Loader", + "Load_Image_Folder", + "Mask_Blur_Plus", + "Mask_Filler", + "Preview_Mask", + "Preview_Mask_Plus", + "RemBG_Loader", + "Remove_BG", + "Slider_10", + "Slider_100", + "Slider_1000", + "Strong_Prompt", + "Tencent_Translater", + "Text", + "To_Int" + ], + { + "title_aux": "KayTool" + } + ], + "https://github.com/klinter007/klinter_nodes": [ + [ + "AspectSelector", + "BBoxCropper", + "FlexibleBatchImage", + "FolderLoader", + "Json Extractor - klinter", + "LoadImagePlus", + "LoadVideoForExtendingKlinter", + "NanoBananaMultiInput", + "OutpaintPadding", + "OutputTester", + "PixelSnapper", + "PrepVideoForExtendKlinter", + "SaveAudioPlus", + "SizeSelector", + "SpeedRamp", + "VideoFromFolder", + "YellowBus", + "ZoomOutComposer", + "concat", + "filter", + "nodevalue2stringmulti", + "string_contact_multi" + ], + { + "title_aux": "Klinter_nodes" + } + ], + "https://github.com/kmlbdh/ComfyUI-kmlbdh-VideoCombine": [ + [ + "DeleteFolderAny", + "KMLBDH_RAMCleaner", + "KMLBDH_VideoCombine" + ], + { + "title_aux": "kmlbdh Video Combine (Smart + Tiled)" + } + ], + "https://github.com/kmlbdh/ComfyUI_LocalLLMNodes": [ + [ + "AddUserLocalKontextPreset", + "ArabicProductDescriptionGenerator", + "LocalKontextPromptGenerator", + "RemoveUserLocalKontextPreset", + "SetLocalLLMServiceConnector" + ], + { + "title_aux": "ComfyUI_LocalLLMNodes" + } + ], + "https://github.com/knishika62/ComfyUI-DualLoraStack": [ + [ + "KnishikaDualLoraStack" + ], + { + "title_aux": "ComfyUI-DualLoraStack" + } + ], + "https://github.com/knishika62/ComfyUI-LyricForge": [ + [ + "LyricForgeACEStepGenerator", + "LyricForgeSongGenerator" + ], + { + "title_aux": "ComfyUI-LyricForge" + } + ], + "https://github.com/knuknX/ComfyUI-Image-Tools": [ + [ + "BatchImagePathLoader", + "ImageBgRemoveProcessor", + "ImageCheveretoUploader", + "ImageStandardResizeProcessor", + "JSONMessageNotifyTool", + "PreviewJSONNode", + "SingleImagePathLoader", + "SingleImageUrlLoader" + ], + { + "title_aux": "ComfyUI-Image-Tools" + } + ], + "https://github.com/kohs100/comfyui-ppwc": [ + [ + "PPWCReplace", + "PPWCTerminate" + ], + { + "author": "Phospholipids", + "description": "This extension offers wildcard prompting works solely in workflow.", + "nickname": "PPWC", + "title": "PPWildCard", + "title_aux": "PPWildCard" + } + ], + "https://github.com/kohya-ss/ControlNet-LLLite-ComfyUI": [ + [ + "LLLiteLoader" + ], + { + "title_aux": "ControlNet-LLLite-ComfyUI" + } + ], + "https://github.com/koirpraw/ComfyUI-GCP-storage-decouple": [ + [ + "GCPStorageDownloadImage", + "GCPStorageDownloadModel", + "GCPStorageList", + "GCPStorageUploadImage", + "GCPStorageUploadModel" + ], + { + "title_aux": "ComfyUI GCP Cloud Storage Integration" + } + ], + "https://github.com/komojini/ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes": [ + [ + "S3 Bucket LoRA", + "S3Bucket_Load_LoRA", + "XL DreamBooth LoRA", + "XLDB_LoRA" + ], + { + "title_aux": "ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes" + } + ], + "https://github.com/komojini/komojini-comfyui-nodes": [ + [ + "BatchCreativeInterpolationNodeDynamicSettings", + "CachedGetter", + "DragNUWAImageCanvas", + "FlowBuilder", + "FlowBuilder (adv)", + "FlowBuilder (advanced)", + "FlowBuilder (advanced) Setter", + "FlowBuilderSetter", + "FlowBuilderSetter (adv)", + "Getter", + "ImageCropByRatio", + "ImageCropByRatioAndResize", + "ImageGetter", + "ImageMerger", + "ImagesCropByRatioAndResizeBatch", + "KSamplerAdvancedCacheable", + "KSamplerCacheable", + "Setter", + "UltimateVideoLoader", + "UltimateVideoLoader (simple)", + "YouTubeVideoLoader" + ], + { + "title_aux": "komojini-comfyui-nodes" + } + ], + "https://github.com/kostenickj/jk-comfyui-helpers": [ + [ + "EasyHRFix", + "EasyHRFix_Context", + "JKAnythingToString", + "JKBigContext", + "JKDynamicThresholdingMultiModel", + "JKEasyCheckpointLoader", + "JKEasyDetailer", + "JKEasyDetailer_Context", + "JKEasyKSampler_Context", + "JKEasyUpscaleImage", + "JKEasyWatermark", + "JKInspireSchedulerAdapter", + "JKLilContext", + "JKMultiModelSamplerUnpatch", + "JKStringEmpty", + "JKStringEquals", + "JKStringNotEmpty", + "JKStringNotEquals", + "JKStringToSamplerAdapter" + ], + { + "title_aux": "comfyui-jk-easy-nodes" + } + ], + "https://github.com/kplkasteel/ComfyUI-SubstringExtractor": [ + [ + "SubstringExtractor" + ], + { + "title_aux": "ComfyUI-SubstringExtractor" + } + ], + "https://github.com/kpsss34/ComfyUI-kpsss34": [ + [ + "SD35sLoaderSampler" + ], + { + "title_aux": "ComfyUI kpsss34 Custom Node" + } + ], + "https://github.com/krakenunbound/ComfyUI-KrakenTools": [ + [ + "KrakenFluxEmptyLatentImage", + "KrakenResolutionHelper", + "KrakenUpscaleTileCalc" + ], + { + "title_aux": "ComfyUI-KrakenTools" + } + ], + "https://github.com/krakenunbound/comfyui-kraken-tools": [ + [ + "KrakenDualCLIPLoader", + "KrakenImageProcessor", + "KrakenImageResize", + "KrakenKSampler", + "KrakenLastFrameMeta", + "KrakenLoras3", + "KrakenOllamaPromptChat", + "KrakenResolutionHelper", + "KrakenWanHelper", + "kraken_checkpoint_loader" + ], + { + "title_aux": "Kraken Tools" + } + ], + "https://github.com/krakenunbound/kraken-discord-bot": [ + [ + "KrakenDiscordBot", + "KrakenDiscordBotStatus" + ], + { + "title_aux": "Kraken Discord Bot" + } + ], + "https://github.com/kreonxv/ComfyUI-ForgeAPI": [ + [ + "ForgeControlNetStack", + "ForgeLoraStack", + "ForgeSampler" + ], + { + "title_aux": "ComfyUI-ForgeAPI" + } + ], + "https://github.com/kreonxv/ComfyUI-GroupBypasser": [ + [ + "GroupBypasserNode" + ], + { + "title_aux": "ComfyUI-GroupBypasser" + } + ], + "https://github.com/kreonxv/ComfyUI-LoraControls": [ + [ + "LoRAStepRange", + "LoraKeyframes" + ], + { + "title_aux": "ComfyUI-LoraControls" + } + ], + "https://github.com/kreonxv/ComfyUI-T2I_StyleApply": [ + [ + "T2I_StyleApply" + ], + { + "title_aux": "ComfyUI-T2I_StyleApply" + } + ], + "https://github.com/kreonxv/ComfyUI-Whiteboard": [ + [ + "Whiteboard" + ], + { + "title_aux": "ComfyUI-Whiteboard" + } + ], + "https://github.com/krigeta/qwen-image-controlnets-comfyui": [ + [ + "QwenImageBlockwiseControlNetApply", + "QwenImageBlockwiseControlNetLoader", + "QwenImageCannyPreprocessor", + "QwenImageDepthPreprocessor" + ], + { + "title_aux": "qwen-image-controlnets-comfyui" + } + ], + "https://github.com/krmahil/comfyui-hollow-preserve": [ + [ + "RemoveEnclosedMaskedAreas" + ], + { + "title_aux": "Hollow Preserve" + } + ], + "https://github.com/kukuo6666/ComfyUI-Equirect": [ + [ + "CubemapToEquirect", + "EquirectToCubemap" + ], + { + "title_aux": "ComfyUI Equirectangular Tools" + } + ], + "https://github.com/kungful/ComfyUI_to_webui": [ + [ + "BarcodeGeneratorNode", + "Barcode_seed", + "DeepseekNode", + "Go_to_image", + "GradioInputImage", + "GradioTextBad", + "GradioTextOk", + "HuaFloatNode", + "HuaIntNode", + "Hua_CheckpointLoaderSimple", + "Hua_LoraLoader", + "Hua_LoraLoaderModelOnly", + "Hua_Output", + "Hua_UNETLoader", + "Hua_Video_Output", + "Hua_gradio_Seed", + "Hua_gradio_jsonsave", + "Hua_gradio_resolution", + "Huaword", + "Modelhua", + "brucelee", + "\u5c0f\u5b57\u4f53\u8bf4\u660e\uff1a\u6211\u662fcomfyui_hua_boy\u7684model" + ], + { + "title_aux": "ComfyUI_to_webui" + } + ], + "https://github.com/kunieone/ComfyUI_alkaid": [ + [ + "A_EmptyLatentImageLongside", + "A_Face3DSwapper", + "A_FaceCrop", + "A_FacePaste", + "A_GetImageSize", + "A_OpenPosePreprocessor", + "AdapterFace", + "AdapterFaceLoader", + "AdapterStyle", + "AdapterStyleLoader", + "AlkaidLoader", + "ApplyAdapter", + "ApplyControlNet_KPS", + "CombineAdapterPatch", + "KSamplerHires" + ], + { + "title_aux": "ComfyUI_alkaid" + } + ], + "https://github.com/kusurin/ComfyUI-chronophotography": [ + [ + "CreateChronophotography" + ], + { + "title_aux": "ComfyUI-chronophotography" + } + ], + "https://github.com/kwaroran/abg-comfyui": [ + [ + "Remove Image Background (abg)" + ], + { + "title_aux": "abg-comfyui" + } + ], + "https://github.com/kycg/comfyui-Lora-auto-downloader": [ + [ + "Kw_JsonLoraLoader", + "Kw_Json_Lora_CivitAIDownloader" + ], + { + "title_aux": "Kw_Json_Lora_CivitAIDownloader" + } + ], + "https://github.com/l-comm/WatermarkRemoval": [ + [ + "FindWatermarkNode", + "RemoveWatermarkNode" + ], + { + "author": "l-comm", + "description": "Remove watermark", + "nickname": "Watermark Removal", + "title": "Watermark Removal", + "title_aux": "WatermarkRemoval" + } + ], + "https://github.com/l20richo/ComfyUI-Azure-Blob-Storage": [ + [ + "DownloadFileBLOB", + "LoadImageBLOB", + "SaveImageBLOB", + "SaveVideoFilesBLOB", + "UploadFileBLOB" + ], + { + "title_aux": "ComfyUI-Azure-Blob-Storage" + } + ], + "https://github.com/l3ony2k/comfyui-leon-nodes": [ + [ + "Leon_DALLE_Image_API_Node", + "Leon_Flux_2_Image_API_Node", + "Leon_Flux_Image_API_Node", + "Leon_Flux_Kontext_API_Node", + "Leon_GPT_Image_API_Node", + "Leon_Google_Image_API_Node", + "Leon_Grok2_Image_API_Node", + "Leon_Hypr_Upload_Node", + "Leon_Ideogram_Image_API_Node", + "Leon_Image_Array_Builder_Node", + "Leon_Image_Split_4Grid_Node", + "Leon_ImgBB_Upload_Node", + "Leon_LLM_Chat_API_Node", + "Leon_LLM_JSON_API_Node", + "Leon_Luma_AI_Image_API_Node", + "Leon_Midjourney_Describe_API_Node", + "Leon_Midjourney_Proxy_API_Node", + "Leon_Midjourney_Upload_API_Node", + "Leon_Model_Selector_Node", + "Leon_Nano_Banana_API_Node", + "Leon_Nano_Banana_Edit_Tuzi_API_Node", + "Leon_Nano_Banana_Tuzi_API_Node", + "Leon_Qwen_Image_API_Node", + "Leon_Qwen_Image_Edit_API_Node", + "Leon_Recraft_Image_API_Node", + "Leon_Seedream3_API_Node", + "Leon_Seedream4_API_Node", + "Leon_StableDiffusion_35_API_Node", + "Leon_StableDiffusion_3_Ultra_API_Node", + "Leon_StableDiffusion_XL_API_Node", + "Leon_String_Combine_Node" + ], + { + "nodename_pattern": "^\ud83e\udd16 Leon", + "title_aux": "Leon's Utility and API Integration Nodes" + } + ], + "https://github.com/lakkiy/ComfyUI-RWImageS3": [ + [ + "Is Mask Empty", + "Read Image From S3", + "Save Image To S3" + ], + { + "title_aux": "ComfyUI-RWImageS3" + } + ], + "https://github.com/laksjdjf/Batch-Condition-ComfyUI": [ + [ + "Batch String", + "CLIP Text Encode (Batch)", + "String Input" + ], + { + "title_aux": "Batch-Condition-ComfyUI" + } + ], + "https://github.com/laksjdjf/ComfyUI-Imatrix": [ + [ + "ImatrixUNETLoader", + "LoRAdiff", + "SaveImatrix" + ], + { + "title_aux": "ComfyUI-Imatrix" + } + ], + "https://github.com/laksjdjf/LCMSampler-ComfyUI": [ + [ + "SamplerLCM", + "TAESDLoader" + ], + { + "title_aux": "LCMSampler-ComfyUI" + } + ], + "https://github.com/laksjdjf/LoRTnoC-ComfyUI": [ + [ + "LortnocLoader" + ], + { + "title_aux": "LoRTnoC-ComfyUI" + } + ], + "https://github.com/laksjdjf/cd-tuner_negpip-ComfyUI": [ + [ + "CDTuner", + "Negapip", + "Negpip" + ], + { + "title_aux": "cd-tuner_negpip-ComfyUI" + } + ], + "https://github.com/laksjdjf/cgem156-ComfyUI": [ + [ + "GradualLatentSampler", + "LCMSamplerRCFG", + "LoadAestheticShadow", + "PredictAesthetic", + "TCDSampler", + "TextScheduler" + ], + { + "title_aux": "cgem156-ComfyUI\ud83c\udf4c" + } + ], + "https://github.com/laksjdjf/pfg-ComfyUI": [ + [ + "PFG" + ], + { + "title_aux": "pfg-ComfyUI" + } + ], + "https://github.com/laolaoruqin/ComfyUI-free-drag-crop": [ + [ + "FreeDragCrop" + ], + { + "title_aux": "ComfyUI-free-drag-crop" + } + ], + "https://github.com/larsupb/LoRA-Merger-ComfyUI": [ + [ + "PM Breadcrumbs (Mergekit)", + "PM DARE (Mergekit)", + "PM Dare (Mergekit)", + "PM Della (Mergekit)", + "PM KArcher (Mergekit)", + "PM Linear (Mergekit)", + "PM LoRA Apply", + "PM LoRA Block Sampler", + "PM LoRA Merger (Mergekit)", + "PM LoRA Modifier", + "PM LoRA Parameter Sweep Sampler", + "PM LoRA Power Stacker", + "PM LoRA Resizer", + "PM LoRA Save", + "PM LoRA Select", + "PM LoRA Stack Decompose", + "PM LoRA Stack Sampler", + "PM LoRA Stacker (from Directory)", + "PM NearSwap (Mergekit)", + "PM NuSlerp (Mergekit)", + "PM SCE (Mergekit)", + "PM Slerp (Mergekit)", + "PM TIES (Mergekit)", + "PM Task Arithmetic (Mergekit)", + "PM Ties (Mergekit)" + ], + { + "title_aux": "LoRA Power-Merger ComfyUI" + } + ], + "https://github.com/latenightlabs/ComfyUI-LNL": [ + [ + "LNL_FrameSelectorV3", + "LNL_FrameSelectorV4" + ], + { + "title_aux": "LNL Frame Selector" + } + ], + "https://github.com/latentastronaut/comfyui-latent-astronaut-suite": [ + [ + "BatchLastImage", + "ChatterBoxTTS", + "ChatterBoxTTSLoader", + "ChatterBoxTTSLoaderAuto", + "ChatterBoxTTSSimple", + "ChatterBoxVC", + "ChatterBoxVCLoader", + "ChatterBoxVCLoaderAuto", + "ChatterBoxVCSimple", + "ForLoopEnd", + "ForLoopStart", + "ImageResizeToTotalPixels", + "LLMConfig", + "LLMPromptEnhancer", + "LoraLoaderModelOnlySelector", + "LoraLoaderSelector", + "SizeSelector", + "StringListCombine", + "StringListFromText", + "StringListIndex", + "VideoLengthFromBatch" + ], + { + "title_aux": "comfyui-latent-astronaut-suite" + } + ], + "https://github.com/lazniak/Head-Orientation-Node-for-ComfyUI---by-PabloGFX": [ + [ + "HeadOrientationNode" + ], + { + "title_aux": "Head-Orientation-Node - by PabloGFX" + } + ], + "https://github.com/lazniak/LiquidTime-Interpolation": [ + [ + "LiquidTime" + ], + { + "title_aux": "LiquidTime - by PabloGFX" + } + ], + "https://github.com/lazniak/comfyui-google-photos-loader": [ + [ + "ContentFilter", + "DatePicker", + "Google Photos Album Lister", + "Google Photos Album Loader", + "Google Photos Album Selector", + "Google Photos Cache Manager", + "Google Photos Clear Cache", + "Google Photos Images Loader", + "Google Photos Login/Logout" + ], + { + "title_aux": "Google Photos Loader - by PabloGFX" + } + ], + "https://github.com/lazyq666/gemini-3-simply-comfyui": [ + [ + "Gemini3Camera3DPrompt", + "Gemini3ProImagePreview", + "Gemini3ProPreviewText", + "GeminiSeedInt32" + ], + { + "title_aux": "gemini-3-simply-comfyui" + } + ], + "https://github.com/lc03lc/Comfyui_OmniConsistency": [ + [ + "Comfyui_OmniConsistency" + ], + { + "title_aux": "ComfyUI OmniConsistency Nodes" + } + ], + "https://github.com/lceric/comfyui-gpt-image": [ + [ + "GPTImage1Generate" + ], + { + "title_aux": "comfyui-gpt-image" + } + ], + "https://github.com/leafiy/comfyui_psd_smart_object": [ + [ + "PSDMockupEmbedder", + "PSDSmartObjectInspector" + ], + { + "title_aux": "comfyui_psd_smart_object" + } + ], + "https://github.com/lebrosoft/ComfyUI-VideoChatWrapper": [ + [ + "AudioCombine", + "ConcatAudio", + "ConvertAudioChannels", + "JoinAudio", + "ResampleAudio", + "SplitAudio", + "VCW_LoadVideo", + "VCW_ModelLoader", + "VCW_VideoSummary" + ], + { + "title_aux": "ComfyUI-VideoChatWrapper" + } + ], + "https://github.com/leeguandong/ComfyUI_1Prompt1Story": [ + [ + "GenerateStoryImage", + "PromptStoryModelLoader" + ], + { + "title_aux": "ComfyUI_1Prompt1Story" + } + ], + "https://github.com/leeguandong/ComfyUI_ChatGen": [ + [ + "ChatGenGenerate", + "ChatGenImageProcessor", + "ChatGenModelLoader" + ], + { + "title_aux": "ComfyUI_ChatGen" + } + ], + "https://github.com/leeguandong/ComfyUI_Cogview4": [ + [ + "CogView4ImageGenerator", + "CogView4ModelLoader" + ], + { + "title_aux": "ComfyUI_Cogview4" + } + ], + "https://github.com/leeguandong/ComfyUI_CompareModelWeights": [ + [ + "CheckPointLoader_Compare", + "CompareModelWeightsDiff", + "CompareModelWeightsDiffNormalized", + "PreviewImageCompareModelWeights" + ], + { + "title_aux": "ComfyUI_CompareModelWeights" + } + ], + "https://github.com/leeguandong/ComfyUI_CrossImageAttention": [ + [ + "AppearanceTransferInference", + "AppearanceTransferModelModelLoader", + "CIAConfig", + "LoadImagePath", + "LoadLatents" + ], + { + "title_aux": "ComfyUI nodes to use CrossImageAttention" + } + ], + "https://github.com/leeguandong/ComfyUI_DeepSeekVL2": [ + [ + "deepseek_vl2_inference", + "deepseek_vl2_model_loader" + ], + { + "title_aux": "ComfyUI_DeepSeekVL2" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxAttentionMask": [ + [ + "AMModelLoader", + "AMSample", + "AttentionMask" + ], + { + "title_aux": "ComfyUI nodes to use AttentionMask" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxClipWeight": [ + [ + "CLIPTextEncodeFluxWeight" + ], + { + "title_aux": "ComfyUI nodes to use FluxClipWeight" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxCustomId": [ + [ + "ApplyCustomIDFlux", + "CustomIDModelLoader" + ], + { + "title_aux": "ComfyUI_FluxCustomId" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxLayerDiffuse": [ + [ + "FluxTransparentI2I", + "FluxTransparentModelLoader", + "FluxTransparentT2I" + ], + { + "title_aux": "ComfyUI_FluxLayerDiffuse" + } + ], + "https://github.com/leeguandong/ComfyUI_Gemma3": [ + [ + "ApplyGemma3", + "Gemma3ModelLoader" + ], + { + "title_aux": "ComfyUI_Gemma3" + } + ], + "https://github.com/leeguandong/ComfyUI_InternVL2": [ + [ + "DynamicPreprocess", + "InternVLHFInference", + "InternVLModelLoader" + ], + { + "title_aux": "ComfyUI_InternVL2" + } + ], + "https://github.com/leeguandong/ComfyUI_LLaSM": [ + [ + "LLaSM2Interface", + "LLaSM2ModelLoader", + "LLaSMLoadAudio" + ], + { + "title_aux": "ComfyUI_LLaSM" + } + ], + "https://github.com/leeguandong/ComfyUI_M3Net": [ + [ + "M3Net_Interface", + "M3Net_ModelLoader" + ], + { + "title_aux": "ComfyUI_M3Net" + } + ], + "https://github.com/leeguandong/ComfyUI_MasaCtrl": [ + [ + "DirectSampler", + "MasaCtrlConcatImage", + "MasaCtrlInversion", + "MasaCtrlLoadImage", + "MasaCtrlModelLoader", + "MutualSelfAttentionControlMaskAutoSampler", + "MutualSelfAttentionControlMaskSampler", + "MutualSelfAttentionControlSampler" + ], + { + "title_aux": "ComfyUI nodes to use MasaCtrl" + } + ], + "https://github.com/leeguandong/ComfyUI_QWQ32B": [ + [ + "QwQModelLoader", + "QwQTextGenerator", + "QweQModelLoader" + ], + { + "title_aux": "ComfyUI_QWQ32B" + } + ], + "https://github.com/leeguandong/ComfyUI_Qwen3Omni": [ + [ + "QwenOmniAudioProcessor", + "QwenOmniChat", + "QwenOmniModelLoader", + "QwenOmniVideoProcessor" + ], + { + "title_aux": "ComfyUI_Qwen3Omni" + } + ], + "https://github.com/leeguandong/ComfyUI_Style_Aligned": [ + [ + "SAControlnet_ModelLoader", + "SADepth", + "SAHandler", + "SAInversion", + "SASDXLControlnetKsampler", + "SASDXLKampler", + "SASDXLTransferKsampler", + "SASDXL_ModelLoader", + "SchedulerLoader" + ], + { + "title_aux": "ComfyUI nodes to use Style-Aligned" + } + ], + "https://github.com/leeguandong/ComfyUI_VideoEditing": [ + [ + "LoadVideo2Images", + "VEdit_ControlNet_ModelLoader", + "VEdit_ModelLoader", + "VEdit_Sampler", + "VEdit_image2canny" + ], + { + "title_aux": "ComfyUI nodes to use VideoEditing" + } + ], + "https://github.com/leeguandong/ComfyUI_VisualAttentionMap": [ + [ + "DecodeLatent", + "HFModelLoader", + "ShowCrossAttn", + "ShowImages", + "ShowSelfAttn", + "Text2ImageInference" + ], + { + "title_aux": "ComfyUI_VisualAttentionMap" + } + ], + "https://github.com/leeooo001/comfyui-Hunyuan-PromptEnhancer": [ + [ + "XX_Hunyuan_PromptEnhancer" + ], + { + "title_aux": "comfyui-Hunyuan-PromptEnhancer" + } + ], + "https://github.com/leestuartx/ComfyUI-GG": [ + [ + "AddPaddingToImage", + "ForLoopNode", + "ImageAndTextDescriptionBySeed", + "ImageMetadataExtractor", + "InputNode", + "MetadataExtractBySeed", + "MetadataExtractorBySeed", + "OutputNode", + "ResizeImageProportionally", + "WorkspaceNode" + ], + { + "title_aux": "ComfyUI-GG" + } + ], + "https://github.com/leewinder/comfyui-crop-to-center": [ + [ + "CropToCenter" + ], + { + "title_aux": "Crop To Center" + } + ], + "https://github.com/leewinder/comfyui-mureka-api": [ + [ + "Mureka API Key", + "Mureka Billing", + "Mureka Decode Audio", + "Mureka Instrumental", + "Mureka Mock Generation", + "Mureka Save", + "Mureka Song", + "Mureka Text Prompt" + ], + { + "title_aux": "Mureka API" + } + ], + "https://github.com/lenML/comfyui_qwen_image_edit_adv": [ + [ + "QwenImageEditScale", + "QwenImageEditSimpleScale", + "TextEncodeQwenImageEditAdv", + "TextEncodeQwenImageEditInfAdv", + "TextEncodeQwenImageEditPlusAdv" + ], + { + "title_aux": "comfyui_qwen_image_edit_adv" + } + ], + "https://github.com/lenskikh/ComfyUI-Prompt-Worker": [ + [ + "Clip and Text -> Encode", + "Prompt Body", + "Prompt Clothes", + "Prompt Merger", + "Prompt Worker", + "Prompt \u0421onstructor" + ], + { + "title_aux": "Propmt Worker" + } + ], + "https://github.com/leoleelxh/Comfy-Topaz-Photo": [ + [ + "ComfyTopazPhoto", + "ComfyTopazPhotoTestAndClean" + ], + { + "title_aux": "Comfy-Topaz-Photo" + } + ], + "https://github.com/leoleelxh/ComfyUI-LLMs": [ + [ + "LLMs Chat", + "LLMs Vision Unified", + "LLMs_Vision_Unified" + ], + { + "title_aux": "ComfyUI-LLMs" + } + ], + "https://github.com/leonardomiramondi/flux-context-comfyui": [ + [ + "FluxKontextNode" + ], + { + "title_aux": "Flux Context ComfyUI Node" + } + ], + "https://github.com/lepiai/ComfyUI-Minitools": [ + [ + "LP-CropTransparentEdges", + "LP-ImageToMaskWithAlpha", + "LP-TranslateToEN", + "LP-color2RGB", + "LP-hex2dec", + "NumericSlider" + ], + { + "title_aux": "ComfyUI-Minitools" + } + ], + "https://github.com/lerignoux/ComfyUI-PechaKucha": [ + [ + "DownloadPechaKucha", + "GeneratePowerpoint", + "SplitPrompt" + ], + { + "title_aux": "ComfyUI-PechaKucha" + } + ], + "https://github.com/lerignoux/ComfyUI-Stable3DGen": [ + [ + "Stable3DGenerate3D", + "Stable3DLoadModels", + "Stable3DPreprocessImage" + ], + { + "title_aux": "ComfyUI Stable3DGen" + } + ], + "https://github.com/leylahviolet/ComfyUI-Violet-Tools": [ + [ + "AestheticAlchemist", + "BodyBard", + "CharacterCurator", + "EncodingEnchantress", + "GlamourGoddess", + "NegativityNullifier", + "OracleOverride", + "PosePriestess", + "QualityQueen", + "SaveSiren", + "SceneSeductress" + ], + { + "title_aux": "iolet Tools \ud83d\udc85" + } + ], + "https://github.com/lgldlk/ComfyUI-PC-ding-dong": [ + [ + "pc ding dong", + "pc ding dong text", + "pc time sleep" + ], + { + "title_aux": "ComfyUI-PC-ding-dong" + } + ], + "https://github.com/lgldlk/ComfyUI-PSD-Replace": [ + [ + "psd replace" + ], + { + "title_aux": "ComfyUI-PSD-Replace" + } + ], + "https://github.com/liangt/comfyui-loadimagewithsubfolder": [ + [ + "LoadImageWithSubfolder" + ], + { + "title_aux": "comfyui-loadimagewithsubfolder" + } + ], + "https://github.com/licanhua/ComfyUI-StrokeReveal": [ + [ + "StrokeReveal" + ], + { + "title_aux": "ComfyUI-StrokeReveal" + } + ], + "https://github.com/licyk/ComfyUI-HakuImg": [ + [ + "BlendImage", + "Blur", + "Chromatic", + "Color", + "Curve", + "CustomExif", + "Flip", + "Glow", + "InOutPaint", + "LenDistortion", + "OutlineExpansion", + "PixelOE", + "Pixelize", + "PreResize", + "SaveImageWithCustomExif", + "Sketch", + "TiltShift" + ], + { + "title_aux": "ComfyUI-HakuImg" + } + ], + "https://github.com/licyk/ComfyUI-TCD-Sampler": [ + [ + "TCDScheduler" + ], + { + "title_aux": "ComfyUI-TCD-Sampler" + } + ], + "https://github.com/liewcc/ComfyUI-Qwen-Canvas": [ + [ + "QwenCanvas", + "QwenCanvasPlus" + ], + { + "title_aux": "ComfyUI-Qwen-Canvas" + } + ], + "https://github.com/lihaoyun6/ComfyUI-BlindWatermark": [ + [ + "ApplyBlindWatermark", + "ApplyBlindWatermarkAdvanced", + "DecodeBlindWatermark", + "DecodeBlindWatermarkAdvanced", + "EncryptDecryptImage" + ], + { + "title_aux": "ComfyUI-BlindWatermark" + } + ], + "https://github.com/lihaoyun6/ComfyUI-FlashVSR_Ultra_Fast": [ + [ + "FlashVSRInitPipe", + "FlashVSRNode", + "FlashVSRNodeAdv" + ], + { + "title_aux": "ComfyUI-FlashVSR_Ultra_Fast" + } + ], + "https://github.com/lihaoyun6/ComfyUI-QwenPromptRewriter": [ + [ + "GeneralPromptRewriter", + "QwenPromptRewriter", + "TextEncodeQwenImageEditAdv", + "TextEncodeQwenImageEditPlusAdv" + ], + { + "title_aux": "Comfyui-QwenPromptRewriter" + } + ], + "https://github.com/lihaoyun6/ComfyUI-Segformer_Ultra_Fast": [ + [ + "Grow_Mask_Ultra_Fast", + "Mask_To_Bbox_SAM2", + "SegformerB2ClothesUltraBatch", + "Segformer_B2_Clothes_Fashion_Labels", + "Segformer_B2_Clothes_Labels" + ], + { + "title_aux": "ComfyUI-Segformer_Ultra_Fast" + } + ], + "https://github.com/liming123332/ComfyUI-Ranbooru": [ + [ + "RanbooruPrompt" + ], + { + "title_aux": "ComfyUI-Ranbooru" + } + ], + "https://github.com/lingha0h/comfyui_kj": [ + [ + "cpm_textInput" + ], + { + "title_aux": "comfyui_kj" + } + ], + "https://github.com/linjian-ufo/ComfyUI_GLM4V_voltspark": [ + [ + "Glm4vBatchNode", + "Glm4vNode" + ], + { + "title_aux": "GLM-4V Image Descriptor" + } + ], + "https://github.com/linjian-ufo/comfyui_deepseek_lj257_update": [ + [ + "DeepSeekChatNode" + ], + { + "title_aux": "DeepSeek Chat Node for ComfyUI" + } + ], + "https://github.com/linshier/comfyui-remote-tools": [ + [ + "LoadBase64(js)", + "LoadBase64FromRemote", + "SendBase64ToRemote" + ], + { + "title_aux": "comfyui-remote-tools" + } + ], + "https://github.com/lisaks/comfyui-panelforge": [ + [ + "FrameNode", + "PageNode", + "RowNode" + ], + { + "title_aux": "Pixstri ComfyUI Comics" + } + ], + "https://github.com/liuqianhonga/ComfyUI-Html2Image": [ + [ + "CameraWatermark", + "TemplateToImage", + "WebpageScreenshot" + ], + { + "title_aux": "ComfyUI-Html2Image" + } + ], + "https://github.com/liuqianhonga/ComfyUI-Image-Compressor": [ + [ + "BatchImageCompressor", + "ImageCompressor" + ], + { + "title_aux": "ComfyUI-Image-Compressor" + } + ], + "https://github.com/liuqianhonga/ComfyUI-QHNodes": [ + [ + "BatchImageCompressor", + "CameraWatermark", + "DownloadCheckpoint", + "DownloadControlNet", + "DownloadLora", + "DownloadUNET", + "DownloadVAE", + "DynamicExpression", + "FileSave", + "Gemini", + "ImageCompressor", + "ImageCountFromFolder", + "JsonToCSV", + "JsonUnpack", + "LoadImageFromFolder", + "LoadLoraFromFolder", + "LoadPromptsFromFolder", + "PresetSizeLatent", + "SamplerSettings", + "ShowTranslateString", + "StringConverter", + "StringFormatter", + "StringList", + "StringListFromCSV", + "StringListToCSV", + "StringMatcher", + "StringTranslate", + "TemplateToImage", + "TimeFormatter", + "UnifiedPromptGenerator", + "WebpageScreenshot" + ], + { + "title_aux": "ComfyUI-QHNodes" + } + ], + "https://github.com/liuqianhonga/ComfyUI-String-Helper": [ + [ + "JsonToCSV", + "ShowTranslateString", + "StringConverter", + "StringFormatter", + "StringList", + "StringListFromCSV", + "StringListToCSV", + "StringMatcher", + "StringTranslate", + "TimeFormatter" + ], + { + "title_aux": "ComfyUI-String-Helper" + } + ], + "https://github.com/liushuchun/ComfyUI_Lora_List_With_Url_Loader": [ + [ + "LoraListUrlLoader" + ], + { + "title_aux": "ComfyUI_Lora_List_With_Url_Loader" + } + ], + "https://github.com/liusida/ComfyUI-AutoCropFaces": [ + [ + "AutoCropFaces" + ], + { + "title_aux": "ComfyUI-AutoCropFaces" + } + ], + "https://github.com/liusida/ComfyUI-B-LoRA": [ + [ + "LoadBLoRA" + ], + { + "title_aux": "ComfyUI-B-LoRA" + } + ], + "https://github.com/liusida/ComfyUI-Debug": [ + [ + "DebugModelInspectorNode", + "DebugModelPrintOutNode" + ], + { + "title_aux": "ComfyUI-Debug" + } + ], + "https://github.com/liusida/ComfyUI-SD3-nodes": [ + [ + "SD3EmptyLatent", + "SD3LoadCLIPs", + "SD3LoadCheckpoint" + ], + { + "title_aux": "ComfyUI-SD3-nodes" + } + ], + "https://github.com/livepeer/ComfyUI-Stream-Pack": [ + [ + "AudioTranscriptionNode", + "FaceMeshDrawNode", + "FaceMeshMaskNode", + "FaceMeshNode", + "FeatureBankAttentionProcessor", + "SRTGeneratorNode", + "SuperResolutionModelLoader", + "SuperResolutionUpscale" + ], + { + "title_aux": "ComfyUI-Stream-Pack" + } + ], + "https://github.com/ljleb/comfy-mecha": [ + [ + "Already Loaded Model Mecha Recipe", + "Any Model Mecha Recipe", + "Blocks Mecha Hyper", + "Bool Mecha Hyper", + "Float Mecha Hyper", + "Int Mecha Hyper", + "Lora Mecha Recipe", + "Mecha Converter", + "Mecha Deserializer", + "Mecha Merge Method Cache Unit", + "Mecha Merger", + "Mecha Recipe List", + "Mecha Regex Weights", + "Mecha Serializer", + "Mecha Subtract Recipe List", + "Model Mecha Recipe", + "SD1-LDM Mecha Blocks Parameters", + "SDXL-SGM Mecha Blocks Parameters", + "String Mecha Hyper" + ], + { + "title_aux": "Mecha Merge Node Pack" + } + ], + "https://github.com/lks-ai/ComfyUI-StableAudioSampler": [ + [ + "StableAudioConditioning", + "StableAudioLoadModel", + "StableAudioPrompt", + "StableAudioSampler" + ], + { + "author": "lks-ai", + "description": "A Simple integration of Stable Audio Diffusion with knobs and stuff!", + "nickname": "stableaudio", + "title": "StableAudioSampler", + "title_aux": "ComfyUI Stable Audio Open 1.0 Sampler" + } + ], + "https://github.com/lks-ai/anynode": [ + [ + "AnyNode", + "AnyNodeAnthropic", + "AnyNodeGemini", + "AnyNodeLocal" + ], + { + "author": "newsbubbles", + "description": "This single node uses an LLM to generate a functionality based on your request. You can make the node do anything.", + "nickname": "AnyNode", + "title": "AnyNode v0.1.1", + "title_aux": "ComfyUI AnyNode: Any Node you ask for" + } + ], + "https://github.com/lldacing/ComfyUI_BEN_ll": [ + [ + "BlurFusionForegroundEstimationForBen", + "GetMaskByBen", + "LoadRembgByBenModel", + "RembgByBen", + "RembgByBenAdvanced" + ], + { + "title_aux": "ComfyUI_BEN_ll" + } + ], + "https://github.com/lldacing/ComfyUI_BiRefNet_ll": [ + [ + "AutoDownloadBiRefNetModel", + "BlurFusionForegroundEstimation", + "GetMaskByBiRefNet", + "LoadRembgByBiRefNetModel", + "RembgByBiRefNet", + "RembgByBiRefNetAdvanced" + ], + { + "title_aux": "ComfyUI_BiRefNet_ll" + } + ], + "https://github.com/lldacing/ComfyUI_Patches_ll": [ + [ + "ApplyFirstBlockCachePatch", + "ApplyFirstBlockCachePatchAdvanced", + "ApplyTeaCachePatch", + "ApplyTeaCachePatchAdvanced", + "DitForwardOverrider", + "FluxForwardOverrider", + "VideoForwardOverrider" + ], + { + "title_aux": "ComfyUI_Patches_ll" + } + ], + "https://github.com/lldacing/ComfyUI_PuLID_Flux_ll": [ + [ + "ApplyPulidFlux", + "FixPulidFluxPatch", + "PulidFluxEvaClipLoader", + "PulidFluxFaceDetector", + "PulidFluxFaceNetLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader", + "PulidFluxOptions" + ], + { + "title_aux": "ComfyUI_PuLID_Flux_ll" + } + ], + "https://github.com/lldacing/ComfyUI_StableDelight_ll": [ + [ + "ApplyStableDelight", + "LoadStableDelightModel" + ], + { + "title_aux": "ComfyUI_StableDelight_ll" + } + ], + "https://github.com/lldacing/ComfyUI_StableHair_ll": [ + [ + "ApplyHairRemover", + "ApplyHairTransfer", + "LoadStableHairRemoverModel", + "LoadStableHairTransferModel" + ], + { + "title_aux": "ComfyUI_StableHair_ll" + } + ], + "https://github.com/lldacing/comfyui-easyapi-nodes": [ + [ + "Base64ToImage", + "Base64ToMask", + "BboxToBbox", + "BboxToCropData", + "BboxesToBboxes", + "ColorPicker", + "ConvertToJsonStr", + "ConvertTypeToAny", + "CopyAndRenameFiles", + "CropImageByBbox", + "CropTargetSizeImageByBbox", + "EmptyOutputNode", + "FilterSortDependSubGraphs", + "FilterValueForList", + "ForEachClose", + "ForEachOpen", + "GetImageBatchSize", + "GetValueFromJsonObj", + "IfElseForEmptyObject", + "ImageEqual", + "ImageSizeGetter", + "ImageToBase64", + "ImageToBase64Advanced", + "IndexOfList", + "IndexesOfList", + "InnerIntCompare", + "InnerIntMathOperation", + "InnerLoopClose", + "InsightFaceBBOXDetect", + "IntToList", + "IntToNumber", + "IsNoneOrEmpty", + "IsNoneOrEmptyOptional", + "JoinList", + "ListMerge", + "ListUnWrapper", + "ListWrapper", + "LoadImageFromLocalPath", + "LoadImageFromURL", + "LoadImageToBase64", + "LoadJsonStrToList", + "LoadLocalFilePath", + "LoadMaskFromLocalPath", + "LoadMaskFromURL", + "MaskByBboxes", + "MaskImageToBase64", + "MaskToBase64Image", + "MaskToRle", + "NodeListMerge", + "NodeListToList", + "NodeListToListMerge", + "NoneNode", + "ReadTextFromLocalFile", + "RleToMask", + "SDBaseVerNumber", + "SamAutoMaskSEGS", + "SamAutoMaskSEGSAdvanced", + "SaveImagesWithoutOutput", + "SaveSingleImageWithoutOutput", + "SaveTextToFileByImagePath", + "SaveTextToLocalFile", + "SelectBbox", + "SelectBboxes", + "ShowBoolean", + "ShowFloat", + "ShowInt", + "ShowNumber", + "ShowString", + "SliceList", + "SortDependSubGraphs", + "SplitStringToList", + "StringArea", + "StringToList", + "TryFreeMemory" + ], + { + "title_aux": "comfyui-easyapi-nodes" + } + ], + "https://github.com/llikethat/ComfyUI-faceExtractor": [ + [ + "FaceExtractor", + "FaceMatcher", + "FaceReferenceEmbedding" + ], + { + "title_aux": "faceExtractor for ComfyUI" + } + ], + "https://github.com/llikethat/ComfyUI-iseebetter": [ + [ + "BasicVSRModelLoader", + "BasicVSRUpscale", + "GolfBallArtifactRemover", + "ISeeBetterCleanUpscale", + "ISeeBetterDebugTest", + "ISeeBetterFrameBuffer", + "ISeeBetterModelLoader", + "ISeeBetterSimpleUpscale", + "ISeeBetterUpscale", + "ImageSharpener", + "PerceptualQualityScore", + "SRGANDiscriminatorLoader", + "WaterDetailEnhance", + "WaterEnhancerModelLoader", + "WaterPostProcess" + ], + { + "title_aux": "iSeeBetter Node for ComfyUI" + } + ], + "https://github.com/lo-th/Comfyui_three_js": [ + [ + "ThreeView" + ], + { + "title_aux": "Comfyui_three_js" + } + ], + "https://github.com/logicalor/comfyui_friendly_pipe": [ + [ + "FriendlyPipeEdit", + "FriendlyPipeIn", + "FriendlyPipeOut" + ], + { + "title_aux": "comfyui_friendly_pipe" + } + ], + "https://github.com/logicalor/comfyui_multi_replace": [ + [ + "FindReplacePairs", + "TextReplacer" + ], + { + "title_aux": "comfyui_multi_replace" + } + ], + "https://github.com/logicalor/comfyui_path_sanitizer": [ + [ + "PathSanitizer" + ], + { + "title_aux": "comfyui_path_sanitizer" + } + ], + "https://github.com/logicalor/comfyui_text_to_pose": [ + [ + "ApplyT2IPoseAdapter", + "T2IPoseAdapterLoader", + "T2PModelLoader", + "TextToPose", + "TextToPoseBatch" + ], + { + "title_aux": "comfyui_text_to_pose" + } + ], + "https://github.com/logtd/ComfyUI-4DHumans": [ + [ + "LoadDetectron", + "LoadHMR", + "ProcessHumans" + ], + { + "title_aux": "ComfyUI-4DHumans" + } + ], + "https://github.com/logtd/ComfyUI-APGScaling": [ + [ + "APGFunction" + ], + { + "title_aux": "ComfyUI-APGScaling" + } + ], + "https://github.com/logtd/ComfyUI-DiLightNet": [ + [ + "LoadDiLightControlNet", + "PrepareDiLightCond" + ], + { + "title_aux": "ComfyUI-DiLightNet" + } + ], + "https://github.com/logtd/ComfyUI-FLATTEN": [ + [ + "ApplyFlattenAttentionNode", + "CreateFlowNoiseNode", + "FlattenCheckpointLoaderNode", + "KSamplerFlattenNode", + "TrajectoryNode", + "UnsamplerFlattenNode" + ], + { + "title_aux": "ComfyUI-FLATTEN" + } + ], + "https://github.com/logtd/ComfyUI-Fluxtapoz": [ + [ + "ApplyRegionalConds", + "ConfigureModifiedFlux", + "CreateRegionalCond", + "FlowEditForwardSampler", + "FlowEditGuider", + "FlowEditReverseSampler", + "FlowEditSampler", + "FluxAttnOverride", + "FluxDeGuidance", + "FluxForwardODESampler", + "FluxInverseSampler", + "FluxNoiseMixer", + "FluxReverseODESampler", + "InFluxFlipSigmas", + "InFluxModelSamplingPred", + "OutFluxModelSamplingPred", + "PAGAttention", + "PrepareAttnBank", + "RFDoubleBlocksOverride", + "RFSingleBlocksOverride", + "RegionalStyleModelApply", + "SEGAttention" + ], + { + "title_aux": "ComfyUI-Fluxtapoz" + } + ], + "https://github.com/logtd/ComfyUI-InstanceDiffusion": [ + [ + "ApplyScaleUModelNode", + "DownloadInstanceDiffusionModels", + "InstanceDiffusionTrackingPrompt", + "LoadInstanceFusersNode", + "LoadInstancePositionNetModel", + "LoadInstanceScaleUModel", + "LoadInstanceScaleUNode" + ], + { + "title_aux": "InstanceDiffusion Nodes" + } + ], + "https://github.com/logtd/ComfyUI-InversedNoise": [ + [ + "CombineNoiseLatentNode", + "MixNoiseNode", + "SamplerInversedEulerNode" + ], + { + "title_aux": "ComfyUI-InversedNoise" + } + ], + "https://github.com/logtd/ComfyUI-MochiEdit": [ + [ + "MochiPrepareSigmas", + "MochiResampler", + "MochiUnsampler", + "MochiWrapperSamplerCustom" + ], + { + "title_aux": "ComfyUI-MochiEdit" + } + ], + "https://github.com/logtd/ComfyUI-MotionThiefExperiment": [ + [ + "ApplyRefMotionNode", + "MotionRefSettingsCustomNode", + "MotionRefSettingsDefaultNode" + ], + { + "title_aux": "ComfyUI-MotionThiefExperiment" + } + ], + "https://github.com/logtd/ComfyUI-RAVE_ATTN": [ + [ + "ApplyRaveAttentionNode", + "AttentionOverrideSD15Node", + "AttentionOverrideSDXLNode" + ], + { + "title_aux": "ComfyUI-RAVE Attention" + } + ], + "https://github.com/logtd/ComfyUI-ReNoise": [ + [ + "ReNoiseModelSamplingPred", + "ReNoiseSampler" + ], + { + "title_aux": "ComfyUI-ReNoise" + } + ], + "https://github.com/logtd/ComfyUI-RefSampling": [ + [ + "ApplyRefContentNode", + "ApplyRefStyleNode", + "ApplyRefUNetNode" + ], + { + "title_aux": "ComfyUI-RefSampling" + } + ], + "https://github.com/logtd/ComfyUI-RefUNet": [ + [ + "ConfigRefMapAdv", + "ConfigureRefNet", + "CreateRefBank", + "CustomRefMapSD1", + "PrepareRefLatents", + "ReadSampler", + "RefModelSamplingPred", + "VisionClipEncode", + "WriteSampler" + ], + { + "title_aux": "ComfyUI-RefUNet" + } + ], + "https://github.com/logtd/ComfyUI-SEGAttention": [ + [ + "SEGAttention" + ], + { + "title_aux": "ComfyUI-SEGAttention" + } + ], + "https://github.com/logtd/ComfyUI-SSREncoder": [ + [ + "ApplySSR", + "EncodeSSRQuery", + "LoadSSRAligner", + "LoadSSRAttention" + ], + { + "title_aux": "ComfyUI-SSREncoder" + } + ], + "https://github.com/logtd/ComfyUI-SeeCoder": [ + [ + "LoadSeeCoder", + "LoadSeeCoderUncond", + "SeecoderEncode" + ], + { + "title_aux": "ComfyUI-SeeCoder" + } + ], + "https://github.com/logtd/ComfyUI-TrackingNodes": [ + [ + "OpenPoseTrackerNode", + "YOLOTrackerNode" + ], + { + "title_aux": "Tracking Nodes for Videos" + } + ], + "https://github.com/logtd/ComfyUI-ViewCrafter": [ + [ + "ApplyViewCrafter", + "LoadViewCrafter" + ], + { + "title_aux": "ComfyUI-ViewCrafter" + } + ], + "https://github.com/lokinou/comfyui-better-flow": [ + [ + "AnyToHash", + "AnyToHashMulti", + "CacheAny", + "OffloadModelv2", + "RecallModelv2", + "RerouteTriggerable", + "Wait", + "WaitMulti" + ], + { + "title_aux": "ComfyUI-Better-Flow" + } + ], + "https://github.com/lokinou/comfyui-offload-models": [ + [ + "OffloadModel", + "RecallModel" + ], + { + "title_aux": "ComfyUI-Offload-Models" + } + ], + "https://github.com/lonelyowl13/artist_randomizer": [ + [ + "AddRandomArtists", + "LoadArtists", + "TextInput" + ], + { + "title_aux": "Artist tag randomizer for comfyui" + } + ], + "https://github.com/longgui0318/comfyui-common-util": [ + [ + "Added Layer Info To Array", + "Enhanced Random Light Source", + "Float Relay", + "Hex to Color", + "Image Add Alpha", + "Image Relay", + "Image Remove Alpha", + "Image Resize With Padding", + "Init Layer Info Array", + "Int Relay", + "Layer Image Seleted", + "Layer Images IPAdapter Advanced", + "Layer Info Array Fuse", + "Mask Relay", + "String Relay" + ], + { + "title_aux": "comfyui-common-util" + } + ], + "https://github.com/longgui0318/comfyui-llm-assistant": [ + [ + "Chat With LLM", + "Generate Stable Diffsution Prompt With LLM", + "Translate Text With LLM" + ], + { + "title_aux": "comfyui-llm-assistant" + } + ], + "https://github.com/longgui0318/comfyui-magic-clothing": [ + [ + "Add Magic Clothing Attention", + "Change Pipeline Dtype And Device", + "Change Pixel Value Normalization", + "Diffusers Model Makeup &MC", + "Diffusers Scheduler Loader &MC", + "Load Magic Clothing Adapter", + "Load Magic Clothing Model", + "Load Magic Clothing Pipeline", + "Load Magic Clothing Pipeline With Path", + "RUN Magic Clothing Adapter", + "RUN Magic Clothing Diffusers Model" + ], + { + "title_aux": "comfyui-magic-clothing" + } + ], + "https://github.com/longgui0318/comfyui-mask-util": [ + [ + "Image Adaptive Crop M&R", + "Image Adaptive Crop With Mask", + "Image Change DType", + "Image Change Device", + "Image Resolution Adaptive With X", + "Image Resolution Limit With 8K", + "Load Image With Name", + "Mask Change DType", + "Mask Change Device", + "Mask Selection Of Masks", + "Model Change Device", + "Model Change Device Repeaters", + "Output Image To Input", + "Split Masks" + ], + { + "title_aux": "comfyui-mask-util" + } + ], + "https://github.com/loockluo/comfyui-whisperx-pro": [ + [ + "WhisperX SRT Generator" + ], + { + "title_aux": "ComfyUI WhisperX Pro" + } + ], + "https://github.com/lord-lethris/ComfyUI-RPG-Characters": [ + [ + "ModelLikenessSwitch", + "PromptConcatenatorNode", + "PromptConditioningConverter", + "PromptSelectorNode", + "RPGArtStyleSelector", + "RPGCharacterSelector", + "prompt_selector_node" + ], + { + "title_aux": "ComfyUI-RPG-Characters" + } + ], + "https://github.com/lordgasmic/comfyui_save_image_with_options": [ + [ + "SaveImageWithOptions" + ], + { + "title_aux": "comfyui_save_image_with_options" + } + ], + "https://github.com/lordgasmic/comfyui_wildcards": [ + [ + "CLIPTextEncodeWithWildcards" + ], + { + "title_aux": "comfyui_wildcards" + } + ], + "https://github.com/lovelybbq/comfyui-custom-node-color": [ + [ + "ConvertHEXToRGB", + "HexColorInput" + ], + { + "title_aux": "ComfyUI Custom Node Color" + } + ], + "https://github.com/lovisdotio/ComfyUI-Replace-First-Frame-Last-Frame": [ + [ + "ReplaceFirstLastFrames" + ], + { + "title_aux": "ComfyUI-Replace-First-Frame-Last-Frame" + } + ], + "https://github.com/loz2754/AUN-ComfyUI-Nodes": [ + [ + "AUNAddToPrompt", + "AUNAny", + "AUNBookmark", + "AUNBoolean", + "AUNCFG", + "AUNCheckpointLoaderWithClipSkip", + "AUNEmptyLatent", + "AUNExtractModelName", + "AUNExtractPowerLoras", + "AUNExtractWidgetValue", + "AUNGetActiveNodeTitle", + "AUNGetConnectedNodeTitles", + "AUNGraphScraper", + "AUNImageLoadResize", + "AUNImageResize", + "AUNImageSingleBatch3", + "AUNImg2Img", + "AUNImgLoader", + "AUNInputs", + "AUNInputsHybrid", + "AUNKSamplerPlusv3", + "AUNModelNamePass", + "AUNModelShorten", + "AUNMultiBypassIndex", + "AUNMultiGroupUniversal", + "AUNMultiMuteIndex", + "AUNMultiNegPrompt", + "AUNMultiUniversal", + "AUNNameCrop", + "AUNNodeStateController", + "AUNPathFilename", + "AUNPathFilenameVideo", + "AUNPathFilenameVideoResolved", + "AUNRandomAnySwitch", + "AUNRandomIndexSwitch", + "AUNRandomNumber", + "AUNRandomTextIndexSwitch", + "AUNSaveImage", + "AUNSaveVideo", + "AUNSetBypassByTitle", + "AUNSetBypassStateGroup", + "AUNSetCollapseAndBypassStateAdvanced", + "AUNSetMuteByTitle", + "AUNSetMuteStateGroup", + "AUNShowTextWithTitle", + "AUNSingleLabelSwitch", + "AUNStrip", + "AUNSwitchFloat", + "AUNTextIndexSwitch", + "AUNTextIndexSwitch3", + "AUNTitleImagePreview", + "AnyType(str)", + "AudioInputOptions", + "JNodes_AnyToString", + "JNodes_ConditioningInOut", + "JNodes_FloatLiteral", + "JNodes_GetCleanFilename", + "JNodes_GetComfyDirectory", + "JNodes_GetLeafDirectory", + "JNodes_GetOutputDirectory", + "JNodes_GetTempDirectory", + "JNodes_IntLiteral", + "JNodes_ModelInOut", + "JNodes_StringLiteral", + "JNodes_SubdirectorySelector", + "JoinVideosInDirectory", + "KSamplerInputs", + "MainFolderManualName", + "TextSwitch2InputWithTextOutput" + ], + { + "title_aux": "AUN ComfyUI Nodes" + } + ], + "https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch": [ + [ + "InpaintCropImproved", + "InpaintStitchImproved" + ], + { + "title_aux": "ComfyUI-Inpaint-CropAndStitch" + } + ], + "https://github.com/lquesada/ComfyUI-Interactive": [ + [ + "InteractiveFloat", + "InteractiveInteger", + "InteractiveReset", + "InteractiveSave", + "InteractiveSeed", + "InteractiveSelector", + "InteractiveSelectorWithParameters", + "InteractiveString", + "InteractiveStringAppend", + "InteractiveStringMultiline", + "InteractiveSwitch", + "InteractiveSwitchWithParameters" + ], + { + "title_aux": "ComfyUI-Interactive" + } + ], + "https://github.com/lquesada/ComfyUI-Prompt-Combinator": [ + [ + "PromptCombinator", + "PromptCombinatorExportGallery", + "PromptCombinatorMerger", + "PromptCombinatorRandomPrompt" + ], + { + "title_aux": "ComfyUI-Prompt-Combinator" + } + ], + "https://github.com/lrzjason/ComfyUI-Watermark-Detection": [ + [ + "WatermarkDetector", + "WatermarkDetectorLoader" + ], + { + "title_aux": "ComfyUI Watermark Detection Node" + } + ], + "https://github.com/lrzjason/Comfyui-In-Context-Lora-Utils": [ + [ + "AddMaskForICLora", + "AutoPatch", + "ConcatContextWindow", + "CreateContextWindow" + ], + { + "title_aux": "Comfyui-In-Context-Lora-Utils" + } + ], + "https://github.com/lrzjason/Comfyui-Kolors-Utils": [ + [ + "SaveKolors", + "SaveWeightAsKolorsUnet" + ], + { + "title_aux": "Comfyui Kolors Utils" + } + ], + "https://github.com/lrzjason/Comfyui-LatentUtils": [ + [ + "HFEPostProcessor (lrzjason)", + "LatentFrequencyEnhancer_lrzjason" + ], + { + "title_aux": "Comfyui-LatentUtils" + } + ], + "https://github.com/lrzjason/Comfyui-LoraUtils": [ + [ + "ConvertLoraKeys", + "CreateLoraMappingJson", + "LoadLoraOnly", + "LoraAdd", + "LoraLayersOperation", + "LoraSimpleAdd", + "LoraStatViewer", + "MergeLoraToModel", + "SaveLora" + ], + { + "title_aux": "Comfyui-LoraUtils" + } + ], + "https://github.com/lrzjason/Comfyui-QwenEditUtils": [ + [ + "CropWithPadInfo", + "LoadImageReturnFilename", + "QwenEditAdaptiveLongestEdge", + "QwenEditAny2Image", + "QwenEditAny2Latent", + "QwenEditConfigJsonParser", + "QwenEditConfigPreparer", + "QwenEditListExtractor", + "QwenEditOutputExtractor", + "TextEncodeQwenImageEditPlusAdvance_lrzjason", + "TextEncodeQwenImageEditPlusCustom_lrzjason", + "TextEncodeQwenImageEditPlusPro_lrzjason", + "TextEncodeQwenImageEditPlus_lrzjason", + "TextEncodeQwenImageEdit_lrzjason" + ], + { + "title_aux": "Comfyui-QwenEditUtils" + } + ], + "https://github.com/lrzjason/Comfyui-ThinkRemover": [ + [ + "ThinkRemover" + ], + { + "title_aux": "Comfyui-ThinkRemover" + } + ], + "https://github.com/ltdrdata/ComfyUI-Impact-Pack": [ + [ + "AddMask", + "AnyPipeToBasic", + "BasicPipeToDetailerPipe", + "BasicPipeToDetailerPipeSDXL", + "BboxDetectorCombined_v2", + "BboxDetectorSEGS", + "BitwiseAndMask", + "BitwiseAndMaskForEach", + "BlackPatchRetryHookProvider", + "CLIPSegDetectorProvider", + "CfgScheduleHookProvider", + "CombineRegionalPrompts", + "CoreMLDetailerHookProvider", + "CustomSamplerDetailerHookProvider", + "DenoiseScheduleHookProvider", + "DenoiseSchedulerDetailerHookProvider", + "DetailerForEach", + "DetailerForEachAutoRetry", + "DetailerForEachDebug", + "DetailerForEachDebugPipe", + "DetailerForEachPipe", + "DetailerForEachPipeForAnimateDiff", + "DetailerHookCombine", + "DetailerPipeToBasicPipe", + "EditBasicPipe", + "EditDetailerPipe", + "EditDetailerPipeSDXL", + "EmptySegs", + "FaceDetailer", + "FaceDetailerPipe", + "FromBasicPipe", + "FromBasicPipe_v2", + "FromDetailerPipe", + "FromDetailerPipeSDXL", + "FromDetailerPipe_v2", + "GITSSchedulerFuncProvider", + "ImageListToImageBatch", + "ImageMaskSwitch", + "ImageReceiver", + "ImageSender", + "ImpactAssembleSEGS", + "ImpactBoolean", + "ImpactCombineConditionings", + "ImpactCompare", + "ImpactConcatConditionings", + "ImpactConditionalBranch", + "ImpactConditionalBranchSelMode", + "ImpactConditionalStopIteration", + "ImpactControlBridge", + "ImpactControlNetApplyAdvancedSEGS", + "ImpactControlNetApplySEGS", + "ImpactControlNetClearSEGS", + "ImpactConvertDataType", + "ImpactCount_Elts_in_SEGS", + "ImpactDecomposeSEGS", + "ImpactDilateMask", + "ImpactDilateMaskInSEGS", + "ImpactDilate_Mask_SEG_ELT", + "ImpactDummyInput", + "ImpactEdit_SEG_ELT", + "ImpactExecutionOrderController", + "ImpactFlattenMask", + "ImpactFloat", + "ImpactFrom_SEG_ELT", + "ImpactFrom_SEG_ELT_bbox", + "ImpactFrom_SEG_ELT_crop_region", + "ImpactGaussianBlurMask", + "ImpactGaussianBlurMaskInSEGS", + "ImpactHFTransformersClassifierProvider", + "ImpactIPAdapterApplySEGS", + "ImpactIfNone", + "ImpactImageBatchToImageList", + "ImpactImageInfo", + "ImpactInt", + "ImpactInversedSwitch", + "ImpactIsNotEmptySEGS", + "ImpactKSamplerAdvancedBasicPipe", + "ImpactKSamplerBasicPipe", + "ImpactLatentInfo", + "ImpactListBridge", + "ImpactLogger", + "ImpactLogicalOperators", + "ImpactMakeAnyList", + "ImpactMakeImageBatch", + "ImpactMakeImageList", + "ImpactMakeMaskBatch", + "ImpactMakeMaskList", + "ImpactMakeTileSEGS", + "ImpactMinMax", + "ImpactNeg", + "ImpactNegativeConditioningPlaceholder", + "ImpactNodeSetMuteState", + "ImpactQueueTrigger", + "ImpactQueueTriggerCountdown", + "ImpactRemoteBoolean", + "ImpactRemoteInt", + "ImpactSAM2VideoDetectorSEGS", + "ImpactSEGSClassify", + "ImpactSEGSConcat", + "ImpactSEGSIntersectionFilter", + "ImpactSEGSLabelAssign", + "ImpactSEGSLabelFilter", + "ImpactSEGSMerge", + "ImpactSEGSNMSFilter", + "ImpactSEGSOrderedFilter", + "ImpactSEGSPicker", + "ImpactSEGSRangeFilter", + "ImpactSEGSToMaskBatch", + "ImpactSEGSToMaskList", + "ImpactScaleBy_BBOX_SEG_ELT", + "ImpactSchedulerAdapter", + "ImpactSegsAndMask", + "ImpactSegsAndMaskForEach", + "ImpactSelectNthItemOfAnyList", + "ImpactSetWidgetValue", + "ImpactSimpleDetectorSEGS", + "ImpactSimpleDetectorSEGSPipe", + "ImpactSimpleDetectorSEGS_for_AD", + "ImpactSleep", + "ImpactStringSelector", + "ImpactSwitch", + "ImpactValueReceiver", + "ImpactValueSender", + "ImpactWildcardEncode", + "ImpactWildcardProcessor", + "IterativeImageUpscale", + "IterativeLatentUpscale", + "KSamplerAdvancedProvider", + "KSamplerProvider", + "LamaRemoverDetailerHookProvider", + "LatentPixelScale", + "LatentReceiver", + "LatentSender", + "LatentSwitch", + "MaskDetailerPipe", + "MaskListToMaskBatch", + "MaskRectArea", + "MaskRectAreaAdvanced", + "MaskToSEGS", + "MaskToSEGS_for_AnimateDiff", + "MasksToMaskList", + "MediaPipeFaceMeshToSEGS", + "NoiseInjectionDetailerHookProvider", + "NoiseInjectionHookProvider", + "ONNXDetectorProvider", + "ONNXDetectorSEGS", + "PixelKSampleHookCombine", + "PixelKSampleUpscalerProvider", + "PixelKSampleUpscalerProviderPipe", + "PixelTiledKSampleUpscalerProvider", + "PixelTiledKSampleUpscalerProviderPipe", + "PreviewBridge", + "PreviewBridgeLatent", + "PreviewDetailerHookProvider", + "ReencodeLatent", + "ReencodeLatentPipe", + "RegionalPrompt", + "RegionalSampler", + "RegionalSamplerAdvanced", + "RemoveImageFromSEGS", + "RemoveNoiseMask", + "SAMDetectorCombined", + "SAMDetectorSegmented", + "SAMLoader", + "SEGSDetailer", + "SEGSDetailerForAnimateDiff", + "SEGSLabelFilterDetailerHookProvider", + "SEGSOrderedFilterDetailerHookProvider", + "SEGSPaste", + "SEGSPreview", + "SEGSPreviewCNet", + "SEGSRangeFilterDetailerHookProvider", + "SEGSSwitch", + "SEGSToImageList", + "SEGSUpscaler", + "SEGSUpscalerPipe", + "SegmDetectorCombined_v2", + "SegmDetectorSEGS", + "Segs Mask", + "Segs Mask ForEach", + "SegsToCombinedMask", + "SetDefaultImageForSEGS", + "StepsScheduleHookProvider", + "StringListToString", + "SubtractMask", + "SubtractMaskForEach", + "TiledKSamplerProvider", + "ToBasicPipe", + "ToBinaryMask", + "ToDetailerPipe", + "ToDetailerPipeSDXL", + "TwoAdvancedSamplersForMask", + "TwoSamplersForMask", + "TwoSamplersForMaskUpscalerProvider", + "TwoSamplersForMaskUpscalerProviderPipe", + "UnsamplerDetailerHookProvider", + "UnsamplerHookProvider", + "VariationNoiseDetailerHookProvider", + "WildcardPromptFromString" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler.", + "nickname": "Impact Pack", + "preemptions": [ + "SAMLoader" + ], + "title": "Impact Pack", + "title_aux": "ComfyUI Impact Pack" + } + ], + "https://github.com/ltdrdata/ComfyUI-Impact-Subpack": [ + [ + "UltralyticsDetectorProvider" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension provides UltralyticsDetectorProvider node", + "nickname": "Impact Subpack", + "title": "Impact Subpack", + "title_aux": "ComfyUI Impact Subpack" + } + ], + "https://github.com/ltdrdata/ComfyUI-Inspire-Pack": [ + [ + "AnimeLineArt_Preprocessor_Provider_for_SEGS //Inspire", + "ApplyLBW //Inspire", + "ApplyRegionalIPAdapters //Inspire", + "BindImageListPromptList //Inspire", + "CLIPTextEncodeWithWeight //Inspire", + "CacheBackendData //Inspire", + "CacheBackendDataList //Inspire", + "CacheBackendDataNumberKey //Inspire", + "CacheBackendDataNumberKeyList //Inspire", + "Canny_Preprocessor_Provider_for_SEGS //Inspire", + "ChangeImageBatchSize //Inspire", + "ChangeLatentBatchSize //Inspire", + "CheckpointLoaderSimpleShared //Inspire", + "ColorMapToMasks //Inspire", + "ColorMaskToDepthMask //Inspire", + "Color_Preprocessor_Provider_for_SEGS //Inspire", + "CompositeNoise //Inspire", + "ConcatConditioningsWithMultiplier //Inspire", + "ConditioningStretch //Inspire", + "ConditioningUpscale //Inspire", + "DWPreprocessor_Provider_for_SEGS //Inspire", + "DropItems //Inspire", + "FakeScribblePreprocessor_Provider_for_SEGS //Inspire", + "FloatRange //Inspire", + "ForeachListBegin //Inspire", + "ForeachListEnd //Inspire", + "FromIPAdapterPipe //Inspire", + "GlobalSampler //Inspire", + "GlobalSeed //Inspire", + "HEDPreprocessor_Provider_for_SEGS //Inspire", + "HyperTile //Inspire", + "IPAdapterModelHelper //Inspire", + "ImageBatchSplitter //Inspire", + "InpaintPreprocessor_Provider_for_SEGS //Inspire", + "IsCached //Inspire", + "KSampler //Inspire", + "KSamplerAdvanced //Inspire", + "KSamplerAdvancedPipe //Inspire", + "KSamplerAdvancedProgress //Inspire", + "KSamplerPipe //Inspire", + "KSamplerProgress //Inspire", + "LatentBatchSplitter //Inspire", + "LeRes_DepthMap_Preprocessor_Provider_for_SEGS //Inspire", + "LineArt_Preprocessor_Provider_for_SEGS //Inspire", + "ListCounter //Inspire", + "LoadDiffusionModelShared //Inspire", + "LoadImage //Inspire", + "LoadImageListFromDir //Inspire", + "LoadImagesFromDir //Inspire", + "LoadLBW //Inspire", + "LoadPromptsFromDir //Inspire", + "LoadPromptsFromFile //Inspire", + "LoadSinglePromptFromFile //Inspire", + "LoadTextEncoderShared //Inspire", + "LoraBlockInfo //Inspire", + "LoraLoaderBlockWeight //Inspire", + "MakeBasicPipe //Inspire", + "MakeLBW //Inspire", + "Manga2Anime_LineArt_Preprocessor_Provider_for_SEGS //Inspire", + "MediaPipeFaceMeshDetectorProvider //Inspire", + "MediaPipe_FaceMesh_Preprocessor_Provider_for_SEGS //Inspire", + "MeshGraphormerDepthMapPreprocessorProvider_for_SEGS //Inspire", + "MiDaS_DepthMap_Preprocessor_Provider_for_SEGS //Inspire", + "OpenPose_Preprocessor_Provider_for_SEGS //Inspire", + "PromptBuilder //Inspire", + "PromptExtractor //Inspire", + "RGB_HexToHSV //Inspire", + "RandomGeneratorForList //Inspire", + "RandomNoise //Inspire", + "RegionalCFG //Inspire", + "RegionalConditioningColorMask //Inspire", + "RegionalConditioningSimple //Inspire", + "RegionalIPAdapterColorMask //Inspire", + "RegionalIPAdapterEncodedColorMask //Inspire", + "RegionalIPAdapterEncodedMask //Inspire", + "RegionalIPAdapterMask //Inspire", + "RegionalPromptColorMask //Inspire", + "RegionalPromptSimple //Inspire", + "RegionalSeedExplorerColorMask //Inspire", + "RegionalSeedExplorerMask //Inspire", + "RemoveBackendData //Inspire", + "RemoveBackendDataNumberKey //Inspire", + "RemoveControlNet //Inspire", + "RemoveControlNetFromRegionalPrompts //Inspire", + "RetrieveBackendData //Inspire", + "RetrieveBackendDataNumberKey //Inspire", + "SaveLBW //Inspire", + "ScheduledCFGGuider //Inspire", + "ScheduledPerpNegCFGGuider //Inspire", + "SeedExplorer //Inspire", + "SeedLogger //Inspire", + "SelectNthMask //Inspire", + "ShowCachedInfo //Inspire", + "StableCascade_CheckpointLoader //Inspire", + "TilePreprocessor_Provider_for_SEGS //Inspire", + "ToIPAdapterPipe //Inspire", + "UnzipPrompt //Inspire", + "WildcardEncode //Inspire", + "WorklistToItemList //Inspire", + "XY Input: Lora Block Weight //Inspire", + "ZipPrompt //Inspire" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension provides various nodes to support Lora Block Weight, Regional Nodes, Backend Cache, Prompt Utils, List Utils and the Impact Pack.", + "nickname": "Inspire Pack", + "nodename_pattern": "Inspire$", + "title": "Inspire Pack", + "title_aux": "ComfyUI Inspire Pack" + } + ], + "https://github.com/ltdrdata/comfyui-connection-helper": [ + [], + { + "author": "Dr.Lt.Data", + "description": "Helper", + "nickname": "Connection Helper", + "nodename_pattern": "Inspire$", + "title": "ComfyUI Connection Helper", + "title_aux": "ComfyUI Connection Helper" + } + ], + "https://github.com/ltdrdata/was-node-suite-comfyui": [ + [ + "BLIP Analyze Image", + "BLIP Model Loader", + "Blend Latents", + "Boolean To Text", + "Bounded Image Blend", + "Bounded Image Blend with Mask", + "Bounded Image Crop", + "Bounded Image Crop with Mask", + "Bus Node", + "CLIP Input Switch", + "CLIP Vision Input Switch", + "CLIPSEG2", + "CLIPSeg Batch Masking", + "CLIPSeg Masking", + "CLIPSeg Model Loader", + "CLIPTextEncode (BlenderNeko Advanced + NSP)", + "CLIPTextEncode (NSP)", + "Cache Node", + "Checkpoint Loader", + "Checkpoint Loader (Simple)", + "Conditioning Input Switch", + "Constant Number", + "Control Net Model Input Switch", + "Convert Masks to Images", + "Create Grid Image", + "Create Grid Image from Batch", + "Create Morph Image", + "Create Morph Image from Path", + "Create Video from Path", + "Debug Number to Console", + "Dictionary to Console", + "Diffusers Hub Model Down-Loader", + "Diffusers Model Loader", + "Export API", + "HSL to Hex", + "Hex to HSL", + "Image Analyze", + "Image Aspect Ratio", + "Image Batch", + "Image Blank", + "Image Blend", + "Image Blend by Mask", + "Image Blending Mode", + "Image Bloom Filter", + "Image Bounds", + "Image Bounds to Console", + "Image Canny Filter", + "Image Chromatic Aberration", + "Image Color Palette", + "Image Crop Face", + "Image Crop Location", + "Image Crop Square Location", + "Image Displacement Warp", + "Image Dragan Photography Filter", + "Image Edge Detection Filter", + "Image Film Grain", + "Image Filter Adjustments", + "Image Flip", + "Image Generate Gradient", + "Image Gradient Map", + "Image High Pass Filter", + "Image History Loader", + "Image Input Switch", + "Image Levels Adjustment", + "Image Load", + "Image Lucy Sharpen", + "Image Median Filter", + "Image Mix RGB Channels", + "Image Monitor Effects Filter", + "Image Nova Filter", + "Image Padding", + "Image Paste Crop", + "Image Paste Crop by Location", + "Image Paste Face", + "Image Perlin Noise", + "Image Perlin Power Fractal", + "Image Pixelate", + "Image Power Noise", + "Image Rembg (Remove Background)", + "Image Remove Background (Alpha)", + "Image Remove Color", + "Image Resize", + "Image Rotate", + "Image Rotate Hue", + "Image SSAO (Ambient Occlusion)", + "Image SSDO (Direct Occlusion)", + "Image Save", + "Image Seamless Texture", + "Image Select Channel", + "Image Select Color", + "Image Send HTTP", + "Image Shadows and Highlights", + "Image Size to Number", + "Image Stitch", + "Image Style Filter", + "Image Threshold", + "Image Tiled", + "Image Transpose", + "Image Voronoi Noise Filter", + "Image fDOF Filter", + "Image to Latent Mask", + "Image to Noise", + "Image to Seed", + "Images to Linear", + "Images to RGB", + "Inset Image Bounds", + "Integer place counter", + "KSampler (WAS)", + "KSampler Cycle", + "Latent Batch", + "Latent Input Switch", + "Latent Noise Injection", + "Latent Size to Number", + "Latent Upscale by Factor (WAS)", + "Load Cache", + "Load Image Batch", + "Load Lora", + "Load Text File", + "Logic Boolean", + "Logic Boolean Primitive", + "Logic Comparison AND", + "Logic Comparison OR", + "Logic Comparison XOR", + "Logic NOT", + "Lora Input Switch", + "Lora Loader", + "Mask Arbitrary Region", + "Mask Batch", + "Mask Batch to Mask", + "Mask Ceiling Region", + "Mask Crop Dominant Region", + "Mask Crop Minority Region", + "Mask Crop Region", + "Mask Dilate Region", + "Mask Dominant Region", + "Mask Erode Region", + "Mask Fill Holes", + "Mask Floor Region", + "Mask Gaussian Region", + "Mask Invert", + "Mask Minority Region", + "Mask Paste Region", + "Mask Rect Area", + "Mask Rect Area (Advanced)", + "Mask Smooth Region", + "Mask Threshold Region", + "Masks Add", + "Masks Combine Batch", + "Masks Combine Regions", + "Masks Subtract", + "MiDaS Depth Approximation", + "MiDaS Mask Image", + "MiDaS Model Loader", + "Model Input Switch", + "Number Counter", + "Number Input Condition", + "Number Input Switch", + "Number Multiple Of", + "Number Operation", + "Number PI", + "Number to Float", + "Number to Int", + "Number to Seed", + "Number to String", + "Number to Text", + "Prompt Multiple Styles Selector", + "Prompt Styles Selector", + "Random Number", + "SAM Image Mask", + "SAM Model Loader", + "SAM Parameters", + "SAM Parameters Combine", + "Samples Passthrough (Stat System)", + "Save Text File", + "Seed", + "String to Text", + "Tensor Batch to Image", + "Text Add Token by Input", + "Text Add Tokens", + "Text Compare", + "Text Concatenate", + "Text Contains", + "Text Dictionary Convert", + "Text Dictionary Get", + "Text Dictionary Keys", + "Text Dictionary New", + "Text Dictionary To Text", + "Text Dictionary Update", + "Text File History Loader", + "Text Find", + "Text Find and Replace", + "Text Find and Replace Input", + "Text Find and Replace by Dictionary", + "Text Input Switch", + "Text List", + "Text List Concatenate", + "Text List to Text", + "Text Load Line From File", + "Text Multiline", + "Text Multiline (Code Compatible)", + "Text Parse A1111 Embeddings", + "Text Parse Noodle Soup Prompts", + "Text Parse Tokens", + "Text Random Line", + "Text Random Prompt", + "Text Shuffle", + "Text Sort", + "Text String", + "Text String Truncate", + "Text to Conditioning", + "Text to Console", + "Text to Number", + "Text to String", + "True Random.org Number Generator", + "Upscale Model Loader", + "Upscale Model Switch", + "VAE Input Switch", + "Video Dump Frames", + "Write to GIF", + "Write to Video", + "unCLIP Checkpoint Loader" + ], + { + "title_aux": "WAS Node Suite (Revised)" + } + ], + "https://github.com/lthero-big/ComfyUI-GaussianShadingWatermark": [ + [ + "DPR_Extractor", + "DPR_GS_Latent", + "DPR_KSamplerAdvanced" + ], + { + "title_aux": "ComfyUI-GaussianShadingWatermark" + } + ], + "https://github.com/luandev/ComfyUI-CrewAI": [ + [ + "DisplayText", + "\ud83d\udcceCrewAI Agent", + "\ud83d\udcceCrewAI Agent List", + "\ud83d\udcceCrewAI Crew", + "\ud83d\udcceCrewAI LLM Chat GPT", + "\ud83d\udcceCrewAI LLM Hugging Face", + "\ud83d\udcceCrewAI LLM Ollama", + "\ud83d\udcceCrewAI LLM OpenAI", + "\ud83d\udcceCrewAI Task", + "\ud83d\udcceCrewAI Task List", + "\ud83d\udcceCrewAI Text" + ], + { + "title_aux": "ComfyUI CrewAI" + } + ], + "https://github.com/lucasgattas/ComfyUI-Egregora-Audio-Super-Resolution": [ + [ + "ABX Judge", + "ABX Prepare", + "Audio Align (XCorr)", + "Audio Gain Match", + "Audio Gain Match (1770)", + "Audio Null Test", + "Audio Plotter", + "EgregoraAudioUpscaler", + "EgregoraFatLlamaCPU", + "EgregoraFatLlamaGPU", + "Egregora_DAC_Decode", + "Egregora_DAC_Encode", + "Egregora_DeepFilterNet_Denoise", + "Egregora_RNNoise_Denoise", + "Egregora_WPE_Dereverb", + "Loudness Meter (BS1770)", + "Metrics (LSD + SI-SDR)", + "Null Test (Full)", + "Resample Audio (HQ)" + ], + { + "title_aux": "ComfyUI \u00b7 Egregora Audio Super\u2011Resolution" + } + ], + "https://github.com/lucasgattas/ComfyUI-Egregora-Frames-Animation-Nodes": [ + [ + "AdvancedBatchLoader", + "BatchAnimationProcessor", + "BatchMultiFolderProcessor", + "MultiFormatAnimationEncoder", + "VideoFrameExtractor" + ], + { + "title_aux": "Egregora Frames Animation Nodes for ComfyUI" + } + ], + "https://github.com/lucasgattas/comfyui-egregora-divide-and-enhance": [ + [ + "Egregora Algorithm", + "Egregora Analyze Content", + "Egregora Combine", + "Egregora Divide and Select", + "Egregora Preview", + "Egregora Turbo Prompt" + ], + { + "title_aux": "ComfyUI \u00b7 Egregora: Divide & Enhance" + } + ], + "https://github.com/lujiazho/ComfyUI-CatvtonFluxWrapper": [ + [ + "CatvtonFluxSampler", + "LoadCatvtonFlux", + "LoadCatvtonFluxLoRA", + "ModelPrinter" + ], + { + "title_aux": "ComfyUI-CatvtonFluxWrapper" + } + ], + "https://github.com/luke-mino-altherr/ComfyUI-LatentReverb": [ + [ + "LatentReverb" + ], + { + "title_aux": "ComfyUI-Latent-Reverb" + } + ], + "https://github.com/lum3on/ComfyUI-FrameUtilitys": [ + [ + "FrameClipper", + "FrameExtender", + "FrameExtenderAdvanced", + "FrameRepeater", + "FrameReplacer", + "GitInstaller" + ], + { + "title_aux": "ComfyUI-FrameUtilitys" + } + ], + "https://github.com/lum3on/ComfyUI-ModelQuantizer": [ + [ + "ControlNetFP8QuantizeNode", + "ControlNetMetadataViewerNode", + "GGUFQuantizerNode", + "ModelToStateDict", + "QuantizeFP8Format", + "QuantizeModel", + "SaveAsSafeTensor" + ], + { + "title_aux": "ComfyUI-ModelQuantizer" + } + ], + "https://github.com/lum3on/ComfyUI-StableAudioX": [ + [ + "AudioXAdvancedVolumeControl", + "AudioXAudioProcessor", + "AudioXEnhancedTextToAudio", + "AudioXEnhancedTextToMusic", + "AudioXEnhancedVideoToAudio", + "AudioXModelLoader", + "AudioXMultiModalGeneration", + "AudioXPromptHelper", + "AudioXTextToAudio", + "AudioXTextToMusic", + "AudioXVideoAudioCombiner", + "AudioXVideoMuter", + "AudioXVideoToAudio", + "AudioXVideoToMusic", + "AudioXVolumeControl" + ], + { + "title_aux": "ComfyUI-AudioX" + } + ], + "https://github.com/lum3on/ComfyUI_MJ-Scraper": [ + [ + "MJScraper" + ], + { + "title_aux": "ComfyUI Midjourney Scraper Node" + } + ], + "https://github.com/lum3on/ComfyUI_NativeBlockSwap": [ + [ + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI_NativeBlockSwap" + } + ], + "https://github.com/lum3on/ComfyUI_Reve-API": [ + [ + "ReveAPI" + ], + { + "title_aux": "ComfyUI Reve API Integration Node" + } + ], + "https://github.com/lum3on/comfyui_EdgeTAM": [ + [ + "EdgeTAMVideoTracker", + "InteractiveMaskEditor" + ], + { + "title_aux": "comfyui_EdgeTAM" + } + ], + "https://github.com/lum3on/comfyui_HiDream-Sampler": [ + [ + "HiDreamImg2Img", + "HiDreamSampler", + "HiDreamSamplerAdvanced" + ], + { + "title_aux": "HiDream Sampler" + } + ], + "https://github.com/lum3on/comfyui_LLM_Polymath": [ + [ + "ConceptEraserNode", + "flux_context_preset", + "polymath_SaveAbsolute", + "polymath_StringListPicker", + "polymath_TextSplitter", + "polymath_chat", + "polymath_helper", + "polymath_scraper", + "polymath_settings", + "polymath_text_mask" + ], + { + "title_aux": "comfyui_LLM_Polymath" + } + ], + "https://github.com/lumalabs/ComfyUI-LumaAI-API": [ + [ + "CharacterReference", + "ConcatReferences", + "ImgBBUpload", + "LumaAIClient", + "LumaAddAudio2Video", + "LumaCharacterReference", + "LumaConcatReferences", + "LumaExtendGeneration", + "LumaImage2Video", + "LumaImageGeneration", + "LumaInterpolateGenerations", + "LumaModifyImage", + "LumaPreviewVideo", + "LumaReference", + "LumaText2Video", + "LumaUpscaleGeneration", + "Reference" + ], + { + "title_aux": "ComfyUI-LumaAI-API" + } + ], + "https://github.com/lunarring/bitalino_comfy": [ + [ + "LR BitalinoReceiver" + ], + { + "title_aux": "bitalino_comfy" + } + ], + "https://github.com/luoq24/ydem_nodes": [ + [ + "YDemExampleNode", + "YDemFaceDirection", + "YDemImageProcessor" + ], + { + "title_aux": "ydem_nodes" + } + ], + "https://github.com/luxdelux7/ComfyUI-Forbidden-Vision": [ + [ + "ForbiddenVisionFaceEditMerge", + "ForbiddenVisionFaceEditPrep", + "ForbiddenVisionFaceFixerMaskOnly", + "ForbiddenVisionFaceProcessorIntegrated", + "ForbiddenVisionInpaintLite", + "ForbiddenVisionRebuilder", + "LatentBuilder", + "LatentRefiner", + "SamplerSchedulerSettings" + ], + { + "nodename_pattern": "ForbiddenVision", + "title_aux": "Forbidden Vision" + } + ], + "https://github.com/lxe/ComfyUI-OpenAI-Compat-LLM-Node": [ + [ + "OpenAILLMNode" + ], + { + "title_aux": "ComfyUI OpenAI Compatible LLM Node" + } + ], + "https://github.com/m-sokes/ComfyUI-Sokes-Nodes": [ + [ + "ComfyUI Folder Paths | sokes \ud83e\uddac", + "Current Date and Time | sokes \ud83e\uddac", + "Generate Random Background | sokes \ud83e\uddac", + "Get Files in Folder with Extension | sokes \ud83e\uddac", + "Hex Color Swatch | sokes \ud83e\uddac", + "Hex to Color Name | sokes \ud83e\uddac", + "Image Picker | sokes \ud83e\uddac", + "Latent Switch x9 | sokes \ud83e\uddac", + "Load Random Image | sokes \ud83e\uddac", + "Random Hex Color | sokes \ud83e\uddac", + "Random Number | sokes \ud83e\uddac", + "Replace Text with RegEx | sokes \ud83e\uddac", + "Runpod Serverless | sokes \ud83e\uddac", + "Street View Loader | sokes \ud83e\uddac" + ], + { + "title_aux": "ComfyUI Sokes Nodes \ud83e\uddac" + } + ], + "https://github.com/m3rr/h4_ToolKit": [ + [ + "h4AxisDriver", + "h4DebugATron3000", + "h4DebugATron3000Console", + "h4DebugATronRouter", + "h4ExecutionLogger", + "h4PlotXY", + "h4SeedBroadcaster", + "h4Varianator" + ], + { + "title_aux": "h4 ToolKit" + } + ], + "https://github.com/maepopi/Diffusers-in-ComfyUI": [ + [ + "BLoRALoader", + "GenerateImg2Image", + "GenerateInpaintImage", + "GenerateTxt2Image", + "Img2ImgStableDiffusionPipeline", + "InpaintingStableDiffusionPipeline", + "LoRALoader", + "MakeCanny", + "Text2ImgStableDiffusionPipeline" + ], + { + "title_aux": "Diffusers-in-ComfyUI" + } + ], + "https://github.com/magekinnarus/ComfyUI-V-Prediction-Node": [ + [ + "AddParam" + ], + { + "title_aux": "ComfyUI-V-Prediction-Node" + } + ], + "https://github.com/magic-eraser-org/ComfyUI-Unwatermark": [ + [ + "Remove Watermark" + ], + { + "title_aux": "ComfyUI-Unwatermark" + } + ], + "https://github.com/maikgreubel/comfyui-loaddds": [ + [ + "Load DDS File" + ], + { + "title_aux": "Load DDS File Node" + } + ], + "https://github.com/malkuthro/ComfyUI-Koolook": [ + [ + "EasyAIPipeline", + "EasyResize", + "EasyWan22Prompt", + "Easy_Version", + "KoolookLoadCameraPosesAbsolute", + "WanVideoFunCameraEmbeds", + "easy_ImageBatch" + ], + { + "title_aux": "ComfyUI-Koolook" + } + ], + "https://github.com/mamorett/ComfyUI-Flux2proReplicate": [ + [ + "Flux2ProGenerator", + "ReplicateAuthNode" + ], + { + "title_aux": "ComfyUI-Flux2proReplicate" + } + ], + "https://github.com/mamorett/ComfyUI_minicpmv4": [ + [ + "GenCheckerImage", + "MiniCPMV4GGUFLoader", + "MiniCPMV4VisionInfer", + "VisionPromptBuilder" + ], + { + "title_aux": "MiniCPM\u2011V\u20114 (GGUF) for ComfyUI" + } + ], + "https://github.com/mang01010/MangoNodePack": [ + [ + "CompositeMangoLoader", + "FluxGuidanceMango", + "FluxSamplerMango", + "ImageSaverMango", + "KSamplerMango", + "LatentImageMango", + "LoraStackMango", + "MangoImageLoader", + "MangoLoader", + "MangoLoader10Loras", + "MangoModelData", + "MangoPromptLoad", + "MangoTriggerExporter", + "PromptEmbedMango", + "PromptMango", + "PromptSave" + ], + { + "title_aux": "Mango Node Pack" + } + ], + "https://github.com/mango-rgb/ComfyUI-Mango-Random-node": [ + [ + "RandomFilePathNode", + "RandomImageNode", + "RandomImagePathNode", + "RandomTextNode", + "RandomVideoPathNode" + ], + { + "title_aux": "ComfyUI-Mango-Random" + } + ], + "https://github.com/mangobyed/ComfyUI_Detection_List": [ + [ + "YOLOv8ObjectDetectionNode" + ], + { + "title_aux": "ComfyUI YOLOv8 Object Detection Node" + } + ], + "https://github.com/manifestations/comfyui-globetrotter": [ + [ + "LoRATrainerNode", + "OllamaLLMNode", + "OllamaVisionNode", + "TextCombinerNode" + ], + { + "title_aux": "ComfyUI Globetrotter Nodes" + } + ], + "https://github.com/mape/ComfyUI-mape-Helpers": [ + [ + "mape Variable" + ], + { + "author": "mape", + "description": "Various QoL improvements like prompt tweaking, variable assignment, image preview, fuzzy search, error reporting, organizing and node navigation.", + "nickname": "\ud83d\udfe1 mape's helpers", + "title": "mape's helpers", + "title_aux": "mape's helpers" + } + ], + "https://github.com/maracman/ComfyUI-SubjectStyle-CSV": [ + [ + "CSVPromptProcessor" + ], + { + "title_aux": "ComfyUI-SubjectStyle-CSV" + } + ], + "https://github.com/marawan206/ComfyUI-FaceCropper": [ + [ + "NodoFaceCropping" + ], + { + "title_aux": "Face Cropper Node (2:3 Ratio)" + } + ], + "https://github.com/marco-zanella/ComfyUI-BooleanExpression": [ + [ + "BooleanExpression.And", + "BooleanExpression.ArithmenticComparison.BinaryComparison", + "BooleanExpression.ArithmenticComparison.EqualTo", + "BooleanExpression.ArithmenticComparison.GreaterThan", + "BooleanExpression.ArithmenticComparison.GreaterThanOrEqualTo", + "BooleanExpression.ArithmenticComparison.LessThan", + "BooleanExpression.ArithmenticComparison.LessThanOrEqualTo", + "BooleanExpression.ArithmenticComparison.NotEqualTo", + "BooleanExpression.BinaryExpression", + "BooleanExpression.ConditionalBranch", + "BooleanExpression.False", + "BooleanExpression.Nand", + "BooleanExpression.Nor", + "BooleanExpression.Not", + "BooleanExpression.Or", + "BooleanExpression.StringComparison.AlphabeticalEqualTo", + "BooleanExpression.StringComparison.AlphabeticalGreaterThan", + "BooleanExpression.StringComparison.AlphabeticalGreaterThanOrEqualTo", + "BooleanExpression.StringComparison.AlphabeticalLessThan", + "BooleanExpression.StringComparison.AlphabeticalLessThanOrEqualTo", + "BooleanExpression.StringComparison.AlphabeticalNotEqualTo", + "BooleanExpression.StringComparison.Contains", + "BooleanExpression.StringComparison.EndsWith", + "BooleanExpression.StringComparison.NotContains", + "BooleanExpression.StringComparison.NotEndsWith", + "BooleanExpression.StringComparison.NotStartsWith", + "BooleanExpression.StringComparison.StartsWith", + "BooleanExpression.StringComparison.StringComparison", + "BooleanExpression.True", + "BooleanExpression.Xor" + ], + { + "title_aux": "ComfyUI-BooleanExpression" + } + ], + "https://github.com/marcoc2/ComfyUI-AnotherUtils": [ + [ + "AdaptiveNoise", + "CIELChNoiseGEGLLike", + "CharacterConstructor", + "CharacterRandomizer", + "CustomCrop", + "FightingGameCharacter", + "ImageTypeDetector", + "LastImage", + "LoadImageRemoveAlpha", + "LoadImagesOriginal", + "MeanCurvatureBlurGEGLLike", + "NearestUpscale", + "PixelArtConverter", + "PixelArtConverterParallel", + "PixelArtNormalizer", + "RGBNoiseGEGLLike", + "RemoveAlpha", + "SmartResize", + "WalkingPoseGenerator" + ], + { + "title_aux": "Image Processing Suite for ComfyUI" + } + ], + "https://github.com/marcoc2/ComfyUI_CogView4-6B_diffusers": [ + [ + "CogView4Generator" + ], + { + "title_aux": "ComfyUI-Cog" + } + ], + "https://github.com/marduk191/ComfyUI-Fluxpromptenhancer": [ + [ + "FluxPromptEnhance" + ], + { + "title_aux": "Flux Prompt Enhance Node for ComfyUI" + } + ], + "https://github.com/marduk191/ComfyUI_LFM2-350M": [ + [ + "LFM2Generator", + "LFM2Loader" + ], + { + "title_aux": "ComfyUI_LFM2-350M" + } + ], + "https://github.com/marduk191/comfyui-marnodes": [ + [ + "ImageToDevice", + "marduk191_5_text_string", + "marduk191_5way_text_switch", + "marduk191_s_random_latent", + "marduk191_workflow_settings" + ], + { + "author": "\u02f6marduk191", + "description": "marduk191s nodes.", + "nickname": "marduk191 workflow settings", + "title": "marduk191 workflow settings", + "title_aux": "marduk191 workflow settings" + } + ], + "https://github.com/marduk191/comfyui_qwen_runninghub": [ + [ + "RunningHubImageEnhancer", + "RunningHubImageToImage", + "RunningHubImageToVideo", + "RunningHubLoadImage", + "RunningHubTextToImage" + ], + { + "title_aux": "comfyui_qwen_runninghub" + } + ], + "https://github.com/marhensa/sdxl-recommended-res-calc": [ + [ + "RecommendedResCalc" + ], + { + "title_aux": "Recommended Resolution Calculator" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Picker": [ + [ + "LiebsPicker", + "LiebsPickerSEGS" + ], + { + "title_aux": "ComfyUI-Liebs-Picker" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Title": [ + [ + "LiebsTitleVar" + ], + { + "title_aux": "ComfyUI-Liebs-Title" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Toast": [ + [ + "LiebsToast" + ], + { + "title_aux": "ComfyUI-Liebs-Toast" + } + ], + "https://github.com/markuryy/ComfyUI-Flux-Prompt-Saver": [ + [ + "FluxPromptSaver", + "FluxTextSampler", + "ModelName" + ], + { + "title_aux": "ComfyUI Flux Prompt Saver" + } + ], + "https://github.com/markuryy/ComfyUI-Simple-Video-XY-Plot": [ + [ + "VideoXYPlotSampler" + ], + { + "title_aux": "Video XY Plot" + } + ], + "https://github.com/markuryy/ComfyUI-SuperLoader": [ + [ + "Display String", + "Display String Multiline", + "LoRA Metadata" + ], + { + "title_aux": "Super Loader" + } + ], + "https://github.com/martijnat/comfyui-previewlatent": [ + [ + "LatentToRGB", + "PreviewLatent", + "PreviewLatentAdvanced", + "PreviewLatentFlux", + "PreviewLatentXL" + ], + { + "title_aux": "comfyui-previewlatent" + } + ], + "https://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes": [ + [ + "EmptyZImageLatentImage", + "IllustrationStylePromptEncoder", + "MyTop10Styles", + "MyTop10StylesEditor", + "PhotoStylePromptEncoder", + "SaveImage", + "StylePromptEncoder", + "StyleStringInjector", + "ZSamplerTurbo" + ], + { + "title_aux": "ComfyUI-ZImagePowerNodes" + } + ], + "https://github.com/massao000/ComfyUI_aspect_ratios": [ + [ + "Aspect Ratios Node" + ], + { + "title_aux": "ComfyUI_aspect_ratios" + } + ], + "https://github.com/matan1905/ComfyUI-Serving-Toolkit": [ + [ + "AlwaysExecute", + "CommandPickerServing", + "DiscordServing", + "HTTPServing", + "ServingInputImage", + "ServingInputImageAsLatent", + "ServingInputNumber", + "ServingInputText", + "ServingInputTextImage", + "ServingMultiImageOutput", + "ServingOutput", + "ServingTextOutput", + "TelegramServing", + "WebSocketServing" + ], + { + "title_aux": "ComfyUI Serving toolkit" + } + ], + "https://github.com/matorzhin/milan-nodes-comfyui": [ + [ + "LoadMultipleImagesExtended", + "LoadOneImageExtended" + ], + { + "title_aux": "milan-nodes-comfyui" + } + ], + "https://github.com/matthewfriedrichs/ComfyUI-ThoughtBubble": [ + [ + "ThoughtBubbleNode" + ], + { + "title_aux": "Thought Bubble" + } + ], + "https://github.com/mattjohnpowell/comfyui-lmstudio-image-to-text-node": [ + [ + "Expo Lmstudio Image To Text", + "Expo Lmstudio Text Generation", + "Expo Lmstudio Unified", + "ExpoLmstudioImageToText", + "ExpoLmstudioTextGeneration", + "ExpoLmstudioUnified" + ], + { + "author": "Matt John Powell", + "description": "This extension provides three custom nodes for ComfyUI that integrate LM Studio's capabilities:", + "nickname": "LM Studio Nodes", + "title": "LM Studio Nodes for ComfyUI", + "title_aux": "LM Studio Image to Text Node for ComfyUI" + } + ], + "https://github.com/mav-rik/facerestore_cf": [ + [ + "CropFace", + "FaceRestoreCFWithModel", + "FaceRestoreModelLoader" + ], + { + "title_aux": "Facerestore CF (Code Former)" + } + ], + "https://github.com/max-dingsda/OllamaTools": [ + [ + "OllamaPicDescriber", + "OllamaPromptBooster", + "PromptStylist" + ], + { + "title_aux": "OllamaTools for ComfyUI" + } + ], + "https://github.com/maxczc/comfyui-sora-node": [ + [ + "SoraImageToVideo", + "SoraTextToVideo", + "SoraVideoToVideo" + ], + { + "title_aux": "comfyui-sora-node" + } + ], + "https://github.com/maximilianwicen/ComfyUI-MaxTools": [ + [ + "MaxQuickImageSize" + ], + { + "title_aux": "ComfyUI-MaxTools" + } + ], + "https://github.com/maxious/comfyui-dap": [ + [ + "DAP_ERP_to_Cubemap", + "DAP_Inference", + "DAP_Loader", + "DAP_Normal_Map", + "DAP_Panoramic_Mesh" + ], + { + "title_aux": "comfyui-dap" + } + ], + "https://github.com/maxmad62/ComfyUI-DiscordWebhookWithInput": [ + [ + "DiscordPostViaWebhook", + "DiscordPostViaWebhookWithInput", + "DiscordSetWebhook" + ], + { + "author": "Dayuppy", + "description": "A very simple Discord webhook integration node for ComfyUI that lets you post images and text.", + "nickname": "DiscordWebhook", + "title": "Discord Webhook", + "title_aux": "ComfyUI-DiscordWebhookWithInput" + } + ], + "https://github.com/mayunejie/ComfyUI-Allen-Yinpin": [ + [ + "AllenYinpin" + ], + { + "title_aux": "ComfyUI-Allen-Yinpin" + } + ], + "https://github.com/mbrostami/ComfyUI-HF": [ + [ + "GPT2Node" + ], + { + "title_aux": "ComfyUI-HF" + } + ], + "https://github.com/mbrostami/ComfyUI-TITrain": [ + [ + "TextualInversionTraining" + ], + { + "title_aux": "ComfyUI-TITrain" + } + ], + "https://github.com/mcDandy/more_math": [ + [ + "mrmth_AudioMathNode", + "mrmth_AudioToImageSpectrogram", + "mrmth_BoolToInt", + "mrmth_CLIPMathNode", + "mrmth_ConditioningMathNode", + "mrmth_FloatMathNode", + "mrmth_FloatToInt", + "mrmth_ImageMathNode", + "mrmth_ImageSpectrogramToAudio", + "mrmth_IntToBool", + "mrmth_IntToFloat", + "mrmth_LatentMathNode", + "mrmth_MaskMathNode", + "mrmth_ModelMathNode", + "mrmth_NoiseMathNode", + "mrmth_VAEMathNode", + "mrmth_VideoMathNode", + "mrmth_ag_AudioMathNode", + "mrmth_ag_CLIPMathNode", + "mrmth_ag_ConditioningMathNode", + "mrmth_ag_FloatMathNode", + "mrmth_ag_GuiderMathNode", + "mrmth_ag_ImageMathNode", + "mrmth_ag_LatentMathNode", + "mrmth_ag_MaskMathNode", + "mrmth_ag_ModelMathNode", + "mrmth_ag_NoiseMathNode", + "mrmth_ag_SigmasMathNode", + "mrmth_ag_VAEMathNode", + "mrmth_ag_VideoMathNode" + ], + { + "title_aux": "More Math" + } + ], + "https://github.com/mcmonkeyprojects/sd-dynamic-thresholding": [ + [ + "DynamicThresholdingFull", + "DynamicThresholdingSimple" + ], + { + "title_aux": "Dynamic Thresholding" + } + ], + "https://github.com/meanin2/comfyui-MGnodes": [ + [ + "FluxKontextDiffMerge", + "ImageWatermarkNode", + "TextExtractorNode" + ], + { + "title_aux": "comfyui-MGnodes" + } + ], + "https://github.com/meap158/ComfyUI-Background-Replacement": [ + [ + "BackgroundReplacement", + "ImageComposite" + ], + { + "title_aux": "ComfyUI-Background-Replacement" + } + ], + "https://github.com/meap158/ComfyUI-GPU-temperature-protection": [ + [ + "GPUTemperatureProtection" + ], + { + "title_aux": "GPU temperature protection" + } + ], + "https://github.com/meap158/ComfyUI-Prompt-Expansion": [ + [ + "PromptExpansion" + ], + { + "title_aux": "ComfyUI-Prompt-Expansion" + } + ], + "https://github.com/mech-tools/comfyui-checkpoint-automatic-config": [ + [ + "CheckpointAutomaticConfig", + "ConfigPipe" + ], + { + "title_aux": "ComfyUI Checkpoint Automatic Config" + } + ], + "https://github.com/mediocreatmybest/ComfyUI-Transformers-Pipeline": [ + [ + "BatchProcessorTpl", + "CaptionExportTpl", + "CaptionGeneratorTpl", + "DebugModelNodeTpl", + "DebugNodeTpl", + "ExifMetadataExtractorTpl", + "Florence2NodeTpl", + "ImageLoaderTpl", + "ModelLoaderTpl", + "PresetModelListTpl", + "TaskListTpl" + ], + { + "title_aux": "ComfyUI-Transformers-Pipeline" + } + ], + "https://github.com/melMass/comfy_mtb": [ + [ + "Animation Builder (mtb)", + "Any To String (mtb)", + "Batch Float (mtb)", + "Batch Float Assemble (mtb)", + "Batch Float Fill (mtb)", + "Batch Make (mtb)", + "Batch Merge (mtb)", + "Batch Shake (mtb)", + "Batch Shape (mtb)", + "Batch Transform (mtb)", + "Bbox (mtb)", + "Bbox From Mask (mtb)", + "Blur (mtb)", + "Color Correct (mtb)", + "Colored Image (mtb)", + "Concat Images (mtb)", + "Crop (mtb)", + "Debug (mtb)", + "Deep Bump (mtb)", + "Export With Ffmpeg (mtb)", + "Face Swap (mtb)", + "Film Interpolation (mtb)", + "Fit Number (mtb)", + "Float To Number (mtb)", + "Get Batch From History (mtb)", + "Image Compare (mtb)", + "Image Premultiply (mtb)", + "Image Remove Background Rembg (mtb)", + "Image Resize Factor (mtb)", + "Image Tile Offset (mtb)", + "Int To Bool (mtb)", + "Int To Number (mtb)", + "Interpolate Clip Sequential (mtb)", + "Latent Lerp (mtb)", + "Load Face Analysis Model (mtb)", + "Load Face Enhance Model (mtb)", + "Load Face Swap Model (mtb)", + "Load Film Model (mtb)", + "Load Image From Url (mtb)", + "Load Image Sequence (mtb)", + "Mask To Image (mtb)", + "Math Expression (mtb)", + "Model Patch Seamless (mtb)", + "Pick From Batch (mtb)", + "Qr Code (mtb)", + "Restore Face (mtb)", + "Save Gif (mtb)", + "Save Image Grid (mtb)", + "Save Image Sequence (mtb)", + "Save Tensors (mtb)", + "Sharpen (mtb)", + "Smart Step (mtb)", + "Stack Images (mtb)", + "String Replace (mtb)", + "Styles Loader (mtb)", + "Text To Image (mtb)", + "Transform Image (mtb)", + "Uncrop (mtb)", + "Unsplash Image (mtb)", + "Vae Decode (mtb)" + ], + { + "nodename_pattern": "\\(mtb\\)$", + "title_aux": "MTB Nodes" + } + ], + "https://github.com/melMass/comfy_oiio": [ + [ + "OIIO_ColorspaceConvert", + "OIIO_ColorspaceMatchFinder", + "OIIO_LoadImage", + "OIIO_SaveImage" + ], + { + "title_aux": "comfy-oiio" + } + ], + "https://github.com/mengqin/ComfyUI-TwinFlow": [ + [ + "TwinFlowKSampler", + "TwinFlowPatcher", + "TwinFlowSampler", + "TwinFlowScheduler" + ], + { + "title_aux": "Twinflow Node for ComfyUI" + } + ], + "https://github.com/mengqin/ComfyUI-UnetBnbModelLoader": [ + [ + "UnetBnbModelLoader" + ], + { + "title_aux": "Unet Bnb Model Loader" + } + ], + "https://github.com/mephisto83/petty-paint-comfyui-node": [ + [ + "ConvertWhiteToAlpha", + "PPGenerateRandomFloat", + "PPGenerateRandomNumber", + "PPKSamplerAdvanced", + "PPSelectRandomValue", + "PettyImageImageColorToMask", + "PettyPaintAppend", + "PettyPaintApplyLoRAStack", + "PettyPaintArguments", + "PettyPaintBlurs", + "PettyPaintCheckpointLoaderSimple", + "PettyPaintComponent", + "PettyPaintConditioningSetMaskAndCombine", + "PettyPaintControlNetToMasking", + "PettyPaintConvert", + "PettyPaintCountFiles", + "PettyPaintEnsureDirectory", + "PettyPaintExec", + "PettyPaintFakeConvert", + "PettyPaintFileExists", + "PettyPaintImageColorsToMasks", + "PettyPaintImageCompositeMasked", + "PettyPaintImageDims", + "PettyPaintImageMaskCropper", + "PettyPaintImagePlacement", + "PettyPaintImageSave", + "PettyPaintImageStore", + "PettyPaintImageToMask", + "PettyPaintImagesToMasks", + "PettyPaintJsonMap", + "PettyPaintJsonRead", + "PettyPaintJsonReadArray", + "PettyPaintKSampler", + "PettyPaintKSamplerAdvanced", + "PettyPaintLoRAStack", + "PettyPaintLoadImage", + "PettyPaintLoadImageMasks", + "PettyPaintLoadImages", + "PettyPaintMap", + "PettyPaintMasksToImages", + "PettyPaintNot", + "PettyPaintPassThroughNode", + "PettyPaintProcessor", + "PettyPaintRemoveAddText", + "PettyPaintSDTurboScheduler", + "PettyPaintStoryImage", + "PettyPaintText", + "PettyPaintTexts_to_Conditioning", + "PettyPaintToJson", + "PettyPaintVAEDecode", + "SkippableVAEEncode" + ], + { + "title_aux": "petty-paint-comfyui-node" + } + ], + "https://github.com/mercu-lore/-Multiple-Angle-Camera-Control": [ + [ + "CameraControlPromptNode", + "RelightingPromptNode" + ], + { + "title_aux": "Multiple-Angle-Camera-Control" + } + ], + "https://github.com/mercu-lore/BoxBox": [ + [ + "BoxCrop", + "BoxReinsert", + "BoxResize", + "BoxSelector" + ], + { + "title_aux": "BoxBox" + } + ], + "https://github.com/meshmesh-io/ComfyUI-MeshMesh": [ + [ + "ColorPicker", + "MasksToColoredMasks" + ], + { + "title_aux": "ComfyUI-MeshMesh" + } + ], + "https://github.com/meshmesh-io/mm-comfyui-loopback": [ + [ + "Loop", + "LoopEnd", + "LoopEnd_SEGIMAGE", + "LoopStart", + "LoopStart_SEGIMAGE" + ], + { + "title_aux": "mm-comfyui-loopback" + } + ], + "https://github.com/meshmesh-io/mm-comfyui-megamask": [ + [ + "ColorListMaskToImage", + "FlattenAndCombineMaskImages" + ], + { + "title_aux": "mm-comfyui-megamask" + } + ], + "https://github.com/metal3d/ComfyUI_Human_Parts": [ + [ + "HumanParts" + ], + { + "title_aux": "Human Parts Detector" + } + ], + "https://github.com/metal3d/ComfyUI_M3D_photo_effects": [ + [ + "Bleach Bypass", + "RGB Curve" + ], + { + "title_aux": "M3D photo effects" + } + ], + "https://github.com/metncelik/comfyui_met_suite": [ + [ + "BBOXPadding", + "BBOXResize", + "ImageResizeKeepRatio", + "PrimitiveBBOX" + ], + { + "title_aux": "comfyui_met_suite" + } + ], + "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext": [ + [ + "ArctanScheduler", + "ConcatSigmas", + "CosineScheduler", + "CustomBaseLogarithm", + "CustomExponent", + "GaussianScheduler", + "InvertSigmas", + "LogNormal Scheduler", + "OffsetSigmas", + "Parametric Peak #1", + "PerpNegScheduledCFGGuider", + "PredefinedExponent", + "PredefinedLogarithm", + "ScaleToRange", + "ScheduledCFGGuider", + "SigmasToPower", + "SplitSigmasByValue", + "k/x scheduler" + ], + { + "title_aux": "ComfyUI-ScheduledGuider-Ext" + } + ], + "https://github.com/mgfxer/ComfyUI-FrameFX": [ + [ + "DynamicAnimatedWeightsHelper", + "EdgeFXSourceImages", + "FlorencePromptTravelHelper", + "LivePromptInterpolation", + "MaskSequenceHelper", + "PromptStackManager", + "PromptTravelHelper" + ], + { + "author": "mgfxer", + "description": "This extension provides various frame and mask sequence manipulation tools for animation workflows.", + "nickname": "FrameFX \ud83d\udcab", + "title": "FrameFX", + "title_aux": "ComfyUI-FrameFX" + } + ], + "https://github.com/miaoshouai/ComfyUI-Miaoshouai-Tagger": [ + [ + "Miaoshouai_Caption_Analyzer", + "Miaoshouai_Flux_CLIPTextEncode", + "Miaoshouai_SaveTags", + "Miaoshouai_Tagger" + ], + { + "title_aux": "ComfyUI-Miaoshouai-Tagger" + } + ], + "https://github.com/miaoshouai/ComfyUI-Video-Segmentation": [ + [ + "DownloadAndLoadTransNetModel", + "SelectVideo", + "TransNetV2_Run", + "ZipCompress" + ], + { + "title_aux": "ComfyUI Video Segmentation Node" + } + ], + "https://github.com/michaelgold/ComfyUI-HF-Model-Downloader": [ + [ + "DownloadModel", + "ModelDownloader" + ], + { + "title_aux": "ComfyUI-HF-Model-Downloader" + } + ], + "https://github.com/mickmumpitz/ComfyUI-Mickmumpitz-Nodes": [ + [ + "BatchColorCorrector", + "PreviewBridge" + ], + { + "title_aux": "Mickmumpitz-Nodes" + } + ], + "https://github.com/microbote/ComfyUI-StyledCLIPTextEncode": [ + [ + "StyledCLIPTextEncode" + ], + { + "title_aux": "StyledCLIPTextEncode" + } + ], + "https://github.com/migero/ComfyUI-Equirectangular-Strip": [ + [ + "EquirectToStrip90", + "Strip90ToEquirect" + ], + { + "title_aux": "ComfyUI-Equirectangular-Strip" + } + ], + "https://github.com/mihaiiancu/ComfyUI_Inpaint": [ + [ + "InpaintMediapipe" + ], + { + "title_aux": "mihaiiancu/Inpaint" + } + ], + "https://github.com/mikebilly/Transparent-background-comfyUI": [ + [ + "Transparentbackground RemBg" + ], + { + "title_aux": "Transparent-background-comfyUI" + } + ], + "https://github.com/mikecaronna/comfyui_c2pa_signer": [ + [ + "C2PASigner", + "C2PAVerifier" + ], + { + "title_aux": "C2PA Image Signer - ComfyUI Custom Node" + } + ], + "https://github.com/mikemojen/ComfyUI-HappNodeSet": [ + [ + "AutoCrop", + "CSVValueExtractor", + "ColorQuantizer", + "DashedToSolidLine", + "ExtractBlack", + "ExtractBlackAdvanced", + "ExtractRed", + "LineDetector", + "NonWhiteToBlack", + "RasterToUniformSVG", + "RoundDownNode", + "RoundUpNode", + "SVGDimensions", + "SVGPathLength", + "SVGPathLengthDetailed" + ], + { + "title_aux": "ComfyUI-HappNodeSet" + } + ], + "https://github.com/mikeshuangyan/ComfyUI_MqUtils": [ + [ + "MqCheckFP4Support", + "MqIntSwitch", + "MqIntToString", + "MqTextSplitter" + ], + { + "title_aux": "ComfyUI_MqUtils" + } + ], + "https://github.com/mikheys/comfyui-gemini-mikheys": [ + [ + "Nano_Banana" + ], + { + "title_aux": "ComfyUI Nano Banana Node" + } + ], + "https://github.com/mikkel/ComfyUI-text-overlay": [ + [ + "Image Text Overlay" + ], + { + "title_aux": "ComfyUI - Text Overlay Plugin" + } + ], + "https://github.com/mikkel/comfyui-mask-boundingbox": [ + [ + "Mask Bounding Box" + ], + { + "title_aux": "ComfyUI - Mask Bounding Box" + } + ], + "https://github.com/mingchoi/ComfyUI-Prompt-Iterator": [ + [ + "PromptIterator", + "PromptTemplateIterator" + ], + { + "title_aux": "ComfyUI-Prompt-Iterator" + } + ], + "https://github.com/mingsky-ai/ComfyUI-MingNodes": [ + [ + "AddWaterMarkNode", + "AdjustBrightnessContrastSaturationNode", + "BaiduTranslateNode", + "ColorBalanceNode", + "ConvertGrayChannelNode", + "HSLColorNode", + "HighlightShadowBrightnessNode", + "ImitationHueNode", + "LightShapeNode", + "RemoveWatermarkNode" + ], + { + "title_aux": "ComfyUI-MingNodes" + } + ], + "https://github.com/mingyi456/ComfyUI-DFloat11-Extended": [ + [ + "CheckpointLoaderWithDFloat11", + "DFloat11CheckpointCompressor", + "DFloat11Decompressor", + "DFloat11DiffusersModelLoader", + "DFloat11LoadingPatch", + "DFloat11ModelCompressor", + "DFloat11ModelLoader", + "DFloat11ModelLoaderAdvanced" + ], + { + "title_aux": "ComfyUI DFloat11 Extended" + } + ], + "https://github.com/mira-6/comfyui-sasolver": [ + [ + "SamplerSASolver", + "SamplerSASolverExperimental" + ], + { + "title_aux": "comfyui-sasolver" + } + ], + "https://github.com/mirabarukaso/ComfyUI_Mira": [ + [ + "BooleanListInterpreter1", + "BooleanListInterpreter4", + "BooleanListInterpreter8", + "CanvasCreatorAdvanced", + "CanvasCreatorBasic", + "CanvasCreatorSimple", + "CheckpointLoaderSimpleMira", + "CreateMaskWithCanvas", + "CreateNestedPNGMask", + "CreateSimpleMask", + "CreateTillingPNGMask", + "CreateWatermarkRemovalMask", + "EightBooleanTrigger", + "EightFloats", + "EvenOrOdd", + "EvenOrOddList", + "FlatColorQuantization", + "FloatListInterpreter1", + "FloatListInterpreter4", + "FloatListInterpreter8", + "FloatMultiplication", + "FourBooleanTrigger", + "FourFloats", + "FunctionSelectAuto", + "FunctionSwap", + "GzippedBase64ToImage", + "ImageBrightness", + "ImageColorTransferMira", + "ImageContrast", + "ImageGamma", + "ImageGrayscale", + "ImageHUE", + "ImageRGBChannel", + "ImageSaturation", + "ImageSaverMira", + "ImageSharpness", + "ImageToGzippedBase64", + "ImageToneCurve", + "IntMultiplication", + "IntSubtraction", + "IntToFloatMultiplication", + "LoRALoaderWithNameStacker", + "LoRAfromText", + "LogicNot", + "NoneToZero", + "NumeralToString", + "OneFloat", + "PngColorMasksToMaskList", + "PngColorMasksToRGB", + "PngColorMasksToString", + "PngColorMasksToStringList", + "PngRectanglesToMask", + "PngRectanglesToMaskList", + "RandomNestedLayouts", + "RandomTillingLayouts", + "ReverseImageAndAllImages", + "SN74HC1G86", + "SN74HC86", + "SN74LVC1G125", + "SeedGeneratorMira", + "SingleBooleanTrigger", + "SixBooleanTrigger", + "StackImages", + "StepsAndCfg", + "TextBoxMira", + "TextCombinerSix", + "TextCombinerTwo", + "TextLoopCombiner", + "TextSwitcherThreeWays", + "TextSwitcherTwoWays", + "TextWildcardSeprator", + "TextWithBooleanSwitchAndCommonTextInput", + "TwoBooleanTrigger", + "TwoFloats", + "UpscaleImageByModelThenResize", + "camie_tagger_mira", + "cl_tagger_mira", + "illustrious_character_select", + "illustrious_character_select_en", + "llm_prompt_gen_node", + "local_llm_prompt_gen", + "wd_tagger_mira" + ], + { + "title_aux": "ComfyUI_Mira" + } + ], + "https://github.com/mirabarukaso/ComfyUI_MiraSubPack": [ + [ + "ImageCropTiles_MiraSubPack", + "ImageMergeByPixelAlign_MiraSubPack", + "ImageTiledKSamplerWithTagger_MiraSubPack", + "JoyCaptionBetaOneSimple_MiraSubPack", + "JoyCaptionNodeBetaOne_MiraSubPack", + "LatentUpscaleAndCropTiles_MiraSubPack", + "LatentUpscaleSimple_MiraSubPack", + "MiraITUPipelineCombine_MiraSubPack", + "MiraITUPipelineExtract_MiraSubPack", + "OverlappedImageMerge_MiraSubPack", + "OverlappedLatentMerge_MiraSubPack", + "TextEncodeQwenImageEditPlus_MiraSubPack", + "TextEncodeQwenImageEdit_MiraSubPack" + ], + { + "title_aux": "ComfyUI_MiraSubPack" + } + ], + "https://github.com/misterjoessef/MLTask_ComfyUI": [ + [ + "FacebookPosterData", + "InstagramPosterData", + "LinkedinPosterData", + "MLTaskUtilsTextImageGenerator", + "PinterestPosterData", + "SocialManMediaToPoster", + "SocialManPostData", + "SocialManPoster", + "TiktokPosterData", + "TwitterPosterData", + "YoutubePosterData" + ], + { + "title_aux": "MLTask_ComfyUI" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiDaisyChainText": [ + [ + "DaisyChainTextMittimi" + ], + { + "author": "mittimi", + "description": "It has the ability to concatenate text.", + "nickname": "mittimiDaisyChainText", + "title": "mittimiDaisyChainText", + "title_aux": "ComfyUI_mittimiDaisyChainText" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiLoadPreset2": [ + [ + "CombineParamDataMittimi", + "LoadImageParamMittimi", + "LoadSetParamMittimi", + "SaveImageParamMittimi", + "SaveParamToPresetMittimi" + ], + { + "author": "mittimi", + "description": "This node can easily switch between models and prompts by saving presets.", + "nickname": "mittimiLoadPreset2", + "title": "mittimiLoadPreset2", + "title_aux": "ComfyUI_mittimiLoadPreset2" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiRecalculateSize": [ + [ + "RecalculateSizeMittimi01" + ], + { + "author": "mittimi", + "description": "Switch between vertical and horizontal values with a single button.", + "nickname": "mittimiWidthHeight", + "title": "mittimiWidthHeight", + "title_aux": "ComfyUI_mittimiRecalculateSize" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiWidthHeight": [ + [ + "GoStopAnythingMittimi01", + "OutputLongLengthMittimi01", + "WidthHeightMittimi01" + ], + { + "author": "mittimi", + "description": "Switch between vertical and horizontal values with a single button.", + "nickname": "mittimiWidthHeight", + "title": "mittimiWidthHeight", + "title_aux": "ComfyUI_mittimiWidthHeight" + } + ], + "https://github.com/mo230761/InsertAnything-ComfyUI-official": [ + [ + "CropBack", + "CropBackNoScaling", + "FillProcess", + "FillProcessNoScaling", + "MaskOption", + "ReduxProcess" + ], + { + "title_aux": "InsertAnything-ComfyUI-official" + } + ], + "https://github.com/mobcat40/ComfyUI-PromptChain": [ + [ + "PromptChain", + "PromptChainDebug", + "SyntaxTest" + ], + { + "title_aux": "ComfyUI-PromptChain" + } + ], + "https://github.com/mobilehacker/ComfyUI_format-lora-stack": [ + [ + "FormatLoraStack" + ], + { + "title_aux": "ComfyUI_format-lora-stack" + } + ], + "https://github.com/modelscope/comfyscope": [ + [ + "DashScopeFLUXAPI" + ], + { + "title_aux": "Dashscope FLUX API for ComfyUI" + } + ], + "https://github.com/modusCell/ComfyUI-dimension-node-modusCell": [ + [ + "DimensionProviderFree modusCell", + "DimensionProviderRatio modusCell", + "Free", + "Ratio", + "String Concat modusCell" + ], + { + "title_aux": "Preset Dimensions" + } + ], + "https://github.com/mohseni-mr/ComfyUI-Mohseni-Kit": [ + [ + "FloatPreview" + ], + { + "title_aux": "ComfyUI Mohseni Kit" + } + ], + "https://github.com/mohsensd1373/comfyui_wordpress": [ + [ + "SaveToWordPressNode" + ], + { + "title_aux": "comfyui_wordpress" + } + ], + "https://github.com/molbal/ComfyUI-LLM-CLIP": [ + [ + "LLMClipLoader", + "LLMClipTextEncode" + ], + { + "title_aux": "ComfyUI-LLM-CLIP" + } + ], + "https://github.com/monkeyWie/ComfyUI-FormInput": [ + [ + "BooleanInput_FormInput", + "DisplayText_FormInput", + "TextInput_FormInput" + ], + { + "title_aux": "ComfyUI-FormInput" + } + ], + "https://github.com/moon7star9/ComfyUI_BiRefNet_Universal": [ + [ + "BiRefNet_Loader", + "BiRefNet_Remove_Background" + ], + { + "title_aux": "ComfyUI_BiRefNet_Universal" + } + ], + "https://github.com/moonwhaler/comfyui-moonpack": [ + [ + "DynamicLoraStack", + "DynamicStringConcat", + "FastNodeBypasser", + "ProportionalDimension", + "RegexStringReplace", + "SimpleStringReplace", + "VACELooperFrameMaskCreator" + ], + { + "title_aux": "comfyui-moonpack" + } + ], + "https://github.com/moonwhaler/comfyui-seedvr2-tilingupscaler": [ + [ + "SeedVR2TilingUpscaler" + ], + { + "title_aux": "SeedVR2 Tiling Upscaler" + } + ], + "https://github.com/morino-kumasan/comfyui-toml-prompt": [ + [ + "CheckPointLoaderSimpleFromString", + "DropFirstImage", + "IntSelector", + "JsonExtractFloat", + "JsonExtractInt", + "JsonExtractString", + "KSamplerFromJsonInfo", + "LatentSelector", + "LoadLoraFromLoraList", + "MultipartCLIPTextEncode", + "MultipleLoraTagLoader", + "PromptDecode", + "PromptLoader", + "SeedGenerator", + "SplitLoraList", + "StringConcat", + "StringConcatInt", + "StringPicker", + "StringSelector", + "StringViewer", + "SummaryReader", + "TomlPromptDecode", + "UNETLoaderFromString" + ], + { + "title_aux": "comfyui-toml-prompt" + } + ], + "https://github.com/moustafa-nasr/ComfyUI-SimpleLogger": [ + [ + "Log Image", + "LogImageNode" + ], + { + "title_aux": "ComfyUI-SimpleLogger" + } + ], + "https://github.com/moyi7712/ComfyUI_Seamless_Patten": [ + [ + "SeamlessApply", + "SeamlessKSampler", + "SeamlessKSamplerAdvanced", + "SeamlessVae" + ], + { + "title_aux": "ComfyUI_Seamless_Patten" + } + ], + "https://github.com/mr7thing/circle_pattern_processor": [ + [ + "CirclePatternProcessor", + "CirclePatternSVGExporter", + "ImageBinarizer" + ], + { + "title_aux": "Circle Pattern Processor for ComfyUI" + } + ], + "https://github.com/mrchipset/ComfyUI-SaveImageS3": [ + [ + "SaveImageS3" + ], + { + "author": "Mr.Chip", + "description": "This extension offers a custom node to save image to S3-compatible oss.", + "nickname": "SaveImageS3", + "title": "SaveImageS3", + "title_aux": "ComfyUI-SaveImageS3" + } + ], + "https://github.com/mrf/ComfyPoe": [ + [ + "PoeImageEdit", + "PoeImageGenerate", + "PoeImageVariation", + "PoeMultiImageEdit" + ], + { + "title_aux": "ComfyPoe" + } + ], + "https://github.com/mrhan1993/ComfyUI-Fooocus": [ + [ + "AlignYourStepsScheduler", + "BasicScheduler", + "CLIPLoader", + "CLIPMergeSimple", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ClearVram", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "EnhanceControl", + "EnhanceControls", + "ExponentialScheduler", + "FeatherMask", + "FlipSigmas", + "FooocusSampler", + "FooocusSettings", + "FreeU", + "FreeU_V2", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImagePrompts", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "InpaintOutpaint", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LatentAdd", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "LoraStacks", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeBlocks", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingContinuousEDM", + "ModelSamplingDiscrete", + "PatchModelAddDownscale", + "PerpNeg", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "PreviewImage", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_SDE", + "SamplerTCD", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveImage", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StyleModelApply", + "StyleModelLoader", + "TomePatchModel", + "UNETLoader", + "UpscaleModelLoader", + "UpscaleVary", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "author": "Konie", + "title_aux": "ComfyUI-Fooocus" + } + ], + "https://github.com/mrm987/ComfyUI_Multi_Prompt_Generator": [ + [ + "MultiPromptGenerator", + "NAIMultiPromptGenerator" + ], + { + "title_aux": "ComfyUI-Multi-Prompt-Generator" + } + ], + "https://github.com/mudknight/comfyui-mudknight-utils": [ + [ + "AutoLevelNode", + "BBoxInsetAndCrop", + "BaseNode", + "CharacterPresetNode", + "CharacterReplacementNode", + "CombinedUpscaleNode", + "ConditionalLoraFullPipe", + "CustomResolutionPipe", + "DetailerNode", + "DetailerPipeNode", + "FullPipeIn", + "FullPipeLoader", + "FullPipeOut", + "ImageDifference", + "LoaderFullPipe", + "MaskDetailerNode", + "MaskDetailerPipeNode", + "ModelPresetNode", + "MultiStringConditioning", + "NestedDetailerNode", + "NestedDetailerPipeNode", + "OpenCVDenoise", + "PromptConditioningNode", + "ResolutionSelector", + "SaveFullPipe", + "SeedWithOverride", + "SplitLoaderFullPipe", + "StylePresetNode", + "TagPresetNode", + "UpscaleNode", + "WildcardNode" + ], + { + "title_aux": "comfyui-mudknight-utils" + } + ], + "https://github.com/muhammederem/blip-comfyui": [ + [ + "Blip Processor Node", + "List to Text Node" + ], + { + "title_aux": "BLIP Vision-Language Model Integration" + } + ], + "https://github.com/mullakhmetov/comfyui_dynamic_util_nodes": [ + [ + "ConcatStrings", + "FormatString", + "GetFiles", + "LoadImageByPath", + "StringOutput" + ], + { + "title_aux": "comfyui_dynamic_util_nodes" + } + ], + "https://github.com/muxueChen/ComfyUI_NTCosyVoice": [ + [ + "NTCosyVoiceCrossLingualSampler", + "NTCosyVoiceInstruct2Sampler", + "NTCosyVoiceZeroShotSampler" + ], + { + "title_aux": "CosyVoice2 for ComfyUI" + } + ], + "https://github.com/muzi12888/ComfyUI-PoseKeypoint-Mask": [ + [ + "Image Brightness", + "Openpose Keypoint Mask" + ], + { + "title_aux": "PoseKeypoint Mask" + } + ], + "https://github.com/my-opencode/ComfyUI_IndustrialMagick": [ + [ + "IndustrialMagick", + "IndustrialMagickImageIngest" + ], + { + "title_aux": "ComfyUI_IndustrialMagick" + } + ], + "https://github.com/my-opencode/ComfyUI_KSamplerTimer": [ + [ + "KSamplerTimer" + ], + { + "author": "Ludovic Anterieur", + "description": "This extension provides a wrapper of the native KSampler which outputs generation time.", + "nickname": "\u23f1", + "title": "KSampler (timer)", + "title_aux": "ComfyUI_KSamplerTimer" + } + ], + "https://github.com/myonmu0/ComfyUI-Jumper": [ + [ + "Receive Audio", + "Receive Images", + "Receive String", + "Send Audio", + "Send Images", + "Send String" + ], + { + "title_aux": "ComfyUI-Jumper" + } + ], + "https://github.com/myshell-ai/ComfyUI-ShellAgent-Plugin": [ + [ + "High444H264Encode", + "ShellAgentPluginInputAudio", + "ShellAgentPluginInputBoolean", + "ShellAgentPluginInputFloat", + "ShellAgentPluginInputImage", + "ShellAgentPluginInputInteger", + "ShellAgentPluginInputText", + "ShellAgentPluginInputVideo", + "ShellAgentPluginOutputBoolean", + "ShellAgentPluginOutputFloat", + "ShellAgentPluginOutputInteger", + "ShellAgentPluginOutputText", + "ShellAgentPluginSaveAudio", + "ShellAgentPluginSaveAudios", + "ShellAgentPluginSaveImage", + "ShellAgentPluginSaveImages", + "ShellAgentPluginSaveVideoVHS", + "ShellAgentPluginVideoCombineEncrypt" + ], + { + "author": "MyShell", + "description": "", + "title": "comfyui-shellagent-plugin", + "title_aux": "ComfyUI-ShellAgent-Plugin" + } + ], + "https://github.com/n0neye/A3D-comfyui-integration": [ + [ + "A3DListener" + ], + { + "title_aux": "A3D ComfyUI Integration" + } + ], + "https://github.com/nagolinc/ComfyUI_FastVAEDecorder_SDXL": [ + [ + "FastLatentToImage" + ], + { + "title_aux": "ComfyUI_FastVAEDecorder_SDXL" + } + ], + "https://github.com/nagolinc/comfyui_openai_node": [ + [ + "OpenAINode" + ], + { + "title_aux": "comfyui_openai_node" + } + ], + "https://github.com/nakagawadev/comfyui_nakagawa": [ + [ + "SaveVideoWebsocket", + "SaveWEBMWebsocket" + ], + { + "title_aux": "comfyui_nakagawa" + } + ], + "https://github.com/nako-nakoko/ComfyUI_Mel_Nodes": [ + [ + "AddFileNameonly", + "ResolutionSwitcher", + "Split Image Batch", + "Unet Selector_gguf", + "mel_RandomIntNode", + "mel_TextFilterNode", + "mel_TextSplitNode", + "mel_TextSplitNode2" + ], + { + "title_aux": "ComfyUI_Mel_Nodes" + } + ], + "https://github.com/naku-yh/ComfyUI_Flux2ImageReference": [ + [ + "NakuNode_Flux2" + ], + { + "title_aux": "ComfyUI_Flux2ImageReference" + } + ], + "https://github.com/namtb96/OmniGen2-Simple-Node": [ + [ + "OmniGen2ModelLoader", + "OmniGen2Sampler" + ], + { + "title_aux": "OmniGen2 Simple Node" + } + ], + "https://github.com/narusas/Comfyui-Logic-Support": [ + [ + "BooleanIndexAdder", + "NumberConditionChecker", + "NumberRangeIndex", + "NumberSequenceGenerator", + "StringConcatenator", + "StringSwitchByNumber" + ], + { + "title_aux": "ComfyUI Logic Support" + } + ], + "https://github.com/natto-maki/ComfyUI-NegiTools": [ + [ + "NegiTools_CompositeImages", + "NegiTools_DepthEstimationByMarigold", + "NegiTools_DetectFaceRotationForInpainting", + "NegiTools_ImageProperties", + "NegiTools_LatentProperties", + "NegiTools_NoiseImageGenerator", + "NegiTools_OpenAiDalle3", + "NegiTools_OpenAiGpt", + "NegiTools_OpenAiGpt4v", + "NegiTools_OpenAiTranslate", + "NegiTools_OpenPoseToPointList", + "NegiTools_PointListToMask", + "NegiTools_RandomImageLoader", + "NegiTools_SaveImageToDirectory", + "NegiTools_SeedGenerator", + "NegiTools_StereoImageGenerator", + "NegiTools_StringFunction" + ], + { + "title_aux": "ComfyUI-NegiTools" + } + ], + "https://github.com/nawka12/ComfyUI-Adept-Sampler": [ + [ + "AdeptAncestralSampler", + "AdeptSchedulerAOS_E", + "AdeptSchedulerAOS_V", + "AdeptSchedulerAYS", + "AdeptSchedulerAdvanced", + "AdeptSchedulerAkashicAOS", + "AdeptSchedulerEntropic", + "AdeptSchedulerJYS", + "AdeptSchedulerStochastic", + "AdeptSolverSampler", + "AkashicSolverSampler" + ], + { + "title_aux": "ComfyUI-Adept-Sampler" + } + ], + "https://github.com/naxci1/ComfyUI-FlashVSR_Stable": [ + [ + "FlashVSRInitPipe", + "FlashVSRNode", + "FlashVSRNodeAdv" + ], + { + "title_aux": "ComfyUI-FlashVSR_Stable" + } + ], + "https://github.com/nchenevey1/comfyui-gimp-nodes": [ + [ + "NC_LoadImageGIMP", + "NC_LoadMaskGIMP", + "NC_SendImageDimsWebSocketGIMP", + "NC_SendImageWebSocketGIMP" + ], + { + "title_aux": "comfyui-gimp-nodes" + } + ], + "https://github.com/negaga53/comfyui-imgloader": [ + [ + "ImageLoader" + ], + { + "title_aux": "ComfyUI Universal Image Loader" + } + ], + "https://github.com/neggo/comfyui-sambanova": [ + [ + "SambaNova API Node", + "SambaNovaNode" + ], + { + "title_aux": "comfyui-sambanova" + } + ], + "https://github.com/neo-editer/ComfyUI-Better-Dimensions-wan-v2": [ + [ + "BetterImageDimensions_v2", + "PureRatio", + "SDXLDimensions_simple", + "WANDimensions_480", + "WANDimensions_720" + ], + { + "title_aux": "ComfyUI-Better-Dimensions-wan-v2" + } + ], + "https://github.com/neocrz/comfyui-usetaesd": [ + [ + "DecodeTAESD", + "DecodeTAESDTiled", + "EncodeTAESD", + "EncodeTAESDTiled" + ], + { + "title_aux": "comfyui-usetaesd" + } + ], + "https://github.com/neonr-0/ComfyUI-PixelConstrainedScaler": [ + [ + "PixelConstrainedScaler" + ], + { + "title_aux": "ComfyUI-PixelConstrainedScaler" + } + ], + "https://github.com/neph1/comfyui-smooth-step-lora-loader": [ + [ + "Smooth_Step_Lora_Loader" + ], + { + "title_aux": "comfyui-smooth-step-lora-loader" + } + ], + "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle": [ + [ + "TeleStyleLoader", + "TeleStyleVideoInference" + ], + { + "title_aux": "ComfyUI-TeleStyle" + } + ], + "https://github.com/neverbiasu/ComfyUI-BAGEL": [ + [ + "BagelImageEdit", + "BagelImageUnderstanding", + "BagelModelLoader", + "BagelMultiImageEdit", + "BagelTextToImage" + ], + { + "title_aux": "ComfyUI-BAGEL" + } + ], + "https://github.com/neverbiasu/ComfyUI-ChatTTS": [ + [ + "ChatTTSLoader", + "ChatTTS_ExtractSpeaker", + "ChatTTS_LoadSpeakerProfile", + "ChatTTS_Sampler", + "ChatTTS_SaveSpeakerProfile", + "ChatTTS_SeedBasedSpeaker", + "ChatTTS_TextNormalizer", + "ChatTTS_TextSplitter" + ], + { + "title_aux": "ComfyUI-ChatTTS" + } + ], + "https://github.com/neverbiasu/ComfyUI-Dashscope": [ + [ + "DashscopeEmoCaller", + "DashscopeLLMLoader", + "DashscopeModelCaller", + "DashscopeOCRCaller", + "DashscopeVLMLoader" + ], + { + "title_aux": "ComfyUI-Dashscope" + } + ], + "https://github.com/neverbiasu/ComfyUI-Image-Captioner": [ + [ + "ImageCaptioner" + ], + { + "title_aux": "ComfyUI-Image-Captioner" + } + ], + "https://github.com/neverbiasu/ComfyUI-ModelScope": [ + [ + "ModelScopeImageGenerator", + "ModelScopeLLM", + "ModelScopeVLM" + ], + { + "title_aux": "ComfyUI-ModelScope" + } + ], + "https://github.com/neverbiasu/ComfyUI-Ovis-U1": [ + [ + "OvisU1ImageEdit", + "OvisU1ImageToText", + "OvisU1ModelLoader", + "OvisU1TextToImage" + ], + { + "title_aux": "ComfyUI-Ovis-U1" + } + ], + "https://github.com/neverbiasu/ComfyUI-SAM2": [ + [ + "GroundingDinoModelLoader", + "GroundingDinoModelLoader (segment anything2)", + "GroundingDinoSAM2Segment", + "GroundingDinoSAM2Segment (segment anything2)", + "InvertMask", + "InvertMask (segment anything)", + "IsMaskEmpty", + "SAM2ModelLoader", + "SAM2ModelLoader (segment anything2)" + ], + { + "title_aux": "ComfyUI SAM2(Segment Anything 2)" + } + ], + "https://github.com/neverbiasu/ComfyUI-StyleShot": [ + [ + "StyleShotApply" + ], + { + "title_aux": "ComfyUI-StyleShot" + } + ], + "https://github.com/ngosset/ComfyUI-ImageSimilarity": [ + [ + "Image Similarity" + ], + { + "title_aux": "ImageSimilarity" + } + ], + "https://github.com/nicehero/comfyui-SegGPT": [ + [ + "SegGPT" + ], + { + "title_aux": "comfyui-SegGPT" + } + ], + "https://github.com/nickve28/ComfyUI-Nich-Utils": [ + [ + "Image from Dir Selector (Nich)", + "Select Text with Regular Expression (Nich)" + ], + { + "title_aux": "ComfyUI Nich Utils" + } + ], + "https://github.com/nicofdga/DZ-FaceDetailer": [ + [ + "DZ_Face_Detailer" + ], + { + "title_aux": "DZ-FaceDetailer" + } + ], + "https://github.com/niknah/ComfyUI-F5-TTS": [ + [ + "F5TTSAudio", + "F5TTSAudioAdvanced", + "F5TTSAudioInputs" + ], + { + "title_aux": "ComfyUI F5-TTS" + } + ], + "https://github.com/niknah/ComfyUI-Hunyuan-3D-2": [ + [ + "Hunyuan3D2ImageTo3D" + ], + { + "title_aux": "ComfyUI Hunyuan-3D-2" + } + ], + "https://github.com/niknah/ComfyUI-InfiniteYou": [ + [ + "InfiniteYouSample", + "InfiniteYouSampler" + ], + { + "title_aux": "ComfyUI-InfiniteYou" + } + ], + "https://github.com/niknah/audio-general-ComfyUI": [ + [ + "AudioBassTreble", + "AudioConcat", + "AudioInfo", + "AudioMix", + "AudioPitch", + "AudioSampleRate", + "AudioSpeed", + "AudioTrimSilenceRosa", + "AudioTrimSilenceVAD" + ], + { + "title_aux": "Audio General" + } + ], + "https://github.com/niknah/presentation-ComfyUI": [ + [ + "PresentationAddQueue", + "PresentationAdvancedSection", + "PresentationAudio", + "PresentationComponent", + "PresentationDropDown", + "PresentationFile", + "PresentationHistory", + "PresentationImage", + "PresentationProgress", + "PresentationSeed", + "PresentationTab", + "PresentationVideo" + ], + { + "title_aux": "Presentation ComfyUI" + } + ], + "https://github.com/nilor-corp/nilor-nodes": [ + [ + "MediaStreamInput", + "MediaStreamOutput", + "Nilor Blur Analysis", + "Nilor Categorize String", + "Nilor Count Images In Directory", + "Nilor Extract Filename from Path", + "Nilor Image Resize v2", + "Nilor Int To List Of Bools", + "Nilor Interpolated Float List", + "Nilor Inverse Map Float List", + "Nilor List of Ints", + "Nilor Load Image By Index", + "Nilor One Minus Float List", + "Nilor Output Filename String", + "Nilor Random String", + "Nilor Remap Float List", + "Nilor Remap Float List Auto Input", + "Nilor Repeat & Trim Image Batch", + "Nilor Repeat, Shuffle, & Trim Image Batch", + "Nilor Save EXR Arbitrary", + "Nilor Save Image To HF Dataset", + "Nilor Save Video To HF Dataset", + "Nilor Select Index From List", + "Nilor Shuffle Image Batch", + "Nilor To Sparse Index Method", + "Nilor Wan Frame Trim", + "Nilor Wan Tile Resolution", + "Nilor n Fractions of Int", + "NilorGroup", + "NilorPreset", + "NilorUserInput_Boolean", + "NilorUserInput_Float", + "NilorUserInput_Int", + "NilorUserInput_String" + ], + { + "title_aux": "Nilor Nodes by Nilor Corp" + } + ], + "https://github.com/ningxiaoxiao/comfyui-NDI": [ + [ + "NDI_LoadImage", + "NDI_SendImage" + ], + { + "title_aux": "comfyui-NDI" + } + ], + "https://github.com/nirbhay-faaya/ImgProcessing_ComfyUI": [ + [ + "ImageConcat", + "ImageCropMultEight", + "ImageCut", + "LightingPreprocessor" + ], + { + "title_aux": "ImgProcessing_ComfyUI" + } + ], + "https://github.com/nirex0/ComfyUI_pytorch_openpose": [ + [ + "pytorch_openpose" + ], + { + "title_aux": "ComfyUI_pytorch_openpose" + } + ], + "https://github.com/nisaruj/comfyui-daam": [ + [ + "CLIPTextEncodeWithTokens", + "DAAMAnalyzer", + "DAAMPreviewImage", + "KSamplerDAAM" + ], + { + "title_aux": "ComfyUI-DAAM" + } + ], + "https://github.com/nisimjoseph/ComfyUI_OpenAI-Prompter": [ + [ + "OpenAI Prompt Generator" + ], + { + "title_aux": "ComfyUI OpenAI Prompter" + } + ], + "https://github.com/nitingrg/comfyui-ntools": [ + [ + "ImageMegapixels" + ], + { + "title_aux": "comfyui-ntools" + } + ], + "https://github.com/njlent/ComfyUI_performance-report": [ + [ + "ExecutionTimeReporter" + ], + { + "title_aux": "ComfyUI Execution Time Reporter" + } + ], + "https://github.com/njlent/ComfyUI_wavelet-colorfix": [ + [ + "WaveletColorFix" + ], + { + "title_aux": "ComfyUI Wavelet Color Fix" + } + ], + "https://github.com/nkchocoai/ComfyUI-DanbooruPromptQuiz": [ + [ + "DanbooruPromptComparison", + "DanbooruPromptQuiz" + ], + { + "title_aux": "ComfyUI-DanbooruPromptQuiz" + } + ], + "https://github.com/nkchocoai/ComfyUI-Dart": [ + [ + "DanbooruTagsTransformerBanTagsFromRegex", + "DanbooruTagsTransformerComposePrompt", + "DanbooruTagsTransformerComposePromptV2", + "DanbooruTagsTransformerDecode", + "DanbooruTagsTransformerDecodeBySplitedParts", + "DanbooruTagsTransformerGenerate", + "DanbooruTagsTransformerGenerateAdvanced", + "DanbooruTagsTransformerGenerationConfig", + "DanbooruTagsTransformerGetAspectRatio", + "DanbooruTagsTransformerLoader", + "DanbooruTagsTransformerRearrangedByAnimagine", + "DanbooruTagsTransformerRemoveTagToken" + ], + { + "title_aux": "ComfyUI-Dart" + } + ], + "https://github.com/nkchocoai/ComfyUI-PromptUtilities": [ + [ + "PromptUtilitiesConstString", + "PromptUtilitiesConstStringMultiLine", + "PromptUtilitiesFormatString", + "PromptUtilitiesJoinStringList", + "PromptUtilitiesLoadPreset", + "PromptUtilitiesLoadPresetAdvanced", + "PromptUtilitiesPromptWeight", + "PromptUtilitiesRandomPreset", + "PromptUtilitiesRandomPresetAdvanced", + "PromptUtilitiesReplaceOrInsertTag", + "PromptUtilitiesRoundPromptWeight", + "PromptUtilitiesSampleTags", + "PromptUtilitiesSampleTagsWithWeight" + ], + { + "title_aux": "ComfyUI-PromptUtilities" + } + ], + "https://github.com/nkchocoai/ComfyUI-SaveImageWithMetaData": [ + [ + "CreateExtraMetaData", + "SaveImageWithMetaData" + ], + { + "title_aux": "ComfyUI-SaveImageWithMetaData" + } + ], + "https://github.com/nkchocoai/ComfyUI-SizeFromPresets": [ + [ + "EmptyLatentImageFromPresetsSD15", + "EmptyLatentImageFromPresetsSDXL", + "GetSimilarResolution", + "GetSimilarResolutionEmptyLatent", + "RandomEmptyLatentImageFromPresetsSD15", + "RandomEmptyLatentImageFromPresetsSDXL", + "RandomSizeFromPresetsSD15", + "RandomSizeFromPresetsSDXL", + "SizeFromPresetsSD15", + "SizeFromPresetsSDXL" + ], + { + "title_aux": "ComfyUI-SizeFromPresets" + } + ], + "https://github.com/nkchocoai/ComfyUI-TextOnSegs": [ + [ + "CalcMaxFontSize", + "ExtractDominantColor", + "GetComplementaryColor", + "SegsToRegion", + "TextOnSegsFloodFill" + ], + { + "title_aux": "ComfyUI-TextOnSegs" + } + ], + "https://github.com/nobandegani/comfyui_ino_nodes": [ + [ + "InoBoolToSwitch", + "InoBooleanEqual", + "InoCropImageByBox", + "InoGetDateTimeAsBase64", + "InoLoadImagesFromFolder", + "InoNotBoolean", + "InoOnImageListCompleted" + ], + { + "title_aux": "ComfyUI Ino Nodes" + } + ], + "https://github.com/nobrainX2/comfyUI-customDia": [ + [ + "Audio retimer", + "Dia text to speech" + ], + { + "title_aux": "ComfyUI Custom Dia" + } + ], + "https://github.com/noelkim12/ComfyUI-NoelTextUtil": [ + [ + "NoelLoRATriggerInjector", + "NoelUnifiedPrefix" + ], + { + "title_aux": "ComfyUI-ComfyUI-NoelTextUtil" + } + ], + "https://github.com/noembryo/ComfyUI-noEmbryo": [ + [ + "PromptTermList1", + "PromptTermList2", + "PromptTermList3", + "PromptTermList4", + "PromptTermList5", + "PromptTermList6" + ], + { + "author": "noEmbryo", + "description": "Some useful nodes for ComfyUI", + "nickname": "noEmbryo", + "title": "noEmbryo nodes", + "title_aux": "noEmbryo nodes" + } + ], + "https://github.com/nofunstudio/Node_Fun_ComfyUI": [ + [ + "DynamicQueueCounter", + "FalAPI_Flux2KleinEdit", + "FalAPI_Flux2LoraEdit", + "FalAPI_Flux2TurboEdit", + "FalAPI_NanoBananaPro", + "FalAPI_QwenEditPlus", + "FalAPI_kling_video", + "FalAPI_ltx2_video", + "FalAPI_recraft_upscale", + "FalAPI_seedance_video", + "FluxKontextInpaintingConditioning", + "Fun KSampler", + "IframeView", + "IndexedStringSelector", + "Kontext Inpainting Conditioning", + "LayeredInfiniteZoom", + "LoadImageBatchFun", + "MultiAlphaComposite", + "Replicate flux 1.1 pro ultra", + "ReplicateAPI_flux_1_1_pro_ultra", + "ReplicateAPI_flux_fill_pro", + "StringLower", + "WaveSpeedAI_Flux2LoraEdit", + "WaveSpeedAI_Image" + ], + { + "title_aux": "Node_Fun_ComfyUI" + } + ], + "https://github.com/nomadoor/ComfyUI-Temporal-Mask-Tools": [ + [ + "TemporalMaskRemoveShortObjects", + "TemporalMaskUnion" + ], + { + "title_aux": "ComfyUI Temporal Mask Tools" + } + ], + "https://github.com/northumber/ComfyUI-northTools": [ + [ + "BooleanIndexesToString", + "ConcatHistoryString", + "ExtractMetadataByKey", + "ImageToTrue", + "LoadImagesFromDirByIndexBatch", + "LoadImagesFromDirByIndexList", + "LoadImagesFromDirList", + "SumIntegers" + ], + { + "title_aux": "ComfyUI-northTools" + } + ], + "https://github.com/nosiu/comfyui-instantId-faceswap": [ + [ + "AngleFromFace", + "AngleFromKps", + "ComposeRotated", + "ControlNetInstantIdApply", + "FaceEmbed", + "FaceEmbedCombine", + "InstantIdAdapterApply", + "InstantIdAndControlnetApply", + "Kps2dRandomizer", + "Kps2dScale", + "Kps2dScaleBy", + "Kps3dFromImage", + "Kps3dRandomizer", + "KpsCrop", + "KpsDraw", + "KpsMaker", + "KpsRotate", + "KpsScale", + "KpsScaleBy", + "LoadInsightface", + "LoadInstantIdAdapter", + "MaskFromKps", + "PreprocessImagAdvancese", + "PreprocessImage", + "PreprocessImageAdvanced", + "RotateImage" + ], + { + "title_aux": "comfyui-instantId-faceswap" + } + ], + "https://github.com/nosiu/comfyui-text-randomizer": [ + [ + "ConcatText", + "RandomTextChoice", + "RandomizeText", + "RandomizeTextWithCheck", + "ShowText" + ], + { + "title_aux": "comfyui-text-randomizer" + } + ], + "https://github.com/noxinias/ComfyUI_NoxinNodes": [ + [ + "NoxinChime", + "NoxinPromptLoad", + "NoxinPromptSave", + "NoxinScaledResolution", + "NoxinSimpleMath", + "NoxinSplitPrompt" + ], + { + "title_aux": "ComfyUI_NoxinNodes" + } + ], + "https://github.com/nsdtcloud3d/ComfyUI-3D-Convert": [ + [ + "ConvertTo3DFormat", + "Load3DConvertAPIKEY", + "Load3DFile" + ], + { + "title_aux": "ComfyUI-3D-Convert" + } + ], + "https://github.com/ntc-ai/ComfyUI-DARE-LoRA-Merge": [ + [ + "Apply LoRA", + "DARE Merge LoRA Stack", + "Save LoRA" + ], + { + "title_aux": "ComfyUI - Apply LoRA Stacker with DARE" + } + ], + "https://github.com/nuanarchy/ComfyUI-NuA-BIRD": [ + [ + "Bird_Deblurring_NuA", + "Bird_Denoising_NuA", + "Bird_Inpainting_NuA", + "Bird_Loader_NuA", + "Bird_Non_Uniform_Deblurring_NuA", + "Bird_Super_Resolution_NuA" + ], + { + "title_aux": "ComfyUI-NuA-BIRD" + } + ], + "https://github.com/nuanarchy/ComfyUI-NuA-FlashFace": [ + [ + "FlashFace_Loader_NuA", + "FlashFace_Sampler_NuA" + ], + { + "title_aux": "ComfyUI-NuA-FlashFace" + } + ], + "https://github.com/nullquant/ComfyUI-BrushNet": [ + [ + "BlendInpaint", + "BrushNet", + "BrushNetLoader", + "CutForInpaint", + "PowerPaint", + "PowerPaintCLIPLoader", + "RAUNet" + ], + { + "author": "nullquant", + "description": "These are custom nodes for ComfyUI native implementation of BrushNet, PowerPaint and RAUNet models", + "nickname": "BrushName nodes", + "title": "BrushNet", + "title_aux": "BrushNet" + } + ], + "https://github.com/numz/ComfyUI-FlowChain": [ + [ + "WorkflowLipSync" + ], + { + "title_aux": "ComfyUI-FlowChain" + } + ], + "https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler": [ + [ + "SeedVR2LoadDiTModel", + "SeedVR2LoadVAEModel", + "SeedVR2TorchCompileSettings", + "SeedVR2VideoUpscaler" + ], + { + "title_aux": "ComfyUI-SeedVR2_VideoUpscaler" + } + ], + "https://github.com/numz/Comfyui-Orpheus": [ + [ + "orpheus", + "orpheusAdvanced" + ], + { + "title_aux": "ComfyUI-Orpheus" + } + ], + "https://github.com/nunchaku-tech/ComfyUI-nunchaku": [ + [ + "NunchakuDepthPreprocessor", + "NunchakuFluxDiTLoader", + "NunchakuFluxIPAdapterApply", + "NunchakuFluxLoraLoader", + "NunchakuFluxLoraStack", + "NunchakuFluxPuLIDApplyV2", + "NunchakuIPAdapterLoader", + "NunchakuModelMerger", + "NunchakuPuLIDLoaderV2", + "NunchakuPulidApply", + "NunchakuPulidLoader", + "NunchakuQwenImageDiTLoader", + "NunchakuTextEncoderLoader", + "NunchakuTextEncoderLoaderV2", + "NunchakuWheelInstaller", + "NunchakuZImageDiTLoader" + ], + { + "title_aux": "ComfyUI-nunchaku" + } + ], + "https://github.com/nux1111/ComfyUI_NetDist_Plus": [ + [ + "CombineImageBatch", + "ConditioningFromBase64(Nux)", + "ConditioningToBase64(Nux)", + "ExtractBase64FromImage(Nux)", + "ExtractBase64FromImageUpload(Nux)", + "FetchRemote", + "FetchRemoteWithExtras(Nux)", + "LatentToBase64(Nux)", + "LoadCurrentWorkflowJSON", + "LoadDiskWorkflowJSON", + "LoadImageUrl", + "LoadLatentFromBase64(Nux)", + "LoadLatentNumpy", + "LoadLatentUrl", + "LoadWorkflowJSON", + "RemoteApplyValues(Nux)", + "RemoteApplyValuesMulti(Nux)", + "RemoteChainEnd", + "RemoteChainStart", + "RemoteChainStart(Nux)", + "RemoteQueueSimple", + "RemoteQueueSimple(Nux)", + "RemoteQueueWorker", + "SaveDiskWorkflowJSON", + "SaveImageUrl", + "SaveImageWithBase64(Nux)", + "SaveLatentNumpy" + ], + { + "title_aux": "ComfyUI_NetDist_Plus" + } + ], + "https://github.com/nyueki/ComfyUI-RemoteCLIPLoader": [ + [ + "RemoteCLIPLoader", + "RemoteCLIPWorker" + ], + { + "title_aux": "ComfyUI-RemoteCLIPLoader" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ChannelMixer": [ + [ + "OlmChannelMixer" + ], + { + "title_aux": "Olm Channel Mixer for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ColorBalance": [ + [ + "OlmColorBalance" + ], + { + "title_aux": "Olm Color Balance for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-CurveEditor": [ + [ + "OlmCurveEditor" + ], + { + "title_aux": "Olm Curve Editor for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-DragCrop": [ + [ + "OlmCropInfoInterpreter", + "OlmDragCrop" + ], + { + "title_aux": "Olm DragCrop for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Histogram": [ + [ + "OlmHistogram" + ], + { + "title_aux": "Olm Histogram for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ImageAdjust": [ + [ + "OlmImageAdjust" + ], + { + "title_aux": "Olm Image Adjust for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-LGG": [ + [ + "OlmLGG" + ], + { + "title_aux": "Olm LGG (Lift, Gamma, Gain) for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Resolution-Picker": [ + [ + "OlmResolutionPicker" + ], + { + "title_aux": "Olm Resolution Picker for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Sketch": [ + [ + "OlmSketch" + ], + { + "title_aux": "Olm Sketch for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-OlmLUT": [ + [ + "OlmLUT" + ], + { + "title_aux": "Olm LUT Node for ComfyUI" + } + ], + "https://github.com/obisin/ComfyUI-DGLS": [ + [ + "DGLSCleanup", + "DGLSModelLoader", + "DynamicSwappingLoader" + ], + { + "title_aux": "ComfyUI - DGLS (Dynamic GPU Layer Swapping)" + } + ], + "https://github.com/obvirm/ComfyUI-WhisperXX": [ + [ + "WhisperXNode" + ], + { + "title_aux": "ComfyUI-WhisperXX" + } + ], + "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer": [ + [ + "ImageResolutionFixer" + ], + { + "title_aux": "ComfyUI-ImageResolutionFixer" + } + ], + "https://github.com/okdalto/ComfyUI-FlashPortrait": [ + [ + "FlashPortraitFeatureExtractor", + "FlashPortraitLoader", + "FlashPortraitSampler" + ], + { + "title_aux": "ComfyUI-FlashPortrait" + } + ], + "https://github.com/okdalto/ComfyUI-PersonaLive": [ + [ + "PersonaLiveCheckpointLoader", + "PersonaLivePhotoSampler" + ], + { + "title_aux": "ComfyUI-PersonaLive" + } + ], + "https://github.com/okdalto/ComfyUI-WithAnyone": [ + [ + "WithAnyoneArcFaceExtractorNode", + "WithAnyoneBBoxNode", + "WithAnyoneModelLoaderNode", + "WithAnyoneSamplerNode", + "WithAnyoneSigLIPExtractorNode", + "WithAnyoneSinglePersonConditioningNode" + ], + { + "title_aux": "ComfyUI-WithAnyone" + } + ], + "https://github.com/okgo4/ComfyUI-Mosaic-Mask": [ + [ + "MosaicMask" + ], + { + "title_aux": "ComfyUI-Mosaic-Mask" + } + ], + "https://github.com/olafrv/comfyui_olafrv": [ + [ + "ORVImageSizeBestFitResolution", + "ORvEmbeddingsHeatmap", + "ORvEmbeddingsSpectrogram", + "ORvStringConsoleDebug", + "ORvTextEncoderGoogleEmbeddingGemma3", + "ORvTextStripNonLatin" + ], + { + "title_aux": "Olaf's Nodes" + } + ], + "https://github.com/olduvai-jp/ComfyUI-HfLoader": [ + [ + "ControlNet Loader From HF", + "Lora Loader From HF" + ], + { + "title_aux": "ComfyUI-HfLoader" + } + ], + "https://github.com/olduvai-jp/ComfyUI-S3-IO": [ + [ + "LoadImageS3", + "LoadVideoUploadS3", + "SaveImageS3", + "VHS_AudioToVHSAudio", + "VHS_BatchManager", + "VHS_DuplicateImages", + "VHS_DuplicateLatents", + "VHS_DuplicateMasks", + "VHS_GetImageCount", + "VHS_GetLatentCount", + "VHS_GetMaskCount", + "VHS_LoadAudio", + "VHS_LoadAudioUpload", + "VHS_LoadImagePath", + "VHS_LoadImages", + "VHS_LoadImagesPath", + "VHS_LoadVideo", + "VHS_LoadVideoFFmpeg", + "VHS_LoadVideoFFmpegPath", + "VHS_LoadVideoPath", + "VHS_MergeImages", + "VHS_MergeLatents", + "VHS_MergeMasks", + "VHS_PruneOutputs", + "VHS_SelectEveryNthImage", + "VHS_SelectEveryNthLatent", + "VHS_SelectEveryNthMask", + "VHS_SelectFilename", + "VHS_SelectImages", + "VHS_SelectLatents", + "VHS_SelectLatest", + "VHS_SelectMasks", + "VHS_SplitImages", + "VHS_SplitLatents", + "VHS_SplitMasks", + "VHS_Unbatch", + "VHS_VAEDecodeBatched", + "VHS_VAEEncodeBatched", + "VHS_VHSAudioToAudio", + "VHS_VideoCombine", + "VHS_VideoInfo", + "VHS_VideoInfoLoaded", + "VHS_VideoInfoSource", + "VideoCombineS3" + ], + { + "title_aux": "ComfyUI-S3-IO" + } + ], + "https://github.com/oleksandr612/ComfyUI-Counter": [ + [ + "Simple Counter" + ], + { + "title_aux": "ComfyUI-Counter" + } + ], + "https://github.com/oliverswitzer/ComfyUI-Lora-Visualizer": [ + [ + "LoRAVisualizer", + "PromptComposer", + "PromptSplitter", + "WANLoRAHighLowSplitter" + ], + { + "title_aux": "LoRA Visualizer" + } + ], + "https://github.com/olivv-cs/ComfyUI-FunPack": [ + [ + "FunPackContinueVideo", + "FunPackCreativeTemplate", + "FunPackImg2LatentInterpolation", + "FunPackLorebookEnhancer", + "FunPackPromptEnhancer", + "FunPackStoryMemJSONConverter", + "FunPackStoryMemKeyframeExtractor", + "FunPackStoryMemLastFrameExtractor", + "FunPackStoryWriter", + "FunPackVideoStitch" + ], + { + "title_aux": "ComfyUI-FunPack" + } + ], + "https://github.com/omar92/ComfyUI-QualityOfLifeSuit_Omar92": [ + [ + "CLIPStringEncode _O", + "Chat completion _O", + "ChatGPT Simple _O", + "ChatGPT _O", + "ChatGPT compact _O", + "Chat_Completion _O", + "Chat_Message _O", + "Chat_Message_fromString _O", + "Concat Text _O", + "ConcatRandomNSP_O", + "Debug String _O", + "Debug Text _O", + "Debug Text route _O", + "Equation1param _O", + "Equation2params _O", + "GetImage_(Width&Height) _O", + "GetLatent_(Width&Height) _O", + "ImageScaleFactor _O", + "ImageScaleFactorSimple _O", + "LatentUpscaleFactor _O", + "LatentUpscaleFactorSimple _O", + "LatentUpscaleMultiply", + "Note _O", + "QOL Split String", + "RandomNSP _O", + "Replace Text _O", + "String _O", + "Text _O", + "Text2Image _O", + "Trim Text _O", + "combine_chat_messages _O", + "compine_chat_messages _O", + "concat Strings _O", + "create image _O", + "create_image _O", + "debug Completeion _O", + "debug messages_O", + "float _O", + "floatToInt _O", + "floatToText _O", + "int _O", + "intToFloat _O", + "load_openAI _O", + "replace String _O", + "replace String advanced _O", + "saveTextToFile _O", + "seed _O", + "selectLatentFromBatch _O", + "string2Image _O", + "trim String _O", + "variation_image _O" + ], + { + "title_aux": "Quality of life Suit:V2" + } + ], + "https://github.com/omixmaxdimo/OmiXDev": [ + [ + "OmixChatPro", + "OmixGeminiPro", + "ResolutionPresets" + ], + { + "title_aux": "OmiXdev Custom Nodes" + } + ], + "https://github.com/openvino-dev-samples/comfyui_openvino": [ + [ + "TorchCompileDiffusionOpenVINO", + "TorchCompileVAEOpenVINO" + ], + { + "title_aux": "ComfyUI-OpenVINO" + } + ], + "https://github.com/opparco/ComfyUI-WanLightx2vScheduler": [ + [ + "KSamplerAdvancedPartialSigmas", + "WanLightx2vSchedulerBasic", + "WanLightx2vSchedulerBasicFromModel" + ], + { + "title_aux": "Wan2.2 Lightx2v Scheduler for ComfyUI" + } + ], + "https://github.com/opvelll/ComfyUI_TextListProduct": [ + [ + "ProductedString", + "PromptPairConcat", + "TextListProduct", + "TextListProductWithSingleA", + "TextListProductWithSingleB", + "TextListProductWithSingleBoth" + ], + { + "title_aux": "Comfy UI Text List Product" + } + ], + "https://github.com/orange90/ComfyUI-Regex-Runner": [ + [ + "RegexNode" + ], + { + "title_aux": " ComfyUI-Regex-Runner" + } + ], + "https://github.com/orex2121/comfyui-OreX": [ + [ + "IoNetVision", + "KontextPresetsOrex", + "OreX Image Load Batch", + "OreX Image Save", + "PollinationsTextGenOrex", + "flux-kontext-orexnodes", + "orex IoNet Chat", + "orex IoNet Vision", + "orex IoNet Vision Url", + "orex Kontext Presets", + "orex Load Image", + "orex Load Image Batch", + "orex Load Image Batch Size", + "orex Polination Text Gen", + "orex Save Image" + ], + { + "title_aux": "comfyui-OreX" + } + ], + "https://github.com/orion4d/Calculator_Pro": [ + [ + "DataConverter", + "LengthConverter", + "ManualRateConverter", + "MassConverter", + "ScientificCalculatorTri", + "TimeConverter", + "UniversalConverter", + "VolumeConverter" + ], + { + "title_aux": "CalculatorPro - Node Suite for ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI-Image-Effects": [ + [ + "AsciiArtNode", + "AsciiTextNode", + "AuroraNode", + "BarrelDistortionNode", + "CSSFiltersNode", + "ChannelMixerNode", + "ColorBalanceNode", + "CrystallizeNode", + "CurvesNode", + "FilmGrainNode", + "FisheyeNode", + "GodRaysNode", + "HexagonalPixelateNode", + "HolographicNode", + "KaleidoscopeAdvancedNode", + "KaleidoscopeNode", + "LensFlareNode", + "LevelsNode", + "LightLeaksNode", + "NeonGlowNode", + "PinchNode", + "PolaroidNode", + "PolygonNode", + "RippleNode", + "SaverPlusNode", + "ShadowHighlightNode", + "SpherizeNode", + "TriangulateNode", + "VHSGlitchNode", + "VibranceNode", + "VintageTVNode", + "VoronoiNode" + ], + { + "title_aux": "ComfyUI-Image-Effects" + } + ], + "https://github.com/orion4d/ComfyUI_DAO_master": [ + [ + "ConvertIMGtoSVG", + "ConvertSVGtoIMG", + "DAO Blur", + "DAO Clone Circular", + "DAO Clone Circular Path", + "DAO Clone Grid", + "DAO Clone Grid Path", + "DAO Move", + "DAO RVB Color Picker", + "DAO Text Maker", + "DXF Add Circle", + "DXF Add Ellipse", + "DXF Add Line", + "DXF Add Polygon", + "DXF Add Rectangle", + "DXF Add Rounded Rectangle", + "DXF Add Star", + "DXF Add Triangle", + "DXF Import", + "DXF New", + "DXF Preview", + "DXF Save", + "DXF Stats", + "DXF Transform", + "DXF to SVG", + "Folder File Pro", + "Load Image Pro", + "MosaicAssembleFromFolder", + "MosaicTileAssemble", + "MosaicTileExport", + "Path To Image", + "SVG Boolean", + "SVG Load", + "SVG Passthrough", + "SVG Preview", + "SVG Save", + "SVG Style" + ], + { + "title_aux": "ComfyUI_DAO_master" + } + ], + "https://github.com/orion4d/ComfyUI_SharpnessPro": [ + [ + "Clarity", + "HighPassSharpen", + "SmartSharpen", + "Texture", + "UnsharpMaskSharpen" + ], + { + "title_aux": "SharpnessPro pour ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI_colormaster": [ + [ + "AnnotateHexLines", + "ColorPaletteExtractor", + "HexColorToImage", + "ImageCollageNode", + "SelectHexLine" + ], + { + "title_aux": "ComfyUI Colormaster Nodes" + } + ], + "https://github.com/orion4d/ComfyUI_extract_imag": [ + [ + "ExtractAndSaveImagesFromDocument" + ], + { + "title_aux": "ComfyUI_extract_imag" + } + ], + "https://github.com/orion4d/ComfyUI_image-display": [ + [ + "DisplayImageWithMask" + ], + { + "title_aux": "Display Image with Mask for ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI_pdf_nodes": [ + [ + "PDFExtractTextFromPages", + "PDFGetPageCount", + "PDFLoad", + "PDFMerge", + "PDFPagesToImages", + "PDFPreviewPage", + "PDFRotatePages", + "PDFSave", + "PDFSelectPageAndExtractText" + ], + { + "title_aux": "ComfyUI PDF Nodes" + } + ], + "https://github.com/orion4d/Comfyui_EncryptMaster": [ + [ + "Generate Passphrase", + "GeneratePassphrase", + "Image Cipher To Noise", + "Image Decipher From Noise", + "Stego Capacity Estimator", + "Stego Embed Image", + "Stego Embed Text", + "Stego Extract Image", + "Stego Extract Text", + "Text Cipher" + ], + { + "title_aux": "ComfyUI EncryptMaster" + } + ], + "https://github.com/orion4d/Gemini_Banana_by_orion4d": [ + [ + "GeminiNanoStudio" + ], + { + "title_aux": "Gemini Nano Banana for ComfyUI" + } + ], + "https://github.com/orion4d/Orion4D_pixelshift": [ + [ + "EnsembleSuperRes_Orion4D", + "SaveImageAdvanced_Orion4D" + ], + { + "title_aux": "Orion4D Pixel-Shift Nodes for ComfyUI" + } + ], + "https://github.com/orion4d/illusion_node": [ + [ + "AdvancedAutostereogramNode", + "CheckerboardNode", + "ColorImageNode", + "OpticalGeometricNode", + "OpticalIllusionNode", + "PatternGeneratorNode", + "TessellationNode", + "TileImageRepeaterNode" + ], + { + "title_aux": "ComfyUI Illusion & Pattern Nodes" + } + ], + "https://github.com/orpheus-gaze/comfyui-s2-guidance-test": [ + [ + "\u2728 S2Guidance_DIT" + ], + { + "title_aux": "comfyui-s2-guidance-test" + } + ], + "https://github.com/orssorbit/ComfyUI-wanBlockswap": [ + [ + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI-wanBlockswap" + } + ], + "https://github.com/oshtz/ComfyUI-oshtz-nodes": [ + [ + "EasyAspectRatioNode", + "GPTImage1", + "LLMAIONode", + "LoraSwitcherDynamic", + "StringSplitterNode" + ], + { + "title_aux": "oshtz Nodes" + } + ], + "https://github.com/osi1880vr/prompt_quill_comfyui": [ + [ + "PromptQuillGenerate", + "PromptQuillGenerateConditioning", + "PromptQuillSail", + "PromptQuillSailConditioning" + ], + { + "title_aux": "ComfyUI_Prompt-Quill" + } + ], + "https://github.com/ostris/ComfyUI-FlexTools": [ + [ + "Flex2Conditioner", + "FlexGuidance", + "FlexLoraLoader", + "FlexLoraLoaderModelOnly" + ], + { + "nodename_pattern": "- Ostris$", + "title_aux": "Flex.1 tools" + } + ], + "https://github.com/ostris/ostris_nodes_comfyui": [ + [ + "Batch Image Loader - Ostris", + "LLM Pipe Loader - Ostris", + "LLM Prompt Upsampling - Ostris", + "One Seed - Ostris", + "Save Image Direct - Ostris", + "Text Box - Ostris" + ], + { + "nodename_pattern": "- Ostris$", + "title_aux": "Ostris Nodes ComfyUI" + } + ], + "https://github.com/otavanopisto/ComfyUI-aihub-workflow-exposer": [ + [ + "AIHubActionNewAudio", + "AIHubActionNewAudioSegment", + "AIHubActionNewFrames", + "AIHubActionNewImage", + "AIHubActionNewImageBatch", + "AIHubActionNewLatent", + "AIHubActionNewLayer", + "AIHubActionNewText", + "AIHubActionNewVideo", + "AIHubActionNewVideoSegment", + "AIHubActionSetProjectConfigBoolean", + "AIHubActionSetProjectConfigFloat", + "AIHubActionSetProjectConfigInteger", + "AIHubActionSetProjectConfigString", + "AIHubAddRunCondition", + "AIHubExposeAudio", + "AIHubExposeBoolean", + "AIHubExposeCfg", + "AIHubExposeExtendableScheduler", + "AIHubExposeFloat", + "AIHubExposeFrame", + "AIHubExposeImage", + "AIHubExposeImageBatch", + "AIHubExposeImageInfoOnly", + "AIHubExposeInteger", + "AIHubExposeLatent", + "AIHubExposeModel", + "AIHubExposeModelSimple", + "AIHubExposeProjectAudio", + "AIHubExposeProjectConfigBoolean", + "AIHubExposeProjectConfigFloat", + "AIHubExposeProjectConfigInteger", + "AIHubExposeProjectConfigString", + "AIHubExposeProjectImage", + "AIHubExposeProjectImageBatch", + "AIHubExposeProjectLatent", + "AIHubExposeProjectText", + "AIHubExposeProjectVideo", + "AIHubExposeSampler", + "AIHubExposeScheduler", + "AIHubExposeSeed", + "AIHubExposeSteps", + "AIHubExposeString", + "AIHubExposeStringSelection", + "AIHubExposeVideo", + "AIHubMetaExportLora", + "AIHubMetaExportModel", + "AIHubMetaSetExportedLoraImage", + "AIHubMetaSetExportedModelImage", + "AIHubMetaSetExportedWorkflowImage", + "AIHubUtilsCropMergedImageToLayerSize", + "AIHubUtilsFitLayerToMergedImage", + "AIHubUtilsFloatToInt", + "AIHubUtilsLoadCLIP", + "AIHubUtilsLoadLora", + "AIHubUtilsLoadModel", + "AIHubUtilsLoadVAE", + "AIHubUtilsMetadataMap", + "AIHubUtilsNewNormalizer", + "AIHubUtilsScaleImageAndMasks", + "AIHubUtilsStrToFloat", + "AIHubUtilsStrToVector", + "AIHubWorkflowController" + ], + { + "title_aux": "ComfyUI-aihub-workflow-exposer" + } + ], + "https://github.com/ownimage/ComfyUI-ownimage": [ + [ + "Caching Image Loader" + ], + { + "title_aux": "ComfyUI-ownimage" + } + ], + "https://github.com/oxysoft/ComfyUI-gowiththeflow": [ + [ + "KSamplerNoiseless", + "NoiseWarperNode" + ], + { + "title_aux": "ComfyUI-gowiththeflow" + } + ], + "https://github.com/oyvindg/ComfyUI-TrollSuite": [ + [ + "BinaryImageMask", + "ImagePadding", + "LoadLastImage", + "RandomMask", + "TransparentImage" + ], + { + "title_aux": "ComfyUI-TrollSuite" + } + ], + "https://github.com/oztrkoguz/ComfyUI_StoryCreator": [ + [ + "Kosmos2SamplerSimple2", + "KosmosLoader2", + "StoryLoader", + "StorySamplerSimple", + "Write2" + ], + { + "title_aux": "ComfyUI StoryCreater" + } + ], + "https://github.com/p1atdev/comfyui-timm-backbone": [ + [ + "TimmBackboneImageEncode", + "TimmBackboneImageNormalize", + "TimmBackboneLoader", + "TimmBackboneRGB2BGR", + "TimmEmbedsPrint" + ], + { + "title_aux": "comfyui-timm-backbone" + } + ], + "https://github.com/p1atdev/comfyui-tkg-chroma-key": [ + [ + "ApplyTKGChromaKeyAdvanced", + "ApplyTKGChromaKeySDXL" + ], + { + "title_aux": "TKG-DM (Training-free Chroma Key Content Generation Diffusion Model) for ComfyUI" + } + ], + "https://github.com/pacchikAI/comfyui_pacchik_ImagePromptBatch": [ + [ + "LoadImageandPrompt" + ], + { + "title_aux": "ImagePromptBatch" + } + ], + "https://github.com/palant/image-resize-comfyui": [ + [ + "ImageResize" + ], + { + "title_aux": "Image Resize for ComfyUI" + } + ], + "https://github.com/pamparamm/ComfyUI-ppm": [ + [ + "AttentionCouplePPM", + "CFGLimiterGuider", + "CFGPPSamplerSelect", + "CLIPAttentionSelector", + "CLIPMicroConditioning", + "CLIPNegPip", + "CLIPTextEncodeBREAK", + "CLIPTextEncodeInvertWeights", + "CLIPTokenCounter", + "ConditioningZeroOutCombine", + "ConvertTimestepToSigma", + "DynSamplerSelect", + "DynamicThresholdingPost", + "DynamicThresholdingSimplePost", + "EmptyLatentImageAR", + "EpsilonScalingPPM", + "FreeU2PPM", + "Guidance Limiter", + "LatentOperationTonemapLuminance", + "LatentToMaskBB", + "LatentToWidthHeight", + "MaskCompositePPM", + "ModelAttentionSelector", + "PPMSamplerSelect", + "RenormCFGPost", + "RescaleCFGPost", + "SamplerGradientEstimation", + "SkipFirstStepCFG", + "TCFGAdvanced", + "TilePreprocessorPPM" + ], + { + "title_aux": "ComfyUI-ppm" + } + ], + "https://github.com/pamparamm/ComfyUI-vectorscope-cc": [ + [ + "DiffusionCG", + "NormalizeLatent", + "VectorscopeCC" + ], + { + "title_aux": "ComfyUI Vectorscope CC" + } + ], + "https://github.com/pamparamm/sd-perturbed-attention": [ + [ + "NormalizedAttentionGuidance", + "PLADIS", + "PerturbedAttention", + "SlidingWindowGuidanceAdvanced", + "SmoothedEnergyGuidanceAdvanced", + "TRTAttachPag", + "TRTPerturbedAttention", + "TokenPerturbationGuidance" + ], + { + "title_aux": "sd-perturbed-attention" + } + ], + "https://github.com/pantaleone-ai/Comfy-Firefly": [ + [ + "AdobeFireflyTextToImage" + ], + { + "title_aux": "Comfy-Firefly" + } + ], + "https://github.com/pants007/comfy-pants": [ + [ + "CLIPTextEncodeAIO", + "CLIPTextEncodeStylePile Node", + "Image Make Square", + "Image Make Square Node" + ], + { + "title_aux": "pants" + } + ], + "https://github.com/papcorns/ComfyUI-Papcorns-Node-LoadImageFromUrl": [ + [ + "LoadImageFromUrlOrPath" + ], + { + "title_aux": "ComfyUI Load Image From URL" + } + ], + "https://github.com/papcorns/Papcorns-Comfyui-Custom-Nodes": [ + [ + "PapcornsAspectResize", + "PapcornsAudioTrimAndSave", + "PapcornsAudioTrimmer", + "PapcornsFpsCalculator", + "PapcornsMemoryManager", + "PapcornsSimpleMemoryManager", + "UploadImageToGCS" + ], + { + "title_aux": "Papcorns ComfyUI Custom Nodes" + } + ], + "https://github.com/pathway8-sudo/ComfyUI-Pathway-CutPNG-Node": [ + [ + "CutPNGNode" + ], + { + "title_aux": "ComfyUI-Pathway-CutPNG-Node" + } + ], + "https://github.com/patriciogonzalezvivo/comfyui_glslnodes": [ + [ + "float", + "glslBuffers", + "glslEditor", + "glslEditorPro", + "glslUniforms", + "glslViewer", + "int", + "vec2", + "vec2 (pos)", + "vec3", + "vec3 (pos)", + "vec4", + "vec4 (color)" + ], + { + "author": "Patricio Gonzalez Vivo", + "description": "A set of nodes to work with GLSL shaders", + "nickname": "GLSL Nodes", + "title": "GLSL Nodes", + "title_aux": "GLSL Nodes" + } + ], + "https://github.com/paulh4x/ComfyUI_PHRenderFormerWrapper": [ + [ + "RenderFormerCamera", + "RenderFormerCameraTarget", + "RenderFormerExampleScene", + "RenderFormerFromJSON", + "RenderFormerGenerator", + "RenderFormerLighting", + "RenderFormerLightingCombine", + "RenderFormerLightingTarget", + "RenderFormerLoadMesh", + "RenderFormerMeshCombine", + "RenderFormerMeshTarget", + "RenderFormerModelLoader", + "RenderFormerRandomizeColors", + "RenderFormerRemeshMesh", + "RenderFormerSceneBuilder" + ], + { + "title_aux": "ComfyUI_PHRenderFormerWrapper" + } + ], + "https://github.com/paulo-coronado/comfy_clip_blip_node": [ + [ + "CLIPTextEncodeBLIP", + "CLIPTextEncodeBLIP-2", + "Example" + ], + { + "title_aux": "comfy_clip_blip_node" + } + ], + "https://github.com/pawelmal0101/ComfyUI-Webhook": [ + [ + "Webhook" + ], + { + "title_aux": "ComfyUI Webhook Notifier" + } + ], + "https://github.com/pbpbpb2705/ComfyUI-LyraVSIH": [ + [ + "MultiObjectMask" + ], + { + "title_aux": "ComfyUI-LyraVSIH" + } + ], + "https://github.com/pdale-boop/Comfyui-Network-Guardian": [ + [ + "Example", + "NetworkGuardianStatus" + ], + { + "title_aux": "Network Guardian" + } + ], + "https://github.com/penposs/ComfyUI_Gemini_Pro": [ + [ + "Gemini File Processing", + "Gemini File Upload", + "Gemini Pro" + ], + { + "title_aux": "ComfyUI Gemini Pro Node" + } + ], + "https://github.com/penposs/Comfyui-banana2": [ + [ + "BananaNode", + "TransparentImageNode" + ], + { + "title_aux": "Comfyui-banana2" + } + ], + "https://github.com/penposs/Comfyui_wan_api": [ + [ + "WanAPIImageToVideo", + "WanAPIImageUploader", + "WanAPI_Image2Video", + "WanAPI_ImageUploader" + ], + { + "title_aux": "Comfyui_wan_api" + } + ], + "https://github.com/pentarab/ComfyUI-For-ChatterBox": [ + [ + "ChatterboxTTS" + ], + { + "title_aux": "ComfyUI-For-ChatterBox" + } + ], + "https://github.com/perckle/comfyui_dpir": [ + [ + "ImageDenoiseWithDPIR" + ], + { + "title_aux": "ComfyUI-DPIR" + } + ], + "https://github.com/perezjoan/ComfyUI-QwenEdit-Urbanism-by-UGA": [ + [ + "RandomImageSelector", + "SequentialImageSelector", + "StatefulImageCollector" + ], + { + "title_aux": "ComfyUI-QwenEdit-Urbanism-by-UGA" + } + ], + "https://github.com/peter119lee/ComfyUI-BananaForge": [ + [ + "BananaForgeBatch", + "BananaForgeImg2Img", + "BananaForgeText2Img" + ], + { + "title_aux": "ComfyUI-BananaForge" + } + ], + "https://github.com/petmycat/ComfyUI-gen2": [ + [ + "Gen2_ApplyQwenControlNetFun", + "Gen2_DwposeThreshold", + "Gen2_LoadQwenControlNetFun", + "Gen2_LoadQwenLora", + "Gen2_LoadQwenVAE", + "Gen2_QwenClipTextEncode", + "Gen2_QwenImageControlSampler" + ], + { + "title_aux": "ComfyUI-gen2" + } + ], + "https://github.com/petr-pr/ComfyUI-TranslationNode": [ + [ + "TranslationNode" + ], + { + "title_aux": "ComfyUI-TranslationNode" + } + ], + "https://github.com/pharmapsychotic/comfy-cliption": [ + [ + "CLIPtionBeamSearch", + "CLIPtionGenerate", + "CLIPtionLoader" + ], + { + "title_aux": "comfy-cliption" + } + ], + "https://github.com/phaserblast/ComfyUI-DGXSparkSafetensorsLoader": [ + [ + "DGXSparkSafetensorsLoader" + ], + { + "title_aux": "ComfyUI-DGXSparkSafetensorsLoader" + } + ], + "https://github.com/phazei/ComfyUI-OrpheusTTS-LMStudio": [ + [ + "OrpheusTTSLMStudio" + ], + { + "title_aux": "ComfyUI-OrpheusTTS-LMStudio" + } + ], + "https://github.com/phazei/ComfyUI-Prompt-Stash": [ + [ + "PromptStashManager", + "PromptStashPassthrough", + "PromptStashSaver" + ], + { + "title_aux": "Prompt Stash" + } + ], + "https://github.com/philiprodriguez/ComfyUI-HunyuanImageLatentToVideoLatent": [ + [ + "HunyuanImageLatentToVideoLatent" + ], + { + "title_aux": "ComfyUI-HunyuanImageLatentToVideoLatent" + } + ], + "https://github.com/philipy1219/ComfyUI-CloudStorage": [ + [ + "LoadImageFromCloud", + "LoadMaskFromCloud", + "LoadVideoFromCloud", + "SaveImageToCloud", + "UploadFileToCloud" + ], + { + "title_aux": "ComfyUI-CloudStorage" + } + ], + "https://github.com/philipy1219/ComfyUI-TaylorSeer": [ + [ + "FluxBlockSwap", + "HidreamBlockSwap", + "QwenimageBlockSwap", + "TaylorSeer", + "TaylorSeerLite", + "WanvideoBlockSwap" + ], + { + "title_aux": "ComfyUI-TaylorSeer" + } + ], + "https://github.com/philz1337x/ComfyUI-ClarityAI": [ + [ + "Clarity AI Upscaler" + ], + { + "title_aux": "\u2728 Clarity AI - Creative Image Upscaler and Enhancer for ComfyUI" + } + ], + "https://github.com/phuvinh010701/ComfyUI-Nudenet": [ + [ + "ApplyNudenet", + "FilterdLabel", + "NudenetModelLoader" + ], + { + "title_aux": "ComfyUI-Nudenet" + } + ], + "https://github.com/phyblas/nsfw-shorier_comfyui": [ + [ + "CensorNsfwPart", + "FilterNsfw", + "FilterNsfwWithText", + "FindNsfwPart", + "FindNudenetPart", + "GetNsfwScore", + "IsNsfw", + "ReplaceIfNsfw", + "SaveImageSfw" + ], + { + "title_aux": "nsfw-shorier_comfyui" + } + ], + "https://github.com/phyblas/paint-by-example_comfyui": [ + [ + "PaintbyExampleAdvanced", + "PaintbyExampleGen", + "PaintbyExampleSimple", + "PaintbyIchimatsu", + "PaintbySingleColor" + ], + { + "title_aux": "paint-by-example @ ComfyUI" + } + ], + "https://github.com/pictorialink/ComfyUI-Custom-Node-Config": [ + [ + "FormSubmitNode" + ], + { + "title_aux": "ComfyUI-Custom-Node-Config" + } + ], + "https://github.com/pictorialink/ComfyUI-Qwen3-llama.cpp": [ + [ + "Comfyui_Qwen_CUDA/Qwen25_VL", + "Comfyui_Qwen_CUDA/Qwen3", + "Qwen25_VL", + "Qwen3" + ], + { + "title_aux": "ComfyUI-Qwen3-llama.cpp" + } + ], + "https://github.com/pictorialink/ComfyUI-Text-Translation": [ + [ + "Text", + "Text_Concatenate", + "Text_Switch", + "Text_Translation", + "Text_Translation_V2", + "Text_Translation_V2_Full" + ], + { + "title_aux": "ComfyUI-Text-Translation" + } + ], + "https://github.com/picturesonpictures/comfy_PoP": [ + [ + "AdaptiveCannyDetector_PoP", + "AnyAspectRatio", + "ConditioningMultiplier_PoP", + "ConditioningNormalizer_PoP", + "DallE3_PoP", + "EfficientAttention", + "LoadImageResizer_PoP", + "LoraStackLoader10", + "LoraStackLoader10_PoP", + "LoraStackLoader_PoP", + "VAEDecoderPoP", + "VAEEncoderPoP" + ], + { + "title_aux": "comfy_PoP" + } + ], + "https://github.com/pierreb-mf/ComfyUI-MF-PipoNodes": [ + [ + "MF_CustomDropdownMenu", + "MF_DiceRoller", + "MF_GraphPlotter", + "MF_LineCounter", + "MF_LineSelect", + "MF_LogFile", + "MF_LogReader", + "MF_Modulo", + "MF_ModuloAdvanced", + "MF_ReadData", + "MF_SaveData", + "MF_ShotHelper", + "MF_ShowData", + "MF_StoryDriver" + ], + { + "title_aux": "MF PipoNodes" + } + ], + "https://github.com/pikenrover/ComfyUI_PRNodes": [ + [ + "CheckpointLoaderSimpleExtended", + "EmptyLatentImageScaleBy", + "ImageScaleTo", + "LoadRandomImage", + "LoraLoaderExtended", + "RandomPrompt", + "RandomPromptMixed", + "Save Image w/Metadata" + ], + { + "title_aux": "ComfyUI_PRNodes" + } + ], + "https://github.com/piscesbody/ComfyUI-Upscale-CUDAspeed": [ + [ + "ImageUpscaleWithModelCUDAspeedFixed", + "UpscaleModelLoader" + ], + { + "title_aux": "ComfyUI-Upscale-CUDAspeed" + } + ], + "https://github.com/pixelpainter/UI-Decorators": [ + [ + "DividerNode", + "NoteNode", + "SpacerNode", + "TitleNode" + ], + { + "title_aux": "UI-Decorators [SubGraph]" + } + ], + "https://github.com/pixelpainter/comfyui-mute-bypass-by-ID": [ + [ + "RemoteControl", + "RemoteControlMulti", + "RemoteSwitch", + "RemoteSwitchMulti" + ], + { + "title_aux": "mute-bypass by node ID" + } + ], + "https://github.com/pixelworldai/ComfyUI-AlphaFlatten": [ + [ + "FlattenByAlpha" + ], + { + "title_aux": "ComfyUI-AlphaFlatten" + } + ], + "https://github.com/pizurny/ComfyUI-AV-Handles": [ + [ + "AVHandlesAdd", + "AVHandlesTrim" + ], + { + "title_aux": "ComfyUI-AV-Handles" + } + ], + "https://github.com/pizurny/Comfyui-Latent-Transform-Sampler": [ + [ + "LatentTransformSampler", + "NTransformSampler" + ], + { + "title_aux": "ComfyUI Latent Transform Sampler" + } + ], + "https://github.com/pkpkTech/ComfyUI-SaveAVIF": [ + [ + "SaveAvif" + ], + { + "title_aux": "ComfyUI-SaveAVIF" + } + ], + "https://github.com/pkpkTech/ComfyUI-TemporaryLoader": [ + [ + "LoadTempCheckpoint", + "LoadTempLoRA", + "LoadTempMultiLoRA" + ], + { + "title_aux": "ComfyUI-TemporaryLoader" + } + ], + "https://github.com/playbook3d/playbook3d-comfyui-nodes": [ + [ + "Beauty Pass Sequence", + "Depth Pass Sequence", + "Mask Pass Sequence", + "Outline Pass Sequence", + "Playbook Aspect Ratio Select", + "Playbook Beauty", + "Playbook Beauty Sequence", + "Playbook Boolean", + "Playbook Depth", + "Playbook Depth Sequence", + "Playbook Float", + "Playbook Image", + "Playbook LoRA Select", + "Playbook LoRA Selection", + "Playbook Mask", + "Playbook Mask Sequence", + "Playbook Number", + "Playbook Outline", + "Playbook Outline Sequence", + "Playbook Render Result", + "Playbook Seed", + "Playbook Text", + "Playbook Video" + ], + { + "title_aux": "Playbook Nodes" + } + ], + "https://github.com/plugcrypt/CRT-Nodes": [ + [ + "AdvancedBloomFX", + "AdvancedStringReplace", + "AnyTrigger", + "ArcaneBloomFX", + "AudioCompressor", + "AudioFrameAdjuster", + "AudioLoaderCrawl", + "AudioOrManualFrameCount", + "AudioPreviewer", + "AutopromptProcessor", + "BatchBrightnessCurve", + "Boolean Transform", + "BooleanInvert", + "CLIPTextEncodeFluxMerged", + "CRT Post-Process Suite", + "CRTChromaKeyOverlay", + "CRTFirstLastFrameSelector", + "CRTLoadLastMedia", + "CRTLoadLastVideo", + "CRTPctCropCalculator", + "CRTPostProcess", + "CRT_AddSettingsAndPrompt", + "CRT_DynamicPromptScheduler", + "CRT_FileBatchPromptScheduler", + "CRT_KSamplerBatch", + "CRT_QuantizeAndCropImage", + "CRT_RemoveLines", + "CRT_StringBatcher", + "CRT_StringLineCounter", + "CRT_StringSplitter", + "CRT_UpscaleModelAdv", + "CRT_WAN_BatchSampler", + "ClarityFX", + "ClearStyleModelDualCache", + "ColorIsolationFX", + "ColourfulnessFX", + "ContourFX", + "DepthAnythingTensorrtFormat", + "EmptyContext", + "EnableLatent", + "FaceEnhancementPipelineWithInjection", + "FancyNoteNode", + "FancyTimerNode", + "FileLoaderCrawl", + "FileLoaderCrawlBatch", + "FilmGrainFX", + "FluxAIO_CRT", + "FluxControlnetSampler", + "FluxControlnetSamplerWithInjection", + "FluxLoraBlocksPatcher", + "FluxSemanticEncoder", + "FluxTiledSamplerCustomAdvanced", + "ImageDimensionsFromMegaPixels", + "ImageDimensionsFromMegaPixelsAlt", + "ImageLoaderCrawl", + "LTXVAutoGuideSpacing", + "LatentNoiseInjectionSampler", + "LensDistortFX", + "LensFX", + "LoadImageResize", + "LoadLastLatent", + "LoadVideoForVCaptioning", + "Lora Loader Str", + "MaskEmptyFloatNode", + "MaskPassOrPlaceholder", + "MonoToStereoConverter", + "ParametricEQNode", + "PonyFaceEnhancementPipelineWithInjection", + "PonyUpscaleSamplerWithInjection", + "Remove Trailing Comma", + "Resolution", + "SamplerSchedulerCrawler", + "SamplerSchedulerSelector", + "SaveAudioWithPath", + "SaveImageWithPath", + "SaveLatentWithPath", + "SaveTextWithPath", + "SaveVideoWithPath", + "SeamlessLoopBlender", + "SimpleFluxShiftNode", + "SimpleKnobNode", + "SimpleToggleNode", + "SmartControlNetApply", + "SmartDeNoiseFX", + "SmartPreprocessor", + "SmartStyleModelApplyDual", + "Strength To Steps", + "Technicolor2FX", + "Text Box line spot", + "Toggle Lora Unet Blocks L1", + "Toggle Lora Unet Blocks L2", + "Video Duration Calculator", + "VideoLoaderCrawl", + "WAN2.2 LoRA Compare Sampler", + "WanVideoLoraSelectMultiImproved" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "CRT-Nodes" + } + ], + "https://github.com/pmarmotte2/ComfyUI-Speaker-Isolation": [ + [ + "SpeakerDiarizer", + "SpeakerDiarizerChronoNode" + ], + { + "title_aux": "ComfyUI-Speaker-Isolation" + } + ], + "https://github.com/pnikolic-amd/ComfyUI_MIGraphX": [ + [ + "CompileDiffusersMIGraphX" + ], + { + "title_aux": "MIGraphX Node for ComfyUI" + } + ], + "https://github.com/pollockjj/ComfyUI-MultiGPU": [ + [ + "CLIPLoaderDisTorch2MultiGPU", + "CLIPLoaderMultiGPU", + "CLIPVisionLoaderDisTorch2MultiGPU", + "CLIPVisionLoaderMultiGPU", + "CheckpointLoaderAdvancedDisTorch2MultiGPU", + "CheckpointLoaderAdvancedMultiGPU", + "CheckpointLoaderSimpleDisTorch2MultiGPU", + "CheckpointLoaderSimpleMultiGPU", + "ControlNetLoaderDisTorch2MultiGPU", + "ControlNetLoaderMultiGPU", + "DiffControlNetLoaderDisTorch2MultiGPU", + "DiffControlNetLoaderMultiGPU", + "DiffusersLoaderDisTorch2MultiGPU", + "DiffusersLoaderMultiGPU", + "DualCLIPLoaderDisTorch2MultiGPU", + "DualCLIPLoaderMultiGPU", + "QuadrupleCLIPLoaderDisTorch2MultiGPU", + "QuadrupleCLIPLoaderMultiGPU", + "TripleCLIPLoaderDisTorch2MultiGPU", + "TripleCLIPLoaderMultiGPU", + "UNETLoaderDisTorch2MultiGPU", + "UNETLoaderMultiGPU", + "UNetLoaderLP", + "VAELoaderDisTorch2MultiGPU", + "VAELoaderMultiGPU" + ], + { + "title_aux": "ComfyUI-MultiGPU" + } + ], + "https://github.com/polym/ComfyUI-musubi": [ + [ + "MusubiUNETJitLoader", + "MusubiUNETLoader" + ], + { + "title_aux": "ComfyUI-musubi" + } + ], + "https://github.com/polymath-wtf/ComfyUI-Polymath-Vibenodes": [ + [ + "PM_JsonPrompt" + ], + { + "title_aux": "ComfyUI-Polymath-Vibenodes" + } + ], + "https://github.com/popoimm/comfyui-popo-utility": [ + [ + "PopoImageAspectRatioNode", + "PopoImageDimensionsNode", + "PopoImageSizeNode", + "PopoMathExpressionNode" + ], + { + "title_aux": "ComfyUI Popo Utility" + } + ], + "https://github.com/portu-sim/comfyui_bmab": [ + [ + "BMAB Alpha Composit", + "BMAB Base64 Image", + "BMAB Basic", + "BMAB Black And White", + "BMAB Blend", + "BMAB Clip Text Encoder SDXL", + "BMAB Conditioning To Bind", + "BMAB Context", + "BMAB Control Net", + "BMAB ControlNet", + "BMAB ControlNet IPAdapter", + "BMAB ControlNet Openpose", + "BMAB Crop", + "BMAB Detail Anything", + "BMAB Detect And Mask", + "BMAB Detect And Paste", + "BMAB Detection Crop", + "BMAB Detector", + "BMAB DinoSam", + "BMAB Dummy", + "BMAB Edge", + "BMAB Extractor", + "BMAB Face Detailer", + "BMAB Flux ControlNet", + "BMAB Flux Integrator", + "BMAB Google Gemini Prompt", + "BMAB Image Storage", + "BMAB Import Integrator", + "BMAB Inpaint", + "BMAB Integrator", + "BMAB KSampler", + "BMAB KSamplerHiresFix", + "BMAB KSamplerHiresFixWithUpscaler", + "BMAB KSamplerKohyaDeepShrink", + "BMAB Lama Inpaint", + "BMAB LoRA Loader", + "BMAB Load Image", + "BMAB Load Output Image", + "BMAB Masks To Images", + "BMAB Model To Bind", + "BMAB Noise Generator", + "BMAB Normalize Size", + "BMAB Openpose Hand Detailer", + "BMAB Outpaint By Ratio", + "BMAB Person Detailer", + "BMAB Preview Text", + "BMAB Prompt", + "BMAB Reframe", + "BMAB Remote Access And Save", + "BMAB Remove Background", + "BMAB Resize By Person", + "BMAB Resize By Ratio", + "BMAB Resize and Fill", + "BMAB SD-WebUI API BMAB Extension", + "BMAB SD-WebUI API ControlNet", + "BMAB SD-WebUI API I2I", + "BMAB SD-WebUI API Server", + "BMAB SD-WebUI API T2I", + "BMAB SD-WebUI API T2I Hires.Fix", + "BMAB Save Image", + "BMAB SeedGenerator", + "BMAB Segment Anything", + "BMAB Simple Hand Detailer", + "BMAB Square", + "BMAB Subframe Hand Detailer", + "BMAB Text", + "BMAB ToBind", + "BMAB Upscale With Model", + "BMAB Upscaler", + "BMAB Watermark", + "BMAB Zoom Out" + ], + { + "title_aux": "comfyui_bmab" + } + ], + "https://github.com/power88/ComfyUI-PDiD-LLM-Nodes": [ + [ + "APILLMLoader", + "CaptionViaAPI", + "ChatViaAPI", + "ExtraParameters", + "GenerateBBOXViaAPI" + ], + { + "title_aux": "ComfyUI-PDiD-LLM-Nodes" + } + ], + "https://github.com/princepainter/ComfyUI-PainterAI2V": [ + [ + "PainterAI2V", + "PainterAV2V" + ], + { + "title_aux": "ComfyUI-PainterAI2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterFrameCount": [ + [ + "PainterFrameMath" + ], + { + "title_aux": "ComfyUI-PainterFrameCount" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2V": [ + [ + "PainterI2V" + ], + { + "title_aux": "ComfyUI-PainterI2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2Vadvanced": [ + [ + "PainterI2VAdvanced" + ], + { + "title_aux": "ComfyUI-PainterI2Vadvanced" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2VforKJ": [ + [ + "PainterI2VforKJ" + ], + { + "title_aux": "ComfyUI-PainterI2VforKJ" + } + ], + "https://github.com/princepainter/ComfyUI-PainterImageFromBatch": [ + [ + "PainterImageFromBatch" + ], + { + "title_aux": "ComfyUI-PainterImageFromBatch" + } + ], + "https://github.com/princepainter/ComfyUI-PainterImageLoad": [ + [ + "PainterImageLoad" + ], + { + "title_aux": "ComfyUI-PainterImageLoad" + } + ], + "https://github.com/princepainter/ComfyUI-PainterLTXV2": [ + [ + "PainterLTX2V", + "PainterLTX2VPlus", + "PainterSamplerLTXV" + ], + { + "title_aux": "ComfyUI-PainterLTXV2" + } + ], + "https://github.com/princepainter/ComfyUI-PainterLongVideo": [ + [ + "PainterLongVideo" + ], + { + "title_aux": "ComfyUI-PainterLongVideo" + } + ], + "https://github.com/princepainter/ComfyUI-PainterMultiF2V": [ + [ + "PainterCombineFromBatch", + "PainterMultiF2V", + "PainterPrompt" + ], + { + "title_aux": "ComfyUI-PainterMultiF2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterQwenImageEdit": [ + [ + "PainterQwenImageEditPlus" + ], + { + "title_aux": "ComfyUI-PainterQwenImageEdit" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoCombine": [ + [ + "PainterVideoCombine" + ], + { + "title_aux": "ComfyUI-PainterVideoCombine" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoInfo": [ + [ + "VideoInfoLoaded", + "VideoInfoSource" + ], + { + "title_aux": "ComfyUI-PainterVideoInfo" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoUpscale": [ + [ + "PainterVideoUpscale" + ], + { + "title_aux": "ComfyUI-PainterVideoUpscale" + } + ], + "https://github.com/princepainter/Comfyui-PainterAudioCut": [ + [ + "PainterAudioCut" + ], + { + "title_aux": "Comfyui-PainterAudioCut" + } + ], + "https://github.com/princepainter/Comfyui-PainterAudioLength": [ + [ + "PainterAudioLength" + ], + { + "title_aux": "Comfyui-PainterAudioLength" + } + ], + "https://github.com/princepainter/Comfyui-PainterFLF2V": [ + [ + "PainterFLF2V" + ], + { + "title_aux": "PainterFLF2V - First/Last Frame Video Enhancer" + } + ], + "https://github.com/princepainter/Comfyui-PainterFluxImageEdit": [ + [ + "PainterFluxImageEdit" + ], + { + "title_aux": "Comfyui-PainterFluxImageEdit" + } + ], + "https://github.com/princepainter/Comfyui-PainterSampler": [ + [ + "PainterSampler" + ], + { + "title_aux": "Comfyui-PainterSampler" + } + ], + "https://github.com/princepainter/Comfyui-PainterVRAM": [ + [ + "PainterVRAM" + ], + { + "title_aux": "Comfyui-PainterVRAM" + } + ], + "https://github.com/prodogape/ComfyUI-EasyOCR": [ + [ + "Apply EasyOCR" + ], + { + "title_aux": "ComfyUI-EasyOCR" + } + ], + "https://github.com/prodogape/ComfyUI-Minio": [ + [ + "Load Image From Minio", + "Save Image To Minio", + "Set Minio Config" + ], + { + "title_aux": "Comfyui-Minio" + } + ], + "https://github.com/prodogape/ComfyUI-OmDet": [ + [ + "Apply OmDet" + ], + { + "title_aux": "ComfyUI-OmDet" + } + ], + "https://github.com/prodogape/Comfyui-Yolov8-JSON": [ + [ + "Apply Yolov8 Model", + "Apply Yolov8 Model Seg", + "Draw Labelme Json", + "Load Yolov8 Model", + "Load Yolov8 Model From Path", + "Load Yolov8 Model Upload", + "Save Labelme Json" + ], + { + "title_aux": "Comfyui-Yolov8-JSON" + } + ], + "https://github.com/pschroedl/ComfyUI-SAM2-Realtime": [ + [ + "DownloadAndLoadSAM2RealtimeModel", + "Sam2RealtimeSegmentation" + ], + { + "title_aux": "ComfyUI-SAM2-Realtime" + } + ], + "https://github.com/psdwizzard/Comfyui-XYZ-stitch": [ + [ + "XYZAutoCollector", + "XYZGridInput", + "XYZGridInputBatch", + "XYZGridIterator", + "XYZGridStitch", + "XYZImageCollector", + "XYZStringToNumber" + ], + { + "title_aux": "Comfyui-XYZ-stitch" + } + ], + "https://github.com/ptmaster/ComfyUI-Load-Diffusion-Model-to-Muti-GPUs/raw/refs/heads/main/Load%20Diffusion%20Model%20into%20Muti%20GPUs.py": [ + [ + "OverrideLoadedDiffusionDevice" + ], + { + "title_aux": "ComfyUI-Load-Diffusion-Model-to-Muti-GPUs" + } + ], + "https://github.com/ptmaster/Comfyui-PT-Keyframe-Camera": [ + [ + "PT_KeyframeCamera" + ], + { + "title_aux": "Comfyui-PT-Keyframe-Camera" + } + ], + "https://github.com/ptmaster/comfyui-audio-speed": [ + [ + "PT48KHZ", + "PTAudioSpeed", + "PTEnsureStereo" + ], + { + "title_aux": "ComfyUI-audio-speed" + } + ], + "https://github.com/pupba/Comfy_ForEach": [ + [ + "EventBridgeTriggerNode", + "FolderImageLoaderNode", + "IndexedImageSelectorNode", + "IndexedNameSelectorNode", + "IsLastIndexNode", + "LoadPreCheckpointModel", + "LoadPreControlNetModel", + "SaveExactNameImageNode", + "StringViewer", + "TaskIDStorageNode" + ], + { + "title_aux": "ComfyForEach" + } + ], + "https://github.com/purewater2011/comfyui_color_detection": [ + [ + "IsYellowish", + "YellowHeatmap" + ], + { + "title_aux": "comfyui_color_detection" + } + ], + "https://github.com/purpen/ComfyUI-AIRedoon": [ + [ + "AIRedoonApplyLoRAStack", + "AIRedoonCheckLoraFile", + "AIRedoonCheckModelFile", + "AIRedoonConcatText", + "AIRedoonImageCaptioning", + "AIRedoonImageRGBA2RGB", + "AIRedoonLoRAStack", + "AIRedoonPreviewText", + "AIRedoonQwenModelLoader", + "AIRedoonSaveText", + "AIRedoonTranslator" + ], + { + "title_aux": "AIRedoon" + } + ], + "https://github.com/purpen/ComfyUI-ImageTagger": [ + [ + "AIRedoonImageCaptioning" + ], + { + "title_aux": "ComfyUI-ImageTagger" + } + ], + "https://github.com/purzbeats/ComfyUI-Purz": [ + [ + "PurzAnimatedCheckerboard", + "PurzAnimatedNoise", + "PurzAnimatedPolkaDots", + "PurzAnimatedStripes", + "PurzCheckerboardPattern", + "PurzColorAdjust", + "PurzEdgeDetect", + "PurzGradientPattern", + "PurzGridPattern", + "PurzHexagonPattern", + "PurzImageBlur", + "PurzImageFlip", + "PurzImageRotate", + "PurzImageToBlackWhite", + "PurzInteractiveFilter", + "PurzPixelate", + "PurzPolkaDotPattern", + "PurzSimpleNoisePattern", + "PurzStripesPattern" + ], + { + "title_aux": "ComfyUI-Purz" + } + ], + "https://github.com/pvlprk/comfyui-pvl-api-nodes": [ + [ + "PVL Call OpenAI Assistant", + "PVL ComfyDeploy API Caller", + "PVL Compare", + "PVLCheckIfConnected", + "PVL_Any2String", + "PVL_BatchAny", + "PVL_BooleanLogic", + "PVL_Color_Match", + "PVL_ComfyDeploy_LoraPrep", + "PVL_ComfyDeploy_Universal", + "PVL_Comfydeploy_Avatar_PulID_API", + "PVL_Crop2AR", + "PVL_CropToMask", + "PVL_EdgeExtend", + "PVL_GeminiSegmentation", + "PVL_Gemini_API", + "PVL_Gemini_API_Multi", + "PVL_Gemini_API_avatar_special", + "PVL_Gemini_with_fallback_API", + "PVL_Gemini_with_fallback_API_Multi", + "PVL_Get_Image_Size", + "PVL_Google_NanoBanana_API", + "PVL_Google_NanoBanana_API_mandatory_IMG", + "PVL_Google_NanoBanana_Multi_API", + "PVL_Google_NanoBanana_PRO_Multi_API", + "PVL_ImageBatchToImageList", + "PVL_ImageComposite", + "PVL_ImageListToImageBatch", + "PVL_ImageResize", + "PVL_ImageStitch", + "PVL_Image_Translation_Offset", + "PVL_Math", + "PVL_MathCondition", + "PVL_NoneOutputNode", + "PVL_Padding", + "PVL_Qwen_Img_Edit_Inpaint", + "PVL_Qwen_Img_Edit_Plus", + "PVL_SaveOrNot", + "PVL_Seg_Florence2_API", + "PVL_SplitString", + "PVL_Stitch2Size", + "PVL_StringConcatX3", + "PVL_StringConcatX8", + "PVL_StringListToString", + "PVL_StringToNumber", + "PVL_StringToStringList", + "PVL_StylePicker", + "PVL_Switch", + "PVL_Switch_Huge", + "PVL_Switch_x10", + "PVL_Switch_x15", + "PVL_Switch_x5", + "PVL_Text_Overlay", + "PVL_Txt", + "PVL_fal_DepthAnythingV2_API", + "PVL_fal_EvfSam_API", + "PVL_fal_EvfSam_X5_API", + "PVL_fal_Flux2_Camera_Ctrl_API", + "PVL_fal_Flux2_Dev_API", + "PVL_fal_Flux2_Flex_API", + "PVL_fal_Flux2_Pro_API", + "PVL_fal_FluxDevPulidAvatar_API", + "PVL_fal_FluxDev_API", + "PVL_fal_FluxGeneral_API", + "PVL_fal_FluxPro_Fill_API", + "PVL_fal_FluxPro_v1_1_Ultra_API", + "PVL_fal_FluxPulid", + "PVL_fal_FluxWithLoraPulID_API", + "PVL_fal_FluxWithLora_API", + "PVL_fal_Flux_Dev_Inpaint_API", + "PVL_fal_KontextDevInpaint_API", + "PVL_fal_KontextDevLora_API", + "PVL_fal_KontextMaxMulti_API", + "PVL_fal_KontextMaxSingle_API", + "PVL_fal_KontextPro_API", + "PVL_fal_Kontext_Dev_API", + "PVL_fal_LumaPhoton_FlashReframe_API", + "PVL_fal_LumaPhoton_Reframe_API", + "PVL_fal_Moondream3_Segment_API", + "PVL_fal_NanoBanana_API", + "PVL_fal_QwenImage_API", + "PVL_fal_RemoveBackground_API", + "PVL_fal_Sam3_Segmentation_API", + "PVL_fal_SeeDream4_API", + "PVL_fal_SeeDream_45_API" + ], + { + "title_aux": "ComfyUI Assistant Node" + } + ], + "https://github.com/pxl-pshr/GlitchNodes": [ + [ + "ASCII", + "Corruptor", + "DataBend", + "DitherMe", + "FrequencyModulation", + "GlitchIT", + "LineScreen", + "LuminousFlow", + "OrderedDithering", + "Pixel8Bit", + "PixelFloat", + "PixelRedistribution", + "Rekked", + "Scanz", + "TvGlitch", + "VHSonAcid", + "VaporWave", + "VideoModulation", + "interference" + ], + { + "title_aux": "GlitchNodes" + } + ], + "https://github.com/pythongosssss/ComfyUI-Custom-Scripts": [ + [ + "CheckpointLoader|pysssss", + "ConstrainImageforVideo|pysssss", + "ConstrainImage|pysssss", + "LoadText|pysssss", + "LoraLoader|pysssss", + "MathExpression|pysssss", + "PlaySound|pysssss", + "Repeater|pysssss", + "ReroutePrimitive|pysssss", + "SaveText|pysssss", + "ShowText|pysssss", + "StringFunction|pysssss", + "SystemNotification|pysssss" + ], + { + "title_aux": "ComfyUI-Custom-Scripts" + } + ], + "https://github.com/pythongosssss/ComfyUI-WD14-Tagger": [ + [ + "WD14Tagger|pysssss" + ], + { + "title_aux": "ComfyUI WD 1.4 Tagger" + } + ], + "https://github.com/pzc163/Comfyui-CatVTON": [ + [ + "AutoMasker", + "CatVTON", + "LoadAutoMasker", + "LoadCatVTONPipeline" + ], + { + "title_aux": "Comfyui-CatVTON" + } + ], + "https://github.com/pzc163/Comfyui_MiniCPMv2_6-prompt-generator": [ + [ + "Prompt_Generator", + "Save_Prompts" + ], + { + "title_aux": "Comfyui_MiniCPMv2_6-prompt-generator" + } + ], + "https://github.com/quank123wip/ComfyUI-Step1X-Edit": [ + [ + "Step-1XEditNode" + ], + { + "title_aux": "ComfyUI-Step1X-Edit" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesCompositionGuides": [ + [ + "EsesCompositionGuides" + ], + { + "title_aux": "ComfyUI-EsesCompositionGuides" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageAdjustments": [ + [ + "EsesImageAdjustments2" + ], + { + "title_aux": "ComfyUI-EsesImageAdjustments" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageCompare": [ + [ + "EsesImageCompare" + ], + { + "title_aux": "ComfyUI-EsesImageCompare" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectBloom": [ + [ + "EsesImageEffectBloom" + ], + { + "title_aux": "ComfyUI-EsesImageEffectBloom" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectCurves": [ + [ + "EsesImageEffectCurves" + ], + { + "title_aux": "ComfyUI-EsesImageEffectCurves" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectLevels": [ + [ + "EsesImageEffectLevels" + ], + { + "title_aux": "ComfyUI-EsesImageEffectLevels" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageLensEffects": [ + [ + "EsesImageLensEffects" + ], + { + "title_aux": "ComfyUI-EsesImageLensEffects" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageOffset": [ + [ + "EsesImageOffset" + ], + { + "title_aux": "ComfyUI-EsesImageOffset" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageResize": [ + [ + "EsesImageResize" + ], + { + "title_aux": "EsesImageResize" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageTransform": [ + [ + "EsesImageTransform" + ], + { + "title_aux": "ComfyUI-EsesImageTransform" + } + ], + "https://github.com/quasiblob/EsesCompositionGoldenRatio": [ + [ + "EsesCompositionGoldenRatio" + ], + { + "title_aux": "EsesCompositionGoldenRatio" + } + ], + "https://github.com/qwixiwp/queuetools": [ + [ + "load images (queue tools)" + ], + { + "title_aux": "queuetools" + } + ], + "https://github.com/r3dsd/comfyui-template-loader": [ + [ + "TemplateLoader" + ], + { + "title_aux": "Comfyui-Template-Loader" + } + ], + "https://github.com/rafacost/rafacost-comfy": [ + [ + "DreamOmni2-VLM", + "DreamOmni2_Output_Node" + ], + { + "author": "rafacost", + "description": "Nodes to use the DreamOmni2 GGUF models in ComfyUI.", + "title": "rafacostComfy Nodes", + "title_aux": "rafacostComfy" + } + ], + "https://github.com/railep/ComfyUI-HunyuanVideo-Foley": [ + [ + "HunyuanFoleyNode" + ], + { + "title_aux": "ComfyUI-HunyuanVideo-Foley" + } + ], + "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames": [ + [ + "WanVideoSEDecode", + "WanVideoSEImageClipEncode", + "WanVideoSEModelLoader", + "WanVideoSESampler", + "WanVideoSEVAELoader" + ], + { + "title_aux": "ComfyUI-WanVideoStartEndFrames" + } + ], + "https://github.com/raindrop313/ComfyUI_SD3_Flowedit": [ + [ + "FlowEditCFGGuider", + "FlowEditSampler", + "OutSD3ModelSamplingPred" + ], + { + "title_aux": "ComfyUI_SD3_Flowedit" + } + ], + "https://github.com/rainlizard/ComfyUI-Raffle": [ + [ + "CurvedRescaleCFG", + "PreviewHistory", + "Raffle", + "TagCategoryStrength" + ], + { + "title_aux": "Raffle" + } + ], + "https://github.com/rainlizard/ComfyUI-WhirlpoolUpscaler": [ + [ + "WhirlpoolUpscaler" + ], + { + "title_aux": "Whirlpool Upscaler" + } + ], + "https://github.com/rakkarage/ComfyRage": [ + [ + "Debug", + "Notify", + "Pre", + "Show" + ], + { + "title_aux": "ComfyRage" + } + ], + "https://github.com/ramesh-x90/ComfyUI_pyannote": [ + [ + "Speaker Diarization", + "Whisper Segments to Speaker" + ], + { + "title_aux": "ComfyUI_pyannote" + } + ], + "https://github.com/ramyma/A8R8_ComfyUI_nodes": [ + [ + "AttentionCouple", + "AttentionCoupleRegion", + "AttentionCoupleRegions", + "Base64ImageInput", + "Base64ImageOutput" + ], + { + "title_aux": "A8R8 ComfyUI Nodes" + } + ], + "https://github.com/randjtw/advance-aesthetic-score": [ + [ + "Adv_Scoring" + ], + { + "title_aux": "advance-aesthetic-score" + } + ], + "https://github.com/randomnoner11/ComfyUI-MistralAI-API": [ + [ + "InvokeMistralEndpoint", + "LoadFewShotPrompt" + ], + { + "title_aux": "ComfyUI-MistralAI-API" + } + ], + "https://github.com/ranska/pixel_palette_art": [ + [ + "ColorFormatterNode", + "ColorPreviewNode", + "CreateColorFromRGBNode", + "GimpPaletteLoader", + "PaletteFormatter", + "PixelPaletteExtractor" + ], + { + "title_aux": "Pixel Palette Art" + } + ], + "https://github.com/ratulrafsan/Comfyui-SAL-VTON": [ + [ + "SALVTON_Apply", + "SV_random" + ], + { + "title_aux": "Comfyui-SAL-VTON" + } + ], + "https://github.com/raykindle/ComfyUI_Step1X-Edit": [ + [ + "Step1XEditGenerate", + "Step1XEditModelLoader", + "Step1XEditTeaCacheGenerate", + "Step1XEditTeaCacheModelLoader" + ], + { + "title_aux": "ComfyUI_Step1X-Edit" + } + ], + "https://github.com/raysers/Mflux-ComfyUI": [ + [ + "MfluxControlNetLoader", + "MfluxCustomModels", + "MfluxImg2Img", + "MfluxLorasLoader", + "MfluxModelsDownloader", + "MfluxModelsLoader", + "QuickMfluxNode" + ], + { + "title_aux": "Mflux-ComfyUI" + } + ], + "https://github.com/razvanmatei-sf/comfyui-stillfront": [ + [ + "SFLLMChat", + "SFPromptList", + "SFQwenResolution", + "SFVertexAIImagen3TextToImage", + "SFVertexAIImagen4TextToImage", + "SFVertexAIImagen4Upscale", + "SFVertexAINanaBananaPro", + "SFVertexAINanaBananaProEdit", + "SFVertexAIVeo31ImageToVideo", + "SFVertexAIVeo31TextToVideo", + "SFWaveSpeedClient", + "SFWaveSpeedFluxControlNetUnionPro2", + "SFWaveSpeedFluxKontextDev", + "SFWaveSpeedFluxKontextMax", + "SFWaveSpeedFluxKontextPro", + "SFWaveSpeedImageUpscaler", + "SFWaveSpeedInfiniteTalk", + "SFWaveSpeedInfiniteTalkMulti", + "SFWaveSpeedNanoBananaEdit", + "SFWaveSpeedNanoBananaProEdit", + "SFWaveSpeedNanoBananaProEditMulti", + "SFWaveSpeedNanoBananaProEditUltra", + "SFWaveSpeedNanoBananaProTextToImage", + "SFWaveSpeedNanoBananaProTextToImageMulti", + "SFWaveSpeedNanoBananaProTextToImageUltra", + "SFWaveSpeedNanoBananaTextToImage", + "SFWaveSpeedQwenEdit", + "SFWaveSpeedQwenEditLora", + "SFWaveSpeedQwenEditPlus", + "SFWaveSpeedQwenEditPlusLora", + "SFWaveSpeedQwenTextToImage", + "SFWaveSpeedQwenTextToImageLora", + "SFWaveSpeedRunwayUpscale", + "SFWaveSpeedSeedreamV4", + "SFWaveSpeedSeedreamV4Edit", + "SFWaveSpeedSeedreamV4EditSequential", + "SFWaveSpeedSeedreamV4Sequential", + "SFWaveSpeedSora2ImageToVideo", + "SFWaveSpeedSora2ImageToVideoPro", + "SFWaveSpeedSora2TextToVideo", + "SFWaveSpeedSora2TextToVideoPro", + "SFWaveSpeedVeo31FastImageToVideo", + "SFWaveSpeedVeo31FastTextToVideo", + "SFWaveSpeedVeo31ImageToVideo", + "SFWaveSpeedVeo31ReferenceToVideo", + "SFWaveSpeedVeo31TextToVideo", + "SFWaveSpeedWan22Animate", + "SFWaveSpeedWan22I2V720p", + "SFWaveSpeedWan25ImageEdit", + "SFWaveSpeedWan25ImageToVideo", + "SFWaveSpeedWan25ImageToVideoFast", + "SFWaveSpeedWan25TextToImage", + "SFWaveSpeedWan25TextToVideo", + "SFWaveSpeedWan25TextToVideoFast", + "WaveSpeedAI Qwen Image Text to Image", + "WaveSpeedAI Qwen Image Text to Image LoRA", + "WaveSpeedAI_RunwaymlUpscaleV1Node", + "WaveSpeedAI_Wan22I2V720pNode" + ], + { + "title_aux": "comfyui-stillfront" + } + ], + "https://github.com/razvanmatei-sf/razv-llm": [ + [ + "RazvLLMChat" + ], + { + "title_aux": "ComfyUI Razv LLM Node" + } + ], + "https://github.com/razvanmatei-sf/razv-wavespeed": [ + [ + "WaveSpeedAI Alibaba Wan 2.5 Image Edit", + "WaveSpeedAI ByteDance Seedream V4", + "WaveSpeedAI ByteDance Seedream V4 Sequential", + "WaveSpeedAI Bytedance Seedream V4 Edit", + "WaveSpeedAI Bytedance Seedream V4 Edit Sequential", + "WaveSpeedAI Client", + "WaveSpeedAI Flux ControlNet Union Pro 2.0", + "WaveSpeedAI Flux Kontext Dev", + "WaveSpeedAI Flux Kontext Max", + "WaveSpeedAI Flux Kontext Pro", + "WaveSpeedAI Google Nano Banana Edit", + "WaveSpeedAI Google Nano Banana Pro Edit", + "WaveSpeedAI Google Nano Banana Pro Edit Multi", + "WaveSpeedAI Google Nano Banana Pro Edit Ultra", + "WaveSpeedAI Google Nano Banana Pro Text to Image", + "WaveSpeedAI Google Nano Banana Pro Text to Image Multi", + "WaveSpeedAI Google Nano Banana Pro Text to Image Ultra", + "WaveSpeedAI Google Nano Banana Text to Image", + "WaveSpeedAI Google VEO 3.1 Fast Image-to-Video", + "WaveSpeedAI Google VEO 3.1 Fast Text-to-Video", + "WaveSpeedAI Google VEO 3.1 Image-to-Video", + "WaveSpeedAI Google VEO 3.1 Reference-to-Video", + "WaveSpeedAI Google VEO 3.1 Text-to-Video", + "WaveSpeedAI Image Upscaler", + "WaveSpeedAI InfiniteTalk", + "WaveSpeedAI InfiniteTalk Multi", + "WaveSpeedAI OpenAI Sora 2 Image-to-Video", + "WaveSpeedAI OpenAI Sora 2 Image-to-Video Pro", + "WaveSpeedAI OpenAI Sora 2 Text-to-Video", + "WaveSpeedAI OpenAI Sora 2 Text-to-Video Pro", + "WaveSpeedAI Qwen Image Edit", + "WaveSpeedAI Qwen Image Edit LoRA", + "WaveSpeedAI Qwen Image Edit Plus", + "WaveSpeedAI Qwen Image Edit Plus LoRA", + "WaveSpeedAI Qwen Image Text to Image", + "WaveSpeedAI Qwen Image Text to Image LoRA", + "WaveSpeedAI WAN 2.2 Animate", + "WaveSpeedAI WAN 2.5 Image-to-Video", + "WaveSpeedAI WAN 2.5 Image-to-Video Fast", + "WaveSpeedAI WAN 2.5 Text-to-Image", + "WaveSpeedAI WAN 2.5 Text-to-Video", + "WaveSpeedAI WAN 2.5 Text-to-Video Fast", + "WaveSpeedAI_RunwaymlUpscaleV1Node", + "WaveSpeedAI_Wan22I2V720pNode" + ], + { + "title_aux": "ComfyUI Razv WaveSpeed Nodes" + } + ], + "https://github.com/razvanmatei-sf/serhii-prompt-list": [ + [ + "Dynamic Prompt List" + ], + { + "title_aux": "Dynamic Prompt List Node for ComfyUI" + } + ], + "https://github.com/rcfcu2000/zhihuige-nodes-comfyui": [ + [ + "Combine ZHGMasks", + "Cover ZHGMasks", + "From ZHG pip", + "GroundingDinoModelLoader (zhihuige)", + "GroundingDinoPIPESegment (zhihuige)", + "GroundingDinoSAMSegment (zhihuige)", + "InvertMask (zhihuige)", + "SAMModelLoader (zhihuige)", + "To ZHG pip", + "ZHG FaceIndex", + "ZHG GetMaskArea", + "ZHG Image Levels", + "ZHG SaveImage", + "ZHG SmoothEdge", + "ZHG UltimateSDUpscale" + ], + { + "title_aux": "zhihuige-nodes-comfyui" + } + ], + "https://github.com/rcsaquino/comfyui-custom-nodes": [ + [ + "BackgroundRemover | rcsaquino", + "VAELoader | rcsaquino", + "VAEProcessor | rcsaquino" + ], + { + "title_aux": "rcsaquino/comfyui-custom-nodes" + } + ], + "https://github.com/rdanalex/ComfyUI-ClownSampler": [ + [ + "Clown Sampler Loader JK" + ], + { + "title_aux": "ComfyUI-ClownSampler" + } + ], + "https://github.com/rdancer/ComfyUI_Florence2SAM2": [ + [ + "RdancerFlorence2SAM2GenerateMask" + ], + { + "title_aux": "ComfyUI_Florence2SAM2" + } + ], + "https://github.com/rdawgemfl/rdawg_3D_pack": [ + [ + "RDAWG3DAnalyzeMesh", + "RDAWG3DBoundingBox", + "RDAWG3DComputeCurvature", + "RDAWG3DComputeDistance", + "RDAWG3DCreateMesh", + "RDAWG3DDownsamplePointCloud", + "RDAWG3DExtractFeatures", + "RDAWG3DLoadModel", + "RDAWG3DLoadPointCloud", + "RDAWG3DMeshToImage", + "RDAWG3DMeshToPointCloud", + "RDAWG3DPointCloudToMesh", + "RDAWG3DRemeshUniform", + "RDAWG3DRemoveOutliers", + "RDAWG3DSimplifyMesh", + "RDAWG3DSmoothMesh", + "RDAWG3DSubdivideMesh", + "RDAWG3DTransform", + "RDAWG3DTransformPointCloud" + ], + { + "title_aux": "RDAWG 3D Pack (CUDA 12.8 + PyTorch 2.9.0)" + } + ], + "https://github.com/rdomunky/comfyui-subfolderimageloader": [ + [ + "SubfolderImageLoader" + ], + { + "title_aux": "comfyui-subfolderimageloader" + } + ], + "https://github.com/reallusion/ComfyUI-Reallusion": [ + [ + "additional_image", + "control_net", + "core", + "upscale_data" + ], + { + "title_aux": "Reallusion ComfyUI Custom Nodes" + } + ], + "https://github.com/receyuki/comfyui-prompt-reader-node": [ + [ + "SDAnyConverter", + "SDBatchLoader", + "SDLoraLoader", + "SDLoraSelector", + "SDParameterExtractor", + "SDParameterGenerator", + "SDPromptMerger", + "SDPromptReader", + "SDPromptSaver", + "SDTypeConverter" + ], + { + "author": "receyuki", + "description": "The ultimate solution for managing image metadata and multi-tool compatibility. ComfyUI node version of the SD Prompt Reader", + "nickname": "SD Prompt Reader", + "title": "SD Prompt Reader", + "title_aux": "SD Prompt Reader" + } + ], + "https://github.com/recraft-ai/ComfyUI-RecraftAI": [ + [ + "RecraftBackgroundRemover", + "RecraftBackgroundReplacer", + "RecraftClarityUpscaler", + "RecraftClient", + "RecraftGenerativeUpscaler", + "RecraftImageGenerator", + "RecraftImageToImageTransformer", + "RecraftInpainter" + ], + { + "title_aux": "ComfyUI-RecraftAI" + } + ], + "https://github.com/red-polo/ComfyUI-WanViTPoseRetargeter": [ + [ + "WanViTPoseEstimator", + "WanViTPoseRetargeter", + "WanViTPoseRetargeterToSrc" + ], + { + "title_aux": "ComfyUI-WanViTPoseRetargeter" + } + ], + "https://github.com/redhottensors/ComfyUI-Prediction": [ + [ + "AvoidErasePrediction", + "CFGPrediction", + "CharacteristicGuidancePrediction", + "CombinePredictions", + "ConditionedPrediction", + "EarlyMiddleLatePrediction", + "InterpolatePredictions", + "LogSigmas", + "PerpNegPrediction", + "SamplerCustomPrediction", + "ScalePrediction", + "ScaledGuidancePrediction", + "SelectSigmas", + "SplitAtSigma", + "SwitchPredictions" + ], + { + "author": "RedHotTensors", + "description": "Fully customizable Classifer Free Guidance for ComfyUI", + "nickname": "ComfyUI-Prediction", + "title": "ComfyUI-Prediction", + "title_aux": "ComfyUI-Prediction" + } + ], + "https://github.com/reeoi/ComfyUI-WebROI": [ + [ + "WebROICapture" + ], + { + "title_aux": "ComfyUI-WebROI" + } + ], + "https://github.com/regiellis/ComfyUI-EasyColorCorrector": [ + [ + "BatchColorCorrection", + "ColorCorrectionViewer", + "ColorPaletteExtractor", + "EasyColorCorrection", + "FilmEmulation", + "RawImageProcessor", + "VAEColorCorrector" + ], + { + "title_aux": "Easy Color Correction" + } + ], + "https://github.com/regiellis/ComfyUI-EasyIllustrious": [ + [ + "IllustriousAppendRegion", + "IllustriousArtists", + "IllustriousAttentionCouple", + "IllustriousAutoOutpaint", + "IllustriousCLIPTextEncoder", + "IllustriousCharacters", + "IllustriousClothing", + "IllustriousColorSuite", + "IllustriousE621Artists", + "IllustriousE621Characters", + "IllustriousEmotions", + "IllustriousEmptyLatentImage", + "IllustriousEmptyRegions", + "IllustriousHairstyles", + "IllustriousKSamplerPresets", + "IllustriousKSamplerPro", + "IllustriousLatentUpscale", + "IllustriousMakeRegion", + "IllustriousMasterModel", + "IllustriousMultiPassSampler", + "IllustriousNegativeCLIPEncoder", + "IllustriousPonyTokens", + "IllustriousPoses", + "IllustriousPrompt", + "IllustriousRegionalConditioning", + "IllustriousScenesPlus", + "IllustriousScheduler", + "IllustriousSmartSceneGenerator", + "IllustriousTriplePassSampler", + "IllustriousVAEDecode", + "IllustriousVAEEncode", + "TIPOPromptOptimizer" + ], + { + "title_aux": "Comfyui-EasyIllustrious" + } + ], + "https://github.com/regiellis/ComfyUI-EasyNoobai": [ + [ + "EasyNoobai", + "EasyNoobaiMasterModel", + "NoobaiArtists", + "NoobaiCharacters", + "NoobaiClothing", + "NoobaiE621Artists", + "NoobaiE621Characters", + "NoobaiHairstyles", + "NoobaiPony", + "NoobaiPoses" + ], + { + "title_aux": "ComfyUI-EasyNoobai" + } + ], + "https://github.com/regiellis/ComfyUI-EasyPony": [ + [ + "EasyPony" + ], + { + "title_aux": "ComfyUI-EasyPony" + } + ], + "https://github.com/regiellis/ComfyUI-SDXL-Adherence": [ + [ + "AlignHintsToLatent", + "AutoSize64", + "CropByBBox", + "NegativePromptHelper", + "PostPolish", + "SDXLDualClipEncode", + "SDXLPromptStyler", + "SmartLatent" + ], + { + "title_aux": "SDXL Adherence" + } + ], + "https://github.com/relhamdi/ComfyUI-RE-CustomUtils": [ + [ + "PromptPresetSelector" + ], + { + "title_aux": "ComfyUI-RE-CustomUtils" + } + ], + "https://github.com/remingtonspaz/ComfyUI-ReferenceChain": [ + [ + "ReferenceChainConditioning", + "ReferenceChainConditioningBase64" + ], + { + "title_aux": "Reference Chain Conditioning" + } + ], + "https://github.com/revirevy/Comfyui_saveimage_imgbb": [ + [ + "ImgBBUploader", + "LLM_prompt_generator" + ], + { + "author": "N.RHEVI", + "description": "This custom node allow save image to imgbb.", + "nickname": "save image to imgbb", + "title": "save image to imgbb", + "title_aux": "Comfyui_saveimage_imgbb" + } + ], + "https://github.com/revisionhiep-create/Comfyui-Prompt-Sorter": [ + [ + "IllustriousPromptSorter" + ], + { + "title_aux": "Comfyui-Prompt-Sorter" + } + ], + "https://github.com/revisionhiep-create/comfyui-standard-trigger-words": [ + [ + "StandardTriggerWordsLoader" + ], + { + "title_aux": "comfyui-standard-trigger-words" + } + ], + "https://github.com/revisionhiep-create/comfyui-universal-trigger-toggle": [ + [ + "UniversalTriggerToggle" + ], + { + "title_aux": "comfyui-universal-trigger-toggle" + } + ], + "https://github.com/revisiontony/LoraMangerWebFrame": [ + [ + "LoraWebFrame" + ], + { + "title_aux": "ComfyUI Lora Manager Web Frame" + } + ], + "https://github.com/rgamevfx/ComfyUI-RGnodes": [ + [ + "MaskRangeDoctor", + "VACEClipDoctor", + "VACEInpaintKeyframeInsert", + "VACEVideoSplice" + ], + { + "title_aux": "ComfyUI-RGnodes" + } + ], + "https://github.com/rgthree/rgthree-comfy": [ + [ + "RgthreeAnySwitch", + "RgthreeBigContext", + "RgthreeContext", + "RgthreeContextMerge", + "RgthreeContextMergeBig", + "RgthreeContextSwitch", + "RgthreeContextSwitchBig", + "RgthreeDisplayAny", + "RgthreeDisplayInt", + "RgthreeImageComparer", + "RgthreeImageInsetCrop", + "RgthreeImageOrLatentSize", + "RgthreeImageResize", + "RgthreeKSamplerConfig", + "RgthreeLoraLoaderStack", + "RgthreePowerLoraLoader", + "RgthreePowerPrimitive", + "RgthreePowerPrompt", + "RgthreePowerPromptSimple", + "RgthreePowerPuter", + "RgthreeSDXLEmptyLatentImage", + "RgthreeSDXLPowerPromptPositive", + "RgthreeSDXLPowerPromptSimple", + "RgthreeSeed" + ], + { + "author": "rgthree", + "description": "A bunch of nodes I created that I also find useful.", + "nickname": "rgthree", + "nodename_pattern": " \\(rgthree\\)$", + "title": "Comfy Nodes", + "title_aux": "rgthree's ComfyUI Nodes" + } + ], + "https://github.com/rhdunn/comfyui-audio-processing": [ + [ + "ComfyAudio.ApplyFilterBank", + "ComfyAudio.GriffinLim", + "ComfyAudio.InverseSpectrogram", + "ComfyAudio.LinearFilterBank", + "ComfyAudio.LoadAudio", + "ComfyAudio.MelScaleFilterBank", + "ComfyAudio.PlotFilterBank", + "ComfyAudio.PlotSpectrogram", + "ComfyAudio.PlotWaveform", + "ComfyAudio.Spectrogram" + ], + { + "title_aux": "comfyui-audio-processing" + } + ], + "https://github.com/rhdunn/comfyui-bus-plugin": [ + [ + "ComfyBus.CLIPConditioningBusNode", + "ComfyBus.CLIPEncodedPromptBusNode", + "ComfyBus.CheckpointBusNode", + "ComfyBus.ImageBusNode", + "ComfyBus.ImageParameterBusNode", + "ComfyBus.ImageScaleToSideParameterBusNode", + "ComfyBus.ImageSizeBusNode", + "ComfyBus.LatentImageBusNode", + "ComfyBus.LatentImageParameterBusNode", + "ComfyBus.PromptBusNode", + "ComfyBus.PromptSDXLBusNode" + ], + { + "title_aux": "comfyui-bus-plugin" + } + ], + "https://github.com/rholdorf/comfyui_imgtools": [ + [ + "ImageDimensionFitter" + ], + { + "title_aux": "comfyui_imgtools" + } + ], + "https://github.com/rhplus0831/ComfyMepi": [ + [ + "MepiCheckpoint", + "MepiImageSize", + "MepiNegativePrompt", + "MepiPositivePrompt", + "MepiSaveImage", + "MepiStepsAndCfg" + ], + { + "title_aux": "ComfyMepi" + } + ], + "https://github.com/richinsley/Comfy-LFO": [ + [ + "LFO_Pulse", + "LFO_Sawtooth", + "LFO_Sine", + "LFO_Square", + "LFO_Triangle" + ], + { + "title_aux": "Comfy-LFO" + } + ], + "https://github.com/ricklove/comfyui-ricklove": [ + [ + "RL_BBox", + "RL_CacheImageSequence", + "RL_CacheMaskSequence", + "RL_CivitaiTopImagePrompts", + "RL_Crop_Resize", + "RL_Finetune_Analyze", + "RL_Finetune_Analyze_Batch", + "RL_Finetune_Variable", + "RL_ForceDependencyOrder", + "RL_ForceDependencyOrder_ImageString", + "RL_ForceDependencyOrder_Images", + "RL_ForceDependencyOrder_Latents", + "RL_ForceDependencyOrder_String", + "RL_ForceDependencyOrder_Strings", + "RL_IfFileExists", + "RL_Image_Shadow", + "RL_Image_Threshold_Channels", + "RL_Internet_Search", + "RL_LoadImageSequence", + "RL_Load_Flow", + "RL_LoraTextExtractTags", + "RL_Optical_Flow_Dip", + "RL_RebootComfyIfLeaky", + "RL_SaveImageSequence", + "RL_Save_Flow", + "RL_SequenceContext", + "RL_Sequence_ToFilePathList", + "RL_StopIfBlack", + "RL_Uncrop", + "RL_Warp_Image", + "RL_Zoe_Depth_Map_Preprocessor", + "RL_Zoe_Depth_Map_Preprocessor_Raw_Infer", + "RL_Zoe_Depth_Map_Preprocessor_Raw_Process" + ], + { + "title_aux": "comfyui-ricklove" + } + ], + "https://github.com/rickrender/ComfyUI-Vectorizer-API": [ + [ + "BackgroundRemoverNode", + "BackgroundRemoverSVGNode", + "VectorizerAINode" + ], + { + "title_aux": "Vectorizer API" + } + ], + "https://github.com/rickyars/comfyui-llm-tile": [ + [ + "TiledImageGenerator", + "TiledImageGeneratorAdvanced" + ], + { + "title_aux": "Tiled Image Generator for ComfyUI" + } + ], + "https://github.com/risunobushi/ComfyUI-Similarity-Score": [ + [ + "ImageSimilarityScores" + ], + { + "title_aux": "ComfyUI-Similarity-Score" + } + ], + "https://github.com/risunobushi/ComfyUI_DisplacementMapTools": [ + [ + "DisplaceLogo", + "ExtractDisplacementMap" + ], + { + "title_aux": "ComfyUI_DisplacementMapTools" + } + ], + "https://github.com/risunobushi/ComfyUI_sm4ll-Wrapper": [ + [ + "VTONAPINode", + "VTONAPIPaidNode", + "VTONLookbookNode" + ], + { + "title_aux": "ComfyUI_sm4ll-Wrapper" + } + ], + "https://github.com/risunobushi/comfyUI_FrequencySeparation_RGB-HSV": [ + [ + "FrequencyCombination", + "FrequencyCombinationHSV", + "FrequencySeparation", + "FrequencySeparationHSV" + ], + { + "title_aux": "comfyUI_FrequencySeparation_RGB-HSV" + } + ], + "https://github.com/ritik-devsecops/ComfyUI-Floyo-Flux2-API-node": [ + [ + "Flux2FlexImageEdit", + "Flux2FlexTextToImage", + "Flux2ProImageEdit", + "Flux2ProTextToImage" + ], + { + "title_aux": "ComfyUI-Floyo-Flux2-API-node" + } + ], + "https://github.com/rjgoif/ComfyUI-Img-Label-Tools": [ + [ + "ImageArray", + "ImageEqualizer", + "RandomSubset" + ], + { + "title_aux": "Img Label Tools" + } + ], + "https://github.com/rkfg/ComfyUI-Dia_tts": [ + [ + "DiaModelLoader", + "DiaSampler" + ], + { + "title_aux": "Dia realistic TTS" + } + ], + "https://github.com/rnbwdsh/ComfyUI-LatentWalk": [ + [ + "LatentWalkConditional", + "LatentWalkConditionalRandom", + "LatentWalkNoise", + "LatentWalkVae" + ], + { + "title_aux": "Latent Walk" + } + ], + "https://github.com/rndnanthu/ComfyUI-RndNanthu": [ + [ + "AutoGradePro", + "ColorAnalysisPlotNode", + "ColorSpaceSim", + "FilmGrain", + "LogReconstructionNode", + "ProColorGrading", + "PromptGenerator" + ], + { + "title_aux": "ComfyUI-RndNanthu" + } + ], + "https://github.com/robertvoy/ComfyUI-Distributed": [ + [ + "AudioBatchDivider", + "DistributedCollector", + "DistributedEmptyImage", + "DistributedModelName", + "DistributedQueue", + "DistributedSeed", + "ImageBatchDivider", + "UltimateSDUpscaleDistributed" + ], + { + "title_aux": "ComfyUI-Distributed" + } + ], + "https://github.com/robertvoy/ComfyUI-Flux-Continuum": [ + [ + "BatchSlider", + "BooleanToEnabled", + "CannySlider", + "ConfigurableDrawText", + "ConfigurableModelRouter", + "ControlNetSlider", + "DenoiseSlider", + "DrawTextConfig", + "FluxContinuumModelRouter", + "GPUSlider", + "GuidanceSlider", + "IPAdapterSlider", + "ImageBatchBoolean", + "ImpactControlBridgeFix", + "IntPass", + "LatentPass", + "MaxShiftSlider", + "OutputGetString", + "PipePass", + "ResolutionMultiplySlider", + "ResolutionPicker", + "SEGSPass", + "SamplerParameterPacker", + "SamplerParameterUnpacker", + "SelectFromBatch", + "SimpleTextTruncate", + "SplitVec2", + "SplitVec3", + "StepSlider", + "TextVersions" + ], + { + "title_aux": "ComfyUI Flux Continuum: Modular Interface" + } + ], + "https://github.com/robomello/comfyui-prompt-saver": [ + [ + "PromptSaverNode" + ], + { + "title_aux": "ComfyUI Prompt Saver" + } + ], + "https://github.com/robtl2/ComfyUI-ComfyBridge": [ + [ + "CB_ImageReceiver", + "CB_ImageSender" + ], + { + "title_aux": "ComfyUI-ComfyBridge" + } + ], + "https://github.com/rockerBOO/pixel-sorting": [ + [ + "PixelSortAnalyze", + "PixelSorting" + ], + { + "title_aux": "pixel-sorting" + } + ], + "https://github.com/rohitsainier/ComfyUI-InstagramDownloader": [ + [ + "InstagramDownloader", + "MediaOrganizer" + ], + { + "title_aux": "ComfyUI-InstagramDownloader" + } + ], + "https://github.com/romeobuilderotti/ComfyUI-PNG-Metadata": [ + [ + "SetMetadataAll", + "SetMetadataString" + ], + { + "title_aux": "ComfyUI PNG Metadata" + } + ], + "https://github.com/ronaldzgithub/ComfyUI_Appstore": [ + [ + "ComfyUIAppstoreHost", + "ComfyUIAppstoreParam", + "ComfyUIAppstoreSaveImage", + "sdAppstore_saveImage" + ], + { + "title_aux": "ComfyUI_Appstore" + } + ], + "https://github.com/ronniebasak/ComfyUI-Tara-LLM-Integration": [ + [ + "TaraAdvancedComposition", + "TaraApiKeyLoader", + "TaraApiKeySaver", + "TaraDaisyChainNode", + "TaraLLMConfig", + "TaraPresetLLMConfig", + "TaraPrompter", + "TaraPrompterAdvanced" + ], + { + "title_aux": "ComfyUI-Tara-LLM-Integration" + } + ], + "https://github.com/ronsantash/Comfyui-flexi-lora-loader": [ + [ + "ComfyUIFlexiLoRALoader" + ], + { + "title_aux": "ComfyUIFlexiLoRALoader" + } + ], + "https://github.com/rookiepsi/comfypsi_blur_mask": [ + [ + "comfypsi_blur_mask" + ], + { + "title_aux": "Blur Mask" + } + ], + "https://github.com/rookiepsi/comfyui-extended": [ + [ + "ImageLiquify", + "ImageSwitch", + "MaskSwitch", + "PreviewBoolean", + "PreviewFloat", + "PreviewInteger", + "PreviewMask", + "PreviewText", + "PrimitiveBoolean", + "PrimitiveDimensions", + "PrimitiveFloat", + "PrimitiveInteger", + "PrimitiveText", + "UtilityExpression", + "UtilityImageDimensions", + "UtilitySwitch", + "rookiepsi_BlurMask", + "rookiepsi_ConstructMask", + "rookiepsi_CropImageToMask", + "rookiepsi_ResizeMask" + ], + { + "title_aux": "ComfyUI Extended" + } + ], + "https://github.com/rookiestar28/ComfyUI-Danbooru-Tags-Upsampler": [ + [ + "DanbooruTagsUpsamplerNodeRay" + ], + { + "title_aux": "Danbooru Tags Upsampler for ComfyUI" + } + ], + "https://github.com/rookiestar28/ComfyUI-Doctor": [ + [ + "DebugPrintNode" + ], + { + "title_aux": "ComfyUI-Doctor" + } + ], + "https://github.com/rookiestar28/ComfyUI-TranslateGemma": [ + [ + "TranslateGemma" + ], + { + "title_aux": "ComfyUI-TranslateGemma" + } + ], + "https://github.com/rookiestar28/ComfyUI_Text_Processor": [ + [ + "AddTextToImage", + "AdvancedImageSaver", + "AdvancedTextFilter", + "EvaluateFloats", + "EvaluateInts", + "EvaluateStrs", + "ImageCropper", + "TP_LoadMask", + "TP_SaveMask", + "TextInput", + "TextScraper", + "TextStorageReader", + "TextStorageWriter", + "WildcardsNode", + "image_concat_advanced" + ], + { + "title_aux": "ComfyUI Text Processor" + } + ], + "https://github.com/room3dev/ComfyUI-FrameIO": [ + [ + "BatchLoadImageList", + "BatchLoadImageSequence", + "BatchLoadImageSequenceWithTrigger", + "BatchSaveImageSequenceWebP", + "ListVideoFiles" + ], + { + "title_aux": "ComfyUI-FrameIO" + } + ], + "https://github.com/room3dev/ComfyUI-I2VChainHelper": [ + [ + "I2VChainHelper" + ], + { + "title_aux": "ComfyUI-I2VChainHelper" + } + ], + "https://github.com/room3dev/ComfyUI-PixelForge": [ + [ + "PixelForge", + "PixelForgeResizeImage" + ], + { + "title_aux": "ComfyUI-PixelForge" + } + ], + "https://github.com/roundyyy/ComfyUI-mesh-simplifier": [ + [ + "MeshSimplifierNode" + ], + { + "title_aux": "Mesh Simplifier for ComfyUI" + } + ], + "https://github.com/routhakash/AkkiNodes-LLM-Suite-for-ComfyUI": [ + [ + "AICharacterLookdevBible-Akki", + "AICinematographer_Akki", + "AIQCSupervisor-Akki", + "AISceneChoreographerBible-Akki", + "AIScriptCrafter01FoundationBible-Akki", + "AIScriptCrafter02BeatSheetBible-Akki", + "AIScriptCrafter03ScreenplayBible-Akki", + "AISetLookdevBible-Akki", + "AIShotDurationCalculator-Akki", + "AIVideoPromptEngineerPro-Akki", + "AssetSelector-Akki", + "GenericFileLoader-Akki", + "GenericFileSaver-Akki", + "GenericImageLoader-Akki", + "GenericImageNamer-Akki", + "KeywordLoader-Akki", + "LLMLoader-Akki", + "LLMLoaderLMStudio-Akki", + "LoadTextFileAdvanced-Akki", + "LoadTextFileSimple-Akki", + "LookdevBibleLoader-Akki", + "ProShotListParser-Akki", + "ProjectDirector-Akki", + "SaveTextFile-Akki", + "SceneChoreographyLoader-Akki", + "ShotAssetLoader-Akki", + "ShotSelector-Akki", + "StoryWriter-Akki", + "VideoPromptLoader-Akki" + ], + { + "title_aux": "AkkiNodes LLM Suite: Your Personal AI Film Studio" + } + ], + "https://github.com/royceschultz/ComfyUI-Notifications": [ + [ + "Notif-PlaySound", + "Notif-SystemNotification", + "Notif-UnifiedNotification", + "Notif-Webhook" + ], + { + "title_aux": "ComfyUI-Notifications" + } + ], + "https://github.com/royceschultz/ComfyUI-TranscriptionTools": [ + [ + "TT-AudioSink", + "TT-ConvertVhsAudioToAudio", + "TT-LoadAudio", + "TT-LoadBatch", + "TT-LoadVideoAudio", + "TT-LoadWhisperModel", + "TT-WhisperTranscription", + "TT-WhisperTranscriptionBatch" + ], + { + "title_aux": "ComfyUI-TranscriptionTools" + } + ], + "https://github.com/rslosch/comfyui-nodesweet": [ + [ + "AudioReactiveTransform", + "AudioWeightsRemap", + "BboxDetectorBatch", + "BboxDetectorBatchChunked", + "BboxDetectorBatchForEach", + "LoadImageSetFromFolderSortedNode", + "MultilineStringRepeater", + "SortImageSetFromFolderSortedNode" + ], + { + "title_aux": "ComfyUI Batch BBox Detector" + } + ], + "https://github.com/rsxdalv/ComfyUI-TTS-Webui": [ + [ + "TTSWebUI_OpenAI_TTS", + "TTS_ChatterboxNode", + "TTS_F5TTSNode", + "TTS_FireRedTTS2Node", + "TTS_GlobalPresetNode", + "TTS_HiggsV2Node", + "TTS_KittenTTSNode", + "TTS_KokoroNode", + "TTS_MMSNode", + "TTS_MegaTTS3Node", + "TTS_ParlerTTSNode", + "TTS_PiperTTSNode", + "TTS_StyleTTS2Node", + "TTS_VallEXNode" + ], + { + "title_aux": "TTS WebUI API nodes for ComfyUI" + } + ], + "https://github.com/ru4ls/ComfyUI_Google-Fonts": [ + [ + "GoogleFontTextNode" + ], + { + "title_aux": "Google Font Text Image Node for ComfyUI" + } + ], + "https://github.com/ru4ls/ComfyUI_Imagen": [ + [ + "ImagenNode" + ], + { + "title_aux": "ComfyUI_Imagen" + } + ], + "https://github.com/ru4ls/ComfyUI_Nano_Banana": [ + [ + "NanoBananaAIO", + "NanoBananaMultiTurnChat" + ], + { + "title_aux": "ComfyUI_Nano_Banana" + } + ], + "https://github.com/ru4ls/ComfyUI_StreetView-Loader": [ + [ + "StreetViewAnimator", + "StreetViewCubemapLoader", + "StreetViewEquirectangularLoader", + "StreetViewLoader", + "StreetViewPanoLoader", + "StreetViewURLParser" + ], + { + "title_aux": "ComfyUI Street View Loader Node" + } + ], + "https://github.com/ru4ls/ComfyUI_Wan": [ + [ + "WanI2IGenerator", + "WanI2VEffectGenerator", + "WanI2VGenerator", + "WanII2VGenerator", + "WanT2IGenerator", + "WanT2VGenerator", + "WanVACEImageReference", + "WanVACEVideoEdit", + "WanVACEVideoExtension", + "WanVACEVideoOutpainting", + "WanVACEVideoRepainting" + ], + { + "title_aux": "ComfyUI_Wan" + } + ], + "https://github.com/ruanjianlun/comfyui_maya1_tts_alun": [ + [ + "MayaTTSNode", + "custom_nodes" + ], + { + "title_aux": "comfyui-maya1-tts" + } + ], + "https://github.com/rubenvillarreal/ComfyUI_PoseAlign": [ + [ + "PoseAlignTwoToOne", + "PoseViewer", + "SimpleTestNode" + ], + { + "title_aux": "ComfyUI_PoseAlign" + } + ], + "https://github.com/rubi-du/ComfyUI-BiRefNet-Super": [ + [ + "BiRefNet_Lite", + "BiRefNet_Super", + "BiRefNet_onnx" + ], + { + "title_aux": "ComfyUI-BiRefNet-lite" + } + ], + "https://github.com/rubi-du/ComfyUI-Flux-Inpainting": [ + [ + "Flux Inpainting", + "FluxGuffInpainting", + "FluxInpainting", + "FluxSimpleInpainting", + "FluxTransformerInpainting", + "FluxVAELoader" + ], + { + "title_aux": "ComfyUI-Flux-Inpainting" + } + ], + "https://github.com/rubi-du/ComfyUI-ICC-nodes": [ + [ + "LoadImageICC", + "PreviewImageICC", + "SaveImageICC" + ], + { + "title_aux": "ComfyUI-ICC-nodes" + } + ], + "https://github.com/rui40000/RUI-Nodes": [ + [ + "ABCondition", + "CharacterCount" + ], + { + "title_aux": "RUI-Nodes" + } + ], + "https://github.com/ruiqutech/ComfyUI-RuiquNodes": [ + [ + "EvaluateListMultiple1", + "EvaluateListMultiple3", + "EvaluateListMultiple6", + "EvaluateListMultiple9", + "EvaluateMultiple1", + "EvaluateMultiple3", + "EvaluateMultiple6", + "EvaluateMultiple9", + "ImageDilate", + "ImageErode", + "ListPath", + "MaskDilate", + "MaskErode", + "PreviewMask", + "RangeSplit", + "SaveMask", + "StringAsAny", + "StringConcat1", + "StringConcat3", + "StringConcat6", + "StringConcat9", + "StringPathStem", + "TermsToList", + "VAEDecodeSave" + ], + { + "title_aux": "RuiquNodes for ComfyUI" + } + ], + "https://github.com/runtime44/comfyui_r44_nodes": [ + [ + "Runtime44ColorMatch", + "Runtime44DynamicKSampler", + "Runtime44FilmGrain", + "Runtime44ImageEnhance", + "Runtime44ImageOverlay", + "Runtime44ImageResizer", + "Runtime44ImageToNoise", + "Runtime44IterativeUpscaleFactor", + "Runtime44MaskSampler", + "Runtime44TiledMaskSampler", + "Runtime44Upscaler" + ], + { + "title_aux": "Runtime44 ComfyUI Nodes" + } + ], + "https://github.com/ruucm/ruucm-comfy": [ + [ + "BatchAverageImage", + "LoadExternalLoraModelOnly", + "RuucmShareScreen" + ], + { + "nodename_pattern": " \\(ruucm\\)$", + "title_aux": "Ruucm's ComfyUI Nodes" + } + ], + "https://github.com/ryan-seungyong-lee/ComfyUI-PromptEnhancer": [ + [ + "PromptEnhancerI2I", + "PromptEnhancerT2I" + ], + { + "title_aux": "ComfyUI-PromptEnhancer" + } + ], + "https://github.com/ryanontheinside/ComfyUI-DeepLiveCam": [ + [ + "DeepLiveCamNode" + ], + { + "title_aux": "Deep Live Cam for ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_ControlFreak": [ + [ + "ControlFreak" + ], + { + "title_aux": "Control Freak for ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_Doom": [ + [ + "Doom" + ], + { + "title_aux": "Doom" + } + ], + "https://github.com/ryanontheinside/ComfyUI_EfficientTAM": [ + [ + "EfficientTAMLoader", + "EfficientTAMPredictor" + ], + { + "title_aux": "ComfyUI-EfficientTAM" + } + ], + "https://github.com/ryanontheinside/ComfyUI_ProfilerX": [ + [ + "ExecutionTracker" + ], + { + "title_aux": "ComfyUI_ProfilerX" + } + ], + "https://github.com/ryanontheinside/ComfyUI_RealtimeNodes": [ + [ + "BlendshapeControlFloat", + "BlendshapeControlInt", + "BlendshapeTrigger", + "CompareMediaPipeEmbeddings", + "CoordinateConverter", + "FaceDetectionToMask", + "FaceLandmarkPosition", + "FaceTextureWarp", + "HandLandmarkPosition", + "HeadPoseControlFloat", + "HeadPoseControlInt", + "HeadPoseTrigger", + "MaskFromFaceLandmarks", + "MaskFromHandLandmarks", + "MaskFromPoseLandmarks", + "MediaPipeFaceDetector", + "MediaPipeFaceDetectorModelLoader", + "MediaPipeFaceLandmarker", + "MediaPipeFaceLandmarkerModelLoader", + "MediaPipeFaceStylizer", + "MediaPipeFaceStylizerModelLoader", + "MediaPipeGestureRecognizer", + "MediaPipeGestureRecognizerModelLoader", + "MediaPipeHandLandmarker", + "MediaPipeHandLandmarkerModelLoader", + "MediaPipeHolisticLandmarker", + "MediaPipeHolisticVisualizer", + "MediaPipeImageEmbedder", + "MediaPipeImageEmbedderModelLoader", + "MediaPipeImageSegmenter", + "MediaPipeImageSegmenterModelLoader", + "MediaPipeInteractiveSegmenter", + "MediaPipeInteractiveSegmenterModelLoader", + "MediaPipeObjectDetector", + "MediaPipeObjectDetectorModelLoader", + "MediaPipePoseLandmarker", + "MediaPipePoseLandmarkerModelLoader", + "Point2D", + "PointList", + "PoseLandmarkPosition", + "RTCoordinateConverter", + "RTDrawLines", + "RTDrawPoints", + "RTDrawPolygon", + "ReshapeMediaPipeEmbedding", + "SelectMediaPipeSegment", + "VisualizeFaceDetections", + "VisualizeFaceLandmarks", + "VisualizeGestureRecognitions", + "VisualizeHandLandmarks", + "VisualizeObjectDetections", + "VisualizePoseLandmarks" + ], + { + "title_aux": "Nodes for use with real-time applications of ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_RyanOnTheInside": [ + [ + "ACEStep15NativeCoverGuider", + "ACEStep15NativeEditGuider", + "ACEStep15NativeExtractGuider", + "ACEStep15NativeLegoGuider", + "ACEStep15SemanticExtractor", + "ACEStep15SemanticHintsBlend", + "ACEStep15TaskTextEncode", + "ACEStepAnalyzeLatent", + "ACEStepAudioPostProcessor", + "ACEStepExtendGuider", + "ACEStepHybridGuider", + "ACEStepMaskVisualizer", + "ACEStepRepaintGuider", + "ACEStepTimeRange", + "AdvancedLuminanceMask", + "AnimatedFeaturePreview", + "AreaFeatureNode", + "AudioChannelMerge", + "AudioChannelSplit", + "AudioDither", + "AudioFade", + "AudioFeatureExtractor", + "AudioFeatureVisualizer", + "AudioFilter", + "AudioGain", + "AudioInfo", + "AudioLatentBlend", + "AudioLatentInfo", + "AudioMaskAnalyzer", + "AudioPad", + "AudioPitchShift", + "AudioRegionMask", + "AudioRegionMask15", + "AudioResample", + "AudioSeparatorSimple", + "AudioSubtract", + "AudioTemporalMask", + "AudioTemporalMask15", + "AudioTimeStretch", + "AudioTrim", + "AudioVolumeNormalization", + "Audio_Combine", + "Audio_Concatenate", + "BrightnessFeatureNode", + "ColorFeatureNode", + "Color_Picker", + "ContextModifier", + "DepthBlender", + "DepthFeatureNode", + "DepthInjection", + "DepthRippleEffect", + "DepthShapeModifier", + "DepthShapeModifierPrecise", + "Doom_", + "DownloadOpenUnmixModel", + "DrawableFeatureNode", + "DyeImage", + "EffectVisualizer", + "EmbeddingGuidedLatentInterpolate", + "EmitterEmissionRateModulation", + "EmitterMovement", + "EmptyImageAndMaskFromAudio", + "EmptyImageFromAudio", + "EmptyMaskFromAudio", + "FeatureAccumulate", + "FeatureCombine", + "FeatureContiguousInterpolate", + "FeatureFade", + "FeatureInfoNode", + "FeatureInterpolateMulti", + "FeatureInterpolator", + "FeatureMath", + "FeatureMixer", + "FeatureOscillator", + "FeaturePeakDetector", + "FeatureRebase", + "FeatureRenormalize", + "FeatureScaler", + "FeatureSmoothing", + "FeatureToFilteredList", + "FeatureToFlexFloatParam", + "FeatureToFlexIntParam", + "FeatureToFloat", + "FeatureToLatentKeyframe", + "FeatureToMask", + "FeatureToSplineData", + "FeatureToTimestepKeyframe", + "FeatureToWeightsStrategy", + "FeatureTruncateOrExtend", + "FlexAudioPitchShift", + "FlexAudioTimeStretch", + "FlexAudioVisualizerCircular", + "FlexAudioVisualizerContour", + "FlexAudioVisualizerLine", + "FlexImageBloom", + "FlexImageChromaticAberration", + "FlexImageColorGrade", + "FlexImageContrast", + "FlexImageDepthWarp", + "FlexImageEdgeDetect", + "FlexImageGlitch", + "FlexImageHorizontalToVertical", + "FlexImageHueShift", + "FlexImageKaleidoscope", + "FlexImageParallax", + "FlexImagePixelate", + "FlexImagePosterize", + "FlexImageTiltShift", + "FlexImageTransform", + "FlexImageVignette", + "FlexImageWarp", + "FlexLatentBlend", + "FlexLatentInterpolate", + "FlexLatentNoise", + "FlexMaskBinary", + "FlexMaskDepthChamber", + "FlexMaskEmanatingRings", + "FlexMaskInterpolate", + "FlexMaskMath", + "FlexMaskMorph", + "FlexMaskOpacity", + "FlexMaskRandomShapes", + "FlexMaskTransform", + "FlexMaskVoronoiScheduled", + "FlexMaskWarp", + "FlexMaskWavePropagation", + "FlexVideoDirection", + "FlexVideoFrameBlend", + "FlexVideoSeek", + "FlexVideoSpeed", + "FlexlatentAudioBlend", + "FloatFeatureNode", + "FrequencyFilterCustom", + "FrequencyFilterPreset", + "FrequencyRange", + "GravityWell", + "ImageCASBatch", + "ImageChunk", + "ImageDifference", + "ImageIndexSelect", + "ImageInterval", + "ImageIntervalSelectPercentage", + "ImageScaleToTarget", + "Image_Shuffle", + "Knob", + "LatentFrequencyBlender", + "LocationFromMask", + "LocationFromPoint", + "LocationTransform", + "MIDIFeatureExtractor", + "MIDILoadAndExtract", + "MIDILoader", + "MIDIToAudio", + "ManualFeatureFromPipe", + "ManualFeatureNode", + "ManualFeaturePipe", + "ManualWhisperAlignmentData", + "MaskMath", + "MaskMorph", + "MaskRings", + "MaskToAudioMask", + "MaskToAudioMask15", + "MaskTransform", + "MaskWarp", + "ModelSamplingACEStep", + "MotionFeatureNode", + "MovingShape", + "OpticalFlowDirectionMask", + "OpticalFlowMaskModulation", + "OpticalFlowParticleSystem", + "ParticleColorModulation", + "ParticleEmissionMask", + "ParticleEmitter", + "ParticleSizeModulation", + "ParticleSpeedModulation", + "PitchFeatureExtractor", + "PitchRange", + "PitchRangeByNoteNode", + "PitchRangePreset", + "PitchVisualizer", + "PreviewAudioCompare", + "PreviewFeature", + "ProximityFeatureNode", + "ProximityVisualizer", + "ROTIDisplayAny", + "RhythmFeatureExtractor", + "SplineFeatureModulator", + "SplineRhythmModulator", + "SpringJointSetting", + "StaticBody", + "SwapDevice", + "TextMaskNode", + "TimeFeatureNode", + "TranslucentComposite", + "TriggerBuilder", + "VideoChunk", + "Vortex", + "WhisperAutoAdjust", + "WhisperFeature", + "WhisperTextRenderer", + "WhisperTimeAdjuster", + "WhisperToPromptTravel", + "_mfc" + ], + { + "title_aux": "RyanOnTheInside" + } + ], + "https://github.com/ryanontheinside/ComfyUI_SuperResolution": [ + [ + "SuperResolutionModelLoader", + "SuperResolutionUpscale" + ], + { + "title_aux": "ComfyUI_SuperResolution" + } + ], + "https://github.com/rzgarespo/ComfyUI-diffusiondb": [ + [ + "SDPromptNode" + ], + { + "title_aux": "ComfyUI-diffusiondb" + } + ], + "https://github.com/rzgarespo/ComfyUI-qwen-image-size-picker": [ + [ + "QwenImageSize" + ], + { + "title_aux": "ComfyUI Qwen Image Size Picker" + } + ], + "https://github.com/s9roll7/comfyui_cotracker_node": [ + [ + "CoTrackerNode", + "GridPointGeneratorNode", + "PerlinCoordinateRandomizerNode", + "XYMotionAmplifierNode" + ], + { + "title_aux": "Comfyui CoTracker Node" + } + ], + "https://github.com/saftle/uber_comfy_nodes": [ + [ + "AdaptiveImageScaler", + "ControlNet Selector", + "ControlNetOptionalLoader", + "DiffusersSelector", + "ModelSimilarityNode", + "ModelWeightDumperNode", + "MultiInputVariableRewrite", + "RunwareResolutionCalculator", + "SaveImageJPGNoMeta", + "TextRegexOperations", + "VideoSegmentCalculator" + ], + { + "title_aux": "Suplex Misc ComfyUI Nodes" + } + ], + "https://github.com/sakura1bgx/ComfyUI_FlipStreamViewer": [ + [ + "FlipStreamAllowIp", + "FlipStreamAnd", + "FlipStreamBatchPrompt", + "FlipStreamButton", + "FlipStreamChat", + "FlipStreamChatJson", + "FlipStreamCurrent", + "FlipStreamFileSelect_AnimateDiffModel", + "FlipStreamFileSelect_Checkpoints", + "FlipStreamFileSelect_ControlNetModel", + "FlipStreamFileSelect_Input", + "FlipStreamFileSelect_LLM", + "FlipStreamFileSelect_Loras", + "FlipStreamFileSelect_Output", + "FlipStreamFileSelect_TensorRT", + "FlipStreamFileSelect_VAE", + "FlipStreamFilmVfi", + "FlipStreamFree", + "FlipStreamGate", + "FlipStreamGet", + "FlipStreamGetFrame", + "FlipStreamGetParam", + "FlipStreamGetPreviewRoi", + "FlipStreamGetSize", + "FlipStreamGetState", + "FlipStreamImageSize", + "FlipStreamInputBox", + "FlipStreamLoadLora", + "FlipStreamLogBox", + "FlipStreamLoraMode", + "FlipStreamOr", + "FlipStreamParseJson", + "FlipStreamPasteBox", + "FlipStreamPreviewBox", + "FlipStreamRembg", + "FlipStreamRunApiWorkflow", + "FlipStreamRunOnce", + "FlipStreamSaveApiWorkflow", + "FlipStreamScreenGrabber", + "FlipStreamSection", + "FlipStreamSegMask", + "FlipStreamSelectBox_Samplers", + "FlipStreamSelectBox_Scheduler", + "FlipStreamSetMessage", + "FlipStreamSetParam", + "FlipStreamSetState", + "FlipStreamShutdown", + "FlipStreamSizeSelect", + "FlipStreamSlider", + "FlipStreamSource", + "FlipStreamSwitch", + "FlipStreamSwitchImage", + "FlipStreamSwitchLatent", + "FlipStreamTextBox", + "FlipStreamTextConcat", + "FlipStreamTextReplace", + "FlipStreamVideoInput", + "FlipStreamViewer", + "FlipStreamViewerSimple" + ], + { + "title_aux": "ComfyUI_FlipStreamViewer" + } + ], + "https://github.com/sammykumar/ComfyUI-SwissArmyKnife": [ + [ + "AzureStorageUpload", + "CivitMetadataHelper", + "ControlPanelOverview", + "ControlPanelPromptBreakdown", + "FilenameGenerator", + "FrameExtractor", + "GeminiUtilOptions", + "LLMStudioOptions", + "LLMStudioPictureDescribe", + "LLMStudioStructuredDescribe", + "LLMStudioStructuredVideoDescribe", + "LLMStudioVideoDescribe", + "LoRAInfoExtractor", + "MediaDescribe", + "MediaDescribeOverrides", + "MediaSelection", + "MultiCaptionCombiner", + "ShowText", + "VACEDepthAnnotator", + "VACEFlowAnnotator", + "VACEScribbleAnnotator", + "VideoMetadataNode", + "VideoPreview", + "VideoPreviewNative" + ], + { + "title_aux": "ComfyUI-SwissArmyKnife" + } + ], + "https://github.com/sanbuphy/ComfyUI-AudioLDM": [ + [ + "AudioLDM", + "PreviewAudioLDM", + "SaveAudioLDM" + ], + { + "title_aux": "ComfyUI-AudioLDM" + } + ], + "https://github.com/santiagosamuel3455/ComfyUI-GeminiImageToPrompt": [ + [ + "DeepseekR1KlingAINode", + "GeminiImageToPromptNode", + "GeminiTextToCinematicPromptNode", + "ShowGeneratedText", + "ShowTextNode" + ], + { + "title_aux": "ComfyUI-GeminiImageToPrompt" + } + ], + "https://github.com/scofano/ComfyUI-Advanced-TextOverlay": [ + [ + "Advanced Text Overlay", + "Advanced Text Overlay - Video" + ], + { + "title_aux": "Advanced Text Overlay" + } + ], + "https://github.com/scofano/ComfyUI-Simple-video-effects": [ + [ + "AdvancedFolderVideoCombiner", + "CameraMoveNode", + "CameraMoveVideoNode", + "CameraShakeNode", + "CameraShakeVideoNode", + "CloseUpImageNode", + "CloseUpNode", + "ComfyAddSoundtrack", + "ComfyImageAudioCSV", + "ImageSequenceOverlay", + "ImageTransitionNode", + "MergeVideoAudioNode", + "SimpleFolderVideoCombiner", + "VideoImageOverlay", + "VideoLoopExtenderNode", + "VideoOverlay", + "VideoOverlayBatch", + "VideoOverlayFromFile", + "VideoSplitterNode", + "ZoomSequenceBatchNode", + "ZoomSequenceNode", + "ZoomSequenceVideoNode" + ], + { + "title_aux": "Simple Video Effects" + } + ], + "https://github.com/scofano/comfy-audio-duration": [ + [ + "Audio Duration" + ], + { + "title_aux": "Audio Duration" + } + ], + "https://github.com/scofano/comfy-text-stats": [ + [ + "TextStats" + ], + { + "title_aux": "Comfy Text Stats" + } + ], + "https://github.com/scraed/LanPaint": [ + [ + "LanPaint_KSampler", + "LanPaint_KSamplerAdvanced", + "LanPaint_MaskBlend", + "LanPaint_SamplerCustom", + "LanPaint_SamplerCustomAdvanced" + ], + { + "title_aux": "LanPaint" + } + ], + "https://github.com/sdfxai/SDFXBridgeForComfyUI": [ + [ + "SDFXClipTextEncode" + ], + { + "title_aux": "SDFXBridgeForComfyUI - ComfyUI Custom Node for SDFX Integration" + } + ], + "https://github.com/sdtana/ComfyUI-FDG": [ + [ + "FDGNode" + ], + { + "title_aux": "ComfyUI-FDG" + } + ], + "https://github.com/seanjang990/comfyui-document-auto-crop": [ + [ + "CropRotateNode" + ], + { + "title_aux": "ComfyUI Document Auto Crop Node" + } + ], + "https://github.com/seanlynch/comfyui-optical-flow": [ + [ + "Apply optical flow", + "ApplyOpticalFlow", + "Compute optical flow", + "ComputeOpticalFlow", + "Visualize optical flow", + "VisualizeOpticalFlow" + ], + { + "title_aux": "ComfyUI Optical Flow" + } + ], + "https://github.com/seanlynch/srl-nodes": [ + [ + "SRL Conditional Interrrupt", + "SRL Eval", + "SRL Filter Image List", + "SRL Format String", + "SrlConditionalInterrupt", + "SrlEval", + "SrlFilterImageList", + "SrlFormatString" + ], + { + "title_aux": "SRL's nodes" + } + ], + "https://github.com/sebagallo/comfyui-sg-llama-cpp": [ + [ + "LlamaCPPEngine", + "LlamaCPPMemoryCleanup", + "LlamaCPPModelLoader", + "LlamaCPPOptions" + ], + { + "title_aux": "comfyui-sg-llama-cpp" + } + ], + "https://github.com/sebagallo/comfyui-sg-openai-client": [ + [ + "OpenAIChatCompletion", + "OpenAIClient" + ], + { + "title_aux": "comfyui-sg-openai-client" + } + ], + "https://github.com/sebagallo/comfyui-sg-text-encode-reference-images": [ + [ + "TextEncodeReferenceImages" + ], + { + "title_aux": "comfyui-sg-text-encode-reference-images" + } + ], + "https://github.com/sebord/ComfyUI-LMCQ": [ + [ + "LmcqCodeDecryptionLoader", + "LmcqCodeEncryption", + "LmcqDeepGen", + "LmcqDeepLoader", + "LmcqGetMachineCode", + "LmcqImageSaver", + "LmcqImageSaverTransit", + "LmcqImageSaverWeb", + "LmcqInputValidator", + "LmcqLoadFluxNF4Checkpoint", + "LmcqRuntimeLoraDecryption", + "LmcqRuntimeLoraEncryption", + "LmcqRuntimeModelDecryption", + "LmcqRuntimeModelEncryption", + "LmcqRuntimeWorkflowDecryption", + "LmcqRuntimeWorkflowEncryption" + ], + { + "title_aux": "ComfyUI-LMCQ" + } + ], + "https://github.com/senhaicc/Comfyui-WL-MainImageDesign": [ + [ + "WLMainImageGenerator", + "WLPromptBatchConverter" + ], + { + "title_aux": "Comfyui-WL-MainImageDesign" + } + ], + "https://github.com/sergekatzmann/ComfyUI_Nimbus-Pack": [ + [ + "AdjustAndRoundDimensions", + "AspectRatioMobileDevices", + "AutoLevelsNode", + "ImageCombineRect", + "ImageExtractRect", + "ImageResizeAndCropNode", + "ImageSquareAdapterNode", + "LoadImagesFromFolder", + "MathOperationNode", + "NumberRangeNode", + "PopularScreenResolutions", + "SliderComparisonNode" + ], + { + "title_aux": "ComfyUI_Nimbus-Pack" + } + ], + "https://github.com/sfinktah/comfy-ovum": [ + [ + "ImageExContextListOvum", + "ImageExContextOvum", + "LoadImageFromOutputSubdirectoryWithWorkflowOvum", + "LoadImageFromOutputWithWorkflowOvum", + "LoadImageWithWorkflowOvum" + ], + { + "title_aux": "comfy-ovum" + } + ], + "https://github.com/sgyyao/ComfyUI_LLM_Prompt_Optimizer": [ + [ + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI_LLM_Prompt_Optimizer" + } + ], + "https://github.com/sh570655308/ComfyUI-GigapixelAI": [ + [ + "GigapixelAI", + "GigapixelModelSettings", + "GigapixelUpscaleSettings" + ], + { + "title_aux": "ComfyUI-GigapixelAI" + } + ], + "https://github.com/sh570655308/ComfyUI-TopazVideoAI": [ + [ + "TopazUpscaleParams", + "TopazVideoAI" + ], + { + "title_aux": "ComfyUI-TopazVideoAI" + } + ], + "https://github.com/shabri-arrahim/ComfyUI-Safety-Checker": [ + [ + "CompVisSafetyChecker", + "FalconsAISafetyChecker", + "loadImageBase64" + ], + { + "title_aux": "ComfyUI Safety Checker" + } + ], + "https://github.com/shadowcz007/comfyui-Image-reward": [ + [ + "ImageBatchToList_", + "ImageRewardScore_" + ], + { + "title_aux": "comfyui-Image-reward" + } + ], + "https://github.com/shadowcz007/comfyui-consistency-decoder": [ + [ + "VAEDecodeConsistencyDecoder", + "VAELoaderConsistencyDecoder" + ], + { + "title_aux": "Consistency Decoder" + } + ], + "https://github.com/shadowcz007/comfyui-edit-mask": [ + [ + "EditMask" + ], + { + "title_aux": "comfyui-edit-mask" + } + ], + "https://github.com/shadowcz007/comfyui-liveportrait": [ + [ + "ExpressionEditor_", + "ExpressionVideo2VideoNode", + "ExpressionVideoNode", + "FaceCropInfo", + "LivePortraitNode", + "LivePortraitVideoNode", + "Retargeting" + ], + { + "title_aux": "comfyui-liveportrait" + } + ], + "https://github.com/shadowcz007/comfyui-mixlab-nodes": [ + [ + "3DImage", + "AnalyzeAudio", + "AppInfo", + "ApplyVisualStylePrompting_", + "AreaToMask", + "AudioPlay", + "AudioToPrompt", + "CenterImage", + "ChinesePrompt_Mix", + "CkptNames_", + "ClipInterrogator", + "Color", + "ComparingTwoFrames_", + "CompositeImages_", + "CreateJsonNode", + "DepthViewer", + "DynamicDelayProcessor", + "EditMask", + "EmbeddingPrompt", + "EnhanceImage", + "FaceToMask", + "FeatheredMask", + "FloatSlider", + "FloatingVideo", + "Font", + "GLIGENTextBoxApply_Advanced", + "GetImageSize_", + "GradientImage", + "GridDisplayAndSave", + "GridInput", + "GridOutput", + "ImageBatchToList_", + "ImageColorTransfer", + "ImageCropByAlpha", + "ImageListReplace_", + "ImageListToBatch_", + "ImagesPrompt_", + "IncrementingListNode_", + "IntNumber", + "JoinWithDelimiter", + "KeyInput", + "LaMaInpainting", + "LimitNumber", + "ListSplit_", + "LoadImagesFromPath", + "LoadImagesFromURL", + "LoadImagesToBatch", + "LoadTripoSRModel_", + "LoadVQGAN", + "LoadVideoAndSegment_", + "LoadVideoFromURL", + "LoadWhisperModel_", + "LoraNames_", + "MaskListMerge_", + "MaskListReplace_", + "MergeLayers", + "MiniCPM_VQA_Simple", + "MirroredImage", + "MultiplicationNode", + "NewLayer", + "NoiseImage", + "OutlineMask", + "P5Input", + "PreviewMask_", + "Prompt2Semantic", + "PromptGenerate_Mix", + "PromptImage", + "PromptSimplification", + "PromptSlide", + "RandomPrompt", + "RembgNode_Mix", + "ResizeImageMixlab", + "SamplerNames_", + "SaveImageAndMetadata_", + "SaveImageToLocal", + "SaveTripoSRMesh", + "SceneInfoNode", + "ScenedetectNode_", + "ScreenShare", + "Seed_", + "Semantic2Audio", + "SenseVoiceNode", + "ShowLayer", + "SmoothMask", + "SpeechRecognition", + "SpeechSynthesis", + "SplitImage", + "SplitLongMask", + "StyleAlignedBatchAlign_", + "StyleAlignedReferenceSampler_", + "StyleAlignedSampleReferenceLatents_", + "SvgImage", + "SwitchByIndex", + "TESTNODE_", + "TESTNODE_TOKEN", + "TextImage", + "TextInput_", + "TextToNumber", + "TransparentImage", + "TripoSRSampler_", + "VideoCombine_Adv", + "VideoGenKlingNode", + "VideoGenLumaDreamMachineNode", + "VideoGenRunwayGen3Node", + "WhisperTranscribe_" + ], + { + "title_aux": "comfyui-mixlab-nodes" + } + ], + "https://github.com/shadowcz007/comfyui-sound-lab": [ + [ + "AudioPlay", + "Musicgen_", + "StableAudio_" + ], + { + "title_aux": "comfyui-sound-lab" + } + ], + "https://github.com/shadowcz007/comfyui-try-on": [ + [ + "CatVTONNode", + "FashionClothMask", + "FashionClothMask2" + ], + { + "author": "chflame", + "description": "CatVTON warpper for ComfyUI", + "nickname": "CatVTON_Wrapper", + "title": "CatVTON_Wrapper", + "title_aux": "comfyui-try-on" + } + ], + "https://github.com/shadowcz007/comfyui-ultralytics-yolo": [ + [ + "DetectByLabel" + ], + { + "title_aux": "comfyui-ultralytics-yolo" + } + ], + "https://github.com/shahkoorosh/ComfyUI-KGnodes": [ + [ + "CustomResolutionLatentNode", + "FaceDetectorAndCropper", + "ImageScaleToSide", + "OverlayRGBAonRGB", + "StyleSelector", + "TextBehindImage" + ], + { + "author": "ShahKoorosh", + "description": "This Custom node pack offers various nodes to make it easier to use ComfyUI.", + "nickname": "KGnodes", + "title": "ComfyUI-KGnodes", + "title_aux": "ComfyUI-KGnodes" + } + ], + "https://github.com/shahkoorosh/ComfyUI-PersianText": [ + [ + "PersianText" + ], + { + "author": "shahkoorosh", + "description": "A powerful ComfyUI node for rendering text with advanced styling options, including full support for Persian/Farsi and Arabic scripts.", + "nickname": "PersianText", + "title": "ComfyUI-PersianText", + "title_aux": "ComfyUI-PersianText" + } + ], + "https://github.com/shenduldh/ComfyUI-Lightning": [ + [ + "ApplyFBCacheAndSkipBlocks", + "ApplyMBCacheAndSkipBlocks", + "ApplyMBCacheAndSkipBlocksForSana", + "ApplySageAttention", + "ApplySpargeAttn", + "ApplyTeaCacheAndSkipBlocks", + "ApplyToCa", + "ApplyTokenMerging", + "CompileAndQuantizeModel", + "SanaCLIPLoader", + "SanaDiffusionLoader", + "SanaEmptyLatentImage", + "SanaTextEncode", + "SanaVAELoader", + "SaveSpargeAttnHyperparams" + ], + { + "title_aux": "ComfyUI-Lightning" + } + ], + "https://github.com/shi3z/ComfyUI_Memeplex_DALLE": [ + [ + "DallERender", + "GPT", + "MemeplexCustomSDXLRender", + "MemeplexRender", + "TextInput", + "TextSend" + ], + { + "title_aux": "ComfyUI_Memeplex_DALLE" + } + ], + "https://github.com/shiertier/ComfyUI-TeaCache-lumina2": [ + [ + "TeaCacheForLumina2", + "TeaCacheForLuminaAuto", + "TeaCacheForLuminaNext" + ], + { + "title_aux": "ComfyUI-TeaCache-Lumina" + } + ], + "https://github.com/shiimizu/ComfyUI-PhotoMaker-Plus": [ + [ + "PhotoMakerEncodePlus", + "PhotoMakerInsightFaceLoader", + "PhotoMakerLoaderPlus", + "PhotoMakerLoraLoaderPlus", + "PhotoMakerStyles", + "PrepImagesForClipVisionFromPath" + ], + { + "title_aux": "ComfyUI PhotoMaker Plus" + } + ], + "https://github.com/shiimizu/ComfyUI-TiledDiffusion": [ + [ + "SpotDiffusionParams_TiledDiffusion", + "TiledDiffusion", + "VAEDecodeTiled_TiledDiffusion", + "VAEEncodeTiled_TiledDiffusion" + ], + { + "title_aux": "Tiled Diffusion & VAE for ComfyUI" + } + ], + "https://github.com/shiimizu/ComfyUI-semantic-aware-guidance": [ + [ + "SemanticAwareGuidance" + ], + { + "title_aux": "Semantic-aware Guidance (S-CFG)" + } + ], + "https://github.com/shiimizu/ComfyUI_smZNodes": [ + [ + "smZ CLIPTextEncode", + "smZ Settings" + ], + { + "title_aux": "smZNodes" + } + ], + "https://github.com/shin131002/RandomLoRALoader": [ + [ + "FilteredRandomLoRALoader", + "FilteredRandomLoRALoaderLBW", + "RandomLoRALoader" + ], + { + "title_aux": "RandomLoRALoader" + } + ], + "https://github.com/shinich39/comfyui-break-workflow": [ + [ + "BreakWorkflow" + ], + { + "author": "shinich39", + "description": "Break the execution, save the incompleted image then continue later.", + "nickname": "comfyui-break-workflow", + "title": "comfyui-break-workflow", + "title_aux": "comfyui-break-workflow" + } + ], + "https://github.com/shinich39/comfyui-dynamic-routes": [ + [ + "DynamicRoutes" + ], + { + "author": "shinich39", + "description": "Shuffle nodes after queue execution.", + "nickname": "comfyui-dynamic-routes", + "title": "comfyui-dynamic-routes", + "title_aux": "comfyui-dynamic-routes" + } + ], + "https://github.com/shinich39/comfyui-get-meta": [ + [ + "GetBooleanFromImage", + "GetComboFromImage", + "GetFloatFromImage", + "GetIntFromImage", + "GetPromptFromImage", + "GetStringFromImage", + "GetValuesFromImage", + "GetWorkflowFromImage" + ], + { + "author": "shinich39", + "description": "Get metadata from image.", + "nickname": "comfyui-get-meta", + "title": "comfyui-get-meta", + "title_aux": "comfyui-get-meta" + } + ], + "https://github.com/shinyakidoguchi301/comfyui-lora-tag-loader": [ + [ + "LoRA_TagLoader" + ], + { + "title_aux": "shinyakidoguchi301/LoRA Tag Loader for ComfyUI" + } + ], + "https://github.com/shmbatom/Comfyui-Image-Concat": [ + [ + "ImageConcatNode" + ], + { + "title_aux": "Comfyui-Image-Concat" + } + ], + "https://github.com/shmbatom/Comfyui-ImageAB-Compare": [ + [ + "ImageABCompare" + ], + { + "title_aux": "Comfyui-ImageAB-Compare" + } + ], + "https://github.com/shobhitic/ComfyUI-PlusMinusTextClip": [ + [ + "PlusMinusTextClip" + ], + { + "title_aux": "PlusMinusTextClip - Single node for Positive and Negative Prompts" + } + ], + "https://github.com/shockz0rz/comfy-easy-grids": [ + [ + "FloatToText", + "GridFloatList", + "GridFloats", + "GridIntList", + "GridInts", + "GridLoras", + "GridStringList", + "GridStrings", + "ImageGridCommander", + "IntToText", + "SaveImageGrid", + "TextConcatenator" + ], + { + "title_aux": "comfy-easy-grids" + } + ], + "https://github.com/shootthesound/comfyUI-LongLook": [ + [ + "WanContinuationConditioning", + "WanFreeLong", + "WanFreeLongEnforcer", + "WanMotionScale", + "WanMotionScaleAdvanced" + ], + { + "title_aux": "comfyUI-LongLook" + } + ], + "https://github.com/shootthesound/comfyui-wan-i2v-control": [ + [ + "DropFirstFrames", + "WanI2VConditioningMaskPro" + ], + { + "title_aux": "comfyui-wan-i2v-control" + } + ], + "https://github.com/shumoLR/Comfyui_SynVow_MultiangleCamera": [ + [ + "SynvowMultiangleCameraNode" + ], + { + "title_aux": "Comfyui_SynVow_MultiangleCamera" + } + ], + "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle": [ + [ + "TeleStyleVideo", + "TeleStyleVideoLoader" + ], + { + "title_aux": "Comfyui_SynVow_TeleStyle" + } + ], + "https://github.com/silveroxides/ComfyUI-ModelUtils": [ + [ + "CheckpointMetaKeys", + "CheckpointPruneKeys", + "CheckpointRenameKeys", + "CheckpointThreeMerger", + "CheckpointTwoMerger", + "EmbeddingMetaKeys", + "EmbeddingPruneKeys", + "EmbeddingRenameKeys", + "EmbeddingThreeMerger", + "EmbeddingTwoMerger", + "LoRAExtractFixed", + "LoRAExtractFrobenius", + "LoRAExtractKnee", + "LoRAExtractQuantile", + "LoRAExtractRatio", + "LoRAMergeToModel", + "LoRAMetaKeys", + "LoRAMultiMerge", + "LoRAPruneKeys", + "LoRARenameKeys", + "LoRAResizeCumulative", + "LoRAResizeFixed", + "LoRAResizeFrobenius", + "LoRAResizeRatio", + "LoRAResizeViaBaseCumulative", + "LoRAResizeViaBaseFixed", + "LoRAResizeViaBaseFrobenius", + "LoRAResizeViaBaseRatio", + "LoRAThreeMerger", + "LoRATwoMerger", + "ModelMetaKeys", + "ModelPruneKeys", + "ModelRenameKeys", + "ModelThreeMerger", + "ModelTwoMerger", + "TextEncoderMetaKeys", + "TextEncoderPruneKeys", + "TextEncoderRenameKeys", + "TextEncoderThreeMerger", + "TextEncoderTwoMerger" + ], + { + "title_aux": "Model Utility Toolkit" + } + ], + "https://github.com/silveroxides/ComfyUI-PokeIndex": [ + [ + "PokeIndex" + ], + { + "title_aux": "ComfyUI-PokeIndex" + } + ], + "https://github.com/silveroxides/ComfyUI-RR-JointTagger": [ + [ + "Jtp3HydraTagger|redrocket", + "RRJointTagger|redrocket" + ], + { + "title_aux": "ComfyUI-RR-JointTagger" + } + ], + "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit": [ + [ + "InspectEmbeddingForClip", + "PromptEmbeddingFixer", + "SaveA1111WeightedEmbeddings", + "SaveTokenEmbeddings", + "SaveWeightedEmbeddings", + "SliceExistingEmbedding" + ], + { + "title_aux": "ComfyUI_EmbeddingToolkit" + } + ], + "https://github.com/silveroxides/ComfyUI_FDGuidance": [ + [ + "FDG_APG_Patcher", + "FDG_APG_PatcherAnimation", + "FrequencyDecoupledGuidance", + "FrequencyDecoupledGuidanceAnimation" + ], + { + "title_aux": "ComfyUI_FDGuidance" + } + ], + "https://github.com/silveroxides/ComfyUI_Gemini_Expanded_API": [ + [ + "GetKeyAPI", + "SSL_GeminiAPIKeyConfig", + "SSL_GeminiTextPrompt" + ], + { + "title_aux": "ComfyUI Gemini Expanded API" + } + ], + "https://github.com/silveroxides/ComfyUI_Hybrid-Scaled_fp8-Loader": [ + [ + "HybridConfigNode", + "ScaledFP8HybridCheckpointLoader", + "ScaledFP8HybridUNetLoader" + ], + { + "title_aux": "ComfyUI_Hybrid-Scaled_fp8-Loader" + } + ], + "https://github.com/silveroxides/ComfyUI_PowerShiftScheduler": [ + [ + "PowerShiftScheduler", + "RadianceShiftScheduler" + ], + { + "title_aux": "ComfyUI Power Shift Scheduler" + } + ], + "https://github.com/silveroxides/ComfyUI_SigmoidOffsetScheduler": [ + [ + "SigmoidOffsetScheduler" + ], + { + "title_aux": "ComfyUI Sigmoid Offset Scheduler" + } + ], + "https://github.com/sinanzoo2nd/ComfyUI-Seed-Wildcard-Pack": [ + [ + "DynamicTextConcatenate", + "ResizeByScale", + "SeedBasedWildcardImpact", + "SeedBasedWildcardLora", + "SeedGeneratorWithMin" + ], + { + "title_aux": "ComfyUI Seed Wildcard Pack" + } + ], + "https://github.com/sipherxyz/comfyui-art-venture": [ + [ + "AV_AwsBedrockClaudeApi", + "AV_AwsBedrockMistralApi", + "AV_CheckpointLoader", + "AV_CheckpointMerge", + "AV_CheckpointModelsToParametersPipe", + "AV_CheckpointSave", + "AV_ClaudeApi", + "AV_ControlNetEfficientLoader", + "AV_ControlNetEfficientLoaderAdvanced", + "AV_ControlNetEfficientStacker", + "AV_ControlNetEfficientStackerSimple", + "AV_ControlNetLoader", + "AV_ControlNetPreprocessor", + "AV_FaceDetailer", + "AV_FaceDetailerPipe", + "AV_GeminiApi", + "AV_IPAdapter", + "AV_IPAdapterPipe", + "AV_LLMApiConfig", + "AV_LLMChat", + "AV_LLMCompletion", + "AV_LLMMessage", + "AV_LoraListLoader", + "AV_LoraListStacker", + "AV_LoraLoader", + "AV_NanoBananaApiConfig", + "AV_OpenAIApi", + "AV_OpenRouterApi", + "AV_ParametersPipeToCheckpointModels", + "AV_ParametersPipeToPrompts", + "AV_PromptsToParametersPipe", + "AV_SAMLoader", + "AV_VAELoader", + "AnimateDiffFrameCalculator", + "AspectRatioSelector", + "BLIPCaption", + "BLIPLoader", + "BooleanPrimitive", + "CheckpointNameSelector", + "ColorBlend", + "ColorCorrect", + "DeepDanbooruCaption", + "DependenciesEdit", + "DownloadAndLoadBlip", + "DownloadISNetModel", + "Fooocus_KSampler", + "Fooocus_KSamplerAdvanced", + "Fooocus_KSamplerEfficient", + "Fooocus_KSamplerEfficientAdvanced", + "GetBoolFromJson", + "GetFloatFromJson", + "GetIntFromJson", + "GetObjectFromJson", + "GetSAMEmbedding", + "GetTextFromJson", + "ISNetLoader", + "ISNetSegment", + "ImageAlphaComposite", + "ImageApplyChannel", + "ImageExtractChannel", + "ImageGaussianBlur", + "ImageMuxer", + "ImageRepeat", + "ImageScaleDown", + "ImageScaleDownBy", + "ImageScaleDownToSize", + "ImageScaleToMegapixels", + "LaMaInpaint", + "LoadImageAsMaskFromUrl", + "LoadImageFromUrl", + "LoadJsonFromText", + "LoadJsonFromUrl", + "LoadLaMaModel", + "LoadVideoFromUrl", + "MergeModels", + "NumberScaler", + "OverlayInpaintedImage", + "OverlayInpaintedLatent", + "PrepareImageAndMaskForInpaint", + "QRCodeGenerator", + "RandomFloat", + "RandomInt", + "SAMEmbeddingToImage", + "SDXLAspectRatioSelector", + "SDXLPromptStyler", + "SeedSelector", + "StringToInt", + "StringToNumber", + "TextRandomMultiline", + "TextSwitchCase" + ], + { + "title_aux": "comfyui-art-venture" + } + ], + "https://github.com/sipie800/ComfyUI-PuLID-Flux-Enhanced": [ + [ + "ApplyPulidFlux", + "PulidFluxEvaClipLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader" + ], + { + "title_aux": "ComfyUI-PuLID-Flux-Enhanced" + } + ], + "https://github.com/siraxe/ComfyUI-WanVideoWrapper_QQ": [ + [ + "CheckpointLoader_v2", + "CreateImageList", + "HolocineFrames", + "ImageBlend_GPU", + "ImageRadialZoomBlur_GPU", + "LoraExtractKJv2", + "LoraReduceRank", + "LoraRemapStrength", + "LoraSmartCombine", + "PowerLoraLoaderV2", + "VideoMergeABC", + "VideoTextEncodeCached_KJ", + "WanFMLF", + "WanScaleAB", + "WanVideoCacheSamples", + "WanVideoCacheVideos", + "WanVideoEmptyEmbeds_v2", + "WanVideoFlowmapDistortion", + "WanVideoImageToVideoEncode_v2", + "WanVideoMotionToFlowmap", + "WanVideoPowerLoraLoader" + ], + { + "title_aux": "ComfyUI-WanVideoWrapper_QQ" + } + ], + "https://github.com/siray-ai/siray-comfyui": [ + [ + "Siray Client", + "Siray Video Player" + ], + { + "title_aux": "siray-comfyui" + } + ], + "https://github.com/sirouk/chutes-comfyui-node": [ + [ + "ChutesWanVideoFast" + ], + { + "title_aux": "chutes-comfyui-node" + } + ], + "https://github.com/sittere/ComfyUI-YK_Line-loading": [ + [ + "MultiTextLoader" + ], + { + "title_aux": "ComfyUI-YK Line loading" + } + ], + "https://github.com/sjh00/ComfyUI-LoadImageWithInfo": [ + [ + "LoadImageWithInfo", + "SaveImageWithInfo" + ], + { + "title_aux": "ComfyUI LoadImageWithInfo" + } + ], + "https://github.com/sjhddh/ComfyUI-Cyber-Steganography": [ + [ + "StegoDecode", + "StegoEncode" + ], + { + "title_aux": "ComfyUI-Cyber-Steganography" + } + ], + "https://github.com/skatardude10/ComfyUI-Optical-Realism": [ + [ + "OpticalRealism", + "RemoveAlphaChannel" + ], + { + "title_aux": "ComfyUI-Optical-Realism" + } + ], + "https://github.com/skfoo/ComfyUI-Coziness": [ + [ + "LoraTextExtractor-b1f83aa2", + "MultiLoraLoader-70bf3d77" + ], + { + "title_aux": "ComfyUI-Coziness" + } + ], + "https://github.com/skycoder182/comfyui-filename-tools": [ + [ + "ExtractAndTrimFilename", + "LoadImageWithFilename" + ], + { + "title_aux": "Filename Tools" + } + ], + "https://github.com/skycoder182/comfyui-skycoder-tools": [ + [ + "Aspect_Ratio_and_Tile_size_calculator", + "BLIP2Captioning", + "BooleanToggle", + "ConcatenateAndTestIfEmpty", + "DirectoryImageInfo", + "DirectoryImageLoader", + "ImageBasicNode" + ], + { + "title_aux": "Skycoder Tools" + } + ], + "https://github.com/slahiri/ComfyUI-AI-Photography-Toolkit": [ + [ + "SID_LLM_API", + "SID_LLM_Local", + "SID_ZImagePromptGenerator" + ], + { + "title_aux": "ComfyUI-AI-Photography-Toolkit" + } + ], + "https://github.com/slvslvslv/ComfyUI-SmartHelperNodes": [ + [ + "SmartFormatString", + "SmartFormatString10", + "SmartHVLoraSelect", + "SmartHVLoraStack", + "SmartHWMonitor", + "SmartLoadLoRA", + "SmartModelOrLoraToString", + "SmartPrompt", + "SmartRemoveComments", + "SmartSaveAnimatedGIF", + "SmartSaveText", + "SmartShowAnything" + ], + { + "title_aux": "ComfyUI Smart Helper Nodes" + } + ], + "https://github.com/slvslvslv/ComfyUI-SmartImageTools": [ + [ + "SmartBackgroundFill", + "SmartBackgroundRemove", + "SmartColorFillMask", + "SmartColorMatch", + "SmartDrawPoints", + "SmartFillTransparentHoles", + "SmartGenerateImage", + "SmartGetMask", + "SmartGradientDeformation", + "SmartImageCrop", + "SmartImagePadding", + "SmartImagePaletteConvert", + "SmartImagePaletteCreate", + "SmartImagePaletteExtract", + "SmartImagePoint", + "SmartImagePreviewScaled", + "SmartImageRegion", + 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"PoseKeypointsToImage" + ], + { + "title_aux": "ComfyUI-PoseKeypointsToImage" + } + ], + "https://github.com/smartvain/ComfyUI-PromptComment": [ + [ + "PromptComment", + "PromptCommentMultiMarker" + ], + { + "title_aux": "ComfyUI-PromptComment" + } + ], + "https://github.com/smbdsbrain/ComfyUI-PK_load_image_paste": [ + [ + "PKLoadImagePaste" + ], + { + "title_aux": "ComfyUI PK Load Image Paste" + } + ], + "https://github.com/smlbiobot/ComfyUI-Flux-Replicate-API": [ + [ + "SML_FluxProUltra_Replicate_Standalone", + "SML_FluxPro_Replicate_Standalone" + ], + { + "title_aux": "ComfyUI-Flux-Replicate-API" + } + ], + "https://github.com/smlbiobot/sml-comfyui-prompt-expansion": [ + [ + "SML_Prompt_Generator" + ], + { + "title_aux": "sml-comfyui-prompt-expansion" + } + ], + "https://github.com/smthemex/ComfyUI_AniCrafter": [ + [ + "AniCrafterLoader", + "AniCrafterPreImage", + "AniCrafterPreText", + "AniCrafterPreVideo", + "AniCrafterSampler" + ], + { + "title_aux": "ComfyUI_AniCrafter" + } + ], 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"title_aux": "ComfyUI_ChronoEdit_SM" + } + ], + "https://github.com/smthemex/ComfyUI_CustomNet": [ + [ + "CustomNet_LoadModel", + "CustomNet_Sampler" + ], + { + "title_aux": "ComfyUI_CustomNet" + } + ], + "https://github.com/smthemex/ComfyUI_DICE_Talk": [ + [ + "Dice_Talk_Loader", + "Dice_Talk_PreData", + "Dice_Talk_Sampler" + ], + { + "title_aux": "ComfyUI_DICE_Talk" + } + ], + "https://github.com/smthemex/ComfyUI_DeepFakeDefenders": [ + [ + "DeepFakeDefender_Loader", + "DeepFakeDefender_Sampler" + ], + { + "title_aux": "ComfyUI_DeepFakeDefenders" + } + ], + "https://github.com/smthemex/ComfyUI_Demucs": [ + [ + "Demucs_Loader", + "Demucs_Sampler" + ], + { + "title_aux": "ComfyUI_Demucs" + } + ], + "https://github.com/smthemex/ComfyUI_Diffree": [ + [ + "Diffree_Model_Loader", + "Diffree_Sampler" + ], + { + "title_aux": "ComfyUI_Diffree" + } + ], + "https://github.com/smthemex/ComfyUI_DiffuEraser": [ + [ + "DiffuEraser_Loader", + "DiffuEraser_PreData", + "DiffuEraser_Sampler", + 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+ ], + "https://github.com/smthemex/ComfyUI_FollowYourEmoji": [ + [ + "Emoji_Make_Temple", + "FollowYouEmoji_LoadModel", + "FollowYouEmoji_Sampler" + ], + { + "title_aux": "ComfyUI_FollowYourEmoji" + } + ], + "https://github.com/smthemex/ComfyUI_GRAG_Image_Editing": [ + [ + "Qwen_Edit_GRAG_SM_Encode", + "Qwen_Edit_GRAG_SM_KSampler", + "Qwen_Edit_GRAG_SM_Model" + ], + { + "title_aux": "ComfyUI_GRAG_Image_Editing" + } + ], + "https://github.com/smthemex/ComfyUI_Hallo2": [ + [ + "HalloLoader", + "HalloPreImgAndAudio", + "HalloSampler", + "HallosSampler", + "HallosUpscaleloader", + "HallosVideoUpscale" + ], + { + "title_aux": "ComfyUI_Hallo2" + } + ], + "https://github.com/smthemex/ComfyUI_HiDiffusion_Pro": [ + [ + "HI_Diffusers_Model_Loader", + "Hi_Hi_Sampler", + "Hi_Sampler" + ], + { + "title_aux": "ComfyUI_HiDiffusion_Pro" + } + ], + "https://github.com/smthemex/ComfyUI_HunyuanAvatar_Sm": [ + [ + "HY_Avatar_Loader", + "HY_Avatar_PreData", + "HY_Avatar_Sampler" + ], + { + "title_aux": "ComfyUI_HunyuanAvatar_Sm" + } + ], + "https://github.com/smthemex/ComfyUI_ID_Animator": [ + [ + "ID_Animator", + "ID_Repo_Choice" + ], + { + "title_aux": "ComfyUI_ID_Animator" + } + ], + "https://github.com/smthemex/ComfyUI_InstantIR_Wrapper": [ + [ + "InstantIR_Loader", + "InstantIR_Sampler" + ], + { + "author": "zhaoyafei", + "title_aux": "ComfyUI_InstantIR_Wrapper" + } + ], + "https://github.com/smthemex/ComfyUI_InteractAvatar": [ + [ + "InteractAvatar_SM_Model", + "InteractAvatar_SM_Predata", + "InteractAvatar_SM_Sampler" + ], + { + "title_aux": "ComfyUI_InteractAvatar" + } + ], + "https://github.com/smthemex/ComfyUI_KV_Edit": [ + [ + "KV_Edit_Load", + "KV_Edit_Load_LoRA", + "KV_Edit_PreData", + "KV_Edit_Sampler" + ], + { + "title_aux": "ComfyUI_KV_Edit" + } + ], + "https://github.com/smthemex/ComfyUI_Light_A_Video": [ + [ + "Light_A_Video_Loader", + "Light_A_Video_Sampler" + ], + { + "title_aux": "ComfyUI_Light_A_Video" + } + ], + "https://github.com/smthemex/ComfyUI_Llama3_8B": 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"ObjectClearBatch", + "ObjectClearLoader", + "ObjectClearSampler", + "ObjectClearVision" + ], + { + "title_aux": "ComfyUI_ObjectClear" + } + ], + "https://github.com/smthemex/ComfyUI_OmniParser": [ + [ + "OmniParser_Loader", + "OmniParser_Sampler" + ], + { + "title_aux": "ComfyUI_OmniParser" + } + ], + "https://github.com/smthemex/ComfyUI_OmniPart": [ + [ + "OmniPart_SM_KSampler", + "OmniPart_SM_MergeImg", + "OmniPart_SM_Model", + "OmniPart_SM_PreImg", + "OmniPart_SM_PreModel", + "OmniPart_SM_Prebox" + ], + { + "title_aux": "ComfyUI_OmniPart" + } + ], + "https://github.com/smthemex/ComfyUI_OmniSVG": [ + [ + "OmniSVG_Loader", + "OmniSVG_Sampler" + ], + { + "title_aux": "ComfyUI_OmniSVG" + } + ], + "https://github.com/smthemex/ComfyUI_PBR_Maker": [ + [ + "Load_MatForger", + "MatForger_Sampler" + ], + { + "title_aux": "ComfyUI_PBR_Maker" + } + ], + "https://github.com/smthemex/ComfyUI_ParlerTTS": [ + [ + "ParlerTTS_LoadModel", + "ParlerTTS_Sampler" + ], + { + "title_aux": "ComfyUI_ParlerTTS" + } + ], + "https://github.com/smthemex/ComfyUI_PartPacker": [ + [ + "PartPacker_Loader", + "PartPacker_Sampler" + ], + { + "title_aux": "ComfyUI_PartPacker" + } + ], + "https://github.com/smthemex/ComfyUI_Personalize_Anything": [ + [ + "Personalize_Anything_Load", + "Personalize_Anything_Sampler" + ], + { + "title_aux": "ComfyUI_Personalize_Anything" + } + ], + "https://github.com/smthemex/ComfyUI_PhotoDoodle": [ + [ + "PhotoDoodle_Loader", + "PhotoDoodle_Sampler" + ], + { + "title_aux": "ComfyUI_PhotoDoodle" + } + ], + "https://github.com/smthemex/ComfyUI_Pic2Story": [ + [ + "Pic2Story_Loader", + "Pic2Story_Sampler" + ], + { + "title_aux": "ComfyUI_Pic2Story" + } + ], + "https://github.com/smthemex/ComfyUI_Pipeline_Tool": [ + [ + "Pipeline_Tool" + ], + { + "title_aux": "ComfyUI_Pipeline_Tool" + } + ], + "https://github.com/smthemex/ComfyUI_Pops": [ + [ + "Pops_Decoder", + "Pops_Repo_Loader", + "Pops_Sampler" + ], + { + "title_aux": "ComfyUI_Pops" + } + ], + "https://github.com/smthemex/ComfyUI_SVFR": [ + [ + "SVFR_LoadModel", + "SVFR_Sampler", + "SVFR_img2mask" + ], + { + "title_aux": "ComfyUI_SVFR" + } + ], + "https://github.com/smthemex/ComfyUI_Sapiens": [ + [ + "SapiensLoader", + "SapiensSampler" + ], + { + "title_aux": "ComfyUI_Sapiens" + } + ], + "https://github.com/smthemex/ComfyUI_SongGeneration": [ + [ + "SongGeneration_Loader", + "SongGeneration_Sampler", + "SongGeneration_Stage1", + "SongGeneration_Stage2" + ], + { + "title_aux": "ComfyUI_SongGeneration" + } + ], + "https://github.com/smthemex/ComfyUI_Sonic": [ + [ + "SONICSampler", + "SONICTLoader", + "SONIC_PreData" + ], + { + "title_aux": "ComfyUI_Sonic" + } + ], + "https://github.com/smthemex/ComfyUI_StableAudio_Open": [ + [ + "StableAudio_ModelLoader", + "StableAudio_Sampler" + ], + { + "title_aux": "ComfyUI_StableAudio_Open" + } + ], + "https://github.com/smthemex/ComfyUI_StableAvatar": [ + [ + "StableAvatar_LoadModel", + "StableAvatar_Predata", + "StableAvatar_Sampler" + ], + { + "title_aux": "ComfyUI_StableAvatar" + } + ], + "https://github.com/smthemex/ComfyUI_Stable_Makeup": [ + [ + "StableMakeup_LoadModel", + "StableMakeup_Sampler" + ], + { + "author": "Sajjad Ayobbi", + "title_aux": "ComfyUI_Stable_Makeup" + } + ], + "https://github.com/smthemex/ComfyUI_Step_Audio_EditX_SM": [ + [ + "Step_Audio_EditX_SM_KSampler", + "Step_Audio_EditX_SM_Model" + ], + { + "title_aux": "ComfyUI_Step_Audio_EditX_SM" + } + ], + "https://github.com/smthemex/ComfyUI_StoryDiffusion": [ + [ + "Comic_Type", + "EasyFunction_Lite", + "Pre_Translate_prompt", + "StoryDiffusion_Apply", + "StoryDiffusion_CLIPTextEncode", + "StoryDiffusion_KSampler" + ], + { + "title_aux": "ComfyUI_StoryDiffusion" + } + ], + "https://github.com/smthemex/ComfyUI_Streamv2v_Plus": [ + [ + "Load_Stream", + "Stream_Lora_Loader", + "Stream_Model_Loader", + "Stream_Sampler" + ], + { + "title_aux": "ComfyUI_Streamv2v_Plus" + } + ], + "https://github.com/smthemex/ComfyUI_TRELLIS": [ + [ + "Trellis_LoadModel", + "Trellis_Sampler", + "Trellis_multiimage_loader" + ], + { + "title_aux": "ComfyUI_TRELLIS" + } + ], + "https://github.com/smthemex/ComfyUI_UltraFlux": [ + [ + "UltraFlux_SM_KSampler", + "UltraFlux_SM_Model" + ], + { + "title_aux": "ComfyUI_UltraFlux" + } + ], + "https://github.com/smthemex/ComfyUI_VisualCloze": [ + [ + "Img_Quadruple", + "MSdiffusion_Aplly", + "VisualCloze_Aplly", + "VisualCloze_CLIPText", + "VisualCloze_KSampler" + ], + { + "title_aux": "ComfyUI_VisualCloze" + } + ], + "https://github.com/smthemex/ComfyUI_YuE": [ + [ + "YUE_Stage_A_Loader", + "YUE_Stage_A_Sampler", + "YUE_Stage_B_Loader", + "YUE_Stage_B_Sampler" + ], + { + "title_aux": "ComfyUI_YuE" + } + ], + "https://github.com/sn0w12/ComfyUI-Sn0w-Scripts": [ + [ + "Character Selector", + "Copy/Paste Textbox", + "Filter Tags", + "Generate All Characters", + "Get Font Size", + "Load Lora Folder", + "Load Lora Sn0w", + "Lora Selector", + "Lora Tester", + "Prompt Combine", + "Prompt Selector", + "Sn0w KSampler", + "Sn0w Lora Stacker", + "TaggedTiledUpscaler", + "Upscale Image With Model By" + ], + { + "title_aux": "ComfyUI-Sn0w-Scripts" + } + ], + "https://github.com/sneccc/comfyui-snek-nodes": [ + [ + "Aesthetics", + "Aesthetics V2", + "Load AI Toolkit Latent Flux", + "Save_Image_And_Caption", + "Send_to_Eagle", + "Snek SQLite Prompt Logger", + "\ud83d\udc0d Random Prompt From JSON" + ], + { + "title_aux": "comfyui-snek-nodes" + } + ], + "https://github.com/snicolast/ComfyUI-IndexTTS2": [ + [ + "IndexTTS2Advanced", + "IndexTTS2EmotionFromText", + "IndexTTS2EmotionVector", + "IndexTTS2SaveAudio", + "IndexTTS2Simple" + ], + { + "title_aux": "ComfyUI-IndexTTS2" + } + ], + "https://github.com/snicolast/ComfyUI-Ovi": [ + [ + "OviAttentionSelector", + "OviEngineLoader", + "OviLatentDecoder", + "OviVideoGenerator", + "OviWanComponentLoader" + ], + { + "title_aux": "ComfyUI-Ovi" + } + ], + "https://github.com/snomiao/ComfyUI-Video-Crop": [ + [ + "VideoCropNode" + ], + { + "title_aux": "ComfyUI Video Crop" + } + ], + "https://github.com/solidlime/Comfyui-Random_Image_Picker": [ + [ + "RandomImagePicker" + ], + { + "nodename_pattern": "RandomImagePicker", + "title_aux": "Random Image Picker" + } + ], + "https://github.com/sonnybox/ComfyUI-SuperNodes": [ + [ + "FaceBBoxToMask", + "GetCommonAspectRatio", + "ImageMaskCrop", + "ImageSizeCalculator", + "RestoreMaskCrop", + "SetReserveVRAM", + "SigmaReplace", + "SigmaSmoother", + "SigmasGraph", + "SigmasRescale", + "SuperBrightnessContrast", + "SuperColorAdjustAllInOne", + "SuperCreateTiles", + "SuperHueSaturation", + "SuperLatentStats", + "SuperLevelsNormalize", + "SuperResizeImage", + "SuperSVRCalcTiles", + "SuperStitchTiles", + "SuperWhiteBalanceCAT" + ], + { + "title_aux": "ComfyUI-SuperNodes" + } + ], + "https://github.com/sooxt98/comfyui_longcat_image": [ + [ + "LongCatImageEdit", + "LongCatImageModelLoader", + "LongCatImageTextToImage" + ], + { + "title_aux": "comfyui_longcat_image" + } + ], + "https://github.com/souki202/ComfyUI-LoadImage-Advanced": [ + [ + "ColorAdjustment", + "LoadImageUpscale", + "LoadImageUpscaleBy" + ], + { + "title_aux": "ComfyUI-LoadImage-Advanced" + } + ], + "https://github.com/soulctcher/TetriNode": [ + [ + "TetriNode" + ], + { + "title_aux": "TetriNode" + } + ], + "https://github.com/sourceful-official/LoadLoraModelOnlyWithUrl": [ + [ + "LoadLoraModelOnlyWithUrl" + ], + { + "title_aux": "LoadLoraModelOnlyWithUrl" + } + ], + "https://github.com/sousakujikken/ComfyUI-PixydustQuantizer": [ + [ + "CRTLikeEffectNode", + "Quantizer", + "XYBlurNode" + ], + { + "title_aux": "ComfyUI-PixydustQuantizer" + } + ], + "https://github.com/space-nuko/ComfyUI-Disco-Diffusion": [ + [ + "DiscoDiffusion_DiscoDiffusion", + "DiscoDiffusion_DiscoDiffusionExtraSettings", + "DiscoDiffusion_GuidedDiffusionLoader", + "DiscoDiffusion_OpenAICLIPLoader" + ], + { + "title_aux": "Disco Diffusion" + } + ], + "https://github.com/space-nuko/ComfyUI-OpenPose-Editor": [ + [ + "Nui.OpenPoseEditor" + ], + { + "title_aux": "OpenPose Editor" + } + ], + "https://github.com/space-nuko/nui-suite": [ + [ + "Nui.DynamicPromptsTextEncode", + "Nui.DynamicPromptsTextGen", + "Nui.FeelingLuckyTextEncode", + "Nui.FeelingLuckyTextGen", + "Nui.OutputString" + ], + { + "title_aux": "nui suite" + } + ], + "https://github.com/spacepxl/ComfyUI-Depth-Pro": [ + [ + "DepthPro", + "FocalFromList", + "FocalMMtoPX", + "FocalPXtoMM", + "LoadDepthPro", + "MetricDepthToInverse", + "MetricDepthToRelative" + ], + { + "title_aux": "ComfyUI-Depth-Pro" + } + ], + "https://github.com/spacepxl/ComfyUI-HQ-Image-Save": [ + [ + "LoadEXR", + "LoadEXRFrames", + "LoadImageAndPrompt", + "LoadLatentEXR", + "SaveEXR", + "SaveEXRFrames", + "SaveImageAndPromptExact", + "SaveImageAndPromptIncremental", + "SaveLatentEXR", + "SaveTiff" + ], + { + "title_aux": "ComfyUI-HQ-Image-Save" + } + ], + "https://github.com/spacepxl/ComfyUI-LossTesting": [ + [ + "Measure Timestep Loss" + ], + { + "title_aux": "ComfyUI-LossTesting" + } + ], + "https://github.com/spacepxl/ComfyUI-RAVE": [ + [ + "ImageGridCompose", + "ImageGridDecompose", + "KSamplerRAVE", + "LatentGridCompose", + "LatentGridDecompose" + ], + { + "title_aux": "ComfyUI-RAVE" + } + ], + "https://github.com/spacepxl/ComfyUI-StyleGan": [ + [ + "BatchAverageStyleGANLatents", + "BlendStyleGANLatents", + "GenerateStyleGANLatent", + "LoadStyleGAN", + "StyleGANInversion", + "StyleGANLatentFromBatch", + "StyleGANSampler" + ], + { + "title_aux": "ComfyUI-StyleGan" + } + ], + "https://github.com/spawner1145/CUI-Lumina2-TeaCache": [ + [ + "LPIPS_Model_Loader", + "Store_Baseline_Image", + "TeaCache_LPIPS_Evaluator", + "TeaCache_Lumina2", + "TeaCache_Patcher", + "TeaCache_Result_Collector" + ], + { + "title_aux": "CUI-Lumina2-TeaCache" + } + ], + "https://github.com/spawner1145/comfyui-aichat": [ + [ + "GeminiApiLoader", + "GeminiChat", + "GeminiContentConnector", + "GeminiFileUploader", + "GeminiImageEncoder", + "GeminiTextBlock", + "OpenAIApiLoader", + "OpenAIChat", + "OpenAIContentConnector", + "OpenAIFileUploader", + "OpenAIImageEncoder", + "OpenAITextBlock" + ], + { + "title_aux": "comfyui-aichat" + } + ], + "https://github.com/spawner1145/comfyui-lsnet": [ + [ + "LSNetArtistImageConnector", + "LSNetArtistInference", + "LSNetArtistSimilarity", + "LSNetClustering", + "LSNetCommonFeatures", + "LSNetFeatureComparison", + "LSNetModelLoader" + ], + { + "title_aux": "comfyui-lsnet" + } + ], + "https://github.com/speige/ComfyUI_Make-It-Animatable": [ + [ + "MakeItAnimatableRig", + "MakeItAnimatableRigGS" + ], + { + "title_aux": "ComfyUI_Make-It-Animatable" + } + ], + "https://github.com/spinagon/ComfyUI-seam-carving": [ + [ + "SeamCarving" + ], + { + "title_aux": "ComfyUI-seam-carving" + } + ], + "https://github.com/spinagon/ComfyUI-seamless-tiling": [ + [ + "CircularVAEDecode", + "MakeCircularVAE", + "OffsetImage", + "SeamlessTile" + ], + { + "title_aux": "Seamless tiling Node for ComfyUI" + } + ], + "https://github.com/spro/comfyui-mirror": [ + [ + "LatentMirror" + ], + { + "title_aux": "Latent Mirror node for ComfyUI" + } + ], + "https://github.com/sputnik57/comfyui-prompt-logger": [ + [ + "Prompt Logger Unified v2", + "PromptLoggerUnified", + "PromptLoggerUnified_v2" + ], + { + "title_aux": "comfyui-prompt-logger" + } + ], + "https://github.com/squirrel765/ComfyUI-LLM-VLM-Node": [ + [ + "UnifiedGenerator|LP" + ], + { + "title_aux": "ComfyUI-LLM-VLM-Node" + } + ], + "https://github.com/ssitu/ComfyUI_UltimateSDUpscale": [ + [ + "UltimateSDUpscale", + "UltimateSDUpscaleCustomSample", + "UltimateSDUpscaleNoUpscale" + ], + { + "title_aux": "UltimateSDUpscale" + } + ], + "https://github.com/ssitu/ComfyUI_fabric": [ + [ + "FABRICPatchModel", + "FABRICPatchModelAdv", + "KSamplerAdvFABRICAdv", + "KSamplerFABRIC", + "KSamplerFABRICAdv" + ], + { + "title_aux": "ComfyUI fabric" + } + ], + "https://github.com/ssitu/ComfyUI_restart_sampling": [ + [ + "KRestartSampler", + "KRestartSamplerAdv", + "KRestartSamplerCustom", + "KRestartSamplerSimple", + "RestartSampler", + "RestartScheduler", + "RestartSelfTest" + ], + { + "title_aux": "Restart Sampling" + } + ], + "https://github.com/ssitu/ComfyUI_roop": [ + [ + "RoopImproved", + "roop" + ], + { + "title_aux": "ComfyUI roop" + } + ], + "https://github.com/ssspace1/SSpack_ComfyUI": [ + [ + "SSCheckpointLoader", + "SSCheckpointSelector", + "SSCheckpointSelector12", + "SSCheckpointSelector6", + "SSFilter", + "SSImageNodeAnnotator", + "SSJsonOutput", + "SSLoRAStackApplier", + "SSLoraSelector", + "SSRandomLoraApplier", + "SSSavedImageLoader", + "SSTextWeight", + "SS_SDXL_AutoResize" + ], + { + "title_aux": "SSpack_ComfyUI" + } + ], + "https://github.com/stavsap/comfyui-downloader": [ + [ + "DownloadSummaryParser", + "DownloadTokenLoader", + "Downloader" + ], + { + "title_aux": "comfyui-downloader" + } + ], + "https://github.com/stavsap/comfyui-kokoro": [ + [ + "KokoroGenerator", + "KokoroSpeaker", + "KokoroSpeakerCombiner" + ], + { + "title_aux": "comfyui-kokoro" + } + ], + "https://github.com/stavsap/comfyui-ollama": [ + [ + "OllamaChat", + "OllamaConnectivityV2", + "OllamaGenerate", + "OllamaGenerateAdvance", + "OllamaGenerateV2", + "OllamaLoadContext", + "OllamaOptionsV2", + "OllamaSaveContext", + "OllamaVision" + ], + { + "title_aux": "ComfyUI Ollama" + } + ], + "https://github.com/stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent": [ + [ + "Wan22FirstLastFrameToVideoLatent", + "Wan22FirstLastFrameToVideoLatentTiledVAE" + ], + { + "title_aux": "Wan22FirstLastFrameToVideoLatent for ComfyUI" + } + ], + "https://github.com/stduhpf/ComfyUI--WanImageToVideoTiled": [ + [ + "Wan22ImageToVideoLatentTiledVAE", + "WanCameraImageToVideoTiledVAE", + "WanFirstLastFrameToVideoTiledVAE", + "WanFunControlToVideoTiledVAE", + "WanFunInpaintToVideoTiledVAE", + "WanImageToVideoTiledVAE", + "WanPhantomSubjectToVideoTiledVAE", + "WanTrackToVideoTiledVAE", + "WanVaceToVideoTiledVAE" + ], + { + "title_aux": "WanImageToVideoTiledVAE for ComfyUI" + } + ], + "https://github.com/stduhpf/ComfyUI-WanMoeKSampler": [ + [ + "SplitSigmasAtT", + "WanMoeKSampler", + "WanMoeKSamplerAdvanced" + ], + { + "title_aux": "KSampler for Wan 2.2 MoE for ComfyUI" + } + ], + "https://github.com/stepfun-ai/ComfyUI-StepVideo": [ + [ + "TI2V", + "TI2V_API" + ], + { + "title_aux": "ComfyUI-StepVideo" + } + ], + "https://github.com/stevenwg/ComfyUI-VideoGrid": [ + [ + "VideosConcateHorizontal:", + "VideosConcateVertical" + ], + { + "title_aux": "ComfyUI-VideoGrid" + } + ], + "https://github.com/stormcenter/ComfyUI-AutoSplitGridImage": [ + [ + "EvenImageResizer", + "GridImageSplitter" + ], + { + "title_aux": "ComfyUI-AutoSplitGridImage" + } + ], + "https://github.com/stormcenter/ComfyUI-LivePhotoCreator": [ + [ + "ImageCompareTransition", + "LivePhotoCreator", + "LivePhotoPreview" + ], + { + "title_aux": "ComfyUI LivePhoto Creator" + } + ], + "https://github.com/stormcenter/ComfyUI-SVGFullfill": [ + [ + "SVGEditor", + "SVGUploader" + ], + { + "title_aux": "ComfyUI-SVGFullfill" + } + ], + "https://github.com/storyicon/comfyui_musev_evolved": [ + [ + "AnimationZoom (comfyui_musev_evolved)", + "ImageSelector (comfyui_musev_evolved)", + "MuseVImg2Vid V1 (comfyui_musev_evolved)", + "MuseVPredictor V1 (comfyui_musev_evolved)" + ], + { + "author": "infguo", + "title_aux": "ComfyUI MuseV Evolved" + } + ], + "https://github.com/storyicon/comfyui_segment_anything": [ + [ + "GroundingDinoModelLoader (segment anything)", + "GroundingDinoSAMSegment (segment anything)", + "InvertMask (segment anything)", + "IsMaskEmpty", + "SAMModelLoader (segment anything)" + ], + { + "title_aux": "segment anything" + } + ], + "https://github.com/strand1/ComfyUI-Autogen": [ + [ + "AutogenAssistantAgent", + "AutogenCodeExecutor", + "AutogenGroupChat", + "AutogenModel" + ], + { + "title_aux": "ComfyUI-Autogen" + } + ], + "https://github.com/strawberryPunch/vram_optimizer": [ + [ + "StrawberryGPUMonitor", + "StrawberryVramOptimizer", + "custom_nodes" + ], + { + "nodename_pattern": "StFist", + "title_aux": "StrawberryFist VRAM Optimizer" + } + ], + "https://github.com/strimmlarn/ComfyUI-Strimmlarns-Aesthetic-Score": [ + [ + "AesthetlcScoreSorter", + "CalculateAestheticScore", + "LoadAesteticModel", + "ScoreToNumber" + ], + { + "title_aux": "ComfyUI_Strimmlarns_aesthetic_score" + } + ], + "https://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep": [ + [ + "LoadVideosFromFolderSimple", + "WanVACEBatchContext", + "WanVACEExtend", + "WanVACEPrep", + "WanVACEPrepBatch" + ], + { + "title_aux": "ComfyUI Wan VACE Prep" + } + ], + "https://github.com/styler00dollar/ComfyUI-deepcache": [ + [ + "DeepCache" + ], + { + "title_aux": "ComfyUI-deepcache" + } + ], + "https://github.com/styler00dollar/ComfyUI-sudo-latent-upscale": [ + [ + "SudoLatentUpscale" + ], + { + "title_aux": "ComfyUI-sudo-latent-upscale" + } + ], + "https://github.com/styletransfer/ComfyUI-TRELLIS2_Motion": [ + [ + "CameraTrajectory_T2", + "MergeMeshSequences", + "MeshRenderer", + "MeshSequenceRenderer", + "MultiAngleCamera", + "OnionSkinning", + "RenderingEffects", + "Trellis2Predict", + "Trellis2VideoAngleShift", + "VideoToMeshes" + ], + { + "title_aux": "ComfyUI-TRELLIS2_Motion" + } + ], + "https://github.com/subraoul/ComfyUI_Bit-Depth-Enhancer": [ + [ + "ABCD_BitDepthEnhancement", + "BitDepthEnhancementClassical", + "DeepDeband", + "Save16BitTIFF" + ], + { + "title_aux": "Bit Depth Enhancer" + } + ], + "https://github.com/sugarkwork/ComfyUI_AspectRatioToSize": [ + [ + "AspectRatio", + "AspectRatioToSize", + "CalcFactorWidthHeight", + "CalculateImagePadding", + "MatchImageToAspectRatio", + "SizeToWidthHeight" + ], + { + "title_aux": "ComfyUI_AspectRatioToSize" + } + ], + "https://github.com/sugarkwork/comfyui-trtupscaler": [ + [ + "TRTUpscaler" + ], + { + "title_aux": "comfyui-trtupscaler" + } + ], + "https://github.com/sugarkwork/comfyui_cohere": [ + [ + "SimpleCohereNode" + ], + { + "title_aux": "comfyui_cohere" + } + ], + "https://github.com/sugarkwork/comfyui_smart_character_detailer": [ + [ + "SmartCharacterDetailer" + ], + { + "title_aux": "comfyui_smart_character_detailer" + } + ], + "https://github.com/sugarkwork/comfyui_tag_fillter": [ + [ + "TagCategory", + "TagCategoryEnhance", + "TagComparator", + "TagDetector", + "TagEmpty", + "TagEnhance", + "TagFilter", + "TagFlag", + "TagFlagImage", + "TagIf", + "TagMerger", + "TagMerger4", + "TagMerger6", + "TagPipeIn", + "TagPipeOut", + "TagPipeOutOne", + "TagPipeUpdate", + "TagRandom", + "TagRandomCategory", + "TagRemover", + "TagReplace", + "TagSelector", + "TagSwitcher", + "TagWildcardFilter" + ], + { + "title_aux": "comfyui_tag_filter" + } + ], + "https://github.com/suhee19/comfyui-orpheus-loader": [ + [ + "OrpheusLoader" + ], + { + "title_aux": "comfyui-orpheus-loader" + } + ], + "https://github.com/sumitchatterjee13/Luminance-Stack-Processor": [ + [ + "HDRExportNode", + "LatentStackProcessor5Stops", + "LuminanceStackProcessor3Stops", + "LuminanceStackProcessor5Stops" + ], + { + "title_aux": "Luminance Stack Processor" + } + ], + "https://github.com/sumitchatterjee13/nuke-nodes-comfyui": [ + [ + "NukeBlur", + "NukeChannelShuffle", + "NukeColorBars", + "NukeColorCorrect", + "NukeConstant", + "NukeCornerPin", + "NukeCrop", + "NukeDefocus", + "NukeExposure", + "NukeExposureAdvanced", + "NukeGrade", + "NukeLevels", + "NukeMerge", + "NukeMix", + "NukeMotionBlur", + "NukeOCIOColorSpace", + "NukeOCIODisplay", + "NukeOCIOInfo", + "NukeRamp", + "NukeRead", + "NukeReadInfo", + "NukeTransform", + "NukeVectorfield", + "NukeVectorfieldInfo", + "NukeViewer", + "NukeWrite" + ], + { + "title_aux": "Nuke Nodes for ComfyUI" + } + ], + "https://github.com/supElement/ComfyUI_Element_easy": [ + [ + "EmptyImageRGB_Element", + "ImagePadBlur_Element", + "MaskNoiseInjection_Element", + "MaskStroke_Element", + "RandomCharacterGenerator", + "TextLineBreak_Element" + ], + { + "title_aux": "ComfyUI_Element_easy" + } + ], + "https://github.com/superyoman/comfyui_lumaAPI": [ + [ + "LUMA_API_YoC", + "LUMA_API_result_YoC" + ], + { + "title_aux": "comfyui_lumaAPI" + } + ], + "https://github.com/surinder83singh/ComfyUI-compare-videos": [ + [ + "CompareVideos" + ], + { + "title_aux": "Compare Videos" + } + ], + "https://github.com/svetozarov/AS_LLM_nodes": [ + [ + "AS_ComfyGPT", + "AS_GeminiCaptioning", + "AS_MultimodalGemini" + ], + { + "title_aux": "AS_LLM_nodes" + } + ], + "https://github.com/svntax/ComfyUI-RetroDiffusion-API-Node": [ + [ + "Retro Diffusion API Node" + ], + { + "title_aux": "ComfyUI-RetroDiffusion-API-Node" + } + ], + "https://github.com/swan7-py/ComfyUI-ImageAlphaCrop": [ + [ + "ImageAlphaCrop", + "ImageAlphaCropAdvanced", + "LoadImageWithAlpha", + "LoadImagesFromPathRGBA", + "SaveImageRGBA" + ], + { + "title_aux": "ComfyUI-ImageAlphaCrop" + } + ], + "https://github.com/sweetndata/ComfyUI-Image-Harmonizer": [ + [ + "harmonizer" + ], + { + "title_aux": "ComfyUI-Image-Harmonizer" + } + ], + "https://github.com/sweetndata/ComfyUI-Reflatent": [ + [ + "RefLatent" + ], + { + "title_aux": "ComfyUI-Reflatent" + } + ], + "https://github.com/sweetndata/ComfyUI-googletrans": [ + [ + "googletrans" + ], + { + "title_aux": "ComfyUI-googletrans" + } + ], + "https://github.com/sweetndata/ComfyUI_Sticker_Compositer": [ + [ + "Sticker_Compositer" + ], + { + "title_aux": "ComfyUI_Sticker_Compositer" + } + ], + "https://github.com/swfxliyiyu/ComfyUI-FastVideo": [ + [ + "DITConfig", + "InferenceArgs", + "LoadImagePath", + "TextEncoderConfig", + "VAEConfig", + "VideoGenerator" + ], + { + "title_aux": "ComfyUI-FastVideo" + } + ], + "https://github.com/syllebra/bilbox-comfyui": [ + [ + "BilboXLut", + "BilboXPhotoPrompt", + "BilboXVignette" + ], + { + "title_aux": "BilboX's ComfyUI Custom Nodes" + } + ], + "https://github.com/sylym/comfy_vid2vid": [ + [ + "CheckpointLoaderSimpleSequence", + "DdimInversionSequence", + "KSamplerSequence", + "LoadImageMaskSequence", + "LoadImageSequence", + "LoraLoaderSequence", + "SetLatentNoiseSequence", + "TrainUnetSequence", + "VAEEncodeForInpaintSequence" + ], + { + "title_aux": "Vid2vid" + } + ], + "https://github.com/synthetai/ComfyUI-JM-Gemini-API": [ + [ + "JMGeminiImageGenerator", + "JMGeminiReverseGenerator", + "JMGeminiVideoGenerator", + "JMGeminiWatermarkRemover" + ], + { + "title_aux": "ComfyUI-JM-Gemini-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-KLing-API": [ + [ + "JM-KLingAI-API/api-key", + "JM-KLingAI-API/hybrid-video", + "JM-KLingAI-API/image-downloader", + "JM-KLingAI-API/image-generation", + "JM-KLingAI-API/image2video", + "JM-KLingAI-API/lip-sync", + "JM-KLingAI-API/lip-sync-async", + "JM-KLingAI-API/multi-image2image", + "JM-KLingAI-API/multi-image2video", + "JM-KLingAI-API/query-status", + "JM-KLingAI-API/text2video", + "JM-KLingAI-API/video-downloader" + ], + { + "title_aux": "ComfyUI-JM-KLing-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-MiniMax-API": [ + [ + "JM-MiniMax-API/check-video-status", + "JM-MiniMax-API/download-video", + "JM-MiniMax-API/load-audio", + "JM-MiniMax-API/music-generation", + "JM-MiniMax-API/text-to-speech", + "JM-MiniMax-API/video-generation", + "JM-MiniMax-API/voice-cloning", + "JM-MiniMax-API/voice-design" + ], + { + "title_aux": "ComfyUI-JM-MiniMax-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-Volcengine-API": [ + [ + "VolcengineI2VS2Pro", + "VolcengineImgEditV3", + "volcengine-doubao-seedance", + "volcengine-i2v-s2pro", + "volcengine-img-edit-v3", + "volcengine-seedream-v3" + ], + { + "title_aux": "ComfyUI-JM-Volcengine-API" + } + ], + "https://github.com/synthetai/ComfyUI-ToolBox": [ + [ + "AutoDLDownload", + "CreatePaths", + "FolderDeleter", + "FolderViewe", + "PathOutput" + ], + { + "title_aux": "ComfyUI-ToolBox" + } + ], + "https://github.com/synthetai/ComfyUI_FaceEnhancer": [ + [ + "GFPGANFaceEnhancer", + "GFPGANFolderProcessor" + ], + { + "title_aux": "ComfyUI_FaceEnhancer" + } + ], + "https://github.com/synthetai/ComfyUI_PromptBatcher": [ + [ + "LoadPromptsFromDir", + "SaveTextToFiles" + ], + { + "title_aux": "ComfyUI_PromptBatcher" + } + ], + "https://github.com/synystersocks/ComfyUI-SocksLatentPatcher": [ + [ + "I2VLatentPatcher", + "VaceExt4fLatentPatcher", + "VaceExt6fLatentPatcher", + "VaceExt8fLatentPatcher" + ], + { + "title_aux": "ComfyUI-SocksLatentPatcher" + } + ], + "https://github.com/sysL-padawan/comfyui-elevenlabs-integration": [ + [ + "Elevenlabs text to effect", + "Elevenlabs text to speech", + "ElevenlabsTextToEffect", + "ElevenlabsTextToSpeech" + ], + { + "title_aux": "ComfyUI ElevenLabs API integration" + } + ], + "https://github.com/systemaiofinterest-wq/ComfyUI-MetaAI": [ + [ + "MetaAiBrowserNode", + "MetaAiImageGenerator", + "MetaAiSingleVideoGenerator" + ], + { + "title_aux": "ComfyUI-MetaAI" + } + ], + "https://github.com/szhublox/ambw_comfyui": [ + [ + "Auto Merge Block Weighted", + "CLIPMergeSimple", + "CheckpointSave", + "ModelMergeBlocks", + "ModelMergeSimple" + ], + { + "title_aux": "Auto-MBW" + } + ], + "https://github.com/t22m003/ComfyUI_LoopNode": [ + [ + "SimpleForLoop", + "SimpleForLoopRange" + ], + { + "title_aux": "ComfyUI_LoopNode" + } + ], + "https://github.com/taabata/LCM_Inpaint_Outpaint_Comfy": [ + [ + "ComfyNodesToSaveCanvas", + "FloatNumber", + "FreeU_LCM", + "ImageDims", + "ImageOutputToComfyNodes", + "ImageResize", + "ImageShuffle", + "ImageSwitch", + "LCMGenerate", + "LCMGenerate_ReferenceOnly", + "LCMGenerate_SDTurbo", + "LCMGenerate_img2img", + "LCMGenerate_img2img_IPAdapter", + "LCMGenerate_img2img_controlnet", + "LCMGenerate_inpaintv2", + "LCMGenerate_inpaintv3", + "LCMLoader", + "LCMLoader_RefInpaint", + "LCMLoader_ReferenceOnly", + "LCMLoader_SDTurbo", + "LCMLoader_controlnet", + "LCMLoader_controlnet_inpaint", + "LCMLoader_img2img", + "LCMLoraLoader_inpaint", + "LCMLoraLoader_ipadapter", + "LCMLora_inpaint", + "LCMLora_inpaintV2", + "LCMLora_ipadapter", + "LCMT2IAdapter", + "LCM_IPAdapter", + "LCM_IPAdapter_inpaint", + "LCM_outpaint_prep", + "LoadImageNode_LCM", + "Loader_SegmindVega", + "OutpaintCanvasTool", + "SaveImage_Canvas", + "SaveImage_LCM", + "SaveImage_Puzzle", + "SaveImage_PuzzleV2", + "SegmindVega", + "SettingsSwitch", + "stitch" + ], + { + "title_aux": "LCM_Inpaint-Outpaint_Comfy" + } + ], + "https://github.com/taabata/SANA_LOWVRAM": [ + [ + "SANADiffuse", + "SANATextEncode" + ], + { + "title_aux": "SANA_LOWVRAM" + } + ], + "https://github.com/tabisheva/comfyui-segs-profile": [ + [ + "SEGSIsProfile" + ], + { + "title_aux": "comfyui-segs-profile" + } + ], + "https://github.com/tackcrypto1031/tk_comfyui_img2mask": [ + [ + "TK_Image2Mask" + ], + { + "title_aux": "tk_comfyui_img2mask" + } + ], + "https://github.com/tackcrypto1031/tk_comfyui_view_and_light": [ + [ + "TK_View_And_Light" + ], + { + "title_aux": "tk_comfyui_view_and_light" + } + ], + "https://github.com/takemetosiberia/ComfyUI-SAMURAI--SAM2-": [ + [ + "SAMURAIBoxInputNode", + "SAMURAIPointsInputNode", + "SAMURAIRefineNode" + ], + { + "title_aux": "SAMURAI Nodes for ComfyUI" + } + ], + "https://github.com/talesofai/comfyui-browser": [ + [ + "DifyTextGenerator //Browser", + "LoadImageByUrl //Browser", + "SelectInputs //Browser", + "UploadToRemote //Browser", + "XyzPlot //Browser" + ], + { + "title_aux": "ComfyUI Browser" + } + ], + "https://github.com/tanglaoya321/ComfyUI-StoryMaker": [ + [ + "StoryMakerSinglePortraitNode", + "StoryMakerSwapClothNode", + "StoryMakerTwoPortraitNode" + ], + { + "title_aux": "ComfyUI-StoryMaker" + } + ], + "https://github.com/tardigrade1001/latent-rotate-90": [ + [ + "LatentRotatePortraitLandscape" + ], + { + "title_aux": "latent-rotate-90" + } + ], + "https://github.com/tatookan/comfyui_ssl_gemini_EXP": [ + [ + "SSL_GeminiAPIKeyConfig", + "SSL_GeminiTextPrompt" + ], + { + "title_aux": "comfyui_ssl_gemini_EXP" + } + ], + "https://github.com/tauraloke/ComfyUI-Unfake-Pixels": [ + [ + "PixelArtScaler" + ], + { + "title_aux": "ComfyUI-Unfake-Pixels" + } + ], + "https://github.com/tavyra/ComfyUI_Curves": [ + [ + "Curve Visualizer", + "RGB Curve Editor", + "RGBCurvesAdvanced" + ], + { + "title_aux": "ComfyUI_Curves" + } + ], + "https://github.com/teamalpha-ai/comfyui-image-transformer": [ + [ + "ImageTransformerResizeToMaxPixels" + ], + { + "title_aux": "ComfyUI-ImageTransformer" + } + ], + "https://github.com/techzuhaib/FaceCLIP-ComfyUI": [ + [ + "FaceCLIPSDXLGenerate", + "FaceCLIPTextImageEncode" + ], + { + "title_aux": "FaceCLIP-ComfyUI" + } + ], + "https://github.com/teepunkt-esspunkt/ComfyUI-SuiteTea": [ + [ + "Tea_ImageCheckpointFromPath", + "Tea_LoadFrameFromVidAsImg", + "Tea_SaveAndReloadImage" + ], + { + "title_aux": "ComfyUI-SuiteTea" + } + ], + "https://github.com/tenitsky/tenitsky-prompt-cycler-simple": [ + [ + "PromptCycler" + ], + { + "title_aux": "ComfyUI Prompt Cycler Node" + } + ], + "https://github.com/tercumantanumut/ComfyUI-Omini-Kontext": [ + [ + "OminiKontextImageEncoder", + "OminiKontextImageScale", + "OminiKontextLatentCombiner", + "OminiKontextLatentDecoder", + "OminiKontextLatentVisualizer", + "OminiKontextLoRALoader", + "OminiKontextLoRAMerge", + "OminiKontextLoRAUnload", + "OminiKontextPipeline", + "OminiKontextPipelineLoader", + "OminiKontextReferenceEncoder", + "OminiKontextSplitPipelineLoader", + "OminiKontextTextEncoder" + ], + { + "title_aux": "ComfyUI-Omini-Kontext" + } + ], + "https://github.com/terefang/ComfyUI-Terefang-Nodes": [ + [ + "Terefang Simple Latent Image", + "Terefang Wildcards", + "TerefangSimpleLatentImage", + "TerefangWildcards" + ], + { + "title_aux": "ComfyUI-Terefang-Nodes" + } + ], + "https://github.com/tester4488/mc_qwen": [ + [ + "McTextEncodeQwenImEditPlus" + ], + { + "title_aux": "mc_qwen" + } + ], + "https://github.com/tetsuoo-online/comfyui-too-xmp-metadata": [ + [ + "ReadXMPMetadata", + "WriteXMPMetadataLossless", + "WriteXMPMetadataTensor" + ], + { + "title_aux": "comfyui-too-xmp-metadata" + } + ], + "https://github.com/teward/ComfyUI-Helper-Nodes": [ + [ + "HelperNodes_CfgScale", + "HelperNodes_CheckpointSelector", + "HelperNodes_MultilineStringLiteral", + "HelperNodes_Prompt", + "HelperNodes_SDXLCommonResolutions", + "HelperNodes_SamplerSelector", + "HelperNodes_SaveImage", + "HelperNodes_SchedulerSelector", + "HelperNodes_SeedSelector", + "HelperNodes_Steps", + "HelperNodes_StringLiteral", + "HelperNodes_VAESelector", + "HelperNodes_WidthHeight" + ], + { + "title_aux": "ComfyUI-Helper-Nodes" + } + ], + "https://github.com/thalismind/ComfyUI-Blend-Nodes": [ + [ + "BlendImageNode" + ], + { + "title_aux": "ComfyUI Blend Image Nodes" + } + ], + "https://github.com/thalismind/ComfyUI-LoadImageWithFilename": [ + [ + "CropImageByMask", + "LoadImageFolder", + "LoadImageWithFilename", + "SaveImageWithFilename" + ], + { + "title_aux": "ComfyUI LoadImageWithFilename" + } + ], + "https://github.com/thatname/Comfyui_CharaConsist": [ + [ + "BatchedMaskedReferenceGen", + "ConditioningMatchMask", + "ExtractAttn", + "GenConsistent", + "GetCrossSim", + "MaskToPatchMask", + "MasksToPatches", + "PreviewSubjectMask", + "ReferenceConditionCombine" + ], + { + "title_aux": "Comfyui_CharaConsist" + } + ], + "https://github.com/theAdamColton/ComfyUI-texflow-extension": [ + [ + "Load Texflow Depth Image", + "Save Texflow Image" + ], + { + "title_aux": "ComfyUI-texflow-extension" + } + ], + "https://github.com/theUpsider/ComfyUI-Styles_CSV_Loader": [ + [ + "Load Styles CSV", + "StylesCSVLoader" + ], + { + "title_aux": "Styles CSV Loader Extension for ComfyUI" + } + ], + "https://github.com/thecooltechguy/ComfyUI-MagicAnimate": [ + [ + "MagicAnimate", + "MagicAnimateModelLoader" + ], + { + "title_aux": "ComfyUI-MagicAnimate" + } + ], + "https://github.com/thecooltechguy/ComfyUI-Stable-Video-Diffusion": [ + [ + "SVDDecoder", + "SVDModelLoader", + "SVDSampler", + "SVDSimpleImg2Vid" + ], + { + "title_aux": "ComfyUI Stable Video Diffusion" + } + ], + "https://github.com/thedivergentai/divergent_nodes": [ + [ + "CLIPTokenCounter", + "DivergentGeminiNode", + "GeminiBatchProcess", + "ImageInfo", + "LoraStrengthXYPlot", + "MusiQNode", + "PreviewText", + "PromptCombiner", + "SaveImageEnhancedNode", + "StringToList" + ], + { + "title_aux": "Divergent Nodes" + } + ], + "https://github.com/theluminhub/ComfyUI-Lumin-Upload": [ + [ + "AssetManagerNode" + ], + { + "title_aux": "ComfyUI-Lumin-Upload" + } + ], + "https://github.com/theshubzworld/ComfyUI-FaceCalloutNode": [ + [ + "FaceCalloutEffect", + "IntegratedFaceComposite", + "IsolatedFaceCallout" + ], + { + "title_aux": "ComfyUI-FaceCalloutNode" + } + ], + "https://github.com/theshubzworld/ComfyUI-NvidiaCaptioner": [ + [ + "NvidiaCaptionerNode" + ], + { + "title_aux": "ComfyUI-NvidiaCaptioner" + } + ], + "https://github.com/theshubzworld/ComfyUI-SD3.5-Latent-Size-Picker": [ + [ + "FluxEmptyLatent", + "SD3_5EmptyLatent" + ], + { + "title_aux": "SD3.5 Empty Latent Size Picker" + } + ], + "https://github.com/theshubzworld/ComfyUI-TogetherVision": [ + [ + "Together Image \ud83c\udfa8", + "TogetherVisionBatchNode", + "TogetherVisionNode", + "TogetherVisionNode \ud83d\udd0d (Enhanced)" + ], + { + "title_aux": "Together Vision Node" + } + ], + "https://github.com/theshubzworld/ComfyUI-Universal-Latent": [ + [ + "UniversalLatent" + ], + { + "title_aux": "ComfyUI-Universal-Latent" + } + ], + "https://github.com/theshubzworld/ComfyUI-ollama_killer": [ + [ + "OllamaKiller" + ], + { + "title_aux": "ComfyUI-ollama_killer" + } + ], + "https://github.com/thezveroboy/ComfyUI-CSM-Nodes": [ + [ + "CSMTextToSpeech", + "CSMTextToSpeechWithContext", + "LoadAudioWithTranscription", + "LoadCSMCheckpoint", + "LoadCSMTokenizer" + ], + { + "title_aux": "ComfyUI-CSM-Nodes" + } + ], + "https://github.com/thezveroboy/ComfyUI-ClipReshaper": [ + [ + "CR_ConditioningAssertDim", + "CR_ConditioningInspect", + "CR_ConditioningLinearProject", + "CR_ConditioningPadOrSlice", + "CR_SDXLMetadataEnsure" + ], + { + "title_aux": "ComfyUI-ClipReshaper" + } + ], + "https://github.com/thezveroboy/ComfyUI-LoadRandomText": [ + [ + "LoadRandomTextClassic", + "LoadRandomTextSeed", + "LoadRandomTextShuffle" + ], + { + "title_aux": "ComfyUI-LoadRandomText" + } + ], + "https://github.com/thezveroboy/ComfyUI-WAN-ClipSkip": [ + [ + "CLIPSkip" + ], + { + "title_aux": "ComfyUI-WAN-ClipSkip" + } + ], + "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle": [ + [ + "KleinMultiAnglePrompt" + ], + { + "title_aux": "ComfyUI-klein4-9multiangle" + } + ], + "https://github.com/thezveroboy/ComfyUI-lut": [ + [ + "ImageToLUT" + ], + { + "title_aux": "ComfyUI-LUT" + } + ], + "https://github.com/thezveroboy/ComfyUI_ACE-Step-zveroboy": [ + [ + "ACEModelLoaderZveroboy", + "ACEStepEditZveroboy", + "ACEStepExtendZveroboy", + "ACEStepGenerateZveroboy", + "ACEStepRepaintZveroboy" + ], + { + "title_aux": "ComfyUI_ACE-Step-zveroboy" + } + ], + "https://github.com/thezveroboy/comfyui-RandomPromptsZveroboy": [ + [ + "RandomPromptsZveroboy" + ], + { + "title_aux": "comfyui-RandomPromptsZveroboy" + } + ], + "https://github.com/thezveroboy/comfyui-random-image-loader": [ + [ + "LoadRandomImage" + ], + { + "title_aux": "ComfyUI Random Image Loader" + } + ], + "https://github.com/thimpat/ThimPatUtils": [ + [ + "CalculateAndDisplay", + "CalculateVideoFrameCount", + "ExtractAudioInfo", + "IntToFloatConverter", + "LoadPathToAudioInfo", + "ResizeVideoFrames" + ], + { + "title_aux": "ComfyUI Multimedia Utilities" + } + ], + "https://github.com/thrakotool/ComfyUI-KiraLoraEQ": [ + [ + "KiraLora_EQ" + ], + { + "title_aux": "ComfyUI-KiraLoraEQ" + } + ], + "https://github.com/tianguanggliu/Utools": [ + [ + "UTools" + ], + { + "title_aux": "comfyui-utools" + } + ], + "https://github.com/tiankuan93/ComfyUI-V-Express": [ + [ + "Load_Audio_Path", + "Load_Audio_Path_From_Video", + "Load_Image_Path", + "Load_Kps_Path", + "Load_Kps_Path_From_Video", + "Load_Video_Path", + "VEINTConstant", + "VEPreview_Video", + "VEStringConstant", + "V_Express_Loader", + "V_Express_Sampler" + ], + { + "title_aux": "V-Express: Conditional Dropout for Progressive Training of Portrait Video Generation" + } + ], + "https://github.com/tianlang0704/ComfyUI-StableProjectorzBridge": [ + [ + "ProjectorzControlnetInput", + "ProjectorzControlnetParameter", + "ProjectorzInitInput", + "ProjectorzOutput", + "ProjectorzParameter", + "ProjectorzStringToFloat", + "ProjectorzStringToInt" + ], + { + "title_aux": "Stable Projectorz Bridge" + } + ], + "https://github.com/tianyuw/ComfyUI-LLM-API": [ + [ + "PromptWithImage" + ], + { + "title_aux": "Custom nodes for llm chat with optional image input" + } + ], + "https://github.com/tigeryy2/comfyui-structured-outputs": [ + [ + "AttributeNode", + "AttributeToTextNode", + "StructuredOutputNode" + ], + { + "title_aux": "ComfyUI Structured Outputs" + } + ], + "https://github.com/tighug/comfyui-eagle-feeder": [ + [ + "EagleFeederAnimatedWebp", + "EagleFeederMp4", + "EagleFeederPng" + ], + { + "title_aux": "ComfyUI Eagle Feeder" + } + ], + "https://github.com/tighug/comfyui-rating-checker": [ + [ + "RatingCheckerGantMan", + "RatingCheckerMarqo", + "RatingCheckerNudeNet" + ], + { + "title_aux": "ComfyUI Rating Checker" + } + ], + "https://github.com/tj5miniop/VRAM_Fix_Comfy": [ + [ + "VRAMOverrideNode" + ], + { + "title_aux": "VRAM_Fix_Comfy" + } + ], + "https://github.com/tkreuziger/comfyui-claude": [ + [ + "Combine Texts", + "Describe Image", + "Transform Text" + ], + { + "title_aux": "ComfyUI and Claude" + } + ], + "https://github.com/tmagara/ComfyUI-Prediction-Boost": [ + [ + "PredictionBoost" + ], + { + "title_aux": "ComfyUI-Prediction-Boost" + } + ], + "https://github.com/tmode-1960/TA-ComfyUI-Nodes-Pack": [ + [ + "TAEbuLMStudioLoadModel", + "TAEbuLMStudioUnload", + "TAEbuLMStudioVisionRequest", + "TAFilenameGenerator", + "TALMStudioLoadOnRun", + "TALMStudioLoadedModels", + "TALMStudioModelSelector", + "TALMStudioSmartLoader", + "TALoadCheckpointModelWithName", + "TALoadDiffusionModelWithName", + "TALoadGGUFModelWithName", + "TAPromptController", + "TASaveImageWithPrompt", + "ta_captioning" + ], + { + "title_aux": "TA-ComfyUI-Nodes-Pack" + } + ], + "https://github.com/tocubed/ComfyUI-AudioReactor": [ + [ + "AudioFrameTransformBeats", + "AudioFrameTransformShadertoy", + "AudioLoadPath", + "Shadertoy" + ], + { + "title_aux": "ComfyUI-AudioReactor" + } + ], + "https://github.com/tocubed/ComfyUI-EvTexture": [ + [ + "EVTEventsToImage", + "EVTLoadEvTextureModel", + "EVTTextureUpscaleVideo", + "EVTVideoToEvents" + ], + { + "title_aux": "ComfyUI-EvTexture" + } + ], + "https://github.com/tomudo/ComfyUI-ascii-art": [ + [ + "ImageToAscii" + ], + { + "author": "dfl", + "description": "CLIP text encoder that does BREAK prompting like A1111", + "nickname": "CLIP with BREAK", + "title": "CLIP with BREAK syntax", + "title_aux": "ComfyUI-ascii-art" + } + ], + "https://github.com/tooldigital/ComfyUI-Yolo-Cropper": [ + [ + "ToolYoloCropper" + ], + { + "title_aux": "Easy automatic (square) image cropper using Yolo" + } + ], + "https://github.com/tori29umai0123/ComfyUI-Model_Downloader": [ + [ + "HuggingFaceDirectoryDownloader", + "ModelDownloader", + "ModelDownloaderFromINI" + ], + { + "title_aux": "ComfyUI-Model_Downloader" + } + ], + "https://github.com/toxicwind/ComfyUI-TTools": [ + [ + "TTools Extract JSON", + "TTools SD3 Resolution Solver", + "TToolsExtractJson", + "TToolsSD3ResolutionSolver" + ], + { + "title_aux": "TTools for ComfyUI" + } + ], + "https://github.com/toyxyz/ComfyUI_rgbx_Wrapper": [ + [ + "rgb2x" + ], + { + "title_aux": "ComfyUI_rgbx_Wrapper" + } + ], + "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes": [ + [ + "CaptureWebcam", + "ComfyCoupleMask", + "ComfyCoupleRegion", + "ComfyCoupleRegionExtractor", + "ComfyCoupleRegionVisualizer", + "Depth to normal", + "Depth_to_normal", + "Direct Screen Capture", + "Direct_screenCap", + "Export glb", + "Export_glb", + "ImageResize_Padding", + "JoinPose", + "LatentDelay", + "Load Random Text From File", + "LoadWebcamImage", + "Load_Random_Text_From_File", + "OpenposeEditorNode", + "PoseKeypointToCoordStr", + "PoseToMaskNode", + "Pose_Inter", + "Remove noise", + "Remove_noise", + "SaveImagetoPath", + "VisualAreaMask" + ], + { + "title_aux": "ComfyUI_toyxyz_test_nodes" + } + ], + "https://github.com/tpc2233/ComfyUI-Z-Image-Turbo": [ + [ + "ZImageLoader", + "ZImageSampler" + ], + { + "title_aux": "ComfyUI-Z-Image-Turbo" + } + ], + "https://github.com/tppp2806/ComfyUI-YoloTrack": [ + [ + "MaskCropExtractNode", + "YOLODetectionNode", + "YOLOTrackingNode" + ], + { + "title_aux": "ComfyUI-YoloTrack" + } + ], + "https://github.com/transcendedhacker/Mode_personal_node": [ + [ + "NegativePromptNode", + "PromptComposerNode" + ], + { + "title_aux": "Mode_personal_node" + } + ], + "https://github.com/traugdor/ComfyUI-Riffusion": [ + [ + "RiffusionNode", + "RiffusionToBatchNode" + ], + { + "title_aux": "ComfyUI-Riffusion" + } + ], + "https://github.com/traugdor/ComfyUI-UltimateSDUpscale-GGUF": [ + [ + "UltimateSDUpscaleGGUF" + ], + { + "title_aux": "ComfyUI-UltimateSDUpscale-GGUF" + } + ], + "https://github.com/traugdor/ComfyUI-quadMoons-nodes": [ + [ + "AnimateDiff Script", + "Apply ControlNet Stack", + "Control Net Stacker", + "Eff. Loader SDXL", + "Efficient Loader", + "HighRes-Fix Script", + "Image Overlay", + "Join XY Inputs of Same Type", + "KSampler (Efficient)", + "KSampler Adv. (Efficient)", + "KSampler SDXL (Eff.)", + "LatentUpscaler", + "LoRA Stack to String converter", + "LoRA Stacker", + "Manual XY Entry Info", + "NNLatentUpscale", + "NNlLatentUpscale", + "Noise Control Script", + "Pack SDXL Tuple", + "Tiled Upscaler Script", + "Unpack SDXL Tuple", + "XY Input: Add/Return Noise", + "XY Input: Aesthetic Score", + "XY Input: CFG Scale", + "XY Input: Checkpoint", + "XY Input: Clip Skip", + "XY Input: Control Net", + "XY Input: Control Net Plot", + "XY Input: Denoise", + "XY Input: LoRA", + "XY Input: LoRA Plot", + "XY Input: LoRA Stacks", + "XY Input: Manual XY Entry", + "XY Input: Prompt S/R", + "XY Input: Refiner On/Off", + "XY Input: Sampler/Scheduler", + "XY Input: Seeds++ Batch", + "XY Input: Steps", + "XY Input: VAE", + "XY Plot", + "quadmoonBatchFromLatent", + "quadmoonCLIPTextEncode", + "quadmoonCLIPTextEncode2", + "quadmoonChangeBackground", + "quadmoonConvertBoolToString", + "quadmoonConvertFloatToString", + "quadmoonConvertImageToPrompt", + "quadmoonConvertIntToString", + "quadmoonConvertNormalizeHW", + "quadmoonConvertNumberToString", + "quadmoonINTConditionalOperation", + "quadmoonKSampler", + "quadmoonKSamplerAdvanced", + "quadmoonKSamplerBatched", + "quadmoonLatentImage", + "quadmoonLoadConfigs", + "quadmoonModelLoader", + "quadmoonRotationalSampler", + "quadmoonSaveNeg", + "quadmoonSavePrompt", + "quadmoonSmartNeg", + "quadmoonSmartPrompt", + "quadmoonThebutton" + ], + { + "author": "quadmoon (https://github.com/traugdor)", + "description": "These are just some nodes I wanted and couldn't find where anyone else had made them yet.", + "nickname": "quadmoon's Nodes", + "title": "quadmoon's ComfyUI nodes", + "title_aux": "quadmoon's ComfyUI nodes" + } + ], + "https://github.com/tritant/ComfyUI-Advanced-Photo-Grain": [ + [ + "FreqSeparationSharpen", + "PhotoFilmGrain" + ], + { + "title_aux": "Advanced Photo Grain" + } + ], + "https://github.com/tritant/ComfyUI_CreaPrompt": [ + [ + "CSL", + "CreaPrompt", + "CreaPrompt List", + "CreaPrompt_0", + "CreaPrompt_1", + "CreaPrompt_2", + "CreaPrompt_3", + "CreaPrompt_4" + ], + { + "title_aux": "ComfyUI-CreaPrompt" + } + ], + "https://github.com/tritant/ComfyUI_Custom_Switch": [ + [ + "AutomaticImageSwitcher", + "OrchestratorNodeGroupBypasser", + "OrchestratorNodeGroupMuter", + "OrchestratorNodeMuter", + "OrchestratorNodeToogle" + ], + { + "title_aux": "ComfyUI_Custom_Switch" + } + ], + "https://github.com/tritant/ComfyUI_Flux_Block_Lora_Merger": [ + [ + "FluxBlockLoraMerger" + ], + { + "title_aux": "Flux Block LoRA Merger" + } + ], + "https://github.com/tritant/ComfyUI_Flux_Lora_Merger": [ + [ + "FluxLoraMerger" + ], + { + "title_aux": "Flux LoRA Merger" + } + ], + "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter": [ + [ + "ConvertToNVFP4" + ], + { + "title_aux": "ComfyUI_Kitchen_nvfp4_Converter" + } + ], + "https://github.com/tritant/ComfyUI_Layers_Utility": [ + [ + "LayerSystem" + ], + { + "title_aux": "Layers System" + } + ], + "https://github.com/tritant/ComfyUI_Relight_Img": [ + [ + "RelightNode" + ], + { + "title_aux": "Advanced_Relight_Img" + } + ], + "https://github.com/tritant/ComfyUI_Remove_Banding_Artifacts": [ + [ + "ResampleBandingFix" + ], + { + "title_aux": "Remove Banding Artifacts" + } + ], + "https://github.com/tritant/ComfyUI_SuperScaler": [ + [ + "SuperScaler_Pipeline" + ], + { + "title_aux": "SuperScaler" + } + ], + "https://github.com/trojblue/trNodes": [ + [ + "trColorCorrection", + "trLayering", + "trRouter", + "trRouterLonger" + ], + { + "title_aux": "trNodes" + } + ], + "https://github.com/troyxmccall/ComfyUI-ScaleToTargetMegapixels": [ + [ + "ScaleToTargetMegapixels" + ], + { + "title_aux": "ComfyUI-ScaleToTargetMegapixels" + } + ], + "https://github.com/trumanwong/ComfyUI-NSFW-Detection": [ + [ + "NSFWDetection" + ], + { + "title_aux": "ComfyUI-NSFW-Detection" + } + ], + "https://github.com/trunksn1/comfyui-change-checkpoint-randomly": [ + [ + "BatchIndexCounter", + "CheckpointFilename", + "CheckpointRotation", + "CheckpointRotationSimple", + "CheckpointRotationWithCounter", + "SaveImageWithCheckpoint", + "SimpleCheckpointRotation", + "SimpleCounter" + ], + { + "title_aux": "ComfyUI Checkpoint Rotation Node" + } + ], + "https://github.com/tsogzark/ComfyUI-load-image-from-url": [ + [ + "LoadImageFromUrlOrPath" + ], + { + "title_aux": "ComfyUI-load-image-from-url" + } + ], + "https://github.com/ttulttul/Better-Gemini": [ + [ + "BetterGemini" + ], + { + "title_aux": "Better-Gemini" + } + ], + "https://github.com/ttulttul/ComfyUI-FlowMatching-Inverter": [ + [ + "LatentHybridInverter", + "MemoryDiagnosticsPassThrough", + "QwenRectifiedFlowInverter" + ], + { + "title_aux": "ComfyUI Qwen Rectified Flow Tools" + } + ], + "https://github.com/ttulttul/ComfyUI-FlowMatching-Upscaler": [ + [ + "DyPEFlux2", + "DyPEQwenImage", + "FlowMatchingProgressiveUpscaler", + "FlowMatchingStage", + "FlowMatchingStageMerge", + "FlowMatchingStagePrep", + "LatentUpscaleAdvanced" + ], + { + "title_aux": "ComfyUI-FlowMatching-Upscaler" + } + ], + "https://github.com/ttulttul/ComfyUI-Iterative-Mixer": [ + [ + "Batch Unsampler", + "Iterative Mixing KSampler", + "Iterative Mixing KSampler Advanced", + "IterativeMixingSampler", + "IterativeMixingScheduler", + "IterativeMixingSchedulerAdvanced", + "Latent Batch Comparison Plot", + "Latent Batch Statistics Plot", + "MixingMaskGenerator" + ], + { + "title_aux": "ComfyUI Iterative Mixing Nodes" + } + ], + "https://github.com/ttulttul/ComfyUI-Taylor-Attention": [ + [ + "ClockedSweepValues", + "Combinations", + "Flux2TTRController", + "Flux2TTRControllerTrainer", + "Flux2TTRTrainer", + "Flux2TTRTrainingParameters", + "LoadPromptListFromJSON", + "RandomSeedBatch" + ], + { + "title_aux": "ComfyUI-Taylor-Attention" + } + ], + "https://github.com/ttulttul/ComfyUI-Tensor-Operations": [ + [ + "Fast Image to Noise", + "Image Match Normalize", + "Latent Match Normalize" + ], + { + "title_aux": "ComfyUI-Tensor-Operations" + } + ], + "https://github.com/ttulttul/Skoogeer-Noise": [ + [ + "CombineLatentPhaseMagnitude", + "ConditioningAddNoise", + "ConditioningFrequencyMerge", + "ConditioningFrequencySplit", + "ConditioningGaussianBlur", + "ConditioningScale", + "FluidImageAdvection", + "FluidLatentAdvection", + "FrequencySelectiveStructuredNoise", + "ImageAddNoise", + "ImageBatchToLatent", + "ImageFractalBrownianMotion", + "ImageMeshDrag", + "ImageNoise", + "ImagePerlinFractalNoise", + "ImageReactionDiffusion", + "ImageSimplexNoise", + "ImageSmokeSimulation", + "ImageSwirlNoise", + "ImageWorleyNoise", + "LatentAddNoise", + "LatentChannelLinearTransform", + "LatentChannelMerge", + "LatentChannelNonlinearTransform", + "LatentChannelStatsPreview", + "LatentForwardDiffusion", + "LatentFractalBrownianMotion", + "LatentFrequencyMerge", + "LatentFrequencySplit", + "LatentGaussianBlur", + "LatentMeshDrag", + "LatentNoise", + "LatentPackedSlotTransform", + "LatentPerlinFractalNoise", + "LatentReactionDiffusion", + "LatentSimplexNoise", + "LatentSmokeSimulation", + "LatentSwirlNoise", + "LatentToImage", + "LatentWorleyNoise", + "PatchifyFlux2Latent", + "SplitLatentPhaseMagnitude", + "UnpatchifyFlux2Latent" + ], + { + "title_aux": "Skoogeer-Noise" + } + ], + "https://github.com/tuki0918/ComfyUI_Cooldown_Node": [ + [ + "CooldownImageNode", + "CooldownIntNode", + "CooldownStringNode" + ], + { + "title_aux": "ComfyUI_Cooldown_Node" + } + ], + "https://github.com/tuki0918/comfyui-image-expand-nodes": [ + [ + "ImageExpandMerger", + "ImageExpandNoiser", + "ImageExpandOption" + ], + { + "title_aux": "comfyui-image-expand-nodes" + } + ], + "https://github.com/tuki0918/comfyui-image-tiled-nodes": [ + [ + "TiledImageMerger", + "TiledImageSplitter" + ], + { + "title_aux": "comfyui-image-tiled-nodes" + } + ], + "https://github.com/tumbowungus/MultiMaskCouple": [ + [ + "MaskedRegionCond", + "MultiMaskCouple" + ], + { + "title_aux": "MultiMaskCouple" + } + ], + "https://github.com/tungdop2/Comfyui_face_restorer": [ + [ + "FaceRestorer", + "FaceRestorerLoader" + ], + { + "title_aux": "Face Restorer for ComfyUI" + } + ], + "https://github.com/tungdop2/Comfyui_joy-caption-alpha-two": [ + [ + "JoyCaptioner" + ], + { + "title_aux": "Joy Caption Alpha Two for ComfyUI" + } + ], + "https://github.com/turkyden/ComfyUI-SmartCrop": [ + [ + "ImageSmartCrop" + ], + { + "title_aux": "ComfyUI-SmartCrop" + } + ], + "https://github.com/turnbros/ComfyBros": [ + [ + "ComfyBros_DictGet", + "ComfyBros_EndpointConfiguration", + "ComfyBros_GenerateImage", + "ComfyBros_GenerateImageAPI", + "ComfyBros_ImageBatchCombiner", + "ComfyBros_ImageBatchSplitter", + "ComfyBros_ImageBatchToGIF", + "ComfyBros_ImageToImage", + "ComfyBros_IntegerCompare", + "ComfyBros_IntegerConstant", + "ComfyBros_IntegerMath", + "ComfyBros_JsonParse", + "ComfyBros_LoraDiscovery", + "ComfyBros_MediaUpload", + "ComfyBros_ModuleManagement", + "ComfyBros_OllamaConfiguration", + "ComfyBros_OllamaConnection", + "ComfyBros_OllamaConverse", + "ComfyBros_SDXLLORAPrompter", + "ComfyBros_TextConcatenate", + "ComfyBros_TextStorage", + "ComfyBros_TextTemplate", + "ComfyBros_TextToVideo", + "ComfyBros_WAN22GenerateVideo", + "ComfyBros_WAN22UpscaleImage" + ], + { + "title_aux": "ComfyBros - Custom ComfyUI Nodes" + } + ], + "https://github.com/tusharbhutt/Endless-Nodes": [ + [ + "BatchNegativePrompts", + "Eight_Input_Int_Switch", + "Eight_Input_Int_Switch_Widget", + "Eight_Input_Text_Switch", + "EndlessReplicateLatents", + "FluxBatchPrompts", + "FluxKontextBatchPrompts", + "Four_Input_Int_Switch", + "Four_Input_Int_Switch_Widget", + "Four_Input_Text_Switch", + "ImageComplexityScorer", + "ImageNoveltyScorer", + "Image_saver", + "PromptCounter", + "Random_Prompt_Multipicker", + "Random_Prompt_Selector", + "Randomizer_Chaos", + "Randomizer_Mayhem", + "Randomizer_Pandemonium", + "SDXLBatchPrompts", + "SimpleBatchPrompts", + "Six_Input_Int_Switch", + "Six_Input_Int_Switch_Widget", + "Six_Input_Text_Switch" + ], + { + "title_aux": "Endless \ufe0f\ud83c\udf0a\u2728 Nodes" + } + ], + "https://github.com/twri/sdxl_prompt_styler": [ + [ + "SDXLPromptStyler", + "SDXLPromptStylerAdvanced" + ], + { + "title_aux": "SDXL Prompt Styler" + } + ], + "https://github.com/ty0x2333/ComfyUI-Dev-Utils": [ + [ + "TY_ExecutionTime", + "TY_UploadAnything", + "TY_UrlDownload" + ], + { + "title_aux": "ComfyUI-Dev-Utils" + } + ], + "https://github.com/u5dev/comfyUI_u5_VramFREE": [ + [ + "SequentialCLIPLoaderSimple", + "SequentialCheckpointLoader", + "SequentialLoRALoader", + "SequentialVAELoaderSimple", + "VRAMFree" + ], + { + "title_aux": "u5 FreeVRAM - Memory Management" + } + ], + "https://github.com/uarefans/ComfyUI-Fans": [ + [ + "Fans Prompt Styler Negative", + "Fans Prompt Styler Positive", + "Fans Styler", + "Fans Text Concatenate" + ], + { + "title_aux": "ComfyUI-Fans" + } + ], + "https://github.com/ubisoft/ComfyUI-Chord": [ + [ + "ChordLoadModel", + "ChordMaterialEstimation", + "ChordNormalToHeight" + ], + { + "title_aux": "ComfyUI-Chord" + } + ], + "https://github.com/ucloud/comfyui-plugin": [ + [ + "Gemini Pro Image (Nano Banana Pro)", + "ModelVerse Image Packer", + "Modelverse FluxDevNode", + "Modelverse FluxKontextMaxNode", + "Modelverse FluxKontextMaxT2INode", + "Modelverse FluxKontextProNode", + "Modelverse FluxKontextProT2INode", + "Modelverse GPTImage1EditNode", + "Modelverse GPTImage1Node", + "Modelverse QwenImageEditNode", + "Modelverse QwenImageT2INode", + "Modelverse Step1xEditNode", + "ModelverseChat", + "ModelverseInputFiles", + "Modelverse_PreviewVideo", + "Modelverse_WanAII2V", + "Modelverse_WanAIT2V", + "NanoBanana", + "Sora_Img2Video", + "Sora_Text2Video", + "UCloud ModelVerse Client", + "Vidu_Extend", + "Vidu_Img2Video", + "Vidu_Reference2Video", + "Vidu_StartEnd2Video", + "Vidu_Text2Video" + ], + { + "title_aux": "ComfyUl-UCloud" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Claude-VAE": [ + [ + "ClaudeSmartVAEDecode" + ], + { + "title_aux": "ComfyUI-Claude-VAE" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Gemini-VAE-Fix": [ + [ + "GeminiSmartVAEDecode" + ], + { + "title_aux": "ComfyUI-Gemini-VAE-Fix" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Grok-SmartVAE": [ + [ + "UniversalSmartVAEDecode", + "UniversalSmartVAEVideoDecode" + ], + { + "title_aux": "ComfyUI-Grok-SmartVAE" + } + ], + "https://github.com/uczensokratesa/ComfyUI-UniversalSmartVAE": [ + [ + "TemporalVAEDecode" + ], + { + "title_aux": "ComfyUI-UniversalSmartVAE" + } + ], + "https://github.com/uetuluk/comfyui-webcam-node": [ + [ + "webcam_capture_node" + ], + { + "title_aux": "comfyui-webcam-node" + } + ], + "https://github.com/uihp/ComfyUI-String-Chain": [ + [ + "String Chain", + "String Concat", + "String Toggle", + "String Toggle (Multiline)" + ], + { + "title_aux": "ComfyUI-String-Chain" + } + ], + "https://github.com/umiyuki/comfyui-pad-to-eight": [ + [ + "Pad To Eight" + ], + { + "title_aux": "ComfyUI Pad To Eight" + } + ], + "https://github.com/un-seen/comfyui-tensorops": [ + [ + "BackgroundSelect", + "ChannelSelector", + "DownloadAndLoadFlorence2Model", + "DownloadAndLoadSAM2Model", + "FaceSwap", + "FalDifferentialDiffusion", + "FalDiffusion", + "FetchFromRedis", + "FetchJsonFromSurreal", + "Florence2Run", + "Florence2toCoordinates", + "ForegroundMask", + "GetLayerMask", + "MaskImage", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints", + "SaveImageToS3", + "SaveJsonToSurreal", + "SaveTextToSurreal", + "SaveToRedis", + "SendImageOnWebSocket", + "SendJsonOnWebSocket", + "SeparateMask" + ], + { + "title_aux": "comfyui-tensorop" + } + ], + "https://github.com/un-seen/comfyui_segment_anything_plus": [ + [ + "GroundingDinoModelLoader (segment anything plus)", + "GroundingDinoSAMSegment (segment anything plus)", + "InvertMask (segment anything plus)", + "IsMaskEmpty (segment anything plus)", + "SAMModelLoader (segment anything plus)" + ], + { + "title_aux": "ComfyUI Segment Anything" + } + ], + "https://github.com/unicough/comfy_openai_image_api": [ + [ + "OpenAI Image API" + ], + { + "title_aux": "OpenAI Image API with gpt-image-1" + } + ], + "https://github.com/unwdef/unwdef-nodes-comfyui": [ + [ + "RandomTextFromMultiline", + "RandomizeLoras", + "RandomizeLorasStack", + "TextMultilineWithVariables" + ], + { + "title_aux": "unwdef-nodes" + } + ], + "https://github.com/upseem/comfyui_sun_nodes": [ + [ + "SunxAI_BatchImageLoopCloseChen", + "SunxAI_BatchImageLoopOpenChen" + ], + { + "title_aux": "SunxAI Custom Nodes for ComfyUI" + } + ], + "https://github.com/upseem/comfyui_sunxAI_facetools": [ + [ + "ApplyInstantID", + "ColorAdjustNew(FaceParsing)", + "CropFaces", + "DetectFaceByIndex", + "DetectFaces", + "Example", + "InstantIDFaceAnalysis", + "InstantIDModelLoader", + "LoadFaceEmbeds", + "SaveFaceEmbeds", + "SaveImageWebsocketNew", + "SelectFloatByBool", + "VAEDecodeNew", + "VAEEncodeNew", + "WarpFacesBack" + ], + { + "title_aux": "comfyui_sunxAI_facetools" + } + ], + "https://github.com/usrname0/comfyui-holdup": [ + [ + "HoldUp" + ], + { + "title_aux": "comfyui-holdup" + } + ], + "https://github.com/ussoewwin/ComfyUI-DistorchMemoryManager": [ + [ + "DisTorchPurgeVRAMV2", + "MemoryManager", + "ModelPatchMemoryCleaner", + "PatchSageAttentionDM" + ], + { + "title_aux": "ComfyUI-DistorchMemoryManager" + } + ], + "https://github.com/ussoewwin/ComfyUI-NunchakuFluxLoraStacker": [ + [ + "FastGroupsBypasserV2", + "FluxLoraMultiLoader", + "ModelPatchLoaderCustom" + ], + { + "title_aux": "ComfyUI-NunchakuFluxLoraStacker" + } + ], + "https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader": [ + [ + "NunchakuQwenImageLoraLoader", + "NunchakuQwenImageLoraStack" + ], + { + "title_aux": "ComfyUI-QwenImageLoraLoader" + } + ], + "https://github.com/vadimcro/VKRiez-Edge": [ + [ + "VKriezEnhancedEdgePreprocessor", + "VKriezHybridEdgePreprocessor" + ], + { + "title_aux": "VKRiez-Edge" + } + ], + "https://github.com/vahidzxc/va-nodes": [ + [ + "VA_Seed" + ], + { + "title_aux": "va-nodes" + } + ], + "https://github.com/vahlok-alunmid/ComfyUI-ExtendIPAdapterClipVision": [ + [ + "EXTEND_CLIP_VISION_INPUT_SIZE", + "IPAdapterAdvancedSizeAware" + ], + { + "title_aux": "ComfyUI-ExtendIPAdapterClipVision" + } + ], + "https://github.com/vaishnav-vn/va1": [ + [ + "RandomAspectRatioMask" + ], + { + "title_aux": "va1" + } + ], + "https://github.com/valofey/Openrouter-Node": [ + [ + "OpenrouterNode" + ], + { + "title_aux": "OpenRouter Node" + } + ], + "https://github.com/vanche1212/ComfyUI-InspireMusic": [ + [ + "InspireMusicTextToMusic" + ], + { + "title_aux": "ComfyUI InspireMusic Plugin" + } + ], + "https://github.com/vanche1212/ComfyUI-ZMG-Nodes": [ + [ + "API Request Node", + "CombineImageAudioToVideoNode", + "Empty Image Node", + "JSON Builder Node", + "JSON Parser Node", + "JsonBuilderNode", + "LoadAudioFromUrlNode", + "LoadImageFromUrlNode", + "MultilinePromptNode", + "OSSUploadNode", + "RemoveEmptyLinesNode", + "SaveVideoRGBA", + "TextToImageNode" + ], + { + "title_aux": "ZMG PLUGIN" + } + ], + "https://github.com/vanillacode314/SimpleWildcardsComfyUI": [ + [ + "SimpleConcat", + "SimpleWildcard" + ], + { + "author": "VanillaCode314", + "description": "A simple wildcard node for ComfyUI. Can also be used a style prompt node.", + "nickname": "Simple Wildcard", + "title": "Simple Wildcard", + "title_aux": "Simple Wildcard" + } + ], + "https://github.com/vantagewithai/Vantage-DreamOmni2": [ + [ + "TextEncodeDreamOmni2", + "VantageAdaptiveImageGrid" + ], + { + "title_aux": "Vantage-DreamOmni2" + } + ], + "https://github.com/vantagewithai/Vantage-DyPE": [ + [ + "VantageFluxDyPEPatch" + ], + { + "title_aux": "Vantage-DyPE" + } + ], + "https://github.com/vantagewithai/Vantage-HunyuanFoley": [ + [ + "HunyuanFoleyDenoiser", + "HunyuanFoleyVAEDecode", + "HunyuanTextEncode", + "HunyuanVisualEncode" + ], + { + "title_aux": "Vantage-HunyuanFoley" + } + ], + "https://github.com/vantagewithai/Vantage-Nodes": [ + [ + "AdvancedCalculator", + "AppendImageBatch", + "AppendLatentBatch", + "CastAnyToIntStringFloat", + "ConditionalPassThrough", + "DelimiterSplit", + "IndexWrap", + "JoinImageBatch", + "JoinLatentBatch", + "PromptSceneRouter", + "QwenTTSModelDownloader", + "QwenTTSMultiSpeakerNode", + "QwenTTSSpeakerBankNode", + "QwenTTSVoiceClonePromptNode", + "QwenTTSVoiceDesignNode", + "RegexFilter", + "StringJoiner", + "StringListIndex", + "StringListRandom", + "StringListStepper", + "SwitchAny", + "SwitchAnyByIndex", + "SwitchImageByIndex", + "SwitchLatentByIndex", + "ValidateImageShape", + "VantageGGUFLoader", + "VantageWanBlockSwap" + ], + { + "title_aux": "Vantage-Nodes" + } + ], + "https://github.com/vantagewithai/Vantage-Step-Audio-EditX": [ + [ + "EditXModelLoader", + "EditXMultiVoiceCloner", + "EditXSingleVoiceCloner", + "EditXSingleVoiceClonerFromPath", + "EditXSingleVoiceEditor", + "EditXSingleVoiceEditorFromPath", + "LoadSpeakers" + ], + { + "title_aux": "Vantage-Step-Audio-EditX" + } + ], + "https://github.com/vantagewithai/VantageLongWanVideo": [ + [ + "VantageI2VDualLooper", + "VantageI2VSingleLooper", + "VantageProject" + ], + { + "title_aux": "Vantage Long Wan Video" + } + ], + "https://github.com/var1ableX/ComfyUI_Accessories": [ + [ + "ACC_AnyCast", + "AccMakeListNode", + "GetMaskDimensions", + "GetRandomDimensions", + "isImageEmpty", + "isMaskEmpty" + ], + { + "title_aux": "ComfyUI_Accessories" + } + ], + "https://github.com/vault-developer/comfyui-image-blender": [ + [ + "ImageBlender" + ], + { + "title_aux": "ImageBlender" + } + ], + "https://github.com/veighnsche/comfyui_gr85": [ + [ + "GR85_ImageDimensionResizer", + "GR85_ImageSizer", + "GR85_ImageSizerAll", + "GR85_NextSeed", + "GR85_RandomFloat", + "GR85_RandomInt", + "GR85_RandomRatio", + "GR85_SeedBasedOutputSelector", + "GR85_SimpleWildcardPicker", + "GR85_TagInjector", + "GR85_TagInjectorDuo", + "GR85_TagInjectorLarge", + "GR85_TagInjectorSingle" + ], + { + "title_aux": "comfyui_gr85" + } + ], + "https://github.com/vekitan55/SimpleFlux1Merger": [ + [ + "ExpertFlux1Merge", + "SimplifiedFlux1Merge" + ], + { + "title_aux": "Simple Flux.1 Merger for ComfyUI" + } + ], + "https://github.com/verIdyia/ComfyUI-Qwen-Image-DF11": [ + [ + "DFloat11QwenImageLoader", + "QwenImageAspectRatio", + "QwenImageDecode", + "QwenImagePresetSampler", + "QwenImageSampler", + "QwenImageTextEncode" + ], + { + "title_aux": "ComfyUI Qwen-Image DFloat11 Nodes" + } + ], + "https://github.com/victorchall/comfyui_webcamcapture": [ + [ + "WebcamCapture" + ], + { + "title_aux": "Comfyui Webcam capture node" + } + ], + "https://github.com/vienteck/ComfyUI-Chat-GPT-Integration": [ + [ + "ChatGptPrompt" + ], + { + "title_aux": "ComfyUI-Chat-GPT-Integration" + } + ], + "https://github.com/violet-chen/comfyui-psd2png": [ + [ + "Psd2Png", + "StringInsert" + ], + { + "title_aux": "comfyui-psd2png" + } + ], + "https://github.com/violet0927/ComfyUI-HuggingFaceLoraUploader": [ + [ + "HuggingFaceLoraUploader", + "ModelScopeLoraUploader" + ], + { + "title_aux": "Hugging Face LoRA Uploader" + } + ], + "https://github.com/viperyl/ComfyUI-RGT": [ + [ + "RGT Upscale", + "RGT_Upscale" + ], + { + "title_aux": "ComfyUI-RGT" + } + ], + "https://github.com/visualbruno/ComfyUI-Hunyuan3d-2-1": [ + [ + "Hy3D21CameraConfig", + "Hy3D21ExportMesh", + "Hy3D21GenerateMultiViewsBatch", + "Hy3D21IMRemesh", + "Hy3D21LoadImageWithTransparency", + "Hy3D21LoadMesh", + "Hy3D21MeshGenerationBatch", + "Hy3D21MeshUVWrap", + "Hy3D21MeshlibDecimate", + "Hy3D21MultiViewsGeneratorWithMetaData", + "Hy3D21PostprocessMesh", + "Hy3D21ResizeImages", + "Hy3D21SimpleMeshlibDecimate", + "Hy3D21UseMultiViews", + "Hy3D21UseMultiViewsFromMetaData", + "Hy3D21VAEConfig", + "Hy3D21VAEDecode", + "Hy3D21VAELoader", + "Hy3DBakeMultiViews", + "Hy3DBakeMultiViewsWithMetaData", + "Hy3DHighPolyToLowPolyBakeMultiViewsWithMetaData", + "Hy3DInPaint", + "Hy3DMeshGenerator", + "Hy3DMultiViewsGenerator" + ], + { + "title_aux": "ComfyUI-Hunyuan3d-2-1" + } + ], + "https://github.com/visualbruno/ComfyUI-Trellis2": [ + [ + "Trellis2BatchSimplifyMeshAndExport", + "Trellis2Continue", + "Trellis2ExportMesh", + "Trellis2FillHolesWithMeshlib", + "Trellis2LoadImageWithTransparency", + "Trellis2LoadMesh", + "Trellis2LoadModel", + "Trellis2MeshRefiner", + "Trellis2MeshTexturing", + "Trellis2MeshWithVoxelAdvancedGenerator", + "Trellis2MeshWithVoxelGenerator", + "Trellis2MeshWithVoxelToMeshlibMesh", + "Trellis2MeshWithVoxelToTrimesh", + "Trellis2OvoxelExportToGLB", + "Trellis2PostProcess2", + "Trellis2PostProcessAndUnWrapAndRasterizer", + "Trellis2PostProcessMesh", + "Trellis2PreProcessImage", + "Trellis2ProgressiveSimplify", + "Trellis2ReconstructMesh", + "Trellis2Remesh", + "Trellis2RemeshWithQuad", + "Trellis2SimplifyMesh", + "Trellis2SimplifyTrimesh", + "Trellis2SmoothNormals", + "Trellis2TrimeshToMeshWithVoxel", + "Trellis2UnWrapAndRasterizer" + ], + { + "title_aux": "ComfyUI-Trellis2" + } + ], + "https://github.com/vivax3794/ComfyUI-Sub-Nodes": [ + [ + "VIV_Default", + "VIV_Subgraph", + "VIV_Subgraph_Inputs", + "VIV_Subgraph_Outputs" + ], + { + "title_aux": "ComfyUI-Sub-Nodes" + } + ], + "https://github.com/vivax3794/ComfyUI-Vivax-Nodes": [ + [ + "Any String", + "Chunk Up", + "Get Chunk", + "Inspect", + "Join Chunks", + "Model From URL" + ], + { + "title_aux": "ComfyUI-Vivax-Nodes" + } + ], + "https://github.com/vjumpkung/ComfyUI-Musubi-Tuner-LoRA-Loader": [ + [ + "MusubiTunerLoRALoaderModelOnly" + ], + { + "title_aux": "ComfyUI-Musubi-Tuner-LoRA-Loader" + } + ], + "https://github.com/vjumpkung/ComfyUI-STARWrapper": [ + [ + "STARVSRNode" + ], + { + "title_aux": "ComfyUI-STARWrapper" + } + ], + "https://github.com/vkff5833/ComfyUI-MobileClient": [ + [ + "MobileClient" + ], + { + "title_aux": "ComfyUI-MobileClient" + } + ], + "https://github.com/vkff5833/ComfyUI-PromptConverter": [ + [ + "PromptConverter", + "PromptConverterWithFilter" + ], + { + "title_aux": "ComfyUI-PromptConverter" + } + ], + "https://github.com/vladpro3/ComfyUI_BishaNodes": [ + [ + "CreatePromptsWithTextFromFile", + "EmptyLatentSizePicker", + "LoadDataFromFiles", + "SimpleSizePicker", + "WildcardReplace", + "WildcardReplaceFromFile" + ], + { + "title_aux": "ComfyUI_BishaNodes" + } + ], + "https://github.com/voxta-ai/ComfyUI-VoxtaNodes": [ + [ + "VoxtaExportCharacter", + "VoxtaFilterExistingCombinations", + "VoxtaOutputFolder" + ], + { + "title_aux": "Voxta ComfyUI Nodes" + } + ], + "https://github.com/vrgamegirl19/comfyui-vrgamedevgirl": [ + [ + "BeatImpactAnalysisNode", + "BeatSceneDurationNode", + "ColorMatchToReference", + "FastFilmGrain", + "FastLaplacianSharpen", + "FastSobelSharpen", + "FastUnsharpSharpen", + "IndexedImageFromFolder", + "SRTLyricsMerger", + "VRGDG_AudioCrop", + "VRGDG_AudioCropTime", + "VRGDG_AudioDelayByIndex", + "VRGDG_BuildVideoOutputPath_General", + "VRGDG_BuildVideoOutputPath_General_SRT", + "VRGDG_CalculateSetsFromAudio", + "VRGDG_CalculateSetsFromAudio_Queue", + "VRGDG_CleanAudio", + "VRGDG_CombinevideosV2", + "VRGDG_CombinevideosV3", + "VRGDG_CombinevideosV5", + "VRGDG_ConditionalLoadVideos", + "VRGDG_CreateFinalVideo", + "VRGDG_CreateFinalVideo_SRT", + "VRGDG_DisplayIndex", + "VRGDG_DurationIndexFloat", + "VRGDG_Extract_Frame_Number", + "VRGDG_GetFilenamePrefix", + "VRGDG_GetIndexNumber", + "VRGDG_GetRunIndexFromJson", + "VRGDG_HumoReminderNode", + "VRGDG_ImageIndexMap", + "VRGDG_ImageSwitch4", + "VRGDG_IndexedPromptChunker", + "VRGDG_IndexedPromptChunkerV2", + "VRGDG_LLM_OutputSaver", + "VRGDG_LLM_PromptBatcher", + "VRGDG_LoadAudioSplitDynamic", + "VRGDG_LoadAudioSplitUpload", + "VRGDG_LoadAudioSplit_General", + "VRGDG_LoadAudioSplit_HUMO", + "VRGDG_LoadAudioSplit_HUMO_Transcribe", + "VRGDG_LoadAudioSplit_HUMO_TranscribeV2", + "VRGDG_LoadAudioSplit_HUMO_TranscribeV3", + "VRGDG_LoadAudioSplit_SRTOnly", + "VRGDG_LoadAudioSplit_Wan22HumoFMML", + "VRGDG_LoadVideos", + "VRGDG_LyricsEmotionMerger", + "VRGDG_ManualLyricsExtractor", + "VRGDG_ManualLyricsExtractor_SRT", + "VRGDG_MusicVideoPromptCreator", + "VRGDG_MusicVideoPromptCreatorV2", + "VRGDG_MusicVideoPromptCreatorV3", + "VRGDG_NanoBananaPro", + "VRGDG_PadVideoWithLastFrame", + "VRGDG_PostRunIndexStepper", + "VRGDG_PromptSpitterWithIndex", + "VRGDG_PromptSplitter", + "VRGDG_PromptSplitter2", + "VRGDG_PromptSplitter4", + "VRGDG_PromptSplitterForFL", + "VRGDG_PromptSplitterForFMML", + "VRGDG_PromptSplitterForManual", + "VRGDG_PromptSplitterJson", + "VRGDG_PromptSplitterV2", + "VRGDG_PromptSplitterWithIndex", + "VRGDG_PromptSplitter_General", + "VRGDG_PromptTemplateBuilder", + "VRGDG_QueueTriggerFromAudio", + "VRGDG_RunStateLogger_SRT", + "VRGDG_SmartSplitTextTwo", + "VRGDG_SpeechEmotionExtractor", + "VRGDG_SplitPrompt_T2I_I2V", + "VRGDG_StoryBoardCreator", + "VRGDG_StringConcat", + "VRGDG_ThemeSplitter", + "VRGDG_TimecodeFromIndex", + "VRGDG_TranscribeText", + "VRGDG_TriggerCounter", + "VRGDG_TrimFinalClip", + "VRGDG_TrimImageBatch", + "VRGDG_TrimImageBatch_SRTOnly", + "VRGDG_VideoSplitter" + ], + { + "title_aux": "VRGameDevGirl Video Enhancement Nodes" + } + ], + "https://github.com/vsaan212/Vsaan212-workflow-utilities": [ + [ + "ComfyUI_ScenarioSelector", + "ComfyUI_subjectselector", + "OptionalSwitchLoRA", + "Vsaan_OptionalSwitchLoRA", + "Vsaan_ScenarioSelector", + "Vsaan_SubjectSelector", + "Vsaan_TextSplit" + ], + { + "title_aux": "Vsaan212-workflow-utilities" + } + ], + "https://github.com/vsevolod-oparin/comfyui-kandinsky22": [ + [ + "comfy-kandinsky22-decoder-loader", + "comfy-kandinsky22-hint-combiner", + "comfy-kandinsky22-image-encoder", + "comfy-kandinsky22-img-latents", + "comfy-kandinsky22-latents", + "comfy-kandinsky22-movq-decoder", + "comfy-kandinsky22-positive-text-encoder", + "comfy-kandinsky22-prior-averaging-2", + "comfy-kandinsky22-prior-averaging-3", + "comfy-kandinsky22-prior-averaging-4", + "comfy-kandinsky22-prior-loader", + "comfy-kandinsky22-text-encoder", + "comfy-kandinsky22-unet-decoder" + ], + { + "title_aux": "Kandinsky 2.2 ComfyUI Plugin" + } + ], + "https://github.com/vslinx/ComfyUI-vslinx-nodes": [ + [ + "vsLinx_AppendLorasFromNodeToString", + "vsLinx_BooleanAndOperator", + "vsLinx_BooleanFlip", + "vsLinx_BooleanOrOperator", + "vsLinx_BypassOnBool", + "vsLinx_FitImageIntoBBoxMask", + "vsLinx_ImpactMultilineWildcardText", + "vsLinx_LoadSelectedImagesBatch", + "vsLinx_LoadSelectedImagesList", + "vsLinx_MuteOnBool", + "vsLinx_UpscaleByFactorWithModel" + ], + { + "title_aux": "ComfyUI vsLinx Nodes" + } + ], + "https://github.com/vuhung3990/comfyui-nsfw-guard": [ + [ + "NSFWCheck" + ], + { + "title_aux": "NSFW Guard" + } + ], + "https://github.com/vuongminh1907/ComfyUI_ZenID": [ + [ + "ApplyZenID", + "InstantIDFaceAnalysis", + "InstantIDModelLoader", + "ZenIDCombineFace" + ], + { + "title_aux": "ComfyUI_ZenID" + } + ], + "https://github.com/wTechArtist/ComfyUI-CustomNodes": [ + [ + "GPT4 WWL", + "IPAdapter FaceID With Bool", + "IPAdapter Mad Scientist Weight_Type", + "Image Blending Mode Mask", + "Load Image With Bool", + "Load Lora With Shared" + ], + { + "title_aux": "ComfyUI-CustomNodes" + } + ], + "https://github.com/wTechArtist/ComfyUI-StableDelight-weiweiliang": [ + [ + "WWL_StableDelight" + ], + { + "title_aux": "ComfyUI-StableDelight-weiweiliang" + } + ], + "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera_Advanced": [ + [ + "VGGTVideoCameraNode", + "VVLVGGTLoader" + ], + { + "title_aux": "ComfyUI VVL Video Camera Advanced" + } + ], + "https://github.com/wakattac/ComfyUI-AbstractImaGen": [ + [ + "AbstractImageBackground", + "AbstractImageFilledShapes", + "AbstractImageGenerator", + "AbstractImageLines", + "AbstractImageNoise", + "AbstractImagePattern", + "AbstractImagePostprocessing" + ], + { + "title_aux": "ComfyUI-AbstractImaGen" + } + ], + "https://github.com/walke2019/ComfyUI-GGUF-VLM": [ + [ + "LocalTextModelLoader", + "MemoryManagerNode", + "MultiImageAnalysis", + "NexaServiceStatus", + "RemoteAPIConfig", + "RemoteTextModelSelector", + "RemoteVisionAnalysis", + "RemoteVisionModelConfig", + "SystemPromptConfig", + "TextGeneration", + "TextGenerationNode", + "TextModelLoader", + "VisionLanguageNode", + "VisionModelLoader", + "VisionModelLoaderTransformers" + ], + { + "title_aux": "Qwen2.5-VL GGUF Nodes" + } + ], + "https://github.com/wallen0322/ComfyUI-AE-Animation": [ + [ + "AEAnimation" + ], + { + "title_aux": "ComfyUI-AE-Animation" + } + ], + "https://github.com/wallen0322/ComfyUI-QI-QwenEditSafe": [ + [ + "QI_DyPE", + "QI_QwenVLClipWrapper", + "QI_RefEditEncode_Safe", + "QI_TextEncodeQwenImageEdit_Safe", + "QI_VAEDecodeLockSize" + ], + { + "title_aux": "ComfyUI-QI-QwenEditSafe" + } + ], + "https://github.com/wallen0322/ComfyUI-SageAttention3": [ + [ + "Sage3AttentionOnlySwitch" + ], + { + "title_aux": "ComfyUI-SageAttention3" + } + ], + "https://github.com/wallen0322/ComfyUI-Wan22FMLF": [ + [ + "WanAdvancedExtractLastFrames", + "WanAdvancedExtractLastImages", + "WanAdvancedI2V", + "WanFirstMiddleLastFrameToVideo", + "WanFourFrameReferenceUltimate", + "WanMultiFrameRefToVideo", + "WanMultiImageLoader" + ], + { + "title_aux": "ComfyUI-Wan22FMLF" + } + ], + "https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer": [ + [ + "WanAnimateModelEnhancer", + "WanAnimateToVideoEnhanced" + ], + { + "title_aux": "ComfyUI-WanAnimate-Enhancer" + } + ], + "https://github.com/wallen0322/ComfyUI-qwenmultianglelight": [ + [ + "QwenMultiangleLightningNode" + ], + { + "title_aux": "ComfyUI-qwenmultianglelight" + } + ], + "https://github.com/wallish77/wlsh_nodes": [ + [ + "Build Filename String (WLSH)", + "CLIP +/- w/Text Unified (WLSH)", + "CLIP Positive-Negative (WLSH)", + "CLIP Positive-Negative XL (WLSH)", + "CLIP Positive-Negative XL w/Text (WLSH)", + "CLIP Positive-Negative w/Text (WLSH)", + "Checkpoint Loader w/Name (WLSH)", + "Empty Latent by Pixels (WLSH)", + "Empty Latent by Ratio (WLSH)", + "Empty Latent by Size (WLSH)", + "Generate Border Mask (WLSH)", + "Grayscale Image (WLSH)", + "Image Load with Metadata (WLSH)", + "Image Save with Prompt (WLSH)", + "Image Save with Prompt File (WLSH)", + "Image Save with Prompt/Info (WLSH)", + "Image Save with Prompt/Info File (WLSH)", + "Image Scale By Factor (WLSH)", + "Image Scale by Shortside (WLSH)", + "KSamplerAdvanced (WLSH)", + "Multiply Integer (WLSH)", + "Outpaint to Image (WLSH)", + "Prompt Weight (WLSH)", + "Quick Resolution Multiply (WLSH)", + "Resolutions by Ratio (WLSH)", + "SDXL Quick Empty Latent (WLSH)", + "SDXL Quick Image Scale (WLSH)", + "SDXL Resolutions (WLSH)", + "SDXL Steps (WLSH)", + "Save Positive Prompt(WLSH)", + "Save Prompt (WLSH)", + "Save Prompt/Info (WLSH)", + "Seed and Int (WLSH)", + "Seed to Number (WLSH)", + "Simple Pattern Replace (WLSH)", + "Simple String Combine (WLSH)", + "Time String (WLSH)", + "Upscale by Factor with Model (WLSH)", + "VAE Encode for Inpaint w/Padding (WLSH)" + ], + { + "title_aux": "wlsh_nodes" + } + ], + "https://github.com/wangyff-code/ComfyUI-PixelArt-Converter": [ + [ + "PixelArtConverter" + ], + { + "title_aux": "ComfyUI PixelArt Converter" + } + ], + "https://github.com/wanjin123111/ComfyUI-3D-Human-Pose": [ + [ + "ThreeD_Human_Pose" + ], + { + "title_aux": "ComfyUI-3D-Human-Pose" + } + ], + "https://github.com/wasilone11/comfyui-pvm-node": [ + [ + "SyncPVMessengerNode" + ], + { + "title_aux": "ComfyUI Sync PVM Node" + } + ], + "https://github.com/wasilone11/comfyui-sync-lipsync-node": [ + [ + "SyncLipsyncInputNode", + "SyncLipsyncMainNode", + "SyncLipsyncOutputNode" + ], + { + "title_aux": "ComfyUI Sync Lipsync Node" + } + ], + "https://github.com/watarika/ComfyUI-SendToEagle-w-Metadata": [ + [ + "CreateExtraMetadata", + "SendToEagleWithMetadata", + "SendToEagleWithMetadataSimple" + ], + { + "title_aux": "ComfyUI-SendToEagle-w-Metadata" + } + ], + "https://github.com/wawahuy/ComfyUI-HTTP": [ + [ + "Base64ToImage", + "HTTPAuth", + "HTTPConvertJSON", + "HTTPDelete", + "HTTPDisplayResult", + "HTTPFileUpload", + "HTTPFormData", + "HTTPFormDataConcat", + "HTTPFormDataItem", + "HTTPFormFileItem", + "HTTPFormImageItem", + "HTTPFormTextItem", + "HTTPGet", + "HTTPGetJSONField", + "HTTPHead", + "HTTPImageLoader", + "HTTPOptions", + "HTTPPatch", + "HTTPPost", + "HTTPPut", + "HTTPSessionManager", + "HTTPUtils", + "ImageToBase64" + ], + { + "title_aux": "ComfyUI HTTP - REST API Nodes" + } + ], + "https://github.com/web3nomad/ComfyUI_Invisible_Watermark": [ + [ + "InvisibleWatermarkEncode" + ], + { + "title_aux": "ComfyUI Invisible Watermark" + } + ], + "https://github.com/weberjc/book-cover-finder-comfy": [ + [ + "BookCoverFinder" + ], + { + "title_aux": "BookCoverFinder" + } + ], + "https://github.com/webfiltered/DebugNode-ComfyUI": [ + [ + "WTFDebugNode" + ], + { + "title_aux": "WTF? - a debug node for ComfyUI" + } + ], + "https://github.com/webuilder/WB-ComfyUI-Utils": [ + [ + "WB_AudioDuration" + ], + { + "title_aux": "ComfyUI WB Utils" + } + ], + "https://github.com/weekii/ComfyUI-GGUF-FX": [ + [ + "GGUFModelManager", + "LocalTextModelLoader", + "MultiImageAnalysis", + "MultiImageComparison", + "NexaModelSelector", + "NexaServiceStatus", + "NexaTextGeneration", + "RemoteTextModelSelector", + "SystemPromptConfig", + "TextGeneration", + "TextGenerationNode", + "TextModelLoader", + "VisionLanguageNode", + "VisionLanguageNodeTransformers", + "VisionModelLoader", + "VisionModelLoaderTransformers" + ], + { + "title_aux": "ComfyUI-GGUF-FX" + } + ], + "https://github.com/weekii/comfyui-save-image-pro": [ + [ + "LoadImageFromURLPro", + "LoadMaskFromURLPro", + "SaveImageAdvanced", + "SaveImageSimple" + ], + { + "author": "weekii", + "description": "\u4e13\u4e1a\u7ea7\u56fe\u50cf\u4fdd\u5b58\u63d2\u4ef6\uff0c\u652f\u6301\u591a\u683c\u5f0f\u3001\u81ea\u5b9a\u4e49\u547d\u540d\u548c\u9ad8\u7ea7\u529f\u80fd", + "nickname": "Save Image Pro", + "title": "ComfyUI Save Image Pro", + "title_aux": "comfyui-save-image-pro" + } + ], + "https://github.com/weilin9999/WeiLin-Comfyui-Tools": [ + [ + "WeiLinPromptUI", + "WeiLinPromptUIOnlyLoraStack", + "WeiLinPromptUIWithoutLora" + ], + { + "title_aux": "WeiLin-Comfyui-Tools" + } + ], + "https://github.com/welltop-cn/ComfyUI-TeaCache": [ + [ + "CompileModel", + "TeaCache", + "TeaCacheForCogVideoX" + ], + { + "title_aux": "ComfyUI-TeaCache" + } + ], + "https://github.com/wentao-uw/ComfyUI-template-matching": [ + [ + "IsMaskEmptyNode (template matching)", + "TemplateMatching (template matching)" + ], + { + "title_aux": "ComfyUI template matching" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-editor": [ + [ + "AppendageEditorNode", + "OpenposeEditorNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-editor" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-estimator": [ + [ + "OpenposeEstimatorNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-estimator" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-render": [ + [ + "OpenposeRenderNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-render" + } + ], + "https://github.com/wgedeon/comfyui_play_traversal": [ + [ + "fot_BatchData", + "fot_PlayAct", + "fot_PlayActData", + "fot_PlayContinue", + "fot_PlayData", + "fot_PlayStart", + "fot_Scene", + "fot_SceneBackdrop", + "fot_SceneBackdropData", + "fot_SceneBeat", + "fot_SceneBeatData", + "fot_SceneData" + ], + { + "title_aux": "comfyui_play_traversal" + } + ], + "https://github.com/whatbirdisthat/cyberdolphin": [ + [ + "CyberDolphin GPT-3.5 (Simple)", + "CyberDolphin Gradio", + "CyberDolphin OpenAI (Advanced)", + "CyberDolphin OpenAI Compatible", + "CyberDolphin OpenAI DALL\u00b7E", + "\ud83d\udc2c Gradio ChatInterface", + "\ud83d\udc2c OpenAI Advanced", + "\ud83d\udc2c OpenAI Compatible", + "\ud83d\udc2c OpenAI DALL\u00b7E", + "\ud83d\udc2c OpenAI Simple" + ], + { + "title_aux": "cyberdolphin" + } + ], + "https://github.com/whmc76/ComfyUI-Openpose-Editor-Plus": [ + [ + "CDL.OpenPoseEditorPlus" + ], + { + "title_aux": "ComfyUI-Openpose-Editor-Plus" + } + ], + "https://github.com/whmc76/ComfyUI-RemoveBackgroundSuite": [ + [ + "BiRefNetUltra_RBS", + "MaskProcessDetails_RBS", + "TransparentBackgroundUltra_RBS" + ], + { + "title_aux": "ComfyUI-RemoveBackgroundSuite" + } + ], + "https://github.com/whmc76/ComfyUI-UniversalToolkit": [ + [ + "APIImageGenerator_UTK", + "AudioCropProcessUTK", + "BboxVisualize_UTK", + "BestContextWindow_UTK", + "BlockifyMask_UTK", + "CheckMask_UTK", + "ColorMatch_UTK", + "ColorToMask_UTK", + "CropByMask_UTK", + "DepthMapBlur_UTK", + "EmptyUnitGenerator_UTK", + "Extract_Video_Frames_UTK", + "FillMaskedArea_UTK", + "GetImageRangeFromBatch_UTK", + "ImageAndMaskPreview_UTK", + "ImageBlendAdvance_UTK", + "ImageCombineAlpha_UTK", + "ImageConcatenateMulti_UTK", + "ImageConcatenate_UTK", + "ImageCropByMaskAndResize_UTK", + "ImageMaskScaleAs_UTK", + "ImagePadForOutpaintMasked_UTK", + "ImageRatioDetector_UTK", + "ImageRemoveAlpha_UTK", + "ImageScaleByAspectRatio_UTK", + "ImageScaleRestore_UTK", + "ImitationHueNode_UTK", + "LazySwitchKJ_UTK", + "LoadAudioPlusFromPath_UTK", + "LoadKontextPresets_UTK", + "LoraInfo_UTK", + "MaskAdd_UTK", + "MaskAnd_UTK", + "MaskSub_UTK", + "MathExpression_UTK", + "PurgeVRAM_UTK", + "ResizeImageVerKJ_UTK", + "RestoreCropBox_UTK", + "SeparateMasks_UTK", + "ShowAny_UTK", + "TextBoxNode_UTK", + "TextConcatenate_UTK", + "TextTranslatorAPI_UTK", + "ThinkRemover_UTK", + "Video_Prompt_Helper" + ], + { + "title_aux": "ComfyUI-UniversalToolkit" + } + ], + "https://github.com/wildminder/ComfyUI-Chatterbox": [ + [ + "ChatterboxTTS", + "ChatterboxVC" + ], + { + "title_aux": "ComfyUI-Chatterbox" + } + ], + "https://github.com/wildminder/ComfyUI-DyPE": [ + [ + "DyPE_FLUX" + ], + { + "title_aux": "ComfyUI-DyPE" + } + ], + "https://github.com/wildminder/ComfyUI-KEEP": [ + [ + "KEEP_FaceUpscaleImage", + "KEEP_ModelLoader", + "KEEP_ProcessImageSequence" + ], + { + "title_aux": "ComfyUI-KEEP" + } + ], + "https://github.com/wildminder/ComfyUI-KaniTTS": [ + [ + "KaniTTS" + ], + { + "title_aux": "ComfyUI-KaniTTS" + } + ], + "https://github.com/wildminder/ComfyUI-VibeVoice": [ + [ + "VibeVoiceTTS" + ], + { + "title_aux": "ComfyUI-VibeVoice" + } + ], + "https://github.com/wildminder/ComfyUI-VoxCPM": [ + [ + "VoxCPM_DatasetMaker", + "VoxCPM_LoraTrainer", + "VoxCPM_TTS", + "VoxCPM_TrainConfig" + ], + { + "title_aux": "ComfyUI-VoxCPM" + } + ], + "https://github.com/willchil/ComfyUI-Environment-Visualizer": [ + [ + "EnvironmentVisualizer", + "InterpolateEdges", + "MapEquirectangular" + ], + { + "title_aux": "ComfyUI-Environment-Visualizer" + } + ], + "https://github.com/willmiao/ComfyUI-Lora-Manager": [ + [ + "DebugMetadataLM", + "LoraCyclerLM", + "LoraLoaderLM", + "LoraPoolLM", + "LoraRandomizerLM", + "LoraStackerLM", + "LoraTextLoaderLM", + "PromptLM", + "SaveImageLM", + "TextLM", + "TriggerWordToggleLM", + "WanVideoLoraSelectLM", + "WanVideoLoraTextSelectLM" + ], + { + "title_aux": "ComfyUI-Lora-Manager" + } + ], + "https://github.com/windfancy/zsq_prompt": [ + [ + "BatchPromptJson", + "BatchPromptSelector", + "ConnectionString", + "DoubleCLIPEncode", + "FaceRestoreCFWithModel", + "FloatMathOperation", + "ImageAddText", + "ImageColorAdapter", + "ImageEmpty", + "IndexString", + "IntMathOperation", + "JoinImageBatch", + "LLMImage", + "LLMText", + "LoadImagesFromFolder", + "MaskToImage", + "OptionString", + "PersonMaskUltraV2", + "PortraitStyler", + "ReActorBuildFaceModel", + "ReActorMakeFaceModelBatch", + "ReActorSaveFaceModel", + "SaveJpgImage", + "StringInput", + "ZSQPixelLatent", + "ZSQRatioLatent", + "ZSQShowINT", + "ZSQShowText", + "ZsqLatent", + "checkpoint_sampler", + "checkpoint_sampler_dualclip", + "checkpoint_sampler_tripleclip", + "checkpoint_sampler_unet", + "controlnetStack", + "controlnetStack_2", + "face_reactor", + "face_reactor_plus", + "imageConcat", + "imageCount", + "imageCrop", + "imageDetailTransfer", + "imageFilter", + "imageFlip", + "imageGaussianBlur", + "imageRGB", + "imageRatio", + "imageResize", + "imageRotate", + "imageSaveSimple", + "imageScaleDown", + "imageScaleDownBy", + "imageSharpen", + "imageSize", + "imageTilesFromBatch", + "imagesSplitImage", + "loraStack", + "loraStack_2", + "stylesSelector", + "zsq_rmbg", + "zsqcheckpoint", + "zsqcontrolnet", + "zsqsampler" + ], + { + "title_aux": "zsq_prompt" + } + ], + "https://github.com/wings6407/ComfyUI_HBH-image_overlay": [ + [ + "HBH_ImageCoordinatePicker", + "HBH_ImageCoordinatePreview", + "HBH_ImageInteractivePicker", + "HBH_ImageOverlay", + "HBH_ImageOverlayPreview", + "HBH_ImagePreview" + ], + { + "title_aux": "ComfyUI_HBH-image_overlay" + } + ], + "https://github.com/wirytiox/ComfyUI-SelectStringFromListWithIndex": [ + [ + "StringFromList" + ], + { + "title_aux": "ComfyUI-SelectStringFromListWithIndex" + } + ], + "https://github.com/withmpx/mpx-comfyui-nodes": [ + [ + "Agent_PickBestImageFromList", + "Agent_ReflectionOnImageList", + "ImagesTo3DModels", + "LoadImageData", + "ObjectListToImageList", + "PickFromList", + "SaveModelsToDisk", + "ShowList", + "ShowString", + "StringListToStringList", + "StringListToText", + "TextToImage", + "TextToList", + "TextToObjectList", + "TextToScriptBreakdown", + "TextToStory", + "TextToText", + "TransformObjectList", + "TwoTextToText" + ], + { + "title_aux": "mpx-comfyui-nodes" + } + ], + "https://github.com/wizdroid/wizdroid-character": [ + [ + "WizdroidBackground", + "WizdroidCharacterEdit", + "WizdroidCharacterPrompt", + "WizdroidContestPrompt", + "WizdroidImageEdit", + "WizdroidLoRADataset", + "WizdroidLoRADatasetValidator", + "WizdroidLoRATrainer", + "WizdroidLoRAValidate", + "WizdroidMetaPrompt", + "WizdroidPhotoAspect", + "WizdroidPromptCombiner", + "WizdroidSceneGenerator" + ], + { + "title_aux": "Wizdroid Character Nodes for ComfyUI" + } + ], + "https://github.com/wjl0313/ComfyUI_KimNodes": [ + [ + "Add_ImageMetadata", + "Bitch_Filter", + "BoundingBox_Cropper", + "Crop_Paste", + "Distribute_Icons", + "Edge_Element_Cropper", + "IconDistributeByGrid", + "Icon_Position_Cropper", + "Image_Classification", + "Image_List_Splitter", + "Image_PixelFilter", + "Image_Resize", + "Image_Square_Pad", + "JSON_Image_Compositor", + "KimFilter", + "KimHDR", + "LoRA_Metadata_Reader", + "LoadImage_Metadata", + "Manual_MetadataInput", + "Mask_Add_Switch", + "Mask_Noise_Cleaner", + "Mask_White_Area_Ratio", + "MaxLength_ImageListSelector", + "Percentage_Cropper", + "Pixelate_Filter", + "Prompt_Loader", + "Prompt_Text", + "Save_Image", + "Seamless_Icon_Generator", + "Seamless_Tiling_Generator", + "Split_Mask", + "Text_Match", + "Text_Processor", + "Transparent_Area_Cropper", + "Transparent_Image_Filter", + "Whitening_Node", + "YOLOWorld_Match", + "YOLO_Crop", + "YOLO_Multi_Crop" + ], + { + "title_aux": "ComfyUI_KimNodes" + } + ], + "https://github.com/wmatson/easy-comfy-nodes": [ + [ + "EZAssocDictNode", + "EZAssocImgNode", + "EZAssocStrNode", + "EZEmptyDictNode", + "EZHttpPostNode", + "EZLoadImgBatchFromUrlsNode", + "EZLoadImgFromUrlNode", + "EZRemoveImgBackground", + "EZS3Uploader" + ], + { + "title_aux": "easy-comfy-nodes" + } + ], + "https://github.com/wmpmiles/comfyui-some-image-processing-stuff": [ + [ + "Blur Mask", + "Color Grading", + "Latent Zero Mask", + "Mask-Crop Inpaint | Post", + "Mask-Crop Inpaint | Pre", + "Mask-Crop | Post", + "Mask-Crop | Pre", + "Resample Image", + "Resample Latent", + "Resample Mask", + "Resampler | Area", + "Resampler | Jinc-Lanczos", + "Resampler | Lanczos", + "Resampler | Mitchell-Netravali", + "Resampler | Nearest-Neighbor", + "Resampler | Triangle", + "Scaler | Area", + "Scaler | Fixed", + "Scaler | Megapixels", + "Scaler | Pixel Deltas", + "Scaler | Side", + "Scaler | Sides Unlinked" + ], + { + "title_aux": "comfyui-some-image-processing-stuff" + } + ], + "https://github.com/woct0rdho/ComfyUI-RadialAttn": [ + [ + "PatchRadialAttn" + ], + { + "title_aux": "ComfyUI-RadialAttn" + } + ], + "https://github.com/wolfden/ComfyUi_PromptStylers": [ + [ + "SDXLPromptStylerAll", + "SDXLPromptStylerHorror", + "SDXLPromptStylerMisc", + "SDXLPromptStylerbyArtist", + "SDXLPromptStylerbyCamera", + "SDXLPromptStylerbyComposition", + "SDXLPromptStylerbyCyberpunkSurrealism", + "SDXLPromptStylerbyDepth", + "SDXLPromptStylerbyEnvironment", + "SDXLPromptStylerbyFantasySetting", + "SDXLPromptStylerbyFilter", + "SDXLPromptStylerbyFocus", + "SDXLPromptStylerbyImpressionism", + "SDXLPromptStylerbyLighting", + "SDXLPromptStylerbyMileHigh", + "SDXLPromptStylerbyMood", + "SDXLPromptStylerbyMythicalCreature", + "SDXLPromptStylerbyOriginal", + "SDXLPromptStylerbyQuantumRealism", + "SDXLPromptStylerbySteamPunkRealism", + "SDXLPromptStylerbySubject", + "SDXLPromptStylerbySurrealism", + "SDXLPromptStylerbyTheme", + "SDXLPromptStylerbyTimeofDay", + "SDXLPromptStylerbyWyvern", + "SDXLPromptbyCelticArt", + "SDXLPromptbyContemporaryNordicArt", + "SDXLPromptbyFashionArt", + "SDXLPromptbyGothicRevival", + "SDXLPromptbyIrishFolkArt", + "SDXLPromptbyRomanticNationalismArt", + "SDXLPromptbySportsArt", + "SDXLPromptbyStreetArt", + "SDXLPromptbyVikingArt", + "SDXLPromptbyWildlifeArt" + ], + { + "title_aux": "SDXL Prompt Styler (customized version by wolfden)" + } + ], + "https://github.com/wolfden/ComfyUi_String_Function_Tree": [ + [ + "StringFunction" + ], + { + "title_aux": "ComfyUi_String_Function_Tree" + } + ], + "https://github.com/wootwootwootwoot/ComfyUI-RK-Sampler": [ + [ + "RungeKuttaSampler" + ], + { + "author": "wootwootwootwoot", + "description": "Batched Runge-Kutta Samplers for ComfyUI", + "nickname": "ComfyUI-RK-Sampler", + "title": "ComfyUI-RK-Sampler", + "title_aux": "ComfyUI-RK-Sampler" + } + ], + "https://github.com/wouterverweirder/comfyui-penplotter": [ + [ + "DisengagePlotter", + "ImageToCenterline", + "OptimizeSVG", + "PlotSVG" + ], + { + "title_aux": "ComfyUI PenPlotter" + } + ], + "https://github.com/wouterverweirder/comfyui_live_input_stream": [ + [ + "be.aboutme.comfyui.live_input_stream.mjpeg_stream_capture_advanced", + "be.aboutme.comfyui.live_input_stream.screen_capture_advanced", + "be.aboutme.comfyui.live_input_stream.webcam_capture_advanced" + ], + { + "title_aux": "comfyui_live_input_stream" + } + ], + "https://github.com/wouterverweirder/comfyui_sam3": [ + [ + "MaskOutline", + "SAM3Segmentation", + "SEGSToRectangle" + ], + { + "title_aux": "ComfyUI SAM3" + } + ], + "https://github.com/wqjuser/ComfyUI-Chat-Image": [ + [ + "LLMImageDescription" + ], + { + "title_aux": "ComfyUI-Chat-Image" + } + ], + "https://github.com/writer-in-fancy-pants/octo_json_presets": [ + [ + "Anything into string", + "Load Experiment Presets Json", + "Model Presets", + "Save Experiment Presets Json" + ], + { + "title_aux": "Octo Json Presets" + } + ], + "https://github.com/wu12023/ComfyUI-Image-Evaluation": [ + [ + "Clip_Score-\ud83d\udd2c", + "Dino_Score-\ud83d\udd2c" + ], + { + "title_aux": "ComfyUI-Image-Evaluation" + } + ], + "https://github.com/wujm424606/ComfyUi-Ollama-YN": [ + [ + "MyOllamaDeleteModel", + "MyOllamaGenerate", + "MyOllamaGenerateAdvance", + "MyOllamaLoadContext", + "MyOllamaSaveContext", + "MyOllamaSpecialGenerateAdvance", + "MyOllamaVision" + ], + { + "title_aux": "ComfyUi-Ollama-YN" + } + ], + "https://github.com/wutipong/ComfyUI-TextUtils": [ + [ + "Text Utils - Join N-Elements of String List", + "Text Utils - Join String List", + "Text Utils - Join Strings", + "Text Utils - Split String to List" + ], + { + "title_aux": "ComfyUI-TextUtils" + } + ], + "https://github.com/wwwins/ComfyUI-Simple-Aspect-Ratio": [ + [ + "SimpleAspectRatio" + ], + { + "title_aux": "ComfyUI-Simple-Aspect-Ratio" + } + ], + "https://github.com/wwzhifeng/comfyui-jsonprompt": [ + [ + "JSONPromptBuilder" + ], + { + "title_aux": "comfyui-jsonprompt" + } + ], + "https://github.com/wywywywy/ComfyUI-pause": [ + [ + "PauseWorkflowNode" + ], + { + "title_aux": "ComfyUI Pause Workflow Node" + } + ], + "https://github.com/wzken/ComfyUI-Steganos-Node": [ + [ + "SteganosNode" + ], + { + "title_aux": "Steganos Node for ComfyUI" + } + ], + "https://github.com/wzyfromhust/ComfyUI_SAM2UltraV2": [ + [ + "SAM2UltraV2: Crop", + "SAM2UltraV2: LoadModel", + "SAM2UltraV2: MaskKeepLargestN", + "SAM2UltraV2: UpperBody" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI_SAM2UltraV2" + } + ], + "https://github.com/x0x0b/ComfyUI-PromptHistoryGallery": [ + [ + "PromptHistoryInput" + ], + { + "title_aux": "Prompt History Gallery" + } + ], + "https://github.com/x0x0b/ComfyUI-spritefusion-pixel-snapper": [ + [ + "PixelSnapper" + ], + { + "title_aux": "ComfyUI-spritefusion-pixel-snapper" + } + ], + "https://github.com/xLegende/ComfyUI-Prompt-Formatter": [ + [ + "CategorizedPromptAnalyzer", + "CategorizedPromptFormatter", + "CategorizedRandomPromptFormatter", + "WildcardImporter" + ], + { + "title_aux": "ComfyUI-Prompt-Formatter" + } + ], + "https://github.com/xXAdonesXx/NodeGPT": [ + [ + "AppendAgent", + "Assistant", + "Chat", + "ChatGPT", + "CombineInput", + "Conditioning", + "CostumeAgent_1", + "CostumeAgent_2", + "CostumeMaster_1", + "Critic", + "DisplayString", + "DisplayTextAsImage", + "EVAL", + "Engineer", + "Executor", + "GroupChat", + "Image_generation_Conditioning", + "LM_Studio", + "LoadAPIconfig", + "LoadTXT", + "MemGPT", + "Memory_Excel", + "Model_1", + "Ollama", + "Output2String", + "Planner", + "Scientist", + "TextCombine", + "TextGeneration", + "TextGenerator", + "TextInput", + "TextOutput", + "UserProxy", + "llama-cpp", + "llava", + "oobaboogaOpenAI" + ], + { + "title_aux": "NodeGPT" + } + ], + "https://github.com/xela-io/ComfyUI-HairDetailer": [ + [ + "HairColorAnalyzer", + "HairDetailEnhancer", + "HairDetector", + "HairDetectorAdvanced", + "HairMaskRefiner", + "HairRegionPrompt" + ], + { + "title_aux": "ComfyUI-HairDetailer" + } + ], + "https://github.com/xela-io/ComfyUI-RegionalPrompting": [ + [ + "MaskFromRegions", + "MaskRegionCreator", + "RegionalConditioningCombiner", + "RegionalPromptComposer", + "SimpleRegionalPrompt" + ], + { + "title_aux": "ComfyUI-RegionalPrompting" + } + ], + "https://github.com/xfgexo/EXO-Custom-ComfyUI-Nodes": [ + [ + "ComfyUI_EXO_Clip_Text_Encode", + "ComfyUI_EXO_DisplayText", + "ComfyUI_EXO_FluxSampler", + "ComfyUI_EXO_FluxSamplerMini", + "ComfyUI_EXO_ImageRescale", + "ComfyUI_EXO_LatentImageSize", + "ComfyUI_EXO_LatentImageSizeX", + "ComfyUI_EXO_Notes", + "ComfyUI_EXO_NumericValue", + "ComfyUI_EXO_PromptBuilderDeluxe", + "ComfyUI_EXO_SaveText", + "ComfyUI_EXO_TranslateText" + ], + { + "title_aux": "EXO Custom ComfyUI Nodes" + } + ], + "https://github.com/xhh522/ComfyUI-preview-monitor": [ + [ + "HybridPreviewImageMonitor", + "PreviewImageMonitor" + ], + { + "title_aux": "ComfyUI Preview Monitor" + } + ], + "https://github.com/xhiroga/ComfyUI-FramePackWrapper_PlusOne": [ + [ + "DownloadAndLoadFramePackModel", + "FramePackFindNearestBucket", + "FramePackLoraSelect", + "FramePackSampler", + "FramePackSampler_F1", + "FramePackSingleFrameResizeSampler", + "FramePackSingleFrameSampler", + "FramePackTimestampedTextEncode", + "FramePackTorchCompileSettings", + "LoadFramePackModel", + "ReferenceEmbedsList", + "ReferenceLatentList", + "ReferenceMaskList" + ], + { + "title_aux": "ComfyUI-FramePackWrapper_PlusOne" + } + ], + "https://github.com/xiangyuT/ComfyUI-PromptEnhance": [ + [ + "PromptEnhance", + "PromptEnhanceAdvanced" + ], + { + "title_aux": "ComfyUI-PromptEnhance" + } + ], + "https://github.com/xiaogui8dangjia/Comfyui-imagetoSTL": [ + [ + "ImageToSTLNode" + ], + { + "title_aux": "Comfyui-imagetoSTL" + } + ], + "https://github.com/xiaoshengyvlin/ComfyUI-MetaData-ZaKo": [ + [ + "MetaDataZaKo" + ], + { + "title_aux": "ComfyUI-MetaData-ZaKo" + } + ], + "https://github.com/xiaowc-lib/comfyui-dynamic-params": [ + [ + "DynamicParams" + ], + { + "title_aux": "Comfyui-Dynamic-Params" + } + ], + "https://github.com/xiaoxiaodesha/hd_node": [ + [ + "Combine HDMasks", + "Cover HDMasks", + "HD FaceIndex", + "HD GetMaskArea", + "HD Image Levels", + "HD SmoothEdge", + "HD UltimateSDUpscale" + ], + { + "title_aux": "hd-nodes-comfyui" + } + ], + "https://github.com/xingBaGan/ComfyUI-connect-ui": [ + [ + "SaveImageByWebsocket", + "reciveImageByWebsocket" + ], + { + "title_aux": "ComfyUI-connect-ui" + } + ], + "https://github.com/xiujiang1987/ComfyUI-SmartSize": [ + [ + "GetImageSize_Custom" + ], + { + "title_aux": "ComfyUI-SmartSize" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-auto-messaging-realtime": [ + [ + "Auto-MSG-ALL", + "Auto-MSG-Discord-Bot", + "Auto-MSG-Line-Notify", + "Auto-MSG-Telegram-Bot" + ], + { + "title_aux": "ComfyUI-decadetw-auto-messaging-realtime" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-auto-prompt-llm": [ + [ + "Auto-LLM-Chat", + "Auto-LLM-Text", + "Auto-LLM-Text-Vision", + "Auto-LLM-Vision" + ], + { + "title_aux": "ComfyUI-decadetw-auto-prompt-llm" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-spout-syphon-im-vj": [ + [ + "Im-SD-VJ-SPOUT", + "Im-SD-VJ-SYPHON" + ], + { + "title_aux": "ComfyUI-decadetw-spout-syphon-im-vj" + } + ], + "https://github.com/xliry/ComfyUI_SendDiscord": [ + [ + "SendDiscord" + ], + { + "title_aux": "ComfyUI_SendDiscord" + } + ], + "https://github.com/xmarre/TorchCompileModel_LoRASafe": [ + [ + "TorchCompileModel_LoRASafe" + ], + { + "title_aux": "LoRA-Safe TorchCompile" + } + ], + "https://github.com/xobiomesh/ComfyUI_xObiomesh": [ + [ + "OllamaModelSelect", + "OllamaTextGen", + "ShowText_xO", + "xO_ComfyUIPortRunner", + "xO_GetImageFilename", + "xO_LoadRecentFile", + "xO_TestScriptRunner", + "xO_WorkflowRunner" + ], + { + "title_aux": "ComfyUI Neural Nodes" + } + ], + "https://github.com/xs315431/Comfyui_Get_promptId": [ + [ + "GetPromptId", + "SuccessCallback", + "UploadVideo" + ], + { + "title_aux": "Comfyui_Get_promptId" + } + ], + "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor": [ + [ + "JSONExtractorFourWay" + ], + { + "title_aux": "ComfyUI-ZFL-JSON-Extractor" + } + ], + "https://github.com/xuheyao/comfyui-dinov3-point-prompt": [ + [ + "DINOv3Loader", + "DINOv3PointCollector", + "DINOv3Process", + "DINOv3Similarity" + ], + { + "title_aux": "comfyui-dinov3-point-prompt" + } + ], + "https://github.com/xuhongming251/ComfyUI-GPEN": [ + [ + "FaceEnhancement" + ], + { + "title_aux": "ComfyUI-GPEN" + } + ], + "https://github.com/xuhongming251/ComfyUI-InfiniteTalk-MultiImage": [ + [ + "GetFloatByIndex", + "GetIntByIndex", + "InfiniteTalkEmbedsSlice", + "InfiniteTalkMultiImage", + "MakeBatchFromFloatList", + "MakeBatchFromIntList", + "VideoFromPathsAndAudio" + ], + { + "title_aux": "ComfyUI-InfiniteTalk-MultiImage" + } + ], + "https://github.com/xuhongming251/ComfyUI-Jimeng": [ + [ + "JimengAPIClient", + "JimengFirstLastFrame2Video", + "JimengImage2Video", + "PreviewVideoFromUrl" + ], + { + "title_aux": "ComfyUI-Jimeng" + } + ], + "https://github.com/xuhongming251/ComfyUI-MuseTalkUtils": [ + [ + "MuseTalkPostprocess", + "MuseTalkPreprocess", + "MuseTalkTrain", + "MuseTalkTrainPreprocess" + ], + { + "title_aux": "ComfyUI-MuseTalkUtils" + } + ], + "https://github.com/xuhongming251/ComfyUI_Camera": [ + [ + "Load Image From Local Camera", + "Save Image To Local Camera" + ], + { + "title_aux": "ComfyUI_Camera" + } + ], + "https://github.com/yamanacn/comfyui_kontext_Analyze": [ + [ + "KontextDuoImageAnalyzer" + ], + { + "title_aux": "ComfyUI Kontext Duo Image Analyzer" + } + ], + "https://github.com/yangrui511/ComfyUI-Text-Preserve": [ + [ + "TextPreserveNode" + ], + { + "title_aux": "ComfyUI-Text-Preserve" + } + ], + "https://github.com/yanhuifair/comfyui-janus": [ + [ + "JanusProImageGenerationNode", + "JanusProModelLoaderNode", + "JanusProMultimodalUnderstandingNode" + ], + { + "title_aux": "comfyui-janus" + } + ], + "https://github.com/yanlang0123/ComfyUI_Lam": [ + [ + "AppParams", + "AspectRatio", + "AudioBeforeAfterSilence", + "AutioInfo", + "AutioPath", + "DoWhileEnd", + "DoWhileStart", + "EasyPromptSelecto", + "FaceFusion", + "ForEnd", + "ForInnerEnd", + "ForInnerStart", + "ForStart", + "IdentifyingQR", + "IfInnerExecute", + "Image2Video", + "ImageAddMask", + "ImageBlank", + "ImageClone", + "ImageCropFaces", + "ImageLama", + "ImageToMasks", + "JyAnimationGroup", + "JyAnimationIn", + "JyAnimationOut", + "JyAudio2CaptionsGroup", + "JyAudioNative", + "JyAudioTrack", + "JyCaptionsNative", + "JyCaptionsTrack", + "JyEffectNative", + "JyEffectTrack", + "JyMediaAnimation", + "JyMediaNative", + "JyMediaTrack", + "JyMultiAudioGroup", + "JyMultiCaptionsGroup", + "JyMultiEffectGroup", + "JyMultiMediaGroup", + "JySaveDraft", + "JySaveNoOutDraft", + "JySaveNotOutDraft", + "JySaveOutDraft", + "JyTransition", + "LAM.OpenPoseEditorPlus", + "LamCommonHidden", + "LamCommonNames", + "LamCommonPrint", + "LamCommonPrintNoOutput", + "LamFaceAnalysisModels", + "LamGetPngInfo", + "LamHeyGemNode", + "LamHeyGemQueryNode", + "LamIndexTTS2AdvancedParams", + "LamIndexTTS2Node0", + "LamIndexTTS2Node1", + "LamIndexTTS2Node2", + "LamIndexTTS2Node3", + "LamIndexTTS2UnloadModel", + "LamLoadImageBase64", + "LamLoadPathImage", + "LamLoadVideo", + "LamPanorama2Spherical", + "LamReadFileList", + "LamSamplerName", + "LamSaveAudio", + "LamSaveOnly", + "LamSaveVideo", + "LamScheduler", + "LamSpherical2Panorama", + "LamSwitchMiddle", + "LamSwitchStart", + "LamSwitcherCase", + "LamViewVideo", + "LamViewVideoOut", + "LoadDirImgPaths", + "LoadImagePath", + "LoadReplaceImage", + "LongTextToList", + "MultiControlNetApply", + "MultiGLIGENTextBoxApply", + "MultiIPAdapterRegional", + "MultiIntFormula", + "MultiMergeAudio", + "MultiMergeVideos", + "MultiParamFormula", + "MultiTextConcatenate", + "MultiTextEncode", + "MultiTextEncodeAdvanced", + "MultiTextSelelct", + "MultiTextSetArea", + "MultiTextSetGligen", + "MultiTextSetMask", + "OpenAiPrompt", + "OutDoWhileEnd", + "OutDoWhileStart", + "PreviewImageLam", + "PromptTranslator", + "QRCode", + "QwenImageEditNode", + "QwenImageNode", + "SaveImageLam", + "SaveImgOutputLam", + "SectionEnd", + "SectionStart", + "StyleSelecto", + "Text2AutioEdgeTts", + "TextListSelelct", + "VideoAddAudio", + "VideoExtractAudio", + "VideoFaceFusion", + "VideoPath", + "WaitImagSelector", + "ZhPromptTranslator" + ], + { + "title_aux": "ComfyUI_Lam" + } + ], + "https://github.com/yannickcruz/ComfyUI_YSC_HighResFix": [ + [ + "YSC_HighresFix" + ], + { + "title_aux": "ComfyUI YSC HighRes-Fix" + } + ], + "https://github.com/yano/comfyui-fast-mosaic-detector": [ + [ + "MosaicDetectionNode" + ], + { + "title_aux": "ComfyUI Fast Mosaic Detector" + } + ], + "https://github.com/yasser-baalla/comfyUI-SemanticImageFetch": [ + [ + "ColorGradeSampler", + "ColorGrading", + "SemanticImageFetch" + ], + { + "title_aux": "comfyUI-SemanticImageFetch" + } + ], + "https://github.com/ycchanau/ComfyUI_Preview_Magnifier": [ + [ + "YC.ImageComparerMagnifier", + "YC.PreviewImageMagnifier", + "YC.XYPreviewImageMagnifier" + ], + { + "title_aux": "ComfyUI Preview Magnifier" + } + ], + "https://github.com/ycyy/ComfyUI-YCYY-API": [ + [ + "YCYY_API_Config_Options", + "YCYY_API_Proxy_Options", + "YCYY_Gemini_Image_API", + "YCYY_Gemini_Image_Preset", + "YCYY_Gemini_STT_API", + "YCYY_Gemini_TTS_API", + "YCYY_ModelScope_Image_API", + "YCYY_Ollama_LLM_API", + "YCYY_Ollama_LLM_Advanced_Options", + "YCYY_Ollama_VLM_API" + ], + { + "title_aux": "ComfyUI-YCYY-API" + } + ], + "https://github.com/ycyy/ComfyUI-YCYY-LoraInfo": [ + [ + "LoraInfo" + ], + { + "title_aux": "ComfyUI-YCYY-LoraInfo" + } + ], + "https://github.com/yeeyou/ComfyUI-OpenAI-Compatible-API": [ + [ + "OpenAICompatibleLLM" + ], + { + "title_aux": "ComfyUI OpenAI Compatible API Node" + } + ], + "https://github.com/yffyhk/comfyui_auto_danbooru": [ + [ + "GetDanbooru", + "TagEncode" + ], + { + "title_aux": "comfyui_auto_danbooru" + } + ], + "https://github.com/yhayano-ponotech/ComfyUI-Fal-API-Flux": [ + [ + "FalAPIFluxControlNetConfigNode", + "FalAPIFluxControlNetUnionConfigNode", + "FalAPIFluxDevCannyWithLoraNode", + "FalAPIFluxDevImageToImageNode", + "FalAPIFluxDevNode", + "FalAPIFluxDevWithLoraAndControlNetImageToImageNode", + "FalAPIFluxDevWithLoraAndControlNetInpaintNode", + "FalAPIFluxDevWithLoraAndControlNetNode", + "FalAPIFluxDevWithLoraImageToImageNode", + "FalAPIFluxDevWithLoraInpaintNode", + "FalAPIFluxDevWithLoraNode", + "FalAPIFluxLoraConfigNode", + "FalAPIFluxProCannyNode", + "FalAPIFluxProDepthNode", + "FalAPIFluxProFillNode", + "FalAPIFluxProNode", + "FalAPIFluxProReduxNode", + "FalAPIFluxProV11Node", + "FalAPIFluxProV11UltraNode" + ], + { + "title_aux": "ComfyUI-Fal-API-Flux" + } + ], + "https://github.com/yhayano-ponotech/comfyui-save-image-local": [ + [ + "Local Save" + ], + { + "title_aux": "ComfyUI Local Save Node" + } + ], + "https://github.com/yhayano-ponotech/comfyui-stability-ai-api": [ + [ + "StabilityControlSketch", + "StabilityControlStructure", + "StabilityControlStyle", + "StabilityEdit", + "StabilityImageCore", + "StabilityImageSD3", + "StabilityImageToVideo", + "StabilityImageUltra", + "StabilityUpscaleConservative", + "StabilityUpscaleCreative", + "StabilityUpscaleFast" + ], + { + "title_aux": "ComfyUI-Stability-AI-API" + } + ], + "https://github.com/yichengup/ComfyUI-LinearTransition": [ + [ + "GradientTransition", + "LinearTransition" + ], + { + "title_aux": "ComfyUI-LinearTransition" + } + ], + "https://github.com/yichengup/ComfyUI-VideoTransition": [ + [ + "CubeRotationNode", + "VideoBlindsTransitionNode", + "VideoBlinkTransitionNode", + "VideoCheckerboardTransitionNode", + "VideoCrossfadeNode", + "VideoCubeRotationAdvancedNode", + "VideoCubeTransitionNode", + "VideoExplosionTransitionNode", + "VideoFlip3DTransitionNode", + "VideoGlitchArtEnhancedNode", + "VideoGlitchArtTransitionNode", + "VideoPageTurnNode", + "VideoShakeTransitionNode", + "VideoWarpTransitionNode" + ], + { + "title_aux": "ComfyUI-VideoTransition" + } + ], + "https://github.com/yichengup/ComfyUI-YCNodes": [ + [ + "AdvancedImageSelector", + "DynamicThreshold", + "ImageBatchSelector", + "ImageBlendMaskFitCover", + "ImageBlendResize", + "ImageIC", + "ImageICAdvanced", + "ImageLoaderAdvanced", + "ImageMirror", + "ImageMosaic", + "ImageRotate", + "ImageScaleRestoreV2_YC", + "ImageSelector", + "ImageUpscaleTiled", + "IrregularToEllipseMask", + "LoadImagesFromFolder", + "MaskBatchComposite", + "MaskBatchCopy", + "MaskComposite", + "MaskContourFillNode", + "MaskCropRestore_YC", + "MaskCrop_YC", + "MaskFilterBySolidity", + "MaskFromBatch", + "MaskPreviewNode", + "MaskRepeatBatch", + "MaskResizeToRatio", + "MaskSmartValleySplit", + "MaskSplitFilter", + "MaskTopNFilter", + "TextKeyword", + "YC Extract Number", + "YC Mask Condition Switch", + "YC Seed List", + "YC Super Selector", + "YC Text Condition Switch", + "YC Text Index Switch", + "YC Universal Gate", + "YCImageAccumulator", + "YCImageSmartCrop", + "YCImageSmartPad", + "YCImageTile", + "YCImageUntile", + "YCMaskBlur", + "YCMaskDirectionExpand", + "YCMaskRatioPadCrop", + "YCRemapMaskRange", + "YCTextImageGenerator", + "YC_FiveTextCombineNode", + "YC_Image_Save", + "YC_MaskColorOverlay", + "YC_SingleTextNode", + "YC_textReplaceNode", + "ycImageTilem" + ], + { + "title_aux": "ComfyUI-YCNodes" + } + ], + "https://github.com/yichengup/ComfyUI-YCNodes_Toolkit": [ + [ + "YCLiveLoadImagesMulti", + "YCSwitch", + "YC_ShowText", + "ycBBoxBridge", + "ycCanvasBBox", + "ycCanvasBBoxMask", + "ycimagebrushmask" + ], + { + "title_aux": "ComfyUI-YCNodes_Toolkit" + } + ], + "https://github.com/yichengup/ComfyUI-gaussian_preview": [ + [ + "SavePLY", + "YCGaussianPreview" + ], + { + "title_aux": "ComfyUI-gaussian_preview" + } + ], + "https://github.com/yichengup/ComfyUI_SwiftCut": [ + [ + "SelectImages", + "SelectImagesAdvanced", + "YCImageBatchBlend", + "YCImageColorTrackBindPro", + 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"https://github.com/yichengup/comfyui-face-liquify": [ + [ + "FaceLiquifyNode" + ], + { + "title_aux": "comfyui-face-liquify" + } + ], + "https://github.com/yiwangsimple/ComfyUI_DW_Chat": [ + [ + "DeepSeekChatNode", + "DeepSeekTranslator", + "ErrorLogNode", + "ExecutionTime", + "FileBasedChatNode", + "FluxPromptEngineeringNode", + "Gemini1_5Text", + "Gemini1_5Vision", + "GeminiFluxPrompt", + "Gemma2PromptNode", + "GemmaDialogueNode", + "GithubLinkNode", + "GroqChatNode", + "MoonshotMultiChatNode", + "MoonshotSingleChatNode", + "OllamaImageToText", + "OllamaPromptExtractor", + "OllamaTextToText", + "PaliGemma3bCaptioner", + "PromptEngineeringNode", + "PromptExtractorNode", + "Qwen2VLCaption", + "Qwen2VLLocalCaption", + "SD3LongCaptionerV2", + "SDPromptAgent", + "dwimage2" + ], + { + "title_aux": "ComfyUI_DW_Chat" + } + ], + "https://github.com/yiwangsimple/florence_dw": [ + [ + "Florence2", + "Florence2Postprocess", + "Florence2PostprocessAll", + "LoadFlorence2Model" + ], + { + "title_aux": "florence_dw" + } + ], + "https://github.com/yohji-yohji/comfyui-nanobanana-pro": [ + [ + "Gemini3ProGenerateContent" + ], + { + "title_aux": "comfyui-nanobanana-pro" + } + ], + "https://github.com/yolain/ComfyUI-Easy-DotsOCR": [ + [ + "easy applyDotsOCR", + "easy downloadDotsOCRAndLoadModel" + ], + { + "title_aux": "ComfyUI-Easy-DotsOCR" + } + ], + "https://github.com/yolain/ComfyUI-Easy-Use": [ + [ + "dynamicThresholdingFull", + "easy LLLiteLoader", + "easy XYInputs: CFG Scale", + "easy XYInputs: Checkpoint", + "easy XYInputs: ControlNet", + "easy XYInputs: Denoise", + "easy XYInputs: FluxGuidance", + "easy XYInputs: Lora", + "easy XYInputs: ModelMergeBlocks", + "easy XYInputs: NegativeCond", + "easy XYInputs: NegativeCondList", + "easy XYInputs: PositiveCond", + "easy XYInputs: PositiveCondList", + "easy XYInputs: PromptSR", + "easy XYInputs: Sampler/Scheduler", + "easy XYInputs: Seeds++ Batch", + "easy XYInputs: Steps", + "easy XYPlot", + "easy XYPlotAdvanced", + "easy a1111Loader", + "easy ab", + "easy anythingIndexSwitch", + "easy anythingInversedSwitch", + "easy applyBrushNet", + "easy applyFooocusInpaint", + "easy applyInpaint", + "easy applyPowerPaint", + "easy batchAnything", + "easy blocker", + "easy boolean", + "easy cascadeKSampler", + "easy cascadeLoader", + "easy ckptNames", + "easy cleanGpuUsed", + "easy clearCacheAll", + "easy clearCacheKey", + "easy comfyLoader", + "easy compare", + "easy conditioningIndexSwitch", + "easy controlnetLoader", + "easy controlnetLoader++", + "easy controlnetLoaderADV", + "easy controlnetNames", + "easy controlnetStack", + "easy controlnetStackApply", + "easy convertAnything", + "easy detailerFix", + "easy float", + "easy fluxLoader", + "easy forLoopEnd", + "easy forLoopStart", + "easy fullCascadeKSampler", + "easy fullLoader", + "easy fullkSampler", + "easy globalSeed", + "easy hiresFix", + "easy humanSegmentation", + "easy hunyuanDiTLoader", + "easy icLightApply", + "easy if", + "easy ifElse", + "easy imageBatchToImageList", + "easy imageChooser", + "easy imageColorMatch", + "easy imageConcat", + "easy imageCount", + "easy imageCropFromMask", + "easy imageDetailTransfer", + "easy imageHSVMask", + "easy imageIndexSwitch", + "easy imageInsetCrop", + "easy imageInterrogator", + "easy imageListToImageBatch", + "easy imagePixelPerfect", + "easy imageRatio", + "easy imageRemBg", + "easy imageSave", + "easy imageScaleDown", + "easy imageScaleDownBy", + "easy imageScaleDownToSize", + "easy imageScaleToNormPixels", + "easy imageSize", + "easy imageSizeByLongerSide", + "easy imageSizeBySide", + "easy imageSplitGrid", + "easy imageSplitList", + "easy imageSplitTiles", + "easy imageSwitch", + "easy imageTilesFromBatch", + "easy imageToBase64", + "easy imageToMask", + "easy imageUncropFromBBOX", + "easy imagesCountInDirectory", + "easy imagesSplitImage", + "easy indexAnything", + "easy injectNoiseToLatent", + "easy instantIDApply", + "easy instantIDApplyADV", + "easy int", + "easy ipadapterApply", + "easy ipadapterApplyADV", + "easy ipadapterApplyEmbeds", + "easy ipadapterApplyEncoder", + "easy ipadapterApplyFaceIDKolors", + "easy ipadapterApplyFromParams", + "easy ipadapterApplyRegional", + "easy ipadapterStyleComposition", + "easy isFileExist", + "easy isMaskEmpty", + "easy isNone", + "easy isSDXL", + "easy joinImageBatch", + "easy joyCaption2API", + "easy joyCaption3API", + "easy kSampler", + "easy kSamplerCustom", + "easy kSamplerDownscaleUnet", + "easy kSamplerInpainting", + "easy kSamplerLayerDiffusion", + "easy kSamplerSDTurbo", + "easy kSamplerTiled", + "easy kolorsLoader", + "easy latentCompositeMaskedWithCond", + "easy latentNoisy", + "easy lengthAnything", + "easy loadImageBase64", + "easy loadImagesForLoop", + "easy loraNames", + "easy loraPromptApply", + "easy loraStack", + "easy loraStackApply", + "easy loraSwitcher", + "easy makeImageForICLora", + "easy mathFloat", + "easy mathInt", + "easy mathString", + "easy mochiLoader", + "easy multiAngle", + 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showAnythingLazy", + "easy showLoaderSettingsNames", + "easy showSpentTime", + "easy showTensorShape", + "easy simpleMath", + "easy simpleMathDual", + "easy sleep", + "easy sliderControl", + "easy stableDiffusion3API", + "easy string", + "easy stringJoinLines", + "easy stringToFloatList", + "easy stringToIntList", + "easy styleAlignedBatchAlign", + "easy stylesSelector", + "easy sv3dLoader", + "easy svdLoader", + "easy textIndexSwitch", + "easy textSwitch", + "easy ultralyticsDetectorPipe", + "easy unSampler", + "easy whileLoopEnd", + "easy whileLoopStart", + "easy wildcards", + "easy wildcardsMatrix", + "easy xyAny", + "easy zero123Loader" + ], + { + "title_aux": "ComfyUI Easy Use" + } + ], + "https://github.com/yolain/SaveVideoRGBA": [ + [ + "SaveVideoRGBA" + ], + { + "title_aux": "SaveVideoRGBA" + } + ], + "https://github.com/yolanother/ComfyUI-Save16bitPng": [ + [ + "SaveImageARGB16PNG" + ], + { + "title_aux": "Save Uncompressed 16 Bit PNG" + } + ], + "https://github.com/yolanother/DTAIComfyImageSubmit": [ + [ + "DTSimpleSubmitImage", + "DTSubmitImage" + ], + { + "title_aux": "Comfy AI DoubTech.ai Image Sumission Node" + } + ], + "https://github.com/yolanother/DTAIComfyLoaders": [ + [ + "DTCLIPLoader", + "DTCLIPVisionLoader", + "DTCheckpointLoader", + "DTCheckpointLoaderSimple", + "DTControlNetLoader", + "DTDiffControlNetLoader", + "DTDiffusersLoader", + "DTGLIGENLoader", + "DTLoadImage", + "DTLoadImageMask", + "DTLoadLatent", + "DTLoraLoader", + "DTLorasLoader", + "DTPreviewImage", + "DTStyleModelLoader", + "DTUpscaleModelLoader", + "DTVAELoader", + "DTunCLIPCheckpointLoader" + ], + { + "title_aux": "Comfy UI Online Loaders" + } + ], + "https://github.com/yolanother/DTAIComfyPromptAgent": [ + [ + "DTPromptAgent", + "DTPromptAgentString" + ], + { + "title_aux": "Comfy UI Prompt Agent" + } + ], + "https://github.com/yolanother/DTAIComfyQRCodes": [ + [ + "QRCode" + ], + { + "title_aux": "Comfy UI QR Codes" + } + ], + "https://github.com/yolanother/DTAIComfyVariables": [ + [ + "DTCLIPTextEncode", + "DTSingleLineStringVariable", + "DTSingleLineStringVariableNoClip", + "FloatVariable", + "IntVariable", + "StringFormat", + "StringFormatSingleLine", + "StringVariable" + ], + { + "title_aux": "Variables for Comfy UI" + } + ], + "https://github.com/yolanother/DTAIImageToTextNode": [ + [ + "DTAIImageToTextNode", + "DTAIImageUrlToTextNode" + ], + { + "title_aux": "Image to Text Node" + } + ], + "https://github.com/yondonfu/ComfyUI-Background-Edit": [ + [ + "BackgroundColor", + "Composite", + "GaussianBlur" + ], + { + "title_aux": "ComfyUI-Background-Edit" + } + ], + "https://github.com/yondonfu/ComfyUI-Torch-Compile": [ + [ + "TorchCompileLoadControlNet", + "TorchCompileLoadVAE" + ], + { + "title_aux": "ComfyUI-Torch-Compile" + } + ], + "https://github.com/yorkane/ComfyUI-KYNode": [ + [ + "KY_AnyByIndex", + "KY_AnyToList", + "KY_BBoxPosition", + "KY_BBoxToXYWH", + "KY_BBoxesToSAM2", + "KY_CreateMask", + "KY_CreateVideoObjectFromPath", + "KY_CropImageByXYWH", + "KY_DummyOut", + "KY_Eval_Python", + "KY_FFmpegAddAudio", + "KY_FFmpegCustomCmd", + "KY_FFmpegImagesToVideo", + "KY_FFmpegTrimVideo", + "KY_FFmpegVideoToImages", + "KY_FilePathAnalyzer-", + "KY_FileSequenceAnalyzer", + "KY_First_NOT_EMPTY", + "KY_GetFromPath", + "KY_ImageCompare", + "KY_ImageCropByBBox", + "KY_JSONToBBox", + "KY_JoinToString", + "KY_LoadImageFrom", + "KY_LoadVideoByPath", + "KY_Load_Images_from_path", + "KY_MathExpression", + "KY_MergeToJSON", + "KY_OpenAICaptionImage", + "KY_OpenAICaptionImages", + "KY_OpenAIChat", + "KY_ReadImage", + "KY_RegexExtractor", + "KY_RegexReplace", + "KY_SaveImageSequence", + "KY_SaveImageToPath", + "KY_SaveVideo", + "KY_ToVideoUrl", + "KY_Uploads", + "KY_VideoCompare", + "KY_isNone", + "KY_restoreBBox", + "KY_toBBox" + ], + { + "title_aux": "ComfyUI-KYNode" + } + ], + "https://github.com/younyokel/comfyui_prompt_formatter": [ + [ + "CLIPTextEncodeFormatter", + "TextAppendFormatter", + "TextOnlyFormatter" + ], + { + "title_aux": "ComfyUI Prompt Formatter" + } + ], + "https://github.com/youyegit/tdxh_node_comfyui": [ + [ + "TdxhBoolNumber", + "TdxhClipVison", + "TdxhControlNetApply", + "TdxhControlNetProcessor", + "TdxhFloatInput", + "TdxhImageToSize", + "TdxhImageToSizeAdvanced", + "TdxhImg2ImgLatent", + "TdxhIntInput", + "TdxhLoraLoader", + "TdxhOnOrOff", + "TdxhReference", + "TdxhStringInput", + "TdxhStringInputTranslator", + "TdxhToggleGuest", + "TdxhToggleMaster" + ], + { + "title_aux": "tdxh_node_comfyui" + } + ], + "https://github.com/ytoaa/ComfyUI-LLM-Client": [ + [ + "QwenSecureE2EEClient" + ], + { + "title_aux": "ComfyUI-LLM-Client" + } + ], + "https://github.com/yuan199696/add_text_2_img": [ + [ + "AddText" + ], + { + "title_aux": "add_text_2_img" + } + ], + "https://github.com/yuan199696/chinese_clip_encode": [ + [ + "ChineseCLIPEncode" + ], + { + "title_aux": "chinese_clip_encode" + } + ], + "https://github.com/yuanyuan-spec/comfyui_hunyuanvideo_1.5_plugin": [ + [ + "HyVidelSrTransformerUpsamplerLoader", + "HyVidelSrVaeDecoder", + "HyVideo15Byt5Loader", + "HyVideo15CFG", + "HyVideo15GlyphByT5", + "HyVideo15I2VSampler", + "HyVideo15LatentsPrepare", + "HyVideo15ModelLoader", + "HyVideo15T2VSampler", + "HyVideo15TextEncode", + "HyVideo15TextEncoderLoader", + "HyVideo15Transformer", + "HyVideo15TransformerLoader", + "HyVideo15VaeDecode", + "HyVideo15VaeEncode", + "HyVideo15VaeLoader", + "HyVideo15VisionEncode", + "HyVideo15VisionEncoderLoader", + "HyVideoSrLatentsPrepare", + "HyVideoSrTransformer", + "HyVideoSrVaeEncode" + ], + { + "title_aux": "HunyuanVideo-1.5 nodes" + } + ], + "https://github.com/yukascomfy/ATI_AudioReactive": [ + [ + "AudioReactivePathAnimator" + ], + { + "title_aux": "ATI_AudioReactive" + } + ], + "https://github.com/yushan777/ComfyUI-Y7-SBS-2Dto3D": [ + [ + "Y7_SideBySide", + "Y7_VideoSideBySide" + ], + { + "title_aux": "ComfyUI-Y7-SBS-2Dto3D" + } + ], + "https://github.com/yushan777/ComfyUI-Y7Nodes": [ + [ + "Y7Nodes_CLIP_TokenCounter", + "Y7Nodes_CatchEditTextNodeDual", + "Y7Nodes_Grid2Batch", + "Y7Nodes_ImageRow", + "Y7Nodes_ImageSizePresets", + "Y7Nodes_PromptEnhancerFlux", + "Y7Nodes_ShowAnything", + "Y7Nodes_SmolVLM", + "Y7Nodes_T5_TokenCounter", + "Y7Nodes_Text" + ], + { + "title_aux": "Y7Nodes for ComfyUI" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Depth-Anything-Tensorrt": [ + [ + "DepthAnythingEngineBuilder", + "DepthAnythingMapDisplay", + "DepthAnythingTensorrt", + "DepthAnythingTensorrtAdvanced" + ], + { + "title_aux": "ComfyUI Depth Anything TensorRT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Dwpose-Tensorrt": [ + [ + "DwposeTensorrt", + "LoadDwposeTensorrtModels" + ], + { + "title_aux": "ComfyUI Dwpose TensorRT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-FLOAT": [ + [ + "FloatProcess", + "LoadFloatModels" + ], + { + "title_aux": "ComfyUI FLOAT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Facerestore-Tensorrt": [ + [ + "FaceRestoreTensorrt" + ], + { + "title_aux": "ComfyUI Facerestore TensorRT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-PiperTTS": [ + [ + "PiperTTS" + ], + { + "title_aux": "ComfyUI PiperTTS" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Pronodes": [ + [ + "ImagesSeekerNode", + "ImagesShufflerNode", + "LoadImageFromOutputDirectoryNode", + "LoadYoutubeVideoNode", + "PreviewVHSAudioNode", + "SaveAndOverwriteImageNode", + "VHSFilenamesToPathNode" + ], + { + "title_aux": "ComfyUI-Pronodes" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Rife-Tensorrt": [ + [ + "RifeTensorrt" + ], + { + "title_aux": "ComfyUI Rife TensorRT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Thera": [ + [ + "LoadTheraModel", + "TheraProcess" + ], + { + "title_aux": "ComfyUI Thera" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Upscaler-Tensorrt": [ + [ + "LoadUpscalerTensorrtModel", + "UpscalerTensorrt" + ], + { + "title_aux": "ComfyUI Upscaler TensorRT" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Video-Depth-Anything": [ + [ + "LoadVideoDepthAnythingModel", + "VideoDepthAnythingOutput", + "VideoDepthAnythingProcess", + "VideoDepthAnythingSaveEXR" + ], + { + "title_aux": "ComfyUI Video Depth Anything" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Vsgan": [ + [ + "DepthAnythingTrtNode", + "TTSCapcutNode", + "UpscaleVideoTrtNode" + ], + { + "title_aux": "ComfyUI-Vsgan" + } + ], + "https://github.com/yuvraj108c/ComfyUI-Whisper": [ + [ + "Add Subtitles To Background", + "Add Subtitles To Frames", + "Apply Whisper", + "Resize Cropped Subtitles", + "Save SRT" + ], + { + "title_aux": "ComfyUI Whisper" + } + ], + "https://github.com/yuvraj108c/ComfyUI-YoloNasPose-Tensorrt": [ + [ + "YoloNasPoseEngineBuilder", + "YoloNasPoseTensorrt" + ], + { + "title_aux": "ComfyUI YoloNasPose Tensorrt" + } + ], + "https://github.com/yuvraj108c/ComfyUI_InvSR": [ + [ + "InvSRSampler", + "LoadInvSRModels" + ], + { + "title_aux": "ComfyUI InvSR" + } + ], + "https://github.com/yvann-ba/ComfyUI_Yvann-Nodes": [ + [ + "Audio Analysis", + "Audio IPAdapter Transitions", + "Audio Peaks Detection", + "Audio Prompt Schedule", + "Audio Remixer", + "Edit Audio Weights", + "Float to Int", + "Floats To Weights Strategy", + "Floats Visualizer", + "Invert Floats", + "Load Audio Separation Model", + "Mask To Float", + "Repeat Image To Count" + ], + { + "title_aux": "ComfyUI_Yvann-Nodes" + } + ], + "https://github.com/za-wa-n-go/ComfyUI_Zwng_Nodes": [ + [ + "ZwngLoadImagePathOrURL", + "ZwngPreviewImageAndMask", + "ZwngSimpleGoogleTranslater", + "ZwngSimplePhotoshopConnector" + ], + { + "title_aux": "ComfyUI_Zwng_Nodes" + } + ], + "https://github.com/zade23/Comfyui-Distill-Any-Depth": [ + [ + "DistillAnyDepthProcessImage", + "DownloadDistillAnyDepthModel" + ], + { + "title_aux": "Comfyui-Distill-Any-Depth" + } + ], + "https://github.com/zade23/Comfyui-MoGe2": [ + [ + "RunMoGe2Process" + ], + { + "title_aux": "ComfyUI-MoGe2" + } + ], + "https://github.com/zaheenrahman/ComfyUI-ColorCorrection": [ + [ + "ClothingColorCorrection" + ], + { + "title_aux": "ComfyUI-ColorCorrection" + } + ], + "https://github.com/zavatmotion/ComfyUI-Workflow-Backup": [ + [ + "WorkflowBackup" + ], + { + "title_aux": "ComfyUI Workflow Backup" + } + ], + "https://github.com/zccrs/comfyui-dci": [ + [ + "Base64Decoder", + "Base64Encoder", + "BinaryFileLoader", + "BinaryFileSaver", + "DCIAnalysis", + "DCIFileNode", + "DCIFileSaver", + "DCIImage", + "DCIImagePreview", + "DCIPreviewNode", + "DCISampleImage", + "DCI_Analysis", + "DCI_Base64Decoder", + "DCI_Base64Encoder", + "DCI_BinaryFileLoader", + "DCI_BinaryFileSaver", + "DCI_DebLoader", + "DCI_DebPackager", + "DCI_DirectoryLoader", + "DCI_FileNode", + "DCI_FileSaver", + "DCI_Image", + "DCI_ImagePreview", + "DCI_PreviewNode", + "DCI_SampleImage", + "DebLoader", + "DebPackager", + "DirectoryLoader" + ], + { + "title_aux": "ComfyUI DCI" + } + ], + "https://github.com/zcfrank1st/Comfyui-Toolbox": [ + [ + "PreviewJson", + "SaveJson", + "TestJsonPreview" + ], + { + "title_aux": "Comfyui-Toolbox" + } + ], + "https://github.com/zcfrank1st/Comfyui-Yolov8": [ + [ + "Yolov8Detection", + "Yolov8Segmentation" + ], + { + "title_aux": "ComfyUI Yolov8" + } + ], + "https://github.com/zcfrank1st/comfyui_visual_anagrams": [ + [ + "VisialAnagramsSample", + "VisualAnagramsSample" + ], + { + "title_aux": "comfyui_visual_anagram" + } + ], + "https://github.com/zeeoale/PromptCreatorNode": [ + [ + "IdentityMixerNode", + "PFN_PromptTagsExtractor", + "PromptBuilderNode", + "PromptCreatorNode", + "PromptReplayNode", + "PromptTagsExtractorNode" + ], + { + "title_aux": "PromptCreatorNodetraumakom Prompt Generator" + } + ], + "https://github.com/zengxianyu/ComfyUIIntensityDepth": [ + [ + "IntensityDepthEstimation" + ], + { + "title_aux": "Intensity Fake Depth Node for ComfyUI" + } + ], + "https://github.com/zengxianyu/structured-noise": [ + [ + "StructuredNoise" + ], + { + "title_aux": "Phase-Preserving Noise" + } + ], + "https://github.com/zentrocdot/ComfyUI-RealESRGAN_Upscaler": [ + [ + "\ud83d\ude80 Universal RealESRGAN Upscaler", + "\ud83e\uddf3 Show Data" + ], + { + "title_aux": "ComfyUI-RealESRGAN_Upscaler" + } + ], + "https://github.com/zentrocdot/ComfyUI-Simple_Image_To_Prompt": [ + [ + "\ud83d\udc41\ufe0f Image To Prompt", + "\ud83d\udc41\ufe0f Image To Prompt (NO UPDATE)", + "\ud83e\uddf3 Show Data" + ], + { + "title_aux": "ComfyUI-Simple_Image_To_Prompt" + } + ], + "https://github.com/zentrocdot/ComfyUI_Circle_Detection": [ + [ + "\u270f\ufe0f Input Data", + "\ud83d\udcc4 Show Data", + "\ud83d\udd2c Circle Detection (Hough)", + "\ud83d\udd2c Ellipse Detection (Simple)" + ], + { + "title_aux": "ComfyUI_Circle_Detection" + } + ], + "https://github.com/zer0TF/cute-comfy": [ + [ + "Cute.Placeholder" + ], + { + "title_aux": "Cute Comfy" + } + ], + "https://github.com/zer0thgear/zer0-comfy-utils": [ + [ + "List Combine Node (zer0)", + "Multiline String Node (zer0)", + "Prompt Minimizer And Splitter Node (zer0)", + "Quality Tag Prepend Node (zer0)", + "Tavern Card Creation Node (zer0)", + "Tavern Card Info Node (zer0)" + ], + { + "author": "zer0gear", + "description": "Dubiously useful nodes that I've made for my own use.", + "nickname": "zer0gear Comfy Utils", + "title": "zer0gear's Comfy Utilities", + "title_aux": "zer0 Comfy Utilities" + } + ], + "https://github.com/zeroxoxo/ComfyUI-Fast-Style-Transfer": [ + [ + "FastStyleTransfer", + "NeuralStyleTransfer", + "TrainFastStyleTransfer" + ], + { + "title_aux": "ComfyUI-Fast-Style-Transfer" + } + ], + "https://github.com/zfkun/ComfyUI_zfkun": [ + [ + "ZFLoadImagePath", + "ZFPreviewText", + "ZFPreviewTextList", + "ZFPreviewTextMultiline", + "ZFShareScreen", + "ZFSplitText", + "ZFTextTranslation" + ], + { + "title_aux": "ComfyUI_zfkun" + } + ], + "https://github.com/zhangle0013/comfyui-EmptyImageYesON": [ + [ + "ImageAutoDisableNode" + ], + { + "title_aux": "comfyui-EmptyImageYesON" + } + ], + "https://github.com/zhanglongxiao111/Comfyui-geminiapi": [ + [ + "ElevenLabsTTSNode", + "FluxKontextMaxNode", + "FluxKontextProNode", + "GPTImageEditNode", + "GeminiChatNode", + "GeminiSegmentationNode", + "GeminiTTSNode", + "GoogleImagenEditNode", + "GoogleImagenNode", + "NanoBananaNode", + "NanoBananaProNode", + "NanoBananaProVertexNode", + "Veo3VideoGenerator" + ], + { + "title_aux": "Comfyui-geminiapi" + } + ], + "https://github.com/zhangp365/ComfyUI-utils-nodes": [ + [ + "AspectRatioSizeNodeOfUtils", + "BooleanControlOutput", + "CheckpointLoaderSimpleWithSwitch", + "ColorCorrectOfUtils", + "ConcatTextOfUtils", + "CropByMaskToSpecificSize", + "DeepfaceAnalyzeFaceAttributes", + "DetectorForNSFW", + "EmptyConditioning", + "FalFunControlVideoRequestNode", + "FalImage2VideoRequestNode", + "FalNanoBananaNode", + "FalVideo2VideoRequestNode", + "FloatMultipleAddLiteral", + "FrameAdjuster", + "GeminiPromptEnhance", + "GenderControlOutput", + "ImageAutoSelector", + "ImageBatchOneOrMore", + "ImageCompositeMaskedOneByOne", + "ImageCompositeMaskedWithSwitch", + "ImageCompositeWatermark", + "ImageConcanateOfUtils", + "ImageMaskColorAverage", + "ImageResizeTo8x", + "ImageScaleToTotalPixelsSwitch", + "ImageTransition", + "ImageTransitionBottomToTop", + "ImageTransitionLeftToRight", + "ImageTransitionRightToLeft", + "ImageTransitionTopToBottom", + "ImagesConcanateToGrid", + "IntMultipleAddLiteral", + "LayerUtility: CropByMask To Specific Size", + "LoadImageMaskWithSwitch", + "LoadImageMaskWithoutListDir", + "LoadImageWithSwitch", + "LoadImageWithoutListDir", + "MaskAreaComparison", + "MaskAutoSelector", + "MaskCoverFourCorners", + "MaskFastGrow", + "MaskFromFaceModel", + "MaskofCenter", + "MatchImageRatioToPreset", + "ModelsDownloaderOfUtils", + "ModifyTextGender", + "NeedImageSizeAndCount", + "NovitaVideoRequestNode", + "QwenEditPlusLoraNode", + "ReferenceLatentSwitch", + "ReplicateRequstNode", + "ReplicateVideoRequestNode", + "SegmindVideoRequestNode", + "SplitMask", + "TextInputAutoSelector", + "TextPreview", + "TorchCompileModelAdvancedOfUtils", + "UpscaleImageWithModelIfNeed", + "VAEEncoderSwitch", + "VolcanoArkImageEditNode", + "VolcanoImageEditNode", + "VolcanoOutpaintingNode" + ], + { + "title_aux": "zhangp365/ComfyUI-utils-nodes" + } + ], + "https://github.com/zhangp365/ComfyUI_photomakerV2_native": [ + [ + "PhotoMakerEncodeV2", + "PhotoMakerLoaderV2" + ], + { + "title_aux": "ComfyUI_photomakerV2_native" + } + ], + "https://github.com/zhaocaiji/ComfyUI-Mute-Switch": [ + [ + "MuteSwitch" + ], + { + "title_aux": "ComfyUI-Mute-Switch" + } + ], + "https://github.com/zhaocaiji/ComfyUI-VideoFrameTools": [ + [ + "VideoFrameReorderAndSkip" + ], + { + "title_aux": "ComfyUI-VideoFrameTools" + } + ], + "https://github.com/zhiselfly/ComfyUI-Alimama-ControlNet-compatible": [ + [ + "SD3AlimamaInpaintControlNetApplyAdvanced", + "SD3AlimamaInpaintControlNetLoader" + ], + { + "title_aux": "ComfyUI-Alimama-ControlNet-compatible" + } + ], + "https://github.com/zhongpei/ComfyUI-InstructIR": [ + [ + "InstructIRProcess", + "LoadInstructIRModel" + ], + { + "title_aux": "ComfyUI for InstructIR" + } + ], + "https://github.com/zhuanqianfish/ComfyUI-EasyNode": [ + [ + "EasyCaptureNode", + "EasyVideoOutputNode", + "SendImageWebSocket", + "SendImageWebSocketNode" + ], + { + "title_aux": "EasyCaptureNode for ComfyUI" + } + ], + "https://github.com/zhulu111/ComfyUI_Bxb": [ + [ + "bxbSwitch", + "sdBxb", + "sdBxb_saveImage", + "sdBxb_textInput" + ], + { + "title_aux": "ComfyUI_Bxb" + } + ], + "https://github.com/zhuyanan/Comfy-FilmSimulator": [ + [ + "DNG Image Reader", + "FilmSimNode", + "SaveAVIF_HDR" + ], + { + "title_aux": "Comfy-FilmSimulator" + } + ], + "https://github.com/zichongc/ComfyUI-Attention-Distillation": [ + [ + "ADHandler", + "ADOptimizer", + "ADSampler", + "LoadDistiller", + "LoadPILImage", + "PureText", + "ResizeImage" + ], + { + "title_aux": "ComfyUI-Attention-Distillation" + } + ], + "https://github.com/zisb/comfyui-texture-packer": [ + [ + "AlphaEdgeSolidify" + ], + { + "title_aux": "comfyui-texture-packer" + } + ], + "https://github.com/zl9739379/ComfyUI-ArkVideoGenerate": [ + [ + "ArkVideoGenerate" + ], + { + "title_aux": "ComfyUI-ArkVideoGenerate" + } + ], + "https://github.com/zmwv823/ComfyUI_Anytext": [ + [ + "UL_AnyText2Fonts", + "UL_AnyTextComposer", + "UL_AnyTextEncoder", + "UL_AnyTextFontImg", + "UL_AnyTextFormatter", + "UL_AnyTextLoader", + "UL_AnyTextSampler", + "UL_DiffusersCheckpointLoader", + "UL_DiffusersControlNetApplyAdvanced", + "UL_DiffusersControlNetLoader", + "UL_Image_Generation_Diffusers_Sampler", + "UL_Image_Generation_Glyph_ByT5", + "UL_Image_Generation_Glyph_ByT5_Checkponits_Loader", + "UL_Image_Generation_Glyph_ByT5_Font", + "UL_Image_Generation_JoyType_Font_Img", + "UL_Image_Generation_JoyType_Render_List", + "UL_Image_Process_Common_Cv2_Canny", + "UL_Translator", + "UL_TranslatorLoader", + "U_LoRAS" + ], + { + "title_aux": "ComfyUI_Anytext" + } + ], + "https://github.com/zn123/ComfyUI-image-processor-zn123": [ + [ + "ImageAdjustBrightness", + "ImageAdjustContrast", + "ImageBlur", + "ImageCrop", + "ImageFlip", + "ImageGrayscale", + "ImageResize", + "ImageRotate", + "ImageScaleByLongSide", + "ImageScaleByShortSide", + "ImageScaleByShortSideFactor", + "ImageSharpen", + "ImageUpscale" + ], + { + "title_aux": "ComfyUI-image-processor-zn123" + } + ], + "https://github.com/zohac/ComfyUI_ZC_DrawShape": [ + [ + "ZcDrawShape" + ], + { + "author": "Zohac", + "description": "nodes for artists, designers and animators.", + "nickname": "Zc DrawShape", + "title": "Zc DrawShape", + "title_aux": "ComfyUI_ZC_DrawShape" + } + ], + "https://github.com/zombieyang/sd-ppp": [ + [ + "CLIP Text Encode PS Regional", + "Get Image From Photoshop Layer", + "Send Images To Photoshop" + ], + { + "title_aux": "SD-PPP" + } + ], + "https://github.com/zubenelakrab/ComfyUI-ASV-Nodes": [ + [ + "ASVPromptGenerator" + ], + { + "title_aux": "ComfyUI-ASV-Nodes Node" + } + ], + "https://github.com/zwaigani/ComfyUI-LoRA-stacker": [ + [ + "LoRA Stacker" + ], + { + "title_aux": "ComfyUI-LoRA-stacker" + } + ], + "https://github.com/zwaigani/ComfyUI-VRAM-watcher": [ + [ + "VRAMWatcher" + ], + { + "title_aux": "ComfyUI-VRAM-watcher" + } + ], + "https://github.com/zygion/comfyui-zygion-util-nodes": [ + [ + "ItemListNode", + "SceneQueueNode", + "TemplateInputNode", + "TemplateProcessorNode", + "TriggerPassthroughNode" + ], + { + "title_aux": "i-zygion-util-nodes" + } + ], + "https://github.com/zzubnik/TT_TextTools": [ + [ + "TT_StoryCombiner", + "TT_TextFileSelectorNode", + "TT_TextInput", + "TT_TextReplacer" + ], + { + "title_aux": "TT_TextTools" + } + ], + "https://github.com/zzw5516/ComfyUI-zw-tools": [ + [ + "ZwPrompt", + "ZwPromptText" + ], + { + "title_aux": "ComfyUI-zw-tools" + } + ], + "https://raw.githubusercontent.com/1shadow1/hayo_comfyui_nodes/main/LZCNodes.py": [ + [ + "LoadPILImages", + "MergeImages", + "make_transparentmask", + "tensor_trans_pil", + "words_generatee" + ], + { + "title_aux": "Hayo comfyui nodes" + } + ], + "https://raw.githubusercontent.com/CaptainGrock/ComfyUIInvisibleWatermark/main/Invisible%20Watermark.py": [ + [ + "Apply Invisible Watermark", + "Extract Watermark" + ], + { + "title_aux": "ComfyUIInvisibleWatermark" + } + ], + "https://raw.githubusercontent.com/NeuralNotW0rk/ComfyUI-Waveform-Extensions/main/EXT_AudioManipulation.py": [ + [ + "BatchJoinAudio", + "CutAudio", + "DuplicateAudio", + "JoinAudio", + "ResampleAudio", + "ReverseAudio", + "StretchAudio" + ], + { + "title_aux": "Waveform Extensions" + } + ], + "https://raw.githubusercontent.com/Onierous/QRNG_Node_ComfyUI/main/qrng_node.py": [ + [ + "QRNG_Node_CSV" + ], + { + "title_aux": "QRNG_Node_ComfyUI" + } + ], + "https://raw.githubusercontent.com/SadaleNet/CLIPTextEncodeA1111-ComfyUI/master/custom_nodes/clip_text_encoder_a1111.py": [ + [ + "CLIPTextEncodeA1111", + "RerouteTextForCLIPTextEncodeA1111" + ], + { + "title_aux": "ComfyUI A1111-like Prompt Custom Node Solution" + } + ], + "https://raw.githubusercontent.com/Ser-Hilary/SDXL_sizing/main/conditioning_sizing_for_SDXL.py": [ + [ + "get_aspect_from_image", + "get_aspect_from_ints", + "sizing_node", + "sizing_node_basic", + "sizing_node_unparsed" + ], + { + "title_aux": "SDXL_sizing" + } + ], + "https://raw.githubusercontent.com/barckley75/comfyUI_DaVinciResolve/main/custom_nodes/node_text_to_speech.py": [ + [ + "TextToSpeech" + ], + { + "title_aux": "comfyUI_DaVinciResolve" + } + ], + "https://raw.githubusercontent.com/bkunbargi/BrevImage/main/BrevLoadImage.py": [ + [ + "BrevImage" + ], + { + "title_aux": "BrevImage" + } + ], + "https://raw.githubusercontent.com/catscandrive/comfyui-imagesubfolders/main/loadImageWithSubfolders.py": [ + [ + "LoadImagewithSubfolders" + ], + { + "title_aux": "Image loader with subfolders" + } + ], + "https://raw.githubusercontent.com/dawangraoming/ComfyUI_ksampler_gpu/main/ksampler_gpu.py": [ + [ + "KSamplerAdvancedGPU", + "KSamplerGPU" + ], + { + "title_aux": "KSampler GPU" + } + ], + "https://raw.githubusercontent.com/fitCorder/fcSuite/main/fcSuite.py": [ + [ + "fcFloat", + "fcFloatMatic", + "fcFloatNode", + "fcHex", + "fcInteger", + "fcIntegerNode" + ], + { + "title_aux": "fcSuite" + } + ], + "https://raw.githubusercontent.com/folkghost/comfyui_search_csv/main/search_csv_node.py": [ + [ + "Search CSV", + "search_csv" + ], + { + "title_aux": "CSV Search Node" + } + ], + "https://raw.githubusercontent.com/huimengshiguang/AspectAwareTiling/refs/heads/main/hmsg-quanjing.py": [ + [ + "AspectAwareTiling" + ], + { + "title_aux": "AspectAwareTiling" + } + ], + "https://raw.githubusercontent.com/lordgasmic/comfyui_wildcards/master/wildcards.py": [ + [ + "CLIPTextEncodeWithWildcards" + ], + { + "title_aux": "Wildcards" + } + ], + "https://raw.githubusercontent.com/lrzjason/ComfyUIJasonNode/main/SDXLMixSampler.py": [ + [ + "JNode", + "SDXLMixSampler" + ], + { + "title_aux": "ComfyUIJasonNode" + } + ], + "https://raw.githubusercontent.com/m957ymj75urz/ComfyUI-Custom-Nodes/main/clip-text-encode-split/clip_text_encode_split.py": [ + [ + "RawText", + "RawTextCombine", + "RawTextEncode", + "RawTextReplace" + ], + { + "title_aux": "m957ymj75urz/ComfyUI-Custom-Nodes" + } + ], + "https://raw.githubusercontent.com/nicolai256/comfyUI_Nodes_nicolai256/main/yugioh-presets.py": [ + [ + "yugioh_Presets" + ], + { + "title_aux": "comfyUI_Nodes_nicolai256" + } + ], + "https://raw.githubusercontent.com/ntdviet/comfyui-ext/main/custom_nodes/gcLatentTunnel/gcLatentTunnel.py": [ + [ + "gcLatentTunnel" + ], + { + "title_aux": "ntdviet/comfyui-ext" + } + ], + "https://raw.githubusercontent.com/s1dlx/comfy_meh/main/meh.py": [ + [ + "MergingExecutionHelper" + ], + { + "title_aux": "comfy_meh" + } + ], + "https://raw.githubusercontent.com/seghier/ComfyUI_LibreTranslate/main/translate_node.py": [ + [ + "LibreTranslateLocally", + "LibreTranslateOnline" + ], + { + "title_aux": "ComfyUI_LibreTranslate" + } + ], + "https://raw.githubusercontent.com/taabata/Comfy_Syrian_Falcon_Nodes/main/SyrianFalconNodes.py": [ + [ + "CompositeImage", + "KSamplerAlternate", + "KSamplerPromptEdit", + "KSamplerPromptEditAndAlternate", + "LoopBack", + "QRGenerate", + "WordAsImage" + ], + { + "title_aux": "Syrian Falcon Nodes" + } + ], + "https://raw.githubusercontent.com/throttlekitty/SDXLCustomAspectRatio/main/SDXLAspectRatio.py": [ + [ + "SDXLAspectRatio" + ], + { + "title_aux": "SDXLCustomAspectRatio" + } + ], + "https://raw.githubusercontent.com/time-river/ComfyUI-CLIPSeg/main/custom_nodes/clipseg.py": [ + [ + "CLIPSeg", + "CombineSegMasks" + ], + { + "title_aux": "CLIPSeg" + } + ], + "https://raw.githubusercontent.com/ultimatech-cn/FaceSimilarity/main/faceSimilarity.py": [ + [ + "Face-analyze", + "Face-similarity" + ], + { + "title_aux": "FaceSimilarity" + } + ], + "https://raw.githubusercontent.com/vxinhao/color2rgb/main/color2rgb.py": [ + [ + "color2RGB" + ], + { + "title_aux": "color2rgb" + } + ], + "https://raw.githubusercontent.com/wsippel/comfyui_ws/main/sdxl_utility.py": [ + [ + "SDXLResolutionPresets" + ], + { + "title_aux": "SDXLResolutionPresets" + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/extras.json b/custom_nodes/ComfyUI-Manager/extras.json new file mode 100644 index 0000000000000000000000000000000000000000..2294930676b7af596c5b037f2fd6f00244c4846d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/extras.json @@ -0,0 +1,26 @@ +{ + "favorites": [ + "comfyui_ipadapter_plus", + "comfyui-animatediff-evolved", + "comfyui_controlnet_aux", + "comfyui-impact-pack", + "comfyui-impact-subpack", + "comfyui-custom-scripts", + "comfyui-layerdiffuse", + "comfyui-liveportraitkj", + "aigodlike-comfyui-translation", + "comfyui-reactor", + "comfyui_instantid", + "sd-dynamic-thresholding", + "pr-was-node-suite-comfyui-47064894", + "comfyui-advancedliveportrait", + "comfyui_layerstyle", + "efficiency-nodes-comfyui", + "comfyui-crystools", + "comfyui-advanced-controlnet", + "comfyui-videohelpersuite", + "comfyui-kjnodes", + "comfy-mtb", + "comfyui_essentials" + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/git_helper.py b/custom_nodes/ComfyUI-Manager/git_helper.py new file mode 100644 index 0000000000000000000000000000000000000000..4e184a3b3935db14061e1a5a03cee2db3f152d53 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/git_helper.py @@ -0,0 +1,531 @@ +import subprocess +import sys +import os +import traceback +import time + +import git +import json +import yaml +import requests +from tqdm.auto import tqdm +from git.remote import RemoteProgress + + +comfy_path = os.environ.get('COMFYUI_PATH') +git_exe_path = os.environ.get('GIT_EXE_PATH') + +if comfy_path is None: + print("\nWARN: The `COMFYUI_PATH` environment variable is not set. Assuming `custom_nodes/ComfyUI-Manager/../../` as the ComfyUI path.", file=sys.stderr) + comfy_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..')) + + +def download_url(url, dest_folder, filename=None): + # Ensure the destination folder exists + if not os.path.exists(dest_folder): + os.makedirs(dest_folder) + + # Extract filename from URL if not provided + if filename is None: + filename = os.path.basename(url) + + # Full path to save the file + dest_path = os.path.join(dest_folder, filename) + + # Download the file + response = requests.get(url, stream=True) + if response.status_code == 200: + with open(dest_path, 'wb') as file: + for chunk in response.iter_content(chunk_size=1024): + if chunk: + file.write(chunk) + else: + print(f"Failed to download file from {url}") + + +nodelist_path = os.path.join(os.path.dirname(__file__), "custom-node-list.json") +working_directory = os.getcwd() + +if os.path.basename(working_directory) != 'custom_nodes': + print("WARN: This script should be executed in custom_nodes dir") + print(f"DBG: INFO {working_directory}") + print(f"DBG: INFO {sys.argv}") + # exit(-1) + + +class GitProgress(RemoteProgress): + def __init__(self): + super().__init__() + self.pbar = tqdm(ascii=True) + + def update(self, op_code, cur_count, max_count=None, message=''): + self.pbar.total = max_count + self.pbar.n = cur_count + self.pbar.pos = 0 + self.pbar.refresh() + + +def gitclone(custom_nodes_path, url, target_hash=None, repo_path=None): + repo_name = os.path.splitext(os.path.basename(url))[0] + + if repo_path is None: + repo_path = os.path.join(custom_nodes_path, repo_name) + + # Clone the repository from the remote URL + repo = git.Repo.clone_from(url, repo_path, recursive=True, progress=GitProgress()) + + if target_hash is not None: + print(f"CHECKOUT: {repo_name} [{target_hash}]") + repo.git.checkout(target_hash) + + repo.git.clear_cache() + repo.close() + + +def gitcheck(path, do_fetch=False): + try: + # Fetch the latest commits from the remote repository + repo = git.Repo(path) + + if repo.head.is_detached: + print("CUSTOM NODE CHECK: True") + return + + current_branch = repo.active_branch + branch_name = current_branch.name + + remote_name = current_branch.tracking_branch().remote_name + remote = repo.remote(name=remote_name) + + if do_fetch: + remote.fetch() + + # Get the current commit hash and the commit hash of the remote branch + commit_hash = repo.head.commit.hexsha + + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + print("CUSTOM NODE CHECK: True") # non default branch is treated as updatable + return + + # Compare the commit hashes to determine if the local repository is behind the remote repository + if commit_hash != remote_commit_hash: + # Get the commit dates + commit_date = repo.head.commit.committed_datetime + remote_commit_date = repo.refs[f'{remote_name}/{branch_name}'].object.committed_datetime + + # Compare the commit dates to determine if the local repository is behind the remote repository + if commit_date < remote_commit_date: + print("CUSTOM NODE CHECK: True") + else: + print("CUSTOM NODE CHECK: False") + except Exception as e: + print(e) + print("CUSTOM NODE CHECK: Error") + + +def get_remote_name(repo): + available_remotes = [remote.name for remote in repo.remotes] + if 'origin' in available_remotes: + return 'origin' + elif 'upstream' in available_remotes: + return 'upstream' + elif len(available_remotes) > 0: + return available_remotes[0] + + if not available_remotes: + print(f"[ComfyUI-Manager] No remotes are configured for this repository: {repo.working_dir}") + else: + print(f"[ComfyUI-Manager] Available remotes in '{repo.working_dir}': ") + for remote in available_remotes: + print(f"- {remote}") + + return None + + +def switch_to_default_branch(repo): + remote_name = get_remote_name(repo) + + try: + if remote_name is None: + return False + + default_branch = repo.git.symbolic_ref(f'refs/remotes/{remote_name}/HEAD').replace(f'refs/remotes/{remote_name}/', '') + repo.git.checkout(default_branch) + return True + except: + # try checkout master + # try checkout main if failed + try: + repo.git.checkout(repo.heads.master) + return True + except: + try: + if remote_name is not None: + repo.git.checkout('-b', 'master', f'{remote_name}/master') + return True + except: + try: + repo.git.checkout(repo.heads.main) + return True + except: + try: + if remote_name is not None: + repo.git.checkout('-b', 'main', f'{remote_name}/main') + return True + except: + pass + + print("[ComfyUI Manager] Failed to switch to the default branch") + return False + + +def gitpull(path): + # Check if the path is a git repository + if not os.path.exists(os.path.join(path, '.git')): + raise ValueError('Not a git repository') + + # Pull the latest changes from the remote repository + repo = git.Repo(path) + if repo.is_dirty(): + print(f"STASH: '{path}' is dirty.") + repo.git.stash() + + commit_hash = repo.head.commit.hexsha + try: + if repo.head.is_detached: + switch_to_default_branch(repo) + + current_branch = repo.active_branch + branch_name = current_branch.name + + remote_name = current_branch.tracking_branch().remote_name + remote = repo.remote(name=remote_name) + + if f'{remote_name}/{branch_name}' not in repo.refs: + switch_to_default_branch(repo) + current_branch = repo.active_branch + branch_name = current_branch.name + + remote.fetch() + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + print("CUSTOM NODE PULL: Fail") # update fail + return + + if commit_hash == remote_commit_hash: + print("CUSTOM NODE PULL: None") # there is no update + repo.close() + return + + try: + repo.git.pull('--ff-only') + except git.GitCommandError: + backup_name = f'backup_{time.strftime("%Y%m%d_%H%M%S")}' + repo.create_head(backup_name) + print(f"[ComfyUI-Manager] Cannot fast-forward. Backup created: {backup_name}") + repo.git.reset('--hard', f'{remote_name}/{branch_name}') + print(f"[ComfyUI-Manager] Reset to {remote_name}/{branch_name}") + + repo.git.submodule('update', '--init', '--recursive') + new_commit_hash = repo.head.commit.hexsha + + if commit_hash != new_commit_hash: + print("CUSTOM NODE PULL: Success") # update success + else: + print("CUSTOM NODE PULL: Fail") # update fail + except Exception as e: + print(e) + print("CUSTOM NODE PULL: Fail") # unknown git error + + repo.close() + + +def checkout_comfyui_hash(target_hash): + repo = git.Repo(comfy_path) + commit_hash = repo.head.commit.hexsha + + if commit_hash != target_hash: + try: + print(f"CHECKOUT: ComfyUI [{target_hash}]") + repo.git.checkout(target_hash) + except git.GitCommandError as e: + print(f"Error checking out the ComfyUI: {str(e)}") + + +def checkout_custom_node_hash(git_custom_node_infos): + repo_name_to_url = {} + + for url in git_custom_node_infos.keys(): + repo_name = url.split('/')[-1] + + if repo_name.endswith('.git'): + repo_name = repo_name[:-4] + + repo_name_to_url[repo_name] = url + + for path in os.listdir(working_directory): + if path.endswith("ComfyUI-Manager"): + continue + + fullpath = os.path.join(working_directory, path) + + if os.path.isdir(fullpath): + is_disabled = path.endswith(".disabled") + + try: + git_dir = os.path.join(fullpath, '.git') + if not os.path.exists(git_dir): + continue + + need_checkout = False + repo_name = os.path.basename(fullpath) + + if repo_name.endswith('.disabled'): + repo_name = repo_name[:-9] + + if repo_name not in repo_name_to_url: + if not is_disabled: + # should be disabled + print(f"DISABLE: {repo_name}") + new_path = fullpath + ".disabled" + os.rename(fullpath, new_path) + need_checkout = False + else: + item = git_custom_node_infos[repo_name_to_url[repo_name]] + if item['disabled'] and is_disabled: + pass + elif item['disabled'] and not is_disabled: + # disable + print(f"DISABLE: {repo_name}") + new_path = fullpath + ".disabled" + os.rename(fullpath, new_path) + + elif not item['disabled'] and is_disabled: + # enable + print(f"ENABLE: {repo_name}") + new_path = fullpath[:-9] + os.rename(fullpath, new_path) + fullpath = new_path + need_checkout = True + else: + need_checkout = True + + if need_checkout: + repo = git.Repo(fullpath) + commit_hash = repo.head.commit.hexsha + + if commit_hash != item['hash']: + print(f"CHECKOUT: {repo_name} [{item['hash']}]") + repo.git.checkout(item['hash']) + + except Exception: + print(f"Failed to restore snapshots for the custom node '{path}'") + + # clone missing + for k, v in git_custom_node_infos.items(): + if 'ComfyUI-Manager' in k: + continue + + if not v['disabled']: + repo_name = k.split('/')[-1] + if repo_name.endswith('.git'): + repo_name = repo_name[:-4] + + path = os.path.join(working_directory, repo_name) + if not os.path.exists(path): + print(f"CLONE: {path}") + gitclone(working_directory, k, target_hash=v['hash']) + + +def invalidate_custom_node_file(file_custom_node_infos): + global nodelist_path + + enabled_set = set() + for item in file_custom_node_infos: + if not item['disabled']: + enabled_set.add(item['filename']) + + for path in os.listdir(working_directory): + fullpath = os.path.join(working_directory, path) + + if not os.path.isdir(fullpath) and fullpath.endswith('.py'): + if path not in enabled_set: + print(f"DISABLE: {path}") + new_path = fullpath+'.disabled' + os.rename(fullpath, new_path) + + elif not os.path.isdir(fullpath) and fullpath.endswith('.py.disabled'): + path = path[:-9] + if path in enabled_set: + print(f"ENABLE: {path}") + new_path = fullpath[:-9] + os.rename(fullpath, new_path) + + # download missing: just support for 'copy' style + py_to_url = {} + + with open(nodelist_path, 'r', encoding="UTF-8") as json_file: + info = json.load(json_file) + for item in info['custom_nodes']: + if item['install_type'] == 'copy': + for url in item['files']: + if url.endswith('.py'): + py = url.split('/')[-1] + py_to_url[py] = url + + for item in file_custom_node_infos: + filename = item['filename'] + if not item['disabled']: + target_path = os.path.join(working_directory, filename) + + if not os.path.exists(target_path) and filename in py_to_url: + url = py_to_url[filename] + print(f"DOWNLOAD: {filename}") + download_url(url, working_directory) + + +def apply_snapshot(path): + try: + if os.path.exists(path): + if not path.endswith('.json') and not path.endswith('.yaml'): + print(f"Snapshot file not found: `{path}`") + print("APPLY SNAPSHOT: False") + return None + + with open(path, 'r', encoding="UTF-8") as snapshot_file: + if path.endswith('.json'): + info = json.load(snapshot_file) + elif path.endswith('.yaml'): + info = yaml.load(snapshot_file, Loader=yaml.SafeLoader) + info = info['custom_nodes'] + else: + # impossible case + print("APPLY SNAPSHOT: False") + return None + + comfyui_hash = info['comfyui'] + git_custom_node_infos = info['git_custom_nodes'] + file_custom_node_infos = info['file_custom_nodes'] + + if comfyui_hash: + checkout_comfyui_hash(comfyui_hash) + checkout_custom_node_hash(git_custom_node_infos) + invalidate_custom_node_file(file_custom_node_infos) + + print("APPLY SNAPSHOT: True") + if 'pips' in info and info['pips']: + return info['pips'] + else: + return None + + print(f"Snapshot file not found: `{path}`") + print("APPLY SNAPSHOT: False") + + return None + except Exception as e: + print(e) + traceback.print_exc() + print("APPLY SNAPSHOT: False") + + return None + + +def restore_pip_snapshot(pips, options): + non_url = [] + local_url = [] + non_local_url = [] + for k, v in pips.items(): + if v == "": + non_url.append(k) + else: + if v.startswith('file:'): + local_url.append(v) + else: + non_local_url.append(v) + + failed = [] + if '--pip-non-url' in options: + # try all at once + res = 1 + try: + res = subprocess.check_call([sys.executable, '-m', 'pip', 'install'] + non_url) + except: + pass + + # fallback + if res != 0: + for x in non_url: + res = 1 + try: + res = subprocess.check_call([sys.executable, '-m', 'pip', 'install', x]) + except: + pass + + if res != 0: + failed.append(x) + + if '--pip-non-local-url' in options: + for x in non_local_url: + res = 1 + try: + res = subprocess.check_call([sys.executable, '-m', 'pip', 'install', x]) + except: + pass + + if res != 0: + failed.append(x) + + if '--pip-local-url' in options: + for x in local_url: + res = 1 + try: + res = subprocess.check_call([sys.executable, '-m', 'pip', 'install', x]) + except: + pass + + if res != 0: + failed.append(x) + + print(f"Installation failed for pip packages: {failed}") + + +def setup_environment(): + if git_exe_path is not None: + git.Git().update_environment(GIT_PYTHON_GIT_EXECUTABLE=git_exe_path) + + +setup_environment() + + +try: + if sys.argv[1] == "--clone": + repo_path = None + if len(sys.argv) > 4: + repo_path = sys.argv[4] + + gitclone(sys.argv[2], sys.argv[3], repo_path=repo_path) + elif sys.argv[1] == "--check": + gitcheck(sys.argv[2], False) + elif sys.argv[1] == "--fetch": + gitcheck(sys.argv[2], True) + elif sys.argv[1] == "--pull": + gitpull(sys.argv[2]) + elif sys.argv[1] == "--apply-snapshot": + options = set() + for x in sys.argv: + if x in ['--pip-non-url', '--pip-local-url', '--pip-non-local-url']: + options.add(x) + + pips = apply_snapshot(sys.argv[2]) + + if pips and len(options) > 0: + restore_pip_snapshot(pips, options) + sys.exit(0) +except Exception as e: + print(e) + sys.exit(-1) + + diff --git a/custom_nodes/ComfyUI-Manager/github-stats.json b/custom_nodes/ComfyUI-Manager/github-stats.json new file mode 100644 index 0000000000000000000000000000000000000000..c55d297622334a4c4f300d7bd2eb1315d1711ca5 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/github-stats.json @@ -0,0 +1,20772 @@ +{ + "htps://github.com/GraftingRayman/Border-Distance-Mapper": { + "stars": 0, + "last_update": "2025-11-17 17:49:31", + "author_account_age_days": 757 + }, + "https://github.com/0dot77/comfyui-annotations": { + "stars": 0, + "last_update": "2026-01-17 15:19:04", + "author_account_age_days": 2763 + }, + "https://github.com/0nikod/ComfyUI-Metadata-Tools": { + "stars": 0, + "last_update": "2026-01-15 05:33:29", + "author_account_age_days": 1957 + }, + "https://github.com/0nikod/ComfyUI-Simple-Prompt": { + "stars": 0, + "last_update": "2026-01-17 10:47:19", + "author_account_age_days": 1957 + }, + "https://github.com/0x-jerry/comfyui-rembg": { + "stars": 1, + "last_update": "2025-04-07 09:23:31", + "author_account_age_days": 3803 + }, + "https://github.com/0xRavenBlack/ComfyUI-OOP": { + "stars": 11, + "last_update": "2025-03-02 11:59:14", + "author_account_age_days": 1974 + }, + "https://github.com/0xbitches/ComfyUI-LCM": { + "stars": 260, + "last_update": "2023-11-11 21:24:33", + "author_account_age_days": 1126 + }, + "https://github.com/1038lab/ComfyUI-EdgeTTS": { + "stars": 63, + "last_update": "2026-01-25 17:59:27", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-FireRedTTS": { + "stars": 41, + "last_update": "2025-09-16 17:02:31", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-FlashVSR": { + "stars": 82, + "last_update": "2025-11-17 23:19:10", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-JoyCaption": { + "stars": 221, + "last_update": "2025-12-24 18:25:47", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-LBM": { + "stars": 88, + "last_update": "2025-05-27 17:37:31", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-MegaTTS": { + "stars": 50, + "last_update": "2025-06-19 19:12:51", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-MiniCPM": { + "stars": 144, + "last_update": "2025-08-28 19:52:08", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-MiniMax-Remover": { + "stars": 80, + "last_update": "2025-06-27 21:57:55", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-Mosaic": { + "stars": 2, + "last_update": "2025-07-05 16:12:04", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-NodeAlign": { + "stars": 34, + "last_update": "2025-12-19 08:03:16", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-OmniGen": { + "stars": 296, + "last_update": "2025-04-18 18:33:34", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-Pollinations": { + "stars": 46, + "last_update": "2025-07-07 07:11:19", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-QwenASR": { + "stars": 35, + "last_update": "2026-01-31 15:58:07", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-QwenVL": { + "stars": 633, + "last_update": "2026-02-08 22:53:24", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-RMBG": { + "stars": 1739, + "last_update": "2026-02-03 17:58:21", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-ReduxFineTune": { + "stars": 68, + "last_update": "2025-06-21 19:10:36", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-SparkTTS": { + "stars": 124, + "last_update": "2025-04-15 19:28:39", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-VoxCPMTTS": { + "stars": 36, + "last_update": "2025-12-11 23:23:52", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-WildPromptor": { + "stars": 68, + "last_update": "2025-11-06 00:14:44", + "author_account_age_days": 1046 + }, + "https://github.com/1038lab/ComfyUI-Youtu-VL": { + "stars": 9, + "last_update": "2026-02-03 09:45:40", + "author_account_age_days": 1046 + }, + "https://github.com/111496583yzy/comfyui-PuzzleCrack-Effect": { + "stars": 3, + "last_update": "2025-08-26 04:55:51", + "author_account_age_days": 2477 + }, + 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"2024-06-28 05:28:05", + "author_account_age_days": 719 + }, + "https://github.com/18yz153/ComfyUI-Persona-Director": { + "stars": 10, + "last_update": "2026-01-08 20:49:07", + "author_account_age_days": 1978 + }, + "https://github.com/1hew/ComfyUI-1hewNodes": { + "stars": 21, + "last_update": "2026-02-08 14:38:21", + "author_account_age_days": 1042 + }, + "https://github.com/1mckw/Comfyui-Gelbooru": { + "stars": 8, + "last_update": "2025-04-06 14:11:25", + "author_account_age_days": 1284 + }, + "https://github.com/1x1r/comfyui-upscale-by-model": { + "stars": 2, + "last_update": "2026-01-13 19:13:28", + "author_account_age_days": 547 + }, + "https://github.com/1zhangyy1/comfyui-vidu-nodes": { + "stars": 10, + "last_update": "2025-03-21 12:25:22", + "author_account_age_days": 1053 + }, + "https://github.com/2frames/ComfyUI-AQnodes": { + "stars": 1, + "last_update": "2026-02-04 10:08:08", + "author_account_age_days": 584 + }, + "https://github.com/2kpr/ComfyUI-PMRF": { + "stars": 235, + 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0000000000000000000000000000000000000000..375b7fa74152209eccc24affb9048443e714a646 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/README.md @@ -0,0 +1,53 @@ +# ComfyUI-Manager: Core Backend (glob) + +This directory contains the Python backend modules that power ComfyUI-Manager, handling the core functionality of node management, downloading, security, and server operations. + +## Core Modules + +- **manager_core.py**: The central implementation of management functions, handling configuration, installation, updates, and node management. +- **manager_server.py**: Implements server functionality and API endpoints for the web interface to interact with the backend. +- **manager_downloader.py**: Handles downloading operations for models, extensions, and other resources. +- **manager_util.py**: Provides utility functions used throughout the system. + +## Specialized Modules + +- **cm_global.py**: Maintains global variables and state management across the system. +- **cnr_utils.py**: Helper utilities for interacting with the custom node registry (CNR). +- **git_utils.py**: Git-specific utilities for repository operations. +- **node_package.py**: Handles the packaging and installation of node extensions. +- **security_check.py**: Implements the multi-level security system for installation safety. +- **share_3rdparty.py**: Manages integration with third-party sharing platforms. + +## Architecture + +The backend follows a modular design pattern with clear separation of concerns: + +1. **Core Layer**: Manager modules provide the primary API and business logic +2. **Utility Layer**: Helper modules provide specialized functionality +3. **Integration Layer**: Modules that connect to external systems + +## Security Model + +The system implements a comprehensive security framework with multiple levels: + +- **Block**: Highest security - blocks most remote operations +- **High**: Allows only specific trusted operations +- **Middle**: Standard security for most users +- **Normal-**: More permissive for advanced users +- **Weak**: Lowest security for development environments + +## Implementation Details + +- The backend is designed to work seamlessly with ComfyUI +- Asynchronous task queuing is implemented for background operations +- The system supports multiple installation modes +- Error handling and risk assessment are integrated throughout the codebase + +## API Integration + +The backend exposes a REST API via `manager_server.py` that enables: +- Custom node management (install, update, disable, remove) +- Model downloading and organization +- System configuration +- Snapshot management +- Workflow component handling \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/glob/cm_global.py b/custom_nodes/ComfyUI-Manager/glob/cm_global.py new file mode 100644 index 0000000000000000000000000000000000000000..e5d2237c82fdffa9b089102f4a459abeaa1be5e8 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/cm_global.py @@ -0,0 +1,117 @@ +import traceback + +# +# Global Var +# +# Usage: +# import cm_global +# cm_global.variables['comfyui.revision'] = 1832 +# print(f"log mode: {cm_global.variables['logger.enabled']}") +# +variables = {} + + +# +# Global API +# +# Usage: +# [register API] +# import cm_global +# +# def api_hello(msg): +# print(f"hello: {msg}") +# return msg +# +# cm_global.register_api('hello', api_hello) +# +# [use API] +# import cm_global +# +# test = cm_global.try_call(api='hello', msg='an example') +# print(f"'{test}' is returned") +# + +APIs = {} + + +def register_api(k, f): + global APIs + APIs[k] = f + + +def try_call(**kwargs): + if 'api' in kwargs: + api_name = kwargs['api'] + try: + api = APIs.get(api_name) + if api is not None: + del kwargs['api'] + return api(**kwargs) + else: + print(f"WARN: The '{kwargs['api']}' API has not been registered.") + except Exception as e: + print(f"ERROR: An exception occurred while calling the '{api_name}' API.") + raise e + else: + return None + + +# +# Extension Info +# +# Usage: +# import cm_global +# +# cm_global.extension_infos['my_extension'] = {'version': [0, 1], 'name': 'me', 'description': 'example extension', } +# +extension_infos = {} + +on_extension_registered_handlers = {} + + +def register_extension(extension_name, v): + global extension_infos + global on_extension_registered_handlers + extension_infos[extension_name] = v + + if extension_name in on_extension_registered_handlers: + for k, f in on_extension_registered_handlers[extension_name]: + try: + f(extension_name, v) + except Exception: + print(f"[ERROR] '{k}' on_extension_registered_handlers") + traceback.print_exc() + + del on_extension_registered_handlers[extension_name] + + +def add_on_extension_registered(k, extension_name, f): + global on_extension_registered_handlers + if extension_name in extension_infos: + try: + v = extension_infos[extension_name] + f(extension_name, v) + except Exception: + print(f"[ERROR] '{k}' on_extension_registered_handler") + traceback.print_exc() + else: + if extension_name not in on_extension_registered_handlers: + on_extension_registered_handlers[extension_name] = [] + + on_extension_registered_handlers[extension_name].append((k, f)) + + +def add_on_revision_detected(k, f): + if 'comfyui.revision' in variables: + try: + f(variables['comfyui.revision']) + except Exception: + print(f"[ERROR] '{k}' on_revision_detected_handler") + traceback.print_exc() + else: + variables['cm.on_revision_detected_handler'].append((k, f)) + + +error_dict = {} + +disable_front = False \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/glob/cnr_utils.py b/custom_nodes/ComfyUI-Manager/glob/cnr_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..95d260dbbfc9a75eca740080753d558ae5028b38 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/cnr_utils.py @@ -0,0 +1,253 @@ +import asyncio +import json +import os +import platform +import time +from dataclasses import dataclass +from typing import List + +import manager_core +import manager_util +import requests +import toml + +base_url = "https://api.comfy.org" + + +lock = asyncio.Lock() + +is_cache_loading = False + +async def get_cnr_data(cache_mode=True, dont_wait=True): + try: + return await _get_cnr_data(cache_mode, dont_wait) + except asyncio.TimeoutError: + print("A timeout occurred during the fetch process from ComfyRegistry.") + return await _get_cnr_data(cache_mode=True, dont_wait=True) # timeout fallback + +async def _get_cnr_data(cache_mode=True, dont_wait=True): + global is_cache_loading + + uri = f'{base_url}/nodes' + + async def fetch_all(): + remained = True + page = 1 + + full_nodes = {} + + + # Determine form factor based on environment and platform + is_desktop = bool(os.environ.get('__COMFYUI_DESKTOP_VERSION__')) + system = platform.system().lower() + is_windows = system == 'windows' + is_mac = system == 'darwin' + is_linux = system == 'linux' + + # Get ComfyUI version tag + if is_desktop: + # extract version from pyproject.toml instead of git tag + comfyui_ver = manager_core.get_current_comfyui_ver() or 'unknown' + else: + comfyui_ver = manager_core.get_comfyui_tag() or 'unknown' + + if is_desktop: + if is_windows: + form_factor = 'desktop-win' + elif is_mac: + form_factor = 'desktop-mac' + else: + form_factor = 'other' + else: + if is_windows: + form_factor = 'git-windows' + elif is_mac: + form_factor = 'git-mac' + elif is_linux: + form_factor = 'git-linux' + else: + form_factor = 'other' + + while remained: + # Add comfyui_version and form_factor to the API request + sub_uri = f'{base_url}/nodes?page={page}&limit=30&comfyui_version={comfyui_ver}&form_factor={form_factor}' + sub_json_obj = await asyncio.wait_for(manager_util.get_data_with_cache(sub_uri, cache_mode=False, silent=True, dont_cache=True), timeout=30) + remained = page < sub_json_obj['totalPages'] + + for x in sub_json_obj['nodes']: + full_nodes[x['id']] = x + + if page % 5 == 0: + print(f"FETCH ComfyRegistry Data: {page}/{sub_json_obj['totalPages']}") + + page += 1 + time.sleep(0.5) + + print("FETCH ComfyRegistry Data [DONE]") + + for v in full_nodes.values(): + if 'latest_version' not in v: + v['latest_version'] = dict(version='nightly') + + return {'nodes': list(full_nodes.values())} + + if cache_mode: + is_cache_loading = True + cache_state = manager_util.get_cache_state(uri) + + if dont_wait: + if cache_state == 'not-cached': + return {} + else: + print("[ComfyUI-Manager] The ComfyRegistry cache update is still in progress, so an outdated cache is being used.") + with open(manager_util.get_cache_path(uri), 'r', encoding="UTF-8", errors="ignore") as json_file: + return json.load(json_file)['nodes'] + + if cache_state == 'cached': + with open(manager_util.get_cache_path(uri), 'r', encoding="UTF-8", errors="ignore") as json_file: + return json.load(json_file)['nodes'] + + try: + json_obj = await fetch_all() + manager_util.save_to_cache(uri, json_obj) + return json_obj['nodes'] + except: + res = {} + print("Cannot connect to comfyregistry.") + finally: + if cache_mode: + is_cache_loading = False + + return res + + +@dataclass +class NodeVersion: + changelog: str + dependencies: List[str] + deprecated: bool + id: str + version: str + download_url: str + + +def map_node_version(api_node_version): + """ + Maps node version data from API response to NodeVersion dataclass. + + Args: + api_data (dict): The 'node_version' part of the API response. + + Returns: + NodeVersion: An instance of NodeVersion dataclass populated with data from the API. + """ + return NodeVersion( + changelog=api_node_version.get( + "changelog", "" + ), # Provide a default value if 'changelog' is missing + dependencies=api_node_version.get( + "dependencies", [] + ), # Provide a default empty list if 'dependencies' is missing + deprecated=api_node_version.get( + "deprecated", False + ), # Assume False if 'deprecated' is not specified + id=api_node_version[ + "id" + ], # 'id' should be mandatory; raise KeyError if missing + version=api_node_version[ + "version" + ], # 'version' should be mandatory; raise KeyError if missing + download_url=api_node_version.get( + "downloadUrl", "" + ), # Provide a default value if 'downloadUrl' is missing + ) + + +def install_node(node_id, version=None): + """ + Retrieves the node version for installation. + + Args: + node_id (str): The unique identifier of the node. + version (str, optional): Specific version of the node to retrieve. If omitted, the latest version is returned. + + Returns: + NodeVersion: Node version data or error message. + """ + if version is None: + url = f"{base_url}/nodes/{node_id}/install" + else: + url = f"{base_url}/nodes/{node_id}/install?version={version}" + + response = requests.get(url, verify=not manager_util.bypass_ssl) + if response.status_code == 200: + # Convert the API response to a NodeVersion object + return map_node_version(response.json()) + else: + return None + + +def all_versions_of_node(node_id): + url = f"{base_url}/nodes/{node_id}/versions?statuses=NodeVersionStatusActive&statuses=NodeVersionStatusPending" + + response = requests.get(url, verify=not manager_util.bypass_ssl) + if response.status_code == 200: + return response.json() + else: + return None + + +def read_cnr_info(fullpath): + try: + toml_path = os.path.join(fullpath, 'pyproject.toml') + tracking_path = os.path.join(fullpath, '.tracking') + + if not os.path.exists(toml_path) or not os.path.exists(tracking_path): + return None # not valid CNR node pack + + with open(toml_path, "r", encoding="utf-8") as f: + data = toml.load(f) + + project = data.get('project', {}) + name = project.get('name').strip().lower() + + # normalize version + # for example: 2.5 -> 2.5.0 + version = str(manager_util.StrictVersion(project.get('version'))) + + urls = project.get('urls', {}) + repository = urls.get('Repository') + + if name and version: # repository is optional + return { + "id": name, + "version": version, + "url": repository + } + + return None + except Exception: + return None # not valid CNR node pack + + +def generate_cnr_id(fullpath, cnr_id): + cnr_id_path = os.path.join(fullpath, '.git', '.cnr-id') + try: + if not os.path.exists(cnr_id_path): + with open(cnr_id_path, "w") as f: + return f.write(cnr_id) + except: + print(f"[ComfyUI Manager] unable to create file: {cnr_id_path}") + + +def read_cnr_id(fullpath): + cnr_id_path = os.path.join(fullpath, '.git', '.cnr-id') + try: + if os.path.exists(cnr_id_path): + with open(cnr_id_path) as f: + return f.read().strip() + except: + pass + + return None + diff --git a/custom_nodes/ComfyUI-Manager/glob/git_utils.py b/custom_nodes/ComfyUI-Manager/glob/git_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..1fe36cd2516c793951005cf45e98c879d12afc5d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/git_utils.py @@ -0,0 +1,87 @@ +import os +import configparser + + +GITHUB_ENDPOINT = os.getenv('GITHUB_ENDPOINT') + + +def is_git_repo(path: str) -> bool: + """ Check if the path is a git repository. """ + # NOTE: Checking it through `git.Repo` must be avoided. + # It locks the file, causing issues on Windows. + return os.path.exists(os.path.join(path, '.git')) + + +def get_commit_hash(fullpath): + git_head = os.path.join(fullpath, '.git', 'HEAD') + if os.path.exists(git_head): + with open(git_head) as f: + line = f.readline() + + if line.startswith("ref: "): + ref = os.path.join(fullpath, '.git', line[5:].strip()) + if os.path.exists(ref): + with open(ref) as f2: + return f2.readline().strip() + else: + return "unknown" + else: + return line + + return "unknown" + + +def git_url(fullpath): + """ + resolve version of unclassified custom node based on remote url in .git/config + """ + git_config_path = os.path.join(fullpath, '.git', 'config') + + if not os.path.exists(git_config_path): + return None + + # Set `strict=False` to allow duplicate `vscode-merge-base` sections, addressing + config = configparser.ConfigParser(strict=False) + config.read(git_config_path) + + for k, v in config.items(): + if k.startswith('remote ') and 'url' in v: + if 'Comfy-Org/ComfyUI-Manager' in v['url']: + return "https://github.com/ltdrdata/ComfyUI-Manager" + return v['url'] + + return None + + +def normalize_url(url) -> str: + github_id = normalize_to_github_id(url) + if github_id is not None: + url = f"https://github.com/{github_id}" + + return url + + +def normalize_to_github_id(url) -> str: + if 'github' in url or (GITHUB_ENDPOINT is not None and GITHUB_ENDPOINT in url): + author = os.path.basename(os.path.dirname(url)) + + if author.startswith('git@github.com:'): + author = author.split(':')[1] + + repo_name = os.path.basename(url) + if repo_name.endswith('.git'): + repo_name = repo_name[:-4] + + return f"{author}/{repo_name}" + + return None + + +def get_url_for_clone(url): + url = normalize_url(url) + + if GITHUB_ENDPOINT is not None and url.startswith('https://github.com/'): + url = GITHUB_ENDPOINT + url[18:] # url[18:] -> remove `https://github.com` + + return url + \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/glob/manager_core.py b/custom_nodes/ComfyUI-Manager/glob/manager_core.py new file mode 100644 index 0000000000000000000000000000000000000000..e0b3a6fe5c19caa8ff80c69a2c7340d9e091e931 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/manager_core.py @@ -0,0 +1,3498 @@ +""" +description: + `manager_core` contains the core implementation of the management functions in ComfyUI-Manager. +""" + +import json +import logging +import os +import sys +import subprocess +import re +import shutil +import configparser +import platform +from datetime import datetime + +import git +from git.remote import RemoteProgress +from urllib.parse import urlparse +from tqdm.auto import tqdm +import time +import yaml +import zipfile +import traceback +from concurrent.futures import ThreadPoolExecutor, as_completed +import toml + +orig_print = print + +from rich import print +from packaging import version + +import uuid + +glob_path = os.path.join(os.path.dirname(__file__)) # ComfyUI-Manager/glob +sys.path.append(glob_path) + +import cm_global +import cnr_utils +import manager_util +import git_utils +import manager_downloader +import manager_migration +from node_package import InstalledNodePackage + + +version_code = [3, 39, 2] +version_str = f"V{version_code[0]}.{version_code[1]}" + (f'.{version_code[2]}' if len(version_code) > 2 else '') + + +DEFAULT_CHANNEL = "https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main" + + +default_custom_nodes_path = None + + +class InvalidChannel(Exception): + def __init__(self, channel): + self.channel = channel + super().__init__(channel) + +def get_default_custom_nodes_path(): + global default_custom_nodes_path + if default_custom_nodes_path is None: + try: + import folder_paths + default_custom_nodes_path = folder_paths.get_folder_paths("custom_nodes")[0] + except: + default_custom_nodes_path = os.path.abspath(os.path.join(manager_util.comfyui_manager_path, '..')) + + return default_custom_nodes_path + + +def get_custom_nodes_paths(): + try: + import folder_paths + return folder_paths.get_folder_paths("custom_nodes") + except: + custom_nodes_path = os.path.abspath(os.path.join(manager_util.comfyui_manager_path, '..')) + return [custom_nodes_path] + + +def get_comfyui_tag(): + try: + repo = git.Repo(comfy_path) + return repo.git.describe('--tags') + except: + return None + + +def get_current_comfyui_ver(): + """ + Extract version from pyproject.toml + """ + toml_path = os.path.join(comfy_path, 'pyproject.toml') + if not os.path.exists(toml_path): + return None + else: + try: + with open(toml_path, "r", encoding="utf-8") as f: + data = toml.load(f) + + project = data.get('project', {}) + return project.get('version') + except: + return None + + +def get_script_env(): + new_env = os.environ.copy() + git_exe = get_config().get('git_exe') + if git_exe is not None: + new_env['GIT_EXE_PATH'] = git_exe + + if 'COMFYUI_PATH' not in new_env: + new_env['COMFYUI_PATH'] = comfy_path + + if 'COMFYUI_FOLDERS_BASE_PATH' not in new_env: + new_env['COMFYUI_FOLDERS_BASE_PATH'] = comfy_path + + return new_env + + +invalid_nodes = {} + + +def extract_base_custom_nodes_dir(x:str): + if os.path.dirname(x).endswith('.disabled'): + return os.path.dirname(os.path.dirname(x)) + elif x.endswith('.disabled'): + return os.path.dirname(x) + else: + return os.path.dirname(x) + + +def check_invalid_nodes(): + global invalid_nodes + + try: + import folder_paths + except: + try: + sys.path.append(comfy_path) + import folder_paths + except: + raise Exception(f"Invalid COMFYUI_FOLDERS_BASE_PATH: {comfy_path}") + + def check(root): + global invalid_nodes + + subdirs = [d for d in os.listdir(root) if os.path.isdir(os.path.join(root, d))] + for subdir in subdirs: + if subdir in ['.disabled', '__pycache__']: + continue + + package = unified_manager.installed_node_packages.get(subdir) + if not package: + continue + + if not package.isValid(): + invalid_nodes[subdir] = package.fullpath + + node_paths = folder_paths.get_folder_paths("custom_nodes") + for x in node_paths: + check(x) + + disabled_dir = os.path.join(x, '.disabled') + if os.path.exists(disabled_dir): + check(disabled_dir) + + if len(invalid_nodes): + print("\n-------------------- ComfyUI-Manager invalid nodes notice ----------------") + print("\nNodes requiring reinstallation have been detected:\n(Directly delete the corresponding path and reinstall.)\n") + + for x in invalid_nodes.values(): + print(x) + + print("\n---------------------------------------------------------------------------\n") + + +# read env vars +comfy_path: str = os.environ.get('COMFYUI_PATH') +comfy_base_path = os.environ.get('COMFYUI_FOLDERS_BASE_PATH') + +if comfy_path is None: + try: + import folder_paths + comfy_path = os.path.join(os.path.dirname(folder_paths.__file__)) + except: + comfy_path = os.path.abspath(os.path.join(manager_util.comfyui_manager_path, '..', '..')) + +if comfy_base_path is None: + comfy_base_path = comfy_path + + +channel_list_template_path = os.path.join(manager_util.comfyui_manager_path, 'channels.list.template') +git_script_path = os.path.join(manager_util.comfyui_manager_path, "git_helper.py") + +manager_files_path = None +manager_config_path = None +manager_channel_list_path = None +manager_startup_script_path:str = None +manager_snapshot_path = None +manager_pip_overrides_path = None +manager_pip_blacklist_path = None +manager_components_path = None + +def update_user_directory(user_dir): + global manager_files_path + global manager_config_path + global manager_channel_list_path + global manager_startup_script_path + global manager_snapshot_path + global manager_pip_overrides_path + global manager_pip_blacklist_path + global manager_components_path + + manager_files_path = manager_migration.get_manager_path(user_dir) + if not os.path.exists(manager_files_path): + os.makedirs(manager_files_path) + manager_migration.run_migration_checks(user_dir, manager_files_path) + + manager_snapshot_path = os.path.join(manager_files_path, "snapshots") + if not os.path.exists(manager_snapshot_path): + os.makedirs(manager_snapshot_path) + + manager_startup_script_path = os.path.join(manager_files_path, "startup-scripts") + if not os.path.exists(manager_startup_script_path): + os.makedirs(manager_startup_script_path) + + manager_config_path = os.path.join(manager_files_path, 'config.ini') + manager_channel_list_path = os.path.join(manager_files_path, 'channels.list') + manager_pip_overrides_path = os.path.join(manager_files_path, "pip_overrides.json") + manager_pip_blacklist_path = os.path.join(manager_files_path, "pip_blacklist.list") + manager_components_path = os.path.join(manager_files_path, "components") + manager_util.cache_dir = os.path.join(manager_files_path, "cache") + + if not os.path.exists(manager_util.cache_dir): + os.makedirs(manager_util.cache_dir) + +try: + import folder_paths + update_user_directory(folder_paths.get_user_directory()) + +except Exception: + # fallback: + # This case is only possible when running with cm-cli, and in practice, this case is not actually used. + update_user_directory(os.path.abspath(manager_util.comfyui_manager_path)) + + +cached_config = None +js_path = None + +comfy_ui_required_revision = 1930 +comfy_ui_required_commit_datetime = datetime(2024, 1, 24, 0, 0, 0) + +comfy_ui_revision = "Unknown" +comfy_ui_commit_datetime = datetime(1900, 1, 1, 0, 0, 0) + +channel_dict = None +valid_channels = {'default', 'local'} +channel_list = None + + +def remap_pip_package(pkg): + if pkg in cm_global.pip_overrides: + res = cm_global.pip_overrides[pkg] + print(f"[ComfyUI-Manager] '{pkg}' is remapped to '{res}'") + return res + else: + return pkg + + +def is_blacklisted(name): + name = name.strip() + + pattern = r'([^<>!~=]+)([<>!~=]=?)([^ ]*)' + match = re.search(pattern, name) + + if match: + name = match.group(1) + + if name in cm_global.pip_blacklist: + return True + + if name in cm_global.pip_downgrade_blacklist: + pips = manager_util.get_installed_packages() + + if match is None: + if name in pips: + return True + elif match.group(2) in ['<=', '==', '<', '~=']: + if name in pips: + if manager_util.StrictVersion(pips[name]) >= manager_util.StrictVersion(match.group(3)): + return True + + return False + + +def is_installed(name): + name = name.strip() + + if name.startswith('#'): + return True + + pattern = r'([^<>!~=]+)([<>!~=]=?)([0-9.a-zA-Z]*)' + match = re.search(pattern, name) + + if match: + name = match.group(1) + + if name in cm_global.pip_blacklist: + return True + + if name in cm_global.pip_downgrade_blacklist: + pips = manager_util.get_installed_packages() + + if match is None: + if name in pips: + return True + elif match.group(2) in ['<=', '==', '<', '~=']: + if name in pips: + if manager_util.StrictVersion(pips[name]) >= manager_util.StrictVersion(match.group(3)): + print(f"[ComfyUI-Manager] skip black listed pip installation: '{name}'") + return True + + pkg = manager_util.get_installed_packages().get(name.lower()) + if pkg is None: + return False # update if not installed + + if match is None: + return True # don't update if version is not specified + + if match.group(2) in ['>', '>=']: + if manager_util.StrictVersion(pkg) < manager_util.StrictVersion(match.group(3)): + return False + elif manager_util.StrictVersion(pkg) > manager_util.StrictVersion(match.group(3)): + print(f"[SKIP] Downgrading pip package isn't allowed: {name.lower()} (cur={pkg})") + + if match.group(2) == '==': + if manager_util.StrictVersion(pkg) < manager_util.StrictVersion(match.group(3)): + return False + + if match.group(2) == '~=': + if manager_util.StrictVersion(pkg) == manager_util.StrictVersion(match.group(3)): + return False + + return name.lower() in manager_util.get_installed_packages() + + +def normalize_channel(channel): + if channel == 'local': + return channel + elif channel is None: + return None + elif channel.startswith('https://'): + return channel + elif channel.startswith('http://') and get_config()['http_channel_enabled'] == True: + return channel + + tmp_dict = get_channel_dict() + channel_url = tmp_dict.get(channel) + if channel_url: + return channel_url + + raise InvalidChannel(channel) + + +class ManagedResult: + def __init__(self, action): + self.action = action + self.items = [] + self.result = True + self.to_path = None + self.msg = None + self.target = None + self.postinstall = lambda: True + self.ver = None + + def append(self, item): + self.items.append(item) + + def fail(self, msg): + self.result = False + self.msg = msg + return self + + def with_target(self, target): + self.target = target + return self + + def with_msg(self, msg): + self.msg = msg + return self + + def with_postinstall(self, postinstall): + self.postinstall = postinstall + return self + + def with_ver(self, ver): + self.ver = ver + return self + + +class NormalizedKeyDict: + def __init__(self): + self._store = {} + self._key_map = {} + + def _normalize_key(self, key): + if isinstance(key, str): + return key.strip().lower() + return key + + def __setitem__(self, key, value): + norm_key = self._normalize_key(key) + self._key_map[norm_key] = key + self._store[key] = value + + def __getitem__(self, key): + norm_key = self._normalize_key(key) + original_key = self._key_map[norm_key] + return self._store[original_key] + + def __delitem__(self, key): + norm_key = self._normalize_key(key) + original_key = self._key_map.pop(norm_key) + del self._store[original_key] + + def __contains__(self, key): + return self._normalize_key(key) in self._key_map + + def get(self, key, default=None): + return self[key] if key in self else default + + def setdefault(self, key, default=None): + if key in self: + return self[key] + self[key] = default + return default + + def pop(self, key, default=None): + if key in self: + val = self[key] + del self[key] + return val + if default is not None: + return default + raise KeyError(key) + + def keys(self): + return self._store.keys() + + def values(self): + return self._store.values() + + def items(self): + return self._store.items() + + def __iter__(self): + return iter(self._store) + + def __len__(self): + return len(self._store) + + def __repr__(self): + return repr(self._store) + + def to_dict(self): + return dict(self._store) + + +class UnifiedManager: + def __init__(self): + self.installed_node_packages: dict[str, InstalledNodePackage] = {} + + self.cnr_inactive_nodes = NormalizedKeyDict() # node_id -> node_version -> fullpath + self.nightly_inactive_nodes = NormalizedKeyDict() # node_id -> fullpath + self.unknown_inactive_nodes = {} # node_id -> repo url * fullpath + self.active_nodes = NormalizedKeyDict() # node_id -> node_version * fullpath + self.unknown_active_nodes = {} # node_id -> repo url * fullpath + self.cnr_map = NormalizedKeyDict() # node_id -> cnr info + self.repo_cnr_map = {} # repo_url -> cnr info + self.custom_node_map_cache = {} # (channel, mode) -> augmented custom node list json + self.processed_install = set() + + def get_module_name(self, x): + info = self.active_nodes.get(x) + if info is None: + for url, fullpath in self.unknown_active_nodes.values(): + if url == x: + return os.path.basename(fullpath) + else: + return os.path.basename(info[1]) + + return None + + def get_cnr_by_repo(self, url): + return self.repo_cnr_map.get(git_utils.normalize_url(url)) + + def resolve_unspecified_version(self, node_name, guess_mode=None): + if guess_mode == 'active': + # priority: + # 1. CNR/nightly active nodes + # 2. unknown + # 3. Fail + + if node_name in self.cnr_map: + version_spec = self.get_from_cnr_active_nodes(node_name) + + if version_spec is None: + if node_name in self.unknown_active_nodes: + version_spec = "unknown" + else: + return None + + elif node_name in self.unknown_active_nodes: + version_spec = "unknown" + else: + return None + + elif guess_mode == 'inactive': + # priority: + # 1. CNR latest in inactive + # 2. nightly + # 3. unknown + # 4. Fail + + if node_name in self.cnr_map: + latest = self.get_from_cnr_inactive_nodes(node_name) + + if latest is not None: + version_spec = str(latest[0]) + else: + if node_name in self.nightly_inactive_nodes: + version_spec = "nightly" + else: + version_spec = "unknown" + + elif node_name in self.unknown_inactive_nodes: + version_spec = "unknown" + else: + return None + + else: + # priority: + # 1. CNR latest in world + # 2. unknown + + if node_name in self.cnr_map: + version_spec = self.cnr_map[node_name]['latest_version']['version'] + else: + version_spec = "unknown" + + return version_spec + + def resolve_node_spec(self, node_name, guess_mode=None): + """ + resolve to 'node_name, version_spec' from version string + + version string: + node_name@latest + node_name@nightly + node_name@unknown + node_name@ + node_name + + if guess_mode is 'active' or 'inactive' + return can be 'None' based on state check + otherwise + return 'unknown' version when failed to guess + """ + + spec = node_name.split('@') + + if len(spec) == 2: + node_name = spec[0] + version_spec = spec[1] + + if version_spec == 'latest': + if node_name not in self.cnr_map: + print(f"ERROR: '{node_name}' is not a CNR node.") + return None + else: + version_spec = self.cnr_map[node_name]['latest_version']['version'] + + elif guess_mode in ['active', 'inactive']: + node_name = spec[0] + version_spec = self.resolve_unspecified_version(node_name, guess_mode=guess_mode) + if version_spec is None: + return None + else: + node_name = spec[0] + version_spec = self.resolve_unspecified_version(node_name) + if version_spec is None: + return None + + return node_name, version_spec, len(spec) > 1 + + def resolve_from_path(self, fullpath): + url = git_utils.git_url(fullpath) + if url: + url = git_utils.normalize_url(url) + + cnr = self.get_cnr_by_repo(url) + commit_hash = git_utils.get_commit_hash(fullpath) + if cnr: + cnr_utils.generate_cnr_id(fullpath, cnr['id']) + return {'id': cnr['id'], 'cnr': cnr, 'ver': 'nightly', 'hash': commit_hash} + else: + url = os.path.basename(url) + if url.endswith('.git'): + url = url[:-4] + return {'id': url, 'ver': 'unknown', 'hash': commit_hash} + else: + info = cnr_utils.read_cnr_info(fullpath) + + if info: + cnr = self.cnr_map.get(info['id']) + if cnr: + # normalize version + # for example: 2.5 -> 2.5.0 + ver = str(manager_util.StrictVersion(info['version'])) + return {'id': cnr['id'], 'cnr': cnr, 'ver': ver} + else: + return None + else: + return None + + def update_cache_at_path(self, fullpath): + node_package = InstalledNodePackage.from_fullpath(fullpath, self.resolve_from_path) + self.installed_node_packages[node_package.id] = node_package + + if node_package.is_disabled and node_package.is_unknown: + url = git_utils.git_url(node_package.fullpath) + if url is not None: + url = git_utils.normalize_url(url) + self.unknown_inactive_nodes[node_package.id] = (url, node_package.fullpath) + + if node_package.is_disabled and node_package.is_nightly: + self.nightly_inactive_nodes[node_package.id] = node_package.fullpath + + if node_package.is_enabled and not node_package.is_unknown: + self.active_nodes[node_package.id] = node_package.version, node_package.fullpath + + if node_package.is_enabled and node_package.is_unknown: + url = git_utils.git_url(node_package.fullpath) + if url is not None: + url = git_utils.normalize_url(url) + self.unknown_active_nodes[node_package.id] = (url, node_package.fullpath) + + if node_package.is_from_cnr and node_package.is_disabled: + self.add_to_cnr_inactive_nodes(node_package.id, node_package.version, node_package.fullpath) + + def is_updatable(self, node_id): + cur_ver = self.get_cnr_active_version(node_id) + latest_ver = self.cnr_map[node_id]['latest_version']['version'] + + if cur_ver and latest_ver: + return self.safe_version(latest_ver) > self.safe_version(cur_ver) + + return False + + def fetch_or_pull_git_repo(self, is_pull=False): + updated = set() + failed = set() + + def check_update(node_name, fullpath, ver_spec): + try: + if is_pull: + is_updated, success = git_repo_update_check_with(fullpath, do_update=True) + else: + is_updated, success = git_repo_update_check_with(fullpath, do_fetch=True) + + return f"{node_name}@{ver_spec}", is_updated, success + except Exception: + traceback.print_exc() + + return f"{node_name}@{ver_spec}", False, False + + with ThreadPoolExecutor() as executor: + futures = [] + + for k, v in self.unknown_active_nodes.items(): + futures.append(executor.submit(check_update, k, v[1], 'unknown')) + + for k, v in self.active_nodes.items(): + if v[0] == 'nightly': + futures.append(executor.submit(check_update, k, v[1], 'nightly')) + + for future in as_completed(futures): + item, is_updated, success = future.result() + + if is_updated: + updated.add(item) + + if not success: + failed.add(item) + + return dict(updated=list(updated), failed=list(failed)) + + def is_enabled(self, node_id, version_spec=None): + """ + 1. true if node_id@ is enabled + 2. true if node_id@ is enabled and version_spec==None + 3. false otherwise + + remark: latest version_spec is not allowed. Must be resolved before call. + """ + if version_spec == "cnr": + return self.get_cnr_active_version(node_id) not in [None, 'nightly'] + elif version_spec == 'unknown' and self.is_unknown_active(node_id): + return True + elif version_spec is not None and self.get_cnr_active_version(node_id) == version_spec: + return True + elif version_spec is None and (node_id in self.active_nodes or node_id in self.unknown_active_nodes): + return True + return False + + def is_disabled(self, node_id, version_spec=None): + """ + 1. node_id@unknown is disabled if version_spec is @unknown + 2. node_id@nightly is disabled if version_spec is @nightly + 4. node_id@ is disabled if version_spec is not None + 5. not exists (active node_id) if version_spec is None + + remark: latest version_spec is not allowed. Must be resolved before call. + """ + if version_spec == "unknown": + return node_id in self.unknown_inactive_nodes + elif version_spec == "nightly": + return node_id in self.nightly_inactive_nodes + elif version_spec == "cnr": + res = self.cnr_inactive_nodes.get(node_id, None) + if res is None: + return False + + res = [x for x in res.keys() if x != 'nightly'] + return len(res) > 0 + elif version_spec is not None: + return version_spec in self.cnr_inactive_nodes.get(node_id, []) + + if node_id in self.nightly_inactive_nodes: + return True + elif node_id in self.unknown_inactive_nodes: + return True + + target = self.cnr_inactive_nodes.get(node_id, None) + if target is not None and target == version_spec: + return True + + return False + + def is_registered_in_cnr(self, node_id): + return node_id in self.cnr_map + + def get_cnr_active_version(self, node_id): + res = self.active_nodes.get(node_id) + if res: + return res[0] + else: + return None + + def is_unknown_active(self, node_id): + return node_id in self.unknown_active_nodes + + def add_to_cnr_inactive_nodes(self, node_id, ver, fullpath): + ver_map = self.cnr_inactive_nodes.get(node_id) + if ver_map is None: + ver_map = {} + self.cnr_inactive_nodes[node_id] = ver_map + + ver_map[ver] = fullpath + + def get_from_cnr_active_nodes(self, node_id): + ver_path = self.active_nodes.get(node_id) + if ver_path is None: + return None + + return ver_path[0] + + def get_from_cnr_inactive_nodes(self, node_id, ver=None): + ver_map = self.cnr_inactive_nodes.get(node_id) + if ver_map is None: + return None + + if ver is not None: + return ver_map.get(ver) + + latest = None + for k, v in ver_map.items(): + if latest is None: + latest = self.safe_version(k), v + continue + + cur_ver = self.safe_version(k) + if cur_ver > latest[0]: + latest = cur_ver, v + + return latest + + async def reload(self, cache_mode, dont_wait=True): + self.custom_node_map_cache = {} + self.cnr_inactive_nodes = {} # node_id -> node_version -> fullpath + self.nightly_inactive_nodes = {} # node_id -> fullpath + self.unknown_inactive_nodes = {} # node_id -> repo url * fullpath + self.unknown_active_nodes = {} # node_id -> repo url * fullpath + self.active_nodes = {} # node_id -> node_version * fullpath + + if get_config()['network_mode'] != 'public': + dont_wait = True + + # reload 'cnr_map' and 'repo_cnr_map' + cnrs = await cnr_utils.get_cnr_data(cache_mode=cache_mode=='cache', dont_wait=dont_wait) + + for x in cnrs: + self.cnr_map[x['id']] = x + if 'repository' in x: + normalized_url = git_utils.normalize_url(x['repository']) + self.repo_cnr_map[normalized_url] = x + + # reload node status info from custom_nodes/* + for custom_nodes_path in folder_paths.get_folder_paths('custom_nodes'): + for x in os.listdir(custom_nodes_path): + fullpath = os.path.join(custom_nodes_path, x) + if os.path.isdir(fullpath): + if x not in ['__pycache__', '.disabled']: + self.update_cache_at_path(fullpath) + + # reload node status info from custom_nodes/.disabled/* + for custom_nodes_path in folder_paths.get_folder_paths('custom_nodes'): + disabled_dir = os.path.join(custom_nodes_path, '.disabled') + if os.path.exists(disabled_dir): + for x in os.listdir(disabled_dir): + fullpath = os.path.join(disabled_dir, x) + if os.path.isdir(fullpath): + self.update_cache_at_path(fullpath) + + @staticmethod + async def load_nightly(channel, mode): + if channel is None: + return {} + + res = {} + + channel_url = normalize_channel(channel) + if channel_url: + if mode not in ['remote', 'local', 'cache']: + print(f"[bold red]ERROR: Invalid mode is specified `--mode {mode}`[/bold red]", file=sys.stderr) + return {} + + # validate channel - only the channel set by the user is allowed. + if channel_url not in valid_channels: + logging.error(f'[ComfyUI-Manager] An invalid channel was used: {channel_url}') + raise InvalidChannel(channel_url) + + json_obj = await get_data_by_mode(mode, 'custom-node-list.json', channel_url=channel_url) + for x in json_obj['custom_nodes']: + try: + for y in x['files']: + if 'github.com' in y and not (y.endswith('.py') or y.endswith('.js')): + repo_name = y.split('/')[-1] + res[repo_name] = (x, False) + + if 'id' in x: + if x['id'] not in res: + res[x['id']] = (x, True) + except: + logging.error(f"[ComfyUI-Manager] broken item:{x}") + + return res + + async def get_custom_nodes(self, channel, mode): + if channel is None and mode is None: + channel = 'default' + mode = 'cache' + + channel = normalize_channel(channel) + cache = self.custom_node_map_cache.get((channel, mode)) # CNR/nightly should always be based on the default channel. + + if cache is not None: + return cache + + channel = normalize_channel(channel) + nodes = await self.load_nightly(channel, mode) + + res = NormalizedKeyDict() + added_cnr = set() + for v in nodes.values(): + v = v[0] + if len(v['files']) == 1: + cnr = self.get_cnr_by_repo(v['files'][0]) + if cnr: + if 'latest_version' not in cnr: + v['cnr_latest'] = '0.0.0' + else: + v['cnr_latest'] = cnr['latest_version']['version'] + v['id'] = cnr['id'] + v['author'] = cnr['publisher']['name'] + v['title'] = cnr['name'] + v['description'] = cnr['description'] + v['health'] = '-' + if 'repository' in cnr: + v['repository'] = cnr['repository'] + added_cnr.add(cnr['id']) + node_id = v['id'] + else: + node_id = v['files'][0].split('/')[-1] + v['repository'] = v['files'][0] + res[node_id] = v + elif len(v['files']) > 1: + res[v['files'][0]] = v # A custom node composed of multiple url is treated as a single repository with one representative path + + self.custom_node_map_cache[(channel, mode)] = res + return res + + @staticmethod + def safe_version(ver_str): + try: + return version.parse(ver_str) + except: + return version.parse("0.0.0") + + def execute_install_script(self, url, repo_path, instant_execution=False, lazy_mode=False, no_deps=False): + install_script_path = os.path.join(repo_path, "install.py") + requirements_path = os.path.join(repo_path, "requirements.txt") + + res = True + if lazy_mode: + install_cmd = ["#LAZY-INSTALL-SCRIPT", sys.executable] + return try_install_script(url, repo_path, install_cmd) + else: + if os.path.exists(requirements_path) and not no_deps: + print("Install: pip packages") + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, manager_files_path) + lines = manager_util.robust_readlines(requirements_path) + for line in lines: + package_name = remap_pip_package(line.strip()) + if package_name and not package_name.startswith('#') and package_name not in self.processed_install: + self.processed_install.add(package_name) + clean_package_name = package_name.split('#')[0].strip() + install_cmd = manager_util.make_pip_cmd(["install", clean_package_name]) + if clean_package_name != "" and not clean_package_name.startswith('#'): + res = res and try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution) + + pip_fixer.fix_broken() + + if os.path.exists(install_script_path) and install_script_path not in self.processed_install: + self.processed_install.add(install_script_path) + print("Install: install script") + install_cmd = [sys.executable, "install.py"] + return res and try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution) + + return res + + def reserve_cnr_switch(self, target, zip_url, from_path, to_path, no_deps): + script_path = os.path.join(manager_startup_script_path, "install-scripts.txt") + with open(script_path, "a") as file: + obj = [target, "#LAZY-CNR-SWITCH-SCRIPT", zip_url, from_path, to_path, no_deps, get_default_custom_nodes_path(), sys.executable] + file.write(f"{obj}\n") + + print(f"Installation reserved: {target}") + + return True + + def unified_fix(self, node_id, version_spec, instant_execution=False, no_deps=False): + """ + fix dependencies + """ + + result = ManagedResult('fix') + + if version_spec == 'unknown': + info = self.unknown_active_nodes.get(node_id) + else: + info = self.active_nodes.get(node_id) + + if info is None or not os.path.exists(info[1]): + return result.fail(f'not found: {node_id}@{version_spec}') + + self.execute_install_script(node_id, info[1], instant_execution=instant_execution, no_deps=no_deps) + + return result + + def cnr_switch_version(self, node_id, version_spec=None, instant_execution=False, no_deps=False, return_postinstall=False): + if instant_execution: + return self.cnr_switch_version_instant(node_id, version_spec, instant_execution, no_deps, return_postinstall) + else: + return self.cnr_switch_version_lazy(node_id, version_spec, no_deps, return_postinstall) + + def cnr_switch_version_lazy(self, node_id, version_spec=None, no_deps=False, return_postinstall=False): + """ + switch between cnr version (lazy mode) + """ + + result = ManagedResult('switch-cnr') + + node_info = cnr_utils.install_node(node_id, version_spec) + if node_info is None or not node_info.download_url: + return result.fail(f'not available node: {node_id}@{version_spec}') + + version_spec = node_info.version + + if self.active_nodes[node_id][0] == version_spec: + return ManagedResult('skip').with_msg("Up to date") + + zip_url = node_info.download_url + from_path = self.active_nodes[node_id][1] + target = node_id + to_path = os.path.join(get_default_custom_nodes_path(), target) + + def postinstall(): + return self.reserve_cnr_switch(target, zip_url, from_path, to_path, no_deps) + + if return_postinstall: + return result.with_postinstall(postinstall) + else: + if not postinstall(): + return result.fail(f"Failed to execute install script: {node_id}@{version_spec}") + + return result + + def cnr_switch_version_instant(self, node_id, version_spec=None, instant_execution=True, no_deps=False, return_postinstall=False): + """ + switch between cnr version + """ + + # 1. download + result = ManagedResult('switch-cnr') + + node_info = cnr_utils.install_node(node_id, version_spec) + if node_info is None or not node_info.download_url: + return result.fail(f'not available node: {node_id}@{version_spec}') + + version_spec = node_info.version + + if self.active_nodes[node_id][0] == version_spec: + return ManagedResult('skip').with_msg("Up to date") + + archive_name = f"CNR_temp_{str(uuid.uuid4())}.zip" # should be unpredictable name - security precaution + download_path = os.path.join(get_default_custom_nodes_path(), archive_name) + manager_downloader.basic_download_url(node_info.download_url, get_default_custom_nodes_path(), archive_name) + + # 2. extract files into + install_path = self.active_nodes[node_id][1] + extracted = manager_util.extract_package_as_zip(download_path, install_path) + os.remove(download_path) + + if extracted is None: + if len(os.listdir(install_path)) == 0: + shutil.rmtree(install_path) + + return result.fail(f'Empty archive file: {node_id}@{version_spec}') + + # 3. calculate garbage files (.tracking - extracted) + tracking_info_file = os.path.join(install_path, '.tracking') + prev_files = set() + with open(tracking_info_file, 'r') as f: + for line in f: + prev_files.add(line.strip()) + garbage = prev_files.difference(extracted) + garbage = [os.path.join(install_path, x) for x in garbage] + + # 4-1. remove garbage files + for x in garbage: + if os.path.isfile(x): + os.remove(x) + + # 4-2. remove garbage dir if empty + for x in garbage: + if os.path.isdir(x): + if not os.listdir(x): + os.rmdir(x) + + # 5. create .tracking file + tracking_info_file = os.path.join(install_path, '.tracking') + with open(tracking_info_file, "w", encoding='utf-8') as file: + file.write('\n'.join(list(extracted))) + + # 6. post install + result.target = version_spec + + def postinstall(): + res = self.execute_install_script(f"{node_id}@{version_spec}", install_path, instant_execution=instant_execution, no_deps=no_deps) + return res + + if return_postinstall: + return result.with_postinstall(postinstall) + else: + if not postinstall(): + return result.fail(f"Failed to execute install script: {node_id}@{version_spec}") + + return result + + def unified_enable(self, node_id: str, version_spec=None): + """ + priority if version_spec == None + 1. CNR latest in disk + 2. nightly + 3. unknown + + remark: latest version_spec is not allowed. Must be resolved before call. + """ + + result = ManagedResult('enable') + + if 'comfyui-manager' in node_id.lower(): + return result.fail(f"ignored: enabling '{node_id}'") + + if version_spec is None: + version_spec = self.resolve_unspecified_version(node_id, guess_mode='inactive') + if version is None: + return result.fail(f'Specified inactive node not exists: {node_id}') + + if self.is_enabled(node_id, version_spec): + return ManagedResult('skip').with_msg('Already enabled') + + if not self.is_disabled(node_id, version_spec): + return ManagedResult('skip').with_msg('Not installed') + + from_path = None + to_path = None + + if version_spec == 'unknown': + repo_and_path = self.unknown_inactive_nodes.get(node_id) + if repo_and_path is None: + return result.fail(f'Specified inactive node not exists: {node_id}@unknown') + from_path = repo_and_path[1] + + base_path = extract_base_custom_nodes_dir(from_path) + to_path = os.path.join(base_path, node_id) + elif version_spec == 'nightly': + self.unified_disable(node_id, False) + from_path = self.nightly_inactive_nodes.get(node_id) + if from_path is None: + return result.fail(f'Specified inactive node not exists: {node_id}@nightly') + base_path = extract_base_custom_nodes_dir(from_path) + to_path = os.path.join(base_path, node_id) + elif version_spec is not None: + self.unified_disable(node_id, False) + cnr_info = self.cnr_inactive_nodes.get(node_id) + + if cnr_info is None or len(cnr_info) == 0: + return result.fail(f'Specified inactive cnr node not exists: {node_id}') + + if version_spec == "cnr": + version_spec = next(iter(cnr_info)) + + if version_spec not in cnr_info: + return result.fail(f'Specified inactive node not exists: {node_id}@{version_spec}') + + from_path = cnr_info[version_spec] + base_path = extract_base_custom_nodes_dir(from_path) + to_path = os.path.join(base_path, node_id) + + if from_path is None or not os.path.exists(from_path): + return result.fail(f'Specified inactive node path not exists: {from_path}') + + # move from disk + shutil.move(from_path, to_path) + + # update cache + if version_spec == 'unknown': + self.unknown_active_nodes[node_id] = self.unknown_inactive_nodes[node_id][0], to_path + del self.unknown_inactive_nodes[node_id] + return result.with_target(to_path) + elif version_spec == 'nightly': + del self.nightly_inactive_nodes[node_id] + else: + del self.cnr_inactive_nodes[node_id][version_spec] + + self.active_nodes[node_id] = version_spec, to_path + return result.with_target(to_path) + + def unified_disable(self, node_id: str, is_unknown): + result = ManagedResult('disable') + + if 'comfyui-manager' in node_id.lower(): + return result.fail(f"ignored: disabling '{node_id}'") + + if is_unknown: + version_spec = 'unknown' + else: + version_spec = None + + if not self.is_enabled(node_id, version_spec): + if not self.is_disabled(node_id, version_spec): + return ManagedResult('skip').with_msg('Not installed') + else: + return ManagedResult('skip').with_msg('Already disabled') + + if is_unknown: + repo_and_path = self.unknown_active_nodes.get(node_id) + + if repo_and_path is None or not os.path.exists(repo_and_path[1]): + return result.fail(f'Specified active node not exists: {node_id}') + + base_path = extract_base_custom_nodes_dir(repo_and_path[1]) + to_path = os.path.join(base_path, '.disabled', node_id) + + shutil.move(repo_and_path[1], to_path) + result.append((repo_and_path[1], to_path)) + + self.unknown_inactive_nodes[node_id] = repo_and_path[0], to_path + del self.unknown_active_nodes[node_id] + + return result + + ver_and_path = self.active_nodes.get(node_id) + + if ver_and_path is None or not os.path.exists(ver_and_path[1]): + return result.fail(f'Specified active node not exists: {node_id}') + + base_path = extract_base_custom_nodes_dir(ver_and_path[1]) + + # NOTE: A disabled node may have multiple versions, so preserve it using the `@ suffix`. + to_path = os.path.join(base_path, '.disabled', f"{node_id}@{ver_and_path[0].replace('.', '_')}") + shutil.move(ver_and_path[1], to_path) + result.append((ver_and_path[1], to_path)) + + if ver_and_path[0] == 'nightly': + self.nightly_inactive_nodes[node_id] = to_path + else: + self.add_to_cnr_inactive_nodes(node_id, ver_and_path[0], to_path) + + del self.active_nodes[node_id] + + return result + + def unified_uninstall(self, node_id: str, is_unknown: bool): + """ + Remove whole installed custom nodes including inactive nodes + """ + result = ManagedResult('uninstall') + + if 'comfyui-manager' in node_id.lower(): + return result.fail(f"ignored: uninstalling '{node_id}'") + + if is_unknown: + # remove from actives + repo_and_path = self.unknown_active_nodes.get(node_id) + + is_removed = False + + if repo_and_path is not None and os.path.exists(repo_and_path[1]): + rmtree(repo_and_path[1]) + result.append(repo_and_path[1]) + del self.unknown_active_nodes[node_id] + + is_removed = True + + # remove from inactives + repo_and_path = self.unknown_inactive_nodes.get(node_id) + + if repo_and_path is not None and os.path.exists(repo_and_path[1]): + rmtree(repo_and_path[1]) + result.append(repo_and_path[1]) + del self.unknown_inactive_nodes[node_id] + + is_removed = True + + if is_removed: + return result + else: + return ManagedResult('skip') + + # remove from actives + ver_and_path = self.active_nodes.get(node_id) + + if ver_and_path is not None and os.path.exists(ver_and_path[1]): + try_rmtree(node_id, ver_and_path[1]) + result.items.append(ver_and_path) + del self.active_nodes[node_id] + + # remove from nightly inactives + fullpath = self.nightly_inactive_nodes.get(node_id) + if fullpath is not None and os.path.exists(fullpath): + try_rmtree(node_id, fullpath) + result.items.append(('nightly', fullpath)) + del self.nightly_inactive_nodes[node_id] + + # remove from cnr inactives + ver_map = self.cnr_inactive_nodes.get(node_id) + if ver_map is not None: + for key, fullpath in ver_map.items(): + try_rmtree(node_id, fullpath) + result.items.append((key, fullpath)) + del self.cnr_inactive_nodes[node_id] + + if len(result.items) == 0: + return ManagedResult('skip').with_msg('Not installed') + + return result + + def cnr_install(self, node_id: str, version_spec=None, instant_execution=False, no_deps=False, return_postinstall=False): + result = ManagedResult('install-cnr') + + if 'comfyui-manager' in node_id.lower(): + return result.fail(f"ignored: installing '{node_id}'") + + node_info = cnr_utils.install_node(node_id, version_spec) + if node_info is None or not node_info.download_url: + return result.fail(f'not available node: {node_id}@{version_spec}') + + archive_name = f"CNR_temp_{str(uuid.uuid4())}.zip" # should be unpredictable name - security precaution + download_path = os.path.join(get_default_custom_nodes_path(), archive_name) + + # re-download. I cannot trust existing file. + if os.path.exists(download_path): + os.remove(download_path) + + # install_path + install_path = os.path.join(get_default_custom_nodes_path(), node_id) + if os.path.exists(install_path): + return result.fail(f'Install path already exists: {install_path}') + + manager_downloader.download_url(node_info.download_url, get_default_custom_nodes_path(), archive_name) + os.makedirs(install_path, exist_ok=True) + extracted = manager_util.extract_package_as_zip(download_path, install_path) + os.remove(download_path) + result.to_path = install_path + + if extracted is None: + shutil.rmtree(install_path) + return result.fail(f'Empty archive file: {node_id}@{version_spec}') + + # create .tracking file + tracking_info_file = os.path.join(install_path, '.tracking') + with open(tracking_info_file, "w", encoding='utf-8') as file: + file.write('\n'.join(extracted)) + + result.target = version_spec + + def postinstall(): + return self.execute_install_script(node_id, install_path, instant_execution=instant_execution, no_deps=no_deps) + + if return_postinstall: + return result.with_postinstall(postinstall) + else: + if not postinstall(): + return result.fail(f"Failed to execute install script: {node_id}@{version_spec}") + + return result + + def repo_install(self, url: str, repo_path: str, instant_execution=False, no_deps=False, return_postinstall=False): + result = ManagedResult('install-git') + result.append(url) + + if 'comfyui-manager' in url.lower(): + return result.fail(f"ignored: installing '{url}'") + + if not is_valid_url(url): + return result.fail(f"Invalid git url: {url}") + + if url.endswith("/"): + url = url[:-1] + try: + # Clone the repository from the remote URL + clone_url = git_utils.get_url_for_clone(url) + print(f"Download: git clone '{clone_url}'") + + if not instant_execution and platform.system() == 'Windows': + res = manager_funcs.run_script([sys.executable, git_script_path, "--clone", get_default_custom_nodes_path(), clone_url, repo_path], cwd=get_default_custom_nodes_path()) + if res != 0: + return result.fail(f"Failed to clone repo: {clone_url}") + else: + repo = git.Repo.clone_from(clone_url, repo_path, recursive=True, progress=GitProgress()) + repo.git.clear_cache() + repo.close() + + def postinstall(): + return self.execute_install_script(url, repo_path, instant_execution=instant_execution, no_deps=no_deps) + + if return_postinstall: + return result.with_postinstall(postinstall) + else: + if not postinstall(): + return result.fail(f"Failed to execute install script: {url}") + + except Exception as e: + traceback.print_exc() + return result.fail(f"Install(git-clone) error[2]: {url} / {e}") + + print("Installation was successful.") + return result + + def repo_update(self, repo_path, instant_execution=False, no_deps=False, return_postinstall=False): + result = ManagedResult('update-git') + + if not os.path.exists(os.path.join(repo_path, '.git')): + return result.fail(f'Path not found: {repo_path}') + + # version check + with git.Repo(repo_path) as repo: + if repo.head.is_detached: + if not switch_to_default_branch(repo): + return result.fail(f"Failed to switch to default branch: {repo_path}") + + current_branch = repo.active_branch + branch_name = current_branch.name + + if current_branch.tracking_branch() is None: + print(f"[ComfyUI-Manager] There is no tracking branch ({current_branch})") + remote_name = get_remote_name(repo) + else: + remote_name = current_branch.tracking_branch().remote_name + + if remote_name is None: + return result.fail(f"Failed to get remote when installing: {repo_path}") + + remote = repo.remote(name=remote_name) + + try: + remote.fetch() + except Exception as e: + if 'detected dubious' in str(e): + print(f"[ComfyUI-Manager] Try fixing 'dubious repository' error on '{repo_path}' repository") + safedir_path = repo_path.replace('\\', '/') + subprocess.run(['git', 'config', '--global', '--add', 'safe.directory', safedir_path]) + try: + remote.fetch() + except Exception: + print("\n[ComfyUI-Manager] Failed to fixing repository setup. Please execute this command on cmd: \n" + "-----------------------------------------------------------------------------------------\n" + f'git config --global --add safe.directory "{safedir_path}"\n' + "-----------------------------------------------------------------------------------------\n") + + commit_hash = repo.head.commit.hexsha + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + return result.fail(f"Not updatable branch: {branch_name}") + + if commit_hash != remote_commit_hash: + git_pull(repo_path) + + if len(repo.remotes) > 0: + url = repo.remotes[0].url + else: + url = "unknown repo" + + def postinstall(): + return self.execute_install_script(url, repo_path, instant_execution=instant_execution, no_deps=no_deps) + + if return_postinstall: + return result.with_postinstall(postinstall) + else: + if not postinstall(): + return result.fail(f"Failed to execute install script: {url}") + + return result + else: + return ManagedResult('skip').with_msg('Up to date') + + def unified_update(self, node_id, version_spec=None, instant_execution=False, no_deps=False, return_postinstall=False): + orig_print(f"\x1b[2K\rUpdating: {node_id}", end='') + + if version_spec is None: + version_spec = self.resolve_unspecified_version(node_id, guess_mode='active') + + if version_spec is None: + return ManagedResult('update').fail(f'Update not available: {node_id}@{version_spec}').with_ver(version_spec) + + if version_spec == 'nightly': + return self.repo_update(self.active_nodes[node_id][1], instant_execution=instant_execution, no_deps=no_deps, return_postinstall=return_postinstall).with_target('nightly').with_ver('nightly') + elif version_spec == 'unknown': + return self.repo_update(self.unknown_active_nodes[node_id][1], instant_execution=instant_execution, no_deps=no_deps, return_postinstall=return_postinstall).with_target('unknown').with_ver('unknown') + else: + return self.cnr_switch_version(node_id, instant_execution=instant_execution, no_deps=no_deps, return_postinstall=return_postinstall).with_ver('cnr') + + async def install_by_id(self, node_id: str, version_spec=None, channel=None, mode=None, instant_execution=False, no_deps=False, return_postinstall=False): + """ + priority if version_spec == None + 1. CNR latest + 2. unknown + + remark: latest version_spec is not allowed. Must be resolved before call. + """ + + if 'comfyui-manager' in node_id.lower(): + return ManagedResult('skip').fail(f"ignored: installing '{node_id}'") + + repo_url = None + if version_spec is None: + if self.is_enabled(node_id): + return ManagedResult('skip') + elif self.is_disabled(node_id): + return self.unified_enable(node_id) + + else: + version_spec = self.resolve_unspecified_version(node_id) + + if version_spec == 'unknown' or version_spec == 'nightly': + try: + custom_nodes = await self.get_custom_nodes(channel, mode) + except InvalidChannel as e: + return ManagedResult('fail').fail(f'Invalid channel is used: {e.channel}') + + the_node = custom_nodes.get(node_id) + if the_node is not None: + if version_spec == 'unknown': + repo_url = the_node['files'][0] + else: # nightly + repo_url = the_node['repository'] + else: + result = ManagedResult('install') + return result.fail(f"Node '{node_id}@{version_spec}' not found in [{channel}, {mode}]") + + if self.is_enabled(node_id, version_spec): + return ManagedResult('skip').with_target(f"{node_id}@{version_spec}") + + elif self.is_disabled(node_id, version_spec): + return self.unified_enable(node_id, version_spec) + + elif version_spec == 'unknown' or version_spec == 'nightly': + if version_spec == 'nightly': + # disable cnr nodes + if self.is_enabled(node_id, 'cnr'): + self.unified_disable(node_id, False) + + to_path = os.path.abspath(os.path.join(get_default_custom_nodes_path(), node_id)) + res = self.repo_install(repo_url, to_path, instant_execution=instant_execution, no_deps=no_deps, return_postinstall=return_postinstall) + if res.result: + if version_spec == 'unknown': + self.unknown_active_nodes[node_id] = repo_url, to_path + elif version_spec == 'nightly': + cnr_utils.generate_cnr_id(to_path, node_id) + self.active_nodes[node_id] = 'nightly', to_path + else: + return res + + return res.with_target(version_spec) + + if self.is_enabled(node_id, 'nightly'): + # disable nightly nodes + self.unified_disable(node_id, False) # NOTE: don't return from here + + if self.is_disabled(node_id, version_spec): + # enable and return if specified version is disabled + return self.unified_enable(node_id, version_spec) + + if self.is_disabled(node_id, "cnr"): + # enable and switch version if cnr is disabled (not specified version) + self.unified_enable(node_id, "cnr") + return self.cnr_switch_version(node_id, version_spec, no_deps=no_deps, return_postinstall=return_postinstall) + + if self.is_enabled(node_id, "cnr"): + return self.cnr_switch_version(node_id, version_spec, no_deps=no_deps, return_postinstall=return_postinstall) + + res = self.cnr_install(node_id, version_spec, instant_execution=instant_execution, no_deps=no_deps, return_postinstall=return_postinstall) + if res.result: + self.active_nodes[node_id] = version_spec, res.to_path + + return res + + +unified_manager = UnifiedManager() + + +def identify_node_pack_from_path(fullpath): + module_name = os.path.basename(fullpath) + if module_name.endswith('.git'): + module_name = module_name[:-4] + + repo_url = git_utils.git_url(fullpath) + if repo_url is None: + # cnr + cnr = cnr_utils.read_cnr_info(fullpath) + if cnr is not None: + return module_name, cnr['version'], cnr['id'], None + + return None + else: + # nightly or unknown + cnr_id = cnr_utils.read_cnr_id(fullpath) + commit_hash = git_utils.get_commit_hash(fullpath) + + github_id = git_utils.normalize_to_github_id(repo_url) + if github_id is None: + try: + github_id = os.path.basename(repo_url) + except: + logging.warning(f"[ComfyUI-Manager] unexpected repo url: {repo_url}") + github_id = module_name + + if cnr_id is not None: + return module_name, commit_hash, cnr_id, github_id + else: + return module_name, commit_hash, '', github_id + + +def get_installed_node_packs(): + res = {} + + for x in get_custom_nodes_paths(): + for y in os.listdir(x): + if y == '__pycache__' or y == '.disabled': + continue + + fullpath = os.path.join(x, y) + info = identify_node_pack_from_path(fullpath) + if info is None: + continue + + is_disabled = not y.endswith('.disabled') + + res[info[0]] = { 'ver': info[1], 'cnr_id': info[2], 'aux_id': info[3], 'enabled': is_disabled } + + disabled_dirs = os.path.join(x, '.disabled') + if os.path.exists(disabled_dirs): + for y in os.listdir(disabled_dirs): + if y == '__pycache__': + continue + + fullpath = os.path.join(disabled_dirs, y) + info = identify_node_pack_from_path(fullpath) + if info is None: + continue + + res[info[0]] = { 'ver': info[1], 'cnr_id': info[2], 'aux_id': info[3], 'enabled': False } + + return res + + +def refresh_channel_dict(): + if channel_dict is None: + get_channel_dict() + + +def get_channel_dict(): + global channel_dict + global valid_channels + + if channel_dict is None: + channel_dict = {} + + if not os.path.exists(manager_channel_list_path): + shutil.copy(channel_list_template_path, manager_channel_list_path) + + with open(manager_channel_list_path, 'r') as file: + channels = file.read() + for x in channels.split('\n'): + channel_info = x.split("::") + if len(channel_info) == 2: + channel_dict[channel_info[0]] = channel_info[1] + valid_channels.add(channel_info[1]) + + return channel_dict + + +def get_channel_list(): + global channel_list + + if channel_list is None: + channel_list = [] + for k, v in get_channel_dict().items(): + channel_list.append(f"{k}::{v}") + + return channel_list + + +class ManagerFuncs: + def __init__(self): + pass + + def get_current_preview_method(self): + return "none" + + def run_script(self, cmd, cwd='.'): + if len(cmd) > 0 and cmd[0].startswith("#"): + print(f"[ComfyUI-Manager] Unexpected behavior: `{cmd}`") + return 0 + + subprocess.check_call(cmd, cwd=cwd, env=get_script_env()) + + return 0 + + +manager_funcs = ManagerFuncs() + + +def write_config(): + config = configparser.ConfigParser(strict=False) + + config['default'] = { + 'preview_method': manager_funcs.get_current_preview_method(), + 'git_exe': get_config()['git_exe'], + 'use_uv': get_config()['use_uv'], + 'channel_url': get_config()['channel_url'], + 'share_option': get_config()['share_option'], + 'bypass_ssl': get_config()['bypass_ssl'], + "file_logging": get_config()['file_logging'], + 'component_policy': get_config()['component_policy'], + 'update_policy': get_config()['update_policy'], + 'windows_selector_event_loop_policy': get_config()['windows_selector_event_loop_policy'], + 'model_download_by_agent': get_config()['model_download_by_agent'], + 'downgrade_blacklist': get_config()['downgrade_blacklist'], + 'security_level': get_config()['security_level'], + 'always_lazy_install': get_config()['always_lazy_install'], + 'network_mode': get_config()['network_mode'], + 'db_mode': get_config()['db_mode'], + } + + # Sanitize all string values to prevent CRLF injection attacks + for key, value in config['default'].items(): + if isinstance(value, str): + config['default'][key] = value.replace('\r', '').replace('\n', '').replace('\x00', '') + + directory = os.path.dirname(manager_config_path) + if not os.path.exists(directory): + os.makedirs(directory) + + with open(manager_config_path, 'w') as configfile: + config.write(configfile) + + +def read_config(): + try: + config = configparser.ConfigParser(strict=False) + config.read(manager_config_path) + default_conf = config['default'] + + def get_bool(key, default_value): + return default_conf[key].lower() == 'true' if key in default_conf else False + + manager_util.use_uv = default_conf['use_uv'].lower() == 'true' if 'use_uv' in default_conf else False + manager_util.bypass_ssl = get_bool('bypass_ssl', False) + + result = { + 'http_channel_enabled': get_bool('http_channel_enabled', False), + 'preview_method': default_conf.get('preview_method', manager_funcs.get_current_preview_method()).lower(), + 'git_exe': default_conf.get('git_exe', ''), + 'use_uv': get_bool('use_uv', False), + 'channel_url': default_conf.get('channel_url', DEFAULT_CHANNEL), + 'default_cache_as_channel_url': get_bool('default_cache_as_channel_url', False), + 'share_option': default_conf.get('share_option', 'all').lower(), + 'bypass_ssl': get_bool('bypass_ssl', False), + 'file_logging': get_bool('file_logging', True), + 'component_policy': default_conf.get('component_policy', 'workflow').lower(), + 'update_policy': default_conf.get('update_policy', 'stable-comfyui').lower(), + 'windows_selector_event_loop_policy': get_bool('windows_selector_event_loop_policy', False), + 'model_download_by_agent': get_bool('model_download_by_agent', False), + 'downgrade_blacklist': default_conf.get('downgrade_blacklist', '').lower(), + 'always_lazy_install': get_bool('always_lazy_install', False), + 'network_mode': default_conf.get('network_mode', 'public').lower(), + 'security_level': default_conf.get('security_level', 'normal').lower(), + 'db_mode': default_conf.get('db_mode', 'cache').lower(), + } + manager_migration.force_security_level_if_needed(result) + return result + + except Exception: + import importlib.util + # temporary disable `uv` on Windows by default (https://github.com/Comfy-Org/ComfyUI-Manager/issues/1969) + manager_util.use_uv = importlib.util.find_spec("uv") is not None and platform.system() != "Windows" + manager_util.bypass_ssl = False + + result = { + 'http_channel_enabled': False, + 'preview_method': manager_funcs.get_current_preview_method(), + 'git_exe': '', + 'use_uv': manager_util.use_uv, + 'channel_url': DEFAULT_CHANNEL, + 'default_cache_as_channel_url': False, + 'share_option': 'all', + 'bypass_ssl': manager_util.bypass_ssl, + 'file_logging': True, + 'component_policy': 'workflow', + 'update_policy': 'stable-comfyui', + 'windows_selector_event_loop_policy': False, + 'model_download_by_agent': False, + 'downgrade_blacklist': '', + 'always_lazy_install': False, + 'network_mode': 'public', # public | private | offline + 'security_level': 'normal', # strong | normal | normal- | weak + 'db_mode': 'cache', # local | cache | remote + } + manager_migration.force_security_level_if_needed(result) + return result + + +def get_config(): + global cached_config + + if cached_config is None: + cached_config = read_config() + if cached_config['http_channel_enabled']: + print("[ComfyUI-Manager] Warning: http channel enabled, make sure server in secure env") + + return cached_config + + +def get_remote_name(repo): + available_remotes = [remote.name for remote in repo.remotes] + if 'origin' in available_remotes: + return 'origin' + elif 'upstream' in available_remotes: + return 'upstream' + elif len(available_remotes) > 0: + return available_remotes[0] + + if not available_remotes: + print(f"[ComfyUI-Manager] No remotes are configured for this repository: {repo.working_dir}") + else: + print(f"[ComfyUI-Manager] Available remotes in '{repo.working_dir}': ") + for remote in available_remotes: + print(f"- {remote}") + + return None + + +def switch_to_default_branch(repo): + remote_name = get_remote_name(repo) + + try: + if remote_name is None: + return False + + default_branch = repo.git.symbolic_ref(f'refs/remotes/{remote_name}/HEAD').replace(f'refs/remotes/{remote_name}/', '') + repo.git.checkout(default_branch) + return True + except: + # try checkout master + # try checkout main if failed + try: + repo.git.checkout(repo.heads.master) + return True + except: + try: + if remote_name is not None: + repo.git.checkout('-b', 'master', f'{remote_name}/master') + return True + except: + try: + repo.git.checkout(repo.heads.main) + return True + except: + try: + if remote_name is not None: + repo.git.checkout('-b', 'main', f'{remote_name}/main') + return True + except: + pass + + print("[ComfyUI Manager] Failed to switch to the default branch") + return False + + +def reserve_script(repo_path, install_cmds): + if not os.path.exists(manager_startup_script_path): + os.makedirs(manager_startup_script_path) + + script_path = os.path.join(manager_startup_script_path, "install-scripts.txt") + with open(script_path, "a") as file: + obj = [repo_path] + install_cmds + file.write(f"{obj}\n") + + +def try_rmtree(title, fullpath): + try: + shutil.rmtree(fullpath) + except Exception as e: + logging.warning(f"[ComfyUI-Manager] An error occurred while deleting '{fullpath}', so it has been scheduled for deletion upon restart.\nEXCEPTION: {e}") + reserve_script(title, ["#LAZY-DELETE-NODEPACK", fullpath]) + + +def try_install_script(url, repo_path, install_cmd, instant_execution=False): + if not instant_execution and ( + (len(install_cmd) > 0 and install_cmd[0].startswith('#')) or platform.system() == "Windows" or get_config()['always_lazy_install'] + ): + reserve_script(repo_path, install_cmd) + return True + else: + if len(install_cmd) == 5 and install_cmd[2:4] == ['pip', 'install']: + if is_blacklisted(install_cmd[4]): + print(f"[ComfyUI-Manager] skip black listed pip installation: '{install_cmd[4]}'") + return True + elif len(install_cmd) == 6 and install_cmd[3:5] == ['pip', 'install']: # uv mode + if is_blacklisted(install_cmd[5]): + print(f"[ComfyUI-Manager] skip black listed pip installation: '{install_cmd[5]}'") + return True + + print(f"\n## ComfyUI-Manager: EXECUTE => {install_cmd}") + code = manager_funcs.run_script(install_cmd, cwd=repo_path) + + if platform.system() != "Windows": + try: + if not os.environ.get('__COMFYUI_DESKTOP_VERSION__') and comfy_ui_commit_datetime.date() < comfy_ui_required_commit_datetime.date(): + print("\n\n###################################################################") + print(f"[WARN] ComfyUI-Manager: Your ComfyUI version ({comfy_ui_revision})[{comfy_ui_commit_datetime.date()}] is too old. Please update to the latest version.") + print("[WARN] The extension installation feature may not work properly in the current installed ComfyUI version on Windows environment.") + print("###################################################################\n\n") + except: + pass + + if code != 0: + if url is None: + url = os.path.dirname(repo_path) + print(f"install script failed: {url}") + return False + + return True + + +# use subprocess to avoid file system lock by git (Windows) +def __win_check_git_update(path, do_fetch=False, do_update=False): + if do_fetch: + command = [sys.executable, git_script_path, "--fetch", path] + elif do_update: + command = [sys.executable, git_script_path, "--pull", path] + else: + command = [sys.executable, git_script_path, "--check", path] + + new_env = get_script_env() + process = subprocess.Popen(command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, cwd=get_default_custom_nodes_path(), env=new_env) + output, _ = process.communicate() + output = output.decode('utf-8').strip() + + if 'detected dubious' in output: + # fix and try again + safedir_path = path.replace('\\', '/') + try: + print(f"[ComfyUI-Manager] Try fixing 'dubious repository' error on '{safedir_path}' repo") + process = subprocess.Popen(['git', 'config', '--global', '--add', 'safe.directory', safedir_path], env=new_env, stdout=subprocess.PIPE, stderr=subprocess.PIPE) + output, _ = process.communicate() + + process = subprocess.Popen(command, env=new_env, stdout=subprocess.PIPE, stderr=subprocess.PIPE) + output, _ = process.communicate() + output = output.decode('utf-8').strip() + except Exception: + print('[ComfyUI-Manager] failed to fixing') + + if 'detected dubious' in output: + print(f'\n[ComfyUI-Manager] Failed to fixing repository setup. Please execute this command on cmd: \n' + f'-----------------------------------------------------------------------------------------\n' + f'git config --global --add safe.directory "{safedir_path}"\n' + f'-----------------------------------------------------------------------------------------\n') + + if do_update: + if "CUSTOM NODE PULL: Success" in output: + process.wait() + print(f"\x1b[2K\rUpdated: {path}") + return True, True # updated + elif "CUSTOM NODE PULL: None" in output: + process.wait() + return False, True # there is no update + else: + print(f"\x1b[2K\rUpdate error: {path}") + process.wait() + return False, False # update failed + else: + if "CUSTOM NODE CHECK: True" in output: + process.wait() + return True, True + elif "CUSTOM NODE CHECK: False" in output: + process.wait() + return False, True + else: + print(f"\x1b[2K\rFetch error: {path}") + print(f"\n{output}\n") + process.wait() + return False, True + + +def __win_check_git_pull(path): + command = [sys.executable, git_script_path, "--pull", path] + process = subprocess.Popen(command, env=get_script_env(), cwd=get_default_custom_nodes_path()) + process.wait() + + +def execute_install_script(url, repo_path, lazy_mode=False, instant_execution=False, no_deps=False): + # import ipdb; ipdb.set_trace() + install_script_path = os.path.join(repo_path, "install.py") + requirements_path = os.path.join(repo_path, "requirements.txt") + + if lazy_mode: + install_cmd = ["#LAZY-INSTALL-SCRIPT", sys.executable] + try_install_script(url, repo_path, install_cmd) + else: + if os.path.exists(requirements_path) and not no_deps: + print("Install: pip packages") + pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, manager_files_path) + with open(requirements_path, "r") as requirements_file: + for line in requirements_file: + #handle comments + if '#' in line: + if line.strip()[0] == '#': + print("Line is comment...skipping") + continue + else: + line = line.split('#')[0].strip() + + package_name = remap_pip_package(line.strip()) + + if package_name and not package_name.startswith('#'): + if '--index-url' in package_name: + s = package_name.split('--index-url') + install_cmd = manager_util.make_pip_cmd(["install", s[0].strip(), '--index-url', s[1].strip()]) + else: + install_cmd = manager_util.make_pip_cmd(["install", package_name]) + + if package_name.strip() != "" and not package_name.startswith('#'): + try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution) + pip_fixer.fix_broken() + + if os.path.exists(install_script_path): + print("Install: install script") + install_cmd = [sys.executable, "install.py"] + try_install_script(url, repo_path, install_cmd, instant_execution=instant_execution) + + return True + + +def git_repo_update_check_with(path, do_fetch=False, do_update=False, no_deps=False): + """ + + perform update check for git custom node + and fetch or update if flag is on + + :param path: path to git custom node + :param do_fetch: do fetch during check + :param do_update: do update during check + :param no_deps: don't install dependencies + :return: update state * success + """ + if do_fetch: + orig_print(f"\x1b[2K\rFetching: {path}", end='') + elif do_update: + orig_print(f"\x1b[2K\rUpdating: {path}", end='') + + # Check if the path is a git repository + if not os.path.exists(os.path.join(path, '.git')): + raise ValueError(f'[ComfyUI-Manager] Not a valid git repository: {path}') + + if platform.system() == "Windows": + updated, success = __win_check_git_update(path, do_fetch, do_update) + if updated and success: + execute_install_script(None, path, lazy_mode=True, no_deps=no_deps) + return updated, success + else: + # Fetch the latest commits from the remote repository + repo = git.Repo(path) + + remote_name = get_remote_name(repo) + + if remote_name is None: + raise ValueError(f"No remotes are configured for this repository: {path}") + + remote = repo.remote(name=remote_name) + + if not do_update and repo.head.is_detached: + if do_fetch: + remote.fetch() + + return True, True # detached branch is treated as updatable + + if repo.head.is_detached: + if not switch_to_default_branch(repo): + raise ValueError(f"Failed to switch detached branch to default branch: {path}") + + current_branch = repo.active_branch + branch_name = current_branch.name + + # Get the current commit hash + commit_hash = repo.head.commit.hexsha + + if do_fetch or do_update: + remote.fetch() + + if do_update: + if repo.is_dirty(): + print(f"\nSTASH: '{path}' is dirty.") + repo.git.stash() + + if f'{remote_name}/{branch_name}' not in repo.refs: + if not switch_to_default_branch(repo): + raise ValueError(f"Failed to switch to default branch while updating: {path}") + + current_branch = repo.active_branch + branch_name = current_branch.name + + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + return False, False + + if commit_hash == remote_commit_hash: + repo.close() + return False, True + + try: + remote.pull() + repo.git.submodule('update', '--init', '--recursive') + new_commit_hash = repo.head.commit.hexsha + + if commit_hash != new_commit_hash: + execute_install_script(None, path, no_deps=no_deps) + print(f"\x1b[2K\rUpdated: {path}") + return True, True + else: + return False, False + + except Exception as e: + print(f"\nUpdating failed: {path}\n{e}", file=sys.stderr) + return False, False + + if repo.head.is_detached: + repo.close() + return True, True + + # Get commit hash of the remote branch + current_branch = repo.active_branch + branch_name = current_branch.name + + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + return True, True # Assuming there's an update if it's not the default branch. + + # Compare the commit hashes to determine if the local repository is behind the remote repository + if commit_hash != remote_commit_hash: + # Get the commit dates + commit_date = repo.head.commit.committed_datetime + remote_commit_date = repo.refs[f'{remote_name}/{branch_name}'].object.committed_datetime + + # Compare the commit dates to determine if the local repository is behind the remote repository + if commit_date < remote_commit_date: + repo.close() + return True, True + + repo.close() + + return False, True + + +class GitProgress(RemoteProgress): + def __init__(self): + super().__init__() + self.pbar = tqdm() + + def update(self, op_code, cur_count, max_count=None, message=''): + self.pbar.total = max_count + self.pbar.n = cur_count + self.pbar.pos = 0 + self.pbar.refresh() + + +def is_valid_url(url): + try: + # Check for HTTP/HTTPS URL format + result = urlparse(url) + if all([result.scheme, result.netloc]): + return True + finally: + # Check for SSH git URL format + pattern = re.compile(r"^(.+@|ssh://).+:.+$") + if pattern.match(url): + return True + return False + + +def extract_url_and_commit_id(s): + index = s.rfind('@') + if index == -1: + return (s, '') + else: + return (s[:index], s[index+1:]) + +async def gitclone_install(url, instant_execution=False, msg_prefix='', no_deps=False): + await unified_manager.reload('cache') + await unified_manager.get_custom_nodes('default', 'cache') + + print(f"{msg_prefix}Install: {url}") + + result = ManagedResult('install-git') + + if not is_valid_url(url): + return result.fail(f"Invalid git url: '{url}'") + + if url.endswith("/"): + url = url[:-1] + try: + cnr = unified_manager.get_cnr_by_repo(url) + if cnr: + cnr_id = cnr['id'] + return await unified_manager.install_by_id(cnr_id, version_spec=None, channel='default', mode='cache') + else: + new_url, commit_id = extract_url_and_commit_id(url) + if commit_id != "": + url = new_url + repo_name = os.path.splitext(os.path.basename(url))[0] + + # NOTE: Keep original name as possible if unknown node + # node_dir = f"{repo_name}@unknown" + node_dir = repo_name + + repo_path = os.path.join(get_default_custom_nodes_path(), node_dir) + + if os.path.exists(repo_path): + return result.fail(f"Already exists: '{repo_path}'") + + for custom_nodes_dir in get_custom_nodes_paths(): + disabled_repo_path1 = os.path.join(custom_nodes_dir, '.disabled', node_dir) + disabled_repo_path2 = os.path.join(custom_nodes_dir, repo_name+'.disabled') # old style + + if os.path.exists(disabled_repo_path1): + return result.fail(f"Already exists (disabled): '{disabled_repo_path1}'") + + if os.path.exists(disabled_repo_path2): + return result.fail(f"Already exists (disabled): '{disabled_repo_path2}'") + + print(f"CLONE into '{repo_path}'") + + # Clone the repository from the remote URL + clone_url = git_utils.get_url_for_clone(url) + + if not instant_execution and platform.system() == 'Windows': + res = manager_funcs.run_script([sys.executable, git_script_path, "--clone", get_default_custom_nodes_path(), clone_url, repo_path], cwd=get_default_custom_nodes_path()) + if res != 0: + return result.fail(f"Failed to clone '{clone_url}' into '{repo_path}'") + else: + repo = git.Repo.clone_from(clone_url, repo_path, recursive=True, progress=GitProgress()) + if commit_id!= "": + repo.git.checkout(commit_id) + repo.git.submodule('update', '--init', '--recursive') + + repo.git.clear_cache() + repo.close() + + execute_install_script(url, repo_path, instant_execution=instant_execution, no_deps=no_deps) + print("Installation was successful.") + return result.with_target(repo_path) + + except Exception as e: + traceback.print_exc() + print(f"Install(git-clone) error[1]: {url} / {e}", file=sys.stderr) + return result.fail(f"Install(git-clone)[1] error: {url} / {e}") + + +def git_pull(path): + # Check if the path is a git repository + if not os.path.exists(os.path.join(path, '.git')): + raise ValueError('Not a git repository') + + # Pull the latest changes from the remote repository + if platform.system() == "Windows": + return __win_check_git_pull(path) + else: + repo = git.Repo(path) + + if repo.is_dirty(): + print(f"STASH: '{path}' is dirty.") + repo.git.stash() + + if repo.head.is_detached: + if not switch_to_default_branch(repo): + raise ValueError(f"Failed to switch to default branch while pulling: {path}") + + current_branch = repo.active_branch + remote_name = current_branch.tracking_branch().remote_name + + try: + repo.git.pull('--ff-only') + except git.GitCommandError: + branch_name = current_branch.name + backup_name = f'backup_{time.strftime("%Y%m%d_%H%M%S")}' + repo.create_head(backup_name) + logging.info(f"[ComfyUI-Manager] Cannot fast-forward. Backup created: {backup_name}") + repo.git.reset('--hard', f'{remote_name}/{branch_name}') + logging.info(f"[ComfyUI-Manager] Reset to {remote_name}/{branch_name}") + + repo.git.submodule('update', '--init', '--recursive') + + repo.close() + + return True + + +async def get_data_by_mode(mode, filename, channel_url=None): + if channel_url in get_channel_dict(): + channel_url = get_channel_dict()[channel_url] + + try: + local_uri = os.path.join(manager_util.comfyui_manager_path, filename) + + if mode == "local": + json_obj = await manager_util.get_data(local_uri) + else: + if channel_url is None: + uri = get_config()['channel_url'] + '/' + filename + else: + uri = channel_url + '/' + filename + + cache_uri = str(manager_util.simple_hash(uri))+'_'+filename + cache_uri = os.path.join(manager_util.cache_dir, cache_uri) + + if get_config()['network_mode'] == 'offline': + # offline network mode + if os.path.exists(cache_uri): + json_obj = await manager_util.get_data(cache_uri) + else: + local_uri = os.path.join(manager_util.comfyui_manager_path, filename) + if os.path.exists(local_uri): + json_obj = await manager_util.get_data(local_uri) + else: + json_obj = {} # fallback + else: + # public network mode + if mode == "cache" and manager_util.is_file_created_within_one_day(cache_uri): + json_obj = await manager_util.get_data(cache_uri) + else: + json_obj = await manager_util.get_data(uri) + with manager_util.cache_lock: + with open(cache_uri, "w", encoding='utf-8') as file: + json.dump(json_obj, file, indent=4, sort_keys=True) + except Exception as e: + print(f"[ComfyUI-Manager] Due to a network error, switching to local mode.\n=> {filename}\n=> {e}") + uri = os.path.join(manager_util.comfyui_manager_path, filename) + json_obj = await manager_util.get_data(uri) + + return json_obj + + +def gitclone_fix(files, instant_execution=False, no_deps=False): + print(f"Try fixing: {files}") + for url in files: + if not is_valid_url(url): + print(f"Invalid git url: '{url}'") + return False + + if url.endswith("/"): + url = url[:-1] + try: + repo_name = os.path.splitext(os.path.basename(url))[0] + repo_path = os.path.join(get_default_custom_nodes_path(), repo_name) + + if os.path.exists(repo_path+'.disabled'): + repo_path = repo_path+'.disabled' + + if not execute_install_script(url, repo_path, instant_execution=instant_execution, no_deps=no_deps): + return False + + except Exception as e: + print(f"Fix(git-clone) error: {url} / {e}", file=sys.stderr) + return False + + print(f"Attempt to fixing '{files}' is done.") + return True + + +def pip_install(packages): + install_cmd = ['#FORCE'] + manager_util.make_pip_cmd(["install", '-U']) + packages + try_install_script('pip install via manager', '..', install_cmd) + + +def rmtree(path): + retry_count = 3 + + while True: + try: + retry_count -= 1 + + if platform.system() == "Windows": + manager_funcs.run_script(['attrib', '-R', path + '\\*', '/S']) + shutil.rmtree(path) + + return True + + except Exception as ex: + print(f"ex: {ex}") + time.sleep(3) + + if retry_count < 0: + raise ex + + print(f"Uninstall retry({retry_count})") + + +def gitclone_uninstall(files): + import os + + print(f"Uninstall: {files}") + for url in files: + if url.endswith("/"): + url = url[:-1] + try: + for custom_nodes_dir in get_custom_nodes_paths(): + dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "") + dir_path = os.path.join(custom_nodes_dir, dir_name) + + # safety check + if dir_path == '/' or dir_path[1:] == ":/" or dir_path == '': + print(f"Uninstall(git-clone) error: invalid path '{dir_path}' for '{url}'") + return False + + install_script_path = os.path.join(dir_path, "uninstall.py") + disable_script_path = os.path.join(dir_path, "disable.py") + if os.path.exists(install_script_path): + uninstall_cmd = [sys.executable, "uninstall.py"] + code = manager_funcs.run_script(uninstall_cmd, cwd=dir_path) + + if code != 0: + print(f"An error occurred during the execution of the uninstall.py script. Only the '{dir_path}' will be deleted.") + elif os.path.exists(disable_script_path): + disable_script = [sys.executable, "disable.py"] + code = manager_funcs.run_script(disable_script, cwd=dir_path) + if code != 0: + print(f"An error occurred during the execution of the disable.py script. Only the '{dir_path}' will be deleted.") + + if os.path.exists(dir_path): + rmtree(dir_path) + elif os.path.exists(dir_path + ".disabled"): + rmtree(dir_path + ".disabled") + except Exception as e: + print(f"Uninstall(git-clone) error: {url} / {e}", file=sys.stderr) + return False + + print("Uninstallation was successful.") + return True + + +def gitclone_set_active(files, is_disable): + import os + + if is_disable: + action_name = "Disable" + else: + action_name = "Enable" + + print(f"{action_name}: {files}") + for url in files: + if url.endswith("/"): + url = url[:-1] + try: + for custom_nodes_dir in get_custom_nodes_paths(): + dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "") + dir_path = os.path.join(custom_nodes_dir, dir_name) + + # safety check + if dir_path == '/' or dir_path[1:] == ":/" or dir_path == '': + print(f"{action_name}(git-clone) error: invalid path '{dir_path}' for '{url}'") + return False + + if is_disable: + current_path = dir_path + base_path = extract_base_custom_nodes_dir(current_path) + new_path = os.path.join(base_path, ".disabled", dir_name) + + if not os.path.exists(current_path): + continue + else: + current_path1 = os.path.join(get_default_custom_nodes_path(), ".disabled", dir_name) + current_path2 = dir_path + ".disabled" + + if os.path.exists(current_path1): + current_path = current_path1 + elif os.path.exists(current_path2): + current_path = current_path2 + else: + continue + + base_path = extract_base_custom_nodes_dir(current_path) + new_path = os.path.join(base_path, dir_name) + + shutil.move(current_path, new_path) + + if is_disable: + if os.path.exists(os.path.join(new_path, "disable.py")): + disable_script = [sys.executable, "disable.py"] + try_install_script(url, new_path, disable_script) + else: + if os.path.exists(os.path.join(new_path, "enable.py")): + enable_script = [sys.executable, "enable.py"] + try_install_script(url, new_path, enable_script) + + break # for safety + + except Exception as e: + print(f"{action_name}(git-clone) error: {url} / {e}", file=sys.stderr) + return False + + print(f"{action_name} was successful.") + return True + + +def gitclone_update(files, instant_execution=False, skip_script=False, msg_prefix="", no_deps=False): + import os + + print(f"{msg_prefix}Update: {files}") + for url in files: + if url.endswith("/"): + url = url[:-1] + try: + for custom_nodes_dir in get_default_custom_nodes_path(): + repo_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "") + repo_path = os.path.join(custom_nodes_dir, repo_name) + + if os.path.exists(repo_path+'.disabled'): + repo_path = repo_path+'.disabled' + + elif os.path.exists(os.path.join(get_default_custom_nodes_path(), "disabled", repo_name)): + repo_path = os.path.join(get_default_custom_nodes_path(), "disabled", repo_name) + + if not os.path.exists(repo_path): + continue + + git_pull(repo_path) + + if not skip_script: + if instant_execution: + if not execute_install_script(url, repo_path, lazy_mode=False, instant_execution=True, no_deps=no_deps): + return False + else: + if not execute_install_script(url, repo_path, lazy_mode=True, no_deps=no_deps): + return False + + break # for safety + + except Exception as e: + print(f"Update(git-clone) error: {url} / {e}", file=sys.stderr) + return False + + if not skip_script: + print("Update was successful.") + return True + + +def update_to_stable_comfyui(repo_path): + try: + repo = git.Repo(repo_path) + try: + repo.git.checkout(repo.heads.master) + except: + logging.error(f"[ComfyUI-Manager] Failed to checkout 'master' branch.\nrepo_path={repo_path}\nAvailable branches:") + for branch in repo.branches: + logging.error('\t'+branch.name) + return "fail", None + + versions, current_tag, latest_tag = get_comfyui_versions(repo) + + if latest_tag is None: + logging.info("[ComfyUI-Manager] Unable to update to the stable ComfyUI version.") + return "fail", None + + tag_ref = next((t for t in repo.tags if t.name == latest_tag), None) + if tag_ref is None: + logging.info(f"[ComfyUI-Manager] Unable to locate tag '{latest_tag}' in repository.") + return "fail", None + + if repo.head.commit == tag_ref.commit: + return "skip", None + else: + logging.info(f"[ComfyUI-Manager] Updating ComfyUI: {current_tag} -> {latest_tag}") + repo.git.checkout(tag_ref.name) + execute_install_script("ComfyUI", repo_path, instant_execution=False, no_deps=False) + return 'updated', latest_tag + except: + traceback.print_exc() + return "fail", None + + +def update_path(repo_path, instant_execution=False, no_deps=False): + if not os.path.exists(os.path.join(repo_path, '.git')): + return "fail" + + # version check + repo = git.Repo(repo_path) + + is_switched = False + if repo.head.is_detached: + if not switch_to_default_branch(repo): + return "fail" + else: + is_switched = True + + current_branch = repo.active_branch + branch_name = current_branch.name + + if current_branch.tracking_branch() is None: + print(f"[ComfyUI-Manager] There is no tracking branch ({current_branch})") + remote_name = get_remote_name(repo) + else: + remote_name = current_branch.tracking_branch().remote_name + remote = repo.remote(name=remote_name) + + try: + remote.fetch() + except Exception as e: + if 'detected dubious' in str(e): + print(f"[ComfyUI-Manager] Try fixing 'dubious repository' error on '{repo_path}' repository") + safedir_path = repo_path.replace('\\', '/') + subprocess.run(['git', 'config', '--global', '--add', 'safe.directory', safedir_path]) + try: + remote.fetch() + except Exception: + print(f"\n[ComfyUI-Manager] Failed to fixing repository setup. Please execute this command on cmd: \n" + f"-----------------------------------------------------------------------------------------\n" + f'git config --global --add safe.directory "{safedir_path}"\n' + f"-----------------------------------------------------------------------------------------\n") + return "fail" + + commit_hash = repo.head.commit.hexsha + + if f'{remote_name}/{branch_name}' in repo.refs: + remote_commit_hash = repo.refs[f'{remote_name}/{branch_name}'].object.hexsha + else: + return "fail" + + if commit_hash != remote_commit_hash: + git_pull(repo_path) + execute_install_script("ComfyUI", repo_path, instant_execution=instant_execution, no_deps=no_deps) + return "updated" + elif is_switched: + return "updated" + else: + return "skipped" + + +def lookup_customnode_by_url(data, target): + for x in data['custom_nodes']: + if target in x['files']: + for custom_nodes_dir in get_custom_nodes_paths(): + dir_name = os.path.splitext(os.path.basename(target))[0].replace(".git", "") + dir_path = os.path.join(custom_nodes_dir, dir_name) + if os.path.exists(dir_path): + x['installed'] = 'True' + else: + disabled_path1 = os.path.join(custom_nodes_dir, '.disabled', dir_name) + disabled_path2 = dir_path + ".disabled" + + if os.path.exists(disabled_path1) or os.path.exists(disabled_path2): + x['installed'] = 'Disabled' + else: + continue + + return x + + return None + + +def lookup_installed_custom_nodes_legacy(repo_name): + base_paths = get_custom_nodes_paths() + + for base_path in base_paths: + repo_path = os.path.join(base_path, repo_name) + if os.path.exists(repo_path): + return True, repo_path + elif os.path.exists(repo_path + '.disabled'): + return False, repo_path + + return None + + +def simple_check_custom_node(url): + dir_name = os.path.splitext(os.path.basename(url))[0].replace(".git", "") + dir_path = os.path.join(get_default_custom_nodes_path(), dir_name) + if os.path.exists(dir_path): + return 'installed' + elif os.path.exists(dir_path+'.disabled'): + return 'disabled' + + return 'not-installed' + + +def check_state_of_git_node_pack_single(item, do_fetch=False, do_update_check=True, do_update=False): + if item['version'] == 'unknown': + dir_path = unified_manager.unknown_active_nodes.get(item['id'])[1] + elif item['version'] == 'nightly': + dir_path = unified_manager.active_nodes.get(item['id'])[1] + else: + # skip CNR nodes + dir_path = None + + if dir_path and os.path.exists(dir_path): + if do_update_check: + try: + update_state, success = git_repo_update_check_with(dir_path, do_fetch, do_update) + if (do_update_check or do_update) and update_state: + item['update-state'] = 'true' + elif do_update and not success: + item['update-state'] = 'fail' + except Exception: + print(f"[ComfyUI-Manager] Failed to check state of the git node pack: {dir_path}") + + +def get_installed_pip_packages(): + try: + # extract pip package infos + cmd = manager_util.make_pip_cmd(['freeze']) + pips = subprocess.check_output(cmd, text=True).split('\n') + except Exception as e: + logging.warning("[ComfyUI-Manager] Could not enumerate pip packages for snapshot: %s", e) + return {} + + res = {} + for x in pips: + if x.strip() == "": + continue + + if ' @ ' in x: + spec_url = x.split(' @ ') + res[spec_url[0]] = spec_url[1] + else: + res[x] = "" + + return res + + +async def get_current_snapshot(custom_nodes_only = False): + await unified_manager.reload('cache') + await unified_manager.get_custom_nodes('default', 'cache') + + # Get ComfyUI hash + repo_path = comfy_path + + comfyui_commit_hash = None + if not custom_nodes_only: + if os.path.exists(os.path.join(repo_path, '.git')): + repo = git.Repo(repo_path) + comfyui_commit_hash = repo.head.commit.hexsha + + git_custom_nodes = {} + cnr_custom_nodes = {} + file_custom_nodes = [] + + # Get custom nodes hash + for custom_nodes_dir in get_custom_nodes_paths(): + paths = os.listdir(custom_nodes_dir) + + disabled_path = os.path.join(custom_nodes_dir, '.disabled') + if os.path.exists(disabled_path): + for x in os.listdir(disabled_path): + paths.append(os.path.join(disabled_path, x)) + + for path in paths: + if path in ['.disabled', '__pycache__']: + continue + + fullpath = os.path.join(custom_nodes_dir, path) + + if os.path.isdir(fullpath): + is_disabled = path.endswith(".disabled") or os.path.basename(os.path.dirname(fullpath)) == ".disabled" + + try: + info = unified_manager.resolve_from_path(fullpath) + + if info is None: + continue + + if info['ver'] not in ['nightly', 'latest', 'unknown']: + if is_disabled: + continue # don't restore disabled state of CNR node. + + cnr_custom_nodes[info['id']] = info['ver'] + else: + commit_hash = git_utils.get_commit_hash(fullpath) + url = git_utils.git_url(fullpath) + git_custom_nodes[url] = dict(hash=commit_hash, disabled=is_disabled) + except: + print(f"Failed to extract snapshots for the custom node '{path}'.") + + elif path.endswith('.py'): + is_disabled = path.endswith(".py.disabled") + filename = os.path.basename(path) + item = { + 'filename': filename, + 'disabled': is_disabled + } + + file_custom_nodes.append(item) + + pip_packages = None if custom_nodes_only else get_installed_pip_packages() + + return { + 'comfyui': comfyui_commit_hash, + 'git_custom_nodes': git_custom_nodes, + 'cnr_custom_nodes': cnr_custom_nodes, + 'file_custom_nodes': file_custom_nodes, + 'pips': pip_packages, + } + + +async def save_snapshot_with_postfix(postfix, path=None, custom_nodes_only = False): + if path is None: + now = datetime.now() + + date_time_format = now.strftime("%Y-%m-%d_%H-%M-%S") + file_name = f"{date_time_format}_{postfix}" + + path = os.path.join(manager_snapshot_path, f"{file_name}.json") + else: + file_name = path.replace('\\', '/').split('/')[-1] + file_name = file_name.split('.')[-2] + + snapshot = await get_current_snapshot(custom_nodes_only) + if path.endswith('.json'): + with open(path, "w") as json_file: + json.dump(snapshot, json_file, indent=4) + + return file_name + '.json' + + elif path.endswith('.yaml'): + with open(path, "w") as yaml_file: + snapshot = {'custom_nodes': snapshot} + yaml.dump(snapshot, yaml_file, allow_unicode=True) + + return path + + +async def extract_nodes_from_workflow(filepath, mode='local', channel_url='default'): + # prepare json data + workflow = None + if filepath.endswith('.json'): + with open(filepath, "r", encoding="UTF-8", errors="ignore") as json_file: + try: + workflow = json.load(json_file) + except: + print(f"Invalid workflow file: {filepath}") + exit(-1) + + elif filepath.endswith('.png'): + from PIL import Image + with Image.open(filepath) as img: + if 'workflow' not in img.info: + print(f"The specified .png file doesn't have a workflow: {filepath}") + exit(-1) + else: + try: + workflow = json.loads(img.info['workflow']) + except: + print(f"This is not a valid .png file containing a ComfyUI workflow: {filepath}") + exit(-1) + + if workflow is None: + print(f"Invalid workflow file: {filepath}") + exit(-1) + + # extract nodes + used_nodes = set() + + def extract_nodes(sub_workflow): + for x in sub_workflow['nodes']: + node_name = x.get('type') + + # skip virtual nodes + if node_name in ['Reroute', 'Note']: + continue + + if node_name is not None and not (node_name.startswith('workflow/') or node_name.startswith('workflow>')): + used_nodes.add(node_name) + + if 'nodes' in workflow: + extract_nodes(workflow) + + if 'extra' in workflow: + if 'groupNodes' in workflow['extra']: + for x in workflow['extra']['groupNodes'].values(): + extract_nodes(x) + + # lookup dependent custom nodes + ext_map = await get_data_by_mode(mode, 'extension-node-map.json', channel_url) + + rext_map = {} + preemption_map = {} + patterns = [] + for k, v in ext_map.items(): + if k == 'https://github.com/comfyanonymous/ComfyUI': + for x in v[0]: + if x not in preemption_map: + preemption_map[x] = [] + + preemption_map[x] = k + continue + + for x in v[0]: + if x not in rext_map: + rext_map[x] = [] + + rext_map[x].append(k) + + if 'preemptions' in v[1]: + for x in v[1]['preemptions']: + if x not in preemption_map: + preemption_map[x] = [] + + preemption_map[x] = k + + if 'nodename_pattern' in v[1]: + patterns.append((v[1]['nodename_pattern'], k)) + + # identify used extensions + used_exts = set() + unknown_nodes = set() + + for node_name in used_nodes: + ext = preemption_map.get(node_name) + + if ext is None: + ext = rext_map.get(node_name) + if ext is not None: + ext = ext[0] + + if ext is None: + for pat_ext in patterns: + if re.search(pat_ext[0], node_name): + ext = pat_ext[1] + break + + if ext == 'https://github.com/comfyanonymous/ComfyUI': + pass + elif ext is not None: + used_exts.add(ext) + else: + unknown_nodes.add(node_name) + + return used_exts, unknown_nodes + + +def unzip(model_path): + if not os.path.exists(model_path): + print(f"[ComfyUI-Manager] unzip: File not found: {model_path}") + return False + + base_dir = os.path.dirname(model_path) + filename = os.path.basename(model_path) + target_dir = os.path.join(base_dir, filename[:-4]) + + os.makedirs(target_dir, exist_ok=True) + + with zipfile.ZipFile(model_path, 'r') as zip_ref: + zip_ref.extractall(target_dir) + + # Check if there's only one directory inside the target directory + contents = os.listdir(target_dir) + if len(contents) == 1 and os.path.isdir(os.path.join(target_dir, contents[0])): + nested_dir = os.path.join(target_dir, contents[0]) + # Move each file and sub-directory in the nested directory up to the target directory + for item in os.listdir(nested_dir): + shutil.move(os.path.join(nested_dir, item), os.path.join(target_dir, item)) + # Remove the now empty nested directory + os.rmdir(nested_dir) + + os.remove(model_path) + return True + + +def map_to_unified_keys(json_obj): + res = {} + for k, v in json_obj.items(): + cnr = unified_manager.get_cnr_by_repo(k) + if cnr: + res[cnr['id']] = v + else: + res[k] = v + + return res + + +async def get_unified_total_nodes(channel, mode, regsitry_cache_mode='cache'): + await unified_manager.reload(regsitry_cache_mode) + + res = await unified_manager.get_custom_nodes(channel, mode) + + # collect pure cnr ids (i.e. not exists in custom-node-list.json) + # populate state/updatable field to non-pure cnr nodes + cnr_ids = set(unified_manager.cnr_map.keys()) + for k, v in res.items(): + # resolve cnr_id from repo url + files_in_json = v.get('files', []) + cnr_id = None + if len(files_in_json) == 1: + cnr = unified_manager.get_cnr_by_repo(files_in_json[0]) + if cnr: + cnr_id = cnr['id'] + + if cnr_id is not None: + # cnr or nightly version + cnr_ids.discard(cnr_id) + updatable = False + cnr = unified_manager.cnr_map[cnr_id] + + if cnr_id in invalid_nodes: + v['invalid-installation'] = True + + if cnr_id in unified_manager.active_nodes: + # installed + v['state'] = 'enabled' + if unified_manager.active_nodes[cnr_id][0] != 'nightly': + updatable = unified_manager.is_updatable(cnr_id) + else: + updatable = False + v['active_version'] = unified_manager.active_nodes[cnr_id][0] + v['version'] = v['active_version'] + + if cm_global.try_call(api="cm.is_import_failed_extension", name=unified_manager.active_nodes[cnr_id][1]): + v['import-fail'] = True + + elif cnr_id in unified_manager.cnr_inactive_nodes: + # disabled + v['state'] = 'disabled' + cnr_ver = unified_manager.get_from_cnr_inactive_nodes(cnr_id) + if cnr_ver is not None: + v['version'] = str(cnr_ver[0]) + else: + v['version'] = '0' + + elif cnr_id in unified_manager.nightly_inactive_nodes: + # disabled + v['state'] = 'disabled' + v['version'] = 'nightly' + else: + # not installed + v['state'] = 'not-installed' + + if 'version' not in v: + v['version'] = cnr['latest_version']['version'] + + v['update-state'] = 'true' if updatable else 'false' + else: + # unknown version + v['version'] = 'unknown' + + if unified_manager.is_enabled(k, 'unknown'): + v['state'] = 'enabled' + v['active_version'] = 'unknown' + + if cm_global.try_call(api="cm.is_import_failed_extension", name=unified_manager.unknown_active_nodes[k][1]): + v['import-fail'] = True + + elif unified_manager.is_disabled(k, 'unknown'): + v['state'] = 'disabled' + else: + v['state'] = 'not-installed' + + # add items for pure cnr nodes + if normalize_channel(channel) == DEFAULT_CHANNEL: + # Don't show CNR nodes unless default channel + for cnr_id in cnr_ids: + cnr = unified_manager.cnr_map[cnr_id] + author = cnr['publisher']['name'] + title = cnr['name'] + reference = f"https://registry.comfy.org/nodes/{cnr['id']}" + repository = cnr.get('repository', '') + install_type = "cnr" + description = cnr.get('description', '') + + ver = None + active_version = None + updatable = False + import_fail = None + if cnr_id in unified_manager.active_nodes: + # installed + state = 'enabled' + updatable = unified_manager.is_updatable(cnr_id) + active_version = unified_manager.active_nodes[cnr['id']][0] + ver = active_version + + if cm_global.try_call(api="cm.is_import_failed_extension", name=unified_manager.active_nodes[cnr_id][1]): + import_fail = True + + elif cnr['id'] in unified_manager.cnr_inactive_nodes: + # disabled + state = 'disabled' + elif cnr['id'] in unified_manager.nightly_inactive_nodes: + # disabled + state = 'disabled' + ver = 'nightly' + else: + # not installed + state = 'not-installed' + + if ver is None: + ver = cnr['latest_version']['version'] + + item = dict(author=author, title=title, reference=reference, repository=repository, install_type=install_type, + description=description, state=state, updatable=updatable, version=ver) + + if active_version: + item['active_version'] = active_version + + if import_fail: + item['import-fail'] = True + + res[cnr_id] = item + + return res + + +def populate_github_stats(node_packs, json_obj_github): + for k, v in node_packs.items(): + try: + url = v['reference'] + if url in json_obj_github: + v['stars'] = json_obj_github[url]['stars'] + v['last_update'] = json_obj_github[url]['last_update'] + v['trust'] = json_obj_github[url]['author_account_age_days'] > 600 + else: + v['stars'] = -1 + v['last_update'] = -1 + v['trust'] = False + except: + logging.error(f"[ComfyUI-Manager] DB item is broken:\n{v}") + + +def populate_favorites(node_packs, json_obj_extras): + favorites = set(json_obj_extras['favorites']) + + for k, v in node_packs.items(): + if v.get('version') != 'unknown': + if k in favorites: + v['is_favorite'] = True + + +async def restore_snapshot(snapshot_path, git_helper_extras=None): + cloned_repos = [] + checkout_repos = [] + enabled_repos = [] + disabled_repos = [] + skip_node_packs = [] + switched_node_packs = [] + installed_node_packs = [] + failed = [] + + await unified_manager.reload('cache') + await unified_manager.get_custom_nodes('default', 'cache') + + cnr_repo_map = {} + for k, v in unified_manager.repo_cnr_map.items(): + cnr_repo_map[v['id']] = k + + print("Restore snapshot.") + + postinstalls = [] + + with open(snapshot_path, 'r', encoding="UTF-8") as snapshot_file: + if snapshot_path.endswith('.json'): + info = json.load(snapshot_file) + elif snapshot_path.endswith('.yaml'): + info = yaml.load(snapshot_file, Loader=yaml.SafeLoader) + info = info['custom_nodes'] + + if 'pips' in info and info['pips']: + pips = info['pips'] + else: + pips = {} + + # for cnr restore + cnr_info = info.get('cnr_custom_nodes') + if cnr_info is not None: + # disable not listed cnr nodes + todo_disable = [] + todo_checkout = [] + + for k, v in unified_manager.active_nodes.items(): + if 'comfyui-manager' in k: + continue + + if v[0] != 'nightly': + if k not in cnr_info: + todo_disable.append(k) + else: + cnr_ver = cnr_info[k] + if v[1] != cnr_ver: + todo_checkout.append((k, cnr_ver)) + else: + skip_node_packs.append(k) + + for x in todo_disable: + unified_manager.unified_disable(x, False) + disabled_repos.append(x) + + for x in todo_checkout: + ps = unified_manager.cnr_switch_version(x[0], x[1], instant_execution=True, no_deps=True, return_postinstall=False) + if ps.action == 'switch-cnr' and ps.result: + switched_node_packs.append(f"{x[0]}@{x[1]}") + elif ps.action == 'skip': + skip_node_packs.append(f"{x[0]}@{x[1]}") + elif not ps.result: + failed.append(f"{x[0]}@{x[1]}") + + # install listed cnr nodes + for k, v in cnr_info.items(): + if 'comfyui-manager' in k: + continue + + ps = await unified_manager.install_by_id(k, version_spec=v, instant_execution=True, return_postinstall=True) + if ps.action == 'install-cnr' and ps.result: + installed_node_packs.append(f"{k}@{v}") + + if ps is not None and ps.result: + if hasattr(ps, 'postinstall'): + postinstalls.append(ps.postinstall) + else: + print("cm-cli: unexpected [0001]") + + # for nightly restore + _git_info = info.get('git_custom_nodes') + git_info = {} + + # normalize github repo + for k, v in _git_info.items(): + # robust filter out comfyui-manager while restoring snapshot + if 'comfyui-manager' in k.lower(): + continue + + norm_k = git_utils.normalize_url(k) + git_info[norm_k] = v + + if git_info is not None: + todo_disable = [] + todo_enable = [] + todo_checkout = [] + processed_urls = [] + + for k, v in unified_manager.active_nodes.items(): + if 'comfyui-manager' in k: + continue + + if v[0] == 'nightly' and cnr_repo_map.get(k): + repo_url = cnr_repo_map.get(k) + normalized_url = git_utils.normalize_url(repo_url) + + if normalized_url not in git_info: + todo_disable.append(k) + else: + commit_hash = git_info[normalized_url]['hash'] + todo_checkout.append((v[1], commit_hash)) + + for k, v in unified_manager.nightly_inactive_nodes.items(): + if 'comfyui-manager' in k: + continue + + if cnr_repo_map.get(k): + repo_url = cnr_repo_map.get(k) + normalized_url = git_utils.normalize_url(repo_url) + + if normalized_url in git_info: + commit_hash = git_info[normalized_url]['hash'] + todo_enable.append((k, commit_hash)) + processed_urls.append(normalized_url) + + for x in todo_disable: + unified_manager.unified_disable(x, False) + disabled_repos.append(x) + + for x in todo_enable: + res = unified_manager.unified_enable(x[0], 'nightly') + + is_switched = False + if res and res.target: + is_switched = repo_switch_commit(res.target, x[1]) + + if is_switched: + checkout_repos.append(f"{x[0]}@{x[1]}") + else: + enabled_repos.append(x[0]) + + for x in todo_checkout: + is_switched = repo_switch_commit(x[0], x[1]) + + if is_switched: + checkout_repos.append(f"{x[0]}@{x[1]}") + + for x in git_info.keys(): + normalized_url = git_utils.normalize_url(x) + cnr = unified_manager.repo_cnr_map.get(normalized_url) + if cnr is not None: + pack_id = cnr['id'] + res = await unified_manager.install_by_id(pack_id, 'nightly', instant_execution=True, no_deps=False, return_postinstall=False) + if res.action == 'install-git' and res.result: + cloned_repos.append(pack_id) + elif res.action == 'skip': + skip_node_packs.append(pack_id) + elif not res.result: + failed.append(pack_id) + processed_urls.append(x) + + for x in processed_urls: + if x in git_info: + del git_info[x] + + # for unknown restore + todo_disable = [] + todo_enable = [] + todo_checkout = [] + processed_urls = [] + + for k2, v2 in unified_manager.unknown_active_nodes.items(): + repo_url = resolve_giturl_from_path(v2[1]) + + if repo_url is None: + continue + + normalized_url = git_utils.normalize_url(repo_url) + + if normalized_url not in git_info: + todo_disable.append(k2) + else: + commit_hash = git_info[normalized_url]['hash'] + todo_checkout.append((k2, commit_hash)) + processed_urls.append(normalized_url) + + for k2, v2 in unified_manager.unknown_inactive_nodes.items(): + repo_url = resolve_giturl_from_path(v2[1]) + + if repo_url is None: + continue + + normalized_url = git_utils.normalize_url(repo_url) + + if normalized_url in git_info: + commit_hash = git_info[normalized_url]['hash'] + todo_enable.append((k2, commit_hash)) + processed_urls.append(normalized_url) + + for x in todo_disable: + unified_manager.unified_disable(x, True) + disabled_repos.append(x) + + for x in todo_enable: + res = unified_manager.unified_enable(x[0], 'unknown') + + is_switched = False + if res and res.target: + is_switched = repo_switch_commit(res.target, x[1]) + + if is_switched: + checkout_repos.append(f"{x[0]}@{x[1]}") + else: + enabled_repos.append(x[0]) + + for x in todo_checkout: + is_switched = repo_switch_commit(x[0], x[1]) + + if is_switched: + checkout_repos.append(f"{x[0]}@{x[1]}") + else: + skip_node_packs.append(x[0]) + + for x in processed_urls: + if x in git_info: + del git_info[x] + + for repo_url in git_info.keys(): + repo_name = os.path.basename(repo_url) + if repo_name.endswith('.git'): + repo_name = repo_name[:-4] + + to_path = os.path.join(get_default_custom_nodes_path(), repo_name) + unified_manager.repo_install(repo_url, to_path, instant_execution=True, no_deps=False, return_postinstall=False) + cloned_repos.append(repo_name) + + manager_util.restore_pip_snapshot(pips, git_helper_extras) + + # print summary + for x in cloned_repos: + print(f"[ INSTALLED ] {x}") + for x in installed_node_packs: + print(f"[ INSTALLED ] {x}") + for x in checkout_repos: + print(f"[ CHECKOUT ] {x}") + for x in switched_node_packs: + print(f"[ SWITCHED ] {x}") + for x in enabled_repos: + print(f"[ ENABLED ] {x}") + for x in disabled_repos: + print(f"[ DISABLED ] {x}") + for x in skip_node_packs: + print(f"[ SKIPPED ] {x}") + for x in failed: + print(f"[ FAILED ] {x}") + + # if is_failed: + # print("[bold red]ERROR: Failed to restore snapshot.[/bold red]") + + +def get_comfyui_versions(repo=None): + repo = repo or git.Repo(comfy_path) + + remote_name = None + try: + remote_name = get_remote_name(repo) + repo.remotes[remote_name].fetch() + except: + logging.error("[ComfyUI-Manager] Failed to fetch ComfyUI") + + def parse_semver(tag_name): + match = re.match(r'^v(\d+)\.(\d+)\.(\d+)$', tag_name) + return tuple(int(x) for x in match.groups()) if match else None + + def normalize_describe(tag_name): + if not tag_name: + return None + base = tag_name.split('-', 1)[0] + return base if parse_semver(base) else None + + # Collect semver tags and sort descending (highest first) + semver_tags = [] + for tag in repo.tags: + semver = parse_semver(tag.name) + if semver: + semver_tags.append((semver, tag.name)) + semver_tags.sort(key=lambda x: x[0], reverse=True) + semver_tags = [name for _, name in semver_tags] + + latest_tag = semver_tags[0] if semver_tags else None + + try: + described = repo.git.describe('--tags') + except Exception: + described = '' + + try: + exact_tag = repo.git.describe('--tags', '--exact-match') + except Exception: + exact_tag = '' + + head_is_default = False + if remote_name: + try: + default_head_ref = repo.refs[f'{remote_name}/HEAD'] + default_commit = default_head_ref.reference.commit + head_is_default = repo.head.commit == default_commit + except Exception: + head_is_default = False + + nearest_semver = normalize_describe(described) + exact_semver = exact_tag if parse_semver(exact_tag) else None + + if head_is_default and not exact_tag: + current_tag = 'nightly' + else: + current_tag = exact_tag or described or 'nightly' + + # Prepare semver list for display: top 4 plus the current/nearest semver if missing + display_semver_tags = semver_tags[:4] + if exact_semver and exact_semver not in display_semver_tags: + display_semver_tags.append(exact_semver) + elif nearest_semver and nearest_semver not in display_semver_tags: + display_semver_tags.append(nearest_semver) + + versions = ['nightly'] + + if current_tag and not exact_semver and current_tag not in versions and current_tag not in display_semver_tags: + versions.append(current_tag) + + for tag in display_semver_tags: + if tag not in versions: + versions.append(tag) + + versions = versions[:6] + + return versions, current_tag, latest_tag + + +def switch_comfyui(tag): + repo = git.Repo(comfy_path) + + if tag == 'nightly': + repo.git.checkout('master') + tracking_branch = repo.active_branch.tracking_branch() + remote_name = tracking_branch.remote_name + repo.remotes[remote_name].pull() + print("[ComfyUI-Manager] ComfyUI version is switched to the latest 'master' version") + else: + repo.git.checkout(tag) + print(f"[ComfyUI-Manager] ComfyUI version is switched to '{tag}'") + + +def resolve_giturl_from_path(fullpath): + """ + resolve giturl path of unclassified custom node based on remote url in .git/config + """ + git_config_path = os.path.join(fullpath, '.git', 'config') + + if not os.path.exists(git_config_path): + return "unknown" + + config = configparser.ConfigParser(strict=False) + config.read(git_config_path) + + for k, v in config.items(): + if k.startswith('remote ') and 'url' in v: + return v['url'].replace("git@github.com:", "https://github.com/") + + return None + + +def repo_switch_commit(repo_path, commit_hash): + try: + repo = git.Repo(repo_path) + if repo.head.commit.hexsha == commit_hash: + return False + + repo.git.checkout(commit_hash) + return True + except: + return None diff --git a/custom_nodes/ComfyUI-Manager/glob/manager_downloader.py b/custom_nodes/ComfyUI-Manager/glob/manager_downloader.py new file mode 100644 index 0000000000000000000000000000000000000000..2718de5013b9b8a37440b3b3eac2eaa325285f78 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/manager_downloader.py @@ -0,0 +1,163 @@ +import os +from urllib.parse import urlparse +import urllib +import sys +import logging +import requests +from huggingface_hub import HfApi +from tqdm.auto import tqdm + + +aria2 = os.getenv('COMFYUI_MANAGER_ARIA2_SERVER') +HF_ENDPOINT = os.getenv('HF_ENDPOINT') + + +if aria2 is not None: + secret = os.getenv('COMFYUI_MANAGER_ARIA2_SECRET') + url = urlparse(aria2) + port = url.port + host = url.scheme + '://' + url.hostname + import aria2p + + aria2 = aria2p.API(aria2p.Client(host=host, port=port, secret=secret)) + + +def basic_download_url(url, dest_folder: str, filename: str): + ''' + Download file from url to dest_folder with filename + using requests library. + ''' + import requests + + # Ensure the destination folder exists + if not os.path.exists(dest_folder): + os.makedirs(dest_folder) + + # Full path to save the file + dest_path = os.path.join(dest_folder, filename) + + # Download the file + response = requests.get(url, stream=True) + if response.status_code == 200: + with open(dest_path, 'wb') as file: + for chunk in response.iter_content(chunk_size=1024): + if chunk: + file.write(chunk) + else: + raise Exception(f"Failed to download file from {url}") + + +def download_url(model_url: str, model_dir: str, filename: str): + if HF_ENDPOINT: + model_url = model_url.replace('https://huggingface.co', HF_ENDPOINT) + logging.info(f"model_url replaced by HF_ENDPOINT, new = {model_url}") + if aria2: + return aria2_download_url(model_url, model_dir, filename) + else: + from torchvision.datasets.utils import download_url as torchvision_download_url + try: + return torchvision_download_url(model_url, model_dir, filename) + except Exception as e: + logging.error(f"[ComfyUI-Manager] Failed to download: {model_url} / {repr(e)}") + raise + + +def aria2_find_task(dir: str, filename: str): + target = os.path.join(dir, filename) + + downloads = aria2.get_downloads() + + for download in downloads: + for file in download.files: + if file.is_metadata: + continue + if str(file.path) == target: + return download + + +def aria2_download_url(model_url: str, model_dir: str, filename: str): + import manager_core as core + import tqdm + import time + + if model_dir.startswith(core.comfy_path): + model_dir = model_dir[len(core.comfy_path) :] + + download_dir = model_dir if model_dir.startswith('/') else os.path.join('/models', model_dir) + + download = aria2_find_task(download_dir, filename) + if download is None: + options = {'dir': download_dir, 'out': filename} + download = aria2.add(model_url, options)[0] + + if download.is_active: + with tqdm.tqdm( + total=download.total_length, + bar_format='{l_bar}{bar}{r_bar}', + desc=filename, + unit='B', + unit_scale=True, + ) as progress_bar: + while download.is_active: + if progress_bar.total == 0 and download.total_length != 0: + progress_bar.reset(download.total_length) + progress_bar.update(download.completed_length - progress_bar.n) + time.sleep(1) + download.update() + + +def download_url_with_agent(url, save_path): + try: + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'} + + req = urllib.request.Request(url, headers=headers) + response = urllib.request.urlopen(req) + data = response.read() + + if not os.path.exists(os.path.dirname(save_path)): + os.makedirs(os.path.dirname(save_path)) + + with open(save_path, 'wb') as f: + f.write(data) + + except Exception as e: + print(f"Download error: {url} / {e}", file=sys.stderr) + return False + + print("Installation was successful.") + return True + +# NOTE: snapshot_download doesn't provide file size tqdm. +def download_repo_in_bytes(repo_id, local_dir): + api = HfApi() + repo_info = api.repo_info(repo_id=repo_id, files_metadata=True) + + os.makedirs(local_dir, exist_ok=True) + + total_size = 0 + for file_info in repo_info.siblings: + if file_info.size is not None: + total_size += file_info.size + + pbar = tqdm(total=total_size, unit="B", unit_scale=True, desc="Downloading") + + for file_info in repo_info.siblings: + out_path = os.path.join(local_dir, file_info.rfilename) + os.makedirs(os.path.dirname(out_path), exist_ok=True) + + if file_info.size is None: + continue + + download_url = f"https://huggingface.co/{repo_id}/resolve/main/{file_info.rfilename}" + + with requests.get(download_url, stream=True) as r, open(out_path, "wb") as f: + r.raise_for_status() + for chunk in r.iter_content(chunk_size=65536): + if chunk: + f.write(chunk) + pbar.update(len(chunk)) + + pbar.close() + + diff --git a/custom_nodes/ComfyUI-Manager/glob/manager_migration.py b/custom_nodes/ComfyUI-Manager/glob/manager_migration.py new file mode 100644 index 0000000000000000000000000000000000000000..00db277511a0258a823db8d3b336aec9c3e024c1 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/manager_migration.py @@ -0,0 +1,356 @@ +""" +ComfyUI-Manager migration module. +Handles migration from legacy paths to new __manager path structure. +""" + +import os +import sys +import subprocess +import configparser + +# Startup notices for notice board +startup_notices = [] # List of (message, level) tuples + + +def add_startup_notice(message, level='warning'): + """Add a notice to be displayed on Manager notice board. + + Args: + message: HTML-formatted message string + level: 'warning', 'error', 'info' + """ + global startup_notices + startup_notices.append((message, level)) + + +# Cache for API check (computed once per session) +_cached_has_system_user_api = None + + +def has_system_user_api(): + """Check if ComfyUI has the System User Protection API (PR #10966). + + Result is cached for performance. + """ + global _cached_has_system_user_api + if _cached_has_system_user_api is None: + try: + import folder_paths + _cached_has_system_user_api = hasattr(folder_paths, 'get_system_user_directory') + except Exception: + _cached_has_system_user_api = False + return _cached_has_system_user_api + + +def get_manager_path(user_dir): + """Get the appropriate manager files path based on ComfyUI version. + + Returns: + str: manager_files_path + """ + if has_system_user_api(): + return os.path.abspath(os.path.join(user_dir, '__manager')) + else: + return os.path.abspath(os.path.join(user_dir, 'default', 'ComfyUI-Manager')) + + +def run_migration_checks(user_dir, manager_files_path): + """Run all migration and security checks. + + Call this after get_manager_path() to handle: + - Legacy config migration (new ComfyUI) + - Legacy backup notification (every startup) + - Suspicious directory detection (old ComfyUI) + - Outdated ComfyUI warning (old ComfyUI) + """ + if has_system_user_api(): + migrated = migrate_legacy_config(user_dir, manager_files_path) + # Only check for legacy backup if migration didn't just happen + # (migration already shows backup location in its message) + if not migrated: + check_legacy_backup(manager_files_path) + else: + check_suspicious_manager(user_dir) + warn_outdated_comfyui() + + +def check_legacy_backup(manager_files_path): + """Check for legacy backup and notify user to verify and remove it. + + This runs on every startup to remind users about pending legacy backup. + """ + backup_dir = os.path.join(manager_files_path, '.legacy-manager-backup') + if not os.path.exists(backup_dir): + return + + # Terminal output + print("\n" + "-"*70) + print("[ComfyUI-Manager] NOTICE: Legacy backup exists") + print(" - Your old Manager data was backed up to:") + print(f" {backup_dir}") + print(" - Please verify and remove it when no longer needed.") + print("-"*70 + "\n") + + # Notice board output + add_startup_notice( + "Legacy ComfyUI-Manager data backup exists. Please verify and remove when no longer needed. See terminal for details.", + level='info' + ) + + +def check_suspicious_manager(user_dir): + """Check for suspicious __manager directory on old ComfyUI. + + On old ComfyUI without System User API, if __manager exists with low security, + warn the user to verify manually. + + Returns: + bool: True if suspicious setup detected + """ + if has_system_user_api(): + return False # Not suspicious on new ComfyUI + + suspicious_path = os.path.abspath(os.path.join(user_dir, '__manager')) + if not os.path.exists(suspicious_path): + return False + + config_path = os.path.join(suspicious_path, 'config.ini') + if not os.path.exists(config_path): + return False + + config = configparser.ConfigParser() + config.read(config_path) + sec_level = config.get('default', 'security_level', fallback='normal').lower() + + if sec_level in ['weak', 'normal-']: + # Terminal output + print("\n" + "!"*70) + print("[ComfyUI-Manager] ERROR: Suspicious path detected!") + print(f" - '__manager' exists with low security level: '{sec_level}'") + print(" - Please verify manually:") + print(f" {config_path}") + print("!"*70 + "\n") + + # Notice board output + add_startup_notice( + "[Security Alert] Suspicious path detected. See terminal log for details.", + level='error' + ) + return True + + return False + + +def warn_outdated_comfyui(): + """Warn user about outdated ComfyUI without System User API.""" + if has_system_user_api(): + return + + # Terminal output + print("\n" + "!"*70) + print("[ComfyUI-Manager] ERROR: ComfyUI version is outdated!") + print(" - Most operations are blocked for security.") + print(" - ComfyUI update is still allowed.") + print(" - Please update ComfyUI to use Manager normally.") + print("!"*70 + "\n") + + # Notice board output + add_startup_notice( + "[Security Alert] ComfyUI outdated. Installations blocked (update allowed).
    " + "Update ComfyUI for normal operation.", + level='error' + ) + + +def migrate_legacy_config(user_dir, manager_files_path): + """Migrate ONLY config.ini to new __manager path if needed. + + IMPORTANT: Only config.ini is migrated. Other files (snapshots, cache, etc.) + are NOT migrated - users must recreate them. + + Scenarios: + 1. Legacy exists, New doesn't exist → Migrate config.ini + 2. Legacy exists, New exists → First update after upgrade + - Run ComfyUI dependency installation + - Rename legacy to .backup + 3. Legacy doesn't exist → No migration needed + + Returns: + bool: True if migration was performed + """ + if not has_system_user_api(): + return False + + legacy_dir = os.path.join(user_dir, 'default', 'ComfyUI-Manager') + legacy_config = os.path.join(legacy_dir, 'config.ini') + new_config = os.path.join(manager_files_path, 'config.ini') + + if not os.path.exists(legacy_dir): + return False # No legacy directory, nothing to migrate + + # IMPORTANT: Check for config.ini existence, not just directory + # (because makedirs() creates __manager before this function is called) + + # Case: Both configs exist (first update after ComfyUI upgrade) + # This means user ran new ComfyUI at least once, creating __manager/config.ini + if os.path.exists(legacy_config) and os.path.exists(new_config): + _handle_first_update_migration(user_dir, legacy_dir, manager_files_path) + return True + + # Case: Legacy config exists but new config doesn't (normal migration) + # This is the first run after ComfyUI upgrade + if os.path.exists(legacy_config) and not os.path.exists(new_config): + pass # Continue with normal migration below + else: + return False + + # Terminal output + print("\n" + "-"*70) + print("[ComfyUI-Manager] NOTICE: Legacy config.ini detected") + print(f" - Old: {legacy_config}") + print(f" - New: {new_config}") + print(" - Migrating config.ini only (other files are NOT migrated).") + print(" - Security level below 'normal' will be raised.") + print("-"*70 + "\n") + + _migrate_config_with_security_check(legacy_config, new_config) + + # Move legacy directory to backup + _move_legacy_to_backup(legacy_dir, manager_files_path) + + return True + + +def _handle_first_update_migration(user_dir, legacy_dir, manager_files_path): + """Handle first ComfyUI update when both legacy and new directories exist. + + This scenario happens when: + - User was on old ComfyUI (using default/ComfyUI-Manager) + - ComfyUI was updated (now has System User API) + - Manager already created __manager on first new run + - But legacy directory still exists + + Actions: + 1. Run ComfyUI dependency installation + 2. Move legacy to __manager/.legacy-manager-backup + """ + # Terminal output + print("\n" + "-"*70) + print("[ComfyUI-Manager] NOTICE: First update after ComfyUI upgrade detected") + print(" - Both legacy and new directories exist.") + print(" - Running ComfyUI dependency installation...") + print("-"*70 + "\n") + + # Run ComfyUI dependency installation + # Path: glob/manager_migration.py → glob → comfyui-manager → custom_nodes → ComfyUI + try: + comfyui_path = os.path.dirname(os.path.dirname(os.path.dirname(os.path.dirname(__file__)))) + requirements_path = os.path.join(comfyui_path, 'requirements.txt') + if os.path.exists(requirements_path): + subprocess.run([sys.executable, '-m', 'pip', 'install', '-r', requirements_path], + capture_output=True, check=False) + print("[ComfyUI-Manager] ComfyUI dependencies installation completed.") + except Exception as e: + print(f"[ComfyUI-Manager] WARNING: Failed to install ComfyUI dependencies: {e}") + + # Move legacy to backup inside __manager + _move_legacy_to_backup(legacy_dir, manager_files_path) + + +def _move_legacy_to_backup(legacy_dir, manager_files_path): + """Move legacy directory to backup inside __manager. + + Returns: + str: Path to backup directory if successful, None if failed + """ + import shutil + + backup_dir = os.path.join(manager_files_path, '.legacy-manager-backup') + + try: + if os.path.exists(backup_dir): + shutil.rmtree(backup_dir) # Remove old backup if exists + shutil.move(legacy_dir, backup_dir) + + # Terminal output (full paths shown here only) + print("\n" + "-"*70) + print("[ComfyUI-Manager] NOTICE: Legacy settings migrated") + print(f" - Old location: {legacy_dir}") + print(f" - Backed up to: {backup_dir}") + print(" - Please verify and remove the backup when no longer needed.") + print("-"*70 + "\n") + + # Notice board output (no full paths for security) + add_startup_notice( + "Legacy ComfyUI-Manager data migrated. See terminal for details.", + level='info' + ) + return backup_dir + except Exception as e: + print(f"[ComfyUI-Manager] WARNING: Failed to backup legacy directory: {e}") + add_startup_notice( + f"[MIGRATION] Failed to backup legacy directory: {e}", + level='warning' + ) + return None + + +def _migrate_config_with_security_check(legacy_path, new_path): + """Migrate legacy config, raising security level only if below default.""" + config = configparser.ConfigParser() + try: + config.read(legacy_path) + except Exception as e: + print(f"[ComfyUI-Manager] WARNING: Failed to parse config.ini: {e}") + print(" - Creating fresh config with default settings.") + add_startup_notice( + "[MIGRATION] Failed to parse legacy config. Using defaults.", + level='warning' + ) + return # Skip migration, let Manager create fresh config + + # Security level hierarchy: strong > normal > normal- > weak + # Default is 'normal', only raise if below default + if 'default' in config: + current_level = config['default'].get('security_level', 'normal').lower() + below_default_levels = ['weak', 'normal-'] + + if current_level in below_default_levels: + config['default']['security_level'] = 'normal' + + # Terminal output + print("\n" + "="*70) + print("[ComfyUI-Manager] WARNING: Security level adjusted") + print(f" - Previous: '{current_level}' → New: 'normal'") + print(" - Raised to prevent unauthorized remote access.") + print("="*70 + "\n") + + # Notice board output + add_startup_notice( + f"[MIGRATION] Security level raised: '{current_level}' → 'normal'.
    " + "To prevent unauthorized remote access.", + level='warning' + ) + else: + print(f" - Security level: '{current_level}' (no change needed)") + + # Ensure directory exists + os.makedirs(os.path.dirname(new_path), exist_ok=True) + + with open(new_path, 'w') as f: + config.write(f) + + +def force_security_level_if_needed(config_dict): + """Force security level to 'strong' if on old ComfyUI. + + Args: + config_dict: Configuration dictionary to modify in-place + + Returns: + bool: True if security level was forced + """ + if not has_system_user_api(): + config_dict['security_level'] = 'strong' + return True + return False diff --git a/custom_nodes/ComfyUI-Manager/glob/manager_server.py b/custom_nodes/ComfyUI-Manager/glob/manager_server.py new file mode 100644 index 0000000000000000000000000000000000000000..eff7c0328f503b784f917eeb4e5f734ae874e29d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/manager_server.py @@ -0,0 +1,1876 @@ +import traceback + +import folder_paths +import locale +import subprocess # don't remove this +import concurrent +import nodes +import os +import sys +import threading +import re +import shutil +import git +from datetime import datetime + +from server import PromptServer +import manager_core as core +import manager_util +import cm_global +import logging +import asyncio +import queue + +import manager_downloader +import manager_migration + + +logging.info(f"### Loading: ComfyUI-Manager ({core.version_str})") +logging.info("[ComfyUI-Manager] network_mode: " + core.get_config()['network_mode']) + +comfy_ui_hash = "-" +comfyui_tag = None + +SECURITY_MESSAGE_MIDDLE_OR_BELOW = "ERROR: To use this action, a security_level of `middle or below` is required. Please contact the administrator.\nReference: https://github.com/ltdrdata/ComfyUI-Manager#security-policy" +SECURITY_MESSAGE_NORMAL_MINUS = "ERROR: To use this feature, you must either set '--listen' to a local IP and set the security level to 'normal-' or lower, or set the security level to 'middle' or 'weak'. Please contact the administrator.\nReference: https://github.com/ltdrdata/ComfyUI-Manager#security-policy" +SECURITY_MESSAGE_GENERAL = "ERROR: This installation is not allowed in this security_level. Please contact the administrator.\nReference: https://github.com/ltdrdata/ComfyUI-Manager#security-policy" +SECURITY_MESSAGE_NORMAL_MINUS_MODEL = "ERROR: Downloading models that are not in '.safetensors' format is only allowed for models registered in the 'default' channel at this security level. If you want to download this model, set the security level to 'normal-' or lower." + +routes = PromptServer.instance.routes + + +def has_per_queue_preview(): + """ + Check if ComfyUI PR #11261 (per-queue live preview override) is merged + + Returns: + bool: True if ComfyUI has per-queue preview feature + """ + try: + import latent_preview + return hasattr(latent_preview, 'set_preview_method') + except ImportError: + return False + + +# Detect ComfyUI per-queue preview override feature (PR #11261) +COMFYUI_HAS_PER_QUEUE_PREVIEW = has_per_queue_preview() + + +def handle_stream(stream, prefix): + stream.reconfigure(encoding=locale.getpreferredencoding(), errors='replace') + for msg in stream: + if prefix == '[!]' and ('it/s]' in msg or 's/it]' in msg) and ('%|' in msg or 'it [' in msg): + if msg.startswith('100%'): + print('\r' + msg, end="", file=sys.stderr), + else: + print('\r' + msg[:-1], end="", file=sys.stderr), + else: + if prefix == '[!]': + print(prefix, msg, end="", file=sys.stderr) + else: + print(prefix, msg, end="") + + +from comfy.cli_args import args +import latent_preview + +def is_loopback(address): + import ipaddress + try: + return ipaddress.ip_address(address).is_loopback + except ValueError: + return False + +is_local_mode = is_loopback(args.listen) + + +model_dir_name_map = { + "checkpoints": "checkpoints", + "checkpoint": "checkpoints", + "unclip": "checkpoints", + "text_encoders": "text_encoders", + "clip": "text_encoders", + "vae": "vae", + "lora": "loras", + "t2i-adapter": "controlnet", + "t2i-style": "controlnet", + "controlnet": "controlnet", + "clip_vision": "clip_vision", + "gligen": "gligen", + "upscale": "upscale_models", + "embedding": "embeddings", + "embeddings": "embeddings", + "unet": "diffusion_models", + "diffusion_model": "diffusion_models", +} + + +def is_allowed_security_level(level): + if level == 'block': + return False + elif level == 'high': + if is_local_mode: + return core.get_config()['security_level'] in ['weak', 'normal-'] + else: + return core.get_config()['security_level'] == 'weak' + elif level == 'middle': + return core.get_config()['security_level'] in ['weak', 'normal', 'normal-'] + else: + return True + + +async def get_risky_level(files, pip_packages): + json_data1 = await core.get_data_by_mode('local', 'custom-node-list.json') + json_data2 = await core.get_data_by_mode('cache', 'custom-node-list.json', channel_url='https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main') + + all_urls = set() + for x in json_data1['custom_nodes'] + json_data2['custom_nodes']: + all_urls.update(x.get('files', [])) + + for x in files: + if x not in all_urls: + return "high" + + all_pip_packages = set() + for x in json_data1['custom_nodes'] + json_data2['custom_nodes']: + all_pip_packages.update(x.get('pip', [])) + + for p in pip_packages: + if p not in all_pip_packages: + return "block" + + return "middle" + + +class ManagerFuncsInComfyUI(core.ManagerFuncs): + def get_current_preview_method(self): + if args.preview_method == latent_preview.LatentPreviewMethod.Auto: + return "auto" + elif args.preview_method == latent_preview.LatentPreviewMethod.Latent2RGB: + return "latent2rgb" + elif args.preview_method == latent_preview.LatentPreviewMethod.TAESD: + return "taesd" + else: + return "none" + + def run_script(self, cmd, cwd='.'): + if len(cmd) > 0 and cmd[0].startswith("#"): + logging.error(f"[ComfyUI-Manager] Unexpected behavior: `{cmd}`") + return 0 + + process = subprocess.Popen(cmd, cwd=cwd, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True, bufsize=1, env=core.get_script_env()) + + stdout_thread = threading.Thread(target=handle_stream, args=(process.stdout, "")) + stderr_thread = threading.Thread(target=handle_stream, args=(process.stderr, "[!]")) + + stdout_thread.start() + stderr_thread.start() + + stdout_thread.join() + stderr_thread.join() + + return process.wait() + + +core.manager_funcs = ManagerFuncsInComfyUI() + +sys.path.append('../..') + +from manager_downloader import download_url, download_url_with_agent + +core.comfy_path = os.path.dirname(folder_paths.__file__) +core.js_path = os.path.join(core.comfy_path, "web", "extensions") + +local_db_model = os.path.join(manager_util.comfyui_manager_path, "model-list.json") +local_db_alter = os.path.join(manager_util.comfyui_manager_path, "alter-list.json") +local_db_custom_node_list = os.path.join(manager_util.comfyui_manager_path, "custom-node-list.json") +local_db_extension_node_mappings = os.path.join(manager_util.comfyui_manager_path, "extension-node-map.json") + + +def set_preview_method(method): + if method == 'auto': + args.preview_method = latent_preview.LatentPreviewMethod.Auto + elif method == 'latent2rgb': + args.preview_method = latent_preview.LatentPreviewMethod.Latent2RGB + elif method == 'taesd': + args.preview_method = latent_preview.LatentPreviewMethod.TAESD + else: + args.preview_method = latent_preview.LatentPreviewMethod.NoPreviews + + core.get_config()['preview_method'] = method + + +if COMFYUI_HAS_PER_QUEUE_PREVIEW: + logging.info( + "[ComfyUI-Manager] ComfyUI per-queue preview override detected (PR #11261). " + "Manager's preview method feature is disabled. " + "Use ComfyUI's --preview-method CLI option or 'Settings > Execution > Live preview method'." + ) +elif args.preview_method == latent_preview.LatentPreviewMethod.NoPreviews: + set_preview_method(core.get_config()['preview_method']) +else: + logging.warning( + "[ComfyUI-Manager] Since --preview-method is set, " + "ComfyUI-Manager's preview method feature will be ignored." + ) + + +def set_component_policy(mode): + core.get_config()['component_policy'] = mode + +def set_update_policy(mode): + core.get_config()['update_policy'] = mode + +def set_db_mode(mode): + core.get_config()['db_mode'] = mode + +def print_comfyui_version(): + global comfy_ui_hash + global comfyui_tag + + is_detached = False + try: + repo = git.Repo(os.path.dirname(folder_paths.__file__)) + core.comfy_ui_revision = len(list(repo.iter_commits('HEAD'))) + + comfy_ui_hash = repo.head.commit.hexsha + cm_global.variables['comfyui.revision'] = core.comfy_ui_revision + + core.comfy_ui_commit_datetime = repo.head.commit.committed_datetime + cm_global.variables['comfyui.commit_datetime'] = core.comfy_ui_commit_datetime + + is_detached = repo.head.is_detached + current_branch = repo.active_branch.name + + comfyui_tag = core.get_comfyui_tag() + + try: + if not os.environ.get('__COMFYUI_DESKTOP_VERSION__') and core.comfy_ui_commit_datetime.date() < core.comfy_ui_required_commit_datetime.date(): + logging.warning(f"\n\n## [WARN] ComfyUI-Manager: Your ComfyUI version ({core.comfy_ui_revision})[{core.comfy_ui_commit_datetime.date()}] is too old. Please update to the latest version. ##\n\n") + except: + pass + + # process on_revision_detected --> + if 'cm.on_revision_detected_handler' in cm_global.variables: + for k, f in cm_global.variables['cm.on_revision_detected_handler']: + try: + f(core.comfy_ui_revision) + except Exception: + logging.error(f"[ERROR] '{k}' on_revision_detected_handler") + traceback.print_exc() + + del cm_global.variables['cm.on_revision_detected_handler'] + else: + logging.warning("[ComfyUI-Manager] Some features are restricted due to your ComfyUI being outdated.") + # <-- + + if current_branch == "master": + if comfyui_tag: + logging.info(f"### ComfyUI Version: {comfyui_tag} | Released on '{core.comfy_ui_commit_datetime.date()}'") + else: + logging.info(f"### ComfyUI Revision: {core.comfy_ui_revision} [{comfy_ui_hash[:8]}] | Released on '{core.comfy_ui_commit_datetime.date()}'") + else: + if comfyui_tag: + logging.info(f"### ComfyUI Version: {comfyui_tag} on '{current_branch}' | Released on '{core.comfy_ui_commit_datetime.date()}'") + else: + logging.info(f"### ComfyUI Revision: {core.comfy_ui_revision} on '{current_branch}' [{comfy_ui_hash[:8]}] | Released on '{core.comfy_ui_commit_datetime.date()}'") + except: + if is_detached: + logging.info(f"### ComfyUI Revision: {core.comfy_ui_revision} [{comfy_ui_hash[:8]}] *DETACHED | Released on '{core.comfy_ui_commit_datetime.date()}'") + else: + logging.info("### ComfyUI Revision: UNKNOWN (The currently installed ComfyUI is not a Git repository)") + + +print_comfyui_version() +core.check_invalid_nodes() + + + +def setup_environment(): + git_exe = core.get_config()['git_exe'] + + if git_exe != '': + git.Git().update_environment(GIT_PYTHON_GIT_EXECUTABLE=git_exe) + + +setup_environment() + +# Expand Server api + +from aiohttp import web +import aiohttp +import json +import zipfile +import urllib.request + + +def security_403_response(): + """Return appropriate 403 response based on ComfyUI version.""" + if not manager_migration.has_system_user_api(): + return web.json_response({"error": "comfyui_outdated"}, status=403) + return web.json_response({"error": "security_level"}, status=403) + + +def get_model_dir(data, show_log=False): + if 'download_model_base' in folder_paths.folder_names_and_paths: + models_base = folder_paths.folder_names_and_paths['download_model_base'][0][0] + else: + models_base = folder_paths.models_dir + + # NOTE: Validate to prevent path traversal. + if any(char in data['filename'] for char in {'/', '\\', ':'}): + return None + + def resolve_custom_node(save_path): + save_path = save_path[13:] # remove 'custom_nodes/' + + # NOTE: Validate to prevent path traversal. + if save_path.startswith(os.path.sep) or ':' in save_path: + return None + + repo_name = save_path.replace('\\','/').split('/')[0] # get custom node repo name + + # NOTE: The creation of files within the custom node path should be removed in the future. + repo_path = core.lookup_installed_custom_nodes_legacy(repo_name) + if repo_path is not None and repo_path[0]: + # Returns the retargeted path based on the actually installed repository + return os.path.join(os.path.dirname(repo_path[1]), save_path) + else: + return None + + if data['save_path'] != 'default': + if '..' in data['save_path'] or data['save_path'].startswith('/'): + if show_log: + logging.info(f"[WARN] '{data['save_path']}' is not allowed path. So it will be saved into 'models/etc'.") + base_model = os.path.join(models_base, "etc") + else: + if data['save_path'].startswith("custom_nodes"): + base_model = resolve_custom_node(data['save_path']) + if base_model is None: + if show_log: + logging.info(f"[ComfyUI-Manager] The target custom node for model download is not installed: {data['save_path']}") + return None + else: + base_model = os.path.join(models_base, data['save_path']) + else: + model_dir_name = model_dir_name_map.get(data['type'].lower()) + if model_dir_name is not None: + base_model = folder_paths.folder_names_and_paths[model_dir_name][0][0] + else: + base_model = os.path.join(models_base, "etc") + + return base_model + + +def get_model_path(data, show_log=False): + base_model = get_model_dir(data, show_log) + if base_model is None: + return None + else: + if data['filename'] == '': + return os.path.join(base_model, os.path.basename(data['url'])) + else: + return os.path.join(base_model, data['filename']) + + +def check_state_of_git_node_pack(node_packs, do_fetch=False, do_update_check=True, do_update=False): + if do_fetch: + print("Start fetching...", end="") + elif do_update: + print("Start updating...", end="") + elif do_update_check: + print("Start update check...", end="") + + def process_custom_node(item): + core.check_state_of_git_node_pack_single(item, do_fetch, do_update_check, do_update) + + with concurrent.futures.ThreadPoolExecutor(4) as executor: + for k, v in node_packs.items(): + if v.get('active_version') in ['unknown', 'nightly']: + executor.submit(process_custom_node, v) + + if do_fetch: + print("\x1b[2K\rFetching done.") + elif do_update: + update_exists = any(item.get('updatable', False) for item in node_packs.values()) + if update_exists: + print("\x1b[2K\rUpdate done.") + else: + print("\x1b[2K\rAll extensions are already up-to-date.") + elif do_update_check: + print("\x1b[2K\rUpdate check done.") + + +def nickname_filter(json_obj): + preemptions_map = {} + + for k, x in json_obj.items(): + if 'preemptions' in x[1]: + for y in x[1]['preemptions']: + preemptions_map[y] = k + elif k.endswith("/ComfyUI"): + for y in x[0]: + preemptions_map[y] = k + + updates = {} + for k, x in json_obj.items(): + removes = set() + for y in x[0]: + k2 = preemptions_map.get(y) + if k2 is not None and k != k2: + removes.add(y) + + if len(removes) > 0: + updates[k] = [y for y in x[0] if y not in removes] + + for k, v in updates.items(): + json_obj[k][0] = v + + return json_obj + + +task_queue = queue.Queue() +nodepack_result = {} +model_result = {} +tasks_in_progress = set() +task_worker_lock = threading.Lock() + +async def task_worker(): + global task_queue + global nodepack_result + global model_result + global tasks_in_progress + + async def do_install(item) -> str: + ui_id, node_spec_str, channel, mode, skip_post_install = item + + try: + node_spec = core.unified_manager.resolve_node_spec(node_spec_str) + if node_spec is None: + logging.error(f"Cannot resolve install target: '{node_spec_str}'") + return f"Cannot resolve install target: '{node_spec_str}'" + + node_name, version_spec, is_specified = node_spec + res = await core.unified_manager.install_by_id(node_name, version_spec, channel, mode, return_postinstall=skip_post_install) + # discard post install if skip_post_install mode + + if res.action not in ['skip', 'enable', 'install-git', 'install-cnr', 'switch-cnr']: + logging.error(f"[ComfyUI-Manager] Installation failed:\n{res.msg}") + return res.msg + + elif not res.result: + logging.error(f"[ComfyUI-Manager] Installation failed:\n{res.msg}") + return res.msg + + return 'success' + except Exception: + traceback.print_exc() + return f"Installation failed:\n{node_spec_str}" + + async def do_update(item): + ui_id, node_name, node_ver = item + + try: + res = core.unified_manager.unified_update(node_name, node_ver) + + if res.ver == 'unknown': + url = core.unified_manager.unknown_active_nodes[node_name][0] + try: + title = os.path.basename(url) + except Exception: + title = node_name + else: + url = core.unified_manager.cnr_map[node_name].get('repository') + title = core.unified_manager.cnr_map[node_name]['name'] + + manager_util.clear_pip_cache() + + if url is not None: + base_res = {'url': url, 'title': title} + else: + base_res = {'title': title} + + if res.result: + if res.action == 'skip': + base_res['msg'] = 'skip' + return base_res + else: + base_res['msg'] = 'success' + return base_res + + base_res['msg'] = f"An error occurred while updating '{node_name}'." + logging.error(f"\nERROR: An error occurred while updating '{node_name}'. (res.result={res.result}, res.action={res.action})") + return base_res + except Exception: + traceback.print_exc() + + return {'msg':f"An error occurred while updating '{node_name}'."} + + async def do_update_comfyui(is_stable) -> str: + try: + repo_path = os.path.dirname(folder_paths.__file__) + latest_tag = None + if is_stable: + res, latest_tag = core.update_to_stable_comfyui(repo_path) + else: + res = core.update_path(repo_path) + + if res == "fail": + logging.error("ComfyUI update failed") + return "fail" + elif res == "updated": + if is_stable: + logging.info("ComfyUI is updated to latest stable version.") + return "success-stable-"+latest_tag + else: + logging.info("ComfyUI is updated to latest nightly version.") + return "success-nightly" + else: # skipped + logging.info("ComfyUI is up-to-date.") + return "skip" + + except Exception: + traceback.print_exc() + + return "An error occurred while updating 'comfyui'." + + async def do_fix(item) -> str: + ui_id, node_name, node_ver = item + + try: + res = core.unified_manager.unified_fix(node_name, node_ver) + + if res.result: + return 'success' + else: + logging.error(res.msg) + + logging.error(f"\nERROR: An error occurred while fixing '{node_name}@{node_ver}'.") + except Exception: + traceback.print_exc() + + return f"An error occurred while fixing '{node_name}@{node_ver}'." + + async def do_uninstall(item) -> str: + ui_id, node_name, is_unknown = item + + try: + res = core.unified_manager.unified_uninstall(node_name, is_unknown) + + if res.result: + return 'success' + + logging.error(f"\nERROR: An error occurred while uninstalling '{node_name}'.") + except Exception: + traceback.print_exc() + + return f"An error occurred while uninstalling '{node_name}'." + + async def do_disable(item) -> str: + ui_id, node_name, is_unknown = item + + try: + res = core.unified_manager.unified_disable(node_name, is_unknown) + + if res: + return 'success' + + except Exception: + traceback.print_exc() + + return f"Failed to disable: '{node_name}'" + + async def do_install_model(item) -> str: + ui_id, json_data = item + + model_path = get_model_path(json_data) + model_url = json_data['url'] + + res = False + + try: + if model_path is not None: + logging.info(f"Install model '{json_data['name']}' from '{model_url}' into '{model_path}'") + + if json_data['filename'] == '': + if os.path.exists(os.path.join(model_path, os.path.dirname(json_data['url']))): + logging.error(f"[ComfyUI-Manager] the model path already exists: {model_path}") + return f"The model path already exists: {model_path}" + + logging.info(f"[ComfyUI-Manager] Downloading '{model_url}' into '{model_path}'") + manager_downloader.download_repo_in_bytes(repo_id=model_url, local_dir=model_path) + + return 'success' + + elif not core.get_config()['model_download_by_agent'] and ( + model_url.startswith('https://github.com') or model_url.startswith('https://huggingface.co') or model_url.startswith('https://heibox.uni-heidelberg.de')): + model_dir = get_model_dir(json_data, True) + download_url(model_url, model_dir, filename=json_data['filename']) + if model_path.endswith('.zip'): + res = core.unzip(model_path) + else: + res = True + + if res: + return 'success' + else: + res = download_url_with_agent(model_url, model_path) + if res and model_path.endswith('.zip'): + res = core.unzip(model_path) + else: + logging.error(f"[ComfyUI-Manager] Model installation error: invalid model type - {json_data['type']}") + + if res: + return 'success' + + except Exception as e: + logging.error(f"[ComfyUI-Manager] ERROR: {e}") + + return f"Model installation error: {model_url}" + + stats = {} + + while True: + done_count = len(nodepack_result) + len(model_result) + total_count = done_count + task_queue.qsize() + + if task_queue.empty(): + logging.info(f"\n[ComfyUI-Manager] Queued works are completed.\n{stats}") + + logging.info("\nAfter restarting ComfyUI, please refresh the browser.") + PromptServer.instance.send_sync("cm-queue-status", + {'status': 'done', + 'nodepack_result': nodepack_result, 'model_result': model_result, + 'total_count': total_count, 'done_count': done_count}) + nodepack_result = {} + task_queue = queue.Queue() + return # terminate worker thread + + with task_worker_lock: + kind, item = task_queue.get() + tasks_in_progress.add((kind, item[0])) + + try: + if kind == 'install': + msg = await do_install(item) + elif kind == 'install-model': + msg = await do_install_model(item) + elif kind == 'update': + msg = await do_update(item) + elif kind == 'update-main': + msg = await do_update(item) + elif kind == 'update-comfyui': + msg = await do_update_comfyui(item[1]) + elif kind == 'fix': + msg = await do_fix(item) + elif kind == 'uninstall': + msg = await do_uninstall(item) + elif kind == 'disable': + msg = await do_disable(item) + else: + msg = "Unexpected kind: " + kind + except Exception: + traceback.print_exc() + msg = f"Exception: {(kind, item)}" + + with task_worker_lock: + tasks_in_progress.remove((kind, item[0])) + + ui_id = item[0] + if kind == 'install-model': + model_result[ui_id] = msg + ui_target = "model_manager" + elif kind == 'update-main': + nodepack_result[ui_id] = msg + ui_target = "main" + elif kind == 'update-comfyui': + nodepack_result['comfyui'] = msg + ui_target = "main" + elif kind == 'update': + nodepack_result[ui_id] = msg['msg'] + ui_target = "nodepack_manager" + else: + nodepack_result[ui_id] = msg + ui_target = "nodepack_manager" + + stats[kind] = stats.get(kind, 0) + 1 + + PromptServer.instance.send_sync("cm-queue-status", + {'status': 'in_progress', 'target': item[0], 'ui_target': ui_target, + 'total_count': total_count, 'done_count': done_count}) + + +@routes.get("/customnode/getmappings") +async def fetch_customnode_mappings(request): + """ + provide unified (node -> node pack) mapping list + """ + mode = request.rel_url.query["mode"] + + nickname_mode = False + if mode == "nickname": + mode = "local" + nickname_mode = True + + json_obj = await core.get_data_by_mode(mode, 'extension-node-map.json') + json_obj = core.map_to_unified_keys(json_obj) + + if nickname_mode: + json_obj = nickname_filter(json_obj) + + all_nodes = set() + patterns = [] + for k, x in json_obj.items(): + all_nodes.update(set(x[0])) + + if 'nodename_pattern' in x[1]: + patterns.append((x[1]['nodename_pattern'], x[0])) + + missing_nodes = set(nodes.NODE_CLASS_MAPPINGS.keys()) - all_nodes + + for x in missing_nodes: + for pat, item in patterns: + if re.match(pat, x): + item.append(x) + + return web.json_response(json_obj, content_type='application/json') + + +@routes.get("/customnode/fetch_updates") +async def fetch_updates(request): + try: + if request.rel_url.query["mode"] == "local": + channel = 'local' + else: + channel = core.get_config()['channel_url'] + + await core.unified_manager.reload(request.rel_url.query["mode"]) + await core.unified_manager.get_custom_nodes(channel, request.rel_url.query["mode"]) + + res = core.unified_manager.fetch_or_pull_git_repo(is_pull=False) + + for x in res['failed']: + logging.error(f"FETCH FAILED: {x}") + + logging.info("\nDone.") + + if len(res['updated']) > 0: + return web.Response(status=201) + + return web.Response(status=200) + except: + traceback.print_exc() + return web.Response(status=400) + + +@routes.get("/manager/queue/update_all") +async def update_all(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return security_403_response() + + with task_worker_lock: + is_processing = task_worker_thread is not None and task_worker_thread.is_alive() + if is_processing: + return web.Response(status=401) + + await core.save_snapshot_with_postfix('autosave') + + if request.rel_url.query["mode"] == "local": + channel = 'local' + else: + channel = core.get_config()['channel_url'] + + await core.unified_manager.reload(request.rel_url.query["mode"]) + await core.unified_manager.get_custom_nodes(channel, request.rel_url.query["mode"]) + + for k, v in core.unified_manager.active_nodes.items(): + if k == 'comfyui-manager': + # skip updating comfyui-manager if desktop version + if os.environ.get('__COMFYUI_DESKTOP_VERSION__'): + continue + + update_item = k, k, v[0] + task_queue.put(("update-main", update_item)) + + for k, v in core.unified_manager.unknown_active_nodes.items(): + if k == 'comfyui-manager': + # skip updating comfyui-manager if desktop version + if os.environ.get('__COMFYUI_DESKTOP_VERSION__'): + continue + + update_item = k, k, 'unknown' + task_queue.put(("update-main", update_item)) + + return web.Response(status=200) + + +def convert_markdown_to_html(input_text): + pattern_a = re.compile(r'\[a/([^]]+)]\(([^)]+)\)') + pattern_w = re.compile(r'\[w/([^]]+)]') + pattern_i = re.compile(r'\[i/([^]]+)]') + pattern_bold = re.compile(r'\*\*([^*]+)\*\*') + pattern_white = re.compile(r'%%([^*]+)%%') + + def replace_a(match): + return f"    {match.group(1)}" + + def replace_w(match): + return f"

    {match.group(1)}

    " + + def replace_i(match): + return f"

    {match.group(1)}

    " + + def replace_bold(match): + return f"{match.group(1)}" + + def replace_white(match): + return f"{match.group(1)}" + + input_text = input_text.replace('\\[', '[').replace('\\]', ']').replace('<', '<').replace('>', '>') + + result_text = re.sub(pattern_a, replace_a, input_text) + result_text = re.sub(pattern_w, replace_w, result_text) + result_text = re.sub(pattern_i, replace_i, result_text) + result_text = re.sub(pattern_bold, replace_bold, result_text) + result_text = re.sub(pattern_white, replace_white, result_text) + + return result_text.replace("\n", "
    ") + + +def populate_markdown(x): + if 'description' in x: + x['description'] = convert_markdown_to_html(manager_util.sanitize_tag(x['description'])) + + if 'name' in x: + x['name'] = manager_util.sanitize_tag(x['name']) + + if 'title' in x: + x['title'] = manager_util.sanitize_tag(x['title']) + + +# freeze imported version +startup_time_installed_node_packs = core.get_installed_node_packs() +@routes.get("/customnode/installed") +async def installed_list(request): + mode = request.query.get('mode', 'default') + + if mode == 'imported': + res = startup_time_installed_node_packs + else: + res = core.get_installed_node_packs() + + return web.json_response(res, content_type='application/json') + + +@routes.get("/customnode/getlist") +async def fetch_customnode_list(request): + """ + provide unified custom node list + """ + if request.rel_url.query.get("skip_update", '').lower() == "true": + skip_update = True + else: + skip_update = False + + if request.rel_url.query["mode"] == "local": + channel = 'local' + else: + channel = core.get_config()['channel_url'] + + node_packs = await core.get_unified_total_nodes(channel, request.rel_url.query["mode"], 'cache') + json_obj_github = core.get_data_by_mode(request.rel_url.query["mode"], 'github-stats.json', 'default') + json_obj_extras = core.get_data_by_mode(request.rel_url.query["mode"], 'extras.json', 'default') + + core.populate_github_stats(node_packs, await json_obj_github) + core.populate_favorites(node_packs, await json_obj_extras) + + check_state_of_git_node_pack(node_packs, not skip_update, do_update_check=not skip_update) + + for v in node_packs.values(): + populate_markdown(v) + + if channel != 'local': + found = 'custom' + + for name, url in core.get_channel_dict().items(): + if url == channel: + found = name + break + + channel = found + + result = dict(channel=channel, node_packs=node_packs.to_dict()) + + return web.json_response(result, content_type='application/json') + + +@routes.get("/customnode/alternatives") +async def fetch_customnode_alternatives(request): + alter_json = await core.get_data_by_mode(request.rel_url.query["mode"], 'alter-list.json') + + res = {} + + for item in alter_json['items']: + populate_markdown(item) + res[item['id']] = item + + res = core.map_to_unified_keys(res) + + return web.json_response(res, content_type='application/json') + + +def check_model_installed(json_obj): + def is_exists(model_dir_name, filename, url): + if filename == '': + filename = os.path.basename(url) + + dirs = folder_paths.get_folder_paths(model_dir_name) + + for x in dirs: + if os.path.exists(os.path.join(x, filename)): + return True + + return False + + model_dir_names = ['checkpoints', 'loras', 'vae', 'text_encoders', 'diffusion_models', 'clip_vision', 'embeddings', + 'diffusers', 'vae_approx', 'controlnet', 'gligen', 'upscale_models', 'hypernetworks', + 'photomaker', 'classifiers'] + + total_models_files = set() + for x in model_dir_names: + for y in folder_paths.get_filename_list(x): + total_models_files.add(y) + + def process_model_phase(item): + if 'diffusion' not in item['filename'] and 'pytorch' not in item['filename'] and 'model' not in item['filename']: + # non-general name case + if item['filename'] in total_models_files: + item['installed'] = 'True' + return + + if item['save_path'] == 'default': + model_dir_name = model_dir_name_map.get(item['type'].lower()) + if model_dir_name is not None: + item['installed'] = str(is_exists(model_dir_name, item['filename'], item['url'])) + else: + item['installed'] = 'False' + else: + model_dir_name = item['save_path'].split('/')[0] + if model_dir_name in folder_paths.folder_names_and_paths: + if is_exists(model_dir_name, item['filename'], item['url']): + item['installed'] = 'True' + + if 'installed' not in item: + if item['filename'] == '': + filename = os.path.basename(item['url']) + else: + filename = item['filename'] + + fullpath = os.path.join(folder_paths.models_dir, item['save_path'], filename) + + item['installed'] = 'True' if os.path.exists(fullpath) else 'False' + + with concurrent.futures.ThreadPoolExecutor(8) as executor: + for item in json_obj['models']: + executor.submit(process_model_phase, item) + + +@routes.get("/externalmodel/getlist") +async def fetch_externalmodel_list(request): + # The model list is only allowed in the default channel, yet. + json_obj = await core.get_data_by_mode(request.rel_url.query["mode"], 'model-list.json') + + check_model_installed(json_obj) + + for x in json_obj['models']: + populate_markdown(x) + + return web.json_response(json_obj, content_type='application/json') + + +@PromptServer.instance.routes.get("/snapshot/getlist") +async def get_snapshot_list(request): + items = [f[:-5] for f in os.listdir(core.manager_snapshot_path) if f.endswith('.json')] + items.sort(reverse=True) + return web.json_response({'items': items}, content_type='application/json') + + +def get_safe_snapshot_path(target): + """ + Safely construct a snapshot file path, preventing path traversal attacks. + """ + if '/' in target or '\\' in target or '..' in target or '\x00' in target: + return None + return os.path.join(core.manager_snapshot_path, f"{target}.json") + + +@routes.get("/snapshot/remove") +async def remove_snapshot(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return security_403_response() + + try: + target = request.rel_url.query["target"] + path = get_safe_snapshot_path(target) + + if path is None: + logging.error(f"[ComfyUI-Manager] Invalid snapshot target: {target}") + return web.Response(text="Invalid snapshot target", status=400) + + if os.path.exists(path): + os.remove(path) + + return web.Response(status=200) + except: + return web.Response(status=400) + + +@routes.get("/snapshot/restore") +async def restore_snapshot(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return security_403_response() + + try: + target = request.rel_url.query["target"] + path = get_safe_snapshot_path(target) + + if path is None: + logging.error(f"[ComfyUI-Manager] Invalid snapshot target: {target}") + return web.Response(text="Invalid snapshot target", status=400) + + if os.path.exists(path): + if not os.path.exists(core.manager_startup_script_path): + os.makedirs(core.manager_startup_script_path) + + target_path = os.path.join(core.manager_startup_script_path, "restore-snapshot.json") + shutil.copy(path, target_path) + + logging.info(f"Snapshot restore scheduled: `{target}`") + return web.Response(status=200) + + logging.error(f"Snapshot file not found: `{path}`") + return web.Response(status=400) + except: + return web.Response(status=400) + + +@routes.get("/snapshot/get_current") +async def get_current_snapshot_api(request): + try: + return web.json_response(await core.get_current_snapshot(), content_type='application/json') + except: + return web.Response(status=400) + + +@routes.get("/snapshot/save") +async def save_snapshot(request): + try: + await core.save_snapshot_with_postfix('snapshot') + return web.Response(status=200) + except: + return web.Response(status=400) + + +def unzip_install(files): + temp_filename = 'manager-temp.zip' + for url in files: + if url.endswith("/"): + url = url[:-1] + try: + headers = { + 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'} + + req = urllib.request.Request(url, headers=headers) + response = urllib.request.urlopen(req) + data = response.read() + + with open(temp_filename, 'wb') as f: + f.write(data) + + with zipfile.ZipFile(temp_filename, 'r') as zip_ref: + zip_ref.extractall(core.get_default_custom_nodes_path()) + + os.remove(temp_filename) + except Exception as e: + logging.error(f"Install(unzip) error: {url} / {e}", file=sys.stderr) + return False + + logging.info("Installation was successful.") + return True + + +def copy_install(files, js_path_name=None): + for url in files: + if url.endswith("/"): + url = url[:-1] + try: + filename = os.path.basename(url) + if url.endswith(".py"): + download_url(url, core.get_default_custom_nodes_path(), filename) + else: + path = os.path.join(core.js_path, js_path_name) if js_path_name is not None else core.js_path + if not os.path.exists(path): + os.makedirs(path) + download_url(url, path, filename) + + except Exception as e: + logging.error(f"Install(copy) error: {url} / {e}", file=sys.stderr) + return False + + logging.info("Installation was successful.") + return True + + +def copy_uninstall(files, js_path_name='.'): + for url in files: + if url.endswith("/"): + url = url[:-1] + dir_name = os.path.basename(url) + base_path = core.get_default_custom_nodes_path() if url.endswith('.py') else os.path.join(core.js_path, js_path_name) + file_path = os.path.join(base_path, dir_name) + + try: + if os.path.exists(file_path): + os.remove(file_path) + elif os.path.exists(file_path + ".disabled"): + os.remove(file_path + ".disabled") + except Exception as e: + logging.error(f"Uninstall(copy) error: {url} / {e}", file=sys.stderr) + return False + + logging.info("Uninstallation was successful.") + return True + + +def copy_set_active(files, is_disable, js_path_name='.'): + if is_disable: + action_name = "Disable" + else: + action_name = "Enable" + + for url in files: + if url.endswith("/"): + url = url[:-1] + dir_name = os.path.basename(url) + base_path = core.get_default_custom_nodes_path() if url.endswith('.py') else os.path.join(core.js_path, js_path_name) + file_path = os.path.join(base_path, dir_name) + + try: + if is_disable: + current_name = file_path + new_name = file_path + ".disabled" + else: + current_name = file_path + ".disabled" + new_name = file_path + + os.rename(current_name, new_name) + + except Exception as e: + logging.error(f"{action_name}(copy) error: {url} / {e}", file=sys.stderr) + + return False + + logging.info(f"{action_name} was successful.") + return True + + +@routes.get("/customnode/versions/{node_name}") +async def get_cnr_versions(request): + node_name = request.match_info.get("node_name", None) + versions = core.cnr_utils.all_versions_of_node(node_name) + + if versions is not None: + return web.json_response(versions, content_type='application/json') + + return web.Response(status=400) + + +@routes.get("/customnode/disabled_versions/{node_name}") +async def get_disabled_versions(request): + node_name = request.match_info.get("node_name", None) + versions = [] + if node_name in core.unified_manager.nightly_inactive_nodes: + versions.append(dict(version='nightly')) + + for v in core.unified_manager.cnr_inactive_nodes.get(node_name, {}).keys(): + versions.append(dict(version=v)) + + if versions: + return web.json_response(versions, content_type='application/json') + + return web.Response(status=400) + + +@routes.post("/customnode/import_fail_info") +async def import_fail_info(request): + json_data = await request.json() + + if 'cnr_id' in json_data: + module_name = core.unified_manager.get_module_name(json_data['cnr_id']) + else: + module_name = core.unified_manager.get_module_name(json_data['url']) + + if module_name is not None: + info = cm_global.error_dict.get(module_name) + if info is not None: + return web.json_response(info) + + return web.Response(status=400) + + +@routes.post("/manager/queue/reinstall") +async def reinstall_custom_node(request): + await uninstall_custom_node(request) + await install_custom_node(request) + + +@routes.get("/manager/queue/reset") +async def reset_queue(request): + global task_queue + task_queue = queue.Queue() + return web.Response(status=200) + + +@routes.get("/manager/queue/status") +async def queue_count(request): + global task_queue + + with task_worker_lock: + done_count = len(nodepack_result) + len(model_result) + in_progress_count = len(tasks_in_progress) + total_count = done_count + in_progress_count + task_queue.qsize() + is_processing = task_worker_thread is not None and task_worker_thread.is_alive() + + return web.json_response({ + 'total_count': total_count, 'done_count': done_count, 'in_progress_count': in_progress_count, + 'is_processing': is_processing}) + + +@routes.post("/manager/queue/install") +async def install_custom_node(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + json_data = await request.json() + + # non-nightly cnr is safe + risky_level = None + cnr_id = json_data.get('id') + skip_post_install = json_data.get('skip_post_install') + + git_url = None + + selected_version = json_data.get('selected_version') + if json_data['version'] != 'unknown' and selected_version != 'unknown': + if skip_post_install: + if cnr_id in core.unified_manager.nightly_inactive_nodes or cnr_id in core.unified_manager.cnr_inactive_nodes: + core.unified_manager.unified_enable(cnr_id) + return web.Response(status=200) + elif selected_version is None: + selected_version = 'latest' + + if selected_version != 'nightly': + risky_level = 'low' + node_spec_str = f"{cnr_id}@{selected_version}" + else: + node_spec_str = f"{cnr_id}@nightly" + git_url = [json_data.get('repository')] + if git_url is None: + logging.error(f"[ComfyUI-Manager] Following node pack doesn't provide `nightly` version: ${git_url}") + return web.Response(status=404, text=f"Following node pack doesn't provide `nightly` version: ${git_url}") + elif json_data['version'] != 'unknown' and selected_version == 'unknown': + logging.error(f"[ComfyUI-Manager] Invalid installation request: {json_data}") + return web.Response(status=400, text="Invalid installation request") + else: + # unknown + unknown_name = os.path.basename(json_data['files'][0]) + node_spec_str = f"{unknown_name}@unknown" + git_url = json_data.get('files') + + # apply security policy if not cnr node (nightly isn't regarded as cnr node) + if risky_level is None: + if git_url is not None: + risky_level = await get_risky_level(git_url, json_data.get('pip', [])) + else: + return web.Response(status=404, text=f"Following node pack doesn't provide `nightly` version: ${git_url}") + + if not is_allowed_security_level(risky_level): + logging.error(SECURITY_MESSAGE_GENERAL) + return web.Response(status=404, text="A security error has occurred. Please check the terminal logs") + + install_item = json_data.get('ui_id'), node_spec_str, json_data['channel'], json_data['mode'], skip_post_install + task_queue.put(("install", install_item)) + + return web.Response(status=200) + + +task_worker_thread:threading.Thread = None + +@routes.get("/manager/queue/start") +async def queue_start(request): + global nodepack_result + global model_result + global task_worker_thread + + if task_worker_thread is not None and task_worker_thread.is_alive(): + return web.Response(status=201) # already in-progress + + nodepack_result = {} + model_result = {} + + task_worker_thread = threading.Thread(target=lambda: asyncio.run(task_worker())) + task_worker_thread.start() + + return web.Response(status=200) + + +@routes.post("/manager/queue/fix") +async def fix_custom_node(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_GENERAL) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + json_data = await request.json() + + node_id = json_data.get('id') + node_ver = json_data['version'] + if node_ver != 'unknown': + node_name = node_id + else: + # unknown + node_name = os.path.basename(json_data['files'][0]) + + update_item = json_data.get('ui_id'), node_name, json_data['version'] + task_queue.put(("fix", update_item)) + + return web.Response(status=200) + + +@routes.post("/customnode/install/git_url") +async def install_custom_node_git_url(request): + if not is_allowed_security_level('high'): + logging.error(SECURITY_MESSAGE_NORMAL_MINUS) + return security_403_response() + + url = await request.text() + res = await core.gitclone_install(url) + + if res.action == 'skip': + logging.info(f"\nAlready installed: '{res.target}'") + return web.Response(status=200) + elif res.result: + logging.info("\nAfter restarting ComfyUI, please refresh the browser.") + return web.Response(status=200) + + logging.error(res.msg) + return web.Response(status=400) + + +@routes.post("/customnode/install/pip") +async def install_custom_node_pip(request): + if not is_allowed_security_level('high'): + logging.error(SECURITY_MESSAGE_NORMAL_MINUS) + return security_403_response() + + packages = await request.text() + core.pip_install(packages.split(' ')) + + return web.Response(status=200) + + +@routes.post("/manager/queue/uninstall") +async def uninstall_custom_node(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + json_data = await request.json() + + node_id = json_data.get('id') + if json_data['version'] != 'unknown': + is_unknown = False + node_name = node_id + else: + # unknown + is_unknown = True + node_name = os.path.basename(json_data['files'][0]) + + uninstall_item = json_data.get('ui_id'), node_name, is_unknown + task_queue.put(("uninstall", uninstall_item)) + + return web.Response(status=200) + + +@routes.post("/manager/queue/update") +async def update_custom_node(request): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + json_data = await request.json() + + node_id = json_data.get('id') + if json_data['version'] != 'unknown': + node_name = node_id + else: + # unknown + node_name = os.path.basename(json_data['files'][0]) + + update_item = json_data.get('ui_id'), node_name, json_data['version'] + task_queue.put(("update", update_item)) + + return web.Response(status=200) + + +@routes.get("/manager/queue/update_comfyui") +async def update_comfyui(request): + is_stable = core.get_config()['update_policy'] != 'nightly-comfyui' + task_queue.put(("update-comfyui", ('comfyui', is_stable))) + return web.Response(status=200) + + +@routes.get("/comfyui_manager/comfyui_versions") +async def comfyui_versions(request): + try: + res, current, latest = core.get_comfyui_versions() + return web.json_response({'versions': res, 'current': current}, status=200, content_type='application/json') + except Exception as e: + logging.error(f"ComfyUI update fail: {e}", file=sys.stderr) + + return web.Response(status=400) + + +@routes.get("/comfyui_manager/comfyui_switch_version") +async def comfyui_switch_version(request): + try: + if "ver" in request.rel_url.query: + core.switch_comfyui(request.rel_url.query['ver']) + + return web.Response(status=200) + except Exception as e: + logging.error(f"ComfyUI update fail: {e}", file=sys.stderr) + + return web.Response(status=400) + + +@routes.post("/manager/queue/disable") +async def disable_node(request): + json_data = await request.json() + + node_id = json_data.get('id') + if json_data['version'] != 'unknown': + is_unknown = False + node_name = node_id + else: + # unknown + is_unknown = True + node_name = os.path.basename(json_data['files'][0]) + + update_item = json_data.get('ui_id'), node_name, is_unknown + task_queue.put(("disable", update_item)) + + return web.Response(status=200) + + +async def check_whitelist_for_model(item): + json_obj = await core.get_data_by_mode('cache', 'model-list.json') + + for x in json_obj.get('models', []): + if x['save_path'] == item['save_path'] and x['base'] == item['base'] and x['filename'] == item['filename']: + return True + + json_obj = await core.get_data_by_mode('local', 'model-list.json') + + for x in json_obj.get('models', []): + if x['save_path'] == item['save_path'] and x['base'] == item['base'] and x['filename'] == item['filename']: + return True + + return False + + +@routes.post("/manager/queue/install_model") +async def install_model(request): + json_data = await request.json() + + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + # validate request + if not await check_whitelist_for_model(json_data): + logging.error(f"[ComfyUI-Manager] Invalid model install request is detected: {json_data}") + return web.Response(status=400, text="Invalid model install request is detected") + + if not json_data['filename'].endswith('.safetensors') and not is_allowed_security_level('high'): + models_json = await core.get_data_by_mode('cache', 'model-list.json', 'default') + + is_belongs_to_whitelist = False + for x in models_json['models']: + if x.get('url') == json_data['url']: + is_belongs_to_whitelist = True + break + + if not is_belongs_to_whitelist: + logging.error(SECURITY_MESSAGE_NORMAL_MINUS_MODEL) + return web.Response(status=403, text="A security error has occurred. Please check the terminal logs") + + install_item = json_data.get('ui_id'), json_data + task_queue.put(("install-model", install_item)) + + return web.Response(status=200) + + +@routes.get("/manager/preview_method") +async def preview_method(request): + # Setting change request + if "value" in request.rel_url.query: + # Reject setting change if per-queue preview feature is available + if COMFYUI_HAS_PER_QUEUE_PREVIEW: + return web.Response(text="DISABLED", status=403) + + # Process normally if not available + set_preview_method(request.rel_url.query['value']) + core.write_config() + return web.Response(status=200) + + # Status query request + else: + # Return DISABLED if per-queue preview feature is available + if COMFYUI_HAS_PER_QUEUE_PREVIEW: + return web.Response(text="DISABLED", status=200) + + # Return current value if not available + return web.Response(text=core.manager_funcs.get_current_preview_method(), status=200) + + +@routes.get("/manager/db_mode") +async def db_mode(request): + if "value" in request.rel_url.query: + set_db_mode(request.rel_url.query['value']) + core.write_config() + else: + return web.Response(text=core.get_config()['db_mode'], status=200) + + return web.Response(status=200) + + + +@routes.get("/manager/policy/component") +async def component_policy(request): + if "value" in request.rel_url.query: + set_component_policy(request.rel_url.query['value']) + core.write_config() + else: + return web.Response(text=core.get_config()['component_policy'], status=200) + + return web.Response(status=200) + + +@routes.get("/manager/policy/update") +async def update_policy(request): + if "value" in request.rel_url.query: + set_update_policy(request.rel_url.query['value']) + core.write_config() + else: + return web.Response(text=core.get_config()['update_policy'], status=200) + + return web.Response(status=200) + + +@routes.get("/manager/channel_url_list") +async def channel_url_list(request): + channels = core.get_channel_dict() + if "value" in request.rel_url.query: + channel_url = channels.get(request.rel_url.query['value']) + if channel_url is not None: + core.get_config()['channel_url'] = channel_url + core.write_config() + else: + selected = 'custom' + selected_url = core.get_config()['channel_url'] + + for name, url in channels.items(): + if url == selected_url: + selected = name + break + + res = {'selected': selected, + 'list': core.get_channel_list()} + return web.json_response(res, status=200) + + return web.Response(status=200) + + +def add_target_blank(html_text): + pattern = r'(]*)(>)' + + def add_target(match): + if 'target=' not in match.group(1): + return match.group(1) + ' target="_blank"' + match.group(2) + return match.group(0) + + modified_html = re.sub(pattern, add_target, html_text) + + return modified_html + + +@routes.get("/manager/notice") +async def get_notice(request): + url = "github.com" + path = "/ltdrdata/ltdrdata.github.io/wiki/News" + + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session: + async with session.get(f"https://{url}{path}") as response: + if response.status == 200: + # html_content = response.read().decode('utf-8') + html_content = await response.text() + + pattern = re.compile(r'
    ([\s\S]*?)
    ') + match = pattern.search(html_content) + + if match: + markdown_content = match.group(1) + version_tag = os.environ.get('__COMFYUI_DESKTOP_VERSION__') + if version_tag is not None: + markdown_content += f"
    ComfyUI: {version_tag} [Desktop]" + else: + version_tag = core.get_comfyui_tag() + if version_tag is None: + markdown_content += f"
    ComfyUI: {core.comfy_ui_revision}[{comfy_ui_hash[:6]}]({core.comfy_ui_commit_datetime.date()})" + else: + markdown_content += (f"
    ComfyUI: {version_tag}
    " + f"         ({core.comfy_ui_commit_datetime.date()})") + # markdown_content += f"
             ()" + markdown_content += f"
    Manager: {core.version_str}" + + markdown_content = add_target_blank(markdown_content) + + try: + if '__COMFYUI_DESKTOP_VERSION__' not in os.environ: + if core.comfy_ui_commit_datetime == datetime(1900, 1, 1, 0, 0, 0): + markdown_content = '

    Your ComfyUI isn\'t git repo.

    ' + markdown_content + elif core.comfy_ui_required_commit_datetime.date() > core.comfy_ui_commit_datetime.date(): + markdown_content = '

    Your ComfyUI is too OUTDATED!!!

    ' + markdown_content + except: + pass + + # Prepend startup notices from manager_migration + for message, level in reversed(manager_migration.startup_notices): + if level == 'error': + style = 'color:red; background-color:white; font-weight:bold' + elif level == 'warning': + style = 'color:orange; background-color:white; font-weight:bold' + else: + style = 'color:blue; background-color:white' + markdown_content = f'

    {message}

    ' + markdown_content + + return web.Response(text=markdown_content, status=200) + else: + return web.Response(text="Unable to retrieve Notice", status=200) + else: + return web.Response(text="Unable to retrieve Notice", status=200) + + +@routes.get("/manager/startup_alerts") +async def get_startup_alerts(request): + """Return startup alerts for customAlert display on page load. + + Returns JSON array of alerts that should be shown to user immediately. + All startup notices (error, warning, info) are returned. + """ + alerts = [] + + # Return all startup notices for alert display + for message, level in manager_migration.startup_notices: + # Convert HTML BR to newlines for customAlert + text = message.replace('
    ', '\n').replace('
    ', '\n') + # Add [ComfyUI-Manager] prefix for customAlert (notice board shows in Manager UI anyway) + text = text.replace('[Security Alert]', '[ComfyUI-Manager] Security Alert:') + text = text.replace('[MIGRATION]', '[ComfyUI-Manager] Migration:') + alerts.append({ + 'message': text, + 'level': level + }) + + return web.json_response(alerts) + + +@routes.get("/manager/reboot") +def restart(self): + if not is_allowed_security_level('middle'): + logging.error(SECURITY_MESSAGE_MIDDLE_OR_BELOW) + return security_403_response() + + try: + sys.stdout.close_log() + except Exception: + pass + + if '__COMFY_CLI_SESSION__' in os.environ: + with open(os.path.join(os.environ['__COMFY_CLI_SESSION__'] + '.reboot'), 'w'): + pass + + print("\nRestarting...\n\n") # This printing should not be logging - that will be ugly + exit(0) + + print("\nRestarting... [Legacy Mode]\n\n") # This printing should not be logging - that will be ugly + + sys_argv = sys.argv.copy() + if '--windows-standalone-build' in sys_argv: + sys_argv.remove('--windows-standalone-build') + + if sys_argv[0].endswith("__main__.py"): # this is a python module + module_name = os.path.basename(os.path.dirname(sys_argv[0])) + cmds = [sys.executable, '-m', module_name] + sys_argv[1:] + elif sys.platform.startswith('win32'): + cmds = ['"' + sys.executable + '"', '"' + sys_argv[0] + '"'] + sys_argv[1:] + else: + cmds = [sys.executable] + sys_argv + + print(f"Command: {cmds}", flush=True) + + return os.execv(sys.executable, cmds) + + +@routes.post("/manager/component/save") +async def save_component(request): + try: + data = await request.json() + name = data['name'] + workflow = data['workflow'] + + if not os.path.exists(core.manager_components_path): + os.mkdir(core.manager_components_path) + + if 'packname' in workflow and workflow['packname'] != '': + sanitized_name = manager_util.sanitize_filename(workflow['packname']) + '.pack' + else: + sanitized_name = manager_util.sanitize_filename(name) + '.json' + + filepath = os.path.join(core.manager_components_path, sanitized_name) + components = {} + if os.path.exists(filepath): + with open(filepath) as f: + components = json.load(f) + + components[name] = workflow + + with open(filepath, 'w') as f: + json.dump(components, f, indent=4, sort_keys=True) + return web.Response(text=filepath, status=200) + except: + return web.Response(status=400) + + +@routes.post("/manager/component/loads") +async def load_components(request): + if os.path.exists(core.manager_components_path): + try: + json_files = [f for f in os.listdir(core.manager_components_path) if f.endswith('.json')] + pack_files = [f for f in os.listdir(core.manager_components_path) if f.endswith('.pack')] + + components = {} + for json_file in json_files + pack_files: + file_path = os.path.join(core.manager_components_path, json_file) + with open(file_path, 'r') as file: + try: + # When there is a conflict between the .pack and the .json, the pack takes precedence and overrides. + components.update(json.load(file)) + except json.JSONDecodeError as e: + logging.error(f"[ComfyUI-Manager] Error decoding component file in file {json_file}: {e}") + + return web.json_response(components) + except Exception as e: + logging.error(f"[ComfyUI-Manager] failed to load components\n{e}") + return web.Response(status=400) + else: + return web.json_response({}) + + +@routes.get("/manager/version") +async def get_version(request): + return web.Response(text=core.version_str, status=200) + + +async def _confirm_try_install(sender, custom_node_url, msg): + json_obj = await core.get_data_by_mode('default', 'custom-node-list.json') + + sender = manager_util.sanitize_tag(sender) + msg = manager_util.sanitize_tag(msg) + target = core.lookup_customnode_by_url(json_obj, custom_node_url) + + if target is not None: + PromptServer.instance.send_sync("cm-api-try-install-customnode", + {"sender": sender, "target": target, "msg": msg}) + else: + logging.error(f"[ComfyUI Manager API] Failed to try install - Unknown custom node url '{custom_node_url}'") + + +def confirm_try_install(sender, custom_node_url, msg): + asyncio.run(_confirm_try_install(sender, custom_node_url, msg)) + + +cm_global.register_api('cm.try-install-custom-node', confirm_try_install) + + +async def default_cache_update(): + core.refresh_channel_dict() + channel_url = core.get_config()['channel_url'] + async def get_cache(filename): + try: + if core.get_config()['default_cache_as_channel_url']: + uri = f"{channel_url}/{filename}" + else: + uri = f"{core.DEFAULT_CHANNEL}/{filename}" + + cache_uri = str(manager_util.simple_hash(uri)) + '_' + filename + cache_uri = os.path.join(manager_util.cache_dir, cache_uri) + + json_obj = await manager_util.get_data(uri, True) + + with manager_util.cache_lock: + with open(cache_uri, "w", encoding='utf-8') as file: + json.dump(json_obj, file, indent=4, sort_keys=True) + logging.info(f"[ComfyUI-Manager] default cache updated: {uri}") + except Exception as e: + logging.error(f"[ComfyUI-Manager] Failed to perform initial fetching '{filename}': {e}") + traceback.print_exc() + + if core.get_config()['network_mode'] != 'offline': + a = get_cache("custom-node-list.json") + b = get_cache("extension-node-map.json") + c = get_cache("model-list.json") + d = get_cache("alter-list.json") + e = get_cache("github-stats.json") + + await asyncio.gather(a, b, c, d, e) + + if core.get_config()['network_mode'] == 'private': + logging.info("[ComfyUI-Manager] The private comfyregistry is not yet supported in `network_mode=private`.") + else: + # load at least once + await core.unified_manager.reload('remote', dont_wait=False) + await core.unified_manager.get_custom_nodes(channel_url, 'remote') + + logging.info("[ComfyUI-Manager] All startup tasks have been completed.") + + +threading.Thread(target=lambda: asyncio.run(default_cache_update())).start() + +if not os.path.exists(core.manager_config_path): + core.get_config() + core.write_config() + + +cm_global.register_extension('ComfyUI-Manager', + {'version': core.version, + 'name': 'ComfyUI Manager', + 'nodes': {}, + 'description': 'This extension provides the ability to manage custom nodes in ComfyUI.', }) + + diff --git a/custom_nodes/ComfyUI-Manager/glob/manager_util.py b/custom_nodes/ComfyUI-Manager/glob/manager_util.py new file mode 100644 index 0000000000000000000000000000000000000000..fd110b7fc5ad2acfc73b7a228b29b34b75c477e0 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/manager_util.py @@ -0,0 +1,633 @@ +""" +description: + `manager_util` is the lightest module shared across the prestartup_script, main code, and cm-cli of ComfyUI-Manager. +""" +import traceback + +import aiohttp +import json +import threading +import os +from datetime import datetime +import subprocess +import sys +import re +import logging +import platform +import shlex +from functools import lru_cache + + +cache_lock = threading.Lock() + +comfyui_manager_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..')) +cache_dir = os.path.join(comfyui_manager_path, '.cache') # This path is also updated together in **manager_core.update_user_directory**. + +use_uv = False +bypass_ssl = False + +def add_python_path_to_env(): + if platform.system() != "Windows": + sep = ':' + else: + sep = ';' + + os.environ['PATH'] = os.path.dirname(sys.executable)+sep+os.environ['PATH'] + + +@lru_cache(maxsize=2) +def get_pip_cmd(force_uv=False): + """ + Get the base pip command, with automatic fallback to uv if pip is unavailable. + + Args: + force_uv (bool): If True, use uv directly without trying pip + + Returns: + list: Base command for pip operations + """ + embedded = 'python_embeded' in sys.executable + + # Try pip first (unless forcing uv) + if not force_uv: + try: + test_cmd = [sys.executable] + (['-s'] if embedded else []) + ['-m', 'pip', '--version'] + subprocess.check_output(test_cmd, stderr=subprocess.DEVNULL, timeout=5) + return [sys.executable] + (['-s'] if embedded else []) + ['-m', 'pip'] + except Exception: + logging.warning("[ComfyUI-Manager] `python -m pip` not available. Falling back to `uv`.") + + # Try uv (either forced or pip failed) + import shutil + + # Try uv as Python module + try: + test_cmd = [sys.executable] + (['-s'] if embedded else []) + ['-m', 'uv', '--version'] + subprocess.check_output(test_cmd, stderr=subprocess.DEVNULL, timeout=5) + logging.info("[ComfyUI-Manager] Using `uv` as Python module for pip operations.") + return [sys.executable] + (['-s'] if embedded else []) + ['-m', 'uv', 'pip'] + except Exception: + pass + + # Try standalone uv + if shutil.which('uv'): + logging.info("[ComfyUI-Manager] Using standalone `uv` for pip operations.") + return ['uv', 'pip'] + + # Nothing worked + logging.error("[ComfyUI-Manager] Neither `python -m pip` nor `uv` are available. Cannot proceed with package operations.") + raise Exception("Neither `pip` nor `uv` are available for package management") + + +def make_pip_cmd(cmd): + """ + Create a pip command by combining the cached base pip command with the given arguments. + + Args: + cmd (list): List of pip command arguments (e.g., ['install', 'package']) + + Returns: + list: Complete command list ready for subprocess execution + """ + global use_uv + base_cmd = get_pip_cmd(force_uv=use_uv) + return base_cmd + cmd + + +# DON'T USE StrictVersion - cannot handle pre_release version +# try: +# from distutils.version import StrictVersion +# except: +# print(f"[ComfyUI-Manager] 'distutils' package not found. Activating fallback mode for compatibility.") +class StrictVersion: + def __init__(self, version_string): + self.version_string = version_string + self.major = 0 + self.minor = 0 + self.patch = 0 + self.pre_release = None + self.parse_version_string() + + def parse_version_string(self): + parts = self.version_string.split('.') + if not parts: + raise ValueError("Version string must not be empty") + + self.major = int(parts[0]) + self.minor = int(parts[1]) if len(parts) > 1 else 0 + self.patch = int(parts[2]) if len(parts) > 2 else 0 + + # Handling pre-release versions if present + if len(parts) > 3: + self.pre_release = parts[3] + + def __str__(self): + version = f"{self.major}.{self.minor}.{self.patch}" + if self.pre_release: + version += f"-{self.pre_release}" + return version + + def __eq__(self, other): + return (self.major, self.minor, self.patch, self.pre_release) == \ + (other.major, other.minor, other.patch, other.pre_release) + + def __lt__(self, other): + if (self.major, self.minor, self.patch) == (other.major, other.minor, other.patch): + return self.pre_release_compare(self.pre_release, other.pre_release) < 0 + return (self.major, self.minor, self.patch) < (other.major, other.minor, other.patch) + + @staticmethod + def pre_release_compare(pre1, pre2): + if pre1 == pre2: + return 0 + if pre1 is None: + return 1 + if pre2 is None: + return -1 + return -1 if pre1 < pre2 else 1 + + def __le__(self, other): + return self == other or self < other + + def __gt__(self, other): + return not self <= other + + def __ge__(self, other): + return not self < other + + def __ne__(self, other): + return not self == other + + +def simple_hash(input_string): + hash_value = 0 + for char in input_string: + hash_value = (hash_value * 31 + ord(char)) % (2**32) + + return hash_value + + +def is_file_created_within_one_day(file_path): + if not os.path.exists(file_path): + return False + + file_creation_time = os.path.getctime(file_path) + current_time = datetime.now().timestamp() + time_difference = current_time - file_creation_time + + return time_difference <= 86400 + + +async def get_data(uri, silent=False): + if not silent: + print(f"FETCH DATA from: {uri}", end="") + + if uri.startswith("http"): + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=not bypass_ssl)) as session: + headers = { + 'Cache-Control': 'no-cache', + 'Pragma': 'no-cache', + 'Expires': '0' + } + async with session.get(uri, headers=headers) as resp: + json_text = await resp.text() + else: + with cache_lock: + with open(uri, "r", encoding="utf-8") as f: + json_text = f.read() + + try: + json_obj = json.loads(json_text) + except Exception as e: + logging.error(f"[ComfyUI-Manager] An error occurred while fetching '{uri}': {e}") + + return {} + + if not silent: + print(" [DONE]") + + return json_obj + + +def get_cache_path(uri): + cache_uri = str(simple_hash(uri)) + '_' + os.path.basename(uri).replace('&', "_").replace('?', "_").replace('=', "_") + return os.path.join(cache_dir, cache_uri+'.json') + + +def get_cache_state(uri): + cache_uri = get_cache_path(uri) + + if not os.path.exists(cache_uri): + return "not-cached" + elif is_file_created_within_one_day(cache_uri): + return "cached" + + return "expired" + + +def save_to_cache(uri, json_obj, silent=False): + cache_uri = get_cache_path(uri) + + with cache_lock: + with open(cache_uri, "w", encoding='utf-8') as file: + json.dump(json_obj, file, indent=4, sort_keys=True) + if not silent: + logging.info(f"[ComfyUI-Manager] default cache updated: {uri}") + + +async def get_data_with_cache(uri, silent=False, cache_mode=True, dont_wait=False, dont_cache=False): + cache_uri = get_cache_path(uri) + + if cache_mode and dont_wait: + # NOTE: return the cache if possible, even if it is expired, so do not cache + if not os.path.exists(cache_uri): + logging.error(f"[ComfyUI-Manager] The network connection is unstable, so it is operating in fallback mode: {uri}") + + return {} + else: + if not is_file_created_within_one_day(cache_uri): + logging.error(f"[ComfyUI-Manager] The network connection is unstable, so it is operating in outdated cache mode: {uri}") + + return await get_data(cache_uri, silent=silent) + + if cache_mode and is_file_created_within_one_day(cache_uri): + json_obj = await get_data(cache_uri, silent=silent) + else: + json_obj = await get_data(uri, silent=silent) + if not dont_cache: + with cache_lock: + with open(cache_uri, "w", encoding='utf-8') as file: + json.dump(json_obj, file, indent=4, sort_keys=True) + if not silent: + logging.info(f"[ComfyUI-Manager] default cache updated: {uri}") + + return json_obj + + +def sanitize_tag(x): + return x.replace('<', '<').replace('>', '>') + + +def extract_package_as_zip(file_path, extract_path): + import zipfile + try: + with zipfile.ZipFile(file_path, "r") as zip_ref: + zip_ref.extractall(extract_path) + extracted_files = zip_ref.namelist() + logging.info(f"Extracted zip file to {extract_path}") + return extracted_files + except zipfile.BadZipFile: + logging.error(f"File '{file_path}' is not a zip or is corrupted.") + return None + + +pip_map = None + + +def get_installed_packages(renew=False): + global pip_map + + if renew or pip_map is None: + try: + result = subprocess.check_output(make_pip_cmd(['list']), universal_newlines=True) + + pip_map = {} + for line in result.split('\n'): + x = line.strip() + if x: + y = line.split() + if y[0] == 'Package' or y[0].startswith('-'): + continue + + normalized_name = y[0].lower().replace('-', '_') + pip_map[normalized_name] = y[1] + except subprocess.CalledProcessError: + logging.error("[ComfyUI-Manager] Failed to retrieve the information of installed pip packages.") + return {} + + return pip_map + + +def clear_pip_cache(): + global pip_map + pip_map = None + + +def parse_requirement_line(line): + tokens = shlex.split(line) + if not tokens: + return None + + package_spec = tokens[0] + + pattern = re.compile( + r'^(?P[A-Za-z0-9_.+-]+)' + r'(?P==|>=|<=|!=|~=|>|<)?' + r'(?P[A-Za-z0-9_.+-]*)$' + ) + m = pattern.match(package_spec) + if not m: + return None + + package = m.group('package') + operator = m.group('operator') or None + version = m.group('version') or None + + index_url = None + if '--index-url' in tokens: + idx = tokens.index('--index-url') + if idx + 1 < len(tokens): + index_url = tokens[idx + 1] + + res = {'package': package} + + if operator is not None: + res['operator'] = operator + + if version is not None: + res['version'] = StrictVersion(version) + + if index_url is not None: + res['index_url'] = index_url + + return res + + +torch_torchvision_torchaudio_version_map = { + '2.7.0': ('0.22.0', '2.7.0'), + '2.6.0': ('0.21.0', '2.6.0'), + '2.5.1': ('0.20.0', '2.5.0'), + '2.5.0': ('0.20.0', '2.5.0'), + '2.4.1': ('0.19.1', '2.4.1'), + '2.4.0': ('0.19.0', '2.4.0'), + '2.3.1': ('0.18.1', '2.3.1'), + '2.3.0': ('0.18.0', '2.3.0'), + '2.2.2': ('0.17.2', '2.2.2'), + '2.2.1': ('0.17.1', '2.2.1'), + '2.2.0': ('0.17.0', '2.2.0'), + '2.1.2': ('0.16.2', '2.1.2'), + '2.1.1': ('0.16.1', '2.1.1'), + '2.1.0': ('0.16.0', '2.1.0'), + '2.0.1': ('0.15.2', '2.0.1'), + '2.0.0': ('0.15.1', '2.0.0'), +} + + +def torch_rollback(prev): + spec = prev.split('+') + if len(spec) > 1: + platform = spec[1] + else: + cmd = make_pip_cmd(['install', '--force', 'torch', 'torchvision', 'torchaudio']) + subprocess.check_output(cmd, universal_newlines=True) + logging.error(cmd) + return + + torch_ver = StrictVersion(spec[0]) + torch_ver = f"{torch_ver.major}.{torch_ver.minor}.{torch_ver.patch}" + torch_torchvision_torchaudio_ver = torch_torchvision_torchaudio_version_map.get(torch_ver) + + if torch_torchvision_torchaudio_ver is None: + cmd = make_pip_cmd(['install', '--pre', 'torch', 'torchvision', 'torchaudio', + '--index-url', f"https://download.pytorch.org/whl/nightly/{platform}"]) + logging.info("[ComfyUI-Manager] restore PyTorch to nightly version") + else: + torchvision_ver, torchaudio_ver = torch_torchvision_torchaudio_ver + cmd = make_pip_cmd(['install', f'torch=={torch_ver}', f'torchvision=={torchvision_ver}', f"torchaudio=={torchaudio_ver}", + '--index-url', f"https://download.pytorch.org/whl/{platform}"]) + logging.info(f"[ComfyUI-Manager] restore PyTorch to {torch_ver}+{platform}") + + subprocess.check_output(cmd, universal_newlines=True) + + +class PIPFixer: + def __init__(self, prev_pip_versions, comfyui_path, manager_files_path): + self.prev_pip_versions = { **prev_pip_versions } + self.comfyui_path = comfyui_path + self.manager_files_path = manager_files_path + + def fix_broken(self): + new_pip_versions = get_installed_packages(True) + + # remove `comfy` python package + try: + if 'comfy' in new_pip_versions: + cmd = make_pip_cmd(['uninstall', 'comfy']) + subprocess.check_output(cmd, universal_newlines=True) + + logging.warning("[ComfyUI-Manager] 'comfy' python package is uninstalled.\nWARN: The 'comfy' package is completely unrelated to ComfyUI and should never be installed as it causes conflicts with ComfyUI.") + except Exception as e: + logging.error("[ComfyUI-Manager] Failed to uninstall `comfy` python package") + logging.error(e) + + # fix torch - reinstall torch packages if version is changed + try: + if 'torch' not in self.prev_pip_versions or 'torchvision' not in self.prev_pip_versions or 'torchaudio' not in self.prev_pip_versions: + logging.error("[ComfyUI-Manager] PyTorch is not installed") + elif self.prev_pip_versions['torch'] != new_pip_versions['torch'] \ + or self.prev_pip_versions['torchvision'] != new_pip_versions['torchvision'] \ + or self.prev_pip_versions['torchaudio'] != new_pip_versions['torchaudio']: + torch_rollback(self.prev_pip_versions['torch']) + except Exception as e: + logging.error("[ComfyUI-Manager] Failed to restore PyTorch") + logging.error(e) + + # fix opencv + try: + ocp = new_pip_versions.get('opencv-contrib-python') + ocph = new_pip_versions.get('opencv-contrib-python-headless') + op = new_pip_versions.get('opencv-python') + oph = new_pip_versions.get('opencv-python-headless') + + versions = [ocp, ocph, op, oph] + versions = [StrictVersion(x) for x in versions if x is not None] + versions.sort(reverse=True) + + if len(versions) > 0: + # upgrade to maximum version + targets = [] + cur = versions[0] + if ocp is not None and StrictVersion(ocp) != cur: + targets.append('opencv-contrib-python') + if ocph is not None and StrictVersion(ocph) != cur: + targets.append('opencv-contrib-python-headless') + if op is not None and StrictVersion(op) != cur: + targets.append('opencv-python') + if oph is not None and StrictVersion(oph) != cur: + targets.append('opencv-python-headless') + + if len(targets) > 0: + for x in targets: + cmd = make_pip_cmd(['install', f"{x}=={versions[0].version_string}"]) + subprocess.check_output(cmd, universal_newlines=True) + + logging.info(f"[ComfyUI-Manager] 'opencv' dependencies were fixed: {targets}") + except Exception as e: + logging.error("[ComfyUI-Manager] Failed to restore opencv") + logging.error(e) + + # fix missing frontend + try: + # NOTE: package name in requirements is 'comfyui-frontend-package' + # but, package name from `pip freeze` is 'comfyui_frontend_package' + # but, package name from `uv pip freeze` is 'comfyui-frontend-package' + # + # get_installed_packages returns normalized name (i.e. comfyui_frontend_package) + if 'comfyui_frontend_package' not in new_pip_versions: + requirements_path = os.path.join(self.comfyui_path, 'requirements.txt') + + with open(requirements_path, 'r') as file: + lines = file.readlines() + + front_line = next((line.strip() for line in lines if line.startswith('comfyui-frontend-package')), None) + if front_line is None: + logging.info("[ComfyUI-Manager] Skipped fixing the 'comfyui-frontend-package' dependency because the ComfyUI is outdated.") + else: + cmd = make_pip_cmd(['install', front_line]) + subprocess.check_output(cmd , universal_newlines=True) + logging.info("[ComfyUI-Manager] 'comfyui-frontend-package' dependency were fixed") + except Exception as e: + logging.error("[ComfyUI-Manager] Failed to restore comfyui-frontend-package") + logging.error(e) + + # restore based on custom list + pip_auto_fix_path = os.path.join(self.manager_files_path, "pip_auto_fix.list") + if os.path.exists(pip_auto_fix_path): + with open(pip_auto_fix_path, 'r', encoding="UTF-8", errors="ignore") as f: + fixed_list = [] + + for x in f.readlines(): + try: + parsed = parse_requirement_line(x) + need_to_reinstall = True + + normalized_name = parsed['package'].lower().replace('-', '_') + if normalized_name in new_pip_versions: + if 'version' in parsed and 'operator' in parsed: + cur = StrictVersion(new_pip_versions[normalized_name]) + dest = parsed['version'] + op = parsed['operator'] + if cur == dest: + if op in ['==', '>=', '<=']: + need_to_reinstall = False + elif cur < dest: + if op in ['<=', '<', '~=', '!=']: + need_to_reinstall = False + elif cur > dest: + if op in ['>=', '>', '~=', '!=']: + need_to_reinstall = False + + if need_to_reinstall: + cmd_args = ['install'] + if 'version' in parsed and 'operator' in parsed: + cmd_args.append(parsed['package']+parsed['operator']+parsed['version'].version_string) + + if 'index_url' in parsed: + cmd_args.append('--index-url') + cmd_args.append(parsed['index_url']) + + cmd = make_pip_cmd(cmd_args) + subprocess.check_output(cmd, universal_newlines=True) + + fixed_list.append(parsed['package']) + except Exception as e: + traceback.print_exc() + logging.error(f"[ComfyUI-Manager] Failed to restore '{x}'") + logging.error(e) + + if len(fixed_list) > 0: + logging.info(f"[ComfyUI-Manager] dependencies in pip_auto_fix.json were fixed: {fixed_list}") + +def sanitize(data): + return data.replace("<", "<").replace(">", ">") + + +def sanitize_filename(input_string): + result_string = re.sub(r'[^a-zA-Z0-9_]', '_', input_string) + return result_string + + +def robust_readlines(fullpath): + import chardet + try: + with open(fullpath, "r") as f: + return f.readlines() + except: + encoding = None + with open(fullpath, "rb") as f: + raw_data = f.read() + result = chardet.detect(raw_data) + encoding = result['encoding'] + + if encoding is not None: + with open(fullpath, "r", encoding=encoding) as f: + return f.readlines() + + print(f"[ComfyUI-Manager] Failed to recognize encoding for: {fullpath}") + return [] + + +def restore_pip_snapshot(pips, options): + non_url = [] + local_url = [] + non_local_url = [] + + for k, v in pips.items(): + # NOTE: skip torch related packages + if k.startswith("torch==") or k.startswith("torchvision==") or k.startswith("torchaudio==") or k.startswith("nvidia-"): + continue + + if v == "": + non_url.append(k) + else: + if v.startswith('file:'): + local_url.append(v) + else: + non_local_url.append(v) + + + # restore other pips + failed = [] + if '--pip-non-url' in options: + # try all at once + res = 1 + try: + res = subprocess.check_output(make_pip_cmd(['install'] + non_url)) + except Exception: + pass + + # fallback + if res != 0: + for x in non_url: + res = 1 + try: + res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x])) + except Exception: + pass + + if res != 0: + failed.append(x) + + if '--pip-non-local-url' in options: + for x in non_local_url: + res = 1 + try: + res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x])) + except Exception: + pass + + if res != 0: + failed.append(x) + + if '--pip-local-url' in options: + for x in local_url: + res = 1 + try: + res = subprocess.check_output(make_pip_cmd(['install', '--no-deps', x])) + except Exception: + pass + + if res != 0: + failed.append(x) + + print(f"Installation failed for pip packages: {failed}") \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/glob/node_package.py b/custom_nodes/ComfyUI-Manager/glob/node_package.py new file mode 100644 index 0000000000000000000000000000000000000000..d199fa3084af9a4aeff8d9643901f2eb424c09b2 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/node_package.py @@ -0,0 +1,72 @@ +from __future__ import annotations + +from dataclasses import dataclass +import os + +from git_utils import get_commit_hash + + +@dataclass +class InstalledNodePackage: + """Information about an installed node package.""" + + id: str + fullpath: str + disabled: bool + version: str + + @property + def is_unknown(self) -> bool: + return self.version == "unknown" + + @property + def is_nightly(self) -> bool: + return self.version == "nightly" + + @property + def is_from_cnr(self) -> bool: + return not self.is_unknown and not self.is_nightly + + @property + def is_enabled(self) -> bool: + return not self.disabled + + @property + def is_disabled(self) -> bool: + return self.disabled + + def get_commit_hash(self) -> str: + return get_commit_hash(self.fullpath) + + def isValid(self) -> bool: + if self.is_from_cnr: + return os.path.exists(os.path.join(self.fullpath, '.tracking')) + + return True + + @staticmethod + def from_fullpath(fullpath: str, resolve_from_path) -> InstalledNodePackage: + parent_folder_name = os.path.basename(os.path.dirname(fullpath)) + module_name = os.path.basename(fullpath) + + if module_name.endswith(".disabled"): + node_id = module_name[:-9] + disabled = True + elif parent_folder_name == ".disabled": + # Nodes under custom_nodes/.disabled/* are disabled + node_id = module_name + disabled = True + else: + node_id = module_name + disabled = False + + info = resolve_from_path(fullpath) + if info is None: + version = 'unknown' + else: + node_id = info['id'] # robust module guessing + version = info['ver'] + + return InstalledNodePackage( + id=node_id, fullpath=fullpath, disabled=disabled, version=version + ) diff --git a/custom_nodes/ComfyUI-Manager/glob/security_check.py b/custom_nodes/ComfyUI-Manager/glob/security_check.py new file mode 100644 index 0000000000000000000000000000000000000000..892e96a25a3c38d72febd38c81e21174b9ed3341 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/security_check.py @@ -0,0 +1,124 @@ +import sys +import subprocess +import os + +import manager_util + + +def security_check(): + print("[START] Security scan") + + custom_nodes_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..')) + comfyui_path = os.path.abspath(os.path.join(custom_nodes_path, '..')) + + guide = { + "ComfyUI_LLMVISION": """ +0.Remove ComfyUI\\custom_nodes\\ComfyUI_LLMVISION. +1.Remove pip packages: openai-1.16.3.dist-info, anthropic-0.21.4.dist-info, openai-1.30.2.dist-info, anthropic-0.21.5.dist-info, anthropic-0.26.1.dist-info, %LocalAppData%\\rundll64.exe + (For portable versions, it is recommended to reinstall. If you are using a venv, it is advised to recreate the venv.) +2.Remove these files in your system: lib/browser/admin.py, Cadmino.py, Fadmino.py, VISION-D.exe, BeamNG.UI.exe +3.Check your Windows registry for the key listed above and remove it. + (HKEY_CURRENT_USER\\Software\\OpenAICLI) +4.Run a malware scanner. +5.Change all of your passwords, everywhere. + +(Reinstall OS is recommended.) +\n +Detailed information: https://old.reddit.com/r/comfyui/comments/1dbls5n/psa_if_youve_used_the_comfyui_llmvision_node_from/ + """, + "lolMiner": """ +1. Remove pip packages: lolMiner* +2. Remove files: lolMiner*, 4G_Ethash_Linux_Readme.txt, mine* in ComfyUI dir. + +(Reinstall ComfyUI is recommended.) + """, + "ultralytics==8.3.41": f""" +Execute following commands: + {sys.executable} -m pip uninstall ultralytics + {sys.executable} -m pip install ultralytics==8.3.40 + +And kill and remove /tmp/ultralytics_runner + + +The version 8.3.41 to 8.3.42 of the Ultralytics package you installed is compromised. Please uninstall that version and reinstall the latest version. +https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situation/ + """, + "ultralytics==8.3.42": f""" +Execute following commands: + {sys.executable} -m pip uninstall ultralytics + {sys.executable} -m pip install ultralytics==8.3.40 + +And kill and remove /tmp/ultralytics_runner + + +The version 8.3.41 to 8.3.42 of the Ultralytics package you installed is compromised. Please uninstall that version and reinstall the latest version. +https://blog.comfy.org/comfyui-statement-on-the-ultralytics-crypto-miner-situation/ + """ + } + + node_blacklist = {"ComfyUI_LLMVISION": "ComfyUI_LLMVISION"} + + pip_blacklist = { + "AppleBotzz": "ComfyUI_LLMVISION", + "ultralytics==8.3.41": "ultralytics==8.3.41" + } + + file_blacklist = { + "ComfyUI_LLMVISION": ["%LocalAppData%\\rundll64.exe"], + "lolMiner": [os.path.join(comfyui_path, 'lolMiner')] + } + + installed_pips = subprocess.check_output(manager_util.make_pip_cmd(["freeze"]), text=True) + + detected = set() + try: + anthropic_info = subprocess.check_output(manager_util.make_pip_cmd(["show", "anthropic"]), text=True, stderr=subprocess.DEVNULL) + requires_lines = [x for x in anthropic_info.split('\n') if x.startswith("Requires")] + if requires_lines: + anthropic_reqs = requires_lines[0].split(": ", 1)[1] + if "pycrypto" in anthropic_reqs: + location_lines = [x for x in anthropic_info.split('\n') if x.startswith("Location")] + if location_lines: + location = location_lines[0].split(": ", 1)[1] + for fi in os.listdir(location): + if fi.startswith("anthropic"): + guide["ComfyUI_LLMVISION"] = (f"\n0.Remove {os.path.join(location, fi)}" + guide["ComfyUI_LLMVISION"]) + detected.add("ComfyUI_LLMVISION") + + except subprocess.CalledProcessError: + pass + + for k, v in node_blacklist.items(): + if os.path.exists(os.path.join(custom_nodes_path, k)): + print(f"[SECURITY ALERT] custom node '{k}' is dangerous.") + detected.add(v) + + for k, v in pip_blacklist.items(): + if k in installed_pips: + detected.add(v) + break + + for k, v in file_blacklist.items(): + for x in v: + if os.path.exists(os.path.expandvars(x)): + detected.add(k) + break + + if len(detected) > 0: + for line in installed_pips.split('\n'): + for k, v in pip_blacklist.items(): + if k in line: + print(f"[SECURITY ALERT] '{line}' is dangerous.") + + print("\n########################################################################") + print(" Malware has been detected, forcibly terminating ComfyUI execution.") + print("########################################################################\n") + + for x in detected: + print(f"\n======== TARGET: {x} =========") + print("\nTODO:") + print(guide.get(x)) + + exit(-1) + + print("[DONE] Security scan") diff --git a/custom_nodes/ComfyUI-Manager/glob/share_3rdparty.py b/custom_nodes/ComfyUI-Manager/glob/share_3rdparty.py new file mode 100644 index 0000000000000000000000000000000000000000..837176fbda690989a6ca7abce465d9f5c016f3dc --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/glob/share_3rdparty.py @@ -0,0 +1,433 @@ +import mimetypes +import manager_core as core +import os +from aiohttp import web +import aiohttp +import json +import hashlib + +import folder_paths +from server import PromptServer + + +def extract_model_file_names(json_data): + """Extract unique file names from the input JSON data.""" + file_names = set() + model_filename_extensions = {'.safetensors', '.ckpt', '.pt', '.pth', '.bin'} + + # Recursively search for file names in the JSON data + def recursive_search(data): + if isinstance(data, dict): + for value in data.values(): + recursive_search(value) + elif isinstance(data, list): + for item in data: + recursive_search(item) + elif isinstance(data, str) and '.' in data: + file_names.add(os.path.basename(data)) # file_names.add(data) + + recursive_search(json_data) + return [f for f in list(file_names) if os.path.splitext(f)[1] in model_filename_extensions] + + +def find_file_paths(base_dir, file_names): + """Find the paths of the files in the base directory.""" + file_paths = {} + + for root, dirs, files in os.walk(base_dir): + # Exclude certain directories + dirs[:] = [d for d in dirs if d not in ['.git']] + + for file in files: + if file in file_names: + file_paths[file] = os.path.join(root, file) + return file_paths + + +def compute_sha256_checksum(filepath): + """Compute the SHA256 checksum of a file, in chunks""" + sha256 = hashlib.sha256() + with open(filepath, 'rb') as f: + for chunk in iter(lambda: f.read(4096), b''): + sha256.update(chunk) + return sha256.hexdigest() + + +@PromptServer.instance.routes.get("/manager/share_option") +async def share_option(request): + if "value" in request.rel_url.query: + core.get_config()['share_option'] = request.rel_url.query['value'] + core.write_config() + else: + return web.Response(text=core.get_config()['share_option'], status=200) + + return web.Response(status=200) + + +def get_openart_auth(): + if not os.path.exists(os.path.join(core.manager_files_path, ".openart_key")): + return None + try: + with open(os.path.join(core.manager_files_path, ".openart_key"), "r") as f: + openart_key = f.read().strip() + return openart_key if openart_key else None + except: + return None + + +def get_matrix_auth(): + if not os.path.exists(os.path.join(core.manager_files_path, "matrix_auth")): + return None + try: + with open(os.path.join(core.manager_files_path, "matrix_auth"), "r") as f: + matrix_auth = f.read() + homeserver, username, password = matrix_auth.strip().split("\n") + if not homeserver or not username or not password: + return None + return { + "homeserver": homeserver, + "username": username, + "password": password, + } + except: + return None + + +def get_comfyworkflows_auth(): + if not os.path.exists(os.path.join(core.manager_files_path, "comfyworkflows_sharekey")): + return None + try: + with open(os.path.join(core.manager_files_path, "comfyworkflows_sharekey"), "r") as f: + share_key = f.read() + if not share_key.strip(): + return None + return share_key + except: + return None + + +def get_youml_settings(): + if not os.path.exists(os.path.join(core.manager_files_path, ".youml")): + return None + try: + with open(os.path.join(core.manager_files_path, ".youml"), "r") as f: + youml_settings = f.read().strip() + return youml_settings if youml_settings else None + except: + return None + + +def set_youml_settings(settings): + with open(os.path.join(core.manager_files_path, ".youml"), "w") as f: + f.write(settings) + + +@PromptServer.instance.routes.get("/manager/get_openart_auth") +async def api_get_openart_auth(request): + # print("Getting stored Matrix credentials...") + openart_key = get_openart_auth() + if not openart_key: + return web.Response(status=404) + return web.json_response({"openart_key": openart_key}) + + +@PromptServer.instance.routes.post("/manager/set_openart_auth") +async def api_set_openart_auth(request): + json_data = await request.json() + openart_key = json_data['openart_key'] + with open(os.path.join(core.manager_files_path, ".openart_key"), "w") as f: + f.write(openart_key) + return web.Response(status=200) + + +@PromptServer.instance.routes.get("/manager/get_matrix_auth") +async def api_get_matrix_auth(request): + # print("Getting stored Matrix credentials...") + matrix_auth = get_matrix_auth() + if not matrix_auth: + return web.Response(status=404) + return web.json_response(matrix_auth) + + +@PromptServer.instance.routes.get("/manager/youml/settings") +async def api_get_youml_settings(request): + youml_settings = get_youml_settings() + if not youml_settings: + return web.Response(status=404) + return web.json_response(json.loads(youml_settings)) + + +@PromptServer.instance.routes.post("/manager/youml/settings") +async def api_set_youml_settings(request): + json_data = await request.json() + set_youml_settings(json.dumps(json_data)) + return web.Response(status=200) + + +@PromptServer.instance.routes.get("/manager/get_comfyworkflows_auth") +async def api_get_comfyworkflows_auth(request): + # Check if the user has provided Matrix credentials in a file called 'matrix_accesstoken' + # in the same directory as the ComfyUI base folder + # print("Getting stored Comfyworkflows.com auth...") + comfyworkflows_auth = get_comfyworkflows_auth() + if not comfyworkflows_auth: + return web.Response(status=404) + return web.json_response({"comfyworkflows_sharekey": comfyworkflows_auth}) + + +@PromptServer.instance.routes.post("/manager/set_esheep_workflow_and_images") +async def set_esheep_workflow_and_images(request): + json_data = await request.json() + with open(os.path.join(core.manager_files_path, "esheep_share_message.json"), "w", encoding='utf-8') as file: + json.dump(json_data, file, indent=4) + return web.Response(status=200) + + +@PromptServer.instance.routes.get("/manager/get_esheep_workflow_and_images") +async def get_esheep_workflow_and_images(request): + with open(os.path.join(core.manager_files_path, "esheep_share_message.json"), 'r', encoding='utf-8') as file: + data = json.load(file) + return web.Response(status=200, text=json.dumps(data)) + + +def set_matrix_auth(json_data): + homeserver = json_data['homeserver'] + username = json_data['username'] + password = json_data['password'] + with open(os.path.join(core.manager_files_path, "matrix_auth"), "w") as f: + f.write("\n".join([homeserver, username, password])) + + +def set_comfyworkflows_auth(comfyworkflows_sharekey): + with open(os.path.join(core.manager_files_path, "comfyworkflows_sharekey"), "w") as f: + f.write(comfyworkflows_sharekey) + + +def has_provided_matrix_auth(matrix_auth): + return matrix_auth['homeserver'].strip() and matrix_auth['username'].strip() and matrix_auth['password'].strip() + + +def has_provided_comfyworkflows_auth(comfyworkflows_sharekey): + return comfyworkflows_sharekey.strip() + + +@PromptServer.instance.routes.post("/manager/share") +async def share_art(request): + # get json data + json_data = await request.json() + + matrix_auth = json_data['matrix_auth'] + comfyworkflows_sharekey = json_data['cw_auth']['cw_sharekey'] + + set_matrix_auth(matrix_auth) + set_comfyworkflows_auth(comfyworkflows_sharekey) + + share_destinations = json_data['share_destinations'] + credits = json_data['credits'] + title = json_data['title'] + description = json_data['description'] + is_nsfw = json_data['is_nsfw'] + prompt = json_data['prompt'] + potential_outputs = json_data['potential_outputs'] + selected_output_index = json_data['selected_output_index'] + + try: + output_to_share = potential_outputs[int(selected_output_index)] + except: + # for now, pick the first output + output_to_share = potential_outputs[0] + + assert output_to_share['type'] in ('image', 'output') + output_dir = folder_paths.get_output_directory() + + if output_to_share['type'] == 'image': + asset_filename = output_to_share['image']['filename'] + asset_subfolder = output_to_share['image']['subfolder'] + + if output_to_share['image']['type'] == 'temp': + output_dir = folder_paths.get_temp_directory() + else: + asset_filename = output_to_share['output']['filename'] + asset_subfolder = output_to_share['output']['subfolder'] + + if asset_subfolder: + asset_filepath = os.path.join(output_dir, asset_subfolder, asset_filename) + else: + asset_filepath = os.path.join(output_dir, asset_filename) + + # get the mime type of the asset + assetFileType = mimetypes.guess_type(asset_filepath)[0] + + share_website_host = "UNKNOWN" + if "comfyworkflows" in share_destinations: + share_website_host = "https://comfyworkflows.com" + share_endpoint = f"{share_website_host}/api" + + # get presigned urls + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session: + async with session.post( + f"{share_endpoint}/get_presigned_urls", + json={ + "assetFileName": asset_filename, + "assetFileType": assetFileType, + "workflowJsonFileName": 'workflow.json', + "workflowJsonFileType": 'application/json', + }, + ) as resp: + assert resp.status == 200 + presigned_urls_json = await resp.json() + assetFilePresignedUrl = presigned_urls_json["assetFilePresignedUrl"] + assetFileKey = presigned_urls_json["assetFileKey"] + workflowJsonFilePresignedUrl = presigned_urls_json["workflowJsonFilePresignedUrl"] + workflowJsonFileKey = presigned_urls_json["workflowJsonFileKey"] + + # upload asset + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session: + async with session.put(assetFilePresignedUrl, data=open(asset_filepath, "rb")) as resp: + assert resp.status == 200 + + # upload workflow json + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session: + async with session.put(workflowJsonFilePresignedUrl, data=json.dumps(prompt['workflow']).encode('utf-8')) as resp: + assert resp.status == 200 + + model_filenames = extract_model_file_names(prompt['workflow']) + model_file_paths = find_file_paths(folder_paths.base_path, model_filenames) + + models_info = {} + for filename, filepath in model_file_paths.items(): + models_info[filename] = { + "filename": filename, + "sha256_checksum": compute_sha256_checksum(filepath), + "relative_path": os.path.relpath(filepath, folder_paths.base_path), + } + + # make a POST request to /api/upload_workflow with form data key values + async with aiohttp.ClientSession(trust_env=True, connector=aiohttp.TCPConnector(verify_ssl=False)) as session: + form = aiohttp.FormData() + if comfyworkflows_sharekey: + form.add_field("shareKey", comfyworkflows_sharekey) + form.add_field("source", "comfyui_manager") + form.add_field("assetFileKey", assetFileKey) + form.add_field("assetFileType", assetFileType) + form.add_field("workflowJsonFileKey", workflowJsonFileKey) + form.add_field("sharedWorkflowWorkflowJsonString", json.dumps(prompt['workflow'])) + form.add_field("sharedWorkflowPromptJsonString", json.dumps(prompt['output'])) + form.add_field("shareWorkflowCredits", credits) + form.add_field("shareWorkflowTitle", title) + form.add_field("shareWorkflowDescription", description) + form.add_field("shareWorkflowIsNSFW", str(is_nsfw).lower()) + form.add_field("currentSnapshot", json.dumps(await core.get_current_snapshot())) + form.add_field("modelsInfo", json.dumps(models_info)) + + async with session.post( + f"{share_endpoint}/upload_workflow", + data=form, + ) as resp: + assert resp.status == 200 + upload_workflow_json = await resp.json() + workflowId = upload_workflow_json["workflowId"] + + # check if the user has provided Matrix credentials + if "matrix" in share_destinations: + comfyui_share_room_id = '!LGYSoacpJPhIfBqVfb:matrix.org' + filename = os.path.basename(asset_filepath) + content_type = assetFileType + + try: + from nio import AsyncClient, LoginResponse, UploadResponse + + homeserver = 'matrix.org' + if matrix_auth: + homeserver = matrix_auth.get('homeserver', 'matrix.org') + homeserver = homeserver.replace("http://", "https://") + if not homeserver.startswith("https://"): + homeserver = "https://" + homeserver + + client = AsyncClient(homeserver, matrix_auth['username']) + + # Login + login_resp = await client.login(matrix_auth['password']) + if not isinstance(login_resp, LoginResponse) or not login_resp.access_token: + await client.close() + return web.json_response({"error": "Invalid Matrix credentials."}, content_type='application/json', status=400) + + # Upload asset + with open(asset_filepath, 'rb') as f: + upload_resp, _maybe_keys = await client.upload(f, content_type=content_type, filename=filename) + asset_data = f.seek(0) or f.read() # get size for info below + if not isinstance(upload_resp, UploadResponse) or not upload_resp.content_uri: + await client.close() + return web.json_response({"error": "Failed to upload asset to Matrix."}, content_type='application/json', status=500) + mxc_url = upload_resp.content_uri + + # Upload workflow JSON + import io + workflow_json_bytes = json.dumps(prompt['workflow']).encode('utf-8') + workflow_io = io.BytesIO(workflow_json_bytes) + upload_workflow_resp, _maybe_keys = await client.upload(workflow_io, content_type='application/json', filename='workflow.json') + workflow_io.seek(0) + if not isinstance(upload_workflow_resp, UploadResponse) or not upload_workflow_resp.content_uri: + await client.close() + return web.json_response({"error": "Failed to upload workflow to Matrix."}, content_type='application/json', status=500) + workflow_json_mxc_url = upload_workflow_resp.content_uri + + # Send text message + text_content = "" + if title: + text_content += f"{title}\n" + if description: + text_content += f"{description}\n" + if credits: + text_content += f"\ncredits: {credits}\n" + await client.room_send( + room_id=comfyui_share_room_id, + message_type="m.room.message", + content={"msgtype": "m.text", "body": text_content} + ) + + # Send image + await client.room_send( + room_id=comfyui_share_room_id, + message_type="m.room.message", + content={ + "msgtype": "m.image", + "body": filename, + "url": mxc_url, + "info": { + "mimetype": content_type, + "size": len(asset_data) + } + } + ) + + # Send workflow JSON file + await client.room_send( + room_id=comfyui_share_room_id, + message_type="m.room.message", + content={ + "msgtype": "m.file", + "body": "workflow.json", + "url": workflow_json_mxc_url, + "info": { + "mimetype": "application/json", + "size": len(workflow_json_bytes) + } + } + ) + + await client.close() + + except: + import traceback + traceback.print_exc() + return web.json_response({"error": "An error occurred when sharing your art to Matrix."}, content_type='application/json', status=500) + + return web.json_response({ + "comfyworkflows": { + "url": None if "comfyworkflows" not in share_destinations else f"{share_website_host}/workflows/{workflowId}", + }, + "matrix": { + "success": None if "matrix" not in share_destinations else True + } + }, content_type='application/json', status=200) diff --git a/custom_nodes/ComfyUI-Manager/js/README.md b/custom_nodes/ComfyUI-Manager/js/README.md new file mode 100644 index 0000000000000000000000000000000000000000..5ceb21ba4b7495cf46042a8b773657269a86dfa2 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/README.md @@ -0,0 +1,50 @@ +# ComfyUI-Manager: Frontend (js) + +This directory contains the JavaScript frontend implementation for ComfyUI-Manager, providing the user interface components that interact with the backend API. + +## Core Components + +- **comfyui-manager.js**: Main entry point that initializes the manager UI and integrates with ComfyUI. +- **custom-nodes-manager.js**: Implements the UI for browsing, installing, and managing custom nodes. +- **model-manager.js**: Handles the model management interface for downloading and organizing AI models. +- **components-manager.js**: Manages reusable workflow components system. +- **snapshot.js**: Implements the snapshot system for backing up and restoring installations. + +## Sharing Components + +- **comfyui-share-common.js**: Base functionality for workflow sharing features. +- **comfyui-share-copus.js**: Integration with the ComfyUI Copus sharing platform. +- **comfyui-share-openart.js**: Integration with the OpenArt sharing platform. +- **comfyui-share-youml.js**: Integration with the YouML sharing platform. + +## Utility Components + +- **cm-api.js**: Client-side API wrapper for communication with the backend. +- **common.js**: Shared utilities and helper functions used across the frontend. +- **node_fixer.js**: Utilities for fixing disconnected links and repairing malformed nodes by recreating them while preserving connections. +- **popover-helper.js**: UI component for popup tooltips and contextual information. +- **turbogrid.esm.js**: Grid component library - https://github.com/cenfun/turbogrid +- **workflow-metadata.js**: Handles workflow metadata parsing, validation and cross-repository compatibility including versioning, dependencies tracking, and resource management. + +## Architecture + +The frontend follows a modular component-based architecture: + +1. **Integration Layer**: Connects with ComfyUI's existing UI system +2. **Manager Components**: Individual functional UI components (node manager, model manager, etc.) +3. **Sharing Components**: Platform-specific sharing implementations +4. **Utility Layer**: Reusable UI components and helpers + +## Implementation Details + +- The frontend integrates directly with ComfyUI's UI system through `app.js` +- Dialog-based UI for most manager functions to avoid cluttering the main interface +- Asynchronous API calls to handle backend operations without blocking the UI + +## Styling + +CSS files are included for specific components: +- **custom-nodes-manager.css**: Styling for the node management UI +- **model-manager.css**: Styling for the model management UI + +This frontend implementation provides a comprehensive yet user-friendly interface for managing the ComfyUI ecosystem. diff --git a/custom_nodes/ComfyUI-Manager/js/cm-api.js b/custom_nodes/ComfyUI-Manager/js/cm-api.js new file mode 100644 index 0000000000000000000000000000000000000000..c4d6da03a559a99ce229405ae2e22d44ee32a47d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/cm-api.js @@ -0,0 +1,67 @@ +import { api } from "../../scripts/api.js"; +import { app } from "../../scripts/app.js"; +import { sleep, customConfirm, customAlert, handle403Response, show_message } from "./common.js"; + +async function tryInstallCustomNode(event) { + let msg = '-= [ComfyUI Manager] extension installation request =-\n\n'; + msg += `The '${event.detail.sender}' extension requires the installation of the '${event.detail.target.title}' extension. `; + + if(event.detail.target.installed == 'Disabled') { + msg += 'However, the extension is currently disabled. Would you like to enable it and reboot?' + } + else if(event.detail.target.installed == 'True') { + msg += 'However, it seems that the extension is in an import-fail state or is not compatible with the current version. Please address this issue.'; + } + else { + msg += `Would you like to install it and reboot?`; + } + + msg += `\n\nRequest message:\n${event.detail.msg}`; + + if(event.detail.target.installed == 'True') { + customAlert(msg); + return; + } + const res = await customConfirm(msg); + if(res) { + if(event.detail.target.installed == 'Disabled') { + const response = await api.fetchApi(`/customnode/toggle_active`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify(event.detail.target) + }); + } + else { + await sleep(300); + app.ui.dialog.show(`Installing... '${event.detail.target.title}'`); + + const response = await api.fetchApi(`/customnode/install`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify(event.detail.target) + }); + + if(response.status == 403) { + await handle403Response(response); + return false; + } + else if(response.status == 400) { + let msg = await res.text(); + show_message(msg); + return false; + } + } + + let response = await api.fetchApi("/manager/reboot"); + if(response.status == 403) { + await handle403Response(response); + return false; + } + + await sleep(300); + + app.ui.dialog.show(`Rebooting...`); + } +} + +api.addEventListener("cm-api-try-install-customnode", tryInstallCustomNode); diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-gui-builder.js b/custom_nodes/ComfyUI-Manager/js/comfyui-gui-builder.js new file mode 100644 index 0000000000000000000000000000000000000000..e6de81c6d27ea7e7b3d6707b5c64dd58fc365590 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-gui-builder.js @@ -0,0 +1,227 @@ +import { $el } from "../../scripts/ui.js"; + +function normalizeContent(content) { + const tmp = document.createElement('div'); + if (typeof content === 'string') { + tmp.innerHTML = content; + return Array.from(tmp.childNodes); + } + if (content instanceof Node) { + return content; + } + return content; +} + +export function createSettingsCombo(label, content) { + const settingItem = $el("div.setting-item", {}, [ + $el("div.flex.flex-row.items-center.gap-2",[ + $el("div.form-label.flex.grow.items-center", [ + $el("span.text-muted", { textContent: label },) + ]), + $el("div.form-input.flex.justify-end", + [content] + ) + ] + ) + ]); + return settingItem; +} + +export function buildGuiFrame(dialogId, title, iconClass, content, owner) { + const dialog_mask = $el("div.p-dialog-mask.p-overlay-mask.p-overlay-mask-enter", { + parent: document.body, + style: { + position: "fixed", + height: "100%", + width: "100%", + left: "0px", + top: "0px", + display: "flex", + justifyContent: "center", + alignItems: "center", + pointerEvents: "auto", + zIndex: "1000" + }, + onclick: (e) => { + if (e.target === dialog_mask) { + owner.close(); + } + } + // data-pc-section="mask" + }); + + const header_actions = $el("div.p-dialog-header-actions", { + // [TODO] + // data-pc-section="headeractions" + } + ); + + const close_button = $el("button.p-button.p-component.p-button-icon-only.p-button-secondary.p-button-rounded.p-button-text.p-dialog-close-button", { + parent: header_actions, + type: "button", + ariaLabel: "Close", + onclick: () => owner.close(), + // "data-pc-name": "pcclosebutton", + // "data-p-disabled": "false", + // "data-p-severity": "secondary", + // "data-pc-group-section": "headericon", + // "data-pc-extend": "button", + // "data-pc-section": "root", + // [FIXME] Not sure how to do most of the SVG using $el + innerHTML: ' ' + } + ); + + const dialog_header = $el("div.p-dialog-header", + [ + $el("div", [ + $el("div", + { + id: "frame-title-container", + }, + [ + $el("h2.px-4", [ + $el(iconClass, { + style: { + "font-size": "1.25rem", + "margin-right": ".5rem" + } + }), + $el("span", { textContent: title }) + ]) + ] + ) + ]), + header_actions + ] + ); + + const contentFrame = $el("div.p-dialog-content", {}, normalizeContent(content)); + const manager_dialog = $el("div.p-dialog.p-component.global-dialog", { + id: dialogId, + parent: dialog_mask, + style: { + 'display': 'flex', + 'flex-direction': 'column', + 'pointer-events': 'auto', + 'margin': '0px', + }, + role: 'dialog', + ariaModal: 'true', + // [TODO] + // ariaLabbelledby: 'cm-title', + // maximized: 'false', + // data-pc-name: 'dialog', + // data-pc-section: 'root', + // data-pd-focustrap: 'true' + }, + [ dialog_header, contentFrame ] + ); + + const hidden_accessible = $el("span.p-hidden-accessible.p-hidden-focusable", { + parent: manager_dialog, + tabindex: "0", + role: "presentation", + ariaHidden: "true", + "data-p-hidden-accessible": "true", + "data-p-hidden-focusable": "true", + "data-pc-section": "firstfocusableelement" + }); + + return dialog_mask; +} + +export function buildGuiFrameCustomHeader(dialogId, customHeader, content, owner) { + const dialog_mask = $el("div.p-dialog-mask.p-overlay-mask.p-overlay-mask-enter", { + parent: document.body, + style: { + position: "fixed", + height: "100%", + width: "100%", + left: "0px", + top: "0px", + display: "flex", + justifyContent: "center", + alignItems: "center", + pointerEvents: "auto", + zIndex: "1000" + }, + onclick: (e) => { + if (e.target === dialog_mask) { + owner.close(); + } + } + // data-pc-section="mask" + }); + + const header_actions = $el("div.p-dialog-header-actions", { + // [TODO] + // data-pc-section="headeractions" + } + ); + + const close_button = $el("button.p-button.p-component.p-button-icon-only.p-button-secondary.p-button-rounded.p-button-text.p-dialog-close-button", { + parent: header_actions, + type: "button", + ariaLabel: "Close", + onclick: () => owner.close(), + // "data-pc-name": "pcclosebutton", + // "data-p-disabled": "false", + // "data-p-severity": "secondary", + // "data-pc-group-section": "headericon", + // "data-pc-extend": "button", + // "data-pc-section": "root", + // [FIXME] Not sure how to do most of the SVG using $el + innerHTML: ' ' + } + ); + + const _customHeader = normalizeContent(customHeader); + const dialog_header = $el("div.p-dialog-header", + [ + $el("div", [ + $el("div", + { + id: "frame-title-container", + }, + Array.isArray(_customHeader) ? _customHeader : [_customHeader] + ) + ]), + header_actions + ] + ); + + const contentFrame = $el("div.p-dialog-content", {}, normalizeContent(content)); + const manager_dialog = $el("div.p-dialog.p-component.global-dialog", { + id: dialogId, + parent: dialog_mask, + style: { + 'display': 'flex', + 'flex-direction': 'column', + 'pointer-events': 'auto', + 'margin': '0px', + }, + role: 'dialog', + ariaModal: 'true', + // [TODO] + // ariaLabbelledby: 'cm-title', + // maximized: 'false', + // data-pc-name: 'dialog', + // data-pc-section: 'root', + // data-pd-focustrap: 'true' + }, + [ dialog_header, contentFrame ] + ); + + const hidden_accessible = $el("span.p-hidden-accessible.p-hidden-focusable", { + parent: manager_dialog, + tabindex: "0", + role: "presentation", + ariaHidden: "true", + "data-p-hidden-accessible": "true", + "data-p-hidden-focusable": "true", + "data-pc-section": "firstfocusableelement" + }); + + return dialog_mask; +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-manager.js b/custom_nodes/ComfyUI-Manager/js/comfyui-manager.js new file mode 100644 index 0000000000000000000000000000000000000000..bcf7e9e5de7e4c5a805b5939e9679b9cf012cab0 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-manager.js @@ -0,0 +1,1738 @@ +import { api } from "../../scripts/api.js"; +import { app } from "../../scripts/app.js"; +import { $el, ComfyDialog } from "../../scripts/ui.js"; +import { + SUPPORTED_OUTPUT_NODE_TYPES, + ShareDialog, + ShareDialogChooser, + getPotentialOutputsAndOutputNodes, + showOpenArtShareDialog, + showShareDialog, + showYouMLShareDialog +} from "./comfyui-share-common.js"; +import { OpenArtShareDialog } from "./comfyui-share-openart.js"; +import { + free_models, install_pip, install_via_git_url, manager_instance, + rebootAPI, setManagerInstance, show_message, customAlert, customPrompt, + infoToast, showTerminal, setNeedRestart, handle403Response +} from "./common.js"; +import { ComponentBuilderDialog, getPureName, load_components, set_component_policy } from "./components-manager.js"; +import { CustomNodesManager } from "./custom-nodes-manager.js"; +import { ModelManager } from "./model-manager.js"; +import { SnapshotManager } from "./snapshot.js"; +import { buildGuiFrame, createSettingsCombo } from "./comfyui-gui-builder.js"; + +let manager_version = await getVersion(); + +var docStyle = document.createElement('style'); +docStyle.innerHTML = ` +.comfy-toast { + position: fixed; + bottom: 20px; + left: 50%; + transform: translateX(-50%); + background-color: rgba(0, 0, 0, 0.7); + color: white; + padding: 10px 20px; + border-radius: 5px; + z-index: 1000; + transition: opacity 0.5s; +} + +.comfy-toast-fadeout { + opacity: 0; +} + +#cm-manager-dialog { + width: 1000px; + height: auto; + box-sizing: content-box; + z-index: 1000; + overflow-y: auto; +} + +#cm-manager-dialog br { + margin-bottom: 1em; +} + +.cb-widget { + width: 400px; + height: 25px; + box-sizing: border-box; + z-index: 1000; + margin-top: 10px; + margin-bottom: 5px; +} + +.cb-widget-input { + width: 305px; + height: 25px; + box-sizing: border-box; +} +.cb-widget-input:disabled { + background-color: #444444; + color: white; +} + +.cb-widget-input-label { + width: 90px; + height: 25px; + box-sizing: border-box; + color: white; + text-align: right; + display: inline-block; + margin-right: 5px; +} + +.cm-menu-container { + padding : calc(var(--spacing)*2); + column-gap: 20px; + display: flex; + flex-wrap: wrap; + justify-content: center; + box-sizing: content-box; +} + +.cm-menu-column { + display: flex; + flex-direction: column; + flex: 1 1 auto; + width: 300px; + box-sizing: content-box; +} + +.cm-title { + background-color: black; + text-align: center; + height: 40px; + width: calc(100% - 10px); + font-weight: bold; + justify-content: center; + align-content: center; + vertical-align: middle; +} + +#custom-nodes-grid a { + color: #5555FF; + font-weight: bold; + text-decoration: none; +} + +#custom-nodes-grid a:hover { + color: #7777FF; + text-decoration: underline; +} + +#external-models-grid a { + color: #5555FF; + font-weight: bold; + text-decoration: none; +} + +#external-models-grid a:hover { + color: #7777FF; + text-decoration: underline; +} + +#alternatives-grid a { + color: #5555FF; + font-weight: bold; + text-decoration: none; +} + +#alternatives-grid a:hover { + color: #7777FF; + text-decoration: underline; +} + +.cm-notice-board { + width: auto; + height: 280px; + overflow: auto; + color: var(--input-text); + border: 1px solid var(--descrip-text); + padding: 5px 10px; + overflow-x: hidden; + box-sizing: content-box; +} + +.cm-notice-board > ul { + display: block; + list-style-type: disc; + margin-block-start: 1em; + margin-block-end: 1em; + margin-inline-start: 0px; + margin-inline-end: 0px; + padding-inline-start: 40px; +} + +.cm-conflicted-nodes-text { + background-color: #CCCC55 !important; + color: #AA3333 !important; + font-size: 10px; + border-radius: 5px; + padding: 10px; +} + +.cm-warn-note { + background-color: #101010 !important; + color: #FF3800 !important; + font-size: 13px; + border-radius: 5px; + padding: 10px; + overflow-x: hidden; + overflow: auto; +} + +.cm-info-note { + background-color: #101010 !important; + color: #FF3800 !important; + font-size: 13px; + border-radius: 5px; + padding: 10px; + overflow-x: hidden; + overflow: auto; +} +`; + +function is_legacy_front() { + let compareVersion = '1.2.49'; + try { + const frontendVersion = window['__COMFYUI_FRONTEND_VERSION__']; + if (typeof frontendVersion !== 'string') { + return false; + } + + function parseVersion(versionString) { + const parts = versionString.split('.').map(Number); + return parts.length === 3 && parts.every(part => !isNaN(part)) ? parts : null; + } + + const currentVersion = parseVersion(frontendVersion); + const comparisonVersion = parseVersion(compareVersion); + + if (!currentVersion || !comparisonVersion) { + return false; + } + + for (let i = 0; i < 3; i++) { + if (currentVersion[i] > comparisonVersion[i]) { + return false; + } else if (currentVersion[i] < comparisonVersion[i]) { + return true; + } + } + + return false; + } catch { + return true; + } +} + +document.head.appendChild(docStyle); + +var update_comfyui_button = null; +var switch_comfyui_button = null; +var update_all_button = null; +var restart_stop_button = null; +var update_policy_combo = null; + +let share_option = 'all'; +var is_updating = false; + + +// copied style from https://github.com/pythongosssss/ComfyUI-Custom-Scripts +const style = ` +#workflowgallery-button { + height: 50px; + padding: 0px !important; +} +#cm-nodeinfo-button { + +} +#cm-manual-button { + +} + +.cm-button { + width: auto; + position: relative; + overflow: hidden; + background-color: var(--comfy-menu-secondary-bg); + border-color: var(--border-color); + color: var(--input-text); +} + +.cm-button:hover { + filter: brightness(125%); +} + +.cm-button-red { + background-color: #500000 !important; + border-color: #88181b !important; + color: white !important; +} + +.cm-button-red:hover { + background-color: #88181b !important; +} + +.cm-button-orange { + font-weight: bold; + background-color: orange !important; + color: black !important; +} + +.cm-experimental-button { + width: 100%; +} + +.cm-experimental { + border: 1px solid #555; + border-radius: 5px; + padding: 10px; + align-items: center; + text-align: center; + justify-content: center; + box-sizing: border-box; +} + +.cm-experimental-legend { + margin-top: -20px; + margin-left: 50%; + width:auto; + height:20px; + font-size: 13px; + font-weight: bold; + background-color: #990000; + color: #CCFFFF; + border-radius: 5px; + text-align: center; + transform: translateX(-50%); + display: block; +} + +.cm-menu-combo { + cursor: pointer; + padding: 0.5em 0.5em; + border: 1px solid var(--border-color); + border-radius: 6px; + background: var(--comfy-menu-secondary-bg); +} + +.cm-menu-combo:hover { + filter: brightness(125%); +} + +.cm-small-button { + width: 120px; + height: 30px; + position: relative; + overflow: hidden; + box-sizing: border-box; + font-size: 17px !important; +} + +#cm-install-customnodes-button { + width: 200px; + height: 30px; + position: relative; + overflow: hidden; + box-sizing: border-box; + font-size: 17px !important; +} + +.cm-search-filter { + width: 200px; + height: 30px !important; + position: relative; + overflow: hidden; + box-sizing: border-box; +} + +.cb-node-label { + width: 400px; + height:28px; + color: black; + background-color: #777777; + font-size: 18px; + text-align: center; + font-weight: bold; +} + +#cm-close-button { + width: calc(100% - 65px); + bottom: 10px; + position: absolute; + overflow: hidden; +} + +#cm-save-button { + width: calc(100% - 65px); + bottom:40px; + position: absolute; + overflow: hidden; +} +#cm-save-button:disabled { + background-color: #444444; +} + +.pysssss-workflow-arrow-2 { + position: absolute; + top: 0; + bottom: 0; + right: 0; + font-size: 12px; + display: flex; + align-items: center; + width: 24px; + justify-content: center; + background: rgba(255,255,255,0.1); + content: "▼"; +} +.pysssss-workflow-arrow-2:after { + content: "▼"; + } + .pysssss-workflow-arrow-2:hover { + filter: brightness(1.6); + background-color: var(--comfy-menu-bg); + } +.pysssss-workflow-popup-2 ~ .litecontextmenu { + transform: scale(1.3); +} +#workflowgallery-button-menu { + z-index: 10000000000 !important; +} +#cm-manual-button-menu { + z-index: 10000000000 !important; +} +`; + +async function init_share_option() { + api.fetchApi('/manager/share_option') + .then(response => response.text()) + .then(data => { + share_option = data || 'all'; + }); +} + +async function init_notice(notice) { + api.fetchApi('/manager/notice') + .then(response => response.text()) + .then(data => { + notice.innerHTML = data; + }) +} + +await init_share_option(); + + +async function set_inprogress_mode() { + update_comfyui_button.disabled = true; + update_comfyui_button.style.backgroundColor = "gray"; + + update_all_button.disabled = true; + update_all_button.style.backgroundColor = "gray"; + + switch_comfyui_button.disabled = true; + switch_comfyui_button.style.backgroundColor = "gray"; + + restart_stop_button.innerText = 'Stop'; +} + + +async function reset_action_buttons() { + const isElectron = 'electronAPI' in window; + + if(isElectron) { + update_all_button.innerText = "Update All Custom Nodes"; + } + else { + update_all_button.innerText = "Update All"; + } + + update_comfyui_button.innerText = "Update ComfyUI"; + switch_comfyui_button.innerText = "Switch ComfyUI"; + restart_stop_button.innerText = 'Restart'; + + update_comfyui_button.disabled = false; + update_all_button.disabled = false; + switch_comfyui_button.disabled = false; + + update_comfyui_button.style.backgroundColor = ""; + update_all_button.style.backgroundColor = ""; + switch_comfyui_button.style.backgroundColor = ""; +} + +async function updateComfyUI() { + let prev_text = update_comfyui_button.innerText; + update_comfyui_button.innerText = "Updating ComfyUI..."; + + set_inprogress_mode(); + + const response = await api.fetchApi('/manager/queue/update_comfyui'); + + showTerminal(); + + is_updating = true; + await api.fetchApi('/manager/queue/start'); +} + +function showVersionSelectorDialog(versions, current, onSelect) { + const dialog = new ComfyDialog(); + dialog.element.style.zIndex = 1100; + dialog.element.style.width = "300px"; + dialog.element.style.padding = "0"; + dialog.element.style.backgroundColor = "#2a2a2a"; + dialog.element.style.border = "1px solid #3a3a3a"; + dialog.element.style.borderRadius = "8px"; + dialog.element.style.boxSizing = "border-box"; + dialog.element.style.overflow = "hidden"; + + const contentStyle = { + width: "300px", + display: "flex", + flexDirection: "column", + alignItems: "center", + padding: "20px", + boxSizing: "border-box", + gap: "15px" + }; + + let selectedVersion = versions[0]; + + const versionList = $el("select", { + multiple: true, + size: Math.min(10, versions.length), + style: { + width: "260px", + height: "auto", + backgroundColor: "#383838", + color: "#ffffff", + border: "1px solid #4a4a4a", + borderRadius: "4px", + padding: "5px", + boxSizing: "border-box" + } + }, + versions.map((v, index) => $el("option", { + value: v, + textContent: v, + selected: v === current + })) + ); + + versionList.addEventListener('change', (e) => { + selectedVersion = e.target.value; + Array.from(e.target.options).forEach(opt => { + opt.selected = opt.value === selectedVersion; + }); + }); + + const content = $el("div", { + style: contentStyle + }, [ + $el("h3", { + textContent: "Select Version", + style: { + color: "#ffffff", + backgroundColor: "#1a1a1a", + padding: "10px 15px", + margin: "0 0 10px 0", + width: "260px", + textAlign: "center", + borderRadius: "4px", + boxSizing: "border-box", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + versionList, + $el("div", { + style: { + display: "flex", + justifyContent: "space-between", + width: "260px", + gap: "10px" + } + }, [ + $el("button", { + textContent: "Cancel", + onclick: () => dialog.close(), + style: { + flex: "1", + padding: "8px", + backgroundColor: "#4a4a4a", + color: "#ffffff", + border: "none", + borderRadius: "4px", + cursor: "pointer", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + $el("button", { + textContent: "Select", + onclick: () => { + if (selectedVersion) { + onSelect(selectedVersion); + dialog.close(); + } else { + customAlert("Please select a version."); + } + }, + style: { + flex: "1", + padding: "8px", + backgroundColor: "#4CAF50", + color: "#ffffff", + border: "none", + borderRadius: "4px", + cursor: "pointer", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + ]) + ]); + + dialog.show(content); +} + +async function switchComfyUI() { + switch_comfyui_button.disabled = true; + switch_comfyui_button.style.backgroundColor = "gray"; + + let res = await api.fetchApi(`/comfyui_manager/comfyui_versions`, { cache: "no-store" }); + + switch_comfyui_button.disabled = false; + switch_comfyui_button.style.backgroundColor = ""; + + if(res.status == 200) { + let obj = await res.json(); + + let versions = []; + let default_version; + + for(let v of obj.versions) { + default_version = v; + versions.push(v); + } + + showVersionSelectorDialog(versions, obj.current, async (selected_version) => { + if(selected_version == 'nightly') { + update_policy_combo.value = 'nightly-comfyui'; + api.fetchApi('/manager/policy/update?value=nightly-comfyui'); + } + else { + update_policy_combo.value = 'stable-comfyui'; + api.fetchApi('/manager/policy/update?value=stable-comfyui'); + } + + let response = await api.fetchApi(`/comfyui_manager/comfyui_switch_version?ver=${selected_version}`, { cache: "no-store" }); + if (response.status == 200) { + infoToast(`ComfyUI version is switched to ${selected_version}`); + } + else { + customAlert('Failed to switch ComfyUI version.'); + } + }); + } + else { + customAlert('Failed to fetch ComfyUI versions.'); + } +} + +async function onQueueStatus(event) { + const isElectron = 'electronAPI' in window; + + if(event.detail.status == 'in_progress') { + set_inprogress_mode(); + update_all_button.innerText = `in progress.. (${event.detail.done_count}/${event.detail.total_count})`; + } + else if(event.detail.status == 'done') { + reset_action_buttons(); + + if(!is_updating) { + return; + } + + is_updating = false; + + let success_list = []; + let failed_list = []; + let comfyui_state = null; + + for(let k in event.detail.nodepack_result){ + let v = event.detail.nodepack_result[k]; + + if(k == 'comfyui') { + comfyui_state = v; + continue; + } + + if(v.msg == 'success') { + success_list.push(k); + } + else if(v.msg != 'skip') + failed_list.push(k); + } + + let msg = ""; + + if(success_list.length == 0 && comfyui_state.startsWith('skip')) { + if(failed_list.length == 0) { + msg += "You are already up to date."; + } + } + else { + msg = "To apply the updates, you need to ComfyUI.
    "; + + if(comfyui_state == 'success-nightly') { + msg += "ComfyUI has been updated to latest nightly version.

    "; + infoToast("ComfyUI has been updated to the latest nightly version."); + } + else if(comfyui_state.startsWith('success-stable')) { + const ver = comfyui_state.split("-").pop(); + msg += `ComfyUI has been updated to ${ver}.

    `; + infoToast(`ComfyUI has been updated to ${ver}`); + } + else if(comfyui_state == 'skip') { + msg += "ComfyUI is already up to date.

    " + } + else if(comfyui_state != null) { + msg += "Failed to update ComfyUI.

    " + } + + if(success_list.length > 0) { + msg += "The following custom nodes have been updated:
      "; + for(let x in success_list) { + let k = success_list[x]; + let url = event.detail.nodepack_result[k].url; + let title = event.detail.nodepack_result[k].title; + if(url) { + msg += `
    • ${title}
      • `; + } + else { + msg += `
    • ${k}
      • `; + } + } + msg += "
    "; + } + + setNeedRestart(true); + } + + if(failed_list.length > 0) { + msg += '
    The update for the following custom nodes has failed:
      '; + for(let x in failed_list) { + let k = failed_list[x]; + let url = event.detail.nodepack_result[k].url; + let title = event.detail.nodepack_result[k].title; + if(url) { + msg += `
    • ${title}
      • `; + } + else { + msg += `
    • ${k}
      • `; + } + } + + msg += '
    ' + } + + show_message(msg); + + const rebootButton = document.getElementById('cm-reboot-button5'); + rebootButton?.addEventListener("click", + async function() { + if(await rebootAPI()) { + manager_instance.close(); + } + }); + } +} + +api.addEventListener("cm-queue-status", onQueueStatus); + + +async function updateAll(update_comfyui) { + update_all_button.innerText = "Updating..."; + + set_inprogress_mode(); + + var mode = manager_instance.datasrc_combo.value; + + showTerminal(); + + if(update_comfyui) { + update_all_button.innerText = "Updating ComfyUI..."; + await api.fetchApi('/manager/queue/update_comfyui'); + } + + const response = await api.fetchApi(`/manager/queue/update_all?mode=${mode}`); + + if (response.status == 403) { + await handle403Response(response); + reset_action_buttons(); + } + else if (response.status == 401) { + customAlert('Another task is already in progress. Please stop the ongoing task first.'); + reset_action_buttons(); + } + else if(response.status == 200) { + is_updating = true; + await api.fetchApi('/manager/queue/start'); + } +} + +function newDOMTokenList(initialTokens) { + const tmp = document.createElement(`div`); + + const classList = tmp.classList; + if (initialTokens) { + initialTokens.forEach(token => { + classList.add(token); + }); + } + + return classList; + } + +/** + * Check whether the node is a potential output node (img, gif or video output) + */ +const isOutputNode = (node) => { + return SUPPORTED_OUTPUT_NODE_TYPES.includes(node.type); +} + +function restartOrStop() { + if(restart_stop_button.innerText == 'Restart'){ + rebootAPI(); + } + else { + api.fetchApi('/manager/queue/reset'); + infoToast('Cancel', 'Remaining tasks will stop after completing the current task.'); + } +} + +// ----------- +class ManagerMenuDialog extends ComfyDialog { + createControlsMid() { + let self = this; + const isElectron = 'electronAPI' in window; + + update_comfyui_button = + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Update ComfyUI", + style: { + display: isElectron ? 'none' : 'block' + }, + onclick: + () => updateComfyUI() + }); + + switch_comfyui_button = + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Switch ComfyUI", + style: { + display: isElectron ? 'none' : 'block' + }, + onclick: + () => switchComfyUI() + }); + + restart_stop_button = + $el("button.p-button.p-component.cm-button-red", { + type: "button", + textContent: "Restart", + onclick: () => restartOrStop() + }); + + if(isElectron) { + update_all_button = + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Update All Custom Nodes", + onclick: + () => updateAll(false) + }); + } + else { + update_all_button = + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Update All", + onclick: + () => updateAll(true) + }); + } + + const res = + [ + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Custom Nodes Manager", + onclick: + () => { + if(!CustomNodesManager.instance) { + CustomNodesManager.instance = new CustomNodesManager(app, self); + } + CustomNodesManager.instance.show(CustomNodesManager.ShowMode.NORMAL); + } + }), + + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Install Missing Custom Nodes", + onclick: + () => { + if(!CustomNodesManager.instance) { + CustomNodesManager.instance = new CustomNodesManager(app, self); + } + CustomNodesManager.instance.show(CustomNodesManager.ShowMode.MISSING); + } + }), + + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Custom Nodes In Workflow", + onclick: + () => { + if(!CustomNodesManager.instance) { + CustomNodesManager.instance = new CustomNodesManager(app, self); + } + CustomNodesManager.instance.show(CustomNodesManager.ShowMode.IN_WORKFLOW); + } + }), + + $el("div", {}, []), + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Model Manager", + onclick: + () => { + if(!ModelManager.instance) { + ModelManager.instance = new ModelManager(app, self); + } + ModelManager.instance.show(); + } + }), + + $el("button.p-button.p-component.cm-button", { + type: "button", + textContent: "Install via Git URL", + onclick: async () => { + var url = await customPrompt("Please enter the URL of the Git repository to install", ""); + + if (url !== null) { + install_via_git_url(url, self); + } + } + }), + + $el("div", {}, []), + update_all_button, + update_comfyui_button, + switch_comfyui_button, + // fetch_updates_button, + + $el("div", {}, []), + restart_stop_button, + ]; + + return res; + } + + createControlsLeft() { + const isElectron = 'electronAPI' in window; + + let self = this; + + // db mode + + this.datasrc_combo = document.createElement("select"); + this.datasrc_combo.setAttribute("title", "Configure where to retrieve node/model information. If set to 'local,' the channel is ignored, and if set to 'channel (remote),' it fetches the latest information each time the list is opened."); + this.datasrc_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled "; + this.datasrc_combo.appendChild($el('option', { value: 'cache', text: 'Channel (1day cache)' }, [])); + this.datasrc_combo.appendChild($el('option', { value: 'local', text: 'Local' }, [])); + this.datasrc_combo.appendChild($el('option', { value: 'remote', text: 'Channel (remote)' }, [])); + + api.fetchApi('/manager/db_mode') + .then(response => response.text()) + .then(data => { this.datasrc_combo.value = data; }); + + this.datasrc_combo.addEventListener('change', function (event) { + api.fetchApi(`/manager/db_mode?value=${event.target.value}`); + }); + + const dbRetrievalSetttingItem = createSettingsCombo("DB", this.datasrc_combo); + + // preview method + let preview_combo = document.createElement("select"); + preview_combo.setAttribute("title", "Configure how latent variables will be decoded during preview in the sampling process."); + preview_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled"; + + // Loading state to prevent flash of enabled state + preview_combo.appendChild($el('option', { value: '', text: 'Loading...', disabled: true }, [])); + preview_combo.appendChild($el('option', { value: 'auto', text: 'Auto' }, [])); + preview_combo.appendChild($el('option', { value: 'taesd', text: 'TAESD (slow)' }, [])); + preview_combo.appendChild($el('option', { value: 'latent2rgb', text: 'Latent2RGB (fast)' }, [])); + preview_combo.appendChild($el('option', { value: 'none', text: 'None (very fast)' }, [])); + + // Start disabled to prevent flash + preview_combo.disabled = true; + preview_combo.value = ''; + + // Fetch current state + api.fetchApi('/manager/preview_method') + .then(response => response.text()) + .then(data => { + // Remove loading option + preview_combo.querySelector('option[value=""]')?.remove(); + + if (data === "DISABLED") { + // ComfyUI per-queue preview feature is active + preview_combo.disabled = true; + preview_combo.value = 'auto'; + + // Accessibility attributes + preview_combo.setAttribute("aria-disabled", "true"); + preview_combo.setAttribute("aria-label", + "Preview method setting (disabled - managed by ComfyUI). " + + "Use Settings > Execution > Live preview method instead." + ); + + // Tooltip for mouse users + preview_combo.setAttribute("title", + "This feature is now provided natively by ComfyUI. " + + "Please use 'Settings > Execution > Live preview method' instead." + ); + + // Visual feedback + preview_combo.style.opacity = '0.6'; + preview_combo.style.cursor = 'not-allowed'; + } else { + // Manager feature is active + preview_combo.disabled = false; + preview_combo.value = data; + + // Accessibility for enabled state + preview_combo.setAttribute("aria-label", + "Preview method setting. Select how latent variables are decoded during preview." + ); + } + }) + .catch(error => { + console.error('[ComfyUI-Manager] Failed to fetch preview method status:', error); + // Error recovery: fallback to enabled + preview_combo.querySelector('option[value=""]')?.remove(); + preview_combo.disabled = false; + preview_combo.value = 'auto'; + }); + + preview_combo.addEventListener('change', function (event) { + // Ignore if disabled + if (preview_combo.disabled) { + event.preventDefault(); + return; + } + + // Normal operation + api.fetchApi(`/manager/preview_method?value=${event.target.value}`) + .then(response => { + if (response.status === 403) { + // Feature transitioned to native + alert( + 'This feature is now provided natively by ComfyUI.\n' + + 'Please use \'Settings > Execution > Live preview method\' instead.' + ); + preview_combo.disabled = true; + preview_combo.style.opacity = '0.6'; + preview_combo.style.cursor = 'not-allowed'; + + // Update aria attributes + preview_combo.setAttribute("aria-disabled", "true"); + preview_combo.setAttribute("aria-label", + "Preview method setting (disabled - managed by ComfyUI). " + + "Use Settings > Execution > Live preview method instead." + ); + } + }) + .catch(error => { + console.error('[ComfyUI-Manager] Preview method update failed:', error); + }); + }); + + const previewSetttingItem = createSettingsCombo("Preview method", preview_combo); + + // channel + let channel_combo = document.createElement("select"); + channel_combo.setAttribute("title", "Configure the channel for retrieving data from the Custom Node list (including missing nodes) or the Model list."); + channel_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled"; + api.fetchApi('/manager/channel_url_list') + .then(response => response.json()) + .then(async data => { + try { + let urls = data.list; + for (let i in urls) { + if (urls[i] != '') { + let name_url = urls[i].split('::'); + channel_combo.appendChild($el('option', { value: name_url[0], text: `${name_url[0]}` }, [])); + } + } + + channel_combo.addEventListener('change', function (event) { + api.fetchApi(`/manager/channel_url_list?value=${event.target.value}`); + }); + + channel_combo.value = data.selected; + } + catch (exception) { + + } + }); + + const channelSetttingItem = createSettingsCombo("Channel", channel_combo); + + + // share + let share_combo = document.createElement("select"); + share_combo.setAttribute("title", "Hide the share button in the main menu or set the default action upon clicking it. Additionally, configure the default share site when sharing via the context menu's share button."); + share_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled"; + const share_options = [ + ['none', 'None'], + ['openart', 'OpenArt AI'], + ['youml', 'YouML'], + ['matrix', 'Matrix Server'], + ['comfyworkflows', 'ComfyWorkflows'], + ['copus', 'Copus'], + ['all', 'All'], + ]; + for (const option of share_options) { + share_combo.appendChild($el('option', { value: option[0], text: `${option[1]}` }, [])); + } + + api.fetchApi('/manager/share_option') + .then(response => response.text()) + .then(data => { + share_combo.value = data || 'all'; + share_option = data || 'all'; + }); + + share_combo.addEventListener('change', function (event) { + const value = event.target.value; + share_option = value; + api.fetchApi(`/manager/share_option?value=${value}`); + const shareButton = document.getElementById("shareButton"); + if (value === 'none') { + shareButton.style.display = "none"; + } else { + shareButton.style.display = "inline-block"; + } + }); + + const shareSetttingItem = createSettingsCombo("Share", share_combo); + + let component_policy_combo = document.createElement("select"); + component_policy_combo.setAttribute("title", "When loading the workflow, configure which version of the component to use."); + component_policy_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled"; + component_policy_combo.appendChild($el('option', { value: 'workflow', text: 'Use workflow version' }, [])); + component_policy_combo.appendChild($el('option', { value: 'higher', text: 'Use higher version' }, [])); + component_policy_combo.appendChild($el('option', { value: 'mine', text: 'Use my version' }, [])); + api.fetchApi('/manager/policy/component') + .then(response => response.text()) + .then(data => { + component_policy_combo.value = data; + set_component_policy(data); + }); + + component_policy_combo.addEventListener('change', function (event) { + api.fetchApi(`/manager/policy/component?value=${event.target.value}`); + set_component_policy(event.target.value); + }); + + const componentSetttingItem = createSettingsCombo("Component", component_policy_combo); + + update_policy_combo = document.createElement("select"); + + update_policy_combo.setAttribute("title", "Sets the policy to be applied when performing an update."); + update_policy_combo.className = "cm-menu-combo p-select p-component p-inputwrapper p-inputwrapper-filled"; + update_policy_combo.appendChild($el('option', { value: 'stable-comfyui', text: 'ComfyUI Stable Version' }, [])); + update_policy_combo.appendChild($el('option', { value: 'nightly-comfyui', text: 'ComfyUI Nightly Version' }, [])); + api.fetchApi('/manager/policy/update') + .then(response => response.text()) + .then(data => { + update_policy_combo.value = data; + }); + + update_policy_combo.addEventListener('change', function (event) { + api.fetchApi(`/manager/policy/update?value=${event.target.value}`); + }); + + const updateSetttingItem = createSettingsCombo("Update", update_policy_combo); + + if(isElectron) + updateSetttingItem.style.display = 'none'; + + return [ + dbRetrievalSetttingItem, + channelSetttingItem, + previewSetttingItem, + shareSetttingItem, + componentSetttingItem, + updateSetttingItem, + //[TODO] replace mt-2 with wrapper div with flex column gap + $el("filedset.cm-experimental.mt-auto", {}, [ + $el("legend.cm-experimental-legend", {}, ["EXPERIMENTAL"]), + $el("button.p-button.p-component.cm-button.cm-experimental-button", { + type: "button", + textContent: "Snapshot Manager", + onclick: + () => { + if(!SnapshotManager.instance) + SnapshotManager.instance = new SnapshotManager(app, self); + SnapshotManager.instance.show(); + } + }), + $el("button.p-button.p-component.cm-button.cm-experimental-button.mt-2", { + type: "button", + textContent: "Install PIP packages", + onclick: + async () => { + var url = await customPrompt("Please enumerate the pip packages to be installed.\n\nExample: insightface opencv-python-headless>=4.1.1\n", ""); + + if (url !== null) { + install_pip(url, self); + } + } + }) + ]), + ]; + } + + createControlsRight() { + const elts = [ + $el("button.p-button.p-component.cm-button", { + id: 'cm-manual-button', + type: "button", + textContent: "Community Manual", + onclick: () => { window.open("https://blenderneko.github.io/ComfyUI-docs/", "comfyui-community-manual"); } + }, [ + $el("div.pysssss-workflow-arrow-2", { + id: `cm-manual-button-arrow`, + onclick: (e) => { + e.preventDefault(); + e.stopPropagation(); + + LiteGraph.closeAllContextMenus(); + const menu = new LiteGraph.ContextMenu( + [ + { + title: "ComfyUI Docs", + callback: () => { window.open("https://docs.comfy.org/", "comfyui-official-manual"); }, + }, + { + title: "Comfy Custom Node How To", + callback: () => { window.open("https://github.com/chrisgoringe/Comfy-Custom-Node-How-To/wiki/aaa_index", "comfyui-community-manual1"); }, + }, + { + title: "ComfyUI Guide To Making Custom Nodes", + callback: () => { window.open("https://github.com/Suzie1/ComfyUI_Guide_To_Making_Custom_Nodes/wiki", "comfyui-community-manual2"); }, + }, + { + title: "ComfyUI Examples", + callback: () => { window.open("https://comfyanonymous.github.io/ComfyUI_examples", "comfyui-community-manual3"); }, + }, + { + title: "Close", + callback: () => { + LiteGraph.closeAllContextMenus(); + }, + } + ], + { + event: e, + scale: 1.3, + }, + window + ); + // set the id so that we can override the context menu's z-index to be above the comfyui manager menu + menu.root.id = "cm-manual-button-menu"; + menu.root.classList.add("pysssss-workflow-popup-2"); + }, + }) + ]), + + $el("button.p-button.p-component.cm-button", { + id: 'workflowgallery-button', + type: "button", + style: { + // ...(localStorage.getItem("wg_last_visited") ? {height: '50px'} : {}) + }, + onclick: (e) => { + const last_visited_site = localStorage.getItem("wg_last_visited") + if (!!last_visited_site) { + window.open(last_visited_site, last_visited_site); + } else { + this.handleWorkflowGalleryButtonClick(e) + } + }, + }, [ + $el("p", { + textContent: 'Workflow Gallery', + style: { + 'text-align': 'center', + 'color': 'var(--input-text)', + 'font-size': '18px', + 'margin': 0, + 'padding': 0, + } + }, [ + $el("p", { + id: 'workflowgallery-button-last-visited-label', + textContent: `(${localStorage.getItem("wg_last_visited") ? localStorage.getItem("wg_last_visited").split('/')[2] : 'none selected'})`, + style: { + 'text-align': 'center', + 'color': 'var(--input-text)', + 'font-size': '12px', + 'margin': 0, + 'padding': 0, + } + }) + ]), + $el("div.pysssss-workflow-arrow-2", { + id: `comfyworkflows-button-arrow`, + onclick: this.handleWorkflowGalleryButtonClick + }) + ]), + + $el("button.p-button.p-component.cm-button", { + id: 'cm-nodeinfo-button', + type: "button", + textContent: "Nodes Info", + onclick: () => { window.open("https://ltdrdata.github.io/", "comfyui-node-info"); } + }), + ]; + + var textarea = document.createElement("div"); + textarea.className = "cm-notice-board"; + elts.push(textarea); + + init_notice(textarea); + + return elts; + } + + constructor() { + super(); + + const content = $el("div.cm-menu-container", + [ + $el("div.cm-menu-column.gap-2", [...this.createControlsLeft()]), + $el("div.cm-menu-column.gap-2", [...this.createControlsMid()]), + $el("div.cm-menu-column.gap-2", [...this.createControlsRight()]) + ] + ); + + const frame = buildGuiFrame( + 'cm-manager-dialog', // dialog id + `ComfyUI Manager ${manager_version}`, // dialog title + "i.mdi.mdi-puzzle", // dialog icon class to show before title + content, // dialog content element + this + ); // send this so we can attach close functions + + this.element = frame; + } + + get isVisible() { + return this.element?.style?.display !== "none"; + } + + show() { + this.element.style.display = "flex"; + } + + toggleVisibility() { + if (this.isVisible) { + this.close(); + } else { + this.show(); + } + } + + handleWorkflowGalleryButtonClick(e) { + e.preventDefault(); + e.stopPropagation(); + LiteGraph.closeAllContextMenus(); + + // Modify the style of the button so that the UI can indicate the last + // visited site right away. + const modifyButtonStyle = (url) => { + const workflowGalleryButton = document.getElementById('workflowgallery-button'); + workflowGalleryButton.style.height = '50px'; + const lastVisitedLabel = document.getElementById('workflowgallery-button-last-visited-label'); + lastVisitedLabel.textContent = `(${url.split('/')[2]})`; + } + + const menu = new LiteGraph.ContextMenu( + [ + { + title: "Share your art", + callback: () => { + if (share_option === 'openart') { + showOpenArtShareDialog(); + return; + } else if (share_option === 'matrix' || share_option === 'comfyworkflows') { + showShareDialog(share_option); + return; + } else if (share_option === 'youml') { + showYouMLShareDialog(); + return; + } + + if (!ShareDialogChooser.instance) { + ShareDialogChooser.instance = new ShareDialogChooser(); + } + ShareDialogChooser.instance.show(); + }, + }, + { + title: "Open 'openart.ai'", + callback: () => { + const url = "https://openart.ai/workflows/dev"; + localStorage.setItem("wg_last_visited", url); + window.open(url, url); + modifyButtonStyle(url); + }, + }, + { + title: "Open 'youml.com'", + callback: () => { + const url = "https://youml.com/?from=comfyui-share"; + localStorage.setItem("wg_last_visited", url); + window.open(url, url); + modifyButtonStyle(url); + }, + }, + { + title: "Open 'comfyworkflows.com'", + callback: () => { + const url = "https://comfyworkflows.com/"; + localStorage.setItem("wg_last_visited", url); + window.open(url, url); + modifyButtonStyle(url); + }, + }, + { + title: "Open 'esheep'", + callback: () => { + const url = "https://www.esheep.com"; + localStorage.setItem("wg_last_visited", url); + window.open(url, url); + modifyButtonStyle(url); + }, + }, + { + title: "Open 'Copus.io'", + callback: () => { + const url = "https://www.copus.io"; + localStorage.setItem("wg_last_visited", url); + window.open(url, url); + modifyButtonStyle(url); + }, + }, + { + title: "Close", + callback: () => { + LiteGraph.closeAllContextMenus(); + }, + } + ], + { + event: e, + scale: 1.3, + }, + window + ); + // set the id so that we can override the context menu's z-index to be above the comfyui manager menu + menu.root.id = "workflowgallery-button-menu"; + menu.root.classList.add("pysssss-workflow-popup-2"); + } +} + +async function getVersion() { + let version = await api.fetchApi(`/manager/version`); + return await version.text(); +} + +app.registerExtension({ + name: "Comfy.ManagerMenu", + + aboutPageBadges: [ + { + label: `ComfyUI-Manager ${manager_version}`, + url: 'https://github.com/ltdrdata/ComfyUI-Manager', + icon: 'pi pi-th-large' + } + ], + + commands: [ + { + id: "Comfy.Manager.Menu.ToggleVisibility", + label: "Toggle Manager Menu Visibility", + icon: "mdi mdi-puzzle", + function: () => { + if (!manager_instance) { + setManagerInstance(new ManagerMenuDialog()); + manager_instance.show(); + } else { + manager_instance.toggleVisibility(); + } + }, + }, + { + id: "Comfy.Manager.CustomNodesManager.ToggleVisibility", + label: "Toggle Custom Nodes Manager Visibility", + icon: "pi pi-server", + function: () => { + if (CustomNodesManager.instance?.isVisible) { + CustomNodesManager.instance.close(); + return; + } + + if (!manager_instance) { + setManagerInstance(new ManagerMenuDialog()); + } + if (!CustomNodesManager.instance) { + CustomNodesManager.instance = new CustomNodesManager(app, self); + } + CustomNodesManager.instance.show(CustomNodesManager.ShowMode.NORMAL); + }, + } + ], + + init() { + $el("style", { + textContent: style, + parent: document.head, + }); + }, + async setup() { + let orig_clear = app.graph.clear; + app.graph.clear = function () { + orig_clear.call(app.graph); + load_components(); + }; + + load_components(); + + // Fetch and show startup alerts (critical errors like outdated ComfyUI) + // Poll until extensionManager.toast is ready (set in Vue onMounted) + const showStartupAlerts = async () => { + let toastWaitCount = 0; + const waitForToast = () => { + if (window['app']?.extensionManager?.toast) { + fetch('/manager/startup_alerts') + .then(response => response.ok ? response.json() : []) + .then(alerts => { + for (const alert of alerts) { + customAlert(alert.message); + } + }) + .catch(e => console.warn('[ComfyUI-Manager] Failed to fetch startup alerts:', e)); + } else if (toastWaitCount < 300) { // Max 30 seconds (300 * 100ms) + toastWaitCount++; + setTimeout(waitForToast, 100); + } else { + console.warn('[ComfyUI-Manager] Timeout waiting for toast. Startup alerts skipped.'); + } + }; + waitForToast(); + }; + showStartupAlerts(); + + const menu = document.querySelector(".comfy-menu"); + const separator = document.createElement("hr"); + + separator.style.margin = "20px 0"; + separator.style.width = "100%"; + menu.append(separator); + + try { + // new style Manager buttons + // unload models button into new style Manager button + let cmGroup = new (await import("../../scripts/ui/components/buttonGroup.js")).ComfyButtonGroup( + new(await import("../../scripts/ui/components/button.js")).ComfyButton({ + icon: "puzzle", + action: () => { + if(!manager_instance) + setManagerInstance(new ManagerMenuDialog()); + manager_instance.show(); + }, + tooltip: "ComfyUI Manager", + content: "Manager", + classList: "comfyui-button comfyui-menu-mobile-collapse primary" + }).element, + new(await import("../../scripts/ui/components/button.js")).ComfyButton({ + icon: "star", + action: () => { + if(!manager_instance) + setManagerInstance(new ManagerMenuDialog()); + + if(!CustomNodesManager.instance) { + CustomNodesManager.instance = new CustomNodesManager(app, self); + } + CustomNodesManager.instance.show(CustomNodesManager.ShowMode.FAVORITES); + }, + tooltip: "Show favorite custom node list" + }).element, + new(await import("../../scripts/ui/components/button.js")).ComfyButton({ + icon: "vacuum-outline", + action: () => { + free_models(); + }, + tooltip: "Unload Models" + }).element, + new(await import("../../scripts/ui/components/button.js")).ComfyButton({ + icon: "vacuum", + action: () => { + free_models(true); + }, + tooltip: "Free model and node cache" + }).element, + new(await import("../../scripts/ui/components/button.js")).ComfyButton({ + icon: "share", + action: () => { + if (share_option === 'openart') { + showOpenArtShareDialog(); + return; + } else if (share_option === 'matrix' || share_option === 'comfyworkflows') { + showShareDialog(share_option); + return; + } else if (share_option === 'youml') { + showYouMLShareDialog(); + return; + } + + if(!ShareDialogChooser.instance) { + ShareDialogChooser.instance = new ShareDialogChooser(); + } + ShareDialogChooser.instance.show(); + }, + tooltip: "Share" + }).element + ); + + app.menu?.settingsGroup.element.before(cmGroup.element); + } + catch(exception) { + console.log('ComfyUI is outdated. New style menu based features are disabled.'); + } + + // old style Manager button + const managerButton = document.createElement("button"); + managerButton.textContent = "Manager"; + managerButton.onclick = () => { + if(!manager_instance) + setManagerInstance(new ManagerMenuDialog()); + manager_instance.show(); + } + menu.append(managerButton); + + const shareButton = document.createElement("button"); + shareButton.id = "shareButton"; + shareButton.textContent = "Share"; + shareButton.onclick = () => { + if (share_option === 'openart') { + showOpenArtShareDialog(); + return; + } else if (share_option === 'matrix' || share_option === 'comfyworkflows') { + showShareDialog(share_option); + return; + } else if (share_option === 'youml') { + showYouMLShareDialog(); + return; + } + + if(!ShareDialogChooser.instance) { + ShareDialogChooser.instance = new ShareDialogChooser(); + } + ShareDialogChooser.instance.show(); + } + // make the background color a gradient of blue to green + shareButton.style.background = "linear-gradient(90deg, #00C9FF 0%, #92FE9D 100%)"; + shareButton.style.color = "black"; + + // Load share option from local storage to determine whether to show + // the share button. + const shouldShowShareButton = share_option !== 'none'; + shareButton.style.display = shouldShowShareButton ? "inline-block" : "none"; + + menu.append(shareButton); + }, + + async beforeRegisterNodeDef(nodeType, nodeData, app) { + this._addExtraNodeContextMenu(nodeType, app); + }, + + _addExtraNodeContextMenu(node, app) { + const origGetExtraMenuOptions = node.prototype.getExtraMenuOptions; + node.prototype.cm_menu_added = true; + node.prototype.getExtraMenuOptions = function (_, options) { + origGetExtraMenuOptions?.apply?.(this, arguments); + + if (node.category.startsWith('group nodes>')) { + options.push({ + content: "Save As Component", + callback: (obj) => { + if (!ComponentBuilderDialog.instance) { + ComponentBuilderDialog.instance = new ComponentBuilderDialog(); + } + ComponentBuilderDialog.instance.target_node = node; + ComponentBuilderDialog.instance.show(); + } + }, null); + } + + if (isOutputNode(node)) { + const { potential_outputs } = getPotentialOutputsAndOutputNodes([this]); + const hasOutput = potential_outputs.length > 0; + + // Check if the previous menu option is `null`. If it's not, + // then we need to add a `null` as a separator. + if (options[options.length - 1] !== null) { + options.push(null); + } + + options.push({ + content: "🏞️ Share Output", + disabled: !hasOutput, + callback: (obj) => { + if (!ShareDialog.instance) { + ShareDialog.instance = new ShareDialog(); + } + const shareButton = document.getElementById("shareButton"); + if (shareButton) { + const currentNode = this; + if (!OpenArtShareDialog.instance) { + OpenArtShareDialog.instance = new OpenArtShareDialog(); + } + OpenArtShareDialog.instance.selectedNodeId = currentNode.id; + if (!ShareDialog.instance) { + ShareDialog.instance = new ShareDialog(share_option); + } + ShareDialog.instance.selectedNodeId = currentNode.id; + shareButton.click(); + } + } + }, null); + } + } + }, +}); diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-share-common.js b/custom_nodes/ComfyUI-Manager/js/comfyui-share-common.js new file mode 100644 index 0000000000000000000000000000000000000000..e6f3e1039efac02dd5aecc5c9c528e0fd7a98be7 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-share-common.js @@ -0,0 +1,1102 @@ +import { api } from "../../scripts/api.js"; +import { app } from "../../scripts/app.js"; +import { $el, ComfyDialog } from "../../scripts/ui.js"; +import { CopusShareDialog } from "./comfyui-share-copus.js"; +import { OpenArtShareDialog } from "./comfyui-share-openart.js"; +import { YouMLShareDialog } from "./comfyui-share-youml.js"; +import { customAlert } from "./common.js"; + +export const SUPPORTED_OUTPUT_NODE_TYPES = [ + "PreviewImage", + "SaveImage", + "VHS_VideoCombine", + "ADE_AnimateDiffCombine", + "SaveAnimatedWEBP", + "CR Image Output" +] + +var docStyle = document.createElement('style'); +docStyle.innerHTML = ` +.cm-menu-container { + column-gap: 20px; + display: flex; + flex-wrap: wrap; + justify-content: center; +} + +.cm-menu-column { + display: flex; + flex-direction: column; +} + +.cm-title { + padding: 10px 10px 0 10p; + background-color: black; + text-align: center; + height: 45px; +} +`; +document.head.appendChild(docStyle); + +export function getPotentialOutputsAndOutputNodes(nodes) { + const potential_outputs = []; + const potential_output_nodes = []; + + // iterate over the array of nodes to find the ones that are marked as SaveImage + // TODO: Add support for AnimateDiffCombine, etc. nodes that save videos/gifs, etc. + for (let i = 0; i < nodes.length; i++) { + const node = nodes[i]; + if (!SUPPORTED_OUTPUT_NODE_TYPES.includes(node.type)) { + continue; + } + + if (node.type === "SaveImage" || node.type === "CR Image Output") { + // check if node has an 'images' array property + if (node.hasOwnProperty("images") && Array.isArray(node.images)) { + // iterate over the images array and add each image to the potential_outputs array + for (let j = 0; j < node.images.length; j++) { + potential_output_nodes.push(node); + potential_outputs.push({ "type": "image", "image": node.images[j], "title": node.title, "node_id": node.id }); + } + } + } + else if (node.type === "PreviewImage") { + // check if node has an 'images' array property + if (node.hasOwnProperty("images") && Array.isArray(node.images)) { + // iterate over the images array and add each image to the potential_outputs array + for (let j = 0; j < node.images.length; j++) { + potential_output_nodes.push(node); + potential_outputs.push({ "type": "image", "image": node.images[j], "title": node.title, "node_id": node.id }); + } + } + } + else if (node.type === "VHS_VideoCombine") { + // check if node has a 'widgets' array property, with type 'image' + if (node.hasOwnProperty("widgets") && Array.isArray(node.widgets)) { + // iterate over the widgets array and add each image to the potential_outputs array + for (let j = 0; j < node.widgets.length; j++) { + if (node.widgets[j].type === "image") { + const widgetValue = node.widgets[j].value; + const parsedURLVals = parseURLPath(widgetValue); + + // ensure that the parsedURLVals have 'filename', 'subfolder', 'type', and 'format' properties + if (parsedURLVals.hasOwnProperty("filename") && parsedURLVals.hasOwnProperty("subfolder") && parsedURLVals.hasOwnProperty("type") && parsedURLVals.hasOwnProperty("format")) { + if (parsedURLVals.type !== "output") { + // TODO + } + potential_output_nodes.push(node); + potential_outputs.push({ "type": "output", 'title': node.title, "node_id": node.id , "output": { "filename": parsedURLVals.filename, "subfolder": parsedURLVals.subfolder, "value": widgetValue, "format": parsedURLVals.format } }); + } + } else if (node.widgets[j].type === "preview") { + const widgetValue = node.widgets[j].value; + const parsedURLVals = widgetValue.params; + + if(!parsedURLVals.format?.startsWith('image')) { + // video isn't supported format + continue; + } + + // ensure that the parsedURLVals have 'filename', 'subfolder', 'type', and 'format' properties + if (parsedURLVals.hasOwnProperty("filename") && parsedURLVals.hasOwnProperty("subfolder") && parsedURLVals.hasOwnProperty("type") && parsedURLVals.hasOwnProperty("format")) { + if (parsedURLVals.type !== "output") { + // TODO + } + potential_output_nodes.push(node); + potential_outputs.push({ "type": "output", 'title': node.title, "node_id": node.id , "output": { "filename": parsedURLVals.filename, "subfolder": parsedURLVals.subfolder, "value": `/view?filename=${parsedURLVals.filename}&subfolder=${parsedURLVals.subfolder}&type=${parsedURLVals.type}&format=${parsedURLVals.format}`, "format": parsedURLVals.format } }); + } + } + } + } + } + else if (node.type === "ADE_AnimateDiffCombine") { + // check if node has a 'widgets' array property, with type 'image' + if (node.hasOwnProperty("widgets") && Array.isArray(node.widgets)) { + // iterate over the widgets array and add each image to the potential_outputs array + for (let j = 0; j < node.widgets.length; j++) { + if (node.widgets[j].type === "image") { + const widgetValue = node.widgets[j].value; + const parsedURLVals = parseURLPath(widgetValue); + // ensure that the parsedURLVals have 'filename', 'subfolder', 'type', and 'format' properties + if (parsedURLVals.hasOwnProperty("filename") && parsedURLVals.hasOwnProperty("subfolder") && parsedURLVals.hasOwnProperty("type") && parsedURLVals.hasOwnProperty("format")) { + if (parsedURLVals.type !== "output") { + // TODO + continue; + } + potential_output_nodes.push(node); + potential_outputs.push({ "type": "output", 'title': node.title, "output": { "filename": parsedURLVals.filename, "subfolder": parsedURLVals.subfolder, "type": parsedURLVals.type, "value": widgetValue, "format": parsedURLVals.format } }); + } + } + } + } + } + else if (node.type === "SaveAnimatedWEBP") { + // check if node has an 'images' array property + if (node.hasOwnProperty("images") && Array.isArray(node.images)) { + // iterate over the images array and add each image to the potential_outputs array + for (let j = 0; j < node.images.length; j++) { + potential_output_nodes.push(node); + potential_outputs.push({ "type": "image", "image": node.images[j], "title": node.title }); + } + } + } + } + + // Note: make sure that two arrays are the same length + return { potential_outputs, potential_output_nodes }; +} + + +export function parseURLPath(urlPath) { + // Extract the query string from the URL path + var queryString = urlPath.split('?')[1]; + + // Use the URLSearchParams API to parse the query string + var params = new URLSearchParams(queryString); + + // Create an object to store the parsed parameters + var parsedParams = {}; + + // Iterate over each parameter and add it to the object + for (var pair of params.entries()) { + parsedParams[pair[0]] = pair[1]; + } + + // Return the object with the parsed parameters + return parsedParams; +} + + +export const shareToEsheep= () => { + app.graphToPrompt() + .then(prompt => { + const nodes = app.graph._nodes + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + const workflow = prompt['workflow'] + api.fetchApi(`/manager/set_esheep_workflow_and_images`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify({ + workflow: workflow, + images: potential_outputs + }) + }).then(response => { + var domain = window.location.hostname; + var port = window.location.port; + port = port || (window.location.protocol === 'http:' ? '80' : window.location.protocol === 'https:' ? '443' : ''); + var full_domin = domain + ':' + port + window.open('https://www.esheep.com/app/workflow_upload?from_local='+ full_domin, '_blank'); + }); + }) +} + +export const showCopusShareDialog = () => { + if (!CopusShareDialog.instance) { + CopusShareDialog.instance = new CopusShareDialog(); + } + + return app.graphToPrompt() + .then(prompt => { + return app.graph._nodes; + }) + .then(nodes => { + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + CopusShareDialog.instance.show({ potential_outputs, potential_output_nodes}); + }) +} + +export const showOpenArtShareDialog = () => { + if (!OpenArtShareDialog.instance) { + OpenArtShareDialog.instance = new OpenArtShareDialog(); + } + + return app.graphToPrompt() + .then(prompt => { + // console.log({ prompt }) + return app.graph._nodes; + }) + .then(nodes => { + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + OpenArtShareDialog.instance.show({ potential_outputs, potential_output_nodes}); + }) +} + + +export const showYouMLShareDialog = () => { + if (!YouMLShareDialog.instance) { + YouMLShareDialog.instance = new YouMLShareDialog(); + } + + return app.graphToPrompt() + .then(prompt => { + return app.graph._nodes; + }) + .then(nodes => { + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + YouMLShareDialog.instance.show(potential_outputs, potential_output_nodes); + }) +} + + +export const showShareDialog = async (share_option) => { + if (!ShareDialog.instance) { + ShareDialog.instance = new ShareDialog(share_option); + } + return app.graphToPrompt() + .then(prompt => { + // console.log({ prompt }) + return app.graph._nodes; + }) + .then(nodes => { + // console.log({ nodes }); + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + if (potential_outputs.length === 0) { + if (potential_output_nodes.length === 0) { + // todo: add support for other output node types (animatediff combine, etc.) + const supported_nodes_string = SUPPORTED_OUTPUT_NODE_TYPES.join(", "); + customAlert(`No supported output node found (${supported_nodes_string}). To share this workflow, please add an output node to your graph and re-run your prompt.`); + } else { + customAlert("To share this, first run a prompt. Once it's done, click 'Share'.\n\nNOTE: Images of the Share target can only be selected in the PreviewImage, SaveImage, and VHS_VideoCombine nodes. In the case of VHS_VideoCombine, only the image/gif and image/webp formats are supported."); + } + return false; + } + ShareDialog.instance.show({ potential_outputs, potential_output_nodes, share_option }); + return true; + }); +} + +export class ShareDialogChooser extends ComfyDialog { + static instance = null; + constructor() { + super(); + this.element = $el("div.comfy-modal", { + parent: document.body, style: { + 'overflow-y': "auto", + } + }, + [$el("div.comfy-modal-content", + {}, + [...this.createButtons()]), + ]); + this.selectedNodeId = null; + } + createButtons() { + const buttons = [ + { + key: "openart", + textContent: "OpenArt AI", + website: "https://openart.ai/workflows/", + description: "Share ComfyUI workflows and art on OpenArt.ai", + onclick: () => { + showOpenArtShareDialog(); + this.close(); + } + }, + { + key: "youml", + textContent: "YouML", + website: "https://youml.com", + description: "Share your workflow or transform it into an interactive app on YouML.com", + onclick: () => { + showYouMLShareDialog(); + this.close(); + } + }, + { + key: "matrix", + textContent: "Matrix Server", + website: "https://app.element.io/#/room/%23comfyui_space%3Amatrix.org", + description: "Share your art on the official ComfyUI matrix server", + onclick: async () => { + showShareDialog('matrix').then((suc) => { + suc && this.close(); + }) + } + }, + { + key: "comfyworkflows", + textContent: "ComfyWorkflows", + website: "https://comfyworkflows.com", + description: "Share & browse thousands of ComfyUI workflows and art 🎨

    ComfyWorkflows.com", + onclick: () => { + showShareDialog('comfyworkflows').then((suc) => { + suc && this.close(); + }) + } + }, + { + key: "esheep", + textContent: "eSheep", + website: "https://www.esheep.com", + description: "Share & download thousands of ComfyUI workflows on esheep.com", + onclick: () => { + shareToEsheep(); + this.close(); + } + }, + { + key: "Copus", + textContent: "Copus", + website: "https://www.copus.io", + description: "🔴 Earn simple. Get paid from your ComfyUI workflows—no revenue sharing. Ever.", + onclick: () => { + showCopusShareDialog(); + this.close(); + } + }, + ]; + + function createShareButtonsWithDescriptions() { + // Responsive container + const container = $el("div", { + style: { + display: "flex", + 'flex-wrap': 'wrap', + 'justify-content': 'space-around', + 'padding': '10px', + } + }); + + buttons.forEach(b => { + const button = $el("button", + { + type: "button", + textContent: b.textContent, + onclick: b.onclick, + style: { + 'width': '25%', + 'minWidth': '200px', + 'background-color': b.backgroundColor || '', + 'border-radius': '5px', + 'cursor': 'pointer', + 'padding': '5px 5px', + 'margin-bottom': '5px', + 'transition': 'background-color 0.3s', + 'position':'relative' + } + }, + [ + $el("span", { style: { + } }), + ] + ); + button.addEventListener('mouseover', () => { + button.style.backgroundColor = '#007BFF'; // Change color on hover + }); + button.addEventListener('mouseout', () => { + button.style.backgroundColor = b.backgroundColor || ''; + }); + + const description = $el("p", { + innerHTML: b.description, + style: { + 'text-align': 'left', + color: 'var(--input-text)', + 'font-size': '14px', + 'margin-bottom': '0', + }, + }); + + const copus_ui =$el("div", { style: { + 'position': 'absolute', + 'height': '100%', + 'left': '-25px', + 'top': '-26px', + 'width': '100%', + 'z-index':'-1', + 'background':'url("https://static.copus.io/images/client/202412/test/f28ac6ef8f4c6f3d5d50856a272ed02c.png")', + 'background-repeat': 'no-repeat', + } }); + const copus_ui_bottom =$el("div", { style: { + 'position': 'absolute', + 'height': '100%', + 'left': '25px', + 'bottom': '-26px', + 'width': '100%', + 'transform':'scale(-1, -1)', + 'z-index':'-1', + 'background':'url("https://static.copus.io/images/client/202412/test/f28ac6ef8f4c6f3d5d50856a272ed02c.png")', + 'background-repeat': 'no-repeat', + } }); + + const websiteLink = $el("a", { + textContent: "🌐 Website", + href: b.website, + target: "_blank", + style: { + color: 'var(--input-text)', + 'margin-left': '10px', + 'font-size': '12px', + 'text-decoration': 'none', + 'align-self': 'center', + }, + }); + + // Add highlight to the website link + websiteLink.addEventListener('mouseover', () => { + websiteLink.style.opacity = '0.7'; + }); + + websiteLink.addEventListener('mouseout', () => { + websiteLink.style.opacity = '1'; + }); + + const buttonLinkContainer = $el("div", { + style: { + display: 'flex', + 'align-items': 'center', + 'margin-bottom': '10px', + } + }, [button, websiteLink]); + const column = $el("div", { + style: { + 'flex-basis': '100%', + 'margin': '10px', + 'padding': '10px 20px', + 'border': '1px solid #ddd', + 'border-radius': '5px', + 'box-shadow': '0 2px 4px rgba(0, 0, 0, 0.1)', + 'position':'relative' + } + }, [buttonLinkContainer, description + , + b.key ==='Copus' ? + copus_ui + :'', + b.key ==='Copus' ? + copus_ui_bottom + :'', + ]); + + container.appendChild(column); + }); + + return container; + } + + return [ + $el("p", { + textContent: 'Choose a platform to share your workflow', + style: { + 'text-align': 'center', + 'color': 'var(--input-text)', + 'font-size': '18px', + 'margin-bottom': '10px', + }, + } + ), + + $el("div.cm-menu-container", { + id: "comfyui-share-container" + }, [ + $el("div.cm-menu-column", [ + createShareButtonsWithDescriptions(), + $el("br", {}, []), + ]), + ]), + $el("div.cm-menu-container", { + id: "comfyui-share-container" + }, [ + $el("button", { + type: "button", + style: { + margin: "0 25px", + width: "100%", + }, + textContent: "Close", + onclick: () => { + this.close() + } + }), + $el("br", {}, []), + ]), + ]; + } + show() { + this.element.style.display = "block"; + this.element.style.zIndex = 1099; + } +} +export class ShareDialog extends ComfyDialog { + static instance = null; + static matrix_auth = { homeserver: "matrix.org", username: "", password: "" }; + static cw_sharekey = ""; + + constructor(share_option) { + super(); + this.share_option = share_option; + this.element = $el("div.comfy-modal", { + parent: document.body, style: { + 'overflow-y': "auto", + } + }, + [$el("div.comfy-modal-content", + {}, + [...this.createButtons()]), + ]); + this.selectedOutputIndex = 0; + } + + createButtons() { + this.radio_buttons = $el("div", { + id: "selectOutputImages", + }, []); + + this.is_nsfw_checkbox = $el("input", { type: 'checkbox', id: "is_nsfw" }, []) + const is_nsfw_checkbox_text = $el("label", { + }, [" Is this NSFW?"]) + this.is_nsfw_checkbox.style.color = "var(--fg-color)"; + this.is_nsfw_checkbox.checked = false; + + this.matrix_destination_checkbox = $el("input", { type: 'checkbox', id: "matrix_destination" }, []) + const matrix_destination_checkbox_text = $el("label", {}, [" ComfyUI Matrix server"]) + this.matrix_destination_checkbox.style.color = "var(--fg-color)"; + this.matrix_destination_checkbox.checked = this.share_option === 'matrix'; //true; + + this.comfyworkflows_destination_checkbox = $el("input", { type: 'checkbox', id: "comfyworkflows_destination" }, []) + const comfyworkflows_destination_checkbox_text = $el("label", {}, [" ComfyWorkflows.com"]) + this.comfyworkflows_destination_checkbox.style.color = "var(--fg-color)"; + this.comfyworkflows_destination_checkbox.checked = this.share_option !== 'matrix'; + + this.matrix_homeserver_input = $el("input", { type: 'text', id: "matrix_homeserver", placeholder: "matrix.org", value: ShareDialog.matrix_auth.homeserver || 'matrix.org' }, []); + this.matrix_username_input = $el("input", { type: 'text', placeholder: "Username", value: ShareDialog.matrix_auth.username || '' }, []); + this.matrix_password_input = $el("input", { type: 'password', placeholder: "Password", value: ShareDialog.matrix_auth.password || '' }, []); + + this.cw_sharekey_input = $el("input", { type: 'text', placeholder: "Share key (found on your profile page)", value: ShareDialog.cw_sharekey || '' }, []); + this.cw_sharekey_input.style.width = "100%"; + + this.credits_input = $el("input", { + type: "text", + placeholder: "This will be used to give credits", + required: false, + }, []); + + this.title_input = $el("input", { + type: "text", + placeholder: "ex: My awesome art", + required: false + }, []); + + this.description_input = $el("textarea", { + placeholder: "ex: Trying out a new workflow... ", + required: false, + }, []); + + this.share_button = $el("button", { + type: "submit", + textContent: "Share", + style: { + backgroundColor: "blue" + } + }, []); + + this.final_message = $el("div", { + style: { + color: "white", + textAlign: "center", + // marginTop: "10px", + // backgroundColor: "black", + padding: "10px", + } + }, []); + + this.share_finalmessage_container = $el("div.cm-menu-container", { + id: "comfyui-share-finalmessage-container", + style: { + display: "none", + } + }, [ + $el("div.cm-menu-column", [ + this.final_message, + $el("button", { + type: "button", + textContent: "Close", + onclick: () => { + // Reset state + this.matrix_destination_checkbox.checked = this.share_option === 'matrix'; + this.comfyworkflows_destination_checkbox.checked = this.share_option !== 'matrix'; + this.share_button.textContent = "Share"; + this.share_button.style.display = "inline-block"; + this.final_message.innerHTML = ""; + this.final_message.style.color = "white"; + this.credits_input.value = ""; + this.title_input.value = ""; + this.description_input.value = ""; + this.is_nsfw_checkbox.checked = false; + this.selectedOutputIndex = 0; + + // hide the final message + this.share_finalmessage_container.style.display = "none"; + + // show the share container + this.share_container.style.display = "flex"; + + this.close() + } + }), + ]) + ]); + this.share_container = $el("div.cm-menu-container", { + id: "comfyui-share-container" + }, [ + $el("div.cm-menu-column", [ + $el("details", { + style: { + border: "1px solid #999", + padding: "5px", + borderRadius: "5px", + backgroundColor: "#222" + } + }, [ + $el("summary", { + style: { + color: "white", + cursor: "pointer", + } + }, [`Matrix account`]), + $el("div", { + style: { + display: "flex", + flexDirection: "row", + } + }, [ + $el("div", { + textContent: "Homeserver", + style: { + marginRight: "10px", + } + }, []), + this.matrix_homeserver_input, + ]), + + $el("div", { + style: { + display: "flex", + flexDirection: "row", + } + }, [ + $el("div", { + textContent: "Username", + style: { + marginRight: "10px", + } + }, []), + this.matrix_username_input, + ]), + + $el("div", { + style: { + display: "flex", + flexDirection: "row", + } + }, [ + $el("div", { + textContent: "Password", + style: { + marginRight: "10px", + } + }, []), + this.matrix_password_input, + ]), + + ]), + $el("details", { + style: { + border: "1px solid #999", + marginTop: "10px", + padding: "5px", + borderRadius: "5px", + backgroundColor: "#222" + }, + }, [ + $el("summary", { + style: { + color: "white", + cursor: "pointer", + } + }, [`Comfyworkflows.com account`]), + $el("h4", { + textContent: "Share key (found on your profile page)", + }, []), + $el("p", { size: 3, color: "white" }, ["If provided, your art will be saved to your account. Otherwise, it will be shared anonymously."]), + this.cw_sharekey_input, + ]), + + $el("div", {}, [ + $el("p", { + size: 3, color: "white", style: { + color: 'var(--input-text)' + } + }, [`Select where to share your art:`]), + this.matrix_destination_checkbox, + matrix_destination_checkbox_text, + $el("br", {}, []), + this.comfyworkflows_destination_checkbox, + comfyworkflows_destination_checkbox_text, + ]), + + $el("h4", { + textContent: "Credits (optional)", + size: 3, + color: "white", + style: { + color: 'var(--input-text)' + } + }, []), + this.credits_input, + // $el("br", {}, []), + + $el("h4", { + textContent: "Title (optional)", + size: 3, + color: "white", + style: { + color: 'var(--input-text)' + } + }, []), + this.title_input, + // $el("br", {}, []), + + $el("h4", { + textContent: "Description (optional)", + size: 3, + color: "white", + style: { + color: 'var(--input-text)' + } + }, []), + this.description_input, + $el("br", {}, []), + + $el("div", {}, [this.is_nsfw_checkbox, is_nsfw_checkbox_text]), + // $el("br", {}, []), + + // this.final_message, + // $el("br", {}, []), + ]), + $el("div.cm-menu-column", [ + this.radio_buttons, + $el("br", {}, []), + + this.share_button, + + $el("button", { + type: "button", + textContent: "Close", + onclick: () => { + // Reset state + this.matrix_destination_checkbox.checked = this.share_option === 'matrix'; + this.comfyworkflows_destination_checkbox.checked = this.share_option !== 'matrix'; + this.share_button.textContent = "Share"; + this.share_button.style.display = "inline-block"; + this.final_message.innerHTML = ""; + this.final_message.style.color = "white"; + this.credits_input.value = ""; + this.title_input.value = ""; + this.description_input.value = ""; + this.is_nsfw_checkbox.checked = false; + this.selectedOutputIndex = 0; + + // hide the final message + this.share_finalmessage_container.style.display = "none"; + + // show the share container + this.share_container.style.display = "flex"; + + this.close() + } + }), + $el("br", {}, []), + ]), + ]); + + // get the user's existing matrix auth and share key + ShareDialog.matrix_auth = { homeserver: "matrix.org", username: "", password: "" }; + try { + api.fetchApi(`/manager/get_matrix_auth`) + .then(response => response.json()) + .then(data => { + ShareDialog.matrix_auth = data; + this.matrix_homeserver_input.value = ShareDialog.matrix_auth.homeserver; + this.matrix_username_input.value = ShareDialog.matrix_auth.username; + this.matrix_password_input.value = ShareDialog.matrix_auth.password; + }) + .catch(error => { + // console.log(error); + }); + } catch (error) { + // console.log(error); + } + + // get the user's existing comfyworkflows share key + ShareDialog.cw_sharekey = ""; + try { + // console.log("Fetching comfyworkflows share key") + api.fetchApi(`/manager/get_comfyworkflows_auth`) + .then(response => response.json()) + .then(data => { + ShareDialog.cw_sharekey = data.comfyworkflows_sharekey; + this.cw_sharekey_input.value = ShareDialog.cw_sharekey; + }) + .catch(error => { + // console.log(error); + }); + } catch (error) { + // console.log(error); + } + + this.share_button.onclick = async () => { + const prompt = await app.graphToPrompt(); + const nodes = app.graph._nodes; + + // console.log({ prompt, nodes }); + + const destinations = []; + if (this.matrix_destination_checkbox.checked) { + destinations.push("matrix"); + } + if (this.comfyworkflows_destination_checkbox.checked) { + destinations.push("comfyworkflows"); + } + + // if destinations includes matrix, make an api call to /manager/check_matrix to ensure that the user has configured their matrix settings + if (destinations.includes("matrix")) { + let definedMatrixAuth = !!this.matrix_homeserver_input.value && !!this.matrix_username_input.value && !!this.matrix_password_input.value; + if (!definedMatrixAuth) { + customAlert("Please set your Matrix account details."); + return; + } + } + + if (destinations.includes("comfyworkflows") && !this.cw_sharekey_input.value && false) { //!confirm("You have NOT set your ComfyWorkflows.com share key. Your art will NOT be connected to your account (it will be shared anonymously). Continue?")) { + return; + } + + const { potential_outputs, potential_output_nodes } = getPotentialOutputsAndOutputNodes(nodes); + + // console.log({ potential_outputs, potential_output_nodes }) + + if (potential_outputs.length === 0) { + if (potential_output_nodes.length === 0) { + // todo: add support for other output node types (animatediff combine, etc.) + const supported_nodes_string = SUPPORTED_OUTPUT_NODE_TYPES.join(", "); + customAlert(`No supported output node found (${supported_nodes_string}). To share this workflow, please add an output node to your graph and re-run your prompt.`); + } else { + customAlert("To share this, first run a prompt. Once it's done, click 'Share'.\n\nNOTE: Images of the Share target can only be selected in the PreviewImage, SaveImage, and VHS_VideoCombine nodes. In the case of VHS_VideoCombine, only the image/gif and image/webp formats are supported."); + } + this.selectedOutputIndex = 0; + this.close(); + return; + } + + // Change the text of the share button to "Sharing..." to indicate that the share process has started + this.share_button.textContent = "Sharing..."; + + const response = await api.fetchApi(`/manager/share`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify({ + matrix_auth: { + homeserver: this.matrix_homeserver_input.value, + username: this.matrix_username_input.value, + password: this.matrix_password_input.value, + }, + cw_auth: { + cw_sharekey: this.cw_sharekey_input.value, + }, + share_destinations: destinations, + credits: this.credits_input.value, + title: this.title_input.value, + description: this.description_input.value, + is_nsfw: this.is_nsfw_checkbox.checked, + prompt, + potential_outputs, + selected_output_index: this.selectedOutputIndex, + // potential_output_nodes + }) + }); + + if (response.status != 200) { + try { + const response_json = await response.json(); + if (response_json.error) { + customAlert(response_json.error); + this.close(); + return; + } else { + customAlert("Failed to share your art. Please try again."); + this.close(); + return; + } + } catch (e) { + customAlert("Failed to share your art. Please try again."); + this.close(); + return; + } + } + + const response_json = await response.json(); + + if (response_json.comfyworkflows.url) { + this.final_message.innerHTML = "Your art has been shared: " + response_json.comfyworkflows.url + ""; + if (response_json.matrix.success) { + this.final_message.innerHTML += "
    Your art has been shared in the ComfyUI Matrix server's #share channel!"; + } + } else { + if (response_json.matrix.success) { + this.final_message.innerHTML = "Your art has been shared in the ComfyUI Matrix server's #share channel!"; + } + } + + this.final_message.style.color = "green"; + + // hide #comfyui-share-container and show #comfyui-share-finalmessage-container + this.share_container.style.display = "none"; + this.share_finalmessage_container.style.display = "block"; + + // hide the share button + this.share_button.textContent = "Shared!"; + this.share_button.style.display = "none"; + // this.close(); + } + + const res = + [ + $el("tr.td", { width: "100%" }, [ + $el("font", { size: 6, color: "white" }, [`Share your art`]), + ]), + $el("br", {}, []), + + this.share_finalmessage_container, + this.share_container, + ]; + + res[0].style.padding = "10px 10px 10px 10px"; + res[0].style.backgroundColor = "black"; //"linear-gradient(90deg, #00C9FF 0%, #92FE9D 100%)"; + res[0].style.textAlign = "center"; + res[0].style.height = "45px"; + return res; + } + + show({potential_outputs, potential_output_nodes, share_option}) { + // Sort `potential_output_nodes` by node ID to make the order always + // consistent, but we should also keep `potential_outputs` in the same + // order as `potential_output_nodes`. + const potential_output_to_order = {}; + potential_output_nodes.forEach((node, index) => { + if (node.id in potential_output_to_order) { + potential_output_to_order[node.id][1].push(potential_outputs[index]); + } else { + potential_output_to_order[node.id] = [node, [potential_outputs[index]]]; + } + }) + // Sort the object `potential_output_to_order` by key (node ID) + const sorted_potential_output_to_order = Object.fromEntries( + Object.entries(potential_output_to_order).sort((a, b) => a[0].id - b[0].id) + ); + const sorted_potential_outputs = [] + const sorted_potential_output_nodes = [] + for (const [key, value] of Object.entries(sorted_potential_output_to_order)) { + sorted_potential_output_nodes.push(value[0]); + sorted_potential_outputs.push(...value[1]); + } + potential_output_nodes = sorted_potential_output_nodes; + potential_outputs = sorted_potential_outputs; + + // console.log({ potential_outputs, potential_output_nodes }) + this.radio_buttons.innerHTML = ""; // clear the radio buttons + let is_radio_button_checked = false; // only check the first radio button if multiple images from the same node + const new_radio_buttons = $el("div", { + id: "selectOutput-Options", + style: { + 'overflow-y': 'scroll', + 'max-height': '400px', + } + }, potential_outputs.map((output, index) => { + const {node_id} = output; + const radio_button = $el("input", { type: 'radio', name: "selectOutputImages", value: index, required: index === 0 }, []) + let radio_button_img; + if (output.type === "image" || output.type === "temp") { + radio_button_img = $el("img", { src: `/view?filename=${output.image.filename}&subfolder=${output.image.subfolder}&type=${output.image.type}`, style: { width: "auto", height: "100px" } }, []); + } else if (output.type === "output") { + radio_button_img = $el("img", { src: output.output.value, style: { width: "auto", height: "100px" } }, []); + } else { + // unsupported output type + // this should never happen + // TODO + radio_button_img = $el("img", { src: "", style: { width: "auto", height: "100px" } }, []); + } + const radio_button_text = $el("label", { + // style: { + // color: 'var(--input-text)' + // } + }, [output.title]) + radio_button.style.color = "var(--fg-color)"; + + // Make the radio button checked if it's the selected node, + // otherwise make the first radio button checked. + if (this.selectedNodeId) { + if (this.selectedNodeId === node_id && !is_radio_button_checked) { + radio_button.checked = true; + is_radio_button_checked = true; + } + } else { + radio_button.checked = index === 0; + } + + if (radio_button.checked) { + this.selectedOutputIndex = index; + } + + radio_button.onchange = () => { + this.selectedOutputIndex = parseInt(radio_button.value); + }; + + return $el("div", { + style: { + display: "flex", + 'align-items': 'center', + 'justify-content': 'space-between', + 'margin-bottom': '10px', + } + }, [radio_button, radio_button_text, radio_button_img]); + })); + const header = $el("h3", { + textContent: "Select an image to share", + size: 3, + color: "white", + style: { + 'text-align': 'center', + color: 'var(--input-text)', + backgroundColor: 'black', + padding: '10px', + 'margin-top': '0px', + } + }, [ + $el("p", { + textContent: "Scroll to see all outputs", + size: 2, + color: "white", + style: { + 'text-align': 'center', + color: 'var(--input-text)', + 'margin-bottom': '5px', + 'font-style': 'italic', + 'font-size': '12px', + }, + }, []) + ]); + this.radio_buttons.appendChild(header); + // this.radio_buttons.appendChild(subheader); + this.radio_buttons.appendChild(new_radio_buttons); + this.element.style.display = "block"; + + share_option = share_option || this.share_option; + if (share_option === 'comfyworkflows') { + this.matrix_destination_checkbox.checked = false; + this.comfyworkflows_destination_checkbox.checked = true; + } else { + this.matrix_destination_checkbox.checked = true; + this.comfyworkflows_destination_checkbox.checked = false; + } + } +} diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-share-copus.js b/custom_nodes/ComfyUI-Manager/js/comfyui-share-copus.js new file mode 100644 index 0000000000000000000000000000000000000000..46288e5960d02c4531d4e0a2d571949757767de1 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-share-copus.js @@ -0,0 +1,1168 @@ +import { app } from "../../scripts/app.js"; +import { $el, ComfyDialog } from "../../scripts/ui.js"; +import { customAlert } from "./common.js"; + +const env = "prod"; + +let DEFAULT_HOMEPAGE_URL = "https://copus.io"; + +let API_ENDPOINT = "https://api.client.prod.copus.io"; + +if (env !== "prod") { + API_ENDPOINT = "https://api.test.copus.io"; + DEFAULT_HOMEPAGE_URL = "https://test.copus.io"; +} + +const style = ` + .copus-share-dialog a { + color: #f8f8f8; + } + .copus-share-dialog a:hover { + color: #007bff; + } + .output_label { + border: 5px solid transparent; + } + .output_label:hover { + border: 5px solid #59E8C6; + } + .output_label.checked { + border: 5px solid #59E8C6; + } +`; + +// Shared component styles +const sectionStyle = { + marginBottom: 0, + padding: 0, + borderRadius: "8px", + boxShadow: "0 2px 4px rgba(0, 0, 0, 0.05)", + display: "flex", + flexDirection: "column", + justifyContent: "center", + position: "relative", +}; + +export class CopusShareDialog extends ComfyDialog { + static instance = null; + + constructor() { + super(); + $el("style", { + textContent: style, + parent: document.head, + }); + this.element = $el( + "div.comfy-modal.copus-share-dialog", + { + parent: document.body, + style: { + "overflow-y": "auto", + }, + }, + [$el("div.comfy-modal-content", {}, [...this.createButtons()])] + ); + this.selectedOutputIndex = 0; + this.selectedOutput_lock = 0; + this.selectedNodeId = null; + this.uploadedImages = []; + this.allFilesImages = []; + this.selectedFile = null; + this.allFiles = []; + this.titleNum = 0; + } + + createButtons() { + const inputStyle = { + display: "block", + minWidth: "500px", + width: "100%", + padding: "10px", + margin: "10px 0", + borderRadius: "4px", + border: "1px solid #ddd", + boxSizing: "border-box", + }; + + const textAreaStyle = { + display: "block", + minWidth: "500px", + width: "100%", + padding: "10px", + margin: "10px 0", + borderRadius: "4px", + border: "1px solid #ddd", + boxSizing: "border-box", + minHeight: "100px", + background: "#222", + resize: "vertical", + color: "#f2f2f2", + fontFamily: "Arial", + fontWeight: "400", + fontSize: "15px", + }; + + const hyperLinkStyle = { + display: "block", + marginBottom: "15px", + fontWeight: "bold", + fontSize: "14px", + }; + + const labelStyle = { + color: "#f8f8f8", + display: "block", + margin: "10px 0 0 0", + fontWeight: "bold", + textDecoration: "none", + }; + + const buttonStyle = { + padding: "10px 80px", + margin: "10px 5px", + borderRadius: "4px", + border: "none", + cursor: "pointer", + color: "#fff", + backgroundColor: "#007bff", + }; + + // upload images input + this.uploadImagesInput = $el("input", { + type: "file", + multiple: false, + style: inputStyle, + accept: "image/*", + }); + + this.uploadImagesInput.addEventListener("change", async (e) => { + const file = e.target.files[0]; + if (!file) { + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + return; + } + const reader = new FileReader(); + reader.onload = async (e) => { + const imgData = e.target.result; + this.previewImage.src = imgData; + this.previewImage.style.display = "block"; + this.selectedFile = null; + // Once user uploads an image, we uncheck all radio buttons + this.radioButtons.forEach((ele) => { + ele.checked = false; + ele.parentElement.classList.remove("checked"); + }); + + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 0.35; + this.uploadImagesInput.style.opacity = 1; + }; + reader.readAsDataURL(file); + }); + + // preview image + this.previewImage = $el("img", { + src: "", + style: { + width: "100%", + maxHeight: "100px", + objectFit: "contain", + display: "none", + marginTop: "10px", + }, + }); + + this.keyInput = $el("input", { + type: "password", + placeholder: "Copy & paste your API key", + style: inputStyle, + }); + this.TitleInput = $el("input", { + type: "text", + placeholder: "Title (Required)", + style: inputStyle, + maxLength: "70", + oninput: () => { + const titleNum = this.TitleInput.value.length; + titleNumDom.textContent = `${titleNum}/70`; + }, + }); + this.SubTitleInput = $el("input", { + type: "text", + placeholder: "Subtitle (Optional)", + style: inputStyle, + maxLength: "350", + oninput: () => { + const titleNum = this.SubTitleInput.value.length; + subTitleNumDom.textContent = `${titleNum}/350`; + }, + }); + this.LockInput = $el("input", { + type: "text", + placeholder: "0", + style: { + width: "100px", + padding: "7px", + paddingLeft: "30px", + borderRadius: "4px", + border: "1px solid #ddd", + boxSizing: "border-box", + position: "relative", + }, + oninput: (event) => { + let input = event.target.value; + // Use a regular expression to match a number with up to two decimal places + const regex = /^\d*\.?\d{0,2}$/; + if (!regex.test(input)) { + // If the input doesn't match, remove the last entered character + event.target.value = input.slice(0, -1); + } + const numericValue = parseFloat(input); + if (numericValue > 9999) { + input = "9999"; + } + // Update the input field with the valid value + event.target.value = input; + }, + }); + this.descriptionInput = $el("textarea", { + placeholder: "Content (Optional)", + style: { + ...textAreaStyle, + minHeight: "100px", + }, + }); + + // Header Section + const headerSection = $el("h3", { + textContent: "Share your workflow to Copus", + size: 3, + color: "white", + style: { + "text-align": "center", + color: "white", + margin: "0 0 10px 0", + }, + }); + this.getAPIKeyLink = $el( + "a", + { + style: { + ...hyperLinkStyle, + color: "#59E8C6", + }, + href: `${DEFAULT_HOMEPAGE_URL}?fromPage=comfyUI`, + target: "_blank", + }, + ["👉 Get your API key here"] + ); + const linkSection = $el( + "div", + { + style: { + marginTop: "10px", + display: "flex", + flexDirection: "column", + }, + }, + [ + // this.communityLink, + this.getAPIKeyLink, + ] + ); + + // Account Section + const accountSection = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["1️⃣ Copus API Key"]), + this.keyInput, + ]); + + // Output Upload Section + const outputUploadSection = $el("div", { style: sectionStyle }, [ + $el( + "label", + { + style: { + ...labelStyle, + margin: "10px 0 0 0", + }, + }, + ["2️⃣ Image/Thumbnail (Required)"] + ), + this.previewImage, + this.uploadImagesInput, + ]); + + // Outputs Section + this.outputsSection = $el( + "div", + { + id: "selectOutputs", + }, + [] + ); + + const titleNumDom = $el( + "label", + { + style: { + fontSize: "12px", + position: "absolute", + right: "10px", + bottom: "-10px", + color: "#999", + }, + }, + ["0/70"] + ); + const subTitleNumDom = $el( + "label", + { + style: { + fontSize: "12px", + position: "absolute", + right: "10px", + bottom: "-10px", + color: "#999", + }, + }, + ["0/350"] + ); + const descriptionNumDom = $el( + "label", + { + style: { + fontSize: "12px", + position: "absolute", + right: "10px", + bottom: "-10px", + color: "#999", + }, + }, + ["0/70"] + ); + // Additional Inputs Section + const additionalInputsSection = $el("div", { style: { ...sectionStyle } }, [ + $el("label", { style: labelStyle }, ["3️⃣ Title "]), + this.TitleInput, + titleNumDom, + ]); + const SubtitleSection = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["4️⃣ Subtitle "]), + this.SubTitleInput, + subTitleNumDom, + ]); + const DescriptionSection = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["5️⃣ Description "]), + this.descriptionInput, + // descriptionNumDom, + ]); + // switch between outputs section and additional inputs section + this.radioButtons_lock = []; + + this.radioButtonsCheck_lock = $el("input", { + type: "radio", + name: "output_type_lock", + value: "0", + id: "blockchain1_lock", + checked: true, + }); + this.radioButtonsCheckOff_lock = $el("input", { + type: "radio", + name: "output_type_lock", + value: "1", + id: "blockchain_lock", + }); + + const blockChainSection_lock = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["6️⃣ Download threshold"]), + $el( + "label", + { + style: { + marginTop: "10px", + display: "flex", + alignItems: "center", + cursor: "pointer", + }, + }, + [ + this.radioButtonsCheck_lock, + $el( + "div", + { + style: { + marginLeft: "5px", + display: "flex", + alignItems: "center", + position: "relative", + }, + }, + [ + $el("span", { style: { marginLeft: "5px" } }, ["ON"]), + $el( + "span", + { + style: { + marginLeft: "20px", + marginRight: "10px", + color: "#fff", + }, + }, + ["Unlock with"] + ), + $el("img", { + style: { + width: "16px", + height: "16px", + position: "absolute", + right: "75px", + zIndex: "100", + }, + src: "https://static.copus.io/images/admin/202507/prod/e2919a1d8f3c2d99d3b8fe27ff94b841.png", + }), + this.LockInput, + ] + ), + ] + ), + $el( + "label", + { style: { display: "flex", alignItems: "center", cursor: "pointer" } }, + [ + this.radioButtonsCheckOff_lock, + $el( + "div", + { + style: { + marginLeft: "5px", + display: "flex", + alignItems: "center", + }, + }, + [$el("span", { style: { marginLeft: "5px" } }, ["OFF"])] + ), + ] + ), + + $el( + "p", + { style: { fontSize: "16px", color: "#fff", margin: "10px 0 0 0" } }, + [ + ] + ), + ]); + + this.radioButtons = []; + + this.radioButtonsCheck = $el("input", { + type: "radio", + name: "output_type", + value: "0", + id: "blockchain1", + checked: true, + }); + this.radioButtonsCheckOff = $el("input", { + type: "radio", + name: "output_type", + value: "1", + id: "blockchain", + }); + + const blockChainSection = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["8️⃣ Store on blockchain "]), + $el( + "label", + { + style: { + marginTop: "10px", + display: "flex", + alignItems: "center", + cursor: "pointer", + }, + }, + [ + this.radioButtonsCheck, + $el("span", { style: { marginLeft: "5px" } }, ["ON"]), + ] + ), + $el( + "label", + { style: { display: "flex", alignItems: "center", cursor: "pointer" } }, + [ + this.radioButtonsCheckOff, + $el("span", { style: { marginLeft: "5px" } }, ["OFF"]), + ] + ), + $el( + "p", + { style: { fontSize: "16px", color: "#fff", margin: "10px 0 0 0" } }, + ["Secure ownership with a permanent & decentralized storage"] + ), + ]); + + this.ratingRadioButtonsCheck0 = $el("input", { + type: "radio", + name: "content_rating", + value: "0", + id: "content_rating0", + }); + this.ratingRadioButtonsCheck1 = $el("input", { + type: "radio", + name: "content_rating", + value: "1", + id: "content_rating1", + }); + this.ratingRadioButtonsCheck2 = $el("input", { + type: "radio", + name: "content_rating", + value: "2", + id: "content_rating2", + }); + this.ratingRadioButtonsCheck_1 = $el("input", { + type: "radio", + name: "content_rating", + value: "-1", + id: "content_rating_1", + checked: true, + }); + + // content rating + const contentRatingSection = $el("div", { style: sectionStyle }, [ + $el("label", { style: labelStyle }, ["7️⃣ Content rating "]), + $el( + "label", + { + style: { + marginTop: "10px", + display: "flex", + alignItems: "center", + cursor: "pointer", + }, + }, + [ + this.ratingRadioButtonsCheck0, + $el("img", { + style: { + width: "12px", + height: "12px", + marginLeft: "5px", + }, + src: "https://static.copus.io/images/client/202507/test/b9f17da83b054d53cd0cb4508c2c30dc.png", + }), + $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [ + "All ages", + ]), + ] + ), + $el( + "p", + { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } }, + ["Safe for all viewers; no profanity, violence, or mature themes."] + ), + $el( + "label", + { style: { display: "flex", alignItems: "center", cursor: "pointer" } }, + [ + this.ratingRadioButtonsCheck1, + $el("img", { + style: { + width: "12px", + height: "12px", + marginLeft: "5px", + }, + src: "https://static.copus.io/images/client/202507/test/7848bc0d3690671df21c7cf00c4cfc81.png", + }), + $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [ + "13+ (Teen)", + ]), + ] + ), + $el( + "p", + { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } }, + [ + "Mild language, light themes, or cartoon violence; no explicit content. ", + ] + ), + $el( + "label", + { style: { display: "flex", alignItems: "center", cursor: "pointer" } }, + [ + this.ratingRadioButtonsCheck2, + $el("img", { + style: { + width: "12px", + height: "12px", + marginLeft: "5px", + }, + src: "https://static.copus.io/images/client/202507/test/bc51839c208d68d91173e43c23bff039.png", + }), + $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [ + "18+ (Explicit)", + ]), + ] + ), + $el( + "p", + { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } }, + [ + "Explicit content, including sexual content, strong violence, or intense themes. ", + ] + ), + $el( + "label", + { style: { display: "flex", alignItems: "center", cursor: "pointer" } }, + [ + this.ratingRadioButtonsCheck_1, + $el("img", { + style: { + width: "12px", + height: "12px", + marginLeft: "5px", + }, + src: "https://static.copus.io/images/client/202507/test/5c802fdcaaea4e7bbed37393eec0d5ba.png", + }), + $el("span", { style: { marginLeft: "5px", color: "#fff" } }, [ + "Not Rated", + ]), + ] + ), + $el( + "p", + { style: { fontSize: "10px", color: "#fff", marginLeft: "20px" } }, + ["No age rating provided."] + ), + ]); + + // Message Section + this.message = $el( + "div", + { + style: { + color: "#ff3d00", + textAlign: "center", + padding: "10px", + fontSize: "20px", + }, + }, + [] + ); + + this.shareButton = $el("button", { + type: "submit", + textContent: "Share", + style: buttonStyle, + onclick: () => { + this.handleShareButtonClick(); + }, + }); + + // Share and Close Buttons + const buttonsSection = $el( + "div", + { + style: { + textAlign: "right", + marginTop: "20px", + display: "flex", + justifyContent: "space-between", + }, + }, + [ + $el("button", { + type: "button", + textContent: "Close", + style: { + ...buttonStyle, + backgroundColor: undefined, + }, + onclick: () => { + this.close(); + }, + }), + this.shareButton, + ] + ); + + // Composing the full layout + const layout = [ + headerSection, + linkSection, + accountSection, + outputUploadSection, + this.outputsSection, + additionalInputsSection, + SubtitleSection, + DescriptionSection, + // contestSection, + blockChainSection_lock, + contentRatingSection, + blockChainSection, + this.message, + buttonsSection, + ]; + + return layout; + } + /** + * api + * @param {url} path + * @param {params} options + * @param {statusText} statusText + * @returns + */ + async fetchApi(path, options, statusText) { + if (statusText) { + this.message.textContent = statusText; + } + const fullPath = new URL(API_ENDPOINT + path); + const response = await fetch(fullPath, options); + if (!response.ok) { + throw new Error(response.statusText); + } + if (statusText) { + this.message.textContent = ""; + } + const data = await response.json(); + return { + ok: response.ok, + statusText: response.statusText, + status: response.status, + data, + }; + } + /** + * @param {file} uploadFile + */ + async uploadThumbnail(uploadFile, type) { + const form = new FormData(); + form.append("file", uploadFile); + form.append("apiToken", this.keyInput.value); + try { + const res = await this.fetchApi( + `/client/common/opus/uploadImage`, + { + method: "POST", + body: form, + }, + "Uploading thumbnail..." + ); + if (res.status && res.data.status && res.data) { + const { data } = res.data; + if (type) { + this.allFilesImages.push({ + url: data, + }); + } + this.uploadedImages.push({ + url: data, + }); + } else { + throw new Error( + "make sure your API key is correct and try again later" + ); + } + } catch (e) { + if (e?.response?.status === 413) { + throw new Error("File size is too large (max 20MB)"); + } else { + throw new Error("Error uploading thumbnail: " + e.message); + } + } + } + + async handleShareButtonClick() { + this.message.textContent = ""; + try { + this.shareButton.disabled = true; + this.shareButton.textContent = "Sharing..."; + await this.share(); + } catch (e) { + customAlert(e.message); + } + this.shareButton.disabled = false; + this.shareButton.textContent = "Share"; + } + /** + * share + * @param {string} title + * @param {string} subtitle + * @param {string} content + * @param {boolean} storeOnChain + * @param {string} coverUrl + * @param {string[]} imageUrls + * @param {string} apiToken + */ + async share() { + const prompt = await app.graphToPrompt(); + const workflowJSON = prompt["workflow"]; + const form_values = { + title: this.TitleInput.value, + subTitle: this.SubTitleInput.value, + content: this.descriptionInput.value, + storeOnChain: this.radioButtonsCheck.checked ? true : false, + lockState: this.radioButtonsCheck_lock.checked ? 2 : 0, + unlockPrice: this.LockInput.value, + rating: this.ratingRadioButtonsCheck0.checked + ? 0 + : this.ratingRadioButtonsCheck1.checked + ? 1 + : this.ratingRadioButtonsCheck2.checked + ? 2 + : -1, + }; + + if (!this.keyInput.value) { + throw new Error("API key is required"); + } + + if (!this.uploadImagesInput.files[0] && !this.selectedFile) { + throw new Error("Thumbnail is required"); + } + + if (!form_values.title) { + throw new Error("Title is required"); + } + + if (this.radioButtonsCheck_lock.checked) { + if (!this.LockInput.value) { + throw new Error("Price is required"); + } + } + + if (!this.uploadedImages.length) { + if (this.selectedFile) { + await this.uploadThumbnail(this.selectedFile); + } else { + for (const file of this.uploadImagesInput.files) { + try { + await this.uploadThumbnail(file); + } catch (e) { + this.uploadedImages = []; + throw new Error(e.message); + } + } + + if (this.uploadImagesInput.files.length === 0) { + throw new Error("No thumbnail uploaded"); + } + } + } + if (this.allFiles.length > 0) { + for (const file of this.allFiles) { + try { + await this.uploadThumbnail(file, true); + } catch (e) { + this.allFilesImages = []; + throw new Error(e.message); + } + } + } + try { + const res = await this.fetchApi( + "/client/common/opus/shareFromComfyUI", + { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ + workflowJson: workflowJSON, + apiToken: this.keyInput.value, + coverUrl: this.uploadedImages[0].url, + imageUrls: this.allFilesImages.map((image) => image.url), + ...form_values, + }), + }, + "Uploading workflow..." + ); + + if (res.status && res.data.status && res.data) { + localStorage.setItem("copus_token", this.keyInput.value); + const { data } = res.data; + if (data) { + const url = `${DEFAULT_HOMEPAGE_URL}/work/${data}`; + this.message.innerHTML = `Workflow has been shared successfully. Click here to view it.`; + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + this.uploadedImages = []; + this.allFilesImages = []; + this.allFiles = []; + this.TitleInput.value = ""; + this.SubTitleInput.value = ""; + this.descriptionInput.value = ""; + this.selectedFile = null; + } + } + } catch (e) { + throw new Error("Error sharing workflow: " + e.message); + } + } + + async fetchImageBlob(url) { + const response = await fetch(url); + const blob = await response.blob(); + return blob; + } + + async show({ potential_outputs, potential_output_nodes } = {}) { + // Sort `potential_output_nodes` by node ID to make the order always + // consistent, but we should also keep `potential_outputs` in the same + // order as `potential_output_nodes`. + const potential_output_to_order = {}; + potential_output_nodes.forEach((node, index) => { + if (node.id in potential_output_to_order) { + potential_output_to_order[node.id][1].push(potential_outputs[index]); + } else { + potential_output_to_order[node.id] = [node, [potential_outputs[index]]]; + } + }); + // Sort the object `potential_output_to_order` by key (node ID) + const sorted_potential_output_to_order = Object.fromEntries( + Object.entries(potential_output_to_order).sort( + (a, b) => a[0].id - b[0].id + ) + ); + const sorted_potential_outputs = []; + const sorted_potential_output_nodes = []; + for (const [key, value] of Object.entries( + sorted_potential_output_to_order + )) { + sorted_potential_output_nodes.push(value[0]); + sorted_potential_outputs.push(...value[1]); + } + potential_output_nodes = sorted_potential_output_nodes; + potential_outputs = sorted_potential_outputs; + const apiToken = localStorage.getItem("copus_token"); + this.message.innerHTML = ""; + this.message.textContent = ""; + this.element.style.display = "block"; + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + this.keyInput.value = apiToken != null ? apiToken : ""; + this.uploadedImages = []; + this.allFilesImages = []; + this.allFiles = []; + // If `selectedNodeId` is provided, we will select the corresponding radio + // button for the node. In addition, we move the selected radio button to + // the top of the list. + if (this.selectedNodeId) { + const index = potential_output_nodes.findIndex( + (node) => node.id === this.selectedNodeId + ); + if (index >= 0) { + this.selectedOutputIndex = index; + } + } + + this.radioButtons = []; + const new_radio_buttons = $el( + "div", + { + id: "selectOutput-Options", + style: { + "overflow-y": "scroll", + "max-height": "200px", + display: "grid", + "grid-template-columns": "repeat(auto-fit, minmax(100px, 1fr))", + "grid-template-rows": "auto", + "grid-column-gap": "10px", + "grid-row-gap": "10px", + "margin-bottom": "10px", + padding: "10px", + "border-radius": "8px", + "box-shadow": "0 2px 4px rgba(0, 0, 0, 0.05)", + "background-color": "var(--bg-color)", + }, + }, + potential_outputs.map((output, index) => { + const { node_id } = output; + const radio_button = $el( + "input", + { + type: "radio", + name: "selectOutputImages", + value: index, + required: index === 0, + }, + [] + ); + let radio_button_img; + let filename; + if (output.type === "image" || output.type === "temp") { + radio_button_img = $el( + "img", + { + src: `/view?filename=${output.image.filename}&subfolder=${output.image.subfolder}&type=${output.image.type}`, + style: { + width: "100px", + height: "100px", + objectFit: "cover", + borderRadius: "5px", + }, + }, + [] + ); + filename = output.image.filename; + } else if (output.type === "output") { + radio_button_img = $el( + "img", + { + src: output.output.value, + style: { + width: "auto", + height: "100px", + objectFit: "cover", + borderRadius: "5px", + }, + }, + [] + ); + filename = output.filename; + } else { + // unsupported output type + // this should never happen + radio_button_img = $el( + "img", + { + src: "", + style: { width: "auto", height: "100px" }, + }, + [] + ); + } + const radio_button_text = $el( + "span", + { + style: { + color: "gray", + display: "block", + fontSize: "12px", + overflowX: "hidden", + textOverflow: "ellipsis", + textWrap: "nowrap", + maxWidth: "100px", + }, + }, + [output.title] + ); + const node_id_chip = $el( + "span", + { + style: { + color: "#FBFBFD", + display: "block", + backgroundColor: "rgba(0, 0, 0, 0.5)", + fontSize: "12px", + overflowX: "hidden", + padding: "2px 3px", + textOverflow: "ellipsis", + textWrap: "nowrap", + maxWidth: "100px", + position: "absolute", + top: "3px", + left: "3px", + borderRadius: "3px", + }, + }, + [`Node: ${node_id}`] + ); + radio_button.style.color = "var(--fg-color)"; + radio_button.checked = this.selectedOutputIndex === index; + + radio_button.onchange = async () => { + this.selectedOutputIndex = parseInt(radio_button.value); + + // Remove the "checked" class from all radio buttons + this.radioButtons.forEach((ele) => { + ele.parentElement.classList.remove("checked"); + }); + radio_button.parentElement.classList.add("checked"); + + this.fetchImageBlob(radio_button_img.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.previewImage.src = radio_button_img.src; + this.previewImage.style.display = "block"; + this.selectedFile = file; + }); + + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 1; + this.uploadImagesInput.style.opacity = 0.35; + }; + + if (radio_button.checked) { + this.fetchImageBlob(radio_button_img.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.previewImage.src = radio_button_img.src; + this.previewImage.style.display = "block"; + this.selectedFile = file; + }); + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 1; + this.uploadImagesInput.style.opacity = 0.35; + } + this.radioButtons.push(radio_button); + let src = ""; + if (output.type === "image" || output.type === "temp") { + filename = output.image.filename; + src = `/view?filename=${output.image.filename}&subfolder=${output.image.subfolder}&type=${output.image.type}`; + } else if (output.type === "output") { + src = output.output.value; + filename = output.filename; + } + if (src) { + this.fetchImageBlob(src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.allFiles.push(file); + }); + } + return $el( + `label.output_label${radio_button.checked ? ".checked" : ""}`, + { + style: { + display: "flex", + flexDirection: "column", + alignItems: "center", + justifyContent: "center", + marginBottom: "10px", + cursor: "pointer", + position: "relative", + }, + }, + [radio_button_img, radio_button_text, radio_button, node_id_chip] + ); + }) + ); + + const header = $el( + "p", + { + textContent: + this.radioButtons.length === 0 + ? "Queue Prompt to see the outputs" + : "Or choose one from the outputs (scroll to see all)", + size: 2, + color: "white", + style: { + color: "white", + margin: "0 0 5px 0", + fontSize: "12px", + }, + }, + [] + ); + this.outputsSection.innerHTML = ""; + this.outputsSection.appendChild(header); + this.outputsSection.appendChild(new_radio_buttons); + } +} diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-share-openart.js b/custom_nodes/ComfyUI-Manager/js/comfyui-share-openart.js new file mode 100644 index 0000000000000000000000000000000000000000..1c96a8c73fae61a6c599fd5901e2fc0b26f8d55d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-share-openart.js @@ -0,0 +1,746 @@ +import {app} from "../../scripts/app.js"; +import {api} from "../../scripts/api.js"; +import {ComfyDialog, $el} from "../../scripts/ui.js"; +import { customAlert } from "./common.js"; + +const LOCAL_STORAGE_KEY = "openart_comfy_workflow_key"; +const DEFAULT_HOMEPAGE_URL = "https://openart.ai/workflows/dev?developer=true"; +//const DEFAULT_HOMEPAGE_URL = "http://localhost:8080/workflows/dev?developer=true"; + +const API_ENDPOINT = "https://openart.ai/api"; +//const API_ENDPOINT = "http://localhost:8080/api"; + +const style = ` + .openart-share-dialog a { + color: #f8f8f8; + } + .openart-share-dialog a:hover { + color: #007bff; + } + .output_label { + border: 5px solid transparent; + } + .output_label:hover { + border: 5px solid #59E8C6; + } + .output_label.checked { + border: 5px solid #59E8C6; + } +`; + +// Shared component styles +const sectionStyle = { + marginBottom: 0, + padding: 0, + borderRadius: "8px", + boxShadow: "0 2px 4px rgba(0, 0, 0, 0.05)", + display: "flex", + flexDirection: "column", + justifyContent: "center", +}; + +export class OpenArtShareDialog extends ComfyDialog { + static instance = null; + + constructor() { + super(); + $el("style", { + textContent: style, + parent: document.head, + }); + this.element = $el( + "div.comfy-modal.openart-share-dialog", + { + parent: document.body, + style: { + "overflow-y": "auto", + }, + }, + [$el("div.comfy-modal-content", {}, [...this.createButtons()])] + ); + this.selectedOutputIndex = 0; + this.selectedNodeId = null; + this.uploadedImages = []; + this.selectedFile = null; + } + + async readKey() { + let key = "" + try { + key = await api.fetchApi(`/manager/get_openart_auth`) + .then(response => response.json()) + .then(data => { + return data.openart_key; + }) + .catch(error => { + // console.log(error); + }); + } catch (error) { + // console.log(error); + } + return key || ""; + } + + async saveKey(value) { + await api.fetchApi(`/manager/set_openart_auth`, { + method: 'POST', + headers: {'Content-Type': 'application/json'}, + body: JSON.stringify({ + openart_key: value + }) + }); + } + + createButtons() { + const inputStyle = { + display: "block", + minWidth: "500px", + width: "100%", + padding: "10px", + margin: "10px 0", + borderRadius: "4px", + border: "1px solid #ddd", + boxSizing: "border-box", + }; + + const hyperLinkStyle = { + display: "block", + marginBottom: "15px", + fontWeight: "bold", + fontSize: "14px", + }; + + const labelStyle = { + color: "#f8f8f8", + display: "block", + margin: "10px 0 0 0", + fontWeight: "bold", + textDecoration: "none", + }; + + const buttonStyle = { + padding: "10px 80px", + margin: "10px 5px", + borderRadius: "4px", + border: "none", + cursor: "pointer", + color: "#fff", + backgroundColor: "#007bff", + }; + + // upload images input + this.uploadImagesInput = $el("input", { + type: "file", + multiple: false, + style: inputStyle, + accept: "image/*", + }); + + this.uploadImagesInput.addEventListener("change", async (e) => { + const file = e.target.files[0]; + if (!file) { + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + return; + } + const reader = new FileReader(); + reader.onload = async (e) => { + const imgData = e.target.result; + this.previewImage.src = imgData; + this.previewImage.style.display = "block"; + this.selectedFile = null + // Once user uploads an image, we uncheck all radio buttons + this.radioButtons.forEach((ele) => { + ele.checked = false; + ele.parentElement.classList.remove("checked"); + }); + + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 0.35; + this.uploadImagesInput.style.opacity = 1; + }; + reader.readAsDataURL(file); + }); + + // preview image + this.previewImage = $el("img", { + src: "", + style: { + width: "100%", + maxHeight: "100px", + objectFit: "contain", + display: "none", + marginTop: '10px', + }, + }); + + this.keyInput = $el("input", { + type: "password", + placeholder: "Copy & paste your API key", + style: inputStyle, + }); + this.NameInput = $el("input", { + type: "text", + placeholder: "Title (required)", + style: inputStyle, + }); + this.descriptionInput = $el("textarea", { + placeholder: "Description (optional)", + style: { + ...inputStyle, + minHeight: "100px", + }, + }); + + // Header Section + const headerSection = $el("h3", { + textContent: "Share your workflow to OpenArt", + size: 3, + color: "white", + style: { + 'text-align': 'center', + color: 'var(--input-text)', + margin: '0 0 10px 0', + } + }); + + // LinkSection + this.communityLink = $el("a", { + style: hyperLinkStyle, + href: DEFAULT_HOMEPAGE_URL, + target: "_blank" + }, ["👉 Check out thousands of workflows shared from the community"]) + this.getAPIKeyLink = $el("a", { + style: { + ...hyperLinkStyle, + color: "#59E8C6" + }, + href: DEFAULT_HOMEPAGE_URL, + target: "_blank" + }, ["👉 Get your API key here"]) + const linkSection = $el( + "div", + { + style: { + marginTop: "10px", + display: "flex", + flexDirection: "column", + }, + }, + [ + this.communityLink, + this.getAPIKeyLink, + ] + ); + + // Account Section + const accountSection = $el("div", {style: sectionStyle}, [ + $el("label", {style: labelStyle}, ["1️⃣ OpenArt API Key"]), + this.keyInput, + ]); + + // Output Upload Section + const outputUploadSection = $el("div", {style: sectionStyle}, [ + $el("label", { + style: { + ...labelStyle, + margin: "10px 0 0 0" + } + }, ["2️⃣ Image/Thumbnail (Required)"]), + this.previewImage, + this.uploadImagesInput, + ]); + + // Outputs Section + this.outputsSection = $el("div", { + id: "selectOutputs", + }, []); + + // Additional Inputs Section + const additionalInputsSection = $el("div", {style: sectionStyle}, [ + $el("label", {style: labelStyle}, ["3️⃣ Workflow Information"]), + this.NameInput, + this.descriptionInput, + ]); + + // OpenArt Contest Section + /* + this.joinContestCheckbox = $el("input", { + type: 'checkbox', + id: "join_contest"s + }, []) + this.joinContestDescription = $el("a", { + style: { + ...hyperLinkStyle, + display: 'inline-block', + color: "#59E8C6", + fontSize: '12px', + marginLeft: '10px', + marginBottom: 0, + }, + href: "https://contest.openart.ai/", + target: "_blank" + }, ["🏆 I'm participating in the OpenArt workflow contest"]) + this.joinContestLabel = $el("label", { + style: { + display: 'flex', + alignItems: 'center', + cursor: 'pointer', + } + }, [this.joinContestCheckbox, this.joinContestDescription]) + const contestSection = $el("div", {style: sectionStyle}, [ + this.joinContestLabel, + ]); + */ + + // Message Section + this.message = $el( + "div", + { + style: { + color: "#ff3d00", + textAlign: "center", + padding: "10px", + fontSize: "20px", + }, + }, + [] + ); + + this.shareButton = $el("button", { + type: "submit", + textContent: "Share", + style: buttonStyle, + onclick: () => { + this.handleShareButtonClick(); + }, + }); + + // Share and Close Buttons + const buttonsSection = $el( + "div", + { + style: { + textAlign: "right", + marginTop: "20px", + display: "flex", + justifyContent: "space-between", + }, + }, + [ + $el("button", { + type: "button", + textContent: "Close", + style: { + ...buttonStyle, + backgroundColor: undefined, + }, + onclick: () => { + this.close(); + }, + }), + this.shareButton, + ] + ); + + // Composing the full layout + const layout = [ + headerSection, + linkSection, + accountSection, + outputUploadSection, + this.outputsSection, + additionalInputsSection, + // contestSection, + this.message, + buttonsSection, + ]; + + return layout; + } + + async fetchApi(path, options, statusText) { + if (statusText) { + this.message.textContent = statusText; + } + const addSearchParams = (url, params = {}) => + new URL( + `${url.origin}${url.pathname}?${new URLSearchParams([ + ...Array.from(url.searchParams.entries()), + ...Object.entries(params), + ])}` + ); + + const fullPath = addSearchParams(new URL(API_ENDPOINT + path), { + workflow_api_key: this.keyInput.value, + }); + + const response = await fetch(fullPath, options); + + if (!response.ok) { + throw new Error(response.statusText); + } + + if (statusText) { + this.message.textContent = ""; + } + const data = await response.json(); + return { + ok: response.ok, + statusText: response.statusText, + status: response.status, + data, + }; + } + + async uploadThumbnail(uploadFile) { + const form = new FormData(); + form.append("file", uploadFile); + try { + const res = await this.fetchApi( + `/workflows/upload_thumbnail`, + { + method: "POST", + body: form, + }, + "Uploading thumbnail..." + ); + + if (res.ok && res.data) { + const {image_url, width, height} = res.data; + this.uploadedImages.push({ + url: image_url, + width, + height, + }); + } + } catch (e) { + if (e?.response?.status === 413) { + throw new Error("File size is too large (max 20MB)"); + } else { + throw new Error("Error uploading thumbnail: " + e.message); + } + } + } + + async handleShareButtonClick() { + this.message.textContent = ""; + await this.saveKey(this.keyInput.value); + try { + this.shareButton.disabled = true; + this.shareButton.textContent = "Sharing..."; + await this.share(); + } catch (e) { + customAlert(e.message); + } + this.shareButton.disabled = false; + this.shareButton.textContent = "Share"; + } + + async share() { + const prompt = await app.graphToPrompt(); + const workflowJSON = prompt["workflow"]; + const workflowAPIJSON = prompt["output"]; + const form_values = { + name: this.NameInput.value, + description: this.descriptionInput.value, + }; + + if (!this.keyInput.value) { + throw new Error("API key is required"); + } + + if (!this.uploadImagesInput.files[0] && !this.selectedFile) { + throw new Error("Thumbnail is required"); + } + + if (!form_values.name) { + throw new Error("Title is required"); + } + + const current_snapshot = await api.fetchApi(`/snapshot/get_current`) + .then(response => response.json()) + .catch(error => { + // console.log(error); + }); + + + if (!this.uploadedImages.length) { + if (this.selectedFile) { + await this.uploadThumbnail(this.selectedFile); + } else { + for (const file of this.uploadImagesInput.files) { + try { + await this.uploadThumbnail(file); + } catch (e) { + this.uploadedImages = []; + throw new Error(e.message); + } + } + + if (this.uploadImagesInput.files.length === 0) { + throw new Error("No thumbnail uploaded"); + } + } + } + + // const join_contest = this.joinContestCheckbox.checked; + + try { + const response = await this.fetchApi( + "/workflows/publish", + { + method: "POST", + headers: {"Content-Type": "application/json"}, + body: JSON.stringify({ + workflow_json: workflowJSON, + upload_images: this.uploadedImages, + form_values, + advanced_config: { + workflow_api_json: workflowAPIJSON, + snapshot: current_snapshot, + }, + // join_contest, + }), + }, + "Uploading workflow..." + ); + + if (response.ok) { + const {workflow_id} = response.data; + if (workflow_id) { + const url = `https://openart.ai/workflows/-/-/${workflow_id}`; + this.message.innerHTML = `Workflow has been shared successfully. Click here to view it.`; + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + this.uploadedImages = []; + this.NameInput.value = ""; + this.descriptionInput.value = ""; + this.radioButtons.forEach((ele) => { + ele.checked = false; + ele.parentElement.classList.remove("checked"); + }); + this.selectedOutputIndex = 0; + this.selectedNodeId = null; + this.selectedFile = null; + } + } + } catch (e) { + throw new Error("Error sharing workflow: " + e.message); + } + } + + async fetchImageBlob(url) { + const response = await fetch(url); + const blob = await response.blob(); + return blob; + } + + async show({potential_outputs, potential_output_nodes} = {}) { + // Sort `potential_output_nodes` by node ID to make the order always + // consistent, but we should also keep `potential_outputs` in the same + // order as `potential_output_nodes`. + const potential_output_to_order = {}; + potential_output_nodes.forEach((node, index) => { + if (node.id in potential_output_to_order) { + potential_output_to_order[node.id][1].push(potential_outputs[index]); + } else { + potential_output_to_order[node.id] = [node, [potential_outputs[index]]]; + } + }) + // Sort the object `potential_output_to_order` by key (node ID) + const sorted_potential_output_to_order = Object.fromEntries( + Object.entries(potential_output_to_order).sort((a, b) => a[0].id - b[0].id) + ); + const sorted_potential_outputs = [] + const sorted_potential_output_nodes = [] + for (const [key, value] of Object.entries(sorted_potential_output_to_order)) { + sorted_potential_output_nodes.push(value[0]); + sorted_potential_outputs.push(...value[1]); + } + potential_output_nodes = sorted_potential_output_nodes; + potential_outputs = sorted_potential_outputs; + + this.message.innerHTML = ""; + this.message.textContent = ""; + this.element.style.display = "block"; + this.previewImage.src = ""; + this.previewImage.style.display = "none"; + const key = await this.readKey(); + this.keyInput.value = key; + this.uploadedImages = []; + + // If `selectedNodeId` is provided, we will select the corresponding radio + // button for the node. In addition, we move the selected radio button to + // the top of the list. + if (this.selectedNodeId) { + const index = potential_output_nodes.findIndex(node => node.id === this.selectedNodeId); + if (index >= 0) { + this.selectedOutputIndex = index; + } + } + + this.radioButtons = []; + const new_radio_buttons = $el("div", + { + id: "selectOutput-Options", + style: { + 'overflow-y': 'scroll', + 'max-height': '200px', + + 'display': 'grid', + 'grid-template-columns': 'repeat(auto-fit, minmax(100px, 1fr))', + 'grid-template-rows': 'auto', + 'grid-column-gap': '10px', + 'grid-row-gap': '10px', + 'margin-bottom': '10px', + 'padding': '10px', + 'border-radius': '8px', + 'box-shadow': '0 2px 4px rgba(0, 0, 0, 0.05)', + 'background-color': 'var(--bg-color)', + } + }, + potential_outputs.map((output, index) => { + const {node_id} = output; + const radio_button = $el("input", { + type: 'radio', + name: "selectOutputImages", + value: index, + required: index === 0 + }, []) + let radio_button_img; + let filename; + if (output.type === "image" || output.type === "temp") { + radio_button_img = $el("img", { + src: `/view?filename=${output.image.filename}&subfolder=${output.image.subfolder}&type=${output.image.type}`, + style: { + width: "100px", + height: "100px", + objectFit: "cover", + borderRadius: "5px" + } + }, []); + filename = output.image.filename + } else if (output.type === "output") { + radio_button_img = $el("img", { + src: output.output.value, + style: { + width: "auto", + height: "100px", + objectFit: "cover", + borderRadius: "5px" + } + }, []); + filename = output.filename + } else { + // unsupported output type + // this should never happen + // TODO + radio_button_img = $el("img", { + src: "", + style: {width: "auto", height: "100px"} + }, []); + } + const radio_button_text = $el("span", { + style: { + color: 'gray', + display: 'block', + fontSize: '12px', + overflowX: 'hidden', + textOverflow: 'ellipsis', + textWrap: 'nowrap', + maxWidth: '100px', + } + }, [output.title]) + const node_id_chip = $el("span", { + style: { + color: '#FBFBFD', + display: 'block', + backgroundColor: 'rgba(0, 0, 0, 0.5)', + fontSize: '12px', + overflowX: 'hidden', + padding: '2px 3px', + textOverflow: 'ellipsis', + textWrap: 'nowrap', + maxWidth: '100px', + position: 'absolute', + top: '3px', + left: '3px', + borderRadius: '3px', + } + }, [`Node: ${node_id}`]) + radio_button.style.color = "var(--fg-color)"; + radio_button.checked = this.selectedOutputIndex === index; + + radio_button.onchange = async () => { + this.selectedOutputIndex = parseInt(radio_button.value); + + // Remove the "checked" class from all radio buttons + this.radioButtons.forEach((ele) => { + ele.parentElement.classList.remove("checked"); + }); + radio_button.parentElement.classList.add("checked"); + + this.fetchImageBlob(radio_button_img.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.previewImage.src = radio_button_img.src; + this.previewImage.style.display = "block"; + this.selectedFile = file; + }) + + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 1; + this.uploadImagesInput.style.opacity = 0.35; + }; + + if (radio_button.checked) { + this.fetchImageBlob(radio_button_img.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.previewImage.src = radio_button_img.src; + this.previewImage.style.display = "block"; + this.selectedFile = file; + }) + // Add the opacity style toggle here to indicate that they only need + // to upload one image or choose one from the outputs. + this.outputsSection.style.opacity = 1; + this.uploadImagesInput.style.opacity = 0.35; + } + + this.radioButtons.push(radio_button); + + return $el(`label.output_label${radio_button.checked ? '.checked' : ''}`, { + style: { + display: "flex", + flexDirection: "column", + alignItems: "center", + justifyContent: "center", + marginBottom: "10px", + cursor: "pointer", + position: 'relative', + } + }, [radio_button_img, radio_button_text, radio_button, node_id_chip]); + }) + ); + + const header = + $el("p", { + textContent: this.radioButtons.length === 0 ? "Queue Prompt to see the outputs" : "Or choose one from the outputs (scroll to see all)", + size: 2, + color: "white", + style: { + color: 'var(--input-text)', + margin: '0 0 5px 0', + fontSize: '12px', + }, + }, []) + this.outputsSection.innerHTML = ""; + this.outputsSection.appendChild(header); + this.outputsSection.appendChild(new_radio_buttons); + } +} diff --git a/custom_nodes/ComfyUI-Manager/js/comfyui-share-youml.js b/custom_nodes/ComfyUI-Manager/js/comfyui-share-youml.js new file mode 100644 index 0000000000000000000000000000000000000000..efd8916f6458a28ee91da4501a061d5566757110 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/comfyui-share-youml.js @@ -0,0 +1,569 @@ +import {app} from "../../scripts/app.js"; +import {api} from "../../scripts/api.js"; +import {ComfyDialog, $el} from "../../scripts/ui.js"; +import { customAlert } from "./common.js"; + +const BASE_URL = "https://youml.com"; +//const BASE_URL = "http://localhost:3000"; +const DEFAULT_HOMEPAGE_URL = `${BASE_URL}/?from=comfyui`; +const TOKEN_PAGE_URL = `${BASE_URL}/my-token`; +const API_ENDPOINT = `${BASE_URL}/api`; + +const style = ` + .youml-share-dialog { + overflow-y: auto; + } + .youml-share-dialog .dialog-header { + text-align: center; + color: white; + margin: 0 0 10px 0; + } + .youml-share-dialog .dialog-section { + margin-bottom: 0; + padding: 0; + border-radius: 8px; + box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05); + display: flex; + flex-direction: column; + justify-content: center; + } + .youml-share-dialog input, .youml-share-dialog textarea { + display: block; + min-width: 500px; + width: 100%; + padding: 10px; + margin: 10px 0; + border-radius: 4px; + border: 1px solid #ddd; + box-sizing: border-box; + } + .youml-share-dialog textarea { + color: var(--input-text); + background-color: var(--comfy-input-bg); + } + .youml-share-dialog .workflow-description { + min-height: 75px; + } + .youml-share-dialog label { + color: #f8f8f8; + display: block; + margin: 5px 0 0 0; + font-weight: bold; + text-decoration: none; + } + .youml-share-dialog .action-button { + padding: 10px 80px; + margin: 10px 5px; + border-radius: 4px; + border: none; + cursor: pointer; + } + .youml-share-dialog .share-button { + color: #fff; + background-color: #007bff; + } + .youml-share-dialog .close-button { + background-color: none; + } + .youml-share-dialog .action-button-panel { + text-align: right; + display: flex; + justify-content: space-between; + } + .youml-share-dialog .status-message { + color: #fd7909; + text-align: center; + padding: 5px; + font-size: 18px; + } + .youml-share-dialog .status-message a { + color: white; + } + .youml-share-dialog .output-panel { + overflow: auto; + max-height: 180px; + display: grid; + grid-template-columns: repeat(auto-fit, minmax(100px, 1fr)); + grid-template-rows: auto; + grid-column-gap: 10px; + grid-row-gap: 10px; + margin-bottom: 10px; + padding: 10px; + border-radius: 8px; + box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05); + background-color: var(--bg-color); + } + .youml-share-dialog .output-panel .output-image { + width: 100px; + height: 100px; + objectFit: cover; + borderRadius: 5px; + } + + .youml-share-dialog .output-panel .radio-button { + color:var(--fg-color); + } + .youml-share-dialog .output-panel .radio-text { + color: gray; + display: block; + font-size: 12px; + overflow-x: hidden; + text-overflow: ellipsis; + text-wrap: nowrap; + max-width: 100px; + } + .youml-share-dialog .output-panel .node-id { + color: #FBFBFD; + display: block; + background-color: rgba(0, 0, 0, 0.5); + font-size: 12px; + overflow-x: hidden; + padding: 2px 3px; + text-overflow: ellipsis; + text-wrap: nowrap; + max-width: 100px; + position: absolute; + top: 3px; + left: 3px; + border-radius: 3px; + } + .youml-share-dialog .output-panel .output-label { + display: flex; + flex-direction: column; + align-items: center; + justify-content: center; + margin-bottom: 10px; + cursor: pointer; + position: relative; + border: 5px solid transparent; + } + .youml-share-dialog .output-panel .output-label:hover { + border: 5px solid #007bff; + } + .youml-share-dialog .output-panel .output-label.checked { + border: 5px solid #007bff; + } + .youml-share-dialog .missing-output-message{ + color: #fd7909; + font-size: 16px; + margin-bottom:10px + } + .youml-share-dialog .select-output-message{ + color: white; + margin-bottom:5px + } +`; + +export class YouMLShareDialog extends ComfyDialog { + static instance = null; + + constructor() { + super(); + $el("style", { + textContent: style, + parent: document.head, + }); + this.element = $el( + "div.comfy-modal.youml-share-dialog", + { + parent: document.body, + }, + [$el("div.comfy-modal-content", {}, [...this.createLayout()])] + ); + this.selectedOutputIndex = 0; + this.selectedNodeId = null; + this.uploadedImages = []; + this.selectedFile = null; + } + + async loadToken() { + let key = "" + try { + const response = await api.fetchApi(`/manager/youml/settings`) + const settings = await response.json() + return settings.token + } catch (error) { + } + return key || ""; + } + + async saveToken(value) { + await api.fetchApi(`/manager/youml/settings`, { + method: 'POST', + headers: {'Content-Type': 'application/json'}, + body: JSON.stringify({ + token: value + }) + }); + } + + createLayout() { + // Header Section + const headerSection = $el("h3.dialog-header", { + textContent: "Share your workflow to YouML.com", + size: 3, + }); + + // Workflow Info Section + this.nameInput = $el("input", { + type: "text", + placeholder: "Name (required)", + }); + this.descriptionInput = $el("textarea.workflow-description", { + placeholder: "Description (optional, markdown supported)", + }); + const workflowMetadata = $el("div.dialog-section", {}, [ + $el("label", {}, ["Workflow info"]), + this.nameInput, + this.descriptionInput, + ]); + + // Outputs Section + this.outputsSection = $el("div.dialog-section", { + id: "selectOutputs", + }, []); + + const outputUploadSection = $el("div.dialog-section", {}, [ + $el("label", {}, ["Thumbnail"]), + this.outputsSection, + ]); + + // API Token Section + this.apiTokenInput = $el("input", { + type: "password", + placeholder: "Copy & paste your API token", + }); + const getAPITokenButton = $el("button", { + href: DEFAULT_HOMEPAGE_URL, + target: "_blank", + onclick: () => window.open(TOKEN_PAGE_URL, "_blank"), + }, ["Get your API Token"]) + + const apiTokenSection = $el("div.dialog-section", {}, [ + $el("label", {}, ["YouML API Token"]), + this.apiTokenInput, + getAPITokenButton, + ]); + + // Message Section + this.message = $el("div.status-message", {}, []); + + // Share and Close Buttons + this.shareButton = $el("button.action-button.share-button", { + type: "submit", + textContent: "Share", + onclick: () => { + this.handleShareButtonClick(); + }, + }); + + const buttonsSection = $el( + "div.action-button-panel", + {}, + [ + $el("button.action-button.close-button", { + type: "button", + textContent: "Close", + onclick: () => { + this.close(); + }, + }), + this.shareButton, + ] + ); + + // Composing the full layout + const layout = [ + headerSection, + workflowMetadata, + outputUploadSection, + apiTokenSection, + this.message, + buttonsSection, + ]; + + return layout; + } + + async fetchYoumlApi(path, options, statusText) { + if (statusText) { + this.message.textContent = statusText; + } + + const fullPath = new URL(API_ENDPOINT + path) + + const fetchOptions = Object.assign({}, options) + + fetchOptions.headers = { + ...fetchOptions.headers, + "Authorization": `Bearer ${this.apiTokenInput.value}`, + "User-Agent": "ComfyUI-Manager-Youml/1.0.0", + } + + const response = await fetch(fullPath, fetchOptions); + + if (!response.ok) { + throw new Error(response.statusText + " " + (await response.text())); + } + + if (statusText) { + this.message.textContent = ""; + } + const data = await response.json(); + return { + ok: response.ok, + statusText: response.statusText, + status: response.status, + data, + }; + } + + async uploadThumbnail(uploadFile, recipeId) { + const form = new FormData(); + form.append("file", uploadFile, uploadFile.name); + try { + const res = await this.fetchYoumlApi( + `/v1/comfy/recipes/${recipeId}/thumbnail`, + { + method: "POST", + body: form, + }, + "Uploading thumbnail..." + ); + + } catch (e) { + if (e?.response?.status === 413) { + throw new Error("File size is too large (max 20MB)"); + } else { + throw new Error("Error uploading thumbnail: " + e.message); + } + } + } + + async handleShareButtonClick() { + this.message.textContent = ""; + await this.saveToken(this.apiTokenInput.value); + try { + this.shareButton.disabled = true; + this.shareButton.textContent = "Sharing..."; + await this.share(); + } catch (e) { + customAlert(e.message); + } finally { + this.shareButton.disabled = false; + this.shareButton.textContent = "Share"; + } + } + + async share() { + const prompt = await app.graphToPrompt(); + const workflowJSON = prompt["workflow"]; + const workflowAPIJSON = prompt["output"]; + const form_values = { + name: this.nameInput.value, + description: this.descriptionInput.value, + }; + + if (!this.apiTokenInput.value) { + throw new Error("API token is required"); + } + + if (!this.selectedFile) { + throw new Error("Thumbnail is required"); + } + + if (!form_values.name) { + throw new Error("Title is required"); + } + + + try { + let snapshotData = null; + try { + const snapshot = await api.fetchApi(`/snapshot/get_current`) + snapshotData = await snapshot.json() + } catch (e) { + console.error("Failed to get snapshot", e) + } + + const request = { + name: this.nameInput.value, + description: this.descriptionInput.value, + workflowUiJson: JSON.stringify(workflowJSON), + workflowApiJson: JSON.stringify(workflowAPIJSON), + } + + if (snapshotData) { + request.snapshotJson = JSON.stringify(snapshotData) + } + + const response = await this.fetchYoumlApi( + "/v1/comfy/recipes", + { + method: "POST", + headers: {"Content-Type": "application/json"}, + body: JSON.stringify(request), + }, + "Uploading workflow..." + ); + + if (response.ok) { + const {id, recipePageUrl, editorPageUrl} = response.data; + if (id) { + let messagePrefix = "Workflow has been shared." + if (this.selectedFile) { + try { + await this.uploadThumbnail(this.selectedFile, id); + } catch (e) { + console.error("Thumbnail upload failed: ", e); + messagePrefix = "Workflow has been shared, but thumbnail upload failed. You can create a thumbnail on YouML later." + } + } + this.message.innerHTML = `${messagePrefix} To turn your workflow into an interactive app, ` + + `visit it on YouML`; + + this.uploadedImages = []; + this.nameInput.value = ""; + this.descriptionInput.value = ""; + this.radioButtons.forEach((ele) => { + ele.checked = false; + ele.parentElement.classList.remove("checked"); + }); + this.selectedOutputIndex = 0; + this.selectedNodeId = null; + this.selectedFile = null; + } + } + } catch (e) { + throw new Error("Error sharing workflow: " + e.message); + } + } + + async fetchImageBlob(url) { + const response = await fetch(url); + const blob = await response.blob(); + return blob; + } + + async show(potentialOutputs, potentialOutputNodes) { + const potentialOutputsToOrder = {}; + potentialOutputNodes.forEach((node, index) => { + if (node.id in potentialOutputsToOrder) { + potentialOutputsToOrder[node.id][1].push(potentialOutputs[index]); + } else { + potentialOutputsToOrder[node.id] = [node, [potentialOutputs[index]]]; + } + }) + const sortedPotentialOutputsToOrder = Object.fromEntries( + Object.entries(potentialOutputsToOrder).sort((a, b) => a[0].id - b[0].id) + ); + const sortedPotentialOutputs = [] + const sortedPotentiaOutputNodes = [] + for (const [key, value] of Object.entries(sortedPotentialOutputsToOrder)) { + sortedPotentiaOutputNodes.push(value[0]); + sortedPotentialOutputs.push(...value[1]); + } + potentialOutputNodes = sortedPotentiaOutputNodes; + potentialOutputs = sortedPotentialOutputs; + + + // If `selectedNodeId` is provided, we will select the corresponding radio + // button for the node. In addition, we move the selected radio button to + // the top of the list. + if (this.selectedNodeId) { + const index = potentialOutputNodes.findIndex(node => node.id === this.selectedNodeId); + if (index >= 0) { + this.selectedOutputIndex = index; + } + } + + this.radioButtons = []; + const newRadioButtons = $el("div.output-panel", + { + id: "selectOutput-Options", + }, + potentialOutputs.map((output, index) => { + const {node_id: nodeId} = output; + const radioButton = $el("input.radio-button", { + type: "radio", + name: "selectOutputImages", + value: index, + required: index === 0 + }, []) + let radioButtonImage; + let filename; + if (output.type === "image" || output.type === "temp") { + radioButtonImage = $el("img.output-image", { + src: `/view?filename=${output.image.filename}&subfolder=${output.image.subfolder}&type=${output.image.type}`, + }, []); + filename = output.image.filename + } else if (output.type === "output") { + radioButtonImage = $el("img.output-image", { + src: output.output.value, + }, []); + filename = output.output.filename + } else { + radioButtonImage = $el("img.output-image", { + src: "", + }, []); + } + const radioButtonText = $el("span.radio-text", {}, [output.title]) + const nodeIdChip = $el("span.node-id", {}, [`Node: ${nodeId}`]) + radioButton.checked = this.selectedOutputIndex === index; + + radioButton.onchange = async () => { + this.selectedOutputIndex = parseInt(radioButton.value); + + // Remove the "checked" class from all radio buttons + this.radioButtons.forEach((ele) => { + ele.parentElement.classList.remove("checked"); + }); + radioButton.parentElement.classList.add("checked"); + + this.fetchImageBlob(radioButtonImage.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.selectedFile = file; + }) + }; + + if (radioButton.checked) { + this.fetchImageBlob(radioButtonImage.src).then((blob) => { + const file = new File([blob], filename, { + type: blob.type, + }); + this.selectedFile = file; + }) + } + + this.radioButtons.push(radioButton); + + return $el(`label.output-label${radioButton.checked ? '.checked' : ''}`, {}, + [radioButtonImage, radioButtonText, radioButton, nodeIdChip]); + }) + ); + + let header; + if (this.radioButtons.length === 0) { + header = $el("div.missing-output-message", {textContent: "Queue Prompt to see the outputs and select a thumbnail"}, []) + } else { + header = $el("div.select-output-message", {textContent: "Choose one from the outputs (scroll to see all)"}, []) + } + + this.outputsSection.innerHTML = ""; + this.outputsSection.appendChild(header); + if (this.radioButtons.length > 0) { + this.outputsSection.appendChild(newRadioButtons); + } + + this.message.innerHTML = ""; + this.message.textContent = ""; + + const token = await this.loadToken(); + this.apiTokenInput.value = token; + this.uploadedImages = []; + + this.element.style.display = "block"; + } +} diff --git a/custom_nodes/ComfyUI-Manager/js/common.js b/custom_nodes/ComfyUI-Manager/js/common.js new file mode 100644 index 0000000000000000000000000000000000000000..b8193055470844b65bee0d1ad34b6e51da7aa0f6 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/common.js @@ -0,0 +1,670 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js"; +import { $el, ComfyDialog } from "../../scripts/ui.js"; +import { getBestPosition, getPositionStyle, getRect } from './popover-helper.js'; + + +function internalCustomConfirm(message, confirmMessage, cancelMessage) { + return new Promise((resolve) => { + // transparent bg + const modalOverlay = document.createElement('div'); + modalOverlay.style.position = 'fixed'; + modalOverlay.style.top = 0; + modalOverlay.style.left = 0; + modalOverlay.style.width = '100%'; + modalOverlay.style.height = '100%'; + modalOverlay.style.backgroundColor = 'rgba(0, 0, 0, 0.8)'; + modalOverlay.style.display = 'flex'; + modalOverlay.style.alignItems = 'center'; + modalOverlay.style.justifyContent = 'center'; + modalOverlay.style.zIndex = '1101'; + + // Modal window container (dark bg) + const modalDialog = document.createElement('div'); + modalDialog.style.backgroundColor = '#333'; + modalDialog.style.padding = '20px'; + modalDialog.style.borderRadius = '4px'; + modalDialog.style.maxWidth = '400px'; + modalDialog.style.width = '80%'; + modalDialog.style.boxShadow = '0 2px 8px rgba(0, 0, 0, 0.5)'; + modalDialog.style.color = '#fff'; + + // Display message + const modalMessage = document.createElement('p'); + modalMessage.textContent = message; + modalMessage.style.margin = '0'; + modalMessage.style.padding = '0 0 20px'; + modalMessage.style.wordBreak = 'keep-all'; + + // Button container + const modalButtons = document.createElement('div'); + modalButtons.style.display = 'flex'; + modalButtons.style.justifyContent = 'flex-end'; + + // Confirm button (green) + const confirmButton = document.createElement('button'); + if(confirmMessage) + confirmButton.textContent = confirmMessage; + else + confirmButton.textContent = 'Confirm'; + confirmButton.style.marginLeft = '10px'; + confirmButton.style.backgroundColor = '#28a745'; // green + confirmButton.style.color = '#fff'; + confirmButton.style.border = 'none'; + confirmButton.style.padding = '6px 12px'; + confirmButton.style.borderRadius = '4px'; + confirmButton.style.cursor = 'pointer'; + confirmButton.style.fontWeight = 'bold'; + + // Cancel button (red) + const cancelButton = document.createElement('button'); + if(cancelMessage) + cancelButton.textContent = cancelMessage; + else + cancelButton.textContent = 'Cancel'; + + cancelButton.style.marginLeft = '10px'; + cancelButton.style.backgroundColor = '#dc3545'; // red + cancelButton.style.color = '#fff'; + cancelButton.style.border = 'none'; + cancelButton.style.padding = '6px 12px'; + cancelButton.style.borderRadius = '4px'; + cancelButton.style.cursor = 'pointer'; + cancelButton.style.fontWeight = 'bold'; + + const closeModal = () => { + document.body.removeChild(modalOverlay); + }; + + confirmButton.addEventListener('click', () => { + closeModal(); + resolve(true); + }); + + cancelButton.addEventListener('click', () => { + closeModal(); + resolve(false); + }); + + modalButtons.appendChild(confirmButton); + modalButtons.appendChild(cancelButton); + modalDialog.appendChild(modalMessage); + modalDialog.appendChild(modalButtons); + modalOverlay.appendChild(modalDialog); + document.body.appendChild(modalOverlay); + }); +} + +export function show_message(msg) { + app.ui.dialog.show(msg); + app.ui.dialog.element.style.zIndex = 1100; +} + +export async function handle403Response(res, defaultMessage) { + try { + const data = await res.json(); + if(data.error === 'comfyui_outdated') { + show_message('ComfyUI version is outdated.
    Please update ComfyUI to use Manager normally.'); + } else { + show_message(defaultMessage || 'This action is not allowed with this security level configuration.'); + } + } catch { + show_message(defaultMessage || 'This action is not allowed with this security level configuration.'); + } +} + +export async function sleep(ms) { + return new Promise(resolve => setTimeout(resolve, ms)); +} + +export async function customConfirm(message) { + try { + let res = await + window['app'].extensionManager.dialog + .confirm({ + title: 'Confirm', + message: message + }); + + return res; + } + catch { + let res = await internalCustomConfirm(message); + return res; + } +} + + +export function customAlert(message) { + try { + window['app'].extensionManager.toast.addAlert(message); + } + catch { + alert(message); + } +} + +export function infoToast(summary, message) { + try { + app.extensionManager.toast.add({ + severity: 'info', + summary: summary, + detail: message, + life: 3000 + }) + } + catch { + // do nothing + } +} + + +export async function customPrompt(title, message) { + try { + let res = await + window['app'].extensionManager.dialog + .prompt({ + title: title, + message: message + }); + + return res; + } + catch { + return prompt(title, message) + } +} + + +export async function rebootAPI() { + if ('electronAPI' in window) { + window.electronAPI.restartApp(); + return true; + } + + const isConfirmed = await customConfirm("Are you sure you'd like to reboot the server?"); + if (isConfirmed) { + try { + const response = await api.fetchApi("/manager/reboot"); + if (response.status == 403) { + await handle403Response(response); + return false; + } + } + catch(exception) {} + } + + return false; +} + + +export var manager_instance = null; + +export function setManagerInstance(obj) { + manager_instance = obj; +} + +export function showToast(message, duration = 3000) { + const toast = $el("div.comfy-toast", {textContent: message}); + document.body.appendChild(toast); + setTimeout(() => { + toast.classList.add("comfy-toast-fadeout"); + setTimeout(() => toast.remove(), 500); + }, duration); +} + +function isValidURL(url) { + if(url.includes('&')) + return false; + + const http_pattern = /^(https?|ftp):\/\/[^\s$?#]+$/; + const ssh_pattern = /^(.+@|ssh:\/\/).+:.+$/; + return http_pattern.test(url) || ssh_pattern.test(url); +} + +export async function install_pip(packages) { + if(packages.includes('&')) + app.ui.dialog.show(`Invalid PIP package enumeration: '${packages}'`); + + const res = await api.fetchApi("/customnode/install/pip", { + method: "POST", + body: packages, + }); + + if(res.status == 403) { + await handle403Response(res); + return; + } + + if(res.status == 200) { + show_message(`PIP package installation is processed.
    To apply the pip packages, please click the button in ComfyUI.`); + + const rebootButton = document.getElementById('cm-reboot-button3'); + const self = this; + + rebootButton.addEventListener("click", rebootAPI); + } + else { + show_message(`Failed to install '${packages}'
    See terminal log.`); + } +} + +export async function install_via_git_url(url, manager_dialog) { + if(!url) { + return; + } + + if(!isValidURL(url)) { + show_message(`Invalid Git url '${url}'`); + return; + } + + show_message(`Wait...

    Installing '${url}'`); + + const res = await api.fetchApi("/customnode/install/git_url", { + method: "POST", + body: url, + }); + + if(res.status == 403) { + await handle403Response(res); + return; + } + + if(res.status == 200) { + show_message(`'${url}' is installed
    To apply the installed custom node, please ComfyUI.`); + + const rebootButton = document.getElementById('cm-reboot-button4'); + const self = this; + + rebootButton.addEventListener("click", + async function() { + if(await rebootAPI()) { + manager_instance.close(); + } + }); + } + else { + show_message(`Failed to install '${url}'
    See terminal log.`); + } +} + +export async function free_models(free_execution_cache) { + try { + let mode = ""; + if(free_execution_cache) { + mode = '{"unload_models": true, "free_memory": true}'; + } + else { + mode = '{"unload_models": true}'; + } + + let res = await api.fetchApi(`/free`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: mode + }); + + if (res.status == 200) { + if(free_execution_cache) { + showToast("'Models' and 'Execution Cache' have been cleared.", 3000); + } + else { + showToast("Models' have been unloaded.", 3000); + } + } else { + showToast('Unloading of models failed. Installed ComfyUI may be an outdated version.', 5000); + } + } catch (error) { + showToast('An error occurred while trying to unload models.', 5000); + } +} + +export function md5(inputString) { + const hc = '0123456789abcdef'; + const rh = n => {let j,s='';for(j=0;j<=3;j++) s+=hc.charAt((n>>(j*8+4))&0x0F)+hc.charAt((n>>(j*8))&0x0F);return s;} + const ad = (x,y) => {let l=(x&0xFFFF)+(y&0xFFFF);let m=(x>>16)+(y>>16)+(l>>16);return (m<<16)|(l&0xFFFF);} + const rl = (n,c) => (n<>>(32-c)); + const cm = (q,a,b,x,s,t) => ad(rl(ad(ad(a,q),ad(x,t)),s),b); + const ff = (a,b,c,d,x,s,t) => cm((b&c)|((~b)&d),a,b,x,s,t); + const gg = (a,b,c,d,x,s,t) => cm((b&d)|(c&(~d)),a,b,x,s,t); + const hh = (a,b,c,d,x,s,t) => cm(b^c^d,a,b,x,s,t); + const ii = (a,b,c,d,x,s,t) => cm(c^(b|(~d)),a,b,x,s,t); + const sb = x => { + let i;const nblk=((x.length+8)>>6)+1;const blks=[];for(i=0;i>2]|=x.charCodeAt(i)<<((i%4)*8);} + blks[i>>2]|=0x80<<((i%4)*8);blks[nblk*16-2]=x.length*8;return blks; + } + let i,x=sb(inputString),a=1732584193,b=-271733879,c=-1732584194,d=271733878,olda,oldb,oldc,oldd; + for(i=0;i { + err = e; + }); + + if (!res) { + return { + status: 400, + error: new Error("Unknown Error") + } + } + + const { status, statusText } = res; + if (err) { + return { + status, + error: err + } + } + + if (status !== 200) { + return { + status, + error: new Error(statusText || "Unknown Error") + } + } + + const data = await res.json(); + if (!data) { + return { + status, + error: new Error(`Failed to load data: ${route}`) + } + } + return { + status, + data + } +} + +// https://cenfun.github.io/open-icons/ +export const icons = { + search: '', + conflicts: '', + passed: '', + download: '', + close: '', + arrowRight: '' +} + +export function sanitizeHTML(str) { + return str + .replace(/&/g, "&") + .replace(//g, ">") + .replace(/"/g, """) + .replace(/'/g, "'"); +} + +export function showTerminal() { + try { + const panel = app.extensionManager.bottomPanel; + const isTerminalVisible = panel.bottomPanelVisible && panel.activeBottomPanelTab.id === 'logs-terminal'; + if (!isTerminalVisible) + panel.toggleBottomPanelTab('logs-terminal'); + } + catch(exception) { + // do nothing + } +} + +let need_restart = false; + +export function setNeedRestart(value) { + need_restart = value; +} + +async function onReconnected(event) { + if(need_restart) { + setNeedRestart(false); + + const confirmed = await customConfirm("To apply the changes to the node pack's installation status, you need to refresh the browser. Would you like to refresh?"); + if (!confirmed) { + return; + } + + window.location.reload(true); + } +} + +api.addEventListener('reconnected', onReconnected); + +const storeId = "comfyui-manager-grid"; +let timeId; +export function storeColumnWidth(gridId, columnItem) { + clearTimeout(timeId); + timeId = setTimeout(() => { + let data = {}; + const dataStr = localStorage.getItem(storeId); + if (dataStr) { + try { + data = JSON.parse(dataStr); + } catch (e) {} + } + + if (!data[gridId]) { + data[gridId] = {}; + } + + data[gridId][columnItem.id] = columnItem.width; + + localStorage.setItem(storeId, JSON.stringify(data)); + + }, 200) +} + +export function restoreColumnWidth(gridId, columns) { + const dataStr = localStorage.getItem(storeId); + if (!dataStr) { + return; + } + let data; + try { + data = JSON.parse(dataStr); + } catch (e) {} + if(!data) { + return; + } + const widthMap = data[gridId]; + if (!widthMap) { + return; + } + + columns.forEach(columnItem => { + const w = widthMap[columnItem.id]; + if (w) { + columnItem.width = w; + } + }); + +} + +export function getTimeAgo(dateStr) { + const date = new Date(dateStr); + + if (!date || !(date instanceof Date) || isNaN(date.getTime())) { + return ""; + } + + const units = [ + { max: 2760000, value: 60000, name: 'minute', past: 'a minute ago', future: 'in a minute' }, + { max: 72000000, value: 3600000, name: 'hour', past: 'an hour ago', future: 'in an hour' }, + { max: 518400000, value: 86400000, name: 'day', past: 'yesterday', future: 'tomorrow' }, + { max: 2419200000, value: 604800000, name: 'week', past: 'last week', future: 'in a week' }, + { max: 28512000000, value: 2592000000, name: 'month', past: 'last month', future: 'in a month' } + ]; + const diff = Date.now() - date.getTime(); + // less than a minute + if (Math.abs(diff) < 60000) + return 'just now'; + for (let i = 0; i < units.length; i++) { + if (Math.abs(diff) < units[i].max) { + return format(diff, units[i].value, units[i].name, units[i].past, units[i].future, diff < 0); + } + } + function format(diff, divisor, unit, past, future, isInTheFuture) { + const val = Math.round(Math.abs(diff) / divisor); + if (isInTheFuture) + return val <= 1 ? future : 'in ' + val + ' ' + unit + 's'; + return val <= 1 ? past : val + ' ' + unit + 's ago'; + } + return format(diff, 31536000000, 'year', 'last year', 'in a year', diff < 0); +}; + +export const loadCss = (cssFile) => { + const cssPath = import.meta.resolve(cssFile); + //console.log(cssPath); + const $link = document.createElement("link"); + $link.setAttribute("rel", 'stylesheet'); + $link.setAttribute("href", cssPath); + document.head.appendChild($link); +}; + +export const copyText = (text) => { + return new Promise((resolve) => { + let err; + try { + navigator.clipboard.writeText(text); + } catch (e) { + err = e; + } + if (err) { + resolve(false); + } else { + resolve(true); + } + }); +}; + +function renderPopover($elem, target, options = {}) { + // async microtask + queueMicrotask(() => { + + const containerRect = getRect(window); + const targetRect = getRect(target); + const elemRect = getRect($elem); + + const positionInfo = getBestPosition( + containerRect, + targetRect, + elemRect, + options.positions + ); + const style = getPositionStyle(positionInfo, { + bgColor: options.bgColor, + borderColor: options.borderColor, + borderRadius: options.borderRadius + }); + + $elem.style.top = positionInfo.top + "px"; + $elem.style.left = positionInfo.left + "px"; + $elem.style.background = style.background; + + }); +} + +let $popover; +export function hidePopover() { + if ($popover) { + $popover.remove(); + $popover = null; + } +} +export function showPopover(target, text, className, options) { + hidePopover(); + $popover = document.createElement("div"); + $popover.className = ['cn-popover', className].filter(it => it).join(" "); + document.body.appendChild($popover); + $popover.innerHTML = text; + $popover.style.display = "block"; + renderPopover($popover, target, { + borderRadius: 10, + ... options + }); +} + +let $tooltip; +export function hideTooltip(target) { + if ($tooltip) { + $tooltip.style.display = "none"; + $tooltip.innerHTML = ""; + $tooltip.style.top = "0px"; + $tooltip.style.left = "0px"; + } +} +export function showTooltip(target, text, className = 'cn-tooltip', styleMap = {}) { + if (!$tooltip) { + $tooltip = document.createElement("div"); + $tooltip.className = className; + $tooltip.style.cssText = ` + pointer-events: none; + position: fixed; + z-index: 10001; + padding: 20px; + color: #1e1e1e; + max-width: 350px; + filter: drop-shadow(1px 5px 5px rgb(0 0 0 / 30%)); + ${Object.keys(styleMap).map(k=>k+":"+styleMap[k]+";").join("")} + `; + document.body.appendChild($tooltip); + } + + $tooltip.innerHTML = text; + $tooltip.style.display = "block"; + renderPopover($tooltip, target, { + positions: ['top', 'bottom', 'right', 'center'], + bgColor: "#ffffff", + borderColor: "#cccccc", + borderRadius: 5 + }); +} + +function initTooltip () { + const mouseenterHandler = (e) => { + const target = e.target; + const text = target.getAttribute('tooltip'); + if (text) { + showTooltip(target, text); + } + }; + const mouseleaveHandler = (e) => { + const target = e.target; + const text = target.getAttribute('tooltip'); + if (text) { + hideTooltip(target); + } + }; + document.body.removeEventListener('mouseenter', mouseenterHandler, true); + document.body.removeEventListener('mouseleave', mouseleaveHandler, true); + document.body.addEventListener('mouseenter', mouseenterHandler, true); + document.body.addEventListener('mouseleave', mouseleaveHandler, true); +} + +initTooltip(); \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/components-manager.js b/custom_nodes/ComfyUI-Manager/js/components-manager.js new file mode 100644 index 0000000000000000000000000000000000000000..9244d2a4874b9aab9f5423f75ed4a9e952661415 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/components-manager.js @@ -0,0 +1,812 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js" +import { sleep, show_message, customConfirm, customAlert } from "./common.js"; +import { GroupNodeConfig, GroupNodeHandler } from "../../extensions/core/groupNode.js"; +import { ComfyDialog, $el } from "../../scripts/ui.js"; + +const SEPARATOR = ">" + +let pack_map = {}; +let rpack_map = {}; + +export function getPureName(node) { + // group nodes/ + let category = null; + if(node.category) { + category = node.category.substring(12); + } + else { + category = node.constructor.category?.substring(12); + } + if(category) { + let purename = node.comfyClass.substring(category.length+1); + return purename; + } + else if(node.comfyClass.startsWith('workflow/') || node.comfyClass.startsWith(`workflow${SEPARATOR}`)) { + return node.comfyClass.substring(9); + } + else { + return node.comfyClass; + } +} + +function isValidVersionString(version) { + const versionPattern = /^(\d+)\.(\d+)(\.(\d+))?$/; + + const match = version.match(versionPattern); + + return match !== null && + parseInt(match[1], 10) >= 0 && + parseInt(match[2], 10) >= 0 && + (!match[3] || parseInt(match[4], 10) >= 0); +} + +function register_pack_map(name, data) { + if(data.packname) { + pack_map[data.packname] = name; + rpack_map[name] = data; + } + else { + rpack_map[name] = data; + } +} + +function storeGroupNode(name, data, register=true) { + let extra = app.graph.extra; + if (!extra) app.graph.extra = extra = {}; + let groupNodes = extra.groupNodes; + if (!groupNodes) extra.groupNodes = groupNodes = {}; + groupNodes[name] = data; + + if(register) { + register_pack_map(name, data); + } +} + +export async function load_components() { + let data = await api.fetchApi('/manager/component/loads', {method: "POST"}); + let components = await data.json(); + + let start_time = Date.now(); + let failed = []; + let failed2 = []; + + for(let name in components) { + if(app.graph.extra?.groupNodes?.[name]) { + if(data) { + let data = components[name]; + + let category = data.packname; + if(data.category) { + category += SEPARATOR + data.category; + } + if(category == '') { + category = 'components'; + } + + const config = new GroupNodeConfig(name, data); + await config.registerType(category); + + register_pack_map(name, data); + continue; + } + } + + let nodeData = components[name]; + + storeGroupNode(name, nodeData); + + const config = new GroupNodeConfig(name, nodeData); + + while(true) { + try { + let category = nodeData.packname; + if(nodeData.category) { + category += SEPARATOR + nodeData.category; + } + if(category == '') { + category = 'components'; + } + + await config.registerType(category); + register_pack_map(name, nodeData); + break; + } + catch { + let elapsed_time = Date.now() - start_time; + if (elapsed_time > 5000) { + failed.push(name); + break; + } else { + await sleep(100); + } + } + } + } + + // fallback1 + for(let i in failed) { + let name = failed[i]; + + if(app.graph.extra?.groupNodes?.[name]) { + continue; + } + + let nodeData = components[name]; + + storeGroupNode(name, nodeData); + + const config = new GroupNodeConfig(name, nodeData); + while(true) { + try { + let category = nodeData.packname; + if(nodeData.workflow.category) { + category += SEPARATOR + nodeData.category; + } + if(category == '') { + category = 'components'; + } + + await config.registerType(category); + register_pack_map(name, nodeData); + break; + } + catch { + let elapsed_time = Date.now() - start_time; + if (elapsed_time > 10000) { + failed2.push(name); + break; + } else { + await sleep(100); + } + } + } + } + + // fallback2 + for(let name in failed2) { + let name = failed2[i]; + + let nodeData = components[name]; + + storeGroupNode(name, nodeData); + + const config = new GroupNodeConfig(name, nodeData); + while(true) { + try { + let category = nodeData.workflow.packname; + if(nodeData.workflow.category) { + category += SEPARATOR + nodeData.category; + } + if(category == '') { + category = 'components'; + } + + await config.registerType(category); + register_pack_map(name, nodeData); + break; + } + catch { + let elapsed_time = Date.now() - start_time; + if (elapsed_time > 30000) { + failed.push(name); + break; + } else { + await sleep(100); + } + } + } + } +} + +async function save_as_component(node, version, author, prefix, nodename, packname, category) { + let component_name = `${prefix}::${nodename}`; + + let subgraph = app.graph.extra?.groupNodes?.[component_name]; + if(!subgraph) { + subgraph = app.graph.extra?.groupNodes?.[getPureName(node)]; + } + + subgraph.version = version; + subgraph.author = author; + subgraph.datetime = Date.now(); + subgraph.packname = packname; + subgraph.category = category; + + let body = + { + name: component_name, + workflow: subgraph + }; + + pack_map[packname] = component_name; + rpack_map[component_name] = subgraph; + + const res = await api.fetchApi('/manager/component/save', { + method: "POST", + headers: { + "Content-Type": "application/json", + }, + body: JSON.stringify(body), + }); + + if(res.status == 200) { + storeGroupNode(component_name, subgraph); + const config = new GroupNodeConfig(component_name, subgraph); + + let category = body.workflow.packname; + if(body.workflow.category) { + category += SEPARATOR + body.workflow.category; + } + if(category == '') { + category = 'components'; + } + + await config.registerType(category); + + let path = await res.text(); + show_message(`Component '${component_name}' is saved into:\n${path}`); + } + else + show_message(`Failed to save component.`); +} + +async function import_component(component_name, component, mode) { + if(mode) { + let body = + { + name: component_name, + workflow: component + }; + + const res = await api.fetchApi('/manager/component/save', { + method: "POST", + headers: { "Content-Type": "application/json", }, + body: JSON.stringify(body) + }); + } + + let category = component.packname; + if(component.category) { + category += SEPARATOR + component.category; + } + if(category == '') { + category = 'components'; + } + + storeGroupNode(component_name, component); + const config = new GroupNodeConfig(component_name, component); + await config.registerType(category); +} + +function restore_to_loaded_component(component_name) { + if(rpack_map[component_name]) { + let component = rpack_map[component_name]; + storeGroupNode(component_name, component, false); + const config = new GroupNodeConfig(component_name, component); + config.registerType(component.category); + } +} + +// Using a timestamp prevents duplicate pastes and ensures the prevention of re-deletion of litegrapheditor_clipboard. +let last_paste_timestamp = null; + +function versionCompare(v1, v2) { + let ver1; + let ver2; + if(v1 && v1 != '') { + ver1 = v1.split('.'); + ver1[0] = parseInt(ver1[0]); + ver1[1] = parseInt(ver1[1]); + if(ver1.length == 2) + ver1.push(0); + else + ver1[2] = parseInt(ver2[2]); + } + else { + ver1 = [0,0,0]; + } + + if(v2 && v2 != '') { + ver2 = v2.split('.'); + ver2[0] = parseInt(ver2[0]); + ver2[1] = parseInt(ver2[1]); + if(ver2.length == 2) + ver2.push(0); + else + ver2[2] = parseInt(ver2[2]); + } + else { + ver2 = [0,0,0]; + } + + if(ver1[0] > ver2[0]) + return -1; + else if(ver1[0] < ver2[0]) + return 1; + + if(ver1[1] > ver2[1]) + return -1; + else if(ver1[1] < ver2[1]) + return 1; + + if(ver1[2] > ver2[2]) + return -1; + else if(ver1[2] < ver2[2]) + return 1; + + return 0; +} + +function checkVersion(name, component) { + let msg = ''; + if(rpack_map[name]) { + let old_version = rpack_map[name].version; + if(!old_version || old_version == '') { + msg = ` '${name}' Upgrade (V0.0 -> V${component.version})`; + } + else { + let c = versionCompare(old_version, component.version); + if(c < 0) { + msg = ` '${name}' Downgrade (V${old_version} -> V${component.version})`; + } + else if(c > 0) { + msg = ` '${name}' Upgrade (V${old_version} -> V${component.version})`; + } + else { + msg = ` '${name}' Same version (V${component.version})`; + } + } + } + else { + msg = `'${name}' NEW (V${component.version})`; + } + + return msg; +} + +async function handle_import_components(components) { + let msg = 'Components:\n'; + let cnt = 0; + for(let name in components) { + let component = components[name]; + let v = checkVersion(name, component); + + if(cnt < 10) { + msg += v + '\n'; + } + else if (cnt == 10) { + msg += '...\n'; + } + else { + // do nothing + } + + cnt++; + } + + let last_name = null; + msg += '\nWill you load components?\n'; + const confirmed = await customConfirm(msg); + if(confirmed) { + const mode = await customConfirm('\nWill you save components?\n(cancel=load without save)'); + + for(let name in components) { + let component = components[name]; + import_component(name, component, mode); + last_name = name; + } + + if(mode) { + show_message('Components are saved.'); + } + else { + show_message('Components are loaded.'); + } + } + + if(cnt == 1 && last_name) { + const node = LiteGraph.createNode(`workflow${SEPARATOR}${last_name}`); + node.pos = [app.canvas.graph_mouse[0], app.canvas.graph_mouse[1]]; + app.canvas.graph.add(node, false); + } +} + +async function handlePaste(e) { + let data = (e.clipboardData || window.clipboardData); + const items = data.items; + for(const item of items) { + if(item.kind == 'string' && item.type == 'text/plain') { + data = data.getData("text/plain"); + try { + let json_data = JSON.parse(data); + if(json_data.kind == 'ComfyUI Components' && last_paste_timestamp != json_data.timestamp) { + last_paste_timestamp = json_data.timestamp; + await handle_import_components(json_data.components); + + // disable paste node + localStorage.removeItem("litegrapheditor_clipboard", null); + } + else { + console.log('This components are already pasted: ignored'); + } + } + catch { + // nothing to do + } + } + } +} + +document.addEventListener("paste", handlePaste); + + +export class ComponentBuilderDialog extends ComfyDialog { + constructor() { + super(); + } + + clear() { + while (this.element.children.length) { + this.element.removeChild(this.element.children[0]); + } + } + + show() { + this.invalidateControl(); + + this.element.style.display = "block"; + this.element.style.zIndex = 1099; + this.element.style.width = "500px"; + this.element.style.height = "480px"; + } + + invalidateControl() { + this.clear(); + + let self = this; + + const close_button = $el("button", { id: "cm-close-button", type: "button", textContent: "Close", onclick: () => self.close() }); + this.save_button = $el("button", + { id: "cm-save-button", type: "button", textContent: "Save", onclick: () => + { + save_as_component(self.target_node, self.version_string.value.trim(), self.author.value.trim(), self.node_prefix.value.trim(), + self.getNodeName(), self.getPackName(), self.category.value.trim()); + } + }); + + let default_nodename = getPureName(this.target_node).trim(); + + let groupNode = app.graph.extra.groupNodes[default_nodename]; + let default_packname = groupNode.packname; + if(!default_packname) { + default_packname = ''; + } + + let default_category = groupNode.category; + if(!default_category) { + default_category = ''; + } + + this.default_ver = groupNode.version; + if(!this.default_ver) { + this.default_ver = '0.0'; + } + + let default_author = groupNode.author; + if(!default_author) { + default_author = ''; + } + + let delimiterIndex = default_nodename.indexOf('::'); + let default_prefix = ""; + if(delimiterIndex != -1) { + default_prefix = default_nodename.substring(0, delimiterIndex); + default_nodename = default_nodename.substring(delimiterIndex + 2); + } + + if(!default_prefix) { + this.save_button.disabled = true; + } + + this.pack_list = this.createPackListCombo(); + + let version_string = this.createLabeledInput('input version (e.g. 1.0)', '*Version : ', this.default_ver); + this.version_string = version_string[1]; + this.version_string.disabled = true; + + let author = this.createLabeledInput('input author (e.g. Dr.Lt.Data)', 'Author : ', default_author); + this.author = author[1]; + + let node_prefix = this.createLabeledInput('input node prefix (e.g. mypack)', '*Prefix : ', default_prefix); + this.node_prefix = node_prefix[1]; + + let manual_nodename = this.createLabeledInput('input node name (e.g. MAKE_BASIC_PIPE)', 'Nodename : ', default_nodename); + this.manual_nodename = manual_nodename[1]; + + let manual_packname = this.createLabeledInput('input pack name (e.g. mypack)', 'Packname : ', default_packname); + this.manual_packname = manual_packname[1]; + + let category = this.createLabeledInput('input category (e.g. util/pipe)', 'Category : ', default_category); + this.category = category[1]; + + this.node_label = this.createNodeLabel(); + + let author_mode = this.createAuthorModeCheck(); + this.author_mode = author_mode[0]; + + const content = + $el("div.comfy-modal-content", + [ + $el("tr.cm-title", {}, [ + $el("font", {size:6, color:"white"}, [`ComfyUI-Manager: Component Builder`])] + ), + $el("br", {}, []), + $el("div.cm-menu-container", + [ + author_mode[0], + author_mode[1], + category[0], + author[0], + node_prefix[0], + manual_nodename[0], + manual_packname[0], + version_string[0], + this.pack_list, + $el("br", {}, []), + this.node_label + ]), + + $el("br", {}, []), + this.save_button, + close_button, + ] + ); + + content.style.width = '100%'; + content.style.height = '100%'; + + this.element = $el("div.comfy-modal", { id:'cm-manager-dialog', parent: document.body }, [ content ]); + } + + validateInput() { + let msg = ""; + + if(!isValidVersionString(this.version_string.value)) { + msg += 'Invalid version string: '+event.value+"\n"; + } + + if(this.node_prefix.value.trim() == '') { + msg += 'Node prefix cannot be empty\n'; + } + + if(this.manual_nodename.value.trim() == '') { + msg += 'Node name cannot be empty\n'; + } + + if(msg != '') { +// alert(msg); + } + + this.save_button.disabled = msg != ""; + } + + getPackName() { + if(this.pack_list.selectedIndex == 0) { + return this.manual_packname.value.trim(); + } + + return this.pack_list.value.trim(); + } + + getNodeName() { + if(this.manual_nodename.value.trim() != '') { + return this.manual_nodename.value.trim(); + } + + return getPureName(this.target_node); + } + + createAuthorModeCheck() { + let check = $el("input",{type:'checkbox', id:"author-mode"},[]) + const check_label = $el("label",{for:"author-mode"},["Enable author mode"]); + check_label.style.color = "var(--fg-color)"; + check_label.style.cursor = "pointer"; + check.checked = false; + + let self = this; + check.onchange = () => { + self.version_string.disabled = !check.checked; + + if(!check.checked) { + self.version_string.value = self.default_ver; + } + else { + customAlert('If you are not the author, it is not recommended to change the version, as it may cause component update issues.'); + } + }; + + return [check, check_label]; + } + + createNodeLabel() { + let label = $el('p'); + label.className = 'cb-node-label'; + if(this.target_node.comfyClass.includes('::')) + label.textContent = getPureName(this.target_node); + else + label.textContent = " _::" + getPureName(this.target_node); + return label; + } + + createLabeledInput(placeholder, label, value) { + let textbox = $el('input.cb-widget-input', {type:'text', placeholder:placeholder, value:value}, []); + + let self = this; + textbox.onchange = () => { + this.validateInput.call(self); + this.node_label.textContent = this.node_prefix.value + "::" + this.manual_nodename.value; + } + let row = $el('span.cb-widget', {}, [ $el('span.cb-widget-input-label', label), textbox]); + + return [row, textbox]; + } + + createPackListCombo() { + let combo = document.createElement("select"); + combo.className = "cb-widget"; + let default_packname_option = { value: '##manual', text: 'Packname: Manual' }; + + combo.appendChild($el('option', default_packname_option, [])); + for(let name in pack_map) { + combo.appendChild($el('option', { value: name, text: 'Packname: '+ name }, [])); + } + + let self = this; + combo.onchange = function () { + if(combo.selectedIndex == 0) { + self.manual_packname.disabled = false; + } + else { + self.manual_packname.disabled = true; + } + }; + + return combo; + } +} + +let orig_handleFile = app.handleFile; + +async function handleFile(file) { + if (file.name?.endsWith(".json") || file.name?.endsWith(".pack")) { + const reader = new FileReader(); + reader.onload = async () => { + let is_component = false; + const jsonContent = JSON.parse(reader.result); + for(let name in jsonContent) { + let cand = jsonContent[name]; + is_component = cand.datetime && cand.version; + break; + } + + if(is_component) { + await handle_import_components(jsonContent); + } + else { + orig_handleFile.call(app, file); + } + }; + reader.readAsText(file); + + return; + } + + orig_handleFile.call(app, file); +} + +app.handleFile = handleFile; + +let current_component_policy = 'workflow'; +try { + api.fetchApi('/manager/policy/component') + .then(response => response.text()) + .then(data => { current_component_policy = data; }); +} +catch {} + +function getChangedVersion(groupNodes) { + if(!Object.keys(pack_map).length || !groupNodes) + return null; + + let res = {}; + for(let component_name in groupNodes) { + let data = groupNodes[component_name]; + + if(rpack_map[component_name]) { + let v = versionCompare(data.version, rpack_map[component_name].version); + res[component_name] = v; + } + } + + return res; +} + +const loadGraphData = app.loadGraphData; +app.loadGraphData = async function () { + if(arguments.length == 0) + return await loadGraphData.apply(this, arguments); + + let graphData = arguments[0]; + let groupNodes = graphData.extra?.groupNodes; + let res = getChangedVersion(groupNodes); + + if(res) { + let target_components = null; + switch(current_component_policy) { + case 'higher': + target_components = Object.keys(res).filter(key => res[key] == 1); + break; + + case 'mine': + target_components = Object.keys(res); + break; + + default: + // do nothing + } + + if(target_components) { + for(let i in target_components) { + let component_name = target_components[i]; + let component = rpack_map[component_name]; + if(component && graphData.extra?.groupNodes) { + graphData.extra.groupNodes[component_name] = component; + } + } + } + } + else { + console.log('Empty components: policy ignored'); + } + + arguments[0] = graphData; + return await loadGraphData.apply(this, arguments); +}; + +export function set_component_policy(v) { + current_component_policy = v; +} + +let graphToPrompt = app.graphToPrompt; +app.graphToPrompt = async function () { + let p = await graphToPrompt.call(app); + try { + let groupNodes = p.workflow.extra?.groupNodes; + if(groupNodes) { + p.workflow.extra = { ... p.workflow.extra}; + + // get used group nodes + let used_group_nodes = new Set(); + for(let node of p.workflow.nodes) { + if(node.type.startsWith(`workflow/`) || node.type.startsWith(`workflow${SEPARATOR}`)) { + used_group_nodes.add(node.type.substring(9)); + } + } + + // remove unused group nodes + let new_groupNodes = {}; + for (let key in p.workflow.extra.groupNodes) { + if (used_group_nodes.has(key)) { + new_groupNodes[key] = p.workflow.extra.groupNodes[key]; + } + } + p.workflow.extra.groupNodes = new_groupNodes; + } + } + catch(e) { + console.log(`Failed to filtering group nodes: ${e}`); + } + + return p; +} diff --git a/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.css b/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.css new file mode 100644 index 0000000000000000000000000000000000000000..4ea82580cfdb8dec499a44f50145404cba83b0e1 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.css @@ -0,0 +1,729 @@ +.cn-manager { + --grid-font: -apple-system, BlinkMacSystemFont, "Segoe UI", "Noto Sans", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji"; + z-index: 1099; + width: 80vw; + height: 75vh; + min-height: 30em; + display: flex; + flex-direction: column; + gap: 10px; + color: var(--fg-color); + font-family: arial, sans-serif; + text-underline-offset: 3px; + outline: none; + margin: calc(var(--spacing)*2); +} + +.cn-manager .cn-flex-auto { + flex: auto; +} + +.cn-manager button { + width: auto; + position: relative; + overflow: hidden; + font-size: 16px; + color: var(--input-text); + background-color: var(--comfy-input-bg); + border-color: var(--border-color); + margin: 0; + min-width: 100px; +} + +.cn-manager button:hover { + filter: brightness(125%); +} + +.cn-manager button:disabled, +.cn-manager input:disabled, +.cn-manager select:disabled { + color: gray; +} + +.cn-manager button:disabled { + background-color: var(--comfy-input-bg); +} + +.cn-manager .cn-manager-restart { + display: none; + background-color: #500000 !important; + border-color: #88181b !important; + color: white !important; +} + +.cn-manager .cn-manager-restart:hover { + background-color: #88181b !important; +} + +.cn-manager .cn-manager-stop { + display: none; + background-color: #500000; + color: white; +} + +.cn-manager .cn-manager-back { + align-items: center; + justify-content: center; +} + +.arrow-icon { + height: 1em; + width: 1em; + margin-right: 5px; + transform: translateY(2px); +} + +.cn-icon { + display: block; + width: 16px; + height: 16px; +} + +.cn-icon svg { + display: block; + margin: 0; + pointer-events: none; +} + +.cn-manager-header { + display: flex; + flex-wrap: wrap; + gap: 5px; + align-items: center; +} + +.cn-manager-header label { + display: flex; + gap: 5px; + align-items: center; +} + +.cn-manager-filter { + height: 28px; + line-height: 28px; + + cursor: pointer; + padding: 0.5em 0.5em; + border: 1px solid var(--border-color); + border-radius: 6px; + background: var(--comfy-input-bg); +} + +.cn-manager-filter:hover { + filter: brightness(125%); +} + +.cn-manager-keywords { + height: 28px; + line-height: 28px; + padding: 0 5px 0 26px; + background: var(--comfy-input-bg); + background-size: 16px; + background-position: 5px center; + background-repeat: no-repeat; + background-image: url("data:image/svg+xml;charset=utf8,%3Csvg%20viewBox%3D%220%200%2024%2024%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20pointer-events%3D%22none%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Cpath%20fill%3D%22none%22%20stroke%3D%22%23888%22%20stroke-linecap%3D%22round%22%20stroke-linejoin%3D%22round%22%20stroke-width%3D%222%22%20d%3D%22m21%2021-4.486-4.494M19%2010.5a8.5%208.5%200%201%201-17%200%208.5%208.5%200%200%201%2017%200%22%2F%3E%3C%2Fsvg%3E"); + + border: 1px solid var(--border-color); + border-radius: 6px; + + outline-color: transparent; +} + +.cn-manager-status { + padding-left: 10px; +} + +.cn-manager-grid { + flex: auto; + border: 1px solid var(--border-color); + overflow: hidden; + position: relative; +} + +.cn-manager-selection { + display: flex; + flex-wrap: wrap; + gap: 10px; + align-items: center; +} + +.cn-manager-message { + position: relative; +} + +.cn-manager-footer { + display: flex; + flex-wrap: wrap; + gap: 10px; + align-items: center; +} + +.cn-manager-grid .tg-turbogrid { + font-family: var(--grid-font); + font-size: 15px; + background: var(--bg-color); +} + +.cn-manager-grid .tg-turbogrid .tg-highlight::after { + position: absolute; + top: 0; + left: 0; + content: ""; + display: block; + width: 100%; + height: 100%; + box-sizing: border-box; + background-color: #80bdff11; + pointer-events: none; +} + +.cn-manager-grid .cn-pack-name a { + color: skyblue; + text-decoration: none; + word-break: break-word; +} + +.cn-manager-grid .cn-pack-desc a { + color: #5555FF; + font-weight: bold; + text-decoration: none; +} + +.cn-manager-grid .tg-cell a:hover { + text-decoration: underline; +} + +.cn-manager-grid .cn-pack-version { + line-height: 100%; + display: flex; + flex-direction: column; + justify-content: center; + height: 100%; + gap: 5px; +} + +.cn-manager-grid .cn-pack-nodes { + line-height: 100%; + display: flex; + flex-direction: column; + justify-content: center; + gap: 5px; + cursor: pointer; + height: 100%; +} + +.cn-manager-grid .cn-pack-nodes:hover { + text-decoration: underline; +} + +.cn-manager-grid .cn-pack-conflicts { + color: orange; +} + +.cn-popover { + position: fixed; + z-index: 10000; + padding: 20px; + color: #1e1e1e; + filter: drop-shadow(1px 5px 5px rgb(0 0 0 / 30%)); + overflow: hidden; +} + +.cn-flyover { + position: absolute; + top: 0; + right: 0; + z-index: 1000; + display: none; + width: 50%; + height: 100%; + background-color: var(--comfy-menu-bg); + animation-duration: 0.2s; + animation-fill-mode: both; + flex-direction: column; +} + +.cn-flyover::before { + position: absolute; + top: 0; + content: ""; + z-index: 10; + display: block; + width: 10px; + height: 100%; + pointer-events: none; + left: -10px; + background-image: linear-gradient(to left, rgb(0 0 0 / 20%), rgb(0 0 0 / 0%)); +} + +.cn-flyover-header { + height: 45px; + display: flex; + align-items: center; + gap: 5px; + border-bottom: 1px solid var(--border-color); +} + +.cn-flyover-close { + display: flex; + align-items: center; + padding: 0 10px; + justify-content: center; + cursor: pointer; + opacity: 0.8; + height: 100%; +} + +.cn-flyover-close:hover { + opacity: 1; +} + +.cn-flyover-close svg { + display: block; + margin: 0; + pointer-events: none; + width: 20px; + height: 20px; +} + +.cn-flyover-title { + display: flex; + align-items: center; + font-weight: bold; + gap: 10px; + flex: auto; +} + +.cn-flyover-body { + height: calc(100% - 45px); + overflow-y: auto; + position: relative; + background-color: var(--comfy-menu-secondary-bg); +} + +@keyframes cn-slide-in-right { + from { + visibility: visible; + transform: translate3d(100%, 0, 0); + } + + to { + transform: translate3d(0, 0, 0); + } +} + +.cn-slide-in-right { + animation-name: cn-slide-in-right; +} + +@keyframes cn-slide-out-right { + from { + transform: translate3d(0, 0, 0); + } + + to { + visibility: hidden; + transform: translate3d(100%, 0, 0); + } +} + +.cn-slide-out-right { + animation-name: cn-slide-out-right; +} + +.cn-nodes-list { + width: 100%; +} + +.cn-nodes-row { + display: flex; + align-items: center; + gap: 10px; +} + +.cn-nodes-row:nth-child(odd) { + background-color: rgb(0 0 0 / 5%); +} + +.cn-nodes-row:hover { + background-color: rgb(0 0 0 / 10%); +} + +.cn-nodes-sn { + text-align: right; + min-width: 35px; + color: var(--drag-text); + flex-shrink: 0; + font-size: 12px; + padding: 8px 5px; +} + +.cn-nodes-name { + cursor: pointer; + white-space: nowrap; + flex-shrink: 0; + position: relative; + padding: 8px 5px; +} + +.cn-nodes-name::after { + content: attr(action); + position: absolute; + pointer-events: none; + top: 50%; + left: 100%; + transform: translate(5px, -50%); + font-size: 12px; + color: var(--drag-text); + background-color: var(--comfy-input-bg); + border-radius: 10px; + border: 1px solid var(--border-color); + padding: 3px 8px; + display: none; +} + +.cn-nodes-name.action::after { + display: block; +} + +.cn-nodes-name:hover { + text-decoration: underline; +} + +.cn-nodes-conflict .cn-nodes-name, +.cn-nodes-conflict .cn-icon { + color: orange; +} + +.cn-conflicts-list { + display: flex; + flex-wrap: wrap; + gap: 5px; + align-items: center; + padding: 5px 0; +} + +.cn-conflicts-list b { + font-weight: normal; + color: var(--descrip-text); +} + +.cn-nodes-pack { + cursor: pointer; + color: skyblue; +} + +.cn-nodes-pack:hover { + text-decoration: underline; +} + +.cn-pack-badge { + font-size: 12px; + font-weight: normal; + background-color: var(--comfy-input-bg); + border-radius: 10px; + border: 1px solid var(--border-color); + padding: 3px 8px; + color: var(--error-text); +} + +.cn-preview { + min-width: 300px; + max-width: 500px; + min-height: 120px; + overflow: hidden; + font-size: 12px; + pointer-events: none; + padding: 12px; + color: var(--fg-color); +} + +.cn-preview-header { + display: flex; + gap: 8px; + align-items: center; + border-bottom: 1px solid var(--comfy-input-bg); + padding: 5px 10px; +} + +.cn-preview-dot { + width: 8px; + height: 8px; + border-radius: 50%; + background-color: grey; + position: relative; + filter: drop-shadow(1px 2px 3px rgb(0 0 0 / 30%)); +} + +.cn-preview-dot.cn-preview-optional::after { + content: ""; + position: absolute; + pointer-events: none; + top: 50%; + left: 50%; + transform: translate(-50%, -50%); + background-color: var(--comfy-input-bg); + border-radius: 50%; + width: 3px; + height: 3px; +} + +.cn-preview-dot.cn-preview-grid { + border-radius: 0; +} + +.cn-preview-dot.cn-preview-grid::before { + content: ''; + position: absolute; + border-left: 1px solid var(--comfy-input-bg); + border-right: 1px solid var(--comfy-input-bg); + width: 4px; + height: 100%; + left: 2px; + top: 0; + z-index: 1; +} + +.cn-preview-dot.cn-preview-grid::after { + content: ''; + position: absolute; + border-top: 1px solid var(--comfy-input-bg); + border-bottom: 1px solid var(--comfy-input-bg); + width: 100%; + height: 4px; + left: 0; + top: 2px; + z-index: 1; +} + +.cn-preview-name { + flex: auto; + font-size: 14px; +} + +.cn-preview-io { + display: flex; + justify-content: space-between; + padding: 10px 10px; +} + +.cn-preview-column > div { + display: flex; + gap: 10px; + align-items: center; + height: 18px; + overflow: hidden; + white-space: nowrap; + text-overflow: ellipsis; +} + +.cn-preview-input { + justify-content: flex-start; +} + +.cn-preview-output { + justify-content: flex-end; +} + +.cn-preview-list { + display: flex; + flex-direction: column; + gap: 3px; + padding: 0 10px 10px 10px; +} + +.cn-preview-switch { + position: relative; + display: flex; + justify-content: space-between; + align-items: center; + background: var(--bg-color); + border: 2px solid var(--border-color); + border-radius: 10px; + text-wrap: nowrap; + padding: 2px 20px; + gap: 10px; +} + +.cn-preview-switch::before, +.cn-preview-switch::after { + position: absolute; + pointer-events: none; + top: 50%; + transform: translate(0, -50%); + color: var(--fg-color); + opacity: 0.8; +} + +.cn-preview-switch::before { + content: "◀"; + left: 5px; +} + +.cn-preview-switch::after { + content: "▶"; + right: 5px; +} + +.cn-preview-value { + color: var(--descrip-text); +} + +.cn-preview-string { + min-height: 30px; + max-height: 300px; + background: var(--bg-color); + color: var(--descrip-text); + border-radius: 3px; + padding: 3px 5px; + overflow-y: auto; + overflow-x: hidden; +} + +.cn-preview-description { + margin: 0px 10px 10px 10px; + padding: 6px; + background: var(--border-color); + color: var(--descrip-text); + border-radius: 5px; + font-style: italic; + word-break: break-word; +} + +.cn-tag-list { + display: flex; + flex-wrap: wrap; + gap: 5px; + align-items: center; + margin-bottom: 5px; +} + +.cn-tag-list > div { + background-color: var(--border-color); + border-radius: 5px; + padding: 0 5px; +} + +.cn-install-buttons { + display: flex; + flex-direction: column; + gap: 3px; + padding: 3px; + align-items: center; + justify-content: center; + height: 100%; +} + +.cn-install-buttons button { + padding: 4px 8px; +} + +.cn-selected-buttons { + display: flex; + gap: 5px; + align-items: center; + padding-right: 20px; +} + +.cn-manager .cn-btn-enable { + background-color: #333399; + color: white; +} + +.cn-manager .cn-btn-disable { + background-color: #442277; + color: white; +} + +.cn-manager .cn-btn-update { + background-color: #1155AA; + color: white; +} + +.cn-manager .cn-btn-try-update { + background-color: Gray; + color: white; +} + +.cn-manager .cn-btn-try-fix { + background-color: #6495ED; + color: white; +} + +.cn-manager .cn-btn-import-failed { + background-color: #AA1111; + font-size: 10px; + font-weight: bold; + color: white; +} + +.cn-manager .cn-btn-install { + background-color: black; + color: white; +} + +.cn-manager .cn-btn-try-install { + background-color: Gray; + color: white; +} + +.cn-manager .cn-btn-uninstall { + background-color: #993333; + color: white; +} + +.cn-manager .cn-btn-reinstall { + background-color: #993333; + color: white; +} + +.cn-manager .cn-btn-switch { + background-color: #448833; + color: white; + +} + +@keyframes cn-btn-loading-bg { + 0% { + left: 0; + } + 100% { + left: -105px; + } +} + +.cn-manager button.cn-btn-loading { + position: relative; + overflow: hidden; + border-color: rgb(0 119 207 / 80%); + background-color: var(--comfy-input-bg); +} + +.cn-manager button.cn-btn-loading::after { + position: absolute; + top: 0; + left: 0; + content: ""; + width: 500px; + height: 100%; + background-image: repeating-linear-gradient( + -45deg, + rgb(0 119 207 / 30%), + rgb(0 119 207 / 30%) 10px, + transparent 10px, + transparent 15px + ); + animation: cn-btn-loading-bg 2s linear infinite; +} + +.cn-manager-light .cn-pack-name a { + color: blue; +} + +.cn-manager-light .cm-warn-note { + background-color: #ccc !important; +} + +.cn-manager-light .cn-btn-install { + background-color: #333; +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.js b/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.js new file mode 100644 index 0000000000000000000000000000000000000000..b290df61292d5ab83ba37cb5266ff34f33cfc740 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/custom-nodes-manager.js @@ -0,0 +1,2204 @@ +import { app } from "../../scripts/app.js"; +import { ComfyDialog, $el } from "../../scripts/ui.js"; +import { api } from "../../scripts/api.js"; +import { buildGuiFrameCustomHeader, createSettingsCombo } from "./comfyui-gui-builder.js"; + +import { + manager_instance, rebootAPI, install_via_git_url, + fetchData, md5, icons, show_message, customConfirm, customAlert, customPrompt, + sanitizeHTML, infoToast, showTerminal, setNeedRestart, + storeColumnWidth, restoreColumnWidth, getTimeAgo, copyText, loadCss, + showPopover, hidePopover, handle403Response +} from "./common.js"; + +// https://cenfun.github.io/turbogrid/api.html +import TG from "./turbogrid.esm.js"; + +loadCss("./custom-nodes-manager.css"); + +const gridId = "node"; + +const pageHtml = ` +
    +
    +
    +
    +
    + + +
    + + + + +
    +
    +`; + +const ShowMode = { + NORMAL: "Normal", + UPDATE: "Update", + MISSING: "Missing", + FAVORITES: "Favorites", + ALTERNATIVES: "Alternatives", + IN_WORKFLOW: "In Workflow", +}; + +export class CustomNodesManager { + static instance = null; + static ShowMode = ShowMode; + + constructor(app, manager_dialog) { + this.app = app; + this.manager_dialog = manager_dialog; + this.id = "cn-manager"; + + app.registerExtension({ + name: "Comfy.CustomNodesManager", + afterConfigureGraph: (missingNodeTypes) => { + const item = this.getFilterItem(ShowMode.MISSING); + if (item) { + item.hasData = false; + item.hashMap = null; + } + } + }); + + this.filter = ''; + this.keywords = ''; + this.restartMap = {}; + + this.init(); + + api.addEventListener("cm-queue-status", this.onQueueStatus); + api.getNodeDefs().then(objs => { + this.nodeMap = objs; + }) + } + + init() { + const header = $el("div.cn-manager-header.px-2", {}, [ + // $el("label", {}, [ + // $el("span", { textContent: "Filter" }), + // $el("select.cn-manager-filter") + // ]), + createSettingsCombo("Filter", $el("select.cn-manager-filter")), + $el("input.cn-manager-keywords.p-inputtext.p-component", { type: "search", placeholder: "Search" }), + $el("div.cn-manager-status"), + $el("div.cn-flex-auto"), + $el("div.cn-manager-channel") + ]); + + const frame = buildGuiFrameCustomHeader( + 'cn-manager-dialog', // dialog id + header, // custom header element + pageHtml, // dialog content element + this + ); // send this so we can attach close functions + + this.element = frame; + this.element.setAttribute("tabindex", 0); + this.element.focus(); + + this.initFilter(); + this.bindEvents(); + this.initGrid(); + } + + showVersionSelectorDialog(versions, onSelect) { + const dialog = new ComfyDialog(); + dialog.element.style.zIndex = 1100; + dialog.element.style.width = "300px"; + dialog.element.style.padding = "0"; + dialog.element.style.backgroundColor = "#2a2a2a"; + dialog.element.style.border = "1px solid #3a3a3a"; + dialog.element.style.borderRadius = "8px"; + dialog.element.style.boxSizing = "border-box"; + dialog.element.style.overflow = "hidden"; + + const contentStyle = { + width: "300px", + display: "flex", + flexDirection: "column", + alignItems: "center", + padding: "20px", + boxSizing: "border-box", + gap: "15px" + }; + + let selectedVersion = versions[0]; + + const versionList = $el("select", { + multiple: true, + size: Math.min(10, versions.length), + style: { + width: "260px", + height: "auto", + backgroundColor: "#383838", + color: "#ffffff", + border: "1px solid #4a4a4a", + borderRadius: "4px", + padding: "5px", + boxSizing: "border-box" + } + }, + versions.map((v, index) => $el("option", { + value: v, + textContent: v, + selected: index === 0 + })) + ); + + versionList.addEventListener('change', (e) => { + selectedVersion = e.target.value; + Array.from(e.target.options).forEach(opt => { + opt.selected = opt.value === selectedVersion; + }); + }); + + const content = $el("div", { + style: contentStyle + }, [ + $el("h3", { + textContent: "Select Version", + style: { + color: "#ffffff", + backgroundColor: "#1a1a1a", + padding: "10px 15px", + margin: "0 0 10px 0", + width: "260px", + textAlign: "center", + borderRadius: "4px", + boxSizing: "border-box", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + versionList, + $el("div", { + style: { + display: "flex", + justifyContent: "space-between", + width: "260px", + gap: "10px" + } + }, [ + $el("button", { + textContent: "Cancel", + onclick: () => dialog.close(), + style: { + flex: "1", + padding: "8px", + backgroundColor: "#4a4a4a", + color: "#ffffff", + border: "none", + borderRadius: "4px", + cursor: "pointer", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + $el("button", { + textContent: "Select", + onclick: () => { + if (selectedVersion) { + onSelect(selectedVersion); + dialog.close(); + } else { + customAlert("Please select a version."); + } + }, + style: { + flex: "1", + padding: "8px", + backgroundColor: "#4CAF50", + color: "#ffffff", + border: "none", + borderRadius: "4px", + cursor: "pointer", + whiteSpace: "nowrap", + overflow: "hidden", + textOverflow: "ellipsis" + } + }), + ]) + ]); + + dialog.show(content); + } + + initFilter() { + const $filter = this.element.querySelector(".cn-manager-filter"); + const filterList = [{ + label: "All", + value: "", + hasData: true + }, { + label: "Installed", + value: "installed", + hasData: true + }, { + label: "Enabled", + value: "enabled", + hasData: true + }, { + label: "Disabled", + value: "disabled", + hasData: true + }, { + label: "Import Failed", + value: "import-fail", + hasData: true + }, { + label: "Not Installed", + value: "not-installed", + hasData: true + }, { + label: "ComfyRegistry", + value: "cnr", + hasData: true + }, { + label: "Non-ComfyRegistry", + value: "unknown", + hasData: true + }, { + label: "Update", + value: ShowMode.UPDATE, + hasData: false + }, { + label: "In Workflow", + value: ShowMode.IN_WORKFLOW, + hasData: false + }, { + label: "Missing", + value: ShowMode.MISSING, + hasData: false + }, { + label: "Favorites", + value: ShowMode.FAVORITES, + hasData: false + }, { + label: "Alternatives of A1111", + value: ShowMode.ALTERNATIVES, + hasData: false + }]; + this.filterList = filterList; + $filter.innerHTML = filterList.map(item => { + return `` + }).join(""); + } + + getFilterItem(filter) { + return this.filterList.find(it => it.value === filter) + } + + getActionButtons(action, rowItem, is_selected_button) { + const buttons = { + "enable": { + label: "Enable", + mode: "enable" + }, + "disable": { + label: "Disable", + mode: "disable" + }, + + "update": { + label: "Update", + mode: "update" + }, + "try-update": { + label: "Try update", + mode: "update" + }, + + "try-fix": { + label: "Try fix", + mode: "fix" + }, + + "reinstall": { + label: "Reinstall", + mode: "reinstall" + }, + + "install": { + label: "Install", + mode: "install" + }, + + "try-install": { + label: "Try install", + mode: "install" + }, + + "uninstall": { + label: "Uninstall", + mode: "uninstall" + }, + + "switch": { + label: "Switch Ver", + mode: "switch" + } + } + + const installGroups = { + "disabled": ["enable", "switch", "uninstall"], + "updatable": ["update", "switch", "disable", "uninstall"], + "import-fail": ["try-fix", "switch", "disable", "uninstall"], + "enabled": ["try-update", "switch", "disable", "uninstall"], + "not-installed": ["install"], + 'unknown': ["try-install"], + "invalid-installation": ["reinstall"], + } + + if (!installGroups.updatable) { + installGroups.enabled = installGroups.enabled.filter(it => it !== "try-update"); + } + + if (rowItem?.title === "ComfyUI-Manager") { + installGroups.enabled = installGroups.enabled.filter(it => it !== "disable" && it !== "uninstall" && it !== "switch"); + } + + let list = installGroups[action]; + + if(is_selected_button || rowItem?.version === "unknown") { + list = list.filter(it => it !== "switch"); + } + + if (!list) { + return ""; + } + + return list.map(id => { + const bt = buttons[id]; + return ``; + }).join(""); + } + + getButton(target) { + if(!target) { + return; + } + const mode = target.getAttribute("mode"); + if (!mode) { + return; + } + const group = target.getAttribute("group"); + if (!group) { + return; + } + return { + group, + mode, + target, + label: target.innerText + } + } + + bindEvents() { + const eventsMap = { + ".cn-manager-filter": { + change: (e) => { + + if (this.grid) { + this.grid.selectAll(false); + } + + const value = e.target.value + this.filter = value; + const item = this.getFilterItem(value); + if (item && (!item.hasData)) { + this.loadData(value); + return; + } + this.updateGrid(); + } + }, + + ".cn-manager-keywords": { + input: (e) => { + const keywords = `${e.target.value}`.trim(); + if (keywords !== this.keywords) { + this.keywords = keywords; + this.updateGrid(); + } + }, + focus: (e) => e.target.select() + }, + + ".cn-manager-selection": { + click: (e) => { + const btn = this.getButton(e.target); + if (btn) { + const nodes = this.selectedMap[btn.group]; + if (nodes) { + this.installNodes(nodes, btn); + } + } + } + }, + + ".cn-manager-back": { + click: (e) => { + this.flyover.hide(true); + this.removeHighlight(); + hidePopover(); + this.close() + manager_instance.show(); + } + }, + + ".cn-manager-restart": { + click: () => { + this.close(); + this.manager_dialog.close(); + rebootAPI(); + } + }, + + ".cn-manager-stop": { + click: () => { + api.fetchApi('/manager/queue/reset'); + infoToast('Cancel', 'Remaining tasks will stop after completing the current task.'); + } + }, + + ".cn-manager-used-in-workflow": { + click: (e) => { + e.target.classList.add("cn-btn-loading"); + this.setFilter(ShowMode.IN_WORKFLOW); + this.loadData(ShowMode.IN_WORKFLOW); + } + }, + + ".cn-manager-check-update": { + click: (e) => { + e.target.classList.add("cn-btn-loading"); + this.setFilter(ShowMode.UPDATE); + this.loadData(ShowMode.UPDATE); + } + }, + + ".cn-manager-check-missing": { + click: (e) => { + e.target.classList.add("cn-btn-loading"); + this.setFilter(ShowMode.MISSING); + this.loadData(ShowMode.MISSING); + } + }, + + ".cn-manager-install-url": { + click: async (e) => { + const url = await customPrompt("Please enter the URL of the Git repository to install", ""); + if (url !== null) { + install_via_git_url(url, this.manager_dialog); + } + } + } + }; + Object.keys(eventsMap).forEach(selector => { + const target = this.element.querySelector(selector); + if (target) { + const events = eventsMap[selector]; + if (events) { + Object.keys(events).forEach(type => { + target.addEventListener(type, events[type]); + }); + } + } + }); + + } + + // =========================================================================================== + + initGrid() { + const container = this.element.querySelector(".cn-manager-grid"); + const grid = new TG.Grid(container); + this.grid = grid; + + this.flyover = this.createFlyover(container); + + let prevViewRowsLength = -1; + grid.bind('onUpdated', (e, d) => { + const viewRows = grid.viewRows; + prevViewRowsLength = viewRows.length; + this.showStatus(`${prevViewRowsLength.toLocaleString()} custom nodes`); + }); + + grid.bind('onSelectChanged', (e, changes) => { + this.renderSelected(); + }); + + grid.bind("onColumnWidthChanged", (e, columnItem) => { + storeColumnWidth(gridId, columnItem) + }); + + grid.bind('onClick', (e, d) => { + + this.addHighlight(d.rowItem); + + if (d.columnItem.id === "nodes") { + this.showNodes(d); + return; + } + + const btn = this.getButton(d.e.target); + if (btn) { + const item = this.grid.getRowItemBy("hash", d.rowItem.hash); + + const { target, label, mode} = btn; + if((mode === "install" || mode === "switch" || mode == "enable") && item.originalData.version != 'unknown') { + // install after select version via dialog if item is cnr node + this.installNodeWithVersion(d.rowItem, btn, mode == 'enable'); + } else { + this.installNodes([d.rowItem.hash], btn, d.rowItem.title); + } + return; + } + + }); + + // iteration events + this.element.addEventListener("click", (e) => { + if (container === e.target || container.contains(e.target)) { + return; + } + this.removeHighlight(); + }); + // proxy keyboard events + this.element.addEventListener("keydown", (e) => { + if (e.target === this.element) { + grid.containerKeyDownHandler(e); + } + }, true); + + + grid.setOption({ + theme: 'dark', + selectVisible: true, + selectMultiple: true, + selectAllVisible: true, + + textSelectable: true, + scrollbarRound: true, + + frozenColumn: 1, + rowNotFound: "No Results", + + rowHeight: 40, + bindWindowResize: true, + bindContainerResize: true, + + cellResizeObserver: (rowItem, columnItem) => { + const autoHeightColumns = ['title', 'action', 'description', "alternatives"]; + return autoHeightColumns.includes(columnItem.id) + }, + + // updateGrid handler for filter and keywords + rowFilter: (rowItem) => { + + const searchableColumns = ["title", "author", "description"]; + if (this.hasAlternatives()) { + searchableColumns.push("alternatives"); + } + + let shouldShown = grid.highlightKeywordsFilter(rowItem, searchableColumns, this.keywords); + + if (shouldShown) { + if(this.filter && rowItem.filterTypes) { + shouldShown = rowItem.filterTypes.includes(this.filter); + } + } + + return shouldShown; + } + }); + + } + + hasAlternatives() { + return this.filter === ShowMode.ALTERNATIVES + } + + async handleImportFail(rowItem) { + var info; + if(rowItem.version == 'unknown'){ + info = { + 'url': rowItem.originalData.files[0] + }; + } + else{ + info = { + 'cnr_id': rowItem.originalData.id + }; + } + + const response = await api.fetchApi(`/customnode/import_fail_info`, { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify(info) + }); + + let res = await response.json(); + + let title = `Error message occurred while importing the '${rowItem.title}' module.

    ` + + if(res.code == 400) + { + show_message(title+'The information is not available.') + } + else { + show_message(title+sanitizeHTML(res['msg']).replace(/ /g, ' ').replace(/\n/g, '
    ')); + } + } + + renderGrid() { + // update theme + const globalStyle = window.getComputedStyle(document.body); + this.colorVars = { + bgColor: globalStyle.getPropertyValue('--comfy-menu-bg'), + borderColor: globalStyle.getPropertyValue('--border-color') + } + + const colorPalette = this.app.ui.settings.settingsValues['Comfy.ColorPalette']; + this.colorPalette = colorPalette; + Array.from(this.element.classList).forEach(cn => { + if (cn.startsWith("cn-manager-")) { + this.element.classList.remove(cn); + } + }); + this.element.classList.add(`cn-manager-${colorPalette}`); + + const options = { + theme: colorPalette === "light" ? "" : "dark" + }; + + + let self = this; + const columns = [{ + id: 'id', + name: 'ID', + width: 50, + align: 'center' + }, { + id: 'title', + name: 'Title', + width: 200, + minWidth: 100, + maxWidth: 500, + classMap: 'cn-pack-name', + formatter: (title, rowItem, columnItem) => { + const container = document.createElement('div'); + + if (rowItem.action === 'invalid-installation') { + const invalidTag = document.createElement('span'); + invalidTag.style.color = 'red'; + invalidTag.innerHTML = '(INVALID)'; + container.appendChild(invalidTag); + } else if (rowItem.action === 'import-fail') { + const button = document.createElement('button'); + button.className = 'cn-btn-import-failed'; + button.innerText = 'IMPORT FAILED ↗'; + button.onclick = () => self.handleImportFail(rowItem); + container.appendChild(button); + container.appendChild(document.createElement('br')); + } + + const link = document.createElement('a'); + if(rowItem.originalData.repository) + link.href = rowItem.originalData.repository; + else + link.href = rowItem.reference; + link.target = '_blank'; + link.innerHTML = `${title}`; + link.title = rowItem.originalData.id; + container.appendChild(link); + + return container; + } + }, { + id: 'version', + name: 'Version', + width: 100, + minWidth: 80, + maxWidth: 300, + classMap: 'cn-pack-version', + formatter: (version, rowItem, columnItem) => { + if(!version) { + return; + } + if(rowItem.cnr_latest && version != rowItem.cnr_latest) { + if(version == 'nightly') { + return `
    ${version}
    [${rowItem.cnr_latest}]
    `; + } + return `
    ${version}
    [↑${rowItem.cnr_latest}]
    `; + } + return version; + } + }, { + id: 'action', + name: 'Action', + width: 130, + minWidth: 110, + maxWidth: 200, + sortable: false, + align: 'center', + formatter: (action, rowItem, columnItem) => { + if (rowItem.restart) { + return `Restart Required`; + } + const buttons = this.getActionButtons(action, rowItem); + return `
    ${buttons}
    `; + } + }, { + id: "nodes", + name: "Nodes", + width: 100, + formatter: (v, rowItem, columnItem) => { + if (!rowItem.nodes) { + return ''; + } + const list = [`
    `]; + list.push(`
    ${rowItem.nodes} node${(rowItem.nodes>1?'s':'')}
    `); + if (rowItem.conflicts) { + list.push(`
    ${rowItem.conflicts} conflict${(rowItem.conflicts>1?'s':'')}
    `); + } + list.push('
    '); + return list.join(""); + } + }, { + id: "alternatives", + name: "Alternatives", + width: 400, + maxWidth: 5000, + invisible: !this.hasAlternatives(), + classMap: 'cn-pack-desc' + }, { + id: 'description', + name: 'Description', + width: 400, + maxWidth: 5000, + classMap: 'cn-pack-desc' + }, { + id: 'author', + name: 'Author', + width: 120, + classMap: "cn-pack-author", + formatter: (author, rowItem, columnItem) => { + if (rowItem.trust) { + return `✅ ${author}`; + } + return author; + } + }, { + id: 'stars', + name: '★', + align: 'center', + classMap: "cn-pack-stars", + formatter: (stars) => { + if (stars < 0) { + return 'N/A'; + } + if (typeof stars === 'number') { + return stars.toLocaleString(); + } + return stars; + } + }, { + id: 'last_update', + name: 'Last Update', + align: 'center', + type: 'date', + width: 100, + classMap: "cn-pack-last-update", + formatter: (last_update) => { + if (last_update < 0) { + return 'N/A'; + } + const ago = getTimeAgo(last_update); + const short = `${last_update}`.split(' ')[0]; + return `${short}`; + } + }]; + + restoreColumnWidth(gridId, columns); + + const rows_values = Object.values(this.custom_nodes); + rows_values.sort((a, b) => { + if (a.version == 'unknown' && b.version != 'unknown') return 1; + if (a.version != 'unknown' && b.version == 'unknown') return -1; + + if (a.stars !== b.stars) { + return b.stars - a.stars; + } + + if (a.last_update !== b.last_update) { + return new Date(b.last_update) - new Date(a.last_update); + } + + return 0; + }); + + rows_values.forEach((it, i) => { + it.id = i + 1; + }); + + this.grid.setData({ + options: options, + rows: rows_values, + columns: columns + }); + + this.grid.render(); + } + + updateGrid() { + if (this.grid) { + this.grid.update(); + if (this.hasAlternatives()) { + this.grid.showColumn("alternatives"); + } else { + this.grid.hideColumn("alternatives"); + } + } + } + + addHighlight(rowItem) { + this.removeHighlight(); + if (this.grid && rowItem) { + this.grid.setRowState(rowItem, 'highlight', true); + this.highlightRow = rowItem; + } + } + + removeHighlight() { + if (this.grid && this.highlightRow) { + this.grid.setRowState(this.highlightRow, 'highlight', false); + this.highlightRow = null; + } + } + + // =========================================================================================== + + getWidgetType(type, inputName) { + if (type === 'COMBO') { + return 'COMBO' + } + const widgets = app.widgets; + if (`${type}:${inputName}` in widgets) { + return `${type}:${inputName}` + } + if (type in widgets) { + return type + } + } + + createNodePreview(nodeItem) { + // console.log(nodeItem); + const list = [`
    +
    +
    ${nodeItem.name}
    +
    Preview
    +
    `]; + + // Node slot I/O + const inputList = []; + nodeItem.input_order.required?.map(name => { + inputList.push({ + name + }); + }) + nodeItem.input_order.optional?.map(name => { + inputList.push({ + name, + optional: true + }); + }); + + const slotInputList = []; + const widgetInputList = []; + const inputMap = Object.assign({}, nodeItem.input.optional, nodeItem.input.required); + inputList.forEach(it => { + const inputName = it.name; + const _inputData = inputMap[inputName]; + let type = _inputData[0]; + let options = _inputData[1] || {}; + if (Array.isArray(type)) { + options.default = type[0]; + type = 'COMBO'; + } + it.type = type; + it.options = options; + + // convert force/default inputs + if (options.forceInput || options.defaultInput) { + slotInputList.push(it); + return; + } + + const widgetType = this.getWidgetType(type, inputName); + if (widgetType) { + it.default = options.default; + widgetInputList.push(it); + } else { + slotInputList.push(it); + } + }); + + const outputList = nodeItem.output.map((type, i) => { + return { + type, + name: nodeItem.output_name[i], + list: nodeItem.output_is_list[i] + } + }); + + // dark + const colorMap = { + "CLIP": "#FFD500", + "CLIP_VISION": "#A8DADC", + "CLIP_VISION_OUTPUT": "#ad7452", + "CONDITIONING": "#FFA931", + "CONTROL_NET": "#6EE7B7", + "IMAGE": "#64B5F6", + "LATENT": "#FF9CF9", + "MASK": "#81C784", + "MODEL": "#B39DDB", + "STYLE_MODEL": "#C2FFAE", + "VAE": "#FF6E6E", + "NOISE": "#B0B0B0", + "GUIDER": "#66FFFF", + "SAMPLER": "#ECB4B4", + "SIGMAS": "#CDFFCD", + "TAESD": "#DCC274" + } + + const inputHtml = slotInputList.map(it => { + const color = colorMap[it.type] || "gray"; + const optional = it.optional ? " cn-preview-optional" : "" + return `
    +
    + ${it.name} +
    `; + }).join(""); + + const outputHtml = outputList.map(it => { + const color = colorMap[it.type] || "gray"; + const grid = it.list ? " cn-preview-grid" : ""; + return `
    + ${it.name} +
    +
    `; + }).join(""); + + list.push(`
    +
    ${inputHtml}
    +
    ${outputHtml}
    +
    `); + + // Node widget inputs + if (widgetInputList.length) { + list.push(`
    `); + + // console.log(widgetInputList); + widgetInputList.forEach(it => { + + let value = it.default; + if (typeof value === "object" && value && Object.prototype.hasOwnProperty.call(value, "content")) { + value = value.content; + } + if (typeof value === "undefined" || value === null) { + value = ""; + } else { + value = `${value}`; + } + + if ( + (it.type === "STRING" && (value || it.options.multiline)) + || it.type === "MARKDOWN" + ) { + if (value) { + value = value.replace(/\r?\n/g, "
    ") + } + list.push(`
    ${value || it.name}
    `); + return; + } + + list.push(`
    +
    ${it.name}
    +
    ${value}
    +
    `); + }); + list.push(`
    `); + } + + if (nodeItem.description) { + list.push(`
    ${nodeItem.description}
    `) + } + + return list.join(""); + } + + showNodePreview(target) { + const nodeName = target.innerText; + const nodeItem = this.nodeMap[nodeName]; + if (!nodeItem) { + this.hideNodePreview(); + return; + } + const html = this.createNodePreview(nodeItem); + showPopover(target, html, "cn-preview cn-preview-"+this.colorPalette, { + positions: ['left'], + bgColor: this.colorVars.bgColor, + borderColor: this.colorVars.borderColor + }) + } + + hideNodePreview() { + hidePopover(); + } + + createFlyover(container) { + const $flyover = document.createElement("div"); + $flyover.className = "cn-flyover"; + $flyover.innerHTML = `
    +
    ${icons.arrowRight}
    +
    +
    ${icons.close}
    +
    +
    ` + container.appendChild($flyover); + + const $flyoverTitle = $flyover.querySelector(".cn-flyover-title"); + const $flyoverBody = $flyover.querySelector(".cn-flyover-body"); + + let width = '50%'; + let visible = false; + + let timeHide; + const closeHandler = (e) => { + if ($flyover === e.target || $flyover.contains(e.target)) { + return; + } + clearTimeout(timeHide); + timeHide = setTimeout(() => { + flyover.hide(); + }, 100); + } + + const hoverHandler = (e) => { + if(e.type === "mouseenter") { + if(e.target.classList.contains("cn-nodes-name")) { + this.showNodePreview(e.target); + } + return; + } + this.hideNodePreview(); + } + + const displayHandler = () => { + if (visible) { + $flyover.classList.remove("cn-slide-in-right"); + } else { + $flyover.classList.remove("cn-slide-out-right"); + $flyover.style.width = '0px'; + $flyover.style.display = "none"; + } + } + + const flyover = { + show: (titleHtml, bodyHtml) => { + clearTimeout(timeHide); + this.element.removeEventListener("click", closeHandler); + $flyoverTitle.innerHTML = titleHtml; + $flyoverBody.innerHTML = bodyHtml; + $flyover.style.display = "block"; + $flyover.style.width = width; + if(!visible) { + $flyover.classList.add("cn-slide-in-right"); + } + visible = true; + setTimeout(() => { + this.element.addEventListener("click", closeHandler); + }, 100); + }, + hide: (now) => { + visible = false; + this.element.removeEventListener("click", closeHandler); + if(now) { + displayHandler(); + return; + } + $flyover.classList.add("cn-slide-out-right"); + } + } + + $flyover.addEventListener("animationend", (e) => { + displayHandler(); + }); + + $flyover.addEventListener("mouseenter", hoverHandler, true); + $flyover.addEventListener("mouseleave", hoverHandler, true); + + $flyover.addEventListener("click", (e) => { + + if(e.target.classList.contains("cn-nodes-name")) { + const nodeName = e.target.innerText; + const nodeItem = this.nodeMap[nodeName]; + if (!nodeItem) { + copyText(nodeName).then((res) => { + if (res) { + e.target.setAttribute("action", "Copied"); + e.target.classList.add("action"); + setTimeout(() => { + e.target.classList.remove("action"); + e.target.removeAttribute("action"); + }, 1000); + } + }); + return; + } + + const [x, y, w, h] = app.canvas.ds.visible_area; + const dpi = Math.max(window.devicePixelRatio ?? 1, 1); + const node = window.LiteGraph?.createNode( + nodeItem.name, + nodeItem.display_name, + { + pos: [x + (w-300) / dpi / 2, y] + } + ); + if (node) { + app.graph.add(node); + e.target.setAttribute("action", "Added to Workflow"); + e.target.classList.add("action"); + setTimeout(() => { + e.target.classList.remove("action"); + e.target.removeAttribute("action"); + }, 1000); + } + + return; + } + if(e.target.classList.contains("cn-nodes-pack")) { + const hash = e.target.getAttribute("hash"); + const rowItem = this.grid.getRowItemBy("hash", hash); + //console.log(rowItem); + this.grid.scrollToRow(rowItem); + this.addHighlight(rowItem); + return; + } + if(e.target.classList.contains("cn-flyover-close")) { + flyover.hide(); + return; + } + }); + + return flyover; + } + + showNodes(d) { + const nodesList = d.rowItem.nodesList; + if (!nodesList) { + return; + } + + const rowItem = d.rowItem; + const isNotInstalled = rowItem.action == "not-installed"; + + let titleHtml = `
    ${rowItem.title}
    `; + if (isNotInstalled) { + titleHtml += '
    Not Installed
    ' + } + + const list = []; + list.push(`
    `); + + nodesList.forEach((it, i) => { + let rowClass = 'cn-nodes-row' + if (it.conflicts) { + rowClass += ' cn-nodes-conflict'; + } + + list.push(`
    `); + list.push(`
    ${i+1}
    `); + list.push(`
    ${it.name}
    `); + + if (it.conflicts) { + list.push(`
    ${icons.conflicts}
    Conflict with${it.conflicts.map(c => { + return `
    ${c.title}
    `; + }).join(",")}
    `); + } + list.push(`
    `); + }); + + list.push("
    "); + const bodyHtml = list.join(""); + + this.flyover.show(titleHtml, bodyHtml); + } + + async loadNodes(node_packs) { + const mode = manager_instance.datasrc_combo.value; + this.showStatus(`Loading node mappings (${mode}) ...`); + const res = await fetchData(`/customnode/getmappings?mode=${mode}`); + if (res.error) { + console.log(res.error); + return; + } + + const data = res.data; + + const findNode = (k, title) => { + let item = node_packs[k]; + if (item) { + return item; + } + + // git url + if (k.includes("/")) { + const gitName = k.split("/").pop(); + item = node_packs[gitName]; + if (item) { + return item; + } + } + + return node_packs[title]; + } + + const conflictsMap = {}; + + // add nodes data + Object.keys(data).forEach(k => { + const [nodes, metadata] = data[k]; + if (nodes?.length) { + const title = metadata?.title_aux; + const nodeItem = findNode(k, title); + if (nodeItem) { + + // deduped + const eList = Array.from(new Set(nodes)); + + nodeItem.nodes = eList.length; + const nodesMap = {}; + eList.forEach(extName => { + nodesMap[extName] = { + name: extName + }; + let cList = conflictsMap[extName]; + if(!cList) { + cList = []; + conflictsMap[extName] = cList; + } + cList.push(nodeItem.key); + }); + nodeItem.nodesMap = nodesMap; + } else { + // should be removed + // console.log("not found", k, title, nodes) + } + } + }); + + // calculate conflicts data + Object.keys(conflictsMap).forEach(extName => { + const cList = conflictsMap[extName]; + if(cList.length <= 1) { + return; + } + cList.forEach(key => { + const nodeItem = node_packs[key]; + const extItem = nodeItem.nodesMap[extName]; + if(!extItem.conflicts) { + extItem.conflicts = [] + } + const conflictsList = cList.filter(k => k !== key); + conflictsList.forEach(k => { + const nItem = node_packs[k]; + extItem.conflicts.push({ + key: k, + title: nItem.title, + hash: nItem.hash + }) + + }) + }) + }) + + Object.values(node_packs).forEach(nodeItem => { + if (nodeItem.nodesMap) { + nodeItem.nodesList = Object.values(nodeItem.nodesMap); + nodeItem.conflicts = nodeItem.nodesList.filter(it => it.conflicts).length; + } + }) + + } + + // =========================================================================================== + + renderSelected() { + const selectedList = this.grid.getSelectedRows(); + if (!selectedList.length) { + this.showSelection(""); + return; + } + + const selectedMap = {}; + selectedList.forEach(item => { + let type = item.action; + if (item.restart) { + type = "Restart Required"; + } + if (selectedMap[type]) { + selectedMap[type].push(item.hash); + } else { + selectedMap[type] = [item.hash]; + } + }); + + this.selectedMap = selectedMap; + + const list = []; + Object.keys(selectedMap).forEach(v => { + const filterItem = this.getFilterItem(v); + list.push(`
    + Selected ${selectedMap[v].length} ${filterItem ? filterItem.label : v} + ${this.grid.hasMask ? "" : this.getActionButtons(v, null, true)} +
    `); + }); + + this.showSelection(list.join("")); + } + + focusInstall(item, mode) { + const cellNode = this.grid.getCellNode(item, "action"); + if (cellNode) { + const cellBtn = cellNode.querySelector(`button[mode="${mode}"]`); + if (cellBtn) { + cellBtn.classList.add("cn-btn-loading"); + return true + } + } + } + + async installNodeWithVersion(rowItem, btn, is_enable) { + let hash = rowItem.hash; + let title = rowItem.title; + + const item = this.grid.getRowItemBy("hash", hash); + + let node_id = item.originalData.id; + + this.showLoading(); + let res; + if(is_enable) { + res = await api.fetchApi(`/customnode/disabled_versions/${node_id}`, { cache: "no-store" }); + } + else { + res = await api.fetchApi(`/customnode/versions/${node_id}`, { cache: "no-store" }); + } + this.hideLoading(); + + if(res.status == 200) { + let obj = await res.json(); + + let versions = []; + let default_version; + let version_cnt = 0; + + if(!is_enable) { + + if(rowItem.cnr_latest != rowItem.originalData.active_version && obj.length > 0) { + versions.push('latest'); + } + + if(rowItem.originalData.active_version != 'nightly') { + versions.push('nightly'); + default_version = 'nightly'; + version_cnt++; + } + } + + for(let v of obj) { + if(rowItem.originalData.active_version != v.version) { + default_version = v.version; + versions.push(v.version); + version_cnt++; + } + } + + this.showVersionSelectorDialog(versions, (selected_version) => { + this.installNodes([hash], btn, title, selected_version); + }); + } + else { + show_message('Failed to fetch versions from ComfyRegistry.'); + } + } + + async installNodes(list, btn, title, selected_version) { + let stats = await api.fetchApi('/manager/queue/status'); + stats = await stats.json(); + if(stats.is_processing) { + customAlert(`[ComfyUI-Manager] There are already tasks in progress. Please try again after it is completed. (${stats.done_count}/${stats.total_count})`); + return; + } + + const { target, label, mode} = btn; + + if(mode === "uninstall") { + title = title || `${list.length} custom nodes`; + + const confirmed = await customConfirm(`Are you sure uninstall ${title}?`); + if (!confirmed) { + return; + } + } + + if(mode === "reinstall") { + title = title || `${list.length} custom nodes`; + + const confirmed = await customConfirm(`Are you sure reinstall ${title}?`); + if (!confirmed) { + return; + } + } + + target.classList.add("cn-btn-loading"); + this.showError(""); + + let needRestart = false; + let errorMsg = ""; + + await api.fetchApi('/manager/queue/reset'); + + let target_items = []; + + for (const hash of list) { + const item = this.grid.getRowItemBy("hash", hash); + target_items.push(item); + + if (!item) { + errorMsg = `Not found custom node: ${hash}`; + break; + } + + this.grid.scrollRowIntoView(item); + + if (!this.focusInstall(item, mode)) { + this.grid.onNextUpdated(() => { + this.focusInstall(item, mode); + }); + } + + this.showStatus(`${label} ${item.title} ...`); + + const data = item.originalData; + data.selected_version = selected_version; + data.channel = this.channel; + data.mode = this.mode; + data.ui_id = hash; + + let install_mode = mode; + if(mode == 'switch') { + install_mode = 'install'; + } + + // don't post install if install_mode == 'enable' + data.skip_post_install = install_mode == 'enable'; + let api_mode = install_mode; + if(install_mode == 'enable') { + api_mode = 'install'; + } + + if(install_mode == 'reinstall') { + api_mode = 'reinstall'; + } + + const res = await api.fetchApi(`/manager/queue/${api_mode}`, { + method: 'POST', + body: JSON.stringify(data) + }); + + if (res.status != 200) { + errorMsg = `'${item.title}': `; + + if(res.status == 403) { + try { + const data = await res.json(); + if(data.error === 'comfyui_outdated') { + errorMsg += `ComfyUI version is outdated. Please update ComfyUI to use Manager normally.\n`; + } else { + errorMsg += `This action is not allowed with this security level configuration.\n`; + } + } catch { + errorMsg += `This action is not allowed with this security level configuration.\n`; + } + } else if(res.status == 404) { + errorMsg += `With the current security level configuration, only custom nodes from the "default channel" can be installed.\n`; + } else { + errorMsg += await res.text() + '\n'; + } + + break; + } + } + + this.install_context = {btn: btn, targets: target_items}; + + if(errorMsg) { + this.showError(errorMsg); + show_message("[Installation Errors]\n"+errorMsg); + + // reset + for(let k in target_items) { + const item = target_items[k]; + this.grid.updateCell(item, "action"); + } + } + else { + await api.fetchApi('/manager/queue/start'); + this.showStop(); + showTerminal(); + } + } + + async onQueueStatus(event) { + let self = CustomNodesManager.instance; + if(event.detail.status == 'in_progress' && event.detail.ui_target == 'nodepack_manager') { + const hash = event.detail.target; + + const item = self.grid.getRowItemBy("hash", hash); + + item.restart = true; + self.restartMap[item.hash] = true; + self.grid.updateCell(item, "action"); + self.grid.setRowSelected(item, false); + } + else if(event.detail.status == 'done') { + self.hideStop(); + self.onQueueCompleted(event.detail); + } + } + + async onQueueCompleted(info) { + let result = info.nodepack_result; + + if(result.length == 0) { + return; + } + + let self = CustomNodesManager.instance; + + if(!self.install_context) { + return; + } + + const { target, label, mode } = self.install_context.btn; + target.classList.remove("cn-btn-loading"); + + let errorMsg = ""; + + for(let hash in result){ + let v = result[hash]; + + if(v != 'success' && v != 'skip') + errorMsg += v+'\n'; + } + + for(let k in self.install_context.targets) { + let item = self.install_context.targets[k]; + self.grid.updateCell(item, "action"); + } + + if (errorMsg) { + self.showError(errorMsg); + show_message("Installation Error:\n"+errorMsg); + } else { + self.showStatus(`${label} ${result.length} custom node(s) successfully`); + } + + self.showRestart(); + self.showMessage(`To apply the installed/updated/disabled/enabled custom node, please restart ComfyUI. And refresh browser.`, "red"); + + infoToast(`[ComfyUI-Manager] All node pack tasks in the queue have been completed.\n${info.done_count}/${info.total_count}`); + self.install_context = undefined; + } + + // =========================================================================================== + + getNodesInWorkflow() { + let usedGroupNodes = new Set(); + let allUsedNodes = {}; + const visitedGraphs = new Set(); + + const visitGraph = (graph) => { + if (!graph || visitedGraphs.has(graph)) return; + visitedGraphs.add(graph); + + const nodes = graph._nodes || graph.nodes || []; + for(let k in nodes) { + let node = nodes[k]; + if (!node) continue; + + // If it's a SubgraphNode, recurse into its graph and continue searching + if (node.isSubgraphNode?.() && node.subgraph) { + visitGraph(node.subgraph); + } + + if (!node.type) continue; + + // Group nodes / components + if(typeof node.type === 'string' && node.type.startsWith('workflow>')) { + usedGroupNodes.add(node.type.slice(9)); + continue; + } + + allUsedNodes[node.type] = node; + } + }; + + visitGraph(app.graph); + + for(let k of usedGroupNodes) { + let subnodes = app.graph.extra.groupNodes[k]?.nodes; + + if(subnodes) { + for(let k2 in subnodes) { + let node = subnodes[k2]; + allUsedNodes[node.type] = node; + } + } + } + + return allUsedNodes; + } + + async getMissingNodes() { + let unresolved_missing_nodes = new Set(); + let hashMap = {}; + let allUsedNodes = this.getNodesInWorkflow(); + + const registered_nodes = new Set(); + for (let i in LiteGraph.registered_node_types) { + registered_nodes.add(LiteGraph.registered_node_types[i].type); + } + + let unresolved_aux_ids = {}; + let outdated_comfyui = false; + let unresolved_cnr_list = []; + + for(let k in allUsedNodes) { + let node = allUsedNodes[k]; + + if(!registered_nodes.has(node.type)) { + // missing node + if(node.properties.cnr_id) { + if(node.properties.cnr_id == 'comfy-core') { + outdated_comfyui = true; + } + + let item = this.custom_nodes[node.properties.cnr_id]; + if(item) { + hashMap[item.hash] = true; + } + else { + console.log(`CM: cannot find '${node.properties.cnr_id}' from cnr list.`); + unresolved_aux_ids[node.properties.cnr_id] = node.type; + unresolved_cnr_list.push(node.properties.cnr_id); + } + } + else if(node.properties.aux_id) { + unresolved_aux_ids[node.properties.aux_id] = node.type; + } + else { + unresolved_missing_nodes.add(node.type); + } + } + } + + + if(unresolved_cnr_list.length > 0) { + let error_msg = "Failed to find the following ComfyRegistry list.\nThe cache may be outdated, or the nodes may have been removed from ComfyRegistry.
    "; + for(let i in unresolved_cnr_list) { + error_msg += '
  • '+unresolved_cnr_list[i]+'
    • '; + } + + show_message(error_msg); + } + + if(outdated_comfyui) { + customAlert('ComfyUI is outdated, so some built-in nodes cannot be used.'); + } + + if(Object.keys(unresolved_aux_ids).length > 0) { + // building aux_id to nodepack map + let aux_id_to_pack = {}; + for(let k in this.custom_nodes) { + let nodepack = this.custom_nodes[k]; + let aux_id; + if(nodepack.repository?.startsWith('https://github.com')) { + aux_id = nodepack.repository.split('/').slice(-2).join('/'); + aux_id_to_pack[aux_id] = nodepack; + } + else if(nodepack.repository) { + aux_id = nodepack.repository.split('/').slice(-1); + aux_id_to_pack[aux_id] = nodepack; + } + } + + // resolving aux_id + for(let k in unresolved_aux_ids) { + let nodepack = aux_id_to_pack[k]; + if(nodepack) { + hashMap[nodepack.hash] = true; + } + else { + unresolved_missing_nodes.add(unresolved_aux_ids[k]); + } + } + } + + if(unresolved_missing_nodes.size > 0) { + await this.getMissingNodesLegacy(hashMap, unresolved_missing_nodes); + } + + return hashMap; + } + + async getMissingNodesLegacy(hashMap, missing_nodes) { + const mode = manager_instance.datasrc_combo.value; + this.showStatus(`Loading missing nodes (${mode}) ...`); + const res = await fetchData(`/customnode/getmappings?mode=${mode}`); + if (res.error) { + this.showError(`Failed to get custom node mappings: ${res.error}`); + return; + } + + const mappings = res.data; + + // build regex->url map + const regex_to_pack = []; + for(let k in this.custom_nodes) { + let node = this.custom_nodes[k]; + + if(node.nodename_pattern) { + regex_to_pack.push({ + regex: new RegExp(node.nodename_pattern), + url: node.files[0] + }); + } + } + + // build name->url map + const name_to_packs = {}; + for (const url in mappings) { + const names = mappings[url]; + + for(const name in names[0]) { + let v = name_to_packs[names[0][name]]; + if(v == undefined) { + v = []; + name_to_packs[names[0][name]] = v; + } + v.push(url); + } + } + + let unresolved_missing_nodes = new Set(); + for (let node_type of missing_nodes) { + const packs = name_to_packs[node_type.trim()]; + if(packs) + packs.forEach(url => { + unresolved_missing_nodes.add(url); + }); + else { + for(let j in regex_to_pack) { + if(regex_to_pack[j].regex.test(node_type)) { + unresolved_missing_nodes.add(regex_to_pack[j].url); + } + } + } + } + + for(let k in this.custom_nodes) { + let item = this.custom_nodes[k]; + + if(unresolved_missing_nodes.has(item.id)) { + hashMap[item.hash] = true; + } + else if (item.files?.some(file => unresolved_missing_nodes.has(file))) { + hashMap[item.hash] = true; + } + } + + return hashMap; + } + + async getFavorites() { + const hashMap = {}; + for(let k in this.custom_nodes) { + let item = this.custom_nodes[k]; + if(item.is_favorite) + hashMap[item.hash] = true; + } + + return hashMap; + } + + async getNodepackInWorkflow() { + let allUsedNodes = this.getNodesInWorkflow(); + + // building aux_id to nodepack map + let aux_id_to_pack = {}; + for(let k in this.custom_nodes) { + let nodepack = this.custom_nodes[k]; + let aux_id; + if(nodepack.repository?.startsWith('https://github.com')) { + aux_id = nodepack.repository.split('/').slice(-2).join('/'); + aux_id_to_pack[aux_id] = nodepack; + } + else if(nodepack.repository) { + aux_id = nodepack.repository.split('/').slice(-1); + aux_id_to_pack[aux_id] = nodepack; + } + } + + const hashMap = {}; + for(let k in allUsedNodes) { + var item; + if(allUsedNodes[k].properties.cnr_id) { + item = this.custom_nodes[allUsedNodes[k].properties.cnr_id]; + } + else if(allUsedNodes[k].properties.aux_id) { + item = aux_id_to_pack[allUsedNodes[k].properties.aux_id]; + } + + if(item) + hashMap[item.hash] = true; + } + + return hashMap; + } + + async getAlternatives() { + const mode = manager_instance.datasrc_combo.value; + this.showStatus(`Loading alternatives (${mode}) ...`); + const res = await fetchData(`/customnode/alternatives?mode=${mode}`); + if (res.error) { + this.showError(`Failed to get alternatives: ${res.error}`); + return []; + } + + const hashMap = {}; + const items = res.data; + + for(let i in items) { + let item = items[i]; + let custom_node = this.custom_nodes[i]; + + if (!custom_node) { + console.log(`Not found custom node: ${item.id}`); + continue; + } + + const tags = `${item.tags}`.split(",").map(tag => { + return `
    ${tag.trim()}
    `; + }).join(""); + + hashMap[custom_node.hash] = { + alternatives: `
    ${tags}
    ${item.description}` + } + + } + + return hashMap; + } + + async loadData(show_mode = ShowMode.NORMAL) { + const isElectron = 'electronAPI' in window; + + this.show_mode = show_mode; + console.log("Show mode:", show_mode); + + this.showLoading(); + + const mode = manager_instance.datasrc_combo.value; + this.showStatus(`Loading custom nodes (${mode}) ...`); + + const skip_update = this.show_mode === ShowMode.UPDATE ? "" : "&skip_update=true"; + + if(this.show_mode === ShowMode.UPDATE) { + infoToast('Fetching updated information. This may take some time if many custom nodes are installed.'); + } + + const res = await fetchData(`/customnode/getlist?mode=${mode}${skip_update}`); + if (res.error) { + this.showError("Failed to get custom node list."); + this.hideLoading(); + return; + } + + const { channel, node_packs } = res.data; + + if(isElectron) { + delete node_packs['comfyui-manager']; + } + + this.channel = channel; + this.mode = mode; + this.custom_nodes = node_packs; + + if(this.channel !== 'default') { + this.element.querySelector(".cn-manager-channel").innerHTML = `Channel: ${this.channel} (Incomplete list)`; + } + + for (const k in node_packs) { + let item = node_packs[k]; + item.originalData = JSON.parse(JSON.stringify(item)); + if(item.originalData.id == undefined) { + item.originalData.id = k; + } + item.key = k; + item.hash = md5(k); + } + + await this.loadNodes(node_packs); + + const filterItem = this.getFilterItem(this.show_mode); + if(filterItem) { + let hashMap; + if(this.show_mode == ShowMode.UPDATE) { + hashMap = {}; + for (const k in node_packs) { + let it = node_packs[k]; + if (it['update-state'] === "true") { + hashMap[it.hash] = true; + } + } + } else if(this.show_mode == ShowMode.MISSING) { + hashMap = await this.getMissingNodes(); + } else if(this.show_mode == ShowMode.ALTERNATIVES) { + hashMap = await this.getAlternatives(); + } else if(this.show_mode == ShowMode.FAVORITES) { + hashMap = await this.getFavorites(); + } else if(this.show_mode == ShowMode.IN_WORKFLOW) { + hashMap = await this.getNodepackInWorkflow(); + } + filterItem.hashMap = hashMap; + + if(this.show_mode != ShowMode.IN_WORKFLOW) { + filterItem.hasData = true; + } + } + + for(let k in node_packs) { + let nodeItem = node_packs[k]; + + if (this.restartMap[nodeItem.hash]) { + nodeItem.restart = true; + } + + if(nodeItem['update-state'] == "true") { + nodeItem.action = 'updatable'; + } + else if(nodeItem['import-fail']) { + nodeItem.action = 'import-fail'; + } + else { + nodeItem.action = nodeItem.state; + } + + if(nodeItem['invalid-installation']) { + nodeItem.action = 'invalid-installation'; + } + + const filterTypes = new Set(); + this.filterList.forEach(filterItem => { + const { value, hashMap } = filterItem; + if (hashMap) { + const hashData = hashMap[nodeItem.hash] + if (hashData) { + filterTypes.add(value); + if (value === ShowMode.UPDATE) { + nodeItem['update-state'] = "true"; + } + if (value === ShowMode.MISSING) { + nodeItem['missing-node'] = "true"; + } + if (typeof hashData === "object") { + Object.assign(nodeItem, hashData); + } + } + } else { + if (nodeItem.state === value) { + filterTypes.add(value); + } + + switch(nodeItem.state) { + case "enabled": + filterTypes.add("enabled"); + case "disabled": + filterTypes.add("installed"); + break; + case "not-installed": + filterTypes.add("not-installed"); + break; + } + + if(nodeItem.version != 'unknown') { + filterTypes.add("cnr"); + } + else { + filterTypes.add("unknown"); + } + + if(nodeItem['update-state'] == 'true') { + filterTypes.add("updatable"); + } + + if(nodeItem['import-fail']) { + filterTypes.add("import-fail"); + } + + if(nodeItem['invalid-installation']) { + filterTypes.add("invalid-installation"); + } + } + }); + + nodeItem.filterTypes = Array.from(filterTypes); + } + + this.renderGrid(); + + this.hideLoading(); + + } + + // =========================================================================================== + + showSelection(msg) { + this.element.querySelector(".cn-manager-selection").innerHTML = msg; + } + + showError(err) { + this.showMessage(err, "red"); + } + + showMessage(msg, color) { + if (color) { + msg = `${msg}`; + } + this.element.querySelector(".cn-manager-message").innerHTML = msg; + } + + showStatus(msg, color) { + if (color) { + msg = `${msg}`; + } + this.element.querySelector(".cn-manager-status").innerHTML = msg; + } + + showLoading() { + this.setDisabled(true); + if (this.grid) { + this.grid.showLoading(); + this.grid.showMask({ + opacity: 0.05 + }); + } + } + + hideLoading() { + this.setDisabled(false); + if (this.grid) { + this.grid.hideLoading(); + this.grid.hideMask(); + } + } + + setDisabled(disabled) { + const $close = this.element.querySelector(".cn-manager-close"); + const $restart = this.element.querySelector(".cn-manager-restart"); + const $stop = this.element.querySelector(".cn-manager-stop"); + + const list = [ + ".cn-manager-header input", + ".cn-manager-header select", + ".cn-manager-footer button", + ".cn-manager-selection button" + ].map(s => { + return Array.from(this.element.querySelectorAll(s)); + }) + .flat() + .filter(it => { + return it !== $close && it !== $restart && it !== $stop; + }); + + list.forEach($elem => { + if (disabled) { + $elem.setAttribute("disabled", "disabled"); + } else { + $elem.removeAttribute("disabled"); + } + }); + + Array.from(this.element.querySelectorAll(".cn-btn-loading")).forEach($elem => { + $elem.classList.remove("cn-btn-loading"); + }); + + } + + showRestart() { + this.element.querySelector(".cn-manager-restart").style.display = "block"; + setNeedRestart(true); + } + + showStop() { + this.element.querySelector(".cn-manager-stop").style.display = "block"; + } + + hideStop() { + this.element.querySelector(".cn-manager-stop").style.display = "none"; + } + + setFilter(filterValue) { + let filter = ""; + const filterItem = this.getFilterItem(filterValue); + if(filterItem) { + filter = filterItem.value; + } + this.filter = filter; + this.element.querySelector(".cn-manager-filter").value = filter; + } + + setKeywords(keywords = "") { + this.keywords = keywords; + this.element.querySelector(".cn-manager-keywords").value = keywords; + } + + show(show_mode) { + this.element.style.display = "flex"; + this.element.focus(); + this.setFilter(show_mode); + this.setKeywords(""); + this.showSelection(""); + this.showMessage(""); + this.loadData(show_mode); + } + + close() { + this.element.style.display = "none"; + } + + get isVisible() { + return this.element?.style?.display !== "none"; + } +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/model-manager.css b/custom_nodes/ComfyUI-Manager/js/model-manager.css new file mode 100644 index 0000000000000000000000000000000000000000..6c9ab04acc979da5dc977f80ae68a7aa93ef1287 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/model-manager.css @@ -0,0 +1,237 @@ +.cmm-manager { + --grid-font: -apple-system, BlinkMacSystemFont, "Segoe UI", "Noto Sans", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji"; + z-index: 1099; + width: 80vw; + height: 75vh; + min-height: 30em; + display: flex; + flex-direction: column; + gap: 10px; + color: var(--fg-color); + font-family: arial, sans-serif; + margin: calc(var(--spacing)*2); +} + +.cmm-manager .cmm-flex-auto { + flex: auto; +} + +.cmm-manager button { + font-size: 16px; + color: var(--input-text); + background-color: var(--comfy-input-bg); + border-color: var(--border-color); + margin: 0; + min-width: 100px; +} + +.cmm-manager button:hover { + filter: brightness(125%); +} + +.cmm-manager button:disabled, +.cmm-manager input:disabled, +.cmm-manager select:disabled { + color: gray; +} + +.cmm-manager button:disabled { + background-color: var(--comfy-input-bg); +} + +.cmm-manager .cmm-manager-refresh { + display: none; + background-color: #000080 !important; + color: white; +} + +.cmm-manager .cmm-manager-stop { + display: none; + background-color: #500000; + color: white; +} + +.cmm-manager-header { + display: flex; + flex-wrap: wrap; + gap: 5px; + align-items: center; +} + +.cmm-manager-header label { + display: flex; + gap: 5px; + align-items: center; +} + +.cmm-manager-type, +.cmm-manager-base, +.cmm-manager-filter { + height: 28px; + line-height: 28px; + + cursor: pointer; + padding: 0.5em 0.5em; + border: 1px solid var(--border-color); + border-radius: 6px; + background: var(--comfy-input-bg); +} + +.cmm-manager-type:hover, +.cmm-manager-base:hover, +.cmm-manager-filter:hover { + filter: brightness(125%); +} + +.cmm-manager-keywords { + height: 28px; + line-height: 28px; + padding: 0 5px 0 26px; + background: var(--comfy-input-bg); + background-size: 16px; + background-position: 5px center; + background-repeat: no-repeat; + background-image: url("data:image/svg+xml;charset=utf8,%3Csvg%20viewBox%3D%220%200%2024%2024%22%20width%3D%22100%25%22%20height%3D%22100%25%22%20pointer-events%3D%22none%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Cpath%20fill%3D%22none%22%20stroke%3D%22%23888%22%20stroke-linecap%3D%22round%22%20stroke-linejoin%3D%22round%22%20stroke-width%3D%222%22%20d%3D%22m21%2021-4.486-4.494M19%2010.5a8.5%208.5%200%201%201-17%200%208.5%208.5%200%200%201%2017%200%22%2F%3E%3C%2Fsvg%3E"); + + border: 1px solid var(--border-color); + border-radius: 6px; + + outline-color: transparent; +} + +.cmm-manager-status { + padding-left: 10px; +} + +.cmm-manager-grid { + flex: auto; + border: 1px solid var(--border-color); + overflow: hidden; +} + +.cmm-manager-selection { + display: flex; + flex-wrap: wrap; + gap: 10px; + align-items: center; +} + +.cmm-manager-footer { + display: flex; + flex-wrap: wrap; + gap: 10px; + align-items: center; +} + +.cmm-manager-grid .tg-turbogrid { + font-family: var(--grid-font); + font-size: 15px; + background: var(--bg-color); +} + +.cmm-manager-grid .cmm-node-name a { + color: skyblue; + text-decoration: none; + word-break: break-word; +} + +.cmm-manager-grid .cmm-node-desc a { + color: #5555FF; + font-weight: bold; + text-decoration: none; +} + +.cmm-manager-grid .tg-cell a:hover { + text-decoration: underline; +} + +.cmm-icon-passed { + width: 20px; + height: 20px; + position: absolute; + left: calc(50% - 10px); + top: calc(50% - 10px); +} + +.cmm-manager .cmm-btn-enable { + background-color: blue; + color: white; +} + +.cmm-manager .cmm-btn-disable { + background-color: MediumSlateBlue; + color: white; +} + +.cmm-manager .cmm-btn-install { + background-color: black; + color: white; +} + +.cmm-btn-install { + padding: 4px 8px; +} + +.cmm-btn-download { + width: 18px; + height: 18px; + position: absolute; + left: calc(50% - 10px); + top: calc(50% - 10px); + cursor: pointer; + opacity: 0.8; + color: #fff; +} + +.cmm-btn-download:hover { + opacity: 1; +} + +.cmm-manager-light .cmm-btn-download { + color: #000; +} + +@keyframes cmm-btn-loading-bg { + 0% { + left: 0; + } + 100% { + left: -105px; + } +} + +.cmm-manager button.cmm-btn-loading { + position: relative; + overflow: hidden; + border-color: rgb(0 119 207 / 80%); + background-color: var(--comfy-input-bg); +} + +.cmm-manager button.cmm-btn-loading::after { + position: absolute; + top: 0; + left: 0; + content: ""; + width: 500px; + height: 100%; + background-image: repeating-linear-gradient( + -45deg, + rgb(0 119 207 / 30%), + rgb(0 119 207 / 30%) 10px, + transparent 10px, + transparent 15px + ); + animation: cmm-btn-loading-bg 2s linear infinite; +} + +.cmm-manager-light .cmm-node-name a { + color: blue; +} + +.cmm-manager-light .cm-warn-note { + background-color: #ccc !important; +} + +.cmm-manager-light .cmm-btn-install { + background-color: #333; +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/model-manager.js b/custom_nodes/ComfyUI-Manager/js/model-manager.js new file mode 100644 index 0000000000000000000000000000000000000000..0f0de5529a34e01d7eb6241fa7c105a78f8ff75e --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/model-manager.js @@ -0,0 +1,824 @@ +import { app } from "../../scripts/app.js"; +import { $el } from "../../scripts/ui.js"; +import { + manager_instance, rebootAPI, + fetchData, md5, icons, show_message, customAlert, infoToast, showTerminal, + storeColumnWidth, restoreColumnWidth, loadCss, handle403Response +} from "./common.js"; +import { api } from "../../scripts/api.js"; + +// https://cenfun.github.io/turbogrid/api.html +import TG from "./turbogrid.esm.js"; +import { buildGuiFrameCustomHeader, createSettingsCombo } from "./comfyui-gui-builder.js"; + +loadCss("./model-manager.css"); + +const gridId = "model"; + +const pageHtml = ` +
    +
    +
    +
    +
    + + +
    +
    +
    +`; + +export class ModelManager { + static instance = null; + + constructor(app, manager_dialog) { + this.app = app; + this.manager_dialog = manager_dialog; + this.id = "cmm-manager"; + + this.filter = ''; + this.type = ''; + this.base = ''; + this.keywords = ''; + + this.init(); + + api.addEventListener("cm-queue-status", this.onQueueStatus); + } + + init() { + const header = $el("div.cmm-manager-header", {}, [ + createSettingsCombo("Filter", $el("select.cmm-manager-filter")), + createSettingsCombo("Type", $el("select.cmm-manager-type")), + createSettingsCombo("Base", $el("select.cmm-manager-base")), + $el("input.cmm-manager-keywords.p-inputtext.p-component", { type: "search", placeholder: "Search" }), + $el("div.cmm-manager-status"), + $el("div.cmm-flex-auto") + ]); + + const frame = buildGuiFrameCustomHeader( + 'cmm-manager-dialog', // dialog id + header, // custom header element + pageHtml, // dialog content element + this + ); // send this so we can attach close functions + + this.element = frame; + this.initFilter(); + this.bindEvents(); + this.initGrid(); + } + + initFilter() { + + this.filterList = [{ + label: "All", + value: "" + }, { + label: "Installed", + value: "installed" + }, { + label: "Not Installed", + value: "not_installed" + }, { + label: "In Workflow", + value: "in_workflow" + }]; + + this.typeList = [{ + label: "All", + value: "" + }]; + + this.baseList = [{ + label: "All", + value: "" + }]; + + this.updateFilter(); + + } + + updateFilter() { + const $filter = this.element.querySelector(".cmm-manager-filter"); + $filter.innerHTML = this.filterList.map(item => { + const selected = item.value === this.filter ? " selected" : ""; + return `` + }).join(""); + + const $type = this.element.querySelector(".cmm-manager-type"); + $type.innerHTML = this.typeList.map(item => { + const selected = item.value === this.type ? " selected" : ""; + return `` + }).join(""); + + const $base = this.element.querySelector(".cmm-manager-base"); + $base.innerHTML = this.baseList.map(item => { + const selected = item.value === this.base ? " selected" : ""; + return `` + }).join(""); + + } + + bindEvents() { + const eventsMap = { + ".cmm-manager-filter": { + change: (e) => { + this.filter = e.target.value; + this.updateGrid(); + } + }, + ".cmm-manager-type": { + change: (e) => { + this.type = e.target.value; + this.updateGrid(); + } + }, + ".cmm-manager-base": { + change: (e) => { + this.base = e.target.value; + this.updateGrid(); + } + }, + + ".cmm-manager-keywords": { + input: (e) => { + const keywords = `${e.target.value}`.trim(); + if (keywords !== this.keywords) { + this.keywords = keywords; + this.updateGrid(); + } + }, + focus: (e) => e.target.select() + }, + + ".cmm-manager-selection": { + click: (e) => { + const target = e.target; + const mode = target.getAttribute("mode"); + if (mode === "install") { + this.installModels(this.selectedModels, target); + } + } + }, + + ".cmm-manager-refresh": { + click: () => { + app.refreshComboInNodes(); + } + }, + + ".cmm-manager-stop": { + click: () => { + api.fetchApi('/manager/queue/reset'); + infoToast('Cancel', 'Remaining tasks will stop after completing the current task.'); + } + }, + + ".cmm-manager-back": { + click: (e) => { + this.close() + manager_instance.show(); + } + } + }; + Object.keys(eventsMap).forEach(selector => { + const target = this.element.querySelector(selector); + if (target) { + const events = eventsMap[selector]; + if (events) { + Object.keys(events).forEach(type => { + target.addEventListener(type, events[type]); + }); + } + } + }); + } + + // =========================================================================================== + + initGrid() { + const container = this.element.querySelector(".cmm-manager-grid"); + const grid = new TG.Grid(container); + this.grid = grid; + + grid.bind('onUpdated', (e, d) => { + + this.showStatus(`${grid.viewRows.length.toLocaleString()} external models`); + + }); + + grid.bind('onSelectChanged', (e, changes) => { + this.renderSelected(); + }); + + grid.bind("onColumnWidthChanged", (e, columnItem) => { + storeColumnWidth(gridId, columnItem) + }); + + grid.bind('onClick', (e, d) => { + const { rowItem } = d; + const target = d.e.target; + const mode = target.getAttribute("mode"); + if (mode === "install") { + this.installModels([rowItem], target); + } + + }); + + grid.setOption({ + theme: 'dark', + + selectVisible: true, + selectMultiple: true, + selectAllVisible: true, + + textSelectable: true, + scrollbarRound: true, + + frozenColumn: 1, + rowNotFound: "No Results", + + rowHeight: 40, + bindWindowResize: true, + bindContainerResize: true, + + cellResizeObserver: (rowItem, columnItem) => { + const autoHeightColumns = ['name', 'description']; + return autoHeightColumns.includes(columnItem.id) + }, + + // updateGrid handler for filter and keywords + rowFilter: (rowItem) => { + + const searchableColumns = ["name", "type", "base", "description", "filename", "save_path"]; + const models_extensions = ['.ckpt', '.pt', '.pt2', '.bin', '.pth', '.safetensors', '.pkl', '.sft']; + + let shouldShown = grid.highlightKeywordsFilter(rowItem, searchableColumns, this.keywords); + + if (shouldShown) { + if(this.filter) { + if (this.filter == "in_workflow") { + rowItem.in_workflow = null; + if (Array.isArray(app.graph._nodes)) { + app.graph._nodes.forEach((item, i) => { + if (Array.isArray(item.widgets_values)) { + item.widgets_values.forEach((_item, i) => { + if (rowItem.in_workflow === null && _item !== null && models_extensions.includes("." + _item.toString().split('.').pop())) { + let filename = _item.match(/([^\/]+)(?=\.\w+$)/)[0]; + if (grid.highlightKeywordsFilter(rowItem, searchableColumns, filename)) { + rowItem.in_workflow = "True"; + grid.highlightKeywordsFilter(rowItem, searchableColumns, ""); + } + } + }); + } + }); + } + } + return ((this.filter == "installed" && rowItem.installed == "True") || (this.filter == "not_installed" && rowItem.installed == "False") || (this.filter == "in_workflow" && rowItem.in_workflow == "True")); + } + + if(this.type && rowItem.type !== this.type) { + return false; + } + + if(this.base && rowItem.base !== this.base) { + return false; + } + + } + + return shouldShown; + } + }); + + } + + renderGrid() { + + // update theme + const colorPalette = this.app.ui.settings.settingsValues['Comfy.ColorPalette']; + Array.from(this.element.classList).forEach(cn => { + if (cn.startsWith("cmm-manager-")) { + this.element.classList.remove(cn); + } + }); + this.element.classList.add(`cmm-manager-${colorPalette}`); + + const options = { + theme: colorPalette === "light" ? "" : "dark" + }; + + const rows = this.modelList || []; + + const columns = [{ + id: 'id', + name: 'ID', + width: 50, + align: 'center' + }, { + id: 'name', + name: 'Name', + width: 200, + minWidth: 100, + maxWidth: 500, + classMap: 'cmm-node-name', + formatter: function(name, rowItem, columnItem, cellNode) { + return `${name}`; + } + }, { + id: 'installed', + name: 'Install', + width: 130, + minWidth: 110, + maxWidth: 200, + sortable: false, + align: 'center', + formatter: (installed, rowItem, columnItem) => { + if (rowItem.refresh) { + return `Refresh Required`; + } + if (installed === "True") { + return `
    ${icons.passed}
    `; + } + return ``; + } + }, { + id: 'url', + name: '', + width: 50, + sortable: false, + align: 'center', + formatter: (url, rowItem, columnItem) => { + return `${icons.download}`; + } + }, { + id: 'size', + name: 'Size', + width: 100, + formatter: (size) => { + if (typeof size === "number") { + return this.formatSize(size); + } + return size; + } + }, { + id: 'type', + name: 'Type', + width: 100 + }, { + id: 'base', + name: 'Base' + }, { + id: 'description', + name: 'Description', + width: 400, + maxWidth: 5000, + classMap: 'cmm-node-desc' + }, { + id: "save_path", + name: 'Save Path', + width: 200 + }, { + id: 'filename', + name: 'Filename', + width: 200 + }]; + + restoreColumnWidth(gridId, columns); + + this.grid.setData({ + options, + rows, + columns + }); + + this.grid.render(); + + } + + updateGrid() { + if (this.grid) { + this.grid.update(); + } + } + + // =========================================================================================== + + renderSelected() { + const selectedList = this.grid.getSelectedRows(); + if (!selectedList.length) { + this.showSelection(""); + this.selectedModels = []; + return; + } + + this.selectedModels = selectedList; + this.showSelection(`Selected ${selectedList.length} models `); + } + + focusInstall(item) { + const cellNode = this.grid.getCellNode(item, "installed"); + if (cellNode) { + const cellBtn = cellNode.querySelector(`button[mode="install"]`); + if (cellBtn) { + cellBtn.classList.add("cmm-btn-loading"); + return true + } + } + } + + async installModels(list, btn) { + let stats = await api.fetchApi('/manager/queue/status'); + + stats = await stats.json(); + if(stats.is_processing) { + customAlert(`[ComfyUI-Manager] There are already tasks in progress. Please try again after it is completed. (${stats.done_count}/${stats.total_count})`); + return; + } + + btn.classList.add("cmm-btn-loading"); + this.showError(""); + + let needRefresh = false; + let errorMsg = ""; + + await api.fetchApi('/manager/queue/reset'); + + let target_items = []; + + for (const item of list) { + this.grid.scrollRowIntoView(item); + target_items.push(item); + + if (!this.focusInstall(item)) { + this.grid.onNextUpdated(() => { + this.focusInstall(item); + }); + } + + this.showStatus(`Install ${item.name} ...`); + + const data = item.originalData; + data.ui_id = item.hash; + + const res = await api.fetchApi(`/manager/queue/install_model`, { + method: 'POST', + body: JSON.stringify(data) + }); + + if (res.status != 200) { + errorMsg = `'${item.name}': `; + + if(res.status == 403) { + try { + const data = await res.json(); + if(data.error === 'comfyui_outdated') { + errorMsg += `ComfyUI version is outdated. Please update ComfyUI to use Manager normally.\n`; + } else { + errorMsg += `This action is not allowed with this security level configuration.\n`; + } + } catch { + errorMsg += `This action is not allowed with this security level configuration.\n`; + } + } else { + errorMsg += await res.text() + '\n'; + } + + break; + } + } + + this.install_context = {btn: btn, targets: target_items}; + + if(errorMsg) { + this.showError(errorMsg); + show_message("[Installation Errors]\n"+errorMsg); + + // reset + for(let k in target_items) { + const item = target_items[k]; + this.grid.updateCell(item, "installed"); + } + } + else { + await api.fetchApi('/manager/queue/start'); + this.showStop(); + showTerminal(); + } + } + + async onQueueStatus(event) { + let self = ModelManager.instance; + + if(event.detail.status == 'in_progress' && event.detail.ui_target == 'model_manager') { + const hash = event.detail.target; + + const item = self.grid.getRowItemBy("hash", hash); + + item.refresh = true; + self.grid.setRowSelected(item, false); + item.selectable = false; +// self.grid.updateCell(item, "tg-column-select"); + self.grid.updateRow(item); + } + else if(event.detail.status == 'done') { + self.hideStop(); + self.onQueueCompleted(event.detail); + } + } + + async onQueueCompleted(info) { + let result = info.model_result; + + if(result.length == 0) { + return; + } + + let self = ModelManager.instance; + + if(!self.install_context) { + return; + } + + let btn = self.install_context.btn; + + self.hideLoading(); + btn.classList.remove("cmm-btn-loading"); + + let errorMsg = ""; + + for(let hash in result){ + let v = result[hash]; + + if(v != 'success') + errorMsg += v + '\n'; + } + + for(let k in self.install_context.targets) { + let item = self.install_context.targets[k]; + self.grid.updateCell(item, "installed"); + } + + if (errorMsg) { + self.showError(errorMsg); + show_message("Installation Error:\n"+errorMsg); + } else { + self.showStatus(`Install ${result.length} models successfully`); + } + + self.showRefresh(); + self.showMessage(`To apply the installed model, please click the 'Refresh' button.`, "red") + + infoToast('Tasks done', `[ComfyUI-Manager] All model downloading tasks in the queue have been completed.\n${info.done_count}/${info.total_count}`); + self.install_context = undefined; + } + + getModelList(models) { + const typeMap = new Map(); + const baseMap = new Map(); + + models.forEach((item, i) => { + const { type, base, name, reference, installed } = item; + item.originalData = JSON.parse(JSON.stringify(item)); + item.size = this.sizeToBytes(item.size); + item.hash = md5(name + reference); + item.id = i + 1; + + if (installed === "True") { + item.selectable = false; + } + + typeMap.set(type, type); + baseMap.set(base, base); + + }); + + const typeList = []; + typeMap.forEach(type => { + typeList.push({ + label: type, + value: type + }); + }); + typeList.sort((a,b)=> { + const au = a.label.toUpperCase(); + const bu = b.label.toUpperCase(); + if (au !== bu) { + return au > bu ? 1 : -1; + } + return 0; + }); + this.typeList = [{ + label: "All", + value: "" + }].concat(typeList); + + + const baseList = []; + baseMap.forEach(base => { + baseList.push({ + label: base, + value: base + }); + }); + baseList.sort((a,b)=> { + const au = a.label.toUpperCase(); + const bu = b.label.toUpperCase(); + if (au !== bu) { + return au > bu ? 1 : -1; + } + return 0; + }); + this.baseList = [{ + label: "All", + value: "" + }].concat(baseList); + + return models; + } + + // =========================================================================================== + + async loadData() { + + this.showLoading(); + + this.showStatus(`Loading external model list ...`); + + const mode = manager_instance.datasrc_combo.value; + + const res = await fetchData(`/externalmodel/getlist?mode=${mode}`); + if (res.error) { + this.showError("Failed to get external model list."); + this.hideLoading(); + return + } + + const { models } = res.data; + + this.modelList = this.getModelList(models); + // console.log("models", this.modelList); + + this.updateFilter(); + + this.renderGrid(); + + this.hideLoading(); + + } + + // =========================================================================================== + + formatSize(v) { + const base = 1000; + const units = ['', 'K', 'M', 'G', 'T', 'P']; + const space = ''; + const postfix = 'B'; + if (v <= 0) { + return `0${space}${postfix}`; + } + for (let i = 0, l = units.length; i < l; i++) { + const min = Math.pow(base, i); + const max = Math.pow(base, i + 1); + if (v > min && v <= max) { + const unit = units[i]; + if (unit) { + const n = v / min; + const nl = n.toString().split('.')[0].length; + const fl = Math.max(3 - nl, 1); + v = n.toFixed(fl); + } + v = v + space + unit + postfix; + break; + } + } + return v; + } + + // for size sort + sizeToBytes(v) { + if (typeof v === "number") { + return v; + } + if (typeof v === "string") { + const n = parseFloat(v); + const unit = v.replace(/[0-9.B]+/g, "").trim().toUpperCase(); + if (unit === "K") { + return n * 1000; + } + if (unit === "M") { + return n * 1000 * 1000; + } + if (unit === "G") { + return n * 1000 * 1000 * 1000; + } + if (unit === "T") { + return n * 1000 * 1000 * 1000 * 1000; + } + } + return v; + } + + showSelection(msg) { + this.element.querySelector(".cmm-manager-selection").innerHTML = msg; + } + + showError(err) { + this.showMessage(err, "red"); + } + + showMessage(msg, color) { + if (color) { + msg = `${msg}`; + } + this.element.querySelector(".cmm-manager-message").innerHTML = msg; + } + + showStatus(msg, color) { + if (color) { + msg = `${msg}`; + } + this.element.querySelector(".cmm-manager-status").innerHTML = msg; + } + + showLoading() { +// this.setDisabled(true); + if (this.grid) { + this.grid.showLoading(); + this.grid.showMask({ + opacity: 0.05 + }); + } + } + + hideLoading() { +// this.setDisabled(false); + if (this.grid) { + this.grid.hideLoading(); + this.grid.hideMask(); + } + } + + setDisabled(disabled) { + const $close = this.element.querySelector(".cmm-manager-close"); + const $refresh = this.element.querySelector(".cmm-manager-refresh"); + const $stop = this.element.querySelector(".cmm-manager-stop"); + + const list = [ + ".cmm-manager-header input", + ".cmm-manager-header select", + ".cmm-manager-footer button", + ".cmm-manager-selection button" + ].map(s => { + return Array.from(this.element.querySelectorAll(s)); + }) + .flat() + .filter(it => { + return it !== $close && it !== $refresh && it !== $stop; + }); + + list.forEach($elem => { + if (disabled) { + $elem.setAttribute("disabled", "disabled"); + } else { + $elem.removeAttribute("disabled"); + } + }); + + Array.from(this.element.querySelectorAll(".cmm-btn-loading")).forEach($elem => { + $elem.classList.remove("cmm-btn-loading"); + }); + + } + + showRefresh() { + this.element.querySelector(".cmm-manager-refresh").style.display = "block"; + } + + showStop() { + this.element.querySelector(".cmm-manager-stop").style.display = "block"; + } + + hideStop() { + this.element.querySelector(".cmm-manager-stop").style.display = "none"; + } + + setKeywords(keywords = "") { + this.keywords = keywords; + this.element.querySelector(".cmm-manager-keywords").value = keywords; + } + + show() { + this.element.style.display = "flex"; + this.setKeywords(""); + this.showSelection(""); + this.showMessage(""); + this.loadData(); + } + + close() { + this.element.style.display = "none"; + } +} diff --git a/custom_nodes/ComfyUI-Manager/js/node_fixer.js b/custom_nodes/ComfyUI-Manager/js/node_fixer.js new file mode 100644 index 0000000000000000000000000000000000000000..867a7b815df90f18498639f74b68cec57c5e3576 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/node_fixer.js @@ -0,0 +1,161 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js"; + +function addMenuHandler(nodeType, cb) { + const getOpts = nodeType.prototype.getExtraMenuOptions; + nodeType.prototype.getExtraMenuOptions = function () { + const r = getOpts.apply(this, arguments); + cb.apply(this, arguments); + return r; + }; +} + +function distance(node1, node2) { + let dx = (node1.pos[0] + node1.size[0]/2) - (node2.pos[0] + node2.size[0]/2); + let dy = (node1.pos[1] + node1.size[1]/2) - (node2.pos[1] + node2.size[1]/2); + return Math.sqrt(dx * dx + dy * dy); +} + +function lookup_nearest_nodes(node) { + let nearest_distance = Infinity; + let nearest_node = null; + for(let other of app.graph._nodes) { + if(other === node) + continue; + + let dist = distance(node, other); + if (dist < nearest_distance && dist < 1000) { + nearest_distance = dist; + nearest_node = other; + } + } + + return nearest_node; +} + +function lookup_nearest_inputs(node) { + let input_map = {}; + + for(let i in node.inputs) { + let input = node.inputs[i]; + + if(input.link || input_map[input.type]) + continue; + + input_map[input.type] = {distance: Infinity, input_name: input.name, node: null, slot: null}; + } + + let x = node.pos[0]; + let y = node.pos[1] + node.size[1]/2; + + for(let other of app.graph._nodes) { + if(other === node || !other.outputs) + continue; + + let dx = x - (other.pos[0] + other.size[0]); + let dy = y - (other.pos[1] + other.size[1]/2); + + if(dx < 0) + continue; + + let dist = Math.sqrt(dx * dx + dy * dy); + + for(let input_type in input_map) { + for(let j in other.outputs) { + let output = other.outputs[j]; + if(output.type == input_type) { + if(input_map[input_type].distance > dist) { + input_map[input_type].distance = dist; + input_map[input_type].node = other; + input_map[input_type].slot = parseInt(j); + } + } + } + } + } + + let res = {}; + for (let i in input_map) { + if (input_map[i].node) { + res[i] = input_map[i]; + } + } + + return res; +} + +function connect_inputs(nearest_inputs, node) { + for(let i in nearest_inputs) { + let info = nearest_inputs[i]; + info.node.connect(info.slot, node.id, info.input_name); + } +} + +function node_info_copy(src, dest, connect_both, copy_shape) { + // copy input connections + for(let i in src.inputs) { + let input = src.inputs[i]; + if (input.widget !== undefined) { + const destWidget = dest.widgets.find(x => x.name === input.widget.name); + dest.convertWidgetToInput(destWidget); + } + if(input.link) { + let link = app.graph.links[input.link]; + let src_node = app.graph.getNodeById(link.origin_id); + src_node.connect(link.origin_slot, dest.id, input.name); + } + } + + // copy output connections + if(connect_both) { + let output_links = {}; + for(let i in src.outputs) { + let output = src.outputs[i]; + if(output.links) { + let links = []; + for(let j in output.links) { + links.push(app.graph.links[output.links[j]]); + } + output_links[output.name] = links; + } + } + + for(let i in dest.outputs) { + let links = output_links[dest.outputs[i].name]; + if(links) { + for(let j in links) { + let link = links[j]; + let target_node = app.graph.getNodeById(link.target_id); + dest.connect(parseInt(i), target_node, link.target_slot); + } + } + } + } + + if(copy_shape) { + dest.color = src.color; + dest.bgcolor = src.bgcolor; + dest.size = max(src.size, dest.size); + } + + app.graph.afterChange(); +} + +app.registerExtension({ + name: "Comfy.Manager.NodeFixer", + beforeRegisterNodeDef(nodeType, nodeData, app) { + addMenuHandler(nodeType, function (_, options) { + options.push({ + content: "Fix node (recreate)", + callback: () => { + let new_node = LiteGraph.createNode(nodeType.comfyClass); + new_node.pos = [this.pos[0], this.pos[1]]; + app.canvas.graph.add(new_node, false); + node_info_copy(this, new_node, true); + app.canvas.graph.remove(this); + requestAnimationFrame(() => app.canvas.setDirty(true, true)) + }, + }); + }); + } +}); diff --git a/custom_nodes/ComfyUI-Manager/js/popover-helper.js b/custom_nodes/ComfyUI-Manager/js/popover-helper.js new file mode 100644 index 0000000000000000000000000000000000000000..8c214b8c6298ff42e60976c12d07ba9755636199 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/popover-helper.js @@ -0,0 +1,619 @@ +const hasOwn = function(obj, key) { + return Object.prototype.hasOwnProperty.call(obj, key); +}; + +const isNum = function(num) { + if (typeof num !== 'number' || isNaN(num)) { + return false; + } + const isInvalid = function(n) { + if (n === Number.MAX_VALUE || n === Number.MIN_VALUE || n === Number.NEGATIVE_INFINITY || n === Number.POSITIVE_INFINITY) { + return true; + } + return false; + }; + if (isInvalid(num)) { + return false; + } + return true; +}; + +const toNum = (num) => { + if (typeof (num) !== 'number') { + num = parseFloat(num); + } + if (isNaN(num)) { + num = 0; + } + num = Math.round(num); + return num; +}; + +const clamp = function(value, min, max) { + return Math.max(min, Math.min(max, value)); +}; + +const isWindow = (obj) => { + return Boolean(obj && obj === obj.window); +}; + +const isDocument = (obj) => { + return Boolean(obj && obj.nodeType === 9); +}; + +const isElement = (obj) => { + return Boolean(obj && obj.nodeType === 1); +}; + +// =========================================================================================== + +export const toRect = (obj) => { + if (obj) { + return { + left: toNum(obj.left || obj.x), + top: toNum(obj.top || obj.y), + width: toNum(obj.width), + height: toNum(obj.height) + }; + } + return { + left: 0, + top: 0, + width: 0, + height: 0 + }; +}; + +export const getElement = (selector) => { + if (typeof selector === 'string' && selector) { + if (selector.startsWith('#')) { + return document.getElementById(selector.slice(1)); + } + return document.querySelector(selector); + } + + if (isDocument(selector)) { + return selector.body; + } + if (isElement(selector)) { + return selector; + } +}; + +export const getRect = (target, fixed) => { + if (!target) { + return toRect(); + } + + if (isWindow(target)) { + return { + left: 0, + top: 0, + width: window.innerWidth, + height: window.innerHeight + }; + } + + const elem = getElement(target); + if (!elem) { + return toRect(target); + } + + const br = elem.getBoundingClientRect(); + const rect = toRect(br); + + // fix offset + if (!fixed) { + rect.left += window.scrollX; + rect.top += window.scrollY; + } + + rect.width = elem.offsetWidth; + rect.height = elem.offsetHeight; + + return rect; +}; + +// =========================================================================================== + +const calculators = { + + bottom: (info, containerRect, targetRect) => { + info.space = containerRect.top + containerRect.height - targetRect.top - targetRect.height - info.height; + info.top = targetRect.top + targetRect.height; + info.left = Math.round(targetRect.left + targetRect.width * 0.5 - info.width * 0.5); + }, + + top: (info, containerRect, targetRect) => { + info.space = targetRect.top - info.height - containerRect.top; + info.top = targetRect.top - info.height; + info.left = Math.round(targetRect.left + targetRect.width * 0.5 - info.width * 0.5); + }, + + right: (info, containerRect, targetRect) => { + info.space = containerRect.left + containerRect.width - targetRect.left - targetRect.width - info.width; + info.top = Math.round(targetRect.top + targetRect.height * 0.5 - info.height * 0.5); + info.left = targetRect.left + targetRect.width; + }, + + left: (info, containerRect, targetRect) => { + info.space = targetRect.left - info.width - containerRect.left; + info.top = Math.round(targetRect.top + targetRect.height * 0.5 - info.height * 0.5); + info.left = targetRect.left - info.width; + } +}; + +// with order +export const getDefaultPositions = () => { + return Object.keys(calculators); +}; + +const calculateSpace = (info, containerRect, targetRect) => { + const calculator = calculators[info.position]; + calculator(info, containerRect, targetRect); + if (info.space >= 0) { + info.passed += 1; + } +}; + +// =========================================================================================== + +const calculateAlignOffset = (info, containerRect, targetRect, alignType, sizeType) => { + + const popoverStart = info[alignType]; + const popoverSize = info[sizeType]; + + const containerStart = containerRect[alignType]; + const containerSize = containerRect[sizeType]; + + const targetStart = targetRect[alignType]; + const targetSize = targetRect[sizeType]; + + const targetCenter = targetStart + targetSize * 0.5; + + // size overflow + if (popoverSize > containerSize) { + const overflow = (popoverSize - containerSize) * 0.5; + info[alignType] = containerStart - overflow; + info.offset = targetCenter - containerStart + overflow; + return; + } + + const space1 = popoverStart - containerStart; + const space2 = (containerStart + containerSize) - (popoverStart + popoverSize); + + // both side passed, default to center + if (space1 >= 0 && space2 >= 0) { + if (info.passed) { + info.passed += 2; + } + info.offset = popoverSize * 0.5; + return; + } + + // one side passed + if (info.passed) { + info.passed += 1; + } + + if (space1 < 0) { + const min = containerStart; + info[alignType] = min; + info.offset = targetCenter - min; + return; + } + + // space2 < 0 + const max = containerStart + containerSize - popoverSize; + info[alignType] = max; + info.offset = targetCenter - max; + +}; + +const calculateHV = (info, containerRect) => { + if (['top', 'bottom'].includes(info.position)) { + info.top = clamp(info.top, containerRect.top, containerRect.top + containerRect.height - info.height); + return ['left', 'width']; + } + info.left = clamp(info.left, containerRect.left, containerRect.left + containerRect.width - info.width); + return ['top', 'height']; +}; + +const calculateOffset = (info, containerRect, targetRect) => { + + const [alignType, sizeType] = calculateHV(info, containerRect); + + calculateAlignOffset(info, containerRect, targetRect, alignType, sizeType); + + info.offset = clamp(info.offset, 0, info[sizeType]); + +}; + +// =========================================================================================== + +const calculateDistance = (info, previousPositionInfo) => { + if (!previousPositionInfo) { + return; + } + // no change if position no change with previous + if (info.position === previousPositionInfo.position) { + return; + } + const ax = info.left + info.width * 0.5; + const ay = info.top + info.height * 0.5; + const bx = previousPositionInfo.left + previousPositionInfo.width * 0.5; + const by = previousPositionInfo.top + previousPositionInfo.height * 0.5; + const dx = Math.abs(ax - bx); + const dy = Math.abs(ay - by); + info.distance = Math.round(Math.sqrt(dx * dx + dy * dy)); +}; + +// =========================================================================================== + +const calculatePositionInfo = (info, containerRect, targetRect, previousPositionInfo) => { + calculateSpace(info, containerRect, targetRect); + calculateOffset(info, containerRect, targetRect); + calculateDistance(info, previousPositionInfo); +}; + +// =========================================================================================== + +const calculateBestPosition = (containerRect, targetRect, infoMap, withOrder, previousPositionInfo) => { + + // position space: +1 + // align space: + // two side passed: +2 + // one side passed: +1 + + const safePassed = 3; + + if (previousPositionInfo) { + const prevInfo = infoMap[previousPositionInfo.position]; + if (prevInfo) { + calculatePositionInfo(prevInfo, containerRect, targetRect); + if (prevInfo.passed >= safePassed) { + return prevInfo; + } + prevInfo.calculated = true; + } + } + + const positionList = []; + Object.values(infoMap).forEach((info) => { + if (!info.calculated) { + calculatePositionInfo(info, containerRect, targetRect, previousPositionInfo); + } + positionList.push(info); + }); + + positionList.sort((a, b) => { + if (a.passed !== b.passed) { + return b.passed - a.passed; + } + + if (withOrder && a.passed >= safePassed && b.passed >= safePassed) { + return a.index - b.index; + } + + if (a.space !== b.space) { + return b.space - a.space; + } + + return a.index - b.index; + }); + + // logTable(positionList); + + return positionList[0]; +}; + +// const logTable = (() => { +// let time_id; +// return (info) => { +// clearTimeout(time_id); +// time_id = setTimeout(() => { +// console.table(info); +// }, 10); +// }; +// })(); + +// =========================================================================================== + +const getAllowPositions = (positions, defaultAllowPositions) => { + if (!positions) { + return; + } + if (Array.isArray(positions)) { + positions = positions.join(','); + } + positions = String(positions).split(',').map((it) => it.trim().toLowerCase()).filter((it) => it); + positions = positions.filter((it) => defaultAllowPositions.includes(it)); + if (!positions.length) { + return; + } + return positions; +}; + +const isPositionChanged = (info, previousPositionInfo) => { + if (!previousPositionInfo) { + return true; + } + + if (info.left !== previousPositionInfo.left) { + return true; + } + + if (info.top !== previousPositionInfo.top) { + return true; + } + + return false; +}; + +// =========================================================================================== + +// const log = (name, time) => { +// if (time > 0.1) { +// console.log(name, time); +// } +// }; + +export const getBestPosition = (containerRect, targetRect, popoverRect, positions, previousPositionInfo) => { + + const defaultAllowPositions = getDefaultPositions(); + let withOrder = true; + let allowPositions = getAllowPositions(positions, defaultAllowPositions); + if (!allowPositions) { + allowPositions = defaultAllowPositions; + withOrder = false; + } + + // console.log('withOrder', withOrder); + + // const start_time = performance.now(); + + const infoMap = {}; + allowPositions.forEach((k, i) => { + infoMap[k] = { + position: k, + index: i, + + top: 0, + left: 0, + width: popoverRect.width, + height: popoverRect.height, + + space: 0, + + offset: 0, + passed: 0, + + distance: 0 + }; + }); + + // log('infoMap', performance.now() - start_time); + + + const bestPosition = calculateBestPosition(containerRect, targetRect, infoMap, withOrder, previousPositionInfo); + + // check left/top + bestPosition.changed = isPositionChanged(bestPosition, previousPositionInfo); + + return bestPosition; +}; + +// =========================================================================================== + +const getTemplatePath = (width, height, arrowOffset, arrowSize, borderRadius) => { + const p = (px, py) => { + return [px, py].join(','); + }; + + const px = function(num, alignEnd) { + const floor = Math.floor(num); + let n = num < floor + 0.5 ? floor + 0.5 : floor + 1.5; + if (alignEnd) { + n -= 1; + } + return n; + }; + + const pxe = function(num) { + return px(num, true); + }; + + const ls = []; + + const innerLeft = px(arrowSize); + const innerRight = pxe(width - arrowSize); + arrowOffset = clamp(arrowOffset, innerLeft, innerRight); + + const innerTop = px(arrowSize); + const innerBottom = pxe(height - arrowSize); + + const startPoint = p(innerLeft, innerTop + borderRadius); + const arrowPoint = p(arrowOffset, 1); + + const LT = p(innerLeft, innerTop); + const RT = p(innerRight, innerTop); + + const AOT = p(arrowOffset - arrowSize, innerTop); + const RRT = p(innerRight - borderRadius, innerTop); + + ls.push(`M${startPoint}`); + ls.push(`V${innerBottom - borderRadius}`); + ls.push(`Q${p(innerLeft, innerBottom)} ${p(innerLeft + borderRadius, innerBottom)}`); + ls.push(`H${innerRight - borderRadius}`); + ls.push(`Q${p(innerRight, innerBottom)} ${p(innerRight, innerBottom - borderRadius)}`); + ls.push(`V${innerTop + borderRadius}`); + + if (arrowOffset < innerLeft + arrowSize + borderRadius) { + ls.push(`Q${RT} ${RRT}`); + ls.push(`H${arrowOffset + arrowSize}`); + ls.push(`L${arrowPoint}`); + if (arrowOffset < innerLeft + arrowSize) { + ls.push(`L${LT}`); + ls.push(`L${startPoint}`); + } else { + ls.push(`L${AOT}`); + ls.push(`Q${LT} ${startPoint}`); + } + } else if (arrowOffset > innerRight - arrowSize - borderRadius) { + if (arrowOffset > innerRight - arrowSize) { + ls.push(`L${RT}`); + } else { + ls.push(`Q${RT} ${p(arrowOffset + arrowSize, innerTop)}`); + } + ls.push(`L${arrowPoint}`); + ls.push(`L${AOT}`); + ls.push(`H${innerLeft + borderRadius}`); + ls.push(`Q${LT} ${startPoint}`); + } else { + ls.push(`Q${RT} ${RRT}`); + ls.push(`H${arrowOffset + arrowSize}`); + ls.push(`L${arrowPoint}`); + ls.push(`L${AOT}`); + ls.push(`H${innerLeft + borderRadius}`); + ls.push(`Q${LT} ${startPoint}`); + } + return ls.join(''); +}; + +const getPathData = function(position, width, height, arrowOffset, arrowSize, borderRadius) { + + const handlers = { + + bottom: () => { + const d = getTemplatePath(width, height, arrowOffset, arrowSize, borderRadius); + return { + d, + transform: '' + }; + }, + + top: () => { + const d = getTemplatePath(width, height, width - arrowOffset, arrowSize, borderRadius); + return { + d, + transform: `rotate(180,${width * 0.5},${height * 0.5})` + }; + }, + + left: () => { + const d = getTemplatePath(height, width, arrowOffset, arrowSize, borderRadius); + const x = (width - height) * 0.5; + const y = (height - width) * 0.5; + return { + d, + transform: `translate(${x} ${y}) rotate(90,${height * 0.5},${width * 0.5})` + }; + }, + + right: () => { + const d = getTemplatePath(height, width, height - arrowOffset, arrowSize, borderRadius); + const x = (width - height) * 0.5; + const y = (height - width) * 0.5; + return { + d, + transform: `translate(${x} ${y}) rotate(-90,${height * 0.5},${width * 0.5})` + }; + } + }; + + return handlers[position](); +}; + +// =========================================================================================== + +// position style cache +const styleCache = { + // position: '', + // top: {}, + // bottom: {}, + // left: {}, + // right: {} +}; + +export const getPositionStyle = (info, options = {}) => { + + const o = { + bgColor: '#fff', + borderColor: '#ccc', + borderRadius: 5, + arrowSize: 10 + }; + Object.keys(o).forEach((k) => { + + if (hasOwn(options, k)) { + const d = o[k]; + const v = options[k]; + + if (typeof d === 'string') { + // string + if (typeof v === 'string' && v) { + o[k] = v; + } + } else { + // number + if (isNum(v) && v >= 0) { + o[k] = v; + } + + } + + } + }); + + const key = [ + info.width, + info.height, + info.offset, + o.arrowSize, + o.borderRadius, + o.bgColor, + o.borderColor + ].join('-'); + + const positionCache = styleCache[info.position]; + if (positionCache && key === positionCache.key) { + const st = positionCache.style; + st.changed = styleCache.position !== info.position; + styleCache.position = info.position; + return st; + } + + // console.log(options); + + const data = getPathData(info.position, info.width, info.height, info.offset, o.arrowSize, o.borderRadius); + // console.log(data); + + const viewBox = [0, 0, info.width, info.height].join(' '); + const svg = [ + ``, + ``, + '' + ].join(''); + + // console.log(svg); + const backgroundImage = `url("data:image/svg+xml;charset=utf8,${encodeURIComponent(svg)}")`; + + const background = `${backgroundImage} center no-repeat`; + + const padding = `${o.arrowSize + o.borderRadius}px`; + + const style = { + background, + backgroundImage, + padding, + changed: true + }; + + styleCache.position = info.position; + styleCache[info.position] = { + key, + style + }; + + return style; +}; diff --git a/custom_nodes/ComfyUI-Manager/js/snapshot.css b/custom_nodes/ComfyUI-Manager/js/snapshot.css new file mode 100644 index 0000000000000000000000000000000000000000..a06eb99b6f3d1b1ead4f01cb93b84537a3a65e8f --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/snapshot.css @@ -0,0 +1,65 @@ +.snapshot-manager { + --grid-font: -apple-system, BlinkMacSystemFont, "Segoe UI", "Noto Sans", Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji"; + z-index: 1099; + width: 80vw; + height: 75vh; + min-height: 30em; + display: flex; + flex-direction: column; + gap: 10px; + color: var(--fg-color); + font-family: arial, sans-serif; + text-underline-offset: 3px; + outline: none; + margin: calc(var(--spacing)*2); +} + +.snapshot-manager button { + width: auto; + position: relative; + overflow: hidden; + font-size: 16px; + color: var(--input-text); + background-color: var(--comfy-input-bg); + border-color: var(--border-color); + margin: 0; + min-width: 100px; + padding: 4px 8px; +} + +.snapshot-manager .snapshot-restore-btn { + background-color: #00158f !important; + border-color: #2025b9 !important; + color: white !important; +} + +.snapshot-manager .snapshot-remove-btn { + background-color: #970000 !important; + border-color: #be2127 !important; + color: white !important; +} + +.snapshot-manager button:hover { + filter: brightness(125%); +} + +.snapshot-manager .data-btns { + display: flex; + flex-direction: column; + gap: calc(var(--spacing)*2); + padding: calc(var(--spacing)*2); + align-items: center; + justify-content: center; + height: 100%; +} + +.snapshot-footer { + display: flex; + flex-wrap: wrap; + gap: 10px; + align-items: center; +} + +.snapshot-manager .cn-flex-auto { + flex: auto; +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/snapshot.js b/custom_nodes/ComfyUI-Manager/js/snapshot.js new file mode 100644 index 0000000000000000000000000000000000000000..b5dc081794520c22175640887f3bd3c325896287 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/snapshot.js @@ -0,0 +1,311 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js" +import { ComfyDialog, $el } from "../../scripts/ui.js"; +import { manager_instance, rebootAPI, show_message, handle403Response, loadCss } from "./common.js"; +import { buildGuiFrame } from "./comfyui-gui-builder.js"; + +loadCss("./snapshot.css"); + +async function restore_snapshot(target) { + if(SnapshotManager.instance) { + try { + const response = await api.fetchApi(`/snapshot/restore?target=${target}`, { cache: "no-store" }); + + if(response.status == 403) { + await handle403Response(response); + return false; + } + + if(response.status == 400) { + show_message(`Restore snapshot failed: ${target.title} / ${exception}`); + } + + app.ui.dialog.close(); + return true; + } + catch(exception) { + show_message(`Restore snapshot failed: ${target.title} / ${exception}`); + return false; + } + finally { + await SnapshotManager.instance.invalidateControl(); + SnapshotManager.instance.updateMessage("
    To apply the snapshot, please ComfyUI. And refresh browser.", 'cm-reboot-button2'); + } + } +} + +async function remove_snapshot(target) { + if(SnapshotManager.instance) { + try { + const response = await api.fetchApi(`/snapshot/remove?target=${target}`, { cache: "no-store" }); + + if(response.status == 403) { + await handle403Response(response); + return false; + } + + if(response.status == 400) { + show_message(`Remove snapshot failed: ${target.title} / ${exception}`); + } + + app.ui.dialog.close(); + return true; + } + catch(exception) { + show_message(`Restore snapshot failed: ${target.title} / ${exception}`); + return false; + } + finally { + await SnapshotManager.instance.invalidateControl(); + } + } +} + +async function save_current_snapshot() { + try { + const response = await api.fetchApi('/snapshot/save', { cache: "no-store" }); + app.ui.dialog.close(); + return true; + } + catch(exception) { + show_message(`Backup snapshot failed: ${exception}`); + return false; + } + finally { + await SnapshotManager.instance.invalidateControl(); + SnapshotManager.instance.updateMessage("
    Current snapshot saved."); + } +} + +async function getSnapshotList() { + const response = await api.fetchApi(`/snapshot/getlist`); + const data = await response.json(); + return data; +} + +export class SnapshotManager extends ComfyDialog { + static instance = null; + + restore_buttons = []; + message_box = null; + data = null; + + content = $el("div.snapshot-manager"); + + clear() { + this.restore_buttons = []; + this.message_box = null; + this.data = null; + } + + constructor(app, manager_dialog) { + super(); + // this.manager_dialog = manager_dialog; + this.search_keyword = ''; + + const frame = buildGuiFrame( + 'snapshot-manager-dialog', // dialog id + 'Snapshot Manager', // title + 'i.mdi.mdi-puzzle', // icon class + this.content, // dialog content element + this + ); // send this so we can attach close functions + + this.element = frame; + } + + async remove_item() { + caller.disableButtons(); + + await caller.invalidateControl(); + } + + createControls() { + return [ + $el("button.p-button.p-component", { + type: "button", + textContent: "Close", + onclick: () => { this.close(); } + }) + ]; + } + + startRestore(target) { + const self = SnapshotManager.instance; + + self.updateMessage(`
    Restore snapshot '${target.name}'`); + + for(let i in self.restore_buttons) { + self.restore_buttons[i].disabled = true; + self.restore_buttons[i].style.backgroundColor = 'gray'; + } + } + + async invalidateControl() { + this.clear(); + this.data = (await getSnapshotList()).items; + + while (this.content.children.length) { + this.content.removeChild(this.content.children[0]); + } + + await this.createGrid(); + await this.createBottomControls(); + } + + updateMessage(msg, btn_id) { + this.message_box.innerHTML = msg; + if(btn_id) { + const rebootButton = document.getElementById(btn_id); + const self = this; + rebootButton.onclick = async function() { + if(await rebootAPI()) { + self.close(); + self.manager_dialog.close(); + } + }; + } + } + + async createGrid(models_json) { + var grid = document.createElement('table'); + grid.setAttribute('id', 'snapshot-list-grid'); + + var thead = document.createElement('thead'); + var tbody = document.createElement('tbody'); + + var headerRow = document.createElement('tr'); + thead.style.position = "sticky"; + thead.style.top = "0px"; + thead.style.borderCollapse = "collapse"; + thead.style.tableLayout = "fixed"; + + var header1 = document.createElement('th'); + header1.innerHTML = '  ID  '; + header1.style.width = "20px"; + var header2 = document.createElement('th'); + header2.innerHTML = 'Datetime'; + header2.style.width = "100%"; + var header_button = document.createElement('th'); + header_button.innerHTML = 'Action'; + header_button.style.width = "100px"; + + thead.appendChild(headerRow); + headerRow.appendChild(header1); + headerRow.appendChild(header2); + headerRow.appendChild(header_button); + + headerRow.style.backgroundColor = "Black"; + headerRow.style.color = "White"; + headerRow.style.textAlign = "center"; + headerRow.style.width = "100%"; + headerRow.style.padding = "0"; + + grid.appendChild(thead); + grid.appendChild(tbody); + + this.grid_rows = {}; + + if(this.data) + for (var i = 0; i < this.data.length; i++) { + const data = this.data[i]; + var dataRow = document.createElement('tr'); + var data1 = document.createElement('td'); + data1.style.textAlign = "center"; + data1.innerHTML = i+1; + var data2 = document.createElement('td'); + data2.innerHTML = ` ${data}`; + var data_button = document.createElement('td'); + data_button.style.textAlign = "center"; + data_button.className = "data-btns"; + + var restoreBtn = document.createElement('button'); + restoreBtn.className = "snapshot-restore-btn p-button p-component"; + restoreBtn.innerHTML = 'Restore'; + restoreBtn.style.width = "100px"; + + restoreBtn.addEventListener('click', function() { + restore_snapshot(data); + }); + + var removeBtn = document.createElement('button'); + removeBtn.className = "snapshot-remove-btn p-button p-component"; + removeBtn.innerHTML = 'Remove'; + removeBtn.style.width = "100px"; + + removeBtn.addEventListener('click', function() { + remove_snapshot(data); + }); + + data_button.appendChild(restoreBtn); + data_button.appendChild(removeBtn); + + dataRow.style.backgroundColor = "var(--bg-color)"; + dataRow.style.color = "var(--fg-color)"; + dataRow.style.textAlign = "left"; + + dataRow.appendChild(data1); + dataRow.appendChild(data2); + dataRow.appendChild(data_button); + tbody.appendChild(dataRow); + + this.grid_rows[i] = {data:data, control:dataRow}; + } + + let self = this; + const panel = document.createElement('div'); + panel.style.width = "100%"; + panel.style.height = "100%"; + panel.appendChild(grid); + + function handleResize() { + const parentHeight = self.element.clientHeight; + const gridHeight = parentHeight - 200; + + // grid.style.height = gridHeight + "px"; + } + window.addEventListener("resize", handleResize); + + grid.style.position = "relative"; + grid.style.display = "inline-block"; + grid.style.width = "100%"; + grid.style.height = "100%"; + grid.style.overflowY = "scroll"; + + this.content.appendChild(panel); + + handleResize(); + } + + async createBottomControls() { + var save_button = document.createElement("button"); + save_button.className = "p-button p-component"; + save_button.innerHTML = "Save snapshot"; + save_button.onclick = () => { save_current_snapshot(); } + save_button.style.horizontalAlign = "right"; + save_button.style.width = "170px"; + + this.message_box = $el('div', {id:'custom-download-message'}, [$el('br'), '']); + this.message_box.style.height = '60px'; + this.message_box.style.verticalAlign = 'middle'; + + const footer = $el("div.snapshot-footer"); + const spacer = $el("div.cn-flex-auto"); + footer.appendChild(spacer); + footer.appendChild(save_button); + + this.content.appendChild(this.message_box); + this.content.appendChild(footer); + } + + async show() { + try { + this.invalidateControl(); + this.element.style.display = "flex"; + this.element.style.zIndex = 1099; + } + catch(exception) { + app.ui.dialog.show(`Failed to get external model list. / ${exception}`); + } + } +} diff --git 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i=this.options.cellResizeObserver;if("function"==typeof i)return i.apply(this,[t,e])},cellResizeHandler:function(t){const e=new Map;t.forEach((t=>{const{target:i}=t,o=this.getNodeDataCache(i.parentNode);if(!o)return;const{row:n,rowItem:s}=o;e.set(n,s)}));let i=!1;e.forEach(((t,e)=>{const o=this.getRowCache(e);if(!o)return;const n=o.observerNodes;if(!n)return;const{rowHeight:s,rowMinHeight:r}=this.options;let l=Math.max(r||s,1);n.forEach((t=>{if(t){const e=t.clientHeight+11;e>l&&(l=e)}}));this.getRowHeight(t)!==l&&(t.tg_height=l,i=!0)})),i&&this.render("rows_cache")},createCellNode:function(t,e){const i=this.getRowCache(t);if(!i)return;const o=this.getViewRowItem(t),n=this.getViewColumnItem(e);if(!o||!n)return;const s=this.cellResizeObserverHandler(o,n),r=document.createElement("div");r.setAttribute("column",e);const l=this.getCellClass(o,n,s);r.className=l;const h=d.styleMap(n.styleMap)+d.styleMap(o[`${n.id}StyleMap`]);h&&(r.style.cssText=h);const a=i.rowNodes,c=n.tg_frozen,u=this.getCellRowNode(a,c);let g;this.appendNode(u,r),s&&(g=document.createElement("div"),g.className="tg-observer",r.appendChild(g),this.cellResizeObserver.observe(g),i.observerNodes.set(e,g));const f={row:t,rowItem:o,rowNode:u,column:e,columnItem:n,cellNode:r,observerNode:g};this.setNodeDataCache(r,f),i.cellNodes.set(e,r),this.renderCell(f)},getCellRowNode:function(t,e){const i=t.get(0);if(this.frozenInfo.columns){const o=t.get(1);return this.frozenInfo.right?e?o:i:e?i:o}return i}},S={addColumn:function(t,e,i){let o=!(arguments.length>3&&void 0!==arguments[3])||arguments[3];const n=this.getToBeAddedItemList(t);if(!n.length)return!1;let s;if(null!=e&&(s=this.getColumnItem(e),!s))return!1;const r=this.getToBeAddedParentSubs(s,this.columns),l=[this.getToBeAddedPositionIndex(i,r),0].concat(n);r.splice.apply(r,l),this.onNextUpdated((function(){this.trigger(y.onColumnAdded,n)}));const h={type:"columns"};return o&&(h.scrollColumn=n[n.length-1]),this.render(h),!0},deleteColumn:function(t){const e=this.toColumnItemList(t,(t=>!t.private));return!!e.length&&(this.removeColumnsHandler(e),this.onNextUpdated((function(){this.trigger(y.onColumnRemoved,e)})),this.render("columns"),!0)},removeColumnsHandler:function(t){const e=[].concat(t);e.sort((function(t,e){return e.tg_index-t.tg_index})),e.forEach((t=>{let e;if(t===this.sortColumn&&this.removeSortColumn(),t.tg_parent)e=t.tg_parent.subs,e.splice(t.tg_sub_index,1);else{e=this.columns;const i=e.findIndex((e=>e===t));-1!==i&&e.splice(i,1)}!e.length&&t.tg_parent&&(t.tg_parent.subs=null)}))}},T={setColumnWidth:function(t,e){return this.updateColumnWidth(t,e)?(this.resize(),this):this},updateColumnWidth:function(t,e){const i=this.getColumnItem(t);return!!i&&(!!d.isNum(e)&&(e=Math.round(e),e=Math.max(0,e),i.tg_width!==e&&(i.width=e,i.minWidth=Math.min(i.minWidth,e),i.maxWidth=Math.max(i.maxWidth,e),this.updateViewColumnWidth(i),!0)))},showColumn:function(t){return this.updateColumnsInvisible(this.toColumnItemList(t),!1)},hideColumn:function(t){return this.updateColumnsInvisible(this.toColumnItemList(t),!0)},updateColumnsInvisible:function(t,e){if(!t.length)return!1;const i=[];return t.forEach((t=>{t.invisible!==e&&(t.invisible=e,t.tg_invisible=e,i.push(t))})),!!i.length&&(this.render("columns"),!0)}},E={showColumnLine:function(t){t&&(this.$columnLineContainer.show(),this.renderColumnLine(t))},hideColumnLine:function(){this.previousColumnLineActive||this.$columnLineContainer.hide()},setColumnLineActive:function(t){this.setTextSelectable(!t),this.rowHoverable=!t,t!==this.previousColumnLineActive&&(this.previousColumnLineActive=t,t?this.$columnLineItem.addClass("tg-active"):this.$columnLineItem.removeClass("tg-active"))},getColumnLineLeft:function(t){let e=t.tg_left;return t.tg_frozen||(e-=this.scrollLeft),this.frozenInfo.right&&(t.tg_frozen?e=t.tg_left+this.paneWidthL:e-=this.columnsWidthR),e},renderColumnLine:function(t){const e=this.getHeaderItemNode(t).offsetTop,i=t.tg_width,o=this.getColumnLineLeft(t);this.$columnLineItemL.css({top:e,left:o}),this.$columnLineItemR.css({top:e,left:o+i-1}),this.frozenInfo.right||(this.frozenInfo.columns&&!t.tg_frozen&&o{this.renderColumnLine(e.columnItem)})),this.resize()},columnWidthTouchStartHandler:function(t,e){d.preventDefault(e.e);const i=e.columnItem;this.showColumnLine(i),this.setColumnLineActive(!0),e.index=i.tg_index;const o=this.getColumnHeaderNode(i);e.width=o.clientWidth},columnWidthTouchMoveHandler:function(t,e){d.preventDefault(e.e);const i=e.columnItem;let o=e.width+e.offsetX;o=d.clamp(o,i.minWidth,i.maxWidth),i.tg_width!==o&&(i.width=o,this.updateViewColumnWidth(i),this.renderColumnLine(i))},columnWidthTouchEndHandler:function(t,e){d.preventDefault(e.e),this.setColumnLineActive(!1),this.hideColumnLine(),this.resize()}},I={getColumnItem:function(t){return d.isNum(t)?(t<0&&(t=this.columnsInfo.length+t),this.columnsInfo.indexCache[t]):t?d.isNum(t.tg_index)?t:this.getColumnItemById(t.id||t):void 0},getColumnItemById:function(t){return this.getColumnItemBy("id",t)},getColumnItemBy:function(t,e){if(void 0!==e)return this.columnsInfo.indexCache.find((i=>i[t]===e))},getColumnsLength:function(t){return t?this.columnsInfo.length:this.viewColumns.length},getViewColumnItem:function(t){return this.viewAllColumns[t]},isColumnSortable:function(t){return!!t&&(!t.tg_group&&(!(!t.name||!t.id)&&this.isSortable(t)))},isColumnResizable:function(t){return!!t&&(!t.tg_group&&(!d.hasOwn(t,"resizable")||Boolean(t.resizable)))},updateViewColumnWidth:function(t){return t.tg_width=t.width,this.updateColumnHeaderSize(t),this.updateTotalColumnsWidth(),this.updateHeaderLayerHeight(),this.cssRulesInvalid=!0,this.resizeBodyHandler(),this.trigger(y.onColumnWidthChanged,t),!0},updateTotalColumnsWidth:function(){this.blankColumn.tg_width=0;const t=this.viewColumns;let e=0,i=0;const o=this.frozenInfo.columns,n=t.length;let s=0;for(let r=0;r0&&(s+=l,o&&r>=o?i+=l:e+=l)}if(this.frozenInfo.right){const t=e;e=i,i=t}this.columnsWidthL=e,this.columnsWidthR=i,this.columnsWidth=e+i},updateColumnHeaderSize:function(t){this.updateColumnHeaderWidth(t),this.updateColumnHeaderHeight(t,!0),this.updateColumnGroupWidth(t)},updateColumnHeaderWidth:function(t){const e=this.getColumnHeaderNode(t);if(!e)return;const i=t.tg_width;this.isInvisible(t)||i<=0?e.style.display="none":(e.style.display="",e.style.width=`${i}px`)},updateColumnHeaderHeight:function(t,e){if(t.tg_height=0,t.tg_width<=0)return;if(this.isInvisible(t))return;e&&(t.tg_element_height=0);const i=t.tg_element_height;if(i)return void(t.tg_height=i);const o=this.getColumnHeaderHeight(t);t.tg_height=o,t.tg_element_height=o},getColumnHeaderHeight:function(t){const e=this.getColumnHeaderNode(t);return e?e.clientHeight:0},updateColumnGroupWidth:function(t){const e=t.tg_parent;if(!e)return;const i=this.getColumnGroupWidth(e);e.tg_width!==i&&(e.tg_width=i,this.updateColumnHeaderSize(e))},getColumnGroupWidth:function(t){if(this.isInvisible(t))return 0;let e=0;return t.subs&&t.subs.forEach((t=>{this.isInvisible(t)||d.isNum(t.tg_width)&&(e+=t.tg_width)})),e}},L={initTreeInfo:function(t,e){const i=[];let o=!1,n=0,s=0;const r=function(t,r,l){(t=>{t.invisible?t.tg_invisible=!0:t.tg_invisible&&(t.tg_invisible=!1)})(t),((t,i)=>{if(e>=0&&!t.tg_invisible)return t.tg_frozen=!0,void(e-=1);t.tg_frozen&&(t.tg_frozen=!1)})(t),(t=>{if(d.hasOwn(t,"subs")){if(Array.isArray(t.subs))return o=!0,t.tg_group=!0,void(t.tg_subs_length=t.subs.length);t.subs=null}t.tg_group&&(t.tg_group=!1)})(t),((t,e)=>{t.tg_parent=e;let i=0;e&&(i=e.tg_level+1,i>n&&(n=i)),t.tg_level=i})(t,l),t.tg_index=s,t.tg_sub_index=r,i.push(t),s+=1},l=function(t,e){let i=0;const o=t.length;for(;i{if(!this.isInvisible(e))return this.isRowSelectable(e)?t(e,i,o):void 0})),this},toRowItemList:function(t,e){let i=d.toList(t).map((t=>this.getRowItem(t))).filter((t=>t));return"function"==typeof e&&(i=i.filter(e)),i},toColumnItemList:function(t,e){let i=d.toList(t).map((t=>this.getColumnItem(t))).filter((t=>t));return"function"==typeof e&&(i=i.filter(e)),i},isRowLeaf:function(t){return!!t&&("blank"!==t.formatter&&(!t.tg_frozen&&!t.tg_group))},isRowSelectable:function(t){return!!t&&(d.hasOwn(t,"selectable")?Boolean(t.selectable):this.isRowLeaf(t))},isEmptyGroup:function(t){return!(!t||!t.tg_group||0!==t.tg_subs_length)},isInvisible:function(t){return!!t&&(!(!t.tg_filtered&&!t.tg_invisible)||!!this.isInvisible(t.tg_parent))},isSortable:function(t){return!!t&&(!d.hasOwn(t,"sortable")||Boolean(t.sortable))},isCollapsedChanged:function(t,e){return Boolean(t.collapsed)!==e},isSelectedChanged:function(t,e){return Boolean(t.selected)!==e}},x={updateCssRules:function(){this.cssRulesInvalid&&(this.cssRulesInvalid=!1,this.initCssRules(),this.updateColumnsCssRules(),this.updateHeadersCssRules(),this.updateStyleElement())},initCssRules:function(){this.removeCssRules(),this.cssList={},this.cssDisplayCache={};const t=this.getRowHeight(),e=this.createCssRule(".tg-row");e.height=`${t}px`,e["line-height"]=`${t}px`},resetCssDisplay:function(t){if(this.cssDisplayCache){t=t||"";for(const e in this.cssDisplayCache)if(d.hasOwn(this.cssDisplayCache,e)){this.cssDisplayCache[e].style.display=t}}},updateColumnsCssRules:function(){const t=this.viewColumns,e=this.frozenInfo.column,i={};let o=0;for(let n=0,s=t.length;n=0;i--){const e=this.headerLayerHeight[i],o=this.createCssRule(`.tg-h-${i}`);o.bottom=`${t}px`,o.height=`${e}px`,t+=e}this.getLayerCombinations(e).forEach((t=>{const e=this.createCssRule(`.tg-h-${t}`);let i=0;t.split("").forEach((t=>{i+=this.headerLayerHeight[t]||0})),e.height=`${i}px`}))},getLayerCombinations:function(t){let e="";for(;t>=0;)e+=t,t--;if(e.length<2)return[];const i=[],o=function(t,e){const n=t.length;let s=e+2;for(;s<=n;){const o=t.substring(e,s);i.push(o),s++}e=i){let t="Possible Event memory leak detected. ";return t+=`More than ${i} (max limit) listeners added. `,t+="Use setMaxListeners(n) to increase limit.",void console.warn(t,e)}t.events.push(e)},addEvents:function(t,e,i){e.forEach((function(e){const o=e.type;t[o]||(t[o]={events:[]});if("function"!=typeof e.handler)return;const n=t[o];N.addEvent(n,e,i)}))},removeEventByNamespace:function(t,e){Object.keys(t).forEach((function(i){const o=t[i],n=[];o.events.forEach((function(t){t&&t.namespace!==e&&n.push(t)})),o.events=n}))},removeEventByHandler:function(t,e,i){const o=t[e];if(!o)return;const n=[];o.events.forEach((function(t){t&&t.handler!==i&&n.push(t)})),o.events=n},removeEventByType:function(t,e){const i=t[e];i&&(i.events=[])},removeEvent:function(t,e){const i=e.type,o=e.namespace;if(!i&&o)return void N.removeEventByNamespace(t,o);const n=e.handler;"function"!=typeof n?N.removeEventByType(t,i):N.removeEventByHandler(t,i,n)},removeEvents:function(t,e){e.forEach((function(e){N.removeEvent(t,e)}))},removeAllEvents:function(t){Object.keys(t).forEach((function(e){N.removeEventByType(t,e)}))},sendEventList:function(t,e,i,o){const n=e.events;for(let e=0;e!t.onceCalled))},sendEvent:function(t,e,i,o){const n=e[i];if(!n)return;const s=new P({type:i,target:t,currentTarget:t,data:o});N.sendEventList(t,n,s,o)}},_=N;class k{maxListeners=10;setMaxListeners(t){this.maxListeners=Number(t)||10}getMaxListeners(){return this.maxListeners}getEventListeners(){return this.eventListeners||(this.eventListeners={}),this.eventListeners}delEventListeners(){this.eventListeners=null}bind(t,e,i){const o=_.getEventList(this,t,e,i);if(!o.length)return this;const n=this.getEventListeners();return _.addEvents(n,o,this.maxListeners),this}once(t,e){return this.bind(t,e,{once:!0})}unbind(t,e,i){const o=this.getEventListeners();if(!arguments.length)return _.removeAllEvents(o),this;const n=_.getEventList(this,t,e,i);return n.length?(_.removeEvents(o,n),this):this}trigger(t,e){const i=this.getEventListeners();return _.sendEvent(this,i,t,e),this}}const V={DRAG_START:"drag_start",DRAG_MOVE:"drag_move",DRAG_END:"drag_end"};class O extends k{static EVENT=V;generateOptions(t){return d.merge({type:"mouse",startX:0,startY:0,previousX:0,previousY:0,currentX:0,currentY:0,moveX:0,moveY:0,offsetX:0,offsetY:0,changed:!1},t)}start(t,e){t&&(this.unbindEvents(),this.bindEvents(),this.options=this.generateOptions(e),this.startHandler(t))}bindEvents(){this.windowEvents={mousemove:{handler:t=>{this.iframeHandler(t),this.mouseMoveHandler(t)},options:!0},mouseup:{handler:t=>{this.mouseUpHandler(t)},options:{once:!0}}},d.bindEvents(this.windowEvents,window)}unbindEvents(){d.unbindEvents(this.windowEvents),this.windowEvents=null,this.previousIframe&&(this.previousIframe.classList.remove("tg-pointer-events-none"),this.previousIframe=null)}iframeHandler(t){const e=t.target;"IFRAME"===e.nodeName&&e!==this.previousIframe&&(this.previousIframe&&this.previousIframe.classList.remove("tg-pointer-events-none"),e.classList.add("tg-pointer-events-none"),this.previousIframe=e)}startHandler(t){const e=this.options;e.e=t,e.startX=t.pageX,e.startY=t.pageY,e.currentX=e.startX,e.currentY=e.startY,this.hasMoved=!1}mouseMoveHandler(t){d.preventDefault(t);const e=this.options;e.e=t,e.previousX=e.currentX,e.previousY=e.currentY,e.currentX=t.pageX,e.currentY=t.pageY,e.moveX=e.currentX-e.previousX,e.moveY=e.currentY-e.previousY,e.offsetX=e.currentX-e.startX,e.offsetY=e.currentY-e.startY,e.changed=!(0===e.offsetX&&0===e.offsetY),this.hasMoved?this.trigger(V.DRAG_MOVE,e):(this.hasMoved=!0,this.trigger(V.DRAG_START,e))}mouseUpHandler(t){this.unbindEvents();const e=this.options;this.hasMoved&&(e.e=t,d.preventDefault(t),this.trigger(V.DRAG_END,e))}destroy(){this.unbindEvents(),this.unbind()}}const $={Linear:{None:function(t){return t}}},D={MOTION_START:"motion_start",MOTION_MOVE:"motion_move",MOTION_END:"motion_end",MOTION_STOP:"motion_stop"};class B extends k{static EVENT=D;constructor(t){super(),this.constructorOptions=t,this.stopped=!0}generateOptions(t){return d.merge({easing:null,duration:100,from:0,till:1,data:0},this.constructorOptions,t)}stop(){return this.stopped||(this.stopped=!0,this.cancelAnimationFrame(),this.trigger(D.MOTION_STOP,this.data)),this}start(t){return this.stop(),this.stopped=!1,this.options=this.generateOptions(t),this.initCalculation(),this.data=this.calculateHandler(0),this.trigger(D.MOTION_START,this.data),this.stopped||(this.time=Date.now(),this.requestAnimationFrame(this.moveHandler)),this}requestAnimationFrame(t){this.requestId=window.requestAnimationFrame((()=>{t.apply(this)}))}cancelAnimationFrame(){window.cancelAnimationFrame(this.requestId)}getEasing(t){return"function"!=typeof t&&(t=d.getValue($,t,$.Linear.None)),t}moveHandler(){const t=Date.now()-this.time,e=this.duration;if(t{o[n]=this.calculateNumber(t,e[n],i[n])})),o):(this.calculateKeys=[],Object.keys(e).forEach((n=>{const s=e[n],r=i[n];d.isNum(s)&&d.isNum(r)&&(o[n]=this.calculateNumber(t,s,r),this.calculateKeys.push(n))})),o)}calculateNumber(t,e,i){return(i-e)*t+e}calculateNone(t,e,i){return e}destroy(){this.stop(),this.unbind()}}const A={TOUCH_START:"touch_start",TOUCH_MOVE:"touch_move",TOUCH_END:"touch_end",TOUCH_INERTIA:"touch_inertia"};class W extends k{static EVENT=A;generateOptions(t){return d.merge({type:"touch",startX:0,startY:0,previousX:0,previousY:0,currentX:0,currentY:0,moveX:0,moveY:0,offsetX:0,offsetY:0,changed:!1,touchLength:0,direction:"",inertia:!1,inertiaTime:200},t)}start(t,e){t&&(this.unbindEvents(),this.bindEvents(),this.options=this.generateOptions(e),this.startHandler(t))}bindEvents(){this.touchEvents={touchmove:{handler:t=>{this.touchMoveHandler(t)},options:{passive:!1}},touchend:{handler:t=>{this.touchEndHandler(t)},options:{passive:!1,once:!0}},touchcancel:{handler:t=>{this.touchCancelHandler(t)},options:{passive:!1,once:!0}}},d.bindEvents(this.touchEvents,document.body)}unbindEvents(){this.motionStop(),d.unbindEvents(this.touchEvents),this.touchEvents=null}startHandler(t){this.trackingPoints=[];const e=t.touches,i=e[0];if(!i)return;const o=this.options;o.e=t,o.startX=i.clientX,o.startY=i.clientY,o.currentX=o.startX,o.currentY=o.startY,o.touchLength=e.length,this.addTrackingPoint(o),this.trigger(A.TOUCH_START,o)}touchMoveHandler(t){const e=t.touches,i=e[0];if(!i)return;const o=this.options;o.e=t,o.previousX=o.currentX,o.previousY=o.currentY,o.currentX=i.clientX,o.currentY=i.clientY,o.moveX=o.currentX-o.previousX,o.moveY=o.currentY-o.previousY,o.offsetX=o.currentX-o.startX,o.offsetY=o.currentY-o.startY,o.changed=!(0===o.offsetX&&0===o.offsetY),o.touchLength=e.length,o.direction=this.getDirection(o),this.addTrackingPoint(o),this.trigger(A.TOUCH_MOVE,o)}touchEndHandler(t){this.unbindEvents();const e=this.options;e.e=t,this.trigger(A.TOUCH_END,e);const i=t.changedTouches[0];if(!i)return;const o=t.touches;e.touchLength=o.length,e.touchLength>0||(e.currentX=i.clientX,e.currentY=i.clientY,this.addTrackingPoint(e),this.motionStart())}touchCancelHandler(t){this.unbindEvents(),this.trigger(A.TOUCH_END,this.options)}getMotionInfo(){const t=this.trackingPoints;if(t.length<2)return;if(this.filterTrackingPoints(t),t.length<2)return;const e=t[0],i=t[t.length-1],o=i.t-e.t;if(o<=0)return;let n=i.x-e.x,s=i.y-e.y;const r=Math.abs(n),l=Math.abs(s);r>l?s=0:n=0;return{offsetDistance:Math.max(r,l),offsetTime:o,offsetX:n,offsetY:s}}motionStart(){const t=this.options;if(!t.inertia)return;const e=this.getMotionInfo();if(!e)return;const i=500*e.offsetDistance/50,o=d.clamp(i,20,2e3),n={x:20*(e.offsetX/e.offsetTime),y:20*(e.offsetY/e.offsetTime)};this.motion=new B,this.motion.bind(B.EVENT.MOTION_MOVE,((e,i)=>{t.touchInertiaX=i.x,t.touchInertiaY=i.y,this.trigger(A.TOUCH_INERTIA,t)})),this.motion.start({duration:o,from:n,till:{x:0,y:0}})}motionStop(){this.motion&&(this.motion.destroy(),this.motion=null)}getDirection(t){const i=t.offsetX,o=t.offsetY,n=Math.abs(i),s=Math.abs(o);if(n0)return e.UP;if(o<0)return e.DOWN}if(n>s){if(i>0)return e.LEFT;if(i<0)return e.RIGHT}return""}filterTrackingPoints(t){t.reverse();const e=t.length,i=Date.now(),o=this.options.inertiaTime;for(let n=0;no){t.length=n;break}t.reverse()}addTrackingPoint(t){if(!t.inertia)return;const e=t.currentX,i=t.currentY,o=Date.now(),n=this.trackingPoints;n.push({x:e,y:i,t:o}),n.length>100&&this.filterTrackingPoints(n)}destroy(){this.unbindEvents(),this.unbind()}}const F={getAllEvents:function(){return[].concat(H)},bindEvents:function(){this.unbindEvents(),this.containerEvents={mousedown:{handler:t=>{this.containerMouseDownHandler(t)},options:!0},mousemove:{handler:t=>{this.containerMouseMoveHandler(t)},options:!0},mouseover:{handler:t=>{this.containerMouseOverOutHandler(t,!0)},options:!0},mouseout:{handler:t=>{this.containerMouseOverOutHandler(t,!1)},options:!0},mouseenter:{handler:t=>{this.containerMouseEnterLeaveHandler(t,!0)},options:!0},mouseleave:{handler:t=>{this.containerMouseEnterLeaveHandler(t,!1)},options:!0},touchstart:{handler:t=>{this.containerTouchStartHandler(t)},options:{passive:!1}},touchmove:{handler:t=>{this.containerTouchMoveHandler(t)},options:{passive:!1}},touchend:{handler:t=>{this.containerTouchEndHandler(t)},options:{passive:!1}},touchcancel:{handler:t=>{this.containerTouchCancelHandler(t)},options:{passive:!1}},wheel:{handler:t=>{this.containerWheelHandler(t)},options:{passive:!1}},click:{handler:t=>{this.containerClickHandler(t)},options:!0},dblclick:{handler:t=>{this.containerDblClickHandler(t)},options:!0},contextmenu:{handler:t=>{this.containerContextMenuHandler(t)},options:!0},selectstart:{handler:t=>{this.containerSelectStartHandler(t)},options:!0},keydown:{handler:t=>{this.containerKeyDownHandler(t)},options:!0}},d.bindEvents(this.containerEvents,this.container),this.columnWidthDrag=new O,this.columnWidthDrag.bind(O.EVENT.DRAG_START,((t,e)=>{this.columnWidthDragStartHandler(t,e)})).bind(O.EVENT.DRAG_MOVE,((t,e)=>{this.columnWidthDragMoveHandler(t,e)})).bind(O.EVENT.DRAG_END,((t,e)=>{this.columnWidthDragEndHandler(t,e)})),this.columnWidthTouch=new W,this.columnWidthTouch.bind(W.EVENT.TOUCH_START,((t,e)=>{this.columnWidthTouchStartHandler(t,e)})).bind(W.EVENT.TOUCH_MOVE,((t,e)=>{this.columnWidthTouchMoveHandler(t,e)})).bind(W.EVENT.TOUCH_END,((t,e)=>{this.columnWidthTouchEndHandler(t,e)})),this.rowDrag=new O,this.rowDrag.bind(O.EVENT.DRAG_START,((t,e)=>{this.rowDragStartHandler(t,e)})).bind(O.EVENT.DRAG_MOVE,((t,e)=>{this.rowDragMoveHandler(t,e)})).bind(O.EVENT.DRAG_END,((t,e)=>{this.rowDragEndHandler(t,e)})),this.rowTouch=new W,this.rowTouch.bind(W.EVENT.TOUCH_START,((t,e)=>{this.rowDragStartHandler(t,e)})).bind(W.EVENT.TOUCH_MOVE,((t,e)=>{this.rowDragMoveHandler(t,e)})).bind(W.EVENT.TOUCH_END,((t,e)=>{this.rowDragEndHandler(t,e)})),this.scrollTouch=new W,this.scrollTouch.bind(W.EVENT.TOUCH_START,((t,e)=>{this.scrollTouchStartHandler(t,e)})).bind(W.EVENT.TOUCH_MOVE,((t,e)=>{this.scrollTouchMoveHandler(t,e)})).bind(W.EVENT.TOUCH_END,((t,e)=>{this.scrollTouchEndHandler(t,e)})).bind(W.EVENT.TOUCH_INERTIA,((t,e)=>{this.scrollTouchInertiaHandler(t,e)}))},isDefaultPrevented:function(t){if(t){if(t.defaultPrevented)return!0;if(t.e&&t.e.defaultPrevented)return!0}return!1},getEventClosestNode:function(t,e){if(t&&t!==this.container)return t.classList.contains(e)?t:this.getEventClosestNode(t.parentNode,e)},getEventClosestData:function(t){if(!t||t===this.container)return;const e=this.getNodeDataCache(t);return e||this.getEventClosestData(t.parentNode)},getEventData:function(t){const e=this.getEventClosestData(t.target);if(e)return e.e=t,e},getWheelDelta:function(t,e,i){let o=t.deltaX,n=t.deltaY;return d.isNum(o)||(o=d.toNum(t.wheelDeltaX)),d.isNum(n)||(n=d.toNum(t.wheelDeltaY||t.wheelDelta)),1===t.deltaMode?(n*=e,o*=e):2===t.deltaMode&&(n*=i,o*=i),{deltaX:o,deltaY:n}},columnResizingMouseDownHandler:function(t){const e=this.getEventData(t);e&&this.columnWidthDrag.start(t,{columnItem:e.columnItem})},columnResizingTouchStartHandler:function(t){const e=this.getEventData(t);e&&this.columnWidthTouch.start(t,{columnItem:e.columnItem})},columnResizingMouseEnterLeaveHandler:function(t,e){const i=this.getEventData(t);i&&(e?this.showColumnLine(i.columnItem):this.hideColumnLine())},rowDragMouseDownHandler:function(t){const e=this.getEventData(t);e&&this.rowDrag.start(t,{rowItem:e.rowItem})},rowDragTouchStartHandler:function(t){const e=this.getEventData(t);e&&(this.protectedItem=e,this.rowTouch.start(t,{rowItem:e.rowItem}))},scrollPaneTouchStartHandler:function(t){if(!this.hasHScroll&&!this.hasVScroll)return;const e=this.getEventData(t);this.protectedItem=e,this.scrollTouch.start(t,{inertia:!0})},sortHandler:function(t,e){const i=e.columnItem;if(!this.isColumnSortable(i))return;const o=this.getEventClosestNode(t.target,"tg-column-name"),n=this.getEventClosestNode(t.target,"tg-column-sort");(o||n)&&(this.trigger(y.onSort,e),this.isDefaultPrevented(e)||this.setSortColumn(i))},selectIconAllClickHandler:function(t){const e=w(t);let i=!1;(e.hasClass("tg-selected")||e.hasClass("tg-mixed"))&&(i=!0),i=!i,this.selectAll(i)},cellEnterLeaveHandler:function(t,e){const i=this.getEventData(t);i&&(e?this.trigger(y.onCellMouseEnter,i):this.trigger(y.onCellMouseLeave,i))},rowEnterLeaveHandler:function(t,e){const i=this.getEventData(t);if(i&&(e?this.trigger(y.onRowMouseEnter,i):this.trigger(y.onRowMouseLeave,i),!this.isDefaultPrevented(i)))return this.renderRowHover(i.rowItem,e),this},containerMouseDownHandler:function(t){if(this.getEventClosestNode(t.target,"tg-column-resizing"))this.columnResizingMouseDownHandler(t);else if(this.options.rowDragVisible){this.getEventClosestNode(t.target,"tg-row-drag-icon")&&this.rowDragMouseDownHandler(t)}},containerMouseMoveHandler:function(t){this.scrollbarFadeInOutHandler(t,!0)},containerMouseOverOutHandler:function(t,e){const i=this.getEventClosestNode(t.target,"tg-cell"),o=this.getEventClosestNode(t.target,"tg-header-item");if(i||o){const i=this.getEventData(t);if(!i)return;e?this.trigger(y.onMouseOver,i):this.trigger(y.onMouseOut,i)}},containerMouseEnterLeaveHandler:function(t,e){this.scrollbarFadeInOutHandler(t,e);if(w(t.target).hasClass("tg-column-resizing"))return void this.columnResizingMouseEnterLeaveHandler(t,e);if(w(t.target).hasClass("tg-cell"))return void 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${this.id}`),this.container=this.$container.get(0),d.setInstance(this.container,this),this.$headerFrame=this.$container.find(".tg-header-frame"),this.$paneHL=this.$headerFrame.find(".tg-pane-header-left"),this.$paneHR=this.$headerFrame.find(".tg-pane-header-right"),this.$headerL=this.$paneHL.find(".tg-header-left"),this.$headerR=this.$paneHR.find(".tg-header-right"),this.$header=w().add(this.$headerL).add(this.$headerR),this.$bodyFrame=this.$container.find(".tg-body-frame"),this.$paneTL=this.$bodyFrame.find(".tg-pane-top-left"),this.$paneTR=this.$bodyFrame.find(".tg-pane-top-right"),this.$paneBL=this.$bodyFrame.find(".tg-pane-bottom-left"),this.$paneBR=this.$bodyFrame.find(".tg-pane-bottom-right"),this.$bodyTL=this.$paneTL.find(".tg-body-top-left"),this.$bodyTR=this.$paneTR.find(".tg-body-top-right"),this.$bodyBL=this.$paneBL.find(".tg-body-bottom-left"),this.$bodyBR=this.$paneBR.find(".tg-body-bottom-right"),this.$body=w().add(this.$bodyTL).add(this.$bodyTR).add(this.$bodyBL).add(this.$bodyBR),this.$columnLineContainer=this.$container.find(".tg-column-line"),this.$columnLineItem=this.$columnLineContainer.find(".tg-column-line-item"),this.$columnLineItemL=this.$columnLineContainer.find(".tg-column-line-l"),this.$columnLineItemR=this.$columnLineContainer.find(".tg-column-line-r"),this}},tt={initColumnsHandler:function(){this.columns=this.data.columns,this.columns.forEach(((t,e)=>{t&&"object"==typeof t||(this.columns[e]={})}));const t=this.getPrivateColumns();this.columnsInfo=this.initTreeInfo(t,this.frozenInfo.column);const e=[],i=[],o=(t,n)=>{if(!d.isList(t))return;let s,r=0;t.forEach((t=>{if(!this.isInvisible(t))if(t.tg_group){if(this.isEmptyGroup(t))return;i.push(t),o(t.subs,t)}else t.tg_list_index=r,r+=1,t.tg_list_last=!1,s=t,e.push(t)})),s&&(s.tg_list_last=!0)};o(t),e.forEach((t=>{this.initColumnItemHandler(t)})),i.forEach((t=>{this.initColumnGroupHandler(t)}));const n=[].concat(e).concat(i);this.initViewList(n,((t,e)=>{})),this.viewColumns=e,this.viewGroupColumns=i,this.viewAllColumns=n,this.initHeaderHandler(t),this.initSortColumn()},getPrivateColumns:function(){const t=this.options;this.selectColumn=t.selectColumn,this.rowDragColumn=t.rowDragColumn,this.rowNumberColumn=t.rowNumberColumn,this.blankColumn=t.blankColumn;let e=[];const i=()=>{t.selectVisible&&e.push(this.selectColumn),t.rowDragVisible&&e.push(this.rowDragColumn),t.rowNumberVisible&&(this.rowNumberColumn.width=t.rowNumberWidth,e.push(this.rowNumberColumn))};if(this.frozenInfo.right){const t=this.frozenInfo.column;this.columns.forEach(((o,n)=>{e.push(o),n===t&&i()}))}else i(),e=e.concat(this.columns);return e.push(this.blankColumn),e},setColumns:function(t){this.data.columns=d.toList(t),this.rerender()},getColumns:function(){return this.columns},getViewColumns:function(t){return t?this.viewAllColumns:this.viewColumns},initColumnItemHandler:function(t){this.initColumnProps(t),this.initColumnFormatter(t),this.initColumnWidth(t)},initColumnGroupHandler:function(t){this.initColumnFormatterByName(t,"headerFormatter","header")},initColumnProps:function(t){const e=this.options.columnTypes;if(!d.hasOwn(t,"type")){const i=e[t.id];"string"==typeof i&&(t.type=i)}let i=this.options.columnProps;const o=e[t.type];o&&"object"==typeof o&&(i=d.merge(i,o));for(const e in i)d.hasOwn(t,e)||(t[e]=i[e])},initColumnFormatter:function(t){this.initColumnFormatterByName(t,"headerFormatter","header");let e=t.type;const i=t.formatter;"string"==typeof i&&(e=i),this.initColumnFormatterByName(t,"formatter",e)},initColumnFormatterByName:function(t,e,i){let o=t[e];"function"!=typeof o?(o=this.getFormatter(i),t[`tg_${e}`]=o||this.getFormatter("string")):t[`tg_${e}`]=o.bind(this)},initColumnWidth:function(t){if(t!==this.blankColumn)return d.isNum(t.width)&&t.width>=0?(t.tg_width=t.width,t.minWidth=Math.min(t.minWidth,t.tg_width),void(t.maxWidth=Math.max(t.maxWidth,t.tg_width))):void this.initColumnWidthByName(t);t.tg_width=0},initColumnWidthByName:function(t){const e=this.getComputedColumnWidth(t);d.isNum(e)&&(t.tg_width=e)},getComputedColumnWidth:function(t){const e=t.name||"",i=d.getCharLen(e);let o=Math.round(10*i);return 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e=this.columnsInfo.maxLevel;this.viewColumns.forEach((function(t){t.tg_layer=e,t.tg_parent&&(t.tg_parent.tg_layer=e-1)})),this.viewGroupColumns.forEach((function(t){const e=t.tg_layer,i=t.tg_parent;if(i){let t=e-1;d.isNum(i.tg_layer)&&(t=Math.min(t,i.tg_layer)),i.tg_layer=t}})),this.initColumnRowspanHandler(t,0)},initColumnRowspanHandler:function(t,e){t.forEach((t=>{const i=this.initColumnCombinationHandler(t,e);t.tg_group&&this.initColumnRowspanHandler(t.subs,e+i)}))},initColumnCombinationHandler:function(t,e){const i=[],o=t.tg_layer;for(;e<=o;)i.push(e),e+=1;i.reverse();const n=i.length;let s="";return n>1&&(s=i.join("")),t.tg_combination=s,n}},it={},ot={name:"",minWidth:81,maxWidth:300},nt=function(t){return null==t},st=function(t,e){const i=nt(t),o=nt(e);return i&&o?0:i?1:o?-1:void 0},rt=function(t,e){return t.tg_index>e.tg_index?1:-1},lt=function(t,e){return rt(t,e)},ht=function(t,e){if("string"==typeof t&&"string"==typeof e){const 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t={className:e.NS,theme:e.ID,headerVisible:!0,rowHeight:32,rowFilter:null,rowFilteredSort:null,rowNotFound:"",rowMoveCrossLevel:!0,rowCacheLength:0,rowProps:it,columnTypes:{tree:{type:"tree",formatter:"tree",width:230,minWidth:120,maxWidth:810},number:{type:"number",align:"right"},date:{type:"date",align:"right"},name:"tree"},columnCacheLength:0,columnProps:ot,collapseAllOnInit:null,collapseAllVisible:!0,selectAllOnInit:null,selectVisible:!1,selectAllVisible:!0,selectMultiple:!0,selectColumn:{private:!0,id:"tg-column-select",name:"",formatter:"select",headerClassMap:"tg-header-select",classMap:"tg-cell-select",width:36,align:"center",resizable:!1,sortable:!1,exportable:!1},rowDragCrossLevel:!0,rowDragVisible:!1,rowDragColumn:{private:!0,id:"tg-column-row-drag",name:"",formatter:"rowDrag",headerClassMap:"tg-header-row-drag",classMap:"tg-cell-row-drag",align:"center",width:36,resizable:!1,sortable:!1,exportable:!1},rowNumberWidth:36,rowNumberFilter:null,rowNumberVisible:!1,rowNumberColumn:{private:!0,id:"tg-column-row-number",name:"",formatter:"rowNumber",headerClassMap:"tg-header-row-number",classMap:"tg-cell-row-number",align:"center",maxWidth:100,sortable:!1,exportable:!1},blankColumn:{private:!0,id:"tg-column-blank",name:"",formatter:"blank",headerClassMap:"tg-header-blank",classMap:"tg-cell-blank",width:0,minWidth:0,maxWidth:4096,resizable:!1,sortable:!1,exportable:!1},sortField:"",sortAsc:!0,sortBlankValueBottom:!0,sortComparers:ft,sortOnInit:!1,sortIndicator:"h",highlightKeywords:{textKey:"tg_text_",textGenerator:null,highlightKey:"tg_highlight_",highlightPre:"",highlightPost:""},frozenRow:-1,frozenRowMax:10,frozenRowHoverable:!1,frozenBottom:!1,frozenColumn:-1,frozenColumnMax:10,frozenRight:!1,scrollbarSize:12,scrollbarSizeH:null,scrollbarSizeV:null,scrollbarRound:!1,scrollbarFade:!1,scrollbarFadeTimeout:1e3,scrollbarType:"auto",scrollPaneMinWidth:30,scrollPaneGradient:30,autoHeight:!1,textSelectable:!1,bindWindowResize:!1,bindContainerResize:!1,cellResizeObserver:null},i=this.generateThemeOptions();return d.merge(t,i,this.constructorOptions,this.customOptions,this.dataOptions)},generateThemeOptions(){const t=this.pickOptions("theme").pop();if(t)return this.getThemeOptions(t)},pickOptions(t){return[this.constructorOptions,this.customOptions,this.dataOptions].map((e=>e&&e[t])).filter((t=>t))},initOptionsFormatters(){let t;const e=this.pickOptions("formatters");e.length&&(t=d.merge.apply(null,e)),this.formatters=d.merge(Y,t,this.customFormatters),this.nullFormatter=this.getFormatter("null")},initOptionsSort(){"v"!==this.options.sortIndicator&&(this.options.sortIndicator="h")},initOptionsFrozen:function(){const t=this.options;this.frozenInfo={column:-1,row:-1,columns:0,rows:0,bottom:Boolean(t.frozenBottom),right:Boolean(t.frozenRight)};let e=d.toNum(t.frozenColumn,!0);e=d.clamp(e,-1,t.frozenColumnMax),e>-1&&!this.frozenInfo.right&&(t.selectVisible&&(e+=1),t.rowDragVisible&&(e+=1),t.rowNumberVisible&&(e+=1)),this.frozenInfo.column=e,e>-1?this.frozenInfo.columns=e+1:(this.frozenInfo.columns=0,this.frozenInfo.right=!1);let i=d.toNum(t.frozenRow,!0);i=d.clamp(i,-1,t.frozenRowMax),this.frozenInfo.row=i,i>-1?this.frozenInfo.rows=i+1:(this.frozenInfo.rows=0,this.frozenInfo.bottom=!1)},initOptionsScrollbar:function(){const t=this.options;("auto"===t.scrollbarType&&d.isTouchDevice()||["touch","mobile"].includes(t.scrollbarType))&&(t.scrollbarFade=!0,t.scrollbarSize=6,t.scrollbarRound=!0);const e=d.toNum(t.scrollbarSize);this.scrollbarSizeH=e,d.isNum(t.scrollbarSizeH)&&(this.scrollbarSizeH=t.scrollbarSizeH),this.scrollbarSizeV=e,d.isNum(t.scrollbarSizeV)&&(this.scrollbarSizeV=t.scrollbarSizeV)},initOptionsContainer:function(){this.$container.attr("id",this.id);const t=this.options;this.$container.removeClass();const i=[e.NS,this.id,`tg-${t.theme}`,t.className];t.textSelectable||i.push("tg-text-unselectable"),d.isTouchDevice()&&i.push("tg-touch-device"),this.$container.addClass(d.classMap(i))},setTextSelectable:function(t){this.options.textSelectable&&(t?this.$container.removeClass("tg-text-unselectable"):this.$container.addClass("tg-text-unselectable"))}},mt={initBindWindowResize:function(){this.unbindWindowResize(),this.options.bindWindowResize&&(this.windowResizeEvents={resize:{handler:t=>{this.resize()}}},d.bindEvents(this.windowResizeEvents,window))},unbindWindowResize:function(){d.unbindEvents(this.windowResizeEvents)},createResizeObserver:function(t){if("undefined"==typeof ResizeObserver)return console.error("ERROR: This browser does not support ResizeObserver"),{observe:()=>{},unobserve:()=>{},disconnect:()=>{}};return new 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r=`${i}`.trim().toLowerCase().split(/\s+/g).filter((t=>t));if(!r.length)return!0;let l=!1;const h=(e,i)=>(/<\/?[a-z][\s\S]*>/i.test(e)&&(e=((e,i)=>{const n=`${o}${i}`,s=t[n];if(s)return s;const r=document.createElement("div");r.innerHTML=e;const l=r.innerText;return t[n]=l,l})(e,i)),(t=>{const e=t.toLowerCase();let i=0;for(const t of r){const o=e.indexOf(t,i);if(-1===o)return;i=o+t.length}return!0})(e));let a=function(t,e){return t[e]};return"function"==typeof n&&(a=n),e.forEach((e=>{const i=a(t,e);if(null==i)return;const o=`${i}`.trim();if(!o)return;const n=h(o,e);n&&(t[`${s}${e}`]=n,l=!0,this.highlightKeywords=r)})),l},highlightKeywordsHandler:function(){const{highlightCells:t}=this.renderSettings;if(!t.length)return;const e=this.highlightKeywords;e&&(this.asyncHighlightKeywords||(this.asyncHighlightKeywords=d.debounce(this.highlightKeywordsSync,10)),this.asyncHighlightKeywords.apply(this,[t,e]))},highlightKeywordsSync:function(t,e){t.forEach((t=>{const i=Array.from(t.querySelectorAll("svg")).concat(Array.from(t.querySelectorAll("textarea"))),o=document.createTreeWalker(t,NodeFilter.SHOW_TEXT,(t=>{if(i.length)for(const e of i)if(e.contains(t))return NodeFilter.FILTER_SKIP;return NodeFilter.FILTER_ACCEPT})),n=[];let s=o.nextNode();for(;s;)n.push(s),s=o.nextNode();n.length&&this.highlightTextNodes(n,e)}))},highlightTextNodes:function(t,e){const{highlightPre:i,highlightPost:o}=this.options.highlightKeywords;let n=0;const s=()=>(n>=e.length&&(n=0),e[n++]);let r=s();t.forEach((t=>{const e=t.textContent,n=e.toLowerCase(),l=[];let h=0;const a=e.length;let c=!1;for(;h{if(e.selected){if(t)return void(e.selected=!1);t=e}}))}const t=this.options.selectAllOnInit;!0!==t?!1===t&&this.updateAllRowsSelected(!1):this.updateAllRowsSelected(!0)},updateAllRowsSelected:function(t){this.forEachSelectableRow((e=>{e.selected=t}))},initCollapseAllOnInitHandler:function(){const t=this.options.collapseAllOnInit;!0!==t?!1===t&&this.updateAllRowsCollapsed(!1):this.updateAllRowsCollapsed(!0)},getToBeAddedItemList:function(t){const e=[];return d.toList(t).forEach((t=>{t&&"object"==typeof t?e.push(t):void 0!==t&&e.push({name:t})})),e},getToBeAddedParentSubs:function(t,e){return t?(t.subs||(t.subs=[]),t.subs):e},getToBeAddedPositionIndex:function(t,e){const i=e.length;return d.isNum(t)&&t>=0&&t<=i?Math.round(t):i},generateDataSnapshot:function(t){if(!t||"object"!=typeof t)return t;const e=this.cleanTreeList(t.rows),i=this.cleanTreeList(t.columns);return this.convertNumberType(e,i),t.rows=e,t.columns=i,t},cleanTreeList:function(t){if(!d.isList(t))return[];const e=(t,i)=>{i.forEach((i=>{if(!i||"object"!=typeof i)return void t.push({});const o=this.getItemSnapshot(i),n=i.subs;Array.isArray(n)&&(o.subs=[],e(o.subs,n)),t.push(o)}))},i=[];return e(i,t),i},convertNumberType:function(t,e){const i=[];d.forEachTree(e,(function(t){"number"===t.type&&t.id&&i.push(t.id)})),i.length&&d.forEachTree(t,(function(t){i.forEach((function(e){t[e]=d.convertNum(t[e])}))}))}},vt={setDefaultLoading:function(t){let e=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};if(!t)return;const i=t.style;e.size&&(i.width=e.size,i.height=e.size),e.color&&(i.color=e.color),e.size||e.color||t.removeAttribute("style"),e.fast?t.classList.add("tg-loading-fast"):t.classList.remove("tg-loading-fast")},getDefaultLoading:function(t){return this.setDefaultLoading(this.$defaultLoading,t),this.$defaultLoading},getLoadingHolder:function(){return this.$container?this.$container.find(".tg-loading"):w()},setLoading:function(t){if(!this.$container)return this;this.$defaultLoading||(this.$defaultLoading=this.$container.find(".tg-loading-default").get(0));const e=this.getLoadingHolder().get(0);return"function"==typeof t&&(t=t.call(this,e)),d.isObject(t)&&(t=this.getDefaultLoading(t)),t||(t=this.getDefaultLoading()),this.renderNodeContent(e,t),this},showLoading:function(){return this.getLoadingHolder().show(),this},hideLoading:function(){return this.getLoadingHolder().hide(),this}},Ht={showMask:function(t){if(!this.hasMask||t){const e=this.$container.find(".tg-mask"),i=e.get(0);if(t&&i){const e=d.styleMap(t);e&&(i.style.cssText=e)}e.show(),this.hasMask=!0}return this},hideMask:function(){return this.hasMask&&(this.$container.find(".tg-mask").hide(),this.hasMask=!1),this}},Ct={renderNodeContent:function(t,e){if(t){if(e&&e.nodeType)return this.emptyNode(t),void t.appendChild(e);if(Array.isArray(e))return this.emptyNode(t),void e.forEach((e=>{e&&e.nodeType&&t.appendChild(e)}));void 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e=this.getHeaderItemNode(t);if(e)return e.querySelector(".tg-column-header")}},yt={render:function(){this.asyncRender||(this.asyncRender=d.microtask(this.renderSync)),this.asyncRender.apply(this,arguments)},renderSync:function(){this.renderStartedTimestamp=Date.now();const t=this.generateRenderSettings.apply(this,arguments);return this.renderSettings=t,"all"===t.type?(this.flushBody(),this.initHandler(),this.renderHeader(),this.updateViewRowsAndSize(),this.renderBody(),this):"columns"===t.type?(this.flushBody(),this.initColumnsHandler(),this.renderHeader(),this.updateViewRowsAndSize(),this.renderBody(),this):"rows"===t.type?(this.updateViewRowsAndSize(),this.renderBody(),this):"rows_cache"===t.type?(this.cssRulesInvalid=!0,this.updateViewRowsAndSize(),this.updateRowCacheTopAndHeight(),this.renderBody(),this):"resize"===t.type?(this.resizeHandler(),this.renderBody(),this):(this.renderBody(),this)},generateRenderSettings:function(t){const e={type:this.renderType,scrollLeft:null,scrollTop:null,scrollColumn:null,scrollRow:null,highlightCells:[]};return"string"==typeof t?e.type=t:t&&Object.assign(e,t),this.headerCreated||(e.type="all"),e},renderBody:function(){this.scrollOnInit(),this.scrollTopOffset=this.scrollPane.getScrollTopOffset();const t=this.getViewport();return this.viewport=t,this.flushWithViewport(),this.previousScrollTopOffset!==this.scrollTopOffset&&(this.previousScrollTopOffset=this.scrollTopOffset,this.updateRowCacheTopOffset()),this.renderRows(t.rows),this.renderCells(t.rows,t.columns),this.renderUpdatedTimestamp=Date.now(),this.renderDuration=this.renderUpdatedTimestamp-this.renderStartedTimestamp,this.trigger(y.onUpdated,t),this.firstUpdated||(this.firstUpdated=!0,this.trigger(y.onFirstUpdated,t)),this.layoutEventHandler(),this.resizeEventHandler(),this.highlightKeywordsHandler(),this.renderSettings=null,this.renderType=null,this},rerender:function(){return this.render("all"),this}},Rt={resize:function(){return this.asyncResize||(this.asyncResize=d.throttle(this.resizeSync,100)),this.asyncResize.apply(this,arguments),this},resizeSync:function(){return this.headerCreated?(this.resizeHolderHandler.apply(this,arguments),this.firstUpdated&&this.isHolderInvisible()||this.render("resize"),this):this},resizeHolderHandler(t,e){if(0!==arguments.length)return 1===arguments.length?t&&"object"==typeof t?void this.$holder.css(t):void this.$holder.css({width:t}):void this.$holder.css({width:t,height:e})},isHolderInvisible(){const t=this.$holder.width(),e=this.$holder.height();return!t||!e},resizeHandler:function(){this.containerWidth=this.$container.width(),this.containerHeight=this.$container.height(),this.headerWidth=this.containerWidth,this.bodyWidth=this.containerWidth,this.updateTotalColumnsWidth(),this.resizeHeaderHandler(),this.resizeBodyHandler()},layoutEventHandler:function(){const t=this.previousLayout||{},e={headerWidth:this.headerWidth,headerHeight:this.headerHeight,bodyWidth:this.bodyWidth,bodyHeight:this.bodyHeight,scrollbarWidth:this.getScrollbarWidth(),scrollbarHeight:this.getScrollbarHeight()};Object.values(e).join("")!==Object.values(t).join("")&&(this.previousLayout=e,this.trigger(y.onLayout,d.merge({previous:t},e)))},resizeEventHandler:function(){const t=this.previousSize||{},e={width:this.containerWidth,height:this.containerHeight};Object.values(e).join("")!==Object.values(t).join("")&&(this.previousSize=e,this.trigger(y.onResize,d.merge({previous:t},e)))},resizeHeaderHandler:function(){this.initHeaderLayerHeight();const t=this.options;t.autoHeight&&this.viewRows.length>5e3&&(t.autoHeight=!1),this.headerHeight=0,t.headerVisible&&(this.containerHeight>0||t.autoHeight)&&this.updateHeaderTableHeight(),this.$headerFrame.css({width:this.headerWidth,height:this.headerHeight})},updateHeaderTableHeight:function(){let t=0;Object.keys(this.headerLayerHeight).forEach((e=>{t+=this.headerLayerHeight[e]}));const e=this.$headerL.find(".tg-header-table"),i=this.$headerR.find(".tg-header-table");e.css({height:t}),i.css({height:t}),this.headerHeight=t},resizeBodyHandler:function(){this.updateScrollState(),this.bodyHeight=this.containerHeight-this.headerHeight,this.$bodyFrame.css({width:this.bodyWidth,height:this.bodyHeight}),this.updatePaneWidth(),this.updatePaneHeight(),this.updateCanvasWidth(),this.updateCanvasHeight(),this.updateScrollPane(),this.updateCssRules()},updatePaneWidth:function(){let t=this.bodyWidth,e=0;if(this.frozenInfo.columns){const i=this.getScrollbarWidth();this.frozenInfo.right?(e=this.columnsWidthR+i,t=this.bodyWidth-e):(t=this.columnsWidthL,e=this.bodyWidth-t),this.scrollPaneHidden&&(this.frozenInfo.right?(t<=0&&(t=0),e=Math.max(0,this.bodyWidth-t)):(e3&&void 0!==arguments[3])||arguments[3];const n=this.getToBeAddedItemList(t);if(!n.length)return!1;let s;if(null!=e&&(s=this.getRowItem(e),!s))return!1;const r=this.getToBeAddedParentSubs(s,this.rows),l=this.getToBeAddedPositionIndex(i,r),h=[l,0].concat(n);r.splice.apply(r,h),this.initRowsHandler(),s?(s.collapsed=!1,this.flushRowFrom(s.tg_view_index+l)):this.flushRowFrom(l),this.onNextUpdated((function(){this.trigger(y.onRowAdded,n)}));const a={type:"rows"};return o&&(a.scrollRow=n[n.length-1]),this.render(a),!0},deleteRow:function(t){const e=d.toList(t),i=[];if(e.forEach((t=>{const e=this.getRowItem(t);e&&i.push(e)})),!i.length)return!1;const o=this.removeRowsHandler(i);this.initRowsHandler();const n=this.getRemovedMinIndex(o);return this.flushRowFrom(n),this.onNextUpdated((function(){this.trigger(y.onRowRemoved,i)})),this.render("rows"),!0},getRemovedMinIndex:function(t){let e=0;const i=t[t.length-1];if(this.isInvisible(i))return e;e=i.tg_view_index,e>0&&(e-=1);let o=i.tg_parent;for(;o;)o.collapsed&&(e=o.tg_view_index),o=o.tg_parent;return e},removeRowsHandler:function(t){const e=[].concat(t);e.sort((function(t,e){return e.tg_index-t.tg_index}));const i=[];return e.forEach((t=>{this.getRowParentSubs(t).splice(t.tg_sub_index,1),i.push(t)})),i}},Tt={renderCollapseAllState:function(){this.hasTreeColumn&&(this.asyncRenderCollapseAllState||(this.asyncRenderCollapseAllState=d.microtask(this.renderCollapseAllStateSync)),this.asyncRenderCollapseAllState.apply(this,arguments))},renderCollapseAllStateSync:function(){const t=this.$header.find(".tg-tree-header");this.rowsInfo.isTree?t.addClass("tg-tree-header-indent"):t.removeClass("tg-tree-header-indent"),this.renderCollapseAllIcon()},checkCollapseAllState:function(t){if(t!==this.allRowsCollapsed){if(t){let t=0;const e=this.rows.length;for(;t{if(e.tg_group&&e.tg_subs_length&&e.collapsed)return t=!0,!1})),t)return}this.allRowsCollapsed=t,this.renderCollapseAllIcon()}},expandAllRows:function(){return this.renderAllRowsCollapsed(!1)},collapseAllRows:function(){return this.renderAllRowsCollapsed(!0)},toggleAllRows:function(){return this.allRowsCollapsed?this.expandAllRows():this.collapseAllRows()},renderAllRowsCollapsed:function(t){const e=this.updateAllRowsCollapsed(t);return e.length?(this.flushBody(),this.onNextUpdated((()=>{this.renderCollapseAllIcon(),t?this.trigger(y.onRowCollapsed,e):this.trigger(y.onRowExpanded,e)})),this.render("rows"),this):this},updateAllRowsCollapsed:function(t){this.allRowsCollapsed=t;const e=[];return this.forEachRow((i=>{i.subs&&i.tg_subs_length&&this.isCollapsedChanged(i,t)&&(i.collapsed=t,e.push(i))})),e},expandRow:function(t){const e=this.getRowItem(t);return e?this.isEmptyGroup(e)?(this.trigger(y.onRowSubsRequest,e),this):this.isCollapsedChanged(e,!1)?(e.collapsed=!1,this.flushRowFrom(e.tg_view_index),this.renderCollapseIcon(e),this.onNextUpdated((()=>{this.checkCollapseAllState(!1),this.trigger(y.onRowExpanded,e)})),this.render("rows"),this):this:this},collapseRow:function(t){const e=this.getRowItem(t);return e&&e.subs&&e.tg_subs_length&&this.isCollapsedChanged(e,!0)?(e.collapsed=!0,this.flushRowFrom(e.tg_view_index),this.renderCollapseIcon(e),this.onNextUpdated((()=>{this.checkCollapseAllState(!0),this.trigger(y.onRowCollapsed,e)})),this.render("rows"),this):this},toggleRow:function(t){const e=this.getRowItem(t);return e?(e.collapsed?this.expandRow(e):this.collapseRow(e),this):this},expandRowLevel:function(t){t=d.toNum(t,!0);const e=[],i=[];return this.forEachRow((o=>{o.subs&&o.tg_subs_length&&(o.tg_level<=t?this.isCollapsedChanged(o,!1)&&(o.collapsed=!1,i.push(o)):this.isCollapsedChanged(o,!0)&&(o.collapsed=!0,e.push(o)))})),e.length||i.length?(this.flushBody(),this.onNextUpdated((()=>{e.length&&this.trigger(y.onRowCollapsed,e),i.length&&this.trigger(y.onRowExpanded,i)})),this.render("rows"),this):this},renderCollapseAllIcon:function(){if(!this.options.collapseAllVisible||!this.hasTreeColumn)return;const t=this.$header.find(".tg-tree-icon-all");this.renderTreeIcon(t,this.allRowsCollapsed)},renderCollapseIcon:function(t){if(!this.headerCreated)return;const e=this.getRowNodesByIndex(t.tg_view_index);if(!e)return;const i=e.find(".tg-tree-icon");this.renderTreeIcon(i,t.collapsed)},renderTreeIcon:function(t,e){t&&(e?t.removeClass("tg-tree-icon-expanded").addClass("tg-tree-icon-collapsed"):t.removeClass("tg-tree-icon-collapsed").addClass("tg-tree-icon-expanded"))}},Et={rowDragStartHandler:function(t,e){this.removeSortColumn();const i=e.rowItem;if(!i)return;const o=this.getRowNodesByIndex(i.tg_view_index);if(!o)return;e.dragCloneNodes=this.getRowDragCloneNodes(o),e.dropPlaceholder=this.getRowDropPlaceholder(o),e.dragStartTop=this.getRowTop(i),e.dragRowHeight=this.getRowHeight(i),e.dragStartScrollTop=this.scrollTop,e.dragMaxScrollTop=this.scrollPane.getMaxScrollTop();const n={e:t,rowItem:i};this.trigger(y.onRowDragged,n),this.isDefaultPrevented(n)||("touch"===e.type&&d.preventDefault(e.e),this.setRowState(i,"dragging"),this.setTextSelectable(!1),this.rowDropListHandler(e),this.updateDragCloneRowPosition(e))},rowDragMoveHandler:function(t,e){"touch"===e.type&&d.preventDefault(e.e),this.updateDragCloneRowPosition(e),this.updateDragPlaceholderPosition(e),this.rowDragAutoScrollHandler(e)},rowDragEndHandler:function(t,e){"touch"===e.type&&(this.protectedItem=null,d.preventDefault(e.e)),this.autoScrollStop(),this.setRowState(e.rowItem,"dragging",!1),this.setTextSelectable(!0),e.dragCloneNodes&&(e.dragCloneNodes.remove(),e.dragCloneNodes=null),e.dropPlaceholder&&(e.dropPlaceholder.remove(),e.dropPlaceholder=null),e.changed&&this.rowDropHandler(e)},updateDragCloneRowPosition:function(t){const e=this.scrollTop-t.dragStartScrollTop,i=t.dragStartTop+t.offsetY+e,o=i-this.scrollTopOffset;t.dragCloneNodes&&t.dragCloneNodes.css("top",o).show(),t.dragCurrentPosition=i+.5*t.dragRowHeight},getRowDragCloneNodes:function(t){const e=w();return t.each((function(t){const i=w(t),o=i.clone();o.appendTo(i.parent()),e.add(o)})),e.addClass("tg-clone").hide(),e},getRowDropPlaceholder:function(t){const e=w();return t.each((function(t){const i=w(t),o=w("
    ").addClass("tg-row-placeholder").hide(),n=i.parent();n.find(".tg-row-placeholder").remove(),o.appendTo(n),e.add(o)})),e},updateDragPlaceholderPosition:function(t){this.rowDropItemHandler(t);const e=t.dropItem;if(!e)return;let i=t.dropPosition-1;t.dropBottom?e.tg_view_last&&(i=t.dropPosition-2):e.tg_view_index-this.frozenInfo.rows==0&&(i=t.dropPosition);const o=i-this.scrollTopOffset;t.dropPlaceholder&&t.dropPlaceholder.css("top",o).show()},rowDragAutoScrollHandler:function(t){const e=t.dragCurrentPosition,i=this.scrollTop,o=this.bodyHeight-this.frozenRowsHeight,n=i+o,s=this.options.rowHeight,r=Math.min(3*s,.5*o);if(!(rn-r){const i=e-(n-r),o=this.getAutoScrollOffset(i,r);this.autoScrollStart(o,t)}else this.autoScrollStop()},getAutoScrollOffset:function(t,e){return Math.floor(t/e*20)},autoScrollStop:function(){this.autoScrollMotion&&(this.autoScrollMotion.destroy(),this.autoScrollMotion=null)},autoScrollStart:function(t,e){this.autoScrollStop();const i=e.dragMaxScrollTop;this.autoScrollMotion=new B,this.autoScrollMotion.bind(B.EVENT.MOTION_MOVE,(()=>{const o=d.clamp(this.scrollTop+t,0,i);o!==this.scrollTop?(this.setScrollTop(o),this.updateDragCloneRowPosition(e),this.updateDragPlaceholderPosition(e)):this.autoScrollStop()})),this.autoScrollMotion.once(B.EVENT.MOTION_END,(()=>{this.autoScrollStart(t,e)})),this.autoScrollMotion.start({duration:200})},rowDropListHandler:function(t){const e=this.getRowDropList(t);if(!d.isList(e))return;const i=t.rowItem,o=e.filter((t=>{if(t===i)return!1;if(t.tg_frozen)return!1;let e=t.tg_parent;for(;e;){if(e===i)return!1;e=e.tg_parent}return!0}));if(!d.isList(o))return;const n=[];o.forEach((t=>{const e=this.getRowTop(t),i=this.getRowHeight(t);n.push({rowItem:t,position:e}),n.push({rowItem:t,position:e+i-1,dropBottom:!0})})),t.dropList=n},getRowDropList:function(t){const e=this.options.rowDragCrossLevel;return e?"function"==typeof e?e.call(this,t):this.viewRows:this.getRowParentSubs(t.rowItem)},rowDropItemHandler:function(t){const e=t.dropList;if(!e)return;const i=t.dragCurrentPosition;let o=Number.MAX_VALUE;for(let n=0,s=e.length;no)break;o=r,t.dropItem=s.rowItem,t.dropBottom=s.dropBottom,t.dropPosition=s.position}},rowDragDropPositionHandler:function(t,e,i){const o=this.getRowParentSubs(t),n=t.tg_sub_index;let s,r;return this.isDropIntoGroupFirstChild(e,i)?(s=e.subs,r=0):(s=this.getRowParentSubs(e),r=e.tg_sub_index,o===s&&n{this.trigger(y.onRowDropped,n)})),this.render({type:"rows",scrollRow:i})}},It={getMoveFocusRow:function(t,e){let i=t[0];return e>0&&(i=t[t.length-1]),i},getMoveLengthInList:function(t,e){let i=0;return t.forEach((t=>{this.getRowParentSubs(t)===e&&(i+=1)})),i},getMoveInfo:function(t,e,i){const o=this.getRowParentSubs(i);let n=i.tg_sub_index+e;const s=i.tg_parent;if(s&&this.options.rowMoveCrossLevel){const e=0,i=s.tg_subs_length-1;if(ni){const e=n-i;return this.getMoveInfo(t,e,s)}}if(e>0){n-=this.getMoveLengthInList(t,o)-1}return n=d.clamp(n,0,o.length),{list:o,index:n}},moveRowsHandler:function(t,e){(t=this.removeRowsHandler(t)).reverse();const i=this.getMoveFocusRow(t,e),o=this.getMoveInfo(t,e,i),n=[o.index,0].concat(t);return o.list.splice.apply(o.list,n),this.initRowsHandler(),this.onNextUpdated((function(){this.scrollRowIntoView(i),this.trigger(y.onRowMoved,t)})),this.removeSortColumn(),this.update(),!0},moveRows:function(t,e){t=d.toList(t);const i=[];return t.forEach((t=>{const e=this.getRowItem(t);e&&i.push(e)})),!!i.length&&(!(i.length>=this.getRowsLength())&&(0!==(e=d.toNum(e,!0))&&this.moveRowsHandler(i,e)))},moveRowsUp:function(t){return this.moveRows(t,-1)},moveRowsDown:function(t){return this.moveRows(t,1)},moveRowsToTop:function(t){return this.moveRows(t,-this.getRowsLength(!0))},moveRowsToBottom:function(t){return this.moveRows(t,this.getRowsLength(!0))},moveSelectedRowsUp:function(){return this.moveRows(this.getSelectedRows(),-1)},moveSelectedRowsDown:function(){return this.moveRows(this.getSelectedRows(),1)},moveSelectedRowsToTop:function(){return this.moveRows(this.getSelectedRows(),-this.getRowsLength(!0))},moveSelectedRowsToBottom:function(){return this.moveRows(this.getSelectedRows(),this.getRowsLength(!0))}},Lt={getSelectedRow:function(){let t=null;return this.forEachSelectableRow((function(e){if(e.selected)return t=e,!1})),t},getSelectedRows:function(){const t=[];return this.forEachSelectableRow((function(e){e.selected&&t.push(e)})),t.length>1&&t.sort((function(t,e){const i=t.tg_selected_index,o=e.tg_selected_index;return i>o?1:i0&&void 0!==arguments[0])||arguments[0];if(t=Boolean(t),this.globalSelectedIndex=0,t&&!this.options.selectMultiple)return this;const e=this.getAllSelectedChangedList(t);return e.length?(this.updateRowsSelectedState(e),this):this},setRowSelected:function(){return(this.options.selectMultiple?this.setRowMultipleSelected:this.setRowSingleSelected).apply(this,arguments)},setRowSingleSelected:function(t){const e=this.getRowItem(t);if(!e)return this;if(!this.isRowSelectable(e))return this;if(e.selected)return this;const i=[],o=this.getSelectedRow();return o&&o.selected&&i.push(o),e.selected||i.push(e),i.length?(this.updateRowsSelectedState(i),this):this},setRowMultipleSelected:function(t,e){if(0===arguments.length)return this;if(1===arguments.length&&!1===arguments[0])return this.selectAll(!1);const i=this.toRowItemList(t,(t=>this.isRowSelectable(t)));return i.length?!1===e?(this.setRowListUnselected(i),this):d.hasShiftKey(e)&&1===i.length?(this.setRowBetweenListSelected(i[0]),this):(this.updateRowsSelectedState(i),this):this},setRowListUnselected:function(t){const e=this.getSelectedChangedList(t,!1);e.length&&this.updateRowsSelectedState(e)},setRowBetweenListSelected:function(t){const e=this.previousSelectedRow;if(e&&e!==t){const i=this.getBetweenSelectedChangedList(e,t);if(!i.length)return;this.updateRowsSelectedState(i,!0)}else this.updateRowsSelectedState([t])},getAllSelectedChangedList:function(t){const e=[];return this.forEachSelectableRow((i=>{this.isSelectedChanged(i,t)&&e.push(i)})),e},getSelectedChangedList:function(t,e){const i=[];return t.forEach((t=>{this.isSelectedChanged(t,e)&&i.push(t)})),i},getBetweenSelectedChangedList:function(t,e){const i=t.tg_index,o=e.tg_index,n=[];if(i=o;)n.push(t),t--}return this.toRowItemList(n,(t=>this.isRowSelectable(t)&&!t.selected))},updateRowsSelectedState:function(t,e){let i;t.forEach((t=>{const e=!t.selected;t.selected=e,e&&(t.tg_selected_index=this.globalSelectedIndex++,i=t),this.renderRowSelectedState(t)})),e||(this.previousSelectedRow=i),this.renderSelectAllState(),this.onNextUpdated((()=>{this.trigger(y.onSelectChanged,t)})),this.render()},renderRowSelectedState:function(t){const e=t.tg_view_index;this.viewport.rows.includes(e)&&(this.renderRowState(t,"selected"),this.flushCell(e,this.selectColumn.tg_view_index))},renderSelectAllState:function(){this.isSelectAllVisible()&&(this.asyncRenderSelectAllState||(this.asyncRenderSelectAllState=d.microtask(this.renderSelectAllStateSync)),this.asyncRenderSelectAllState.apply(this,arguments))},renderSelectAllStateSync:function(){const t=this.getSelectAllState();if(t===this.previousSelectAllState)return;this.previousSelectAllState=t;const e=this.selectColumn,i=w(this.getColumnHeaderNode(e)).find(".tg-select-icon-all");i.length&&(i.removeClass("tg-selected tg-mixed"),t&&i.addClass(`tg-${t}`))},getSelectAllState:function(){let t=0;this.forEachSelectableRow((e=>{t+=1}));const e=this.getSelectedRows().length;let i="mixed";return 0===e?(i="",this.previousSelectedRow=null):e===t&&(i="selected"),i},isSelectAllVisible:function(){const t=this.options;return!!(t.selectVisible&&t.selectAllVisible&&t.selectMultiple)}},xt={setRowHover:function(t,e){const i=this.getRowItem(t);return i?(this.renderRowHover(i,e),this):this},renderRowHover:function(t,e){if(this.previousHover&&(this.previousHover.removeClass("tg-hover"),this.previousHover=null),!e)return this;if(!1===this.rowHoverable)return;if(!1===t.hoverable)return this;if(t.tg_frozen&&!this.options.frozenRowHoverable)return this;const i=t.tg_view_index;return this.previousHover=this.$body.find(`.tg-row[row='${i}']`).addClass("tg-hover"),this},setRowState:function(t,e){let i=!(arguments.length>2&&void 0!==arguments[2])||arguments[2];const o=this.getRowItem(t);return o?(o.tg_state_names||(o.tg_state_names=new Set),o.tg_state_names.add(e),o[e]=i,this.renderRowState(o,e),this):this},renderRowState:function(t,e){const i=this.getRowNodesByIndex(t.tg_view_index);if(i){const o=`tg-${e}`;t[e]?i.addClass(o):i.removeClass(o)}}},zt={getRowItem:function(t){return d.isNum(t)?(t<0&&(t=this.rowsInfo.length+t),this.rowsInfo.indexCache[t]):t?d.isNum(t.tg_index)?t:this.getRowItemById(t.id||t):void 0},getRowItemById:function(t){return this.getRowItemBy("id",t)},getRowItemBy:function(t,e){if(void 0!==e)return this.rowsInfo.indexCache.find((i=>i[t]===e))},getRowsLength:function(t){return t?this.rowsInfo.length:this.viewRows.length},getViewRowItem:function(t){return this.viewRows[t]},getPreRenderRowInfo:function(t){const e={rows:[],rowNotFound:!1,benchmark:0};if(!t.length)return 0===this.getRowsLength()&&(e.rowNotFound=!0),e;const i=[],o=this.frozenInfo.row;return t.forEach((t=>{this.getRowCache(t)?t>o&&i.push(t):e.rows.push(t)})),i.length&&(e.benchmark=Math.min.apply(Math,i)),e.rows.sort((function(t,i){return t{this.renderRowNodes(t,e.benchmark)}))},createRowNode:function(t,e,i,o,n,s){const r=document.createElement("div");return r.setAttribute("row",t),r.className=i,o&&(r.style.cssText=o),r.style.top=`${n}px`,s!==this.options.rowHeight&&(r.style.height=`${s}px`,r.style.lineHeight=`${s}px`),this.setNodeDataCache(r,{row:t,rowItem:e,rowNode:r}),r},appendRowNode:function(t,e,i,o){ithis.frozenInfo.row))return e;e-=this.frozenRowsHeight}return e-=this.scrollTopOffset,e},getRowTop:function(t){let e=t.tg_top;return t.tg_frozen||(e-=this.frozenRowsHeight),e},getRowVPos:function(t){const e=this.frozenInfo.bottom,i=this.frozenInfo.row;let o="top";return this.frozenInfo.rows&&(t<=i?e&&(o="bottom"):e||(o="bottom")),o},getRowCanvas:function(t,e){return"top"===t?"left"===e?this.$bodyTL:this.$bodyTR:"left"===e?this.$bodyBL:this.$bodyBR}},Mt={CHANGE:"change",START:"start",END:"end"},Pt={h:{type:"h",className:"tg-scrollbar-h",offset:"left",size:"width",page:"pageX",axis:"x",offsetName:"offsetX"},v:{type:"v",className:"tg-scrollbar-v",offset:"top",size:"height",page:"pageY",axis:"y",offsetName:"offsetY"}};class Nt extends k{static EVENT=Mt;static H="h";static V="v";type="h";settings={};size=0;viewSize=0;bodySize=0;trackSize=0;position=0;scale=0;thumbPosition=0;thumbScale=0;constructor(t,e){super(),this.settings=Pt[t]||Pt.h,this.type=this.settings.type,this.id=d.uid(4,`tg-scrollbar-${this.type}-`),this.$holder=w(e),this.$holder.find(`.${this.settings.className}`).remove(),this.options=this.generateOptions()}generateOptions(t){return d.merge({size:15,round:!1,blank:!1,motionDuration:200},t)}updateOptions(t){this.options=this.generateOptions(t);let e=this.options.size;d.isNum(e)||(e=d.toNum(e)),e=Math.round(e),e=Math.max(e,0),e=Math.min(e,30),this.size=e}create(){this.$container=w('
    ').appendTo(this.$holder),this.$container.attr("id",this.id),this.$container.addClass(d.classMap(["tg-scrollbar",this.settings.className,{"tg-scrollbar-round":this.options.round}])),this.$track=this.$container.find(".tg-scrollbar-track"),this.$thumb=this.$container.find(".tg-scrollbar-thumb"),this.thumbDrag=new O,this.thumbDrag.bind(O.EVENT.DRAG_START,((t,e)=>{this.thumbDragStart(e)})).bind(O.EVENT.DRAG_MOVE,((t,e)=>{this.thumbDragMove(e)})).bind(O.EVENT.DRAG_END,((t,e)=>{this.thumbDragEnd(e)}));const t=this.$container.get(0);return this.scrollEvents={mousedown:{handler:e=>{e.target.classList.contains("tg-scrollbar-thumb")?this.thumbMouseDownHandler(e):(this.trackEvents={mouseup:{handler:t=>{this.trackMouseupHandler(t)},options:{once:!0}}},d.bindEvents(this.trackEvents,t),this.trackMousedownHandler(e))},options:!0},selectstart:{handler:t=>{d.preventDefault(t)},options:!0}},d.bindEvents(this.scrollEvents,t),this}getBlank(){return this.options.blank}getSize(){return this.size}getViewSize(){return this.viewSize}getBodySize(){return this.bodySize}getTrackMouseDirection(){let t=1;return this.trackMousePosition0){const i=this.getMaxThumbPosition();t=Math.round(i*this.position/e),t=d.clamp(t,0,i)}return this.setThumbPosition(t),this}trackMousedownHandler(t){return this.motionStop(),this.trackMousePosition=this.getTrackMousePos(t),this.motionStart(),this}trackMouseupHandler(t){return d.unbindEvents(this.trackEvents),this.motionStop(),this.motionStarted||(this.trackMousePosition=this.getTrackMousePos(t),this.trackScrollHandler(),this.triggerEvent()),this}trackScrollHandler(){const t=Math.max(0,this.viewSize-20)*this.getTrackMouseDirection();return this.setOffset(t),this}motionStop(){return this.motion&&(this.motion.destroy(),this.motion=null),this}motionStart(){const t=this.position,e=Math.round(this.trackMousePosition/this.viewSize*this.getMaxPosition());return this.motionStarted=!1,this.motion=new B,this.motion.bind(B.EVENT.MOTION_START,((t,e)=>{this.motionStarted=!0})),this.motion.bind(B.EVENT.MOTION_MOVE,((t,e)=>{this.motionUpdateHandler(t,e)})),this.motion.start({duration:this.options.motionDuration,from:t,till:e}),this}motionUpdateHandler(t,e){e!==this.position&&(this.setPosition(e),this.triggerEvent())}thumbMouseDownHandler(t){this.$thumb.addClass("tg-scrollbar-thumb-hold"),this.thumbDrag.start(t,{target:this.$thumb})}thumbDragStart(t){this.motionStop(),t.thumbPositionStart=this.thumbPosition,this.trigger(Mt.START)}thumbDragMove(t){let e=t.thumbPositionStart+t[this.settings.offsetName];const i=this.getMaxThumbPosition();e=d.clamp(e,0,i),this.setThumbPosition(e);let o=0;i>0&&(o=d.per(e/i)*this.getMaxPosition(),o=Math.round(o)),this.position=o,this.triggerEvent()}thumbDragEnd(t){this.$thumb&&this.$thumb.removeClass("tg-scrollbar-thumb-hold"),this.trigger(Mt.END)}triggerEvent(){this.trigger(Mt.CHANGE,this.position)}getPosition(){return this.position}setPosition(t){t=d.toNum(t,!0);const e=this.getMaxPosition();t=d.clamp(t,0,e),this.position=t,this.updateThumbPosition()}getMaxPosition(){return this.bodySize-this.viewSize}updatePosition(){const t=this.getMaxPosition(),e=d.clamp(this.position,0,t);this.position=e}setOffset(t){t=d.toNum(t);const e=this.position+t;return this.setPosition(e),this}getScale(){return this.scale}setScale(t){return t=d.per(t),this.scale=t,this.scaleChangeHandler(),this}scaleChangeHandler(){let t=Math.round(this.viewSize*this.scale);if(t=Math.max(t,Math.round(1.5*this.options.size)),t=Math.min(t,this.viewSize-1),this.thumbSize=t,this.$thumb){const t={};"h"===this.type?(t.height=this.size,t.width=this.thumbSize):(t.width=this.size,t.height=this.thumbSize),this.$thumb.css(t)}}updateTrackSize(){const t={};return"h"===this.type?(t.width=this.trackSize,t.height=this.size):(t.height=this.trackSize,t.width=this.size),this.$container.css(t),this}updateThumbSize(){let t=0;return this.bodySize&&(t=this.trackSize/this.bodySize),this.setScale(t),this}parseSize(t){return t=d.toNum(t),t=Math.round(t),t=Math.max(t,0)}updateSize(t,e,i){t=this.parseSize(t),this.viewSize=t,e=this.parseSize(e),this.bodySize=e,i=d.isNum(i)?this.parseSize(i):t,this.trackSize=i,this.previousFadeIn=null}fade(t){return!(!this.$container||!this.size)&&(this.previousFadeIn!==t&&(this.previousFadeIn=t,t?this.$container.hasClass("tg-fade-out")&&this.$container.removeClass("tg-fade-out").addClass("tg-fade-in"):this.$container.removeClass("tg-fade-in").addClass("tg-fade-out"),!0))}show(){if(this.updatePosition(),!this.getBlank())return!this.$container&&this.size>0&&this.create(),this.$container?(this.updateTrackSize(),this.updateThumbSize(),this):this;this.remove()}hide(){return this.updatePosition(),this.remove(),this}remove(){if(this.motionStop(),d.unbindEvents(this.scrollEvents),d.unbindEvents(this.trackEvents),this.thumbDrag&&(this.thumbDrag.destroy(),this.thumbDrag=null),!this.$container)return this;this.$thumb=null,this.$track=null,this.$container.remove(),this.$container=null}destroy(){return this.remove(),this}}const _t={CHANGE:"change",START:"start",END:"end"};class kt extends k{static EVENT=_t;visible=!0;constructor(t,e){super(),this.id=d.uid(4,`tg-scroll-pane-${e}-`),this.gradientInfo=[],this.$container=w(t).attr("id",this.id),this.$container.addClass("tg-scroll-pane"),this.$scrollView=this.$container.find(".tg-scroll-view"),this.$scrollBody=this.$scrollView.find(".tg-scroll-body"),this.scrollbarH=new Nt(Nt.H,this.$container),this.scrollbarH.bind(Nt.EVENT.CHANGE,((t,e)=>{this.scrollHChangeHandler()})).bind(Nt.EVENT.START,(t=>{this.scrollStartEndHandler(!0)})).bind(Nt.EVENT.END,(t=>{this.scrollStartEndHandler()})),this.scrollbarV=new Nt(Nt.V,this.$container),this.scrollbarV.bind(Nt.EVENT.CHANGE,((t,e)=>{this.scrollVChangeHandler()})).bind(Nt.EVENT.START,(t=>{this.scrollStartEndHandler(!0)})).bind(Nt.EVENT.END,(t=>{this.scrollStartEndHandler()})),this.options=this.generateOptions()}generateOptions(t){return d.merge({scrollbarH:{},scrollbarV:{},scrollbarFade:!1,scrollSizeOnKeyPress:20,gradient:30},t)}scrollStartEndHandler(t){t?this.trigger(_t.START):this.trigger(_t.END)}show(){return this.$container.show(),this.visible=!0,this}hide(){return this.$container.hide(),this.visible=!1,this}width(){return this.scrollPaneW}height(){return this.scrollPaneH}render(t){return this.visible?(this.options=this.generateOptions(t),this.update(),this):this}update(){this.scrollPaneW=this.options.scrollPaneW,this.scrollPaneH=this.options.scrollPaneH,this.scrollBodyW=this.options.scrollBodyW,this.scrollBodyH=this.options.scrollBodyH,this.updateScrollbar()}setGroupH(t){this.groupH=d.toList(t)}setGroupV(t){this.groupV=d.toList(t)}updateGroupH(){if(!d.isList(this.groupH))return this;const t=this.scrollbarH.getPosition();return this.groupH.forEach((function(e){e&&e.updateScrollHFromGroup(t)})),this}updateGroupV(){if(!d.isList(this.groupV))return this;const t=this.scrollbarV.getPosition();return this.groupV.forEach((function(e){e&&e.updateScrollVFromGroup(t)})),this}updateGroupList(){this.updateGroupH(),this.updateGroupV()}updateScrollHFromGroup(t){this.scrollbarH.getPosition()!==t&&(this.scrollbarH.setPosition(t),this.updateScrollLeft(),this.triggerEvent())}updateScrollVFromGroup(t){this.scrollbarV.getPosition()!==t&&(this.scrollbarV.setPosition(t),this.updateScrollTop(),this.triggerEvent())}setPosition(t,e){return this.scrollbarH.setPosition(t),this.scrollbarV.setPosition(e),this.updateScrollLeft(),this.updateScrollTop(),this.updateGroupList(),this}updateScrollbar(){this.scrollbarH.updateOptions(this.options.scrollbarH),this.scrollbarV.updateOptions(this.options.scrollbarV),this.updateScrollState(),this.updateScrollView(),this.updateScrollTrack(),this.scrollbarH.updateSize(this.scrollViewW,this.scrollBodyW,this.scrollTrackW),this.scrollbarV.updateSize(this.scrollViewH,this.scrollBodyH,this.scrollTrackH),this.hasScrollH?(this.scrollbarH.show(),this.scrollbarH.setPosition(this.scrollbarH.getPosition())):this.scrollbarH.hide(),this.hasScrollV?(this.scrollbarV.show(),this.scrollbarV.setPosition(this.scrollbarV.getPosition())):this.scrollbarV.hide(),this.updateScrollLeft(),this.updateScrollTop(),this.updateGroupList()}updateScrollState(){const t=this.scrollbarH.getSize(),e=this.scrollbarV.getSize(),i=this.scrollbarH.getBlank(),o=this.scrollbarV.getBlank(),n=this.options.scrollbarFade;let s=!1,r=0;(function(){(this.scrollPaneWe&&t.push("left"),ie&&t.push("top"),o{const i=`tg-gradient-${e}`;t.includes(e)?this.$container.addClass(i):this.$container.removeClass(i)})))}getScrollLeft(){return this.scrollbarH.getPosition()}getScrollTop(){return this.scrollbarV.getPosition()}getMaxScrollLeft(){return this.scrollbarH.getMaxPosition()}getMaxScrollTop(){return this.scrollbarV.getMaxPosition()}getScrollTopOffset(){const t=this.getScrollTop();return t-t%1e4}triggerEvent(){this.trigger(_t.CHANGE,{scrollLeft:this.getScrollLeft(),scrollTop:this.getScrollTop()})}scrollHChangeHandler(){this.updateScrollLeft(),this.updateGroupList(),this.triggerEvent()}scrollVChangeHandler(){this.updateScrollTop(),this.updateGroupList(),this.triggerEvent()}setOffsetH(t){const e=this.getScrollLeft();this.scrollbarH.setOffset(t);return this.getScrollLeft()!==e&&(this.updateScrollLeft(),this.updateGroupList(),this.triggerEvent(),!0)}setOffsetV(t){const e=this.getScrollTop();this.scrollbarV.setOffset(t);return this.getScrollTop()!==e&&(this.updateScrollTop(),this.updateGroupList(),this.triggerEvent(),!0)}mouseWheelHandler(t){const e=t.deltaX,i=t.deltaY,o=Math.abs(e);if(o>Math.abs(i)){if(this.hasScrollH)return this.setOffsetH(e)}else{if(this.hasScrollV)return this.setOffsetV(i);if(this.hasScrollH&&!o)return this.setOffsetH(i)}return!1}keyPageUpHandler(t){return this.setOffsetV(-this.scrollViewH)}keyPageDownHandler(t){return this.setOffsetV(this.scrollViewH)}keyEndHandler(t){return this.setOffsetV(this.scrollBodyH)}keyHomeHandler(t){return this.setOffsetV(-this.scrollBodyH)}keyLeftHandler(t){return this.setOffsetH(-this.options.scrollSizeOnKeyPress)}keyUpHandler(t){return this.setOffsetV(-this.options.scrollSizeOnKeyPress)}keyRightHandler(t){return this.setOffsetH(this.options.scrollSizeOnKeyPress)}keyDownHandler(t){return this.setOffsetV(this.options.scrollSizeOnKeyPress)}destroy(){return this.visible=!1,this.groupH=null,this.groupV=null,this.scrollbarV&&(this.scrollbarV.destroy(),this.scrollbarV=null),this.scrollbarH&&(this.scrollbarH.destroy(),this.scrollbarH=null),this.$container=null,this.$scrollView=null,this.$scrollBody=null,this}}const Vt={initScrollPane:function(){this.initFrozenStyle(),this.createScrollPane()},initFrozenStyle:function(){const t={HL:{container:this.$paneHL,cls:[]},HR:{container:this.$paneHR,cls:[]},TL:{container:this.$paneTL,cls:[]},TR:{container:this.$paneTR,cls:[]},BL:{container:this.$paneBL,cls:[]},BR:{container:this.$paneBR,cls:[]}},e="tg-frozen-h";this.frozenInfo.rows&&(this.frozenInfo.bottom?(t.BL.cls.push(e),t.BR.cls.push(e)):(t.TL.cls.push(e),t.TR.cls.push(e)));const i="tg-frozen-v",o="tg-frozen-line-v";this.frozenInfo.columns&&(this.frozenInfo.right?(t.HR.cls.push(i),t.TR.cls.push(i),t.BR.cls.push(i)):(t.HL.cls.push(i),t.TL.cls.push(i),t.BL.cls.push(i)),t.HL.cls.push(o),t.TL.cls.push(o),t.BL.cls.push(o));const n="tg-frozen",s=[n,e,i,o].join(" ");Object.keys(t).forEach((function(e){const i=t[e],o=i.container;o.removeClass(s);const r=i.cls;if(!r.length)return;const l=[n].concat(r).join(" ");o.addClass(l)}))},createScrollPane:function(){this.removeScrollPane(),this.scrollPaneMap={HL:new kt(this.$paneHL,"header-left"),HR:new kt(this.$paneHR,"header-right"),TL:new kt(this.$paneTL,"top-left"),TR:new kt(this.$paneTR,"top-right"),BL:new kt(this.$paneBL,"bottom-left"),BR:new kt(this.$paneBR,"bottom-right")},this.scrollPaneMap.BR.setGroupH([this.scrollPaneMap.HR,this.scrollPaneMap.TR]),this.scrollPaneMap.TR.setGroupH([this.scrollPaneMap.HR,this.scrollPaneMap.BR]),this.scrollPaneMap.BL.setGroupH([this.scrollPaneMap.HL,this.scrollPaneMap.TL]),this.scrollPaneMap.TL.setGroupH([this.scrollPaneMap.HL,this.scrollPaneMap.BL]),this.scrollPaneMap.BR.setGroupV(this.scrollPaneMap.BL),this.scrollPaneMap.BL.setGroupV(this.scrollPaneMap.BR),this.scrollPaneMap.TR.setGroupV(this.scrollPaneMap.TL),this.scrollPaneMap.TL.setGroupV(this.scrollPaneMap.TR),this.initActiveScrollPane(),this.initPaneVisibility()},initActiveScrollPane:function(){const t=this.getScrollPaneVP(),e=this.getScrollPaneHP(),i=`${t}${e}`;this.scrollPane=this.scrollPaneMap[i],this.scrollPane.bind(kt.EVENT.CHANGE,((t,e)=>{this.scrollPaneChangeHandler(t,e)})).bind(kt.EVENT.START,(t=>{this.rowHoverable=!1})).bind(kt.EVENT.END,(t=>{this.rowHoverable=!0}));let o={L:"L",R:"L"};this.frozenInfo.columns&&this.frozenInfo.right&&(o={L:"R",R:"L"});const n=`${t}${o[e]}`;this.scrollPaneFrozen=this.scrollPaneMap[n]},getScrollPaneVP:function(){return this.frozenInfo.rows&&!this.frozenInfo.bottom?"B":"T"},getScrollPaneHP:function(){return this.frozenInfo.columns&&!this.frozenInfo.right?"R":"L"},initPaneVisibility:function(){this.scrollPaneMap.HL.show(),this.scrollPaneMap.TL.show(),this.frozenInfo.columns?(this.scrollPaneMap.HR.show(),this.scrollPaneMap.TR.show(),this.frozenInfo.rows?(this.scrollPaneMap.BL.show(),this.scrollPaneMap.BR.show()):(this.scrollPaneMap.BL.hide(),this.scrollPaneMap.BR.hide())):(this.scrollPaneMap.HR.hide(),this.scrollPaneMap.TR.hide(),this.scrollPaneMap.BR.hide(),this.frozenInfo.rows?this.scrollPaneMap.BL.show():this.scrollPaneMap.BL.hide())},scrollPaneChangeHandler:function(t,e){this.hideColumnLine(),this.scrollLeft=e.scrollLeft,this.scrollTop=e.scrollTop,this.scrollRenderHandler()},scrollbarFadeInOutHandler:function(t,e){this.options.scrollbarFade&&(e?this.updateScrollPaneFade(!0):this.options.scrollbarFadeTimeout||this.updateScrollPaneFade(!1))},updateScrollPaneFade:function(t){if(!this.options.scrollbarFade)return;this.updateScrollPaneFadeSync(t);const e=this.options.scrollbarFadeTimeout;e&&(clearTimeout(this.timeout_fade),this.timeout_fade=setTimeout((()=>{this.updateScrollPaneFadeSync(!1)}),e))},updateScrollPaneFadeSync:function(t){if(this.previousScrollbarFadeIn===t)return;this.previousScrollbarFadeIn=t;const e=[];Object.keys(this.scrollPaneMap).forEach((t=>{const i=this.scrollPaneMap[t];i.hasScrollbar()&&e.push(i)})),e.length&&e.forEach((function(e){e.fade(t)}))},updateScrollPane:function(){const t=this.getScrollbarOptions();this.scrollPaneMap.HL.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthL,scrollPaneH:this.headerHeight,scrollBodyW:this.bodyWidthL,scrollBodyH:this.headerHeight,scrollbarV:t.HLV,scrollbarH:t.HLH})),this.scrollPaneMap.HR.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthR,scrollPaneH:this.headerHeight,scrollBodyW:this.bodyWidthR,scrollBodyH:this.headerHeight,scrollbarV:t.HRV,scrollbarH:t.HRH})),this.scrollPaneMap.TL.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthL,scrollPaneH:this.paneHeightT,scrollBodyW:this.bodyWidthL,scrollBodyH:this.bodyHeightT,scrollbarV:t.TLV,scrollbarH:t.TLH})),this.scrollPaneMap.TR.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthR,scrollPaneH:this.paneHeightT,scrollBodyW:this.bodyWidthR,scrollBodyH:this.bodyHeightT,scrollbarV:t.TRV,scrollbarH:t.TRH})),this.scrollPaneMap.BL.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthL,scrollPaneH:this.paneHeightB,scrollBodyW:this.bodyWidthL,scrollBodyH:this.bodyHeightB,scrollbarV:t.BLV,scrollbarH:t.BLH})),this.scrollPaneMap.BR.render(this.getScrollPaneOptions({scrollPaneW:this.paneWidthR,scrollPaneH:this.paneHeightB,scrollBodyW:this.bodyWidthR,scrollBodyH:this.bodyHeightB,scrollbarV:t.BRV,scrollbarH:t.BRH})),this.scrollLeft=this.getScrollLeft(),this.scrollTop=this.getScrollTop(),this.updateScrollPaneFade(Boolean(this.options.scrollbarFadeTimeout))},getScrollPaneOptions:function(t){const e=this.options;return t.scrollbarFade=e.scrollbarFade,t.gradient=d.clamp(d.toNum(e.scrollPaneGradient,!0),0,100),t},getScrollbarOptions:function(){const t=this.options.scrollbarRound,e={};return["HLH","HLV","HRH","HRV","TLH","TLV","TRH","TRV","BLH","BLV","BRH","BRV"].forEach((function(i){e[i]={size:0,round:t,blank:!1}})),this.scrollbarOptionsHandler(e),this.scrollbarFadeHandler(e),e},scrollbarOptionsHandler:function(t){const e=this.scrollbarSizeH,i=this.scrollbarSizeV;this.scrollbarHeaderHandler(t,e,i),this.frozenInfo.columns?this.frozenInfo.rows?this.scrollbarC1R1Handler(t,e,i):this.scrollbarC1R0Handler(t,e,i):this.frozenInfo.rows?this.scrollbarC0R1Handler(t,e,i):this.scrollbarC0R0Handler(t,e,i)},scrollbarFadeHandler:function(t){if(this.options.scrollbarFade)for(const e in t)if(d.hasOwn(t,e)){const i=t[e];i.size>0&&i.blank&&(i.blank=!1,i.size=0)}},scrollbarHeaderHandler:function(t,e,i){this.hasVScroll&&(this.frozenInfo.columns?(t.HRV.size=i,t.HRV.blank=1):(t.HLV.size=i,t.HLV.blank=1))},scrollbarC0R0Handler:function(t,e,i){t.TLH.size=e,t.TLV.size=i},scrollbarC0R1Handler:function(t,e,i){this.frozenInfo.bottom?this.scrollbarC0R1B1Handler(t,e,i):this.scrollbarC0R1B0Handler(t,e,i)},scrollbarC0R1B1Handler:function(t,e,i){t.BLH.size=e,t.TLV.size=i,this.hasVScroll&&(t.BLV.size=i,t.BLV.blank=1)},scrollbarC0R1B0Handler:function(t,e,i){t.BLH.size=e,t.BLV.size=i,this.hasVScroll&&(t.TLV.size=i,t.TLV.blank=1)},scrollbarC1R0Handler:function(t,e,i){this.frozenInfo.right?this.scrollbarC1R0R1Handler(t,e,i):this.scrollbarC1R0R0Handler(t,e,i)},scrollbarC1R0R1Handler:function(t,e,i){this.hasHScroll&&(t.TLH.size=e,this.scrollPaneHidden?(t.TRH.size=e,t.TLH.blank=!0):(t.TRH.size=e,t.TRH.blank=!0)),t.TRV.size=i},scrollbarC1R0R0Handler:function(t,e,i){this.hasHScroll&&(t.TRH.size=e,this.scrollPaneHidden?(t.TLH.size=e,t.TRH.blank=!0):(t.TLH.size=e,t.TLH.blank=!0)),t.TRV.size=i},scrollbarC1R1Handler:function(t,e,i){this.frozenInfo.right?this.frozenInfo.bottom?this.scrollbarC1R1R1B1Handler(t,e,i):this.scrollbarC1R1R1B0Handler(t,e,i):this.frozenInfo.bottom?this.scrollbarC1R1R0B1Handler(t,e,i):this.scrollbarC1R1R0B0Handler(t,e,i)},scrollbarC1R1R1B1Handler:function(t,e,i){this.hasHScroll&&(t.BLH.size=e,this.scrollPaneHidden&&(t.BRH.size=e,t.BLH.blank=!0)),t.TRV.size=i,this.hasVScroll&&(t.BRV.size=i,t.BRV.blank=1)},scrollbarC1R1R1B0Handler:function(t,e,i){this.hasHScroll&&(t.BLH.size=e,this.scrollPaneHidden?(t.BRH.size=e,t.BLH.blank=!0):(t.BRH.size=e,t.BRH.blank=!0)),t.BRV.size=i,this.hasVScroll&&(t.TRV.size=i,t.TRV.blank=1)},scrollbarC1R1R0B1Handler:function(t,e,i){this.hasHScroll&&(t.BRH.size=e,this.scrollPaneHidden&&(t.BLH.size=e,t.BRH.blank=!0)),t.TRV.size=i,this.hasVScroll&&(t.BRV.size=i,t.BRV.blank=1)},scrollbarC1R1R0B0Handler:function(t,e,i){this.hasHScroll&&(t.BRH.size=e,this.scrollPaneHidden?(t.BLH.size=e,t.BRH.blank=!0):(t.BLH.size=e,t.BLH.blank=!0)),t.BRV.size=i,this.hasVScroll&&(t.TRV.size=i,t.TRV.blank=1)},removeScrollPane:function(){clearTimeout(this.timeout_fade),this.previousScrollbarFadeIn=null,this.scrollPaneMap&&(Object.keys(this.scrollPaneMap).forEach((t=>{const e=this.scrollPaneMap[t];e&&e.destroy()})),this.scrollPaneMap=null,this.scrollPane=null,this.scrollPaneFrozen=null)}},Ot={updateScrollState:function(){this.updateGlobalScrollInfo(),this.updateHScrollState(),this.updateVScrollState(),this.updateBlankColumnWidth(),this.scrollStateChanged=!1,this.previousHasHScroll===this.hasHScroll&&this.previousHasVScroll===this.hasVScroll||(this.scrollStateChanged=!0,this.previousHasHScroll=this.hasHScroll,this.previousHasVScroll=this.hasVScroll,this.trigger(y.onScrollStateChanged,{hasHScroll:this.hasHScroll,hasVScroll:this.hasVScroll}))},updateGlobalScrollInfo:function(){this.totalRowsLength=this.getRowsLength(),this.totalRowsHeight=this.getRowsHeight(),this.frozenRowsHeight=this.getFrozenRowsHeight(),this.scrollRowsHeight=this.totalRowsHeight-this.frozenRowsHeight,this.totalRowsHeight=Math.max(this.totalRowsHeight,1),this.scrollRowsHeight=Math.max(this.scrollRowsHeight,1),this.flushRowFrom(this.totalRowsLength)},updateHScrollState:function(){if(this.hasHScroll=!0,this.updateScrollPaneHiddenState(),this.updateHScrollByScrollPaneHidden(),this.scrollPaneHidden)return;this.containerWidth-this.columnsWidth>=0&&(this.hasHScroll=!1)},getScrollPaneCurrentWidth:function(){return 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t=this.getViewRows(),e=t[t.length-1],i=this.getScrollRowPosition(e);if(d.isNum(i))return this.setScrollTop(i),this},scrollToFirstColumn:function(){return this.setScrollLeft(0),this},scrollToLastColumn:function(t){const e=this.getViewColumns();let i=e[e.length-2];t&&(i=e[e.length-1]);const o=this.getScrollColumnPosition(i);if(d.isNum(o))return this.setScrollLeft(o),this},scrollRowIntoView:function(t){const e=this.getRowItem(t);return this.scrollItemIntoView(e,null),this},scrollColumnIntoView:function(t){const e=this.getColumnItem(t);return this.scrollItemIntoView(null,e),this},scrollCellIntoView:function(t,e){const i=this.getRowItem(t),o=this.getColumnItem(e);return this.scrollItemIntoView(i,o),this},setScroll:function(t,e){return t===this.scrollLeft&&e===this.scrollTop||(this.scrollLeft=t,this.scrollTop=e,this.scrollHandler()),this},setScrollLeft:function(t){return t===this.scrollLeft||(this.scrollLeft=t,this.scrollHandler()),this},setScrollTop:function(t){return 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t=e-(o-i);this.scrollLeft=t,this.scrollIntoViewChanged=!0}},scrollOnInit:function(){const{scrollLeft:t,scrollTop:e,scrollColumn:i,scrollRow:o}=this.renderSettings;this.scrollIntoViewChanged=!1,Number.isInteger(t)&&t!==this.scrollLeft&&(this.scrollLeft=t,this.scrollIntoViewChanged=!0),Number.isInteger(e)&&e!==this.scrollTop&&(this.scrollTop=e,this.scrollIntoViewChanged=!0),i&&this.scrollColumnIntoViewHandler(i),o&&this.scrollRowIntoViewHandler(o),this.scrollIntoViewChanged&&this.scrollPane.setPosition(this.scrollLeft,this.scrollTop)},scrollHandler:function(){this.scrollPane.setPosition(this.scrollLeft,this.scrollTop),this.scrollRenderHandler()},scrollRenderHandler:function(){this.previousScrollLeft===this.scrollLeft&&this.previousScrollTop===this.scrollTop||(this.previousScrollLeft=this.scrollLeft,this.previousScrollTop=this.scrollTop,this.onNextUpdated((()=>{this.updateScrollPaneFade(!0),this.trigger(y.onScroll,{scrollLeft:this.scrollLeft,scrollTop:this.scrollTop})})),this.render())},scrollTouchStartHandler:function(t,e){this.hideColumnLine(),this.scrollTouchLeft=this.getScrollLeft(),this.scrollTouchTop=this.getScrollTop(),this.scrollMaxTouchLeft=this.getMaxScrollLeft(),this.scrollMaxTouchTop=this.getMaxScrollTop()},getTouchOrientation:function(t){return t.orientation?t.orientation:[e.LEFT,e.RIGHT].includes(t.direction)?(t.orientation||(t.orientation="Y"),t.orientation):[e.UP,e.DOWN].includes(t.direction)?(t.orientation||(t.orientation="X"),t.orientation):void 0},scrollTouchMoveHandler:function(t,e){if(e.touchLength>1)return;let i=e.offsetX,o=e.offsetY;const n=this.getTouchOrientation(e);"X"===n?i=0:"Y"===n&&(o=0);let s=this.scrollTouchLeft-i,r=this.scrollTouchTop-o;s=d.clamp(s,0,this.scrollMaxTouchLeft),r=d.clamp(r,0,this.scrollMaxTouchTop);let l=!1;this.scrollPaneHidden&&(l=this.scrollPaneFrozen.setOffsetH(-e.moveX),s=0);const h=this.getScrollLeft(),a=this.getScrollTop();(s!==h||r!==a||l)&&(d.preventDefault(e.e),this.setScroll(s,r))},scrollTouchEndHandler:function(){this.protectedItem=null},scrollTouchInertiaHandler:function(t,e){const i=this.getScrollLeft(),o=this.getScrollTop(),n=i-e.touchInertiaX,s=o-e.touchInertiaY;this.setScroll(n,s)},getScrollViewWidth:function(){let t=this.getScrollPaneWidth();return this.frozenInfo.right||(t-=this.getScrollbarWidth()),t},getScrollViewHeight:function(){let t=this.getScrollPaneHeight();return this.frozenInfo.bottom||(t-=this.getScrollbarHeight()),t},getScrollPaneWidth:function(){return this.scrollPane.width()},getScrollPaneHeight:function(){return this.scrollPane.height()},getScrollbarWidth:function(){return this.hasVScroll&&!this.options.scrollbarFade?this.scrollbarSizeV:0},getScrollbarHeight:function(){return this.hasHScroll&&!this.options.scrollbarFade?this.scrollbarSizeH:0},getScrollLeft:function(){return this.scrollPane.getScrollLeft()},getScrollTop:function(){return this.scrollPane.getScrollTop()},getMaxScrollLeft:function(){return this.scrollPane.getMaxScrollLeft()},getMaxScrollTop:function(){return this.scrollPane.getMaxScrollTop()}};class Dt{constructor(t){this.options=this.generateOptions(t)}generateOptions(t){return d.merge({ignore:null,sortField:"",sortFactor:1,sortBlankFactor:1,sortComparer:null},t)}sortList(t){if(!d.isList(t)||1===t.length)return!1;this.ignoreExcludeHandler(t);const e=this.comparerHandler(t);return this.ignoreIncludeHandler(t),e}getDefaultComparer(t){return(ft[t]||ft.string).bind(this)}comparerHandler(t){const e=this.options,i=e.sortField,o=e.sortFactor,n=e.sortBlankFactor,s=e.sortComparer;return"function"==typeof s&&(t.sort(((t,e)=>s.call(this,t,e,{sortField:i,sortFactor:o,sortBlankFactor:n}))),!0)}ignoreExcludeHandler(t){const e=this.options.ignore;this.ignoreListTop=[],this.ignoreListBottom=[];const i=[];for(let o=0,n=t.length;o{t.unshift(e.item)})),this.ignoreListBottom.forEach((e=>{t.push(e.item)}))}}const Bt={removeSortColumn:function(){return this.sortColumn=null,this.$header&&this.$header.find(".tg-column-sorted").removeClass("tg-column-sorted"),this},setSortColumn:function(t){if(!(t=this.getColumnItem(t)))return;if(!this.isColumnSortable(t))return;t===this.sortColumn?t.sortAsc=!t.sortAsc:d.hasOwn(t,"sortAsc")||(t.sortAsc=this.options.sortAsc),this.sortColumn=t;if(this.getRowsLength()-this.frozenInfo.rows<2)return;if(!this.headerCreated)return;this.updateRowsSort()&&(this.renderHeaderSort(),this.flushSort(),this.render("rows"))},renderHeaderSort:function(){const t=this.sortColumn;if(!t)return this;if(!this.isColumnSortable(t))return this;this.$header.find(".tg-column-sorted").removeClass("tg-column-sorted");const e=t.tg_view_index,i=this.$header.find(`.tg-header-item[column='${e}']`).find(".tg-column-header").addClass("tg-column-sorted");return t.sortAsc?i.removeClass("tg-sort-desc").addClass("tg-sort-asc"):i.removeClass("tg-sort-asc").addClass("tg-sort-desc"),this},getSortComparer:function(t){const e=t.comparer;if("function"==typeof e)return e;const i=this.options.sortComparers,o=i[e||t.type];return"function"==typeof o?o:i.string},updateRowsSort:function(){const t=this.sortColumn;if(!t)return!1;const e=t.id;return!!e&&this.sortRows(e,t)},sortRows:function(t){let e=arguments.length>1&&void 0!==arguments[1]?arguments[1]:{};const i=e.sortAsc?-1:1,o=this.options.sortBlankValueBottom?1:i,n=this.getSortComparer(e);let s=!1;const r=new Dt({ignore:function(t){return t.tg_frozen?{item:t,top:!0}:t.sortFixed?{item:t,top:"top"===t.sortFixed}:void 0},sortField:t,sortFactor:i,sortBlankFactor:o,sortComparer:n}),l=function(t){r.sortList(t)&&(s=!0),t.forEach((function(t,e){t.tg_sub_index=e,t.subs&&l(t.subs)}))};return l(this.rows),s&&this.initRowsHandler(),s}},At={default:{},lightblue:{rowHeight:35,scrollbarSize:10,scrollbarRound:!0},dark:{}},Wt={getAllThemes:function(){return Object.keys(At)},getThemeOptions:function(t){return At[t]}},Ft={update:function(){return this.flushBody(),this.render("rows"),this},updateRow:function(t,e){const i=this.getRowItem(t);if(!i)return this;if(e&&"object"==typeof e){const t=this.getItemSnapshot(e);Object.keys(t).forEach((function(e){i[e]=t[e]}))}return this.flushRow(i.tg_view_index),this.render("rows"),this},updateCell:function(t,e,i){const o=this.getRowItem(t);if(!o)return this;const n=this.getColumnItem(e);return n?(arguments.length>2&&(o[n.id]=i),this.flushCell(o.tg_view_index,n.tg_view_index),this.render("rows"),this):this},onNextUpdated:function(t){return"function"!=typeof t||this.once(y.onUpdated,t),this}},Gt={getViewport:function(){this.scrollLeft=this.getScrollLeft(),this.scrollTop=this.getScrollTop();return{rows:this.getViewportRows(),columns:this.getViewportColumns()}},getViewportRows:function(){const t=[],e=this.viewRows,i=e.length;if(!i)return t;let o=this.options.rowCacheLength;o=d.clamp(d.toNum(o,!0),0,i);const n=this.frozenInfo.rows;if(n){let e=0;for(;e1;){const n=Math.floor(.5*(e+i)),s=t[n],r=this.getRowTop(s),l=this.getRowHeight(s);if(or+l))return n;e=n}}const n=t[i];return o=e)return[];const i=[],o=this.frozenInfo.columns,n=this.viewColumns;for(let s=o,r=n.length;s0;){const n=t[0]-1;n>o&&t.unshift(n);const s=t[t.length-1]+1;si)&&!(n0&&(e.rows.length=o),i=t.options}return this.data=e,this.dataOptions=i,this}setDataSnapshot(t){return this.setData(this.generateDataSnapshot(t)),this}getData(){return this.data}toString(){return"[object Grid]"}}var Ut;Ut=jt.prototype,[v,R,S,T,E,I,L,x,z,F,G,j,K,q,J,Z,tt,et,pt,mt,bt,wt,vt,Ht,{keyTabHandler:function(t){},keyEnterHandler:function(t){},keyEscHandler:function(t){},keyPageUpHandler:function(t){return this.scrollPane.keyPageUpHandler(t)},keyPageDownHandler:function(t){return this.scrollPane.keyPageDownHandler(t)},keyEndHandler:function(t){return this.scrollPane.keyEndHandler(t)},keyHomeHandler:function(t){return this.scrollPane.keyHomeHandler(t)},keyLeftHandler:function(t){return this.scrollPaneHidden?this.scrollPaneFrozen.keyLeftHandler(t):this.scrollPane.keyLeftHandler(t)},keyUpHandler:function(t){return this.scrollPane.keyUpHandler(t)},keyRightHandler:function(t){return this.scrollPaneHidden?this.scrollPaneFrozen.keyRightHandler(t):this.scrollPane.keyRightHandler(t)},keyDownHandler:function(t){return this.scrollPane.keyDownHandler(t)}},Ct,yt,Rt,St,Tt,{showRow:function(t){return this.updateRowsInvisible(this.toRowItemList(t),!1)},hideRow:function(t){return this.updateRowsInvisible(this.toRowItemList(t),!0)},updateRowsInvisible:function(t,e){if(!t.length)return!1;const i=[];return t.forEach((t=>{t.invisible!==e&&(t.invisible=e,t.tg_invisible=e,i.push(t))})),!!i.length&&(this.update(),!0)}},Et,It,Lt,xt,zt,Vt,Ot,$t,Bt,Wt,Ft,Gt].forEach((t=>{for(const e in t){if(d.hasOwn(Ut,e))throw new Error(`ERROR: extends with an existing key: "${e}"`);Ut[e]=t[e]}}));const Xt=jt,Yt=e.VERSION,Kt=e.TIMESTAMP,qt={VERSION:Yt,TIMESTAMP:Kt,Grid:Xt,$:w,CONST:e,EventBase:k,Icon:X,Motion:B,ScrollPane:kt,Util:d}})();var n=o.$,s=o.MP,r=o._d,l=o.xA,h=o.In,a=o.T8,c=o.Gr,d=o.ht,u=o.J0,g=o.xv,f=o.Ay;export{n as $,s as CONST,r as EventBase,l as Grid,h as Icon,a as Motion,c as ScrollPane,d as TIMESTAMP,u as Util,g as VERSION,f as default}; \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/js/workflow-metadata.js b/custom_nodes/ComfyUI-Manager/js/workflow-metadata.js new file mode 100644 index 0000000000000000000000000000000000000000..82dbe0168e1fd7c359243f98bf144811cbd7ce6d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/js/workflow-metadata.js @@ -0,0 +1,84 @@ +/** + * Attaches metadata to the workflow on save + * - custom node pack version to all custom nodes used in the workflow + * + * Example metadata: + * "nodes": { + * "1": { + * type: "CheckpointLoaderSimple", + * ... + * properties: { + * cnr_id: "comfy-core", + * version: "0.3.8", + * }, + * }, + * } + * + * @typedef {Object} NodeInfo + * @property {string} ver - Version (git hash or semantic version) + * @property {string} cnr_id - ComfyRegistry node ID + * @property {boolean} enabled - Whether the node is enabled + */ + +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js"; + +class WorkflowMetadataExtension { + constructor() { + this.name = "Comfy.CustomNodesManager.WorkflowMetadata"; + this.installedNodes = {}; + this.comfyCoreVersion = null; + } + + /** + * Get the installed nodes info + * @returns {Promise>} The mapping from node name to its info. + * ver can either be a git commit hash or a semantic version such as "1.0.0" + * cnr_id is the id of the node in the ComfyRegistry + * enabled is true if the node is enabled, false if it is disabled + */ + async getInstalledNodes() { + const res = await api.fetchApi("/customnode/installed"); + return await res.json(); + } + + async init() { + this.installedNodes = await this.getInstalledNodes(); + this.comfyCoreVersion = (await api.getSystemStats()).system.comfyui_version; + } + + /** + * Called when any node is created + * @param {LGraphNode} node The newly created node + */ + nodeCreated(node) { + try { + // nodeData doesn't exist if node is missing or node is frontend only node + if (!node?.constructor?.nodeData?.python_module) return; + + const nodeProperties = (node.properties ??= {}); + const modules = node.constructor.nodeData.python_module.split("."); + const moduleType = modules[0]; + + if (moduleType === "custom_nodes") { + const nodePackageName = modules[1]; + const { cnr_id, aux_id, ver } = + this.installedNodes[nodePackageName] ?? + this.installedNodes[nodePackageName.toLowerCase()] ?? + {}; + + if (cnr_id === "comfy-core") return; // don't allow hijacking comfy-core name + if (cnr_id) nodeProperties.cnr_id = cnr_id; + else nodeProperties.aux_id = aux_id; + if (ver) nodeProperties.ver = ver.trim(); + } else if (["nodes", "comfy_extras", "comfy_api_nodes"].includes(moduleType)) { + nodeProperties.cnr_id = "comfy-core"; + nodeProperties.ver = this.comfyCoreVersion; + } + } catch (e) { + console.error(e); + } + } +} + +app.registerExtension(new WorkflowMetadataExtension()); diff --git a/custom_nodes/ComfyUI-Manager/json-checker.py b/custom_nodes/ComfyUI-Manager/json-checker.py new file mode 100644 index 0000000000000000000000000000000000000000..49ae63a34809cb1215f2a8479cf73d3bcb6a9d2b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/json-checker.py @@ -0,0 +1,264 @@ +#!/usr/bin/env python3 +"""JSON Entry Validator + +Validates JSON entries based on content structure. + +Validation rules based on JSON content: +- {"custom_nodes": [...]}: Validates required fields (author, title, reference, files, install_type, description) +- {"models": [...]}: Validates JSON syntax only (no required fields) +- Other JSON structures: Validates JSON syntax only + +Git repository URL validation (for custom_nodes): +1. URLs must NOT end with .git +2. URLs must follow format: https://github.com/{author}/{reponame} +3. .py and .js files are exempt from this check + +Supported formats: +- Array format: [{...}, {...}] +- Object format: {"custom_nodes": [...]} or {"models": [...]} +""" + +import json +import re +import sys +from pathlib import Path +from typing import Dict, List, Tuple + + +# Required fields for each entry type +REQUIRED_FIELDS_CUSTOM_NODE = ['author', 'title', 'reference', 'files', 'install_type', 'description'] +REQUIRED_FIELDS_MODEL = [] # model-list.json doesn't require field validation + +# Pattern for valid GitHub repository URL (without .git suffix) +GITHUB_REPO_PATTERN = re.compile(r'^https://github\.com/[^/]+/[^/]+$') + + +def get_entry_context(entry: Dict) -> str: + """Get identifying information from entry for error messages + + Args: + entry: JSON entry + + Returns: + String with author and reference info + """ + parts = [] + if 'author' in entry: + parts.append(f"author={entry['author']}") + if 'reference' in entry: + parts.append(f"ref={entry['reference']}") + if 'title' in entry: + parts.append(f"title={entry['title']}") + + if parts: + return " | ".join(parts) + else: + # No identifying info - show actual entry content (truncated) + import json + entry_str = json.dumps(entry, ensure_ascii=False) + if len(entry_str) > 100: + entry_str = entry_str[:100] + "..." + return f"content={entry_str}" + + +def validate_required_fields(entry: Dict, entry_index: int, required_fields: List[str]) -> List[str]: + """Validate that all required fields are present + + Args: + entry: JSON entry to validate + entry_index: Index of entry in array (for error reporting) + required_fields: List of required field names + + Returns: + List of error descriptions (without entry prefix/context) + """ + errors = [] + + for field in required_fields: + if field not in entry: + errors.append(f"Missing required field '{field}'") + elif entry[field] is None: + errors.append(f"Field '{field}' is null") + elif isinstance(entry[field], str) and not entry[field].strip(): + errors.append(f"Field '{field}' is empty") + elif field == 'files' and not entry[field]: # Empty array + errors.append("Field 'files' is empty array") + + return errors + + +def validate_git_repo_urls(entry: Dict, entry_index: int) -> List[str]: + """Validate git repository URLs in 'files' array + + Requirements: + - Git repo URLs must NOT end with .git + - Must follow format: https://github.com/{author}/{reponame} + - .py and .js files are exempt + + Args: + entry: JSON entry to validate + entry_index: Index of entry in array (for error reporting) + + Returns: + List of error descriptions (without entry prefix/context) + """ + errors = [] + + if 'files' not in entry or not isinstance(entry['files'], list): + return errors + + for file_url in entry['files']: + if not isinstance(file_url, str): + continue + + # Skip .py and .js files - they're exempt from git repo validation + if file_url.endswith('.py') or file_url.endswith('.js'): + continue + + # Check if it's a GitHub URL (likely a git repo) + if 'github.com' in file_url: + # Error if URL ends with .git + if file_url.endswith('.git'): + errors.append(f"Git repo URL must NOT end with .git: {file_url}") + continue + + # Validate format: https://github.com/{author}/{reponame} + if not GITHUB_REPO_PATTERN.match(file_url): + errors.append(f"Invalid git repo URL format (expected https://github.com/author/reponame): {file_url}") + + return errors + + +def validate_entry(entry: Dict, entry_index: int, required_fields: List[str]) -> List[str]: + """Validate a single JSON entry + + Args: + entry: JSON entry to validate + entry_index: Index of entry in array (for error reporting) + required_fields: List of required field names + + Returns: + List of error messages (empty if valid) + """ + errors = [] + + # Check required fields + errors.extend(validate_required_fields(entry, entry_index, required_fields)) + + # Check git repository URLs + errors.extend(validate_git_repo_urls(entry, entry_index)) + + return errors + + +def validate_json_file(file_path: str) -> Tuple[bool, List[str]]: + """Validate JSON file containing entries + + Args: + file_path: Path to JSON file + + Returns: + Tuple of (is_valid, error_messages) + """ + errors = [] + + # Check file exists + path = Path(file_path) + if not path.exists(): + return False, [f"File not found: {file_path}"] + + # Load JSON + try: + with open(path, 'r', encoding='utf-8') as f: + data = json.load(f) + except json.JSONDecodeError as e: + return False, [f"Invalid JSON: {e}"] + except Exception as e: + return False, [f"Error reading file: {e}"] + + # Determine required fields based on JSON content + required_fields = [] + + # Validate structure - support both array and object formats + entries_to_validate = [] + + if isinstance(data, list): + # Direct array format: [{...}, {...}] + entries_to_validate = data + elif isinstance(data, dict): + # Object format: {"custom_nodes": [...]} or {"models": [...]} + # Determine validation based on keys + if 'custom_nodes' in data and isinstance(data['custom_nodes'], list): + required_fields = REQUIRED_FIELDS_CUSTOM_NODE + entries_to_validate = data['custom_nodes'] + elif 'models' in data and isinstance(data['models'], list): + required_fields = REQUIRED_FIELDS_MODEL + entries_to_validate = data['models'] + else: + # Other JSON structures (extension-node-map.json, etc.) - just validate JSON syntax + return True, [] + else: + return False, ["JSON root must be either an array or an object containing arrays"] + + # Validate each entry + for idx, entry in enumerate(entries_to_validate, start=1): + if not isinstance(entry, dict): + # Show actual value for type errors + entry_str = json.dumps(entry, ensure_ascii=False) if not isinstance(entry, str) else repr(entry) + if len(entry_str) > 150: + entry_str = entry_str[:150] + "..." + errors.append(f"\n❌ Entry #{idx}: Must be an object, got {type(entry).__name__}") + errors.append(f" Actual value: {entry_str}") + continue + + entry_errors = validate_entry(entry, idx, required_fields) + if entry_errors: + # Group errors by entry with context + context = get_entry_context(entry) + errors.append(f"\n❌ Entry #{idx} ({context}):") + for error in entry_errors: + errors.append(f" - {error}") + + is_valid = len(errors) == 0 + return is_valid, errors + + +def main(): + """Main entry point""" + if len(sys.argv) < 2: + print("Usage: python json-checker.py ") + print("\nValidates JSON entries based on content:") + print(" - {\"custom_nodes\": [...]}: Validates required fields (author, title, reference, files, install_type, description)") + print(" - {\"models\": [...]}: Validates JSON syntax only (no required fields)") + print(" - Other JSON structures: Validates JSON syntax only") + print("\nGit repo URL validation (for custom_nodes):") + print(" - URLs must NOT end with .git") + print(" - URLs must follow: https://github.com/{author}/{reponame}") + sys.exit(1) + + file_path = sys.argv[1] + + is_valid, errors = validate_json_file(file_path) + + if is_valid: + print(f"✅ {file_path}: Validation passed") + sys.exit(0) + else: + print(f"Validating: {file_path}") + print("=" * 60) + print("❌ Validation failed!\n") + print("Errors:") + # Count actual errors (lines starting with " -") + error_count = sum(1 for e in errors if e.strip().startswith('-')) + for error in errors: + # Don't add ❌ prefix to grouped entries (they already have it) + if error.strip().startswith('❌'): + print(error) + else: + print(error) + print(f"\nTotal errors: {error_count}") + sys.exit(1) + + +if __name__ == '__main__': + main() diff --git a/custom_nodes/ComfyUI-Manager/misc/Impact.pack b/custom_nodes/ComfyUI-Manager/misc/Impact.pack new file mode 100644 index 0000000000000000000000000000000000000000..93fd32847cc827929cb6a0987466aaf2628c3145 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/misc/Impact.pack @@ -0,0 +1,444 @@ +{ + "Impact::MAKE_BASIC_PIPE": { + 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"https://github.com/madebyollin/taesd/raw/main/taef1_decoder.pth", + "size": "4.71MB" + }, + { + "name": "TAEF1 Encoder", + "type": "TAESD", + "base": "FLUX.1", + "save_path": "vae_approx", + "description": "(FLUX.1 Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taef1_encoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taef1_encoder.pth", + "size": "4.71MB" + }, + { + "name": "TAESD3 Decoder", + "type": "TAESD", + "base": "SD3", + "save_path": "vae_approx", + "description": "(SD3 Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesd3_decoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesd3_decoder.pth", + "size": "4.94MB" + }, + { + "name": "TAESD3 Encoder", + "type": "TAESD", + "base": "SD3", + "save_path": "vae_approx", + "description": "(SD3 Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesd3_encoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesd3_encoder.pth", + "size": "4.94MB" + }, + { + "name": "TAESDXL Decoder", + "type": "TAESD", + "base": "SDXL", + "save_path": "vae_approx", + "description": "(SDXL Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesdxl_decoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesdxl_decoder.pth", + "size": "4.91MB" + }, + { + "name": "TAESDXL Encoder", + "type": "TAESD", + "base": "SDXL", + "save_path": "vae_approx", + "description": "(SDXL Verison) To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesdxl_encoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesdxl_encoder.pth", + "size": "4.91MB" + }, + { + "name": "TAESD Decoder", + "type": "TAESD", + "base": "SD1.x", + "save_path": "vae_approx", + "description": "To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesd_decoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesd_decoder.pth", + "size": "4.91MB" + }, + { + "name": "TAESD Encoder", + "type": "TAESD", + "base": "SD1.x", + "save_path": "vae_approx", + "description": "To view the preview in high quality while running samples in ComfyUI, you will need this model.", + "reference": "https://github.com/madebyollin/taesd", + "filename": "taesd_encoder.pth", + "url": "https://github.com/madebyollin/taesd/raw/main/taesd_encoder.pth", + "size": "4.91MB" + }, + { + "name": "RealESRGAN x2", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "RealESRGAN x2 upscaler model", + "reference": "https://huggingface.co/ai-forever/Real-ESRGAN", + "filename": "RealESRGAN_x2.pth", + "url": "https://huggingface.co/ai-forever/Real-ESRGAN/resolve/main/RealESRGAN_x2.pth", + "size": "67.1MB" + }, + { + "name": "RealESRGAN x4", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "RealESRGAN x4 upscaler model", + "reference": "https://huggingface.co/ai-forever/Real-ESRGAN", + "filename": "RealESRGAN_x4.pth", + "url": "https://huggingface.co/ai-forever/Real-ESRGAN/resolve/main/RealESRGAN_x4.pth", + "size": "67.0MB" + }, + { + "name": "ESRGAN x4", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "ESRGAN x4 upscaler model", + "reference": "https://huggingface.co/Afizi/ESRGAN_4x.pth", + "filename": "ESRGAN_4x.pth", + "url": "https://huggingface.co/Afizi/ESRGAN_4x.pth/resolve/main/ESRGAN_4x.pth", + "size": "66.9MB" + }, + { + "name": "4x_foolhardy_Remacri", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "4x_foolhardy_Remacri upscaler model", + "reference": "https://huggingface.co/FacehugmanIII/4x_foolhardy_Remacri", + "filename": "4x_foolhardy_Remacri.pth", + "url": "https://huggingface.co/FacehugmanIII/4x_foolhardy_Remacri/resolve/main/4x_foolhardy_Remacri.pth", + "size": "67.0MB" + }, + { + "name": "4x-AnimeSharp", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "4x-AnimeSharp upscaler model", + "reference": "https://huggingface.co/Kim2091/AnimeSharp/", + "filename": "4x-AnimeSharp.pth", + "url": "https://huggingface.co/Kim2091/AnimeSharp/resolve/main/4x-AnimeSharp.pth", + "size": "67.0MB" + }, + { + "name": "4x-UltraSharp", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "4x-UltraSharp upscaler model", + "reference": "https://huggingface.co/Kim2091/UltraSharp/", + "filename": "4x-UltraSharp.pth", + "url": "https://huggingface.co/Kim2091/UltraSharp/resolve/main/4x-UltraSharp.pth", + "size": "67.0MB" + }, + { + "name": "4x_NMKD-Siax_200k", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "4x_NMKD-Siax_200k upscaler model", + "reference": "https://huggingface.co/gemasai/4x_NMKD-Siax_200k", + "filename": "4x_NMKD-Siax_200k.pth", + "url": "https://huggingface.co/gemasai/4x_NMKD-Siax_200k/resolve/main/4x_NMKD-Siax_200k.pth", + "size": "67.0MB" + }, + { + "name": "8x_NMKD-Superscale_150000_G", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "8x_NMKD-Superscale_150000_G upscaler model", + "reference": "https://huggingface.co/uwg/upscaler", + "filename": "8x_NMKD-Superscale_150000_G.pth", + "url": "https://huggingface.co/uwg/upscaler/resolve/main/ESRGAN/8x_NMKD-Superscale_150000_G.pth", + "size": "67.1MB" + }, + { + "name": "8x_NMKD-Faces_160000_G", + "type": "upscale", + "base": "upscale", + "save_path": "default", + "description": "8x_NMKD-Faces_160000_G upscaler model", + "reference": "https://huggingface.co/gemasai/8x_NMKD-Faces_160000_G/tree/main", + "filename": "8x_NMKD-Faces_160000_G.pth", + "url": "https://huggingface.co/gemasai/8x_NMKD-Faces_160000_G/resolve/main/8x_NMKD-Faces_160000_G.pth", + "size": "67.2MB" + }, + { + "name": "LDSR(Latent Diffusion Super Resolution)", + "type": "upscale", + "base": "upscale", + "save_path": "upscale_models/ldsr", + "description": "LDSR upscale model. Through the [a/ComfyUI-Flowty-LDSR](https://github.com/flowtyone/ComfyUI-Flowty-LDSR) extension, the upscale model can be utilized.", + "reference": "https://github.com/CompVis/latent-diffusion", + "filename": "last.ckpt", + "url": "https://heibox.uni-heidelberg.de/f/578df07c8fc04ffbadf3/?dl=1", + "size": "2.04GB" + }, + { + "name": "stabilityai/stable-diffusion-x4-upscaler", + "type": "checkpoint", + "base": "upscale", + "save_path": "checkpoints/upscale", + "description": "This upscaling model is a latent text-guided diffusion model and should be used with SD_4XUpscale_Conditioning and KSampler.", + "reference": "https://huggingface.co/stabilityai/stable-diffusion-x4-upscaler", + "filename": "x4-upscaler-ema.safetensors", + "url": "https://huggingface.co/stabilityai/stable-diffusion-x4-upscaler/resolve/main/x4-upscaler-ema.safetensors", + "size": "3.53GB" + }, + { + "name": "Deepbump", + "type": "deepbump", + "base": "deepbump", + "save_path": "deepbump", + "description": "Checkpoint of the deepbump model to generate height and normal maps textures from an image (requires comfy_mtb)", + "reference": "https://github.com/HugoTini/DeepBump", + "filename": "deepbump256.onnx", + "url": "https://github.com/HugoTini/DeepBump/raw/master/deepbump256.onnx", + "size": "26.7MB" + }, + { + "name": "GFPGAN 1.3", + "type": "face_restore", + "base": "face_restore", + "save_path": "face_restore", + "description": "Face restoration", + "reference": "https://github.com/TencentARC/GFPGAN", + "filename": "GFPGANv1.3.pth", + "url": "https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.3.pth", + "size": "348.6MB" + }, + { + "name": "GFPGAN 1.4", + "type": "face_restore", + "base": "face_restore", + "save_path": "face_restore", + "description": "Face restoration", + "reference": "https://github.com/TencentARC/GFPGAN", + "filename": "GFPGANv1.4.pth", + "url": "https://github.com/TencentARC/GFPGAN/releases/download/v1.3.0/GFPGANv1.4.pth", + "size": "348.6MB" + }, + { + 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"v3_sd15_mm.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v3_sd15_mm.ckpt", + "size": "1.67GB" + }, + { + "name": "animatediff/mm_sdxl_v10_beta.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "animatediff", + "base": "SDXL", + "save_path": "animatediff_models", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "mm_sdxl_v10_beta.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/mm_sdxl_v10_beta.ckpt", + "size": "950.1MB" + }, + { + "name": "AD_Stabilized_Motion/mm-Stabilized_high.pth (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "animatediff", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": 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'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/CiaraRowles/TemporalDiff", + "filename": "temporaldiff-v1-animatediff.ckpt", + "url": "https://huggingface.co/CiaraRowles/TemporalDiff/resolve/main/temporaldiff-v1-animatediff.ckpt", + "size": "1.67GB" + }, + { + "name": "Leoxing/pia.ckpt", + "type": "animatediff-pia", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "AnimateDiff-PIA Model", + "reference": "https://huggingface.co/Leoxing/PIA/tree/main", + "filename": "pia.ckpt", + "url": "https://huggingface.co/Leoxing/PIA/resolve/main/pia.ckpt", + "size": "1.67GB" + }, + + { + "name": "animatediff/v2_lora_PanLeft.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_PanLeft.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_PanLeft.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_PanRight.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_PanRight.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_PanRight.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_RollingAnticlockwise.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_RollingAnticlockwise.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_RollingAnticlockwise.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_RollingClockwise.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_RollingClockwise.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_RollingClockwise.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_TiltDown.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_TiltDown.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_TiltDown.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_TiltUp.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_TiltUp.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_TiltUp.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_ZoomIn.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_ZoomIn.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_ZoomIn.ckpt", + "size": "77.5MB" + }, + { + "name": "animatediff/v2_lora_ZoomOut.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "motion lora", + "base": "SD1.x", + "save_path": "animatediff_motion_lora", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v2_lora_ZoomOut.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v2_lora_ZoomOut.ckpt", + "size": "77.5MB" + }, + { + "name": "LongAnimatediff/lt_long_mm_32_frames.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "animatediff", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/Lightricks/LongAnimateDiff", + "filename": "lt_long_mm_32_frames.ckpt", + "url": "https://huggingface.co/Lightricks/LongAnimateDiff/resolve/main/lt_long_mm_32_frames.ckpt", + "size": "1.82GB" + }, + { + "name": "LongAnimatediff/lt_long_mm_16_64_frames.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "animatediff", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/Lightricks/LongAnimateDiff", + "filename": "lt_long_mm_16_64_frames.ckpt", + "url": "https://huggingface.co/Lightricks/LongAnimateDiff/resolve/main/lt_long_mm_16_64_frames.ckpt", + "size": "1.83GB" + }, + { + "name": "LongAnimatediff/lt_long_mm_16_64_frames_v1.1.ckpt (ComfyUI-AnimateDiff-Evolved) (Updated path)", + "type": "animatediff", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "Pressing 'install' directly downloads the model from the Kosinkadink/ComfyUI-AnimateDiff-Evolved extension node.", + "reference": "https://huggingface.co/Lightricks/LongAnimateDiff", + "filename": "lt_long_mm_16_64_frames_v1.1.ckpt", + "url": "https://huggingface.co/Lightricks/LongAnimateDiff/resolve/main/lt_long_mm_16_64_frames_v1.1.ckpt", + "size": "1.83GB" + }, + { + "name": "animatediff/v3_sd15_sparsectrl_rgb.ckpt (ComfyUI-AnimateDiff-Evolved)", + "type": "controlnet", + "base": "SD1.x", + "save_path": "controlnet/SD1.5/animatediff", + "description": "AnimateDiff SparseCtrl RGB ControlNet model", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v3_sd15_sparsectrl_rgb.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v3_sd15_sparsectrl_rgb.ckpt", + "size": "1.99GB" + }, + { + "name": "animatediff/v3_sd15_sparsectrl_scribble.ckpt", + "type": "controlnet", + "base": "SD1.x", + "save_path": "controlnet/SD1.5/animatediff", + "description": "AnimateDiff SparseCtrl Scribble ControlNet model", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v3_sd15_sparsectrl_scribble.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v3_sd15_sparsectrl_scribble.ckpt", + "size": "1.99GB" + }, + { + "name": "animatediff/v3_sd15_adapter.ckpt", + "type": "lora", + "base": "SD1.x", + "save_path": "loras/SD1.5/animatediff", + "description": "AnimateDiff Adapter LoRA (SD1.5)", + "reference": "https://huggingface.co/guoyww/animatediff", + "filename": "v3_sd15_adapter.ckpt", + "url": "https://huggingface.co/guoyww/animatediff/resolve/main/v3_sd15_adapter.ckpt", + "size": "102.1MB" + }, + { + "name": "TencentARC/motionctrl.pth", + "type": "checkpoint", + "base": "MotionCtrl", + "save_path": "checkpoints/motionctrl", + "description": "To use the ComfyUI-MotionCtrl extension, downloading this model is required.", + "reference": "https://huggingface.co/TencentARC/MotionCtrl", + "filename": "motionctrl.pth", + "url": "https://huggingface.co/TencentARC/MotionCtrl/resolve/main/motionctrl.pth", + "size": "4.02GB" + }, + { + "name": "ip-adapter_sd15.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sd15.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15.safetensors", + "size": "44.6MB" + }, + { + "name": "ip-adapter_sd15_light_v11.bin", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sd15_light_v11.bin", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15_light_v11.bin", + "size": "44.6MB" + }, + { + "name": "ip-adapter_sd15_light.safetensors [DEPRECATED]", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sd15_light.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15_light.safetensors", + "size": "44.6MB" + }, + { + "name": "ip-adapter-plus_sd15.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter-plus_sd15.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-plus_sd15.safetensors", + "size": "98.2MB" + }, + { + "name": "ip-adapter-plus-face_sd15.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter-plus-face_sd15.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-plus-face_sd15.safetensors", + "size": "98.2MB" + }, + { + "name": "ip-adapter-full-face_sd15.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter-full-face_sd15.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter-full-face_sd15.safetensors", + "size": "43.6MB" + }, + { + "name": "ip-adapter_sd15_vit-G.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sd15_vit-G.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15_vit-G.safetensors", + "size": "46.2MB" + }, + { + "name": "ip-adapter-faceid_sd15.bin", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid_sd15.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid_sd15.bin", + "size": "96.7MB" + }, + { + "name": "ip-adapter-faceid-plusv2_sd15.bin", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Plus V2 Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plusv2_sd15.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plusv2_sd15.bin", + "size": "156.6MB" + }, + { + "name": "ip-adapter-faceid-plus_sd15.bin [DEPRECATED]", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Plus Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plus_sd15.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plus_sd15.bin", + "size": "156.6MB" + }, + { + "name": "ip-adapter-faceid-portrait-v11_sd15.bin", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Portrait V11 Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-portrait-v11_sd15.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-portrait-v11_sd15.bin", + "size": "64.6MB" + }, + { + "name": "ip-adapter-faceid-portrait_sd15.bin [DEPRECATED]", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Portrait Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-portrait_sd15.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-portrait_sd15.bin", + "size": "64.6MB" + }, + { + "name": "ip-adapter-faceid_sdxl.bin", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Model (SDXL) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid_sdxl.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid_sdxl.bin", + "size": "1.07GB" + }, + { + "name": "ip-adapter-faceid-plusv2_sdxl.bin", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Plus Model (SDXL) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plusv2_sdxl.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plusv2_sdxl.bin", + "size": "1.49GB" + }, + { + "name": "ip-adapter-faceid-portrait_sdxl.bin", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Portrait Model (SDXL) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-portrait_sdxl.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-portrait_sdxl.bin", + "size": "749.8MB" + }, + { + "name": "ip-adapter-faceid-portrait_sdxl_unnorm.bin", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "IP-Adapter-FaceID Portrait Model (SDXL/unnorm) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-portrait_sdxl_unnorm.bin", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-portrait_sdxl_unnorm.bin", + "size": "1.01GB" + }, + { + "name": "ip-adapter-faceid_sd15_lora.safetensors", + "type": "lora", + "base": "SD1.5", + "save_path": "loras/ipadapter", + "description": "IP-Adapter-FaceID LoRA Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid_sd15_lora.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid_sd15_lora.safetensors", + "size": "51.1MB" + }, + { + "name": "ip-adapter-faceid-plus_sd15_lora.safetensors [DEPRECATED]", + "type": "lora", + "base": "SD1.5", + "save_path": "loras/ipadapter", + "description": "IP-Adapter-FaceID Plus LoRA Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plus_sd15_lora.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plus_sd15_lora.safetensors", + "size": "51.1MB" + }, + { + "name": "ip-adapter-faceid-plusv2_sd15_lora.safetensors", + "type": "lora", + "base": "SD1.5", + "save_path": "loras/ipadapter", + "description": "IP-Adapter-FaceID-Plus V2 LoRA Model (SD1.5) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plusv2_sd15_lora.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plusv2_sd15_lora.safetensors", + "size": "51.1MB" + }, + { + "name": "ip-adapter-faceid_sdxl_lora.safetensors", + "type": "lora", + "base": "SDXL", + "save_path": "loras/ipadapter", + "description": "IP-Adapter-FaceID LoRA Model (SDXL) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid_sdxl_lora.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid_sdxl_lora.safetensors", + "size": "371.8MB" + }, + { + "name": "ip-adapter-faceid-plusv2_sdxl_lora.safetensors", + "type": "lora", + "base": "SDXL", + "save_path": "loras/ipadapter", + "description": "IP-Adapter-FaceID-Plus V2 LoRA Model (SDXL) [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter-FaceID", + "filename": "ip-adapter-faceid-plusv2_sdxl_lora.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter-FaceID/resolve/main/ip-adapter-faceid-plusv2_sdxl_lora.safetensors", + "size": "371.8MB" + }, + { + "name": "ip-adapter_sdxl.safetensors", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sdxl.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter_sdxl.safetensors", + "size": "702.6MB" + }, + { + "name": "ip-adapter_sdxl_vit-h.safetensors", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "This model requires the use of the SD1.5 encoder despite being for SDXL checkpoints [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter_sdxl_vit-h.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter_sdxl_vit-h.safetensors", + "size": "698.4MB" + }, + { + "name": "ip-adapter-plus_sdxl_vit-h.safetensors", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "This model requires the use of the SD1.5 encoder despite being for SDXL checkpoints [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter-plus_sdxl_vit-h.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter-plus_sdxl_vit-h.safetensors", + "size": "847.5MB" + }, + { + "name": "ip-adapter-plus-face_sdxl_vit-h.safetensors", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "This model requires the use of the SD1.5 encoder despite being for SDXL checkpoints [ipadapter]", + "reference": "https://huggingface.co/h94/IP-Adapter", + "filename": "ip-adapter-plus-face_sdxl_vit-h.safetensors", + "url": "https://huggingface.co/h94/IP-Adapter/resolve/main/sdxl_models/ip-adapter-plus-face_sdxl_vit-h.safetensors", + "size": "847.5MB" + }, + { + "name": "ip_plus_composition_sd15.safetensors", + "type": "IP-Adapter", + "base": "SD1.5", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/ostris/ip-composition-adapter", + "filename": "ip_plus_composition_sd15.safetensors", + "url": "https://huggingface.co/ostris/ip-composition-adapter/resolve/main/ip_plus_composition_sd15.safetensors", + "size": "98.2MB" + }, + { + "name": "ip_plus_composition_sdxl.safetensors", + "type": "IP-Adapter", + "base": "SDXL", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/ostris/ip-composition-adapter", + "filename": "ip_plus_composition_sdxl.safetensors", + "url": "https://huggingface.co/ostris/ip-composition-adapter/resolve/main/ip_plus_composition_sdxl.safetensors", + "size": "847.5MB" + }, + { + "name": "Kolors-IP-Adapter-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)", + "type": "IP-Adapter", + "base": "Kolors", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus", + "filename": "Kolors-IP-Adapter-Plus.bin", + "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-Plus/resolve/main/ip_adapter_plus_general.bin", + "size": "1.01GB" + }, + { + "name": "Kolors-IP-Adapter-FaceID-Plus.bin (Kwai-Kolors/Kolors-IP-Adapter-Plus)", + "type": "IP-Adapter", + "base": "Kolors", + "save_path": "ipadapter", + "description": "You can use this model in the [a/ComfyUI IPAdapter plus](https://github.com/cubiq/ComfyUI_IPAdapter_plus) extension.", + "reference": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus", + "filename": "Kolors-IP-Adapter-FaceID-Plus.bin", + "url": "https://huggingface.co/Kwai-Kolors/Kolors-IP-Adapter-FaceID-Plus/resolve/main/ipa-faceid-plus.bin", + "size": "2.39GB" + }, + + + + { + "name": "GFPGANv1.4.pth", + "type": "GFPGAN", + "base": "GFPGAN", + "save_path": "facerestore_models", + "description": "Face Restoration Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/TencentARC/GFPGAN/releases", + "filename": "GFPGANv1.4.pth", + "url": "https://github.com/TencentARC/GFPGAN/releases/download/v1.3.4/GFPGANv1.4.pth", + "size": "348.6MB" + }, + { + "name": "codeformer.pth", + "type": "CodeFormer", + "base": "CodeFormer", + "save_path": "facerestore_models", + "description": "Face Restoration Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/sczhou/CodeFormer/releases", + "filename": "codeformer.pth", + "url": "https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/codeformer.pth", + "size": "376.6MB" + }, + { + "name": "detection_Resnet50_Final.pth", + "type": "facexlib", + "base": "facexlib", + "save_path": "facerestore_models", + "description": "Face Detection Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/xinntao/facexlib", + "filename": "detection_Resnet50_Final.pth", + "url": "https://github.com/xinntao/facexlib/releases/download/v0.1.0/detection_Resnet50_Final.pth", + "size": "109.5MB" + }, + { + "name": "detection_mobilenet0.25_Final.pth", + "type": "facexlib", + "base": "facexlib", + "save_path": "facerestore_models", + "description": "Face Detection Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/xinntao/facexlib", + "filename": "detection_mobilenet0.25_Final.pth", + "url": "https://github.com/xinntao/facexlib/releases/download/v0.1.0/detection_mobilenet0.25_Final.pth", + "size": "1.79MB" + }, + { + "name": "yolov5l-face.pth", + "type": "facexlib", + "base": "facexlib", + "save_path": "facedetection", + "description": "Face Detection Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/xinntao/facexlib", + "filename": "yolov5l-face.pth", + "url": "https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/yolov5l-face.pth", + "size": "187.0MB" + }, + { + "name": "yolov5n-face.pth", + "type": "facexlib", + "base": "facexlib", + "save_path": "facedetection", + "description": "Face Detection Models. Download the model required for using the 'Facerestore CF (Code Former)' custom node.", + "reference": "https://github.com/xinntao/facexlib", + "filename": "yolov5n-face.pth", + "url": "https://github.com/sczhou/CodeFormer/releases/download/v0.1.0/yolov5n-face.pth", + "size": "7.15MB" + }, + { + "name": "photomaker-v1.bin", + "type": "photomaker", + "base": "SDXL", + "save_path": "photomaker", + "description": "PhotoMaker model. This model is compatible with SDXL.", + "reference": "https://huggingface.co/TencentARC/PhotoMaker", + "filename": "photomaker-v1.bin", + "url": "https://huggingface.co/TencentARC/PhotoMaker/resolve/main/photomaker-v1.bin", + "size": "934.1MB" + }, + { + "name": "photomaker-v2.bin", + "type": "photomaker", + "base": "SDXL", + "save_path": "photomaker", + "description": "PhotoMaker model. This model is compatible with SDXL.", + "reference": "https://huggingface.co/TencentARC/PhotoMaker-V2", + "filename": "photomaker-v2.bin", + "url": "https://huggingface.co/TencentARC/PhotoMaker-V2/resolve/main/photomaker-v2.bin", + "size": "1.8GB" + }, + { + "name": "1k3d68.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/antelopev2", + "description": "Antelopev2 1k3d68.onnx model for InstantId. (InstantId needs all Antelopev2 models)", + "reference": "https://github.com/cubiq/ComfyUI_InstantID#installation", + "filename": "1k3d68.onnx", + "url": "https://huggingface.co/MonsterMMORPG/tools/resolve/main/1k3d68.onnx", + "size": "143.6MB" + }, + { + "name": "2d106det.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/antelopev2", + "description": "Antelopev2 2d106det.onnx model for InstantId. (InstantId needs all Antelopev2 models)", + "reference": "https://github.com/cubiq/ComfyUI_InstantID#installation", + "filename": "2d106det.onnx", + "url": "https://huggingface.co/MonsterMMORPG/tools/resolve/main/2d106det.onnx", + "size": "5.03MB" + }, + { + "name": "genderage.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/antelopev2", + "description": "Antelopev2 genderage.onnx model for InstantId. (InstantId needs all Antelopev2 models)", + "reference": "https://github.com/cubiq/ComfyUI_InstantID#installation", + "filename": "genderage.onnx", + "url": "https://huggingface.co/MonsterMMORPG/tools/resolve/main/genderage.onnx", + "size": "1.32MB" + }, + { + "name": "glintr100.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/antelopev2", + "description": "Antelopev2 glintr100.onnx model for InstantId. (InstantId needs all Antelopev2 models)", + "reference": "https://github.com/cubiq/ComfyUI_InstantID#installation", + "filename": "glintr100.onnx", + "url": "https://huggingface.co/MonsterMMORPG/tools/resolve/main/glintr100.onnx", + "size": "260.7MB" + }, + { + "name": "scrfd_10g_bnkps.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/antelopev2", + "description": "Antelopev2 scrfd_10g_bnkps.onnx model for InstantId. (InstantId needs all Antelopev2 models)", + "reference": "https://github.com/cubiq/ComfyUI_InstantID#installation", + "filename": "scrfd_10g_bnkps.onnx", + "url": "https://huggingface.co/MonsterMMORPG/tools/resolve/main/scrfd_10g_bnkps.onnx", + "size": "16.9MB" + }, + { + "name": "ip-adapter.bin", + "type": "instantid", + "base": "SDXL", + "save_path": "instantid", + "description": "InstantId main model based on IpAdapter", + "reference": "https://huggingface.co/InstantX/InstantID", + "filename": "ip-adapter.bin", + "url": "https://huggingface.co/InstantX/InstantID/resolve/main/ip-adapter.bin", + "size": "1.69GB" + }, + { + "name": "diffusion_pytorch_model.safetensors", + "type": "controlnet", + "base": "SDXL", + "save_path": "controlnet/instantid", + "description": "InstantId controlnet model", + "reference": "https://huggingface.co/InstantX/InstantID", + "filename": "diffusion_pytorch_model.safetensors", + "url": "https://huggingface.co/InstantX/InstantID/resolve/main/ControlNetModel/diffusion_pytorch_model.safetensors", + "size": "2.50GB" + }, + { + "name": "InstanceDiffusion/fusers", + "type": "InstanceDiffusion", + "base": "SD1.5", + "save_path": "instance_models/fuser_models", + "description": "Fusers checkpoints for multi-object prompting with InstanceDiffusion.", + "reference": "https://huggingface.co/logtd/instance_diffusion", + "filename": "fusers.ckpt", + "url": "https://huggingface.co/logtd/instance_diffusion/resolve/main/fusers.ckpt", + "size": "832.1MB" + }, + { + "name": "InstanceDiffusion/position_net", + "type": "InstanceDiffusion", + "base": "SD1.5", + "save_path": "instance_models/positionnet_models", + "description": "PositionNet checkpoints for multi-object prompting with InstanceDiffusion.", + "reference": "https://huggingface.co/logtd/instance_diffusion", + "filename": "position_net.ckpt", + "url": "https://huggingface.co/logtd/instance_diffusion/resolve/main/position_net.ckpt", + "size": "643.2MB" + }, + { + "name": "InstanceDiffusion/scaleu", + "type": "InstanceDiffusion", + "base": "SD1.5", + "save_path": "instance_models/scaleu_models", + "description": "ScaleU checkpoints for multi-object prompting with InstanceDiffusion.", + "reference": "https://huggingface.co/logtd/instance_diffusion", + "filename": "scaleu.ckpt", + "url": "https://huggingface.co/logtd/instance_diffusion/resolve/main/scaleu.ckpt", + "size": "53.1KB" + }, + { + "name": "1k3d68.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/buffalo_l", + "description": "Buffalo_l 1k3d68.onnx model for IpAdapterPlus", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus?tab=readme-ov-file#faceid", + "filename": "1k3d68.onnx", + "url": "https://huggingface.co/public-data/insightface/resolve/main/models/buffalo_l/1k3d68.onnx", + "size": "143.6MB" + }, + { + "name": "2d106det.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/buffalo_l", + "description": "Buffalo_l 2d106det.onnx model for IpAdapterPlus", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus?tab=readme-ov-file#faceid", + "filename": "2d106det.onnx", + "url": "https://huggingface.co/public-data/insightface/resolve/main/models/buffalo_l/2d106det.onnx", + "size": "5.03MB" + }, + { + "name": "det_10g.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/buffalo_l", + "description": "Buffalo_l det_10g.onnx model for IpAdapterPlus", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus?tab=readme-ov-file#faceid", + "filename": "det_10g.onnx", + "url": "https://huggingface.co/public-data/insightface/resolve/main/models/buffalo_l/det_10g.onnx", + "size": "16.9MB" + }, + { + "name": "genderage.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/buffalo_l", + "description": "Buffalo_l genderage.onnx model for IpAdapterPlus", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus?tab=readme-ov-file#faceid", + "filename": "genderage.onnx", + "url": "https://huggingface.co/public-data/insightface/resolve/main/models/buffalo_l/genderage.onnx", + "size": "1.32MB" + }, + { + "name": "w600k_r50.onnx", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface/models/buffalo_l", + "description": "Buffalo_l w600k_r50.onnx model for IpAdapterPlus", + "reference": "https://github.com/cubiq/ComfyUI_IPAdapter_plus?tab=readme-ov-file#faceid", + "filename": "w600k_r50.onnx", + "url": "https://huggingface.co/public-data/insightface/resolve/main/models/buffalo_l/w600k_r50.onnx", + "size": "174.4MB" + }, + { + "name": "BLIP ImageCaption (COCO) w/ ViT-B and CapFilt-L", + "type": "BLIP_MODEL", + "base": "blip_model", + "save_path": "blip", + "description": "BLIP ImageCaption (COCO) w/ ViT-B and CapFilt-L", + "reference": "https://github.com/salesforce/BLIP", + "filename": "model_base_capfilt_large.pth", + "url": "https://storage.googleapis.com/sfr-vision-language-research/BLIP/models/model_base_capfilt_large.pth", + "size": "2.12GB" + }, + { + "name": "GroundingDINO SwinT OGC - Model", + "type": "GroundingDINO", + "base": "DINO", + "save_path": "groundingdino", + "description": "GroundingDINO SwinT OGC Model", + "reference": "https://huggingface.co/ShilongLiu/GroundingDINO", + "filename": "groundingdino_swint_ogc.pth", + "url": "https://huggingface.co/ShilongLiu/GroundingDINO/resolve/main/groundingdino_swint_ogc.pth", + "size": "694.0MB" + }, + { + "name": "GroundingDINO SwinT OGC - CFG File", + "type": "GroundingDINO", + "base": "DINO", + "save_path": "groundingdino", + "description": "GroundingDINO SwinT OGC CFG File", + "reference": "https://huggingface.co/ShilongLiu/GroundingDINO/resolve/main/GroundingDINO_SwinT_OGC.cfg.py", + "filename": "GroundingDINO_SwinT_OGC.cfg.py", + "url": "https://huggingface.co/ShilongLiu/GroundingDINO/raw/main/GroundingDINO_SwinT_OGC.cfg.py", + "size": "1.01KB" + }, + { + "name": "MobileSAM", + "type": "sam", + "base": "SAM", + "save_path": "sams", + "description": "MobileSAM", + "reference": "https://github.com/ChaoningZhang/MobileSAM/", + "filename": "mobile_sam.pt", + "url": "https://github.com/ChaoningZhang/MobileSAM/blob/master/weights/mobile_sam.pt", + "size": "38.8MB" + }, + { + "name": "DynamiCrafter 1024 bf16 safetensors", + "type": "checkpoint", + "base": "DynamiCrafter", + "save_path": "checkpoints/dynamicrafter", + "description": "DynamiCrafter image2video model 1024x575", + "reference": "https://huggingface.co/Kijai/DynamiCrafter_pruned/", + "filename": "dynamicrafter_1024_v1_bf16.safetensors", + "url": "https://huggingface.co/Kijai/DynamiCrafter_pruned/resolve/main/dynamicrafter_1024_v1_bf16.safetensors", + "size": "5.22GB" + }, + { + "name": "DynamiCrafter 512 interpolation bf16 safetensors", + "type": "checkpoint", + "base": "DynamiCrafter", + "save_path": "checkpoints/dynamicrafter", + "description": "DynamiCrafter image2video interpolation model 512", + "reference": "https://huggingface.co/Kijai/DynamiCrafter_pruned/", + "filename": "dynamicrafter_512_interp_v1_bf16.safetensors", + "url": "https://huggingface.co/Kijai/DynamiCrafter_pruned/resolve/main/dynamicrafter_512_interp_v1_bf16.safetensors", + "size": "5.22GB" + }, + { + "name": "monster-labs - Controlnet QR Code Monster v1 For SDXL", + "type": "controlnet", + "base": "SDXL", + "save_path": "controlnet/SDXL", + "description": "monster-labs - Controlnet QR Code Monster v1 For SDXL", + "reference": "https://huggingface.co/monster-labs/control_v1p_sdxl_qrcode_monster", + "filename": "control_v1p_sdxl_qrcode_monster.safetensors", + "url": "https://huggingface.co/monster-labs/control_v1p_sdxl_qrcode_monster/resolve/main/diffusion_pytorch_model.safetensors", + "size": "5.00GB" + }, + { + "name": "Depth-FM-v1 fp16 safetensors", + "type": 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This is required for using Hunyuan Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_fp8_scaled.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/text_encoders/llava_llama3_fp8_scaled.safetensors", + "size": "9.09GB" + }, + { + "name": "Comfy-Org/llava_llama3_fp16.safetensors", + "type": "clip", + "base": "LLaVA-Llama-3", + "save_path": "text_encoders", + "description": "llava_llama3_fp16 text encoder model. This is required for using Hunyuan Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_fp16.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/text_encoders/llava_llama3_fp16.safetensors", + "size": "16.1GB" + }, + { + "name": "Comfy-Org/llava_llama3_vision.safetensors", + "type": "clip_vision", + "base": "LLaVA-Llama-3", + "save_path": "text_encoders", + "description": "llava_llama3_vision clip vison model. This is required for using Hunyuan Video Image2Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_vision.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/clip_vision/llava_llama3_vision.safetensors", + "size": "649MB" + }, + + { + "name": "Comfy-Org/omnigen2_fp16.safetensors", + "type": "diffusion_model", + "base": "OmniGen2", + "save_path": "default", + "description": "OmniGen2 diffusion model. This is required for using OmniGen2.", + "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged", + "filename": "omnigen2_fp16.safetensors", + "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/diffusion_models/omnigen2_fp16.safetensors", + "size": "7.93GB" + }, + { + "name": "Comfy-Org/qwen_2.5_vl_fp16.safetensors", + "type": "clip", + "base": "qwen-2.5", + "save_path": "default", + "description": "text encoder for OmniGen2", + "reference": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged", + "filename": "qwen_2.5_vl_fp16.safetensors", + "url": "https://huggingface.co/Comfy-Org/Omnigen2_ComfyUI_repackaged/resolve/main/split_files/text_encoders/qwen_2.5_vl_fp16.safetensors", + "size": "7.51GB" + }, + + { + "name": "FLUX.1 [Schnell] Diffusion model", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Schnell] Diffusion model (a.k.a. FLUX.1 turbo model)[w/Due to the large size of the model, it is recommended to download it through a browser if possible.]", + "reference": "https://huggingface.co/black-forest-labs/FLUX.1-schnell", + "filename": "flux1-schnell.safetensors", + "url": "https://huggingface.co/black-forest-labs/FLUX.1-schnell/resolve/main/flux1-schnell.safetensors", + "size": "23.8GB" + }, + + { + "name": "FLUX.1 VAE model", + "type": "VAE", + "base": "FLUX.1", + "save_path": "vae/FLUX1", + "description": "FLUX.1 VAE model\nNOTE: This VAE model can also be used for image generation with OmniGen2.", + "reference": "https://huggingface.co/black-forest-labs/FLUX.1-schnell", + "filename": "ae.safetensors", + "url": "https://huggingface.co/black-forest-labs/FLUX.1-schnell/resolve/main/ae.safetensors", + "size": "335MB" + }, + + { + "name": "kijai/FLUX.1 [schnell] Diffusion model (float8_e4m3fn)", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Schnell] Diffusion model (float8_e4m3fn)", + "reference": "https://huggingface.co/Kijai/flux-fp8", + "filename": "flux1-schnell-fp8.safetensors", + "url": "https://huggingface.co/Kijai/flux-fp8/resolve/main/flux1-schnell-fp8.safetensors", + "size": "11.9GB" + }, + + { + "name": "FLUX.1 [Dev] Diffusion model (scaled fp8)", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (scaled fp8)[w/Due to the large size of the model, it is recommended to download it through a browser if possible.]", + "reference": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test", + "filename": "flux_dev_fp8_scaled_diffusion_model.safetensors", + "url": "https://huggingface.co/comfyanonymous/flux_dev_scaled_fp8_test/resolve/main/flux_dev_fp8_scaled_diffusion_model.safetensors", + "size": "11.9GB" + }, + { + "name": "kijai/FLUX.1 [dev] Diffusion model (float8_e4m3fn)", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [dev] Diffusion model (float8_e4m3fn)", + "reference": "https://huggingface.co/Kijai/flux-fp8", + "filename": "flux1-dev-fp8.safetensors", + "url": "https://huggingface.co/Kijai/flux-fp8/resolve/main/flux1-dev-fp8.safetensors", + "size": "11.9GB" + }, + + { + "name": "Comfy Org/FLUX.1 [dev] Checkpoint model (fp8)", + "type": "checkpoint", + "base": "FLUX.1", + "save_path": "checkpoints/FLUX1", + "description": "FLUX.1 [dev] Checkpoint model (fp8)", + "reference": "https://huggingface.co/Comfy-Org/flux1-dev/tree/main", + "filename": "flux1-dev-fp8.safetensors", + "url": "https://huggingface.co/Comfy-Org/flux1-dev/resolve/main/flux1-dev-fp8.safetensors", + "size": "17.2GB" + }, + { + "name": "Comfy Org/FLUX.1 [schnell] Checkpoint model (fp8)", + "type": "checkpoint", + "base": "FLUX.1", + "save_path": "checkpoints/FLUX1", + "description": "FLUX.1 [schnell] Checkpoint model (fp8)", + "reference": "https://huggingface.co/Comfy-Org/flux1-dev/tree/main", + "filename": "flux1-schnell-fp8.safetensors", + "url": "https://huggingface.co/Comfy-Org/flux1-schnell/resolve/main/flux1-schnell-fp8.safetensors", + "size": "17.2GB" + }, + + { + "name": "city96/flux1-dev-F16.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (f16/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-F16.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-F16.gguf", + "size": "23.8GB" + }, + { + "name": "city96/flux1-dev-Q2_K.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q2_K/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q2_K.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q2_K.gguf", + "size": "4.03GB" + }, + { + "name": "city96/flux1-dev-Q3_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q3_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q3_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q3_K_S.gguf", + "size": "5.23GB" + }, + { + "name": "city96/flux1-dev-Q4_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q4_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q4_0.gguf", + "size": "6.79GB" + }, + { + "name": "city96/flux1-dev-Q4_1.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_1/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q4_1.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q4_1.gguf", + "size": "7.53GB" + }, + { + "name": "city96/flux1-dev-Q4_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q4_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q4_K_S.gguf", + "size": "6.81GB" + }, + { + "name": "city96/flux1-dev-Q5_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q5_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_0.gguf", + "size": "8.27GB" + }, + { + "name": "city96/flux1-dev-Q5_1.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_1/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q5_1.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_1.gguf", + "size": "9.01GB" + }, + { + "name": "city96/flux1-dev-Q5_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q5_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q5_K_S.gguf", + "size": "8.29GB" + }, + { + "name": "city96/flux1-dev-Q6_K.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q6_K/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q6_K.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q6_K.gguf", + "size": "9.86GB" + }, + { + "name": "city96/flux1-dev-Q8_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q8_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-dev-gguf", + "filename": "flux1-dev-Q8_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-dev-gguf/resolve/main/flux1-dev-Q8_0.gguf", + "size": "12.7GB" + }, + + { + "name": "city96/flux1-schnell-F16.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (f16/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-F16.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-F16.gguf", + "size": "23.8GB" + }, + { + "name": "city96/flux1-schnell-Q2_K.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q2_K/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q2_K.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q2_K.gguf", + "size": "4.01GB" + }, + { + "name": "city96/flux1-schnell-Q3_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q3_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q3_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q3_K_S.gguf", + "size": "5.21GB" + }, + { + "name": "city96/flux1-schnell-Q4_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q4_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_0.gguf", + "size": "6.77GB" + }, + { + "name": "city96/flux1-schnell-Q4_1.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_1/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q4_1.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_1.gguf", + "size": "7.51GB" + }, + { + "name": "city96/flux1-schnell-Q4_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q4_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q4_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q4_K_S.gguf", + "size": "6.78GB" + }, + { + "name": "city96/flux1-schnell-Q5_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q5_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_0.gguf", + "size": "8.25GB" + }, + { + "name": "city96/flux1-schnell-Q5_1.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_1/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q5_1.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_1.gguf", + "size": "8.99GB" + }, + { + "name": "city96/flux1-schnell-Q5_K_S.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q5_K_S/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q5_K_S.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q5_K_S.gguf", + "size": "8.26GB" + }, + { + "name": "city96/flux1-schnell-Q6_K.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q6_K/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q6_K.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q6_K.gguf", + "size": "9.83GB" + }, + { + "name": "city96/flux1-schnell-Q8_0.gguf", + "type": "diffusion_model", + "base": "FLUX.1", + "save_path": "diffusion_models/FLUX1", + "description": "FLUX.1 [Dev] Diffusion model (Q8_0/.gguf)", + "reference": "https://huggingface.co/city96/FLUX.1-schnell-gguf", + "filename": "flux1-schnell-Q8_0.gguf", + "url": "https://huggingface.co/city96/FLUX.1-schnell-gguf/resolve/main/flux1-schnell-Q8_0.gguf", + "size": "12.7GB" + }, + + { + "name": "ViT-L-14-TEXT-detail-improved-hiT-GmP-HF.safetensors [Long CLIP L]", + "type": "clip", + "base": "clip", + "save_path": "text_encoders/long_clip", + "description": "Greatly improved TEXT + Detail (as CLIP-L for Flux.1)", + 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"https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V2.0.safetensors", + "size": "9.78GB" + }, + { + "name": "Qwen-Image-Lightning 4steps V2.0 (bf16)", + "type": "lora", + "base": "Qwen-Image", + "save_path": "loras/qwen-image-lightning", + "description": "Qwen-Image-Lightning 4-step LoRA model V2.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Lightning-4steps-V2.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-4steps-V2.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Lightning 8steps V1.1", + "type": "lora", + "base": "Qwen-Image", + "save_path": "loras/qwen-image-lightning", + "description": "Qwen-Image-Lightning 8-step LoRA model V1.1", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Lightning-8steps-V1.1.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V1.1.safetensors", + "size": "9.78GB" + }, + { + "name": "Qwen-Image-Lightning 8steps V1.1 (bf16)", + "type": "lora", + "base": "Qwen-Image", + "save_path": "loras/qwen-image-lightning", + "description": "Qwen-Image-Lightning 8-step LoRA model V1.1 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Lightning-8steps-V1.1-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V1.1-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Lightning 8steps V2.0", + "type": "lora", + "base": "Qwen-Image", + "save_path": "loras/qwen-image-lightning", + "description": "Qwen-Image-Lightning 8-step LoRA model V2.0", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Lightning-8steps-V2.0.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V2.0.safetensors", + "size": "9.78GB" + }, + { + "name": "Qwen-Image-Lightning 8steps V2.0 (bf16)", + "type": "lora", + "base": "Qwen-Image", + "save_path": "loras/qwen-image-lightning", + "description": "Qwen-Image-Lightning 8-step LoRA model V2.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Lightning-8steps-V2.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Lightning-8steps-V2.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Edit-Lightning 4steps V1.0", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-Lightning 4-step LoRA model V1.0", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-Lightning-4steps-V1.0.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-4steps-V1.0.safetensors", + "size": "9.78GB" + }, + { + "name": "Qwen-Image-Edit-Lightning 4steps V1.0 (bf16)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-Lightning 4-step LoRA model V1.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-Lightning-4steps-V1.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-4steps-V1.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Edit-Lightning 8steps V1.0", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-Lightning 8-step LoRA model V1.0", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-Lightning-8steps-V1.0.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-8steps-V1.0.safetensors", + "size": "9.78GB" + }, + { + "name": "Qwen-Image-Edit-Lightning 8steps V1.0 (bf16)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-Lightning 8-step LoRA model V1.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-Lightning-8steps-V1.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-Lightning-8steps-V1.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Edit-2509-Lightning 4steps V1.0 (bf16)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-2509-Lightning 4-step LoRA model V1.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-2509-Lightning-4steps-V1.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-4steps-V1.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Edit-2509-Lightning 4steps V1.0 (fp32)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-2509-Lightning 4-step LoRA model V1.0 (fp32)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-2509-Lightning-4steps-V1.0-fp32.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-4steps-V1.0-fp32.safetensors", + "size": "39.1GB" + }, + { + "name": "Qwen-Image-Edit-2509-Lightning 8steps V1.0 (bf16)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-2509-Lightning 8-step LoRA model V1.0 (bf16)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-2509-Lightning-8steps-V1.0-bf16.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-8steps-V1.0-bf16.safetensors", + "size": "19.6GB" + }, + { + "name": "Qwen-Image-Edit-2509-Lightning 8steps V1.0 (fp32)", + "type": "lora", + "base": "Qwen-Image-Edit", + "save_path": "loras/qwen-image-edit-lightning", + "description": "Qwen-Image-Edit-2509-Lightning 8-step LoRA model V1.0 (fp32)", + "reference": "https://huggingface.co/lightx2v/Qwen-Image-Lightning", + "filename": "Qwen-Image-Edit-2509-Lightning-8steps-V1.0-fp32.safetensors", + "url": "https://huggingface.co/lightx2v/Qwen-Image-Lightning/resolve/main/Qwen-Image-Edit-2509/Qwen-Image-Edit-2509-Lightning-8steps-V1.0-fp32.safetensors", + "size": "39.1GB" + }, + { + "name": "Qwen-Image InstantX ControlNet Union", + "type": "controlnet", + "base": "Qwen-Image", + "save_path": "controlnet/qwen-image/instantx", + "description": "Qwen-Image InstantX ControlNet Union model", + "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets", + "filename": "Qwen-Image-InstantX-ControlNet-Union.safetensors", + "url": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets/resolve/main/split_files/controlnet/Qwen-Image-InstantX-ControlNet-Union.safetensors", + "size": "2.54GB" + }, + { + "name": "Qwen-Image InstantX ControlNet Inpainting", + "type": "controlnet", + "base": "Qwen-Image", + "save_path": "controlnet/qwen-image/instantx", + "description": "Qwen-Image InstantX ControlNet Inpainting model", + "reference": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets", + "filename": "Qwen-Image-InstantX-ControlNet-Inpainting.safetensors", + "url": "https://huggingface.co/Comfy-Org/Qwen-Image-InstantX-ControlNets/resolve/main/split_files/controlnet/Qwen-Image-InstantX-ControlNet-Inpainting.safetensors", + "size": "2.54GB" + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/README.md b/custom_nodes/ComfyUI-Manager/node_db/README.md new file mode 100644 index 0000000000000000000000000000000000000000..378845c5ed7cedfae4d4529b0dc13d25d749e48c --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/README.md @@ -0,0 +1,95 @@ +# ComfyUI-Manager: Node Database (node_db) + +This directory contains the JSON database files that power ComfyUI-Manager's legacy node registry system. While the manager is gradually transitioning to the online Custom Node Registry (CNR), these local JSON files continue to provide important metadata about custom nodes, models, and their integrations. + +## Directory Structure + +The node_db directory is organized into several subdirectories, each serving a specific purpose: + +- **dev/**: Development channel files with latest additions and experimental nodes +- **legacy/**: Historical/legacy nodes that may require special handling +- **new/**: New nodes that have passed initial verification but are still being evaluated +- **forked/**: Forks of existing nodes with modifications +- **tutorial/**: Example and tutorial nodes designed for learning purposes + +## Core Database Files + +Each subdirectory contains a standard set of JSON files: + +- **custom-node-list.json**: Primary database of custom nodes with metadata +- **extension-node-map.json**: Maps between extensions and individual nodes they provide +- **model-list.json**: Catalog of models that can be downloaded through the manager +- **alter-list.json**: Alternative implementations of nodes for compatibility or functionality +- **github-stats.json**: GitHub repository statistics for node popularity metrics + +## Database Schema + +### custom-node-list.json +```json +{ + "custom_nodes": [ + { + "title": "Node display name", + "name": "Repository name", + "reference": "Original repository if forked", + "files": ["GitHub URL or other source location"], + "install_type": "git", + "description": "Description of the node's functionality", + "pip": ["optional pip dependencies"], + "js": ["optional JavaScript files"], + "tags": ["categorization tags"] + } + ] +} +``` + +### extension-node-map.json +```json +{ + "extension-id": [ + ["list", "of", "node", "classes"], + { + "author": "Author name", + "description": "Extension description", + "nodename_pattern": "Optional regex pattern for node name matching" + } + ] +} +``` + +## Transition to Custom Node Registry (CNR) + +This local database system is being progressively replaced by the online Custom Node Registry (CNR), which provides: +- Real-time updates without manual JSON maintenance +- Improved versioning support +- Better security validation +- Enhanced metadata + +The Manager supports both systems simultaneously during the transition period. + +## Implementation Details + +- The database follows a channel-based architecture for different sources +- Multiple database modes are supported: Channel, Local, and Remote +- The system supports differential updates to minimize bandwidth usage +- Security levels are enforced for different node installations based on source + +## Usage in the Application + +The Manager's backend uses these database files to: + +1. Provide browsable lists of available nodes and models +2. Resolve dependencies for installation +3. Track updates and new versions +4. Map node classes to their source repositories +5. Assess risk levels for installation security + +## Maintenance Scripts + +Each subdirectory contains a `scan.sh` script that assists with: +- Scanning repositories for new nodes +- Updating metadata +- Validating database integrity +- Generating proper JSON structures + +This database system enables a flexible, secure, and comprehensive management system for the ComfyUI ecosystem while the transition to CNR continues. \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/dev/custom-node-list.json b/custom_nodes/ComfyUI-Manager/node_db/dev/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..a51a2b561dc4a52555aa5a7b58280ea68e2c32a3 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/dev/custom-node-list.json @@ -0,0 +1,11177 @@ +{ + "custom_nodes": [ + { + "author": "vjumpkung", + "title": "comfyui-mosaic-blur [NAME CONFLICT]", + "reference": "https://github.com/vjumpkung/comfyui-mosaic-blur", + "files": [ + "https://github.com/vjumpkung/comfyui-mosaic-blur" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for applying mosaic blur effects. (Description by CC)" + }, + { + "author": "danieljanata", + "title": "ComfyUI-phone_compression_ultimate [WIP]", + "reference": "https://github.com/danieljanata/ComfyUI-phone_compression_ultimate", + "files": [ + "https://github.com/danieljanata/ComfyUI-phone_compression_ultimate" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that simulates realistic smartphone camera compression and processing artifacts.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Norsnow", + "title": "comfyui-image-ratio-preset [WIP]", + "reference": "https://github.com/Norsnow/comfyui-image-ratio-preset", + "files": [ + "https://github.com/Norsnow/comfyui-image-ratio-preset" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for quickly setting image aspect ratios with presets and custom dimensions, directly generating latent tensors.\nNOTE: The files in the repo are not organized." + }, + { + "author": "svyatojdismas", + "title": "ComfyUI-StDismas [WIP]", + "reference": "https://github.com/svyatojdismas/ComfyUI-StDismas", + "files": [ + "https://github.com/svyatojdismas/ComfyUI-StDismas" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "OtwakO", + "title": "ComfyUI-UsefulTools", + "reference": "https://github.com/OtwakO/ComfyUI-UsefulTools", + "files": [ + "https://github.com/OtwakO/ComfyUI-UsefulTools" + ], + "install_type": "git-clone", + "description": "Extract tags from your original prompts by giving it a substring or an array of substrings." + }, + { + "author": "vito0131", + "title": "ComfyUI_SmartContentCrop [WIP]", + "reference": "https://github.com/vito0131/ComfyUI_SmartContentCrop", + "files": [ + "https://github.com/vito0131/ComfyUI_SmartContentCrop" + ], + "install_type": "git-clone", + "description": "Smart content cropping with circle processing capabilities. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Vollond", + "title": "ComfyUI-LatentCutPlus", + "reference": "https://github.com/Vollond/ComfyUI-LatentCutPlus", + "files": [ + "https://github.com/Vollond/ComfyUI-LatentCutPlus" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node: LatentCutPlus (slice latents with amount=-1 to end)" + }, + { + "author": "gaonprime-labs", + "title": "nordy-custom-node-ComfyUI-NormalOverlapBandBlend", + "reference": "https://github.com/gaonprime-labs/nordy-custom-node-ComfyUI-NormalOverlapBandBlend", + "files": [ + "https://github.com/gaonprime-labs/nordy-custom-node-ComfyUI-NormalOverlapBandBlend" + ], + "install_type": "git-clone", + "description": "Normal map blending node for overlapping band effects in ComfyUI. (Description by CC)" + }, + { + "author": "muriellee1x", + "title": "ComfyUI-Mysterious-node3", + "reference": "https://github.com/muriellee1x/ComfyUI-Mysterious-node3", + "files": [ + "https://github.com/muriellee1x/ComfyUI-Mysterious-node3" + ], + "install_type": "git-clone", + "description": "Custom node VideoTimeRemapSpeedPresets for ComfyUI. (Description by CC)" + }, + { + "author": "muriellee1x", + "title": "ComfyUI-Mysterious-node2 [WIP]", + "reference": "https://github.com/muriellee1x/ComfyUI-Mysterious-node2", + "files": [ + "https://github.com/muriellee1x/ComfyUI-Mysterious-node2" + ], + "install_type": "git-clone", + "description": "Professional green/blue screen chroma keying nodes inspired by After Effects Keylight plugin, supporting automatic/manual key color detection and advanced spillage suppression. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Mexes1978", + "title": "Film Photography Prompt Styler [WIP]", + "reference": "https://github.com/Mexes1978/film_prompt_styler", + "files": [ + "https://github.com/Mexes1978/film_prompt_styler" + ], + "install_type": "git-clone", + "description": "Photography history education tool node with 8 core categories including film stocks, lenses, lighting, genres, print styles, eras, technical processes, and photographer styles for intentional artistic choices.\nNOTE: The files in the repo are not organized." + }, + { + "author": "RaeZhLiu", + "title": "comfy_ark", + "reference": "https://github.com/RaeZhLiu/comfy_ark", + "files": [ + "https://github.com/RaeZhLiu/comfy_ark" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for Ark functionality. (Description by CC)" + }, + { + "author": "harishcmgit", + "title": "comfyui_sp [WIP]", + "reference": "https://github.com/harishcmgit/comfyui_sp", + "files": [ + "https://github.com/harishcmgit/comfyui_sp" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for seamless pattern generation. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "teskor-hub", + "title": "comfyui-teskors-utils [WIP]", + "reference": "https://github.com/teskor-hub/comfyui-teskors-utils", + "files": [ + "https://github.com/teskor-hub/comfyui-teskors-utils" + ], + "install_type": "git-clone", + "description": "DWpose smoothing and rendering node (body, face, hands)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Omega-L", + "title": "comfyUI-prompts", + "reference": "https://github.com/Omega-L/comfyUI-prompts", + "files": [ + "https://github.com/Omega-L/comfyUI-prompts" + ], + "install_type": "git-clone", + "description": "ComfyUI Frontend Vue Basic is custom node that demonstrate how to use vue as frontend framework along with primevue and vue-i18n, cooperating with ComfyUI API. Needs ComfyUI Frontend 1.25.0 or later." + }, + { + "author": "vjumpkung", + "title": "comfyui-mosaic-blur [NAME CONFLICT]", + "reference": "https://github.com/vjumpkung/comfyui-mosaic-blur", + "files": [ + "https://github.com/vjumpkung/comfyui-mosaic-blur" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for applying mosaic blur effects. (Description by CC)" + }, + { + "author": "richardctw", + "title": "ComfyUI-ImageFillBackgroundColor", + "reference": "https://github.com/richardctw/ComfyUI-ImageFillBackgroundColor", + "files": [ + "https://github.com/richardctw/ComfyUI-ImageFillBackgroundColor" + ], + "install_type": "git-clone", + "description": "NODES: ImageFillBackgroundColor" + }, + { + "author": "zxq790909-maker", + "title": "ComfyUI-wangyi-OLED [WIP]", + "reference": "https://github.com/zxq790909-maker/ComfyUI-wangyi-OLED", + "files": [ + "https://github.com/zxq790909-maker/ComfyUI-wangyi-OLED" + ], + "install_type": "git-clone", + "description": "An extension that highlights the currently running node in ComfyUI with a strong neon outline and breathing effect for easier workflow navigation.\nNOTE: The files in the repo are not organized." + }, + + { + "author": "ncky", + "title": "ComfyUI-Qwen3-TTS [NAME CONFLICT]", + "reference": "https://github.com/ncky/ComfyUI-Qwen3-TTS", + "files": [ + "https://github.com/ncky/ComfyUI-Qwen3-TTS" + ], + "install_type": "git-clone", + "description": "Custom node that wraps Qwen3-TTS voice cloning for synthesizing speech in a cloned voice. (Description by CC)" + }, + { + "author": "starsFriday", + "title": "ComfyUI-Qwen3-TTS [NAME CONFLICT/WIP]", + "reference": "https://github.com/starsFriday/ComfyUI-Qwen3-TTS", + "files": [ + "https://github.com/starsFriday/ComfyUI-Qwen3-TTS" + ], + "install_type": "git-clone", + "description": "Sound-related nodes for the Qwen3-TTS project\nNOTE: The files in the repo are not organized." + }, + + { + "author": "RicoMeng", + "title": "CartoonGenComfyui-PromtGenerator", + "reference": "https://github.com/RicoMeng/CartoonGenComfyui-PromtGenerator", + "files": [ + "https://github.com/RicoMeng/CartoonGenComfyui-PromtGenerator" + ], + "install_type": "git-clone", + "description": "Istanbul 80s Prompt Generator Node for ComfyUI. (Description by CC)" + }, + { + "author": "N3uR0TiCV0iD", + "title": "ComfyUI-ModelListTools", + "reference": "https://github.com/N3uR0TiCV0iD/ComfyUI-ModelListTools", + "files": [ + "https://github.com/N3uR0TiCV0iD/ComfyUI-ModelListTools" + ], + "install_type": "git-clone", + "description": "NODES: CLIPModelSelectionNode, CLIPVisionModelSelectionNode, CheckpointSelectionNode, DiffusionModelSelectionNode, FilteredCLIPModelsNode, ... (13 total)" + }, + + { + "author": "pollockjj", + "title": "ComfyUI-StabilityTest", + "reference": "https://github.com/pollockjj/ComfyUI-StabilityTest", + "files": [ + "https://github.com/pollockjj/ComfyUI-StabilityTest" + ], + "install_type": "git-clone", + "description": "ComfyUI stability testing node. (Description by CC)" + }, + { + "author": "Tr1dae", + "title": "[WIP] ComfyUI-MobileSAM", + "reference": "https://github.com/Tr1dae/ComfyUI-MobileSAM", + "files": [ + "https://github.com/Tr1dae/ComfyUI-MobileSAM" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for text-guided image segmentation using GroundingDINO and MobileSAM to segment objects in images using natural language prompts.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Vov1ch", + "title": "ComfyUI_GLMImage", + "reference": "https://github.com/Vov1ch/ComfyUI_GLMImage", + "files": [ + "https://github.com/Vov1ch/ComfyUI_GLMImage" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for GLM image generation, image-to-image translation, and flexible input handling. (Description by CC)" + }, + { + "author": "DailyMok", + "title": "ComfyUI-PromptMixerNode", + "reference": "https://github.com/DailyMok/ComfyUI-PromptMixerNode", + "files": [ + "https://github.com/DailyMok/ComfyUI-PromptMixerNode" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for prompt mixing with PromptMixerDaily node. (Description by CC)" + }, + { + "author": "shin131002", + "title": "[WIP] ComfyUI-Prompt-Preset-Selector", + "reference": "https://github.com/shin131002/ComfyUI-Prompt-Preset-Selector", + "files": [ + "https://github.com/shin131002/ComfyUI-Prompt-Preset-Selector" + ], + "install_type": "git-clone", + "description": "Flexible preset selector with YAML support, advanced keyword filtering, and hierarchical key search\nNOTE: The files in the repo are not organized." + }, + { + "author": "fogyisland", + "title": "Comfy_Show_StringText [WIP]", + "reference": "https://github.com/fogyisland/Comfy_Show_StringText", + "files": [ + "https://github.com/fogyisland/Comfy_Show_StringText" + ], + "install_type": "git-clone", + "description": "ComfyUI node for text display that implements string data output. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Leecoahs", + "title": "ComfyUI_LeeNodes", + "reference": "https://github.com/Leecoahs/ComfyUI_LeeNodes", + "files": [ + "https://github.com/Leecoahs/ComfyUI_LeeNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for image processing including grayscale combining, overlaying, texture inpainting. (Description by CC)" + }, + { + "author": "tdrminglin", + "title": "Comfyui-hymotionbridge", + "reference": "https://github.com/tdrminglin/Comfyui-hymotionbridge", + "files": [ + "https://github.com/tdrminglin/Comfyui-hymotionbridge" + ], + "install_type": "git-clone", + "description": "NODES: HYMotionToNLFBridge, HYMotionToSCAILBridge" + }, + { + "author": "joe002", + "title": "comfyui-rtx-remix [UNSAFE]", + "reference": "https://github.com/joe002/comfyui-rtx-remix", + "files": [ + "https://github.com/joe002/comfyui-rtx-remix" + ], + "install_type": "git-clone", + "description": "RTX Remix texture pipeline integration nodes for ComfyUI[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "NakanoSanku", + "title": "ComfyUI-Gemini [NAME CONFLICT]", + "reference": "https://github.com/NakanoSanku/ComfyUI-Gemini", + "files": [ + "https://github.com/NakanoSanku/ComfyUI-Gemini" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for Google Gemini AI with text generation and image generation capabilities using the Python SDK." + }, + { + "author": "Saganaki22", + "title": "ComfyUI-NovaSR", + "reference": "https://github.com/Saganaki22/ComfyUI-NovaSR", + "files": [ + "https://github.com/Saganaki22/ComfyUI-NovaSR" + ], + "install_type": "git-clone", + "description": "ComfyUI node for NovaSR - Ultra-fast audio super resolution (3600x realtime, 50KB model)" + }, + { + "author": "GokuHiki", + "title": "ComfyUI-Goku-Tools", + "reference": "https://github.com/GokuHiki/ComfyUI-Goku-Tools", + "files": [ + "https://github.com/GokuHiki/ComfyUI-Goku-Tools" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes including FirstNonFalse utility. (Description by CC)" + }, + { + "author": "endman100", + "title": "ComfyUI_tensor_script [WIP]", + "reference": "https://github.com/endman100/ComfyUI_tensor_script", + "files": [ + "https://github.com/endman100/ComfyUI_tensor_script" + ], + "install_type": "git-clone", + "description": "Utility nodes for tensor manipulation including squeeze, unsqueeze, and shape operations. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "CarlMarkswx", + "title": "ComfyUI-Mirror-Download [UNSAFE]", + "reference": "https://github.com/CarlMarkswx/ComfyUI-Mirror-Download", + "files": [ + "https://github.com/CarlMarkswx/ComfyUI-Mirror-Download" + ], + "install_type": "git-clone", + "description": "Plugin that adds a mirror download button for accessing Hugging Face models via Chinese mirror, with automatic detection and progress tracking. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "nekotxt", + "title": "ComfyUI-NTX-support-nodes [WIP]", + "reference": "https://github.com/nekotxt/ComfyUI-NTX-support-nodes", + "files": [ + "https://github.com/nekotxt/ComfyUI-NTX-support-nodes" + ], + "install_type": "git-clone", + "description": "Utility nodes to support the creation of pipes\nNOTE: The files in the repo are not organized." + }, + { + "author": "killshotttttt", + "title": "ComfyUI-killshotttttt [WIP]", + "reference": "https://github.com/killshotttttt/ComfyUI-killshotttttt", + "files": [ + "https://github.com/killshotttttt/ComfyUI-killshotttttt" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates with the Meshy AI API for Image-to-Image transformations using nano-banana models.\nNOTE: The files in the repo are not organized." + }, + { + "author": "bozkut", + "title": "ComfyUI-Prompt-Expander [NAME CONFLICT]", + "reference": "https://github.com/bozkut/ComfyUI-Prompt-Expander", + "files": [ + "https://github.com/bozkut/ComfyUI-Prompt-Expander" + ], + "install_type": "git-clone", + "description": "An LLM-powered prompt expansion node for ComfyUI. Transform simple prompts into detailed, high-quality image generation prompts." + }, + { + "author": "my-xz-org", + "title": "comfyui_xz_nodes", + "reference": "https://github.com/my-xz-org/comfyui_xz_nodes", + "files": [ + "https://github.com/my-xz-org/comfyui_xz_nodes" + ], + "install_type": "git-clone", + "description": "NODES: XZImageToText" + }, + { + "author": "tackcrypto1031", + "title": "[WIP] tk_comfyui_SimpleSize", + "reference": "https://github.com/tackcrypto1031/tk_comfyui_SimpleSize", + "files": [ + "https://github.com/tackcrypto1031/tk_comfyui_SimpleSize" + ], + "install_type": "git-clone", + "description": "A professional and intelligent aspect ratio and resolution selector for ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "hashms0a", + "title": "ComfyUI-Qwen-Multi-Angle-Camera-Nodes [WIP]", + "reference": "https://github.com/hashms0a/ComfyUI-Qwen-Multi-Angle-Camera-Nodes", + "files": [ + "https://github.com/hashms0a/ComfyUI-Qwen-Multi-Angle-Camera-Nodes" + ], + "install_type": "git-clone", + "description": "Comprehensive custom nodes for controlling camera angles with Qwen-Image-Edit-2511-Multiple-Angles-LoRA, supporting all 96 camera positions with basic/advanced selection, orbital animation, elevation sweep, and pre-defined animation paths.\nNOTE: The files in the repo are not organized." + }, + { + "author": "jceme", + "title": "Comfy_Extensions [WIP]", + "reference": "https://github.com/jceme/Comfy_Extensions", + "files": [ + "https://github.com/jceme/Comfy_Extensions" + ], + "install_type": "git-clone", + "description": "ComfyUI extension pack offering image dimension handling, aspect ratio presets, FPS utilities, inpainting, and prompt customization. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "saltchicken", + "title": "ComfyUI-Interactive-Cropper", + "reference": "https://github.com/saltchicken/ComfyUI-Interactive-Cropper", + "files": [ + "https://github.com/saltchicken/ComfyUI-Interactive-Cropper" + ], + "install_type": "git-clone", + "description": "Interactive image cropping node with visual interface. (Description by CC)" + }, + { + "author": "shenymce", + "title": "ComfyUI-JsonViewer [WIP]", + "reference": "https://github.com/shenymce/ComfyUI-JsonViewer", + "files": [ + "https://github.com/shenymce/ComfyUI-JsonViewer" + ], + "install_type": "git-clone", + "description": "OpenPose JSON data visualization for displaying pose keypoint data exported from ComfyUI workflow nodes. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "qimi-dev", + "title": "ComfyUI-Qimi-Tiler", + "reference": "https://github.com/qimi-dev/ComfyUI-Qimi-Tiler", + "files": [ + "https://github.com/qimi-dev/ComfyUI-Qimi-Tiler" + ], + "install_type": "git-clone", + "description": "Image tiling utility nodes for splitting and combining image tiles in ComfyUI. (Description by CC)" + }, + { + "author": "maTORIx", + "title": "ComfyUI-KeypointsToImage", + "reference": "https://github.com/maTORIx/ComfyUI-KeypointsToImage", + "files": [ + "https://github.com/maTORIx/ComfyUI-KeypointsToImage" + ], + "install_type": "git-clone", + "description": "Node for converting keypoints to images. (Description by CC)" + }, + + { + "author": "IO-AtelierTech", + "title": "comfyui-video-utils [NAME CONFLICT]", + "reference": "https://github.com/IO-AtelierTech/comfyui-video-utils", + "files": [ + "https://github.com/IO-AtelierTech/comfyui-video-utils" + ], + "install_type": "git-clone", + "description": "Provides utility nodes for video operations, particularly for FFmpeg integration and workflow connectivity." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-TRELLIS2 [NAME CONFLICT]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-TRELLIS2", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-TRELLIS2" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for TRELLIS.2 - Microsoft's image-to-3D generation model for creating high-quality 3D meshes with PBR materials." + }, + { + "author": "colorAi", + "title": "comfyui-prompt-manager [NAME CONFLICT]", + "reference": "https://github.com/colorAi/comfyui-prompt-manager", + "files": [ + "https://github.com/colorAi/comfyui-prompt-manager" + ], + "install_type": "git-clone", + "description": "A modern, powerful, and easy-to-use Prompt Manager extension for ComfyUI." + }, + { + "author": "Yukinoshita-Yukinoe", + "title": "ComfyUI-SenseVoice [NAME CONFLICT]", + "reference": "https://github.com/Yukinoshita-Yukinoe/ComfyUI-SenseVoice", + "files": [ + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-SenseVoice" + ], + "install_type": "git-clone", + "description": "Audio processing node providing SenseVoice speech recognition, audio splitting, and SRT generation for ComfyUI. (Description by CC)" + }, + { + "author": "satyam-fp", + "title": "ComfyUI-GeminiImage [NAME CONFLICT]", + "reference": "https://github.com/satyam-fp/ComfyUI-GeminiImage", + "files": [ + "https://github.com/satyam-fp/ComfyUI-GeminiImage" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node package that integrates Google Gemini API for AI-powered image generation and enhancement." + }, + { + "author": "ai-joe-git", + "title": "ComfyUI-Chatterbox [NAME CONFLICT]", + "reference": "https://github.com/ai-joe-git/ComfyUI-Chatterbox", + "files": [ + "https://github.com/ai-joe-git/ComfyUI-Chatterbox" + ], + "install_type": "git-clone", + "description": "Chatterbox TTS integration for ComfyUI - Voice cloning with 3 model variants." + }, + { + "author": "Sergey004", + "title": "ComfyUI-Telegram-Sender [UNSAFE/NAME CONFLICT]", + "reference": "https://github.com/Sergey004/ComfyUI-Telegram-Sender", + "files": [ + "https://github.com/Sergey004/ComfyUI-Telegram-Sender" + ], + "install_type": "git-clone", + "description": "Does the same thing as comfyui_image_metadata_extension but is slightly more modern, sending the output to Telegram and downloading unnecessary metadata at the same time.[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "cedarconnor", + "title": "ComfyUI-DAP [UNSAFE/NAME CONFLICT]", + "reference": "https://github.com/cedarconnor/ComfyUI-DAP", + "files": [ + "https://github.com/cedarconnor/ComfyUI-DAP" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for DAP (Depth Any Panoramas) - panoramic depth estimation[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "AhiruNeko", + "title": "ComfyUI-MiniTools [UNSAFE/NAME CONFLICT]", + "reference": "https://github.com/AhiruNeko/ComfyUI-MiniTools", + "files": [ + "https://github.com/AhiruNeko/ComfyUI-MiniTools" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugins[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "861289009", + "title": "comfyui_video_node [WIP]", + "reference": "https://github.com/861289009/comfyui_video_node", + "files": [ + "https://github.com/861289009/comfyui_video_node" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for creating smooth fade transitions between two video segments using hex color effects. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "jluo-github", + "title": "comfyui-easy-resize [WIP]", + "reference": "https://github.com/jluo-github/comfyui-easy-resize", + "files": [ + "https://github.com/jluo-github/comfyui-easy-resize" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for quick image size selection with curated presets\nNOTE: The files in the repo are not organized." + }, + { + "author": "w3rc", + "title": "lpips-similarity-comfyui", + "reference": "https://github.com/w3rc/lpips-similarity-comfyui", + "files": [ + "https://github.com/w3rc/lpips-similarity-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: GetSimilarity, LPIPSSimilarity" + }, + { + "author": "StevenBaby", + "title": "comfyui-tools", + "reference": "https://github.com/StevenBaby/comfyui-tools", + "files": [ + "https://github.com/StevenBaby/comfyui-tools" + ], + "install_type": "git-clone", + "description": "IntParameterNode: A Node contain 4 int parameters to quick switch input to other nodes." + }, + { + "author": "zhu798542746", + "title": "comfyui_model [UNSAFE]", + "reference": "https://github.com/zhu798542746/comfyui_model", + "files": [ + "https://github.com/zhu798542746/comfyui_model" + ], + "install_type": "git-clone", + "description": "A powerful tool for managing and exporting ComfyUI plugins and models with an elegant side panel interface. (Description by CC) [w/This node pack has a vulnerability that allows it to access (or exfiltrate) data from custom nodes installed remotely.]" + }, + { + "author": "simonri", + "title": "ComfyUI-SimonNodes", + "reference": "https://github.com/simonri/ComfyUI-SimonNodes", + "files": [ + "https://github.com/simonri/ComfyUI-SimonNodes" + ], + "install_type": "git-clone", + "description": "Provides seed upscaling and image cropping utilities for ComfyUI workflows. (Description by CC)" + }, + { + "author": "j-pyxal", + "title": "ComfyUI-Lattice-Manim [WIP]", + "reference": "https://github.com/j-pyxal/ComfyUI-Lattice-Manim", + "files": [ + "https://github.com/j-pyxal/ComfyUI-Lattice-Manim" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension integrating Manim for animation rendering.\nNOTE: The files in the repo are not organized." + }, + { + "author": "kanttouchthis", + "title": "ComfyUI-SDNQ [NAME CONFLICT]", + "reference": "https://github.com/kanttouchthis/ComfyUI-SDNQ", + "files": [ + "https://github.com/kanttouchthis/ComfyUI-SDNQ" + ], + "install_type": "git-clone", + "description": "SDNQ support for ComfyUI." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-GraphConstantFolder", + "reference": "https://github.com/SparknightLLC/ComfyUI-GraphConstantFolder", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-GraphConstantFolder" + ], + "install_type": "git-clone", + "description": "Improves performance of large workflows by rewriting the submitted prompt graph before validation to constant-fold switch/selector nodes and optionally prune now-unreachable branches." + }, + { + "author": "bryanlholland1", + "title": "comfyui-app-bridge [WIP]", + "reference": "https://github.com/bryanlholland1/comfyui-app-bridge", + "files": [ + "https://github.com/bryanlholland1/comfyui-app-bridge" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for sending images to the companion iOS/macOS/visionOS app\nNOTE: The files in the repo are not organized." + }, + { + "author": "HalfADog", + "title": "ComfyUI-Mask2JSON", + "reference": "https://github.com/HalfADog/ComfyUI-Mask2JSON", + "files": [ + "https://github.com/HalfADog/ComfyUI-Mask2JSON" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for converting masks to contour JSON format with visualization capabilities. (Description by CC)" + }, + { + "author": "flywhale-666", + "title": "ComfyUI_pixel_snapping [WIP]", + "reference": "https://github.com/flywhale-666/ComfyUI_pixel_snapping", + "files": [ + "https://github.com/flywhale-666/ComfyUI_pixel_snapping" + ], + "install_type": "git-clone", + "description": "SIFT-based image alignment, intelligent mask cropping and restoration for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "fangg2000", + "title": "comfyui_fgtools [WIP]", + "reference": "https://github.com/fangg2000/comfyui_fgtools", + "files": [ + "https://github.com/fangg2000/comfyui_fgtools" + ], + "install_type": "git-clone", + "description": "Personal utility tools for ComfyUI. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "HailXD", + "title": "comfyui-random-artist", + "reference": "https://github.com/HailXD/comfyui-random-artist", + "files": [ + "https://github.com/HailXD/comfyui-random-artist" + ], + "install_type": "git-clone", + "description": "Generates random artist styles for ComfyUI workflows. (Description by CC)" + }, + { + "author": "wandaijin", + "title": "ComfyUI-PaddleOCR [NAME CONFLICT]", + "reference": "https://github.com/wandaijin/ComfyUI-PaddleOCR", + "files": [ + "https://github.com/wandaijin/ComfyUI-PaddleOCR" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "supaidauen", + "title": "ComfyUI-supaidauen [WIP]", + "reference": "https://github.com/supaidauen/ComfyUI-supaidauen", + "files": [ + "https://github.com/supaidauen/ComfyUI-supaidauen" + ], + "install_type": "git-clone", + "description": "Collection of custom ComfyUI nodes including VRAM management, image processing, latent manipulation, character I/O, and advanced sampling utilities. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "huhu-tiger", + "title": "ComfyUI-RemoteResource", + "reference": "https://github.com/huhu-tiger/ComfyUI-RemoteResource", + "files": [ + "https://github.com/huhu-tiger/ComfyUI-RemoteResource" + ], + "install_type": "git-clone", + "description": "ComfyUI node for loading images from remote sources. (Description by CC)" + }, + { + "author": "nomadop", + "title": "ComfyUI-Video-Matting [NAME CONFLICT]", + "reference": "https://github.com/nomadop/ComfyUI-Video-Matting", + "files": [ + "https://github.com/nomadop/ComfyUI-Video-Matting" + ], + "install_type": "git-clone", + "description": "Modular video matting nodes supporting multiple models (RVM, MODNet, U2Net, RMBG-2.0) and video object segmentation with Cutie and edge refinement via ViTMatte." + }, + { + "author": "agavesunset", + "title": "Comfyui_SiliconFlow_AgaveSunset", + "reference": "https://github.com/agavesunset/Comfyui_SiliconFlow_AgaveSunset", + "files": [ + "https://github.com/agavesunset/Comfyui_SiliconFlow_AgaveSunset" + ], + "install_type": "git-clone", + "description": "NODES: SiliconFlowLoader_AS, SiliconFlowSampler_AS" + }, + { + "author": "IIEleven11", + "title": "[WIP] ComfyUI-Dataset_Maker", + "reference": "https://github.com/IIEleven11/ComfyUI-Dataset_Maker", + "files": [ + "https://github.com/IIEleven11/ComfyUI-Dataset_Maker" + ], + "install_type": "git-clone", + "description": "Custom node pack that automates dataset creation by generating images for concept lists, each with a specific LoRA. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "bhaveek424", + "title": "ComfyUI-HMNodes", + "reference": "https://github.com/bhaveek424/ComfyUI-HMNodes", + "files": [ + "https://github.com/bhaveek424/ComfyUI-HMNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for audio processing, image enhancement, and AI-powered prompting including FFT analysis, automatic white balance, lens effects, and realism optimization. (Description by CC)" + }, + { + "author": "raohammad", + "title": "ComfyUI-VTUtilNodes [WIP]", + "reference": "https://github.com/raohammad/ComfyUI-VTUtilNodes", + "files": [ + "https://github.com/raohammad/ComfyUI-VTUtilNodes" + ], + "install_type": "git-clone", + "description": "A collection of utility custom nodes for ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "yamanacn", + "title": "ComfyUI-ImageMask-Random-Sync-Picker", + "reference": "https://github.com/yamanacn/ComfyUI-ImageMask-Random-Sync-Picker", + "files": [ + "https://github.com/yamanacn/ComfyUI-ImageMask-Random-Sync-Picker" + ], + "install_type": "git-clone", + "description": "Node for randomly selecting and synchronizing image masks with selectable options. (Description by CC)" + }, + { + "author": "tdrminglin", + "title": "ComfyUI_SceneSplitter", + "reference": "https://github.com/tdrminglin/ComfyUI_SceneSplitter", + "files": [ + "https://github.com/tdrminglin/ComfyUI_SceneSplitter" + ], + "install_type": "git-clone", + "description": "Scene detection and splitting nodes for ComfyUI enabling frame-level scene detection and start frame tracking. (Description by CC)" + }, + { + "author": "starsFriday", + "title": "ComfyUI-KLingAI-OmniVideo [WIP]", + "reference": "https://github.com/starsFriday/ComfyUI-KLingAI-OmniVideo", + "files": [ + "https://github.com/starsFriday/ComfyUI-KLingAI-OmniVideo" + ], + "install_type": "git-clone", + "description": "Five API nodes for KLingAI's OmniVideo (O1) usage\nNOTE: The files in the repo are not organized." + }, + { + "author": "Hifunyo", + "title": "comfyui_google_ai", + "reference": "https://github.com/Hifunyo/comfyui_google_ai", + "files": [ + "https://github.com/Hifunyo/comfyui_google_ai" + ], + "install_type": "git-clone", + "description": "ComfyUI integration node for Google AI image generation capabilities. (Description by CC)" + }, + { + "author": "nschpy", + "title": "ComfyUI_MovisAdapter [UNSAFE]", + "reference": "https://github.com/nschpy/ComfyUI_MovisAdapter", + "files": [ + "https://github.com/nschpy/ComfyUI_MovisAdapter" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "devzeroLL", + "title": "comfyui-lxj-Node", + "reference": "https://github.com/devzeroLL/comfyui-lxj-Node", + "files": [ + "https://github.com/devzeroLL/comfyui-lxj-Node" + ], + "install_type": "git-clone", + "description": "NODES: lxj_ImageBatch14, lxj_TextBatch14" + }, + { + "author": "hgh086", + "title": "Comfyui-HghImage", + "reference": "https://github.com/hgh086/Comfyui-HghImage", + "files": [ + "https://github.com/hgh086/Comfyui-HghImage" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for image comparison functionality. (Description by CC)" + }, + { + "author": "Ginolazy", + "title": "ComfyUI-FluxKontextImageCompensate [WIP]", + "reference": "https://github.com/Ginolazy/ComfyUI-FluxKontextImageCompensate", + "files": [ + "https://github.com/Ginolazy/ComfyUI-FluxKontextImageCompensate" + ], + "install_type": "git-clone", + "description": "A focused ComfyUI plugin to handle the vertical stretching issue introduced by the Flux Kontext model.\nNOTE: The files in the repo are not organized." + }, + { + "author": "IO-AtelierTech", + "title": "comfyui-genai-connectors [WIP]", + "reference": "https://github.com/IO-AtelierTech/comfyui-genai-connectors", + "files": [ + "https://github.com/IO-AtelierTech/comfyui-genai-connectors" + ], + "install_type": "git-clone", + "description": "The ComfyUI-fal-Connector is a tool designed to provide an integration between ComfyUI and fal. This extension allows users to execute their ComfyUI workflows directly on [a/fal.ai](https://fal.ai/). This enables users to leverage the computational power and resources provided by fal.ai for running their ComfyUI workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-MVDUST3R [UNSAFE]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-MVDUST3R", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-MVDUST3R" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for MVDUST3R multi-view 3D reconstruction[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "ProjectAtlantis-dev", + "title": "comfyui-atlantis-json [UNSAFE]", + "reference": "https://github.com/ProjectAtlantis-dev/comfyui-atlantis-json", + "files": [ + "https://github.com/ProjectAtlantis-dev/comfyui-atlantis-json" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for JSON processing and transcription workflows, including text-to-JSON conversion, SRT subtitle parsing, and file saving. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "ShammiG", + "title": "ComfyUI_Text_Tools_SG [UNSAFE]", + "reference": "https://github.com/ShammiG/ComfyUI_Text_Tools_SG", + "files": [ + "https://github.com/ShammiG/ComfyUI_Text_Tools_SG" + ], + "install_type": "git-clone", + "description": "Text Editor node with Markdown editing plus quick shortcuts, Text Viewer node, with extra features plus Text Merge, Text Save and Load Text from anywhere nodes.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "Smyshnikof", + "title": "ComfyUI-PresetDownloadManager [UNSAFE]", + "reference": "https://github.com/Smyshnikof/ComfyUI-PresetDownloadManager", + "files": [ + "https://github.com/Smyshnikof/ComfyUI-PresetDownloadManager" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for managing and downloading models from HuggingFace with preset support[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "gulajawalegit", + "title": "ComfyUI-Telegram-Sender [UNSAFE]", + "reference": "https://github.com/gulajawalegit/ComfyUI-Telegram-Sender", + "files": [ + "https://github.com/gulajawalegit/ComfyUI-Telegram-Sender" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for sending generated videos to Telegram, enabling direct output sharing to messaging platforms. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "Laolilzp", + "title": "Laoli3D [UNSAFE]", + "reference": "https://github.com/Laolilzp/Laoli3D", + "files": [ + "https://github.com/Laolilzp/Laoli3D" + ], + "install_type": "git-clone", + "description": "ComfyUI 3D pose editor enabling visual character manipulation and ControlNet image generation for precise AI figure control without prompt description. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "Goldlionren", + "title": "ComfyUI_Bridge_fabric [UNSAFE]", + "reference": "https://github.com/Goldlionren/ComfyUI_Bridge_fabric", + "files": [ + "https://github.com/Goldlionren/ComfyUI_Bridge_fabric" + ], + "install_type": "git-clone", + "description": "AI Compute Fabric bridge for ComfyUI enabling distributed CLIP, VAE, and ControlNet inference across local and remote machines. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "CypherNaught-0x", + "title": "ComfyUI-StarVector [WIP]", + "reference": "https://github.com/CypherNaught-0x/ComfyUI-StarVector", + "files": [ + "https://github.com/CypherNaught-0x/ComfyUI-StarVector" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for SVG generation using StarVector models\nNOTE: The files in the repo are not organized." + }, + { + "author": "Clivey1234", + "title": "ComfyUI_FBX_Import [UNSAFE]", + "reference": "https://github.com/Clivey1234/ComfyUI_FBX_Import", + "files": [ + "https://github.com/Clivey1234/ComfyUI_FBX_Import" + ], + "install_type": "git-clone", + "description": "Convert FBX animations into ControlNet OpenPose images for driving AI video generation with motion from any animation source. (Description by CC)[w/This nodepack has a vulnerability that allows arbitrary code execution remotely.]" + }, + { + "author": "TobiasGlaubach", + "title": "ComfyUI-TG_PyCode [UNSAFE]", + "reference": "https://github.com/TobiasGlaubach/ComfyUI-TG_PyCode", + "files": [ + "https://github.com/TobiasGlaubach/ComfyUI-TG_PyCode" + ], + "install_type": "git-clone", + "description": "ComfyUI node library with an editor and nodes to run Python code within ComfyUI workflows.[w/This nodepack has a vulnerability that allows arbitrary code execution remotely.]" + }, + { + "author": "jchiotaka", + "title": "ComfyUI-ClarityAI-Upscaler", + "reference": "https://github.com/jchiotaka/ComfyUI-ClarityAI-Upscaler", + "files": [ + "https://github.com/jchiotaka/ComfyUI-ClarityAI-Upscaler" + ], + "install_type": "git-clone", + "description": "ComfyUI upscaler nodes including ClarityCreativeUpscaler, ClarityCrystalUpscaler, and ClarityFluxUpscaler. (Description by CC)" + }, + { + "author": "tpc2233", + "title": "ComfyUI-TP-IMtalker [WIP]", + "reference": "https://github.com/tpc2233/ComfyUI-TP-IMtalker", + "files": [ + "https://github.com/tpc2233/ComfyUI-TP-IMtalker" + ], + "install_type": "git-clone", + "description": "Comfy UI nodes for IMtalker to run native weights.)\nNOTE: The files in the repo are not organized." + }, + { + "author": "yuyu0218yu", + "title": "comfyui-NXCM-tool [UNSAFE]", + "reference": "https://github.com/yuyu0218yu/comfyui-NXCM-tool", + "files": [ + "https://github.com/yuyu0218yu/comfyui-NXCM-tool" + ], + "install_type": "git-clone", + "description": "Next-generation creative media encryption toolkit for ComfyUI providing image and video encryption with AES-256-CTR + HMAC-SHA256, metadata preservation, and batch processing support. (Description by CC) [w/hardcoded encryption key]" + }, + { + "author": "SergeyKarleev", + "title": "[WIP] comfyui-textutils", + "reference": "https://github.com/SergeyKarleev/comfyui-textutils", + "files": [ + "https://github.com/SergeyKarleev/comfyui-textutils" + ], + "install_type": "git-clone", + "description": "Small utility nodes for ComfyUI text workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "love530love", + "title": "[WIP] ComfyUI-TorchMonitor", + "reference": "https://github.com/love530love/ComfyUI-TorchMonitor", + "files": [ + "https://github.com/love530love/ComfyUI-TorchMonitor" + ], + "install_type": "git-clone", + "description": "Fixed-position real-time monitor for ComfyUI displaying CPU, RAM, VRAM, and GPU temperature metrics with zero configuration and single-file installation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Enferlain", + "title": "ComfyUI-SamplerCustom-3Decimals", + "reference": "https://github.com/Enferlain/ComfyUI-SamplerCustom-3Decimals", + "files": [ + "https://github.com/Enferlain/ComfyUI-SamplerCustom-3Decimals" + ], + "install_type": "git-clone", + "description": "ComfyUI sampler node with custom 3 decimals precision for sampling parameters. (Description by CC)" + }, + { + "author": "lfelipegg", + "title": "[WIP] lfgg_custom_nodes_comfyui", + "reference": "https://github.com/lfelipegg/lfgg_custom_nodes_comfyui", + "files": [ + "https://github.com/lfelipegg/lfgg_custom_nodes_comfyui" + ], + "install_type": "git-clone", + "description": "LFGG custom nodes for ComfyUI providing resolution-first utilities, latent sizing by aspect ratio, and divisibility-aware image processing.\nNOTE: The files in the repo are not organized." + }, + { + "author": "saltchicken", + "title": "ComfyUI-Selector", + "reference": "https://github.com/saltchicken/ComfyUI-Selector", + "files": [ + "https://github.com/saltchicken/ComfyUI-Selector" + ], + "install_type": "git-clone", + "description": "ComfyUI node providing simple selector functionality. (Description by CC)" + }, + { + "author": "saltchicken", + "title": "ComfyUI-Video-Utils", + "reference": "https://github.com/saltchicken/ComfyUI-Video-Utils", + "files": [ + "https://github.com/saltchicken/ComfyUI-Video-Utils" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for video processing including FinalFrameSelector and VideoMerge functionality. (Description by CC)" + }, + { + "author": "EricRorich", + "title": "[WIP] ComfyUI-MegaTran-cutom-node", + "reference": "https://github.com/EricRorich/ComfyUI-MegaTran-cutom-node", + "files": [ + "https://github.com/EricRorich/ComfyUI-MegaTran-cutom-node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node applying image transformations (scaling, rotation, translation) around a pivot point with optional canvas expansion and pivot visualization. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "OhSeongHyeon", + "title": "comfyui-random-image-size", + "reference": "https://github.com/OhSeongHyeon/comfyui-random-image-size", + "files": [ + "https://github.com/OhSeongHyeon/comfyui-random-image-size" + ], + "install_type": "git-clone", + "description": "ComfyUI Random Image Size" + }, + { + "author": "Enferlain", + "title": "ComfyUI-Model-Comparison [WIP]", + "reference": "https://github.com/Enferlain/ComfyUI-Model-Comparison", + "files": [ + "https://github.com/Enferlain/ComfyUI-Model-Comparison" + ], + "install_type": "git-clone", + "description": "ComfyUI node for comparing multiple models side-by-side. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "AMTPorn", + "title": "comfyui_amt", + "reference": "https://github.com/AMTPorn/comfyui_amt", + "files": [ + "https://github.com/AMTPorn/comfyui_amt" + ], + "install_type": "git-clone", + "description": "NODES: AMTStringDeduplication" + }, + { + "author": "gajjar4", + "title": "ComfyUI-Qwen-Image-i2L [UNSAFE]", + "reference": "https://github.com/gajjar4/ComfyUI-Qwen-Image-i2L", + "files": [ + "https://github.com/gajjar4/ComfyUI-Qwen-Image-i2L" + ], + "install_type": "git-clone", + "description": "A fully optimized ComfyUI custom node for Qwen-Image-i2L (Image-to-LoRA) that extracts style, composition, or details from images and saves them as lightweight LoRA files with intelligent VRAM optimization. (Description by CC)[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "edvardtoth", + "title": "ComfyUI-ETNodes", + "reference": "https://github.com/edvardtoth/ComfyUI-ETNodes", + "files": [ + "https://github.com/edvardtoth/ComfyUI-ETNodes" + ], + "install_type": "git-clone", + "description": "NODES: ETNodes-Color-Selector, ETNodes-Gemini-API-Image, ETNodes-Gemini-API-Text, ETNodes-List-Items, ETNodes-List-Selector, ETNodes-Text-Previe" + }, + { + "author": "jtydhr88", + "title": "ComfyUI-PolotnoCanvasEditor [UNSAFE]", + "reference": "https://github.com/jtydhr88/ComfyUI-PolotnoCanvasEditor", + "files": [ + "https://github.com/jtydhr88/ComfyUI-PolotnoCanvasEditor" + ], + "install_type": "git-clone", + "description": "Integrates Polotno Canvas Editor into ComfyUI for advanced image editing and design.[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "Taremin", + "title": "comfyui-remove-print", + "reference": "https://github.com/Taremin/comfyui-remove-print", + "files": [ + "https://github.com/Taremin/comfyui-remove-print" + ], + "install_type": "git-clone", + "description": "ComfyUI extension for removing or suppressing print statements in node output. (Description by CC)" + }, + { + "author": "JiangAogo", + "title": "ComfyUI-Gemini-API [WIP]", + "reference": "https://github.com/JiangAogo/ComfyUI-Gemini-API", + "files": [ + "https://github.com/JiangAogo/ComfyUI-Gemini-API" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Google Gemini API integration, supporting both text generation (LLM) and image generation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "AprEcho", + "title": "ComfyUI-RandomSeed", + "reference": "https://github.com/AprEcho/ComfyUI-RandomSeed", + "files": [ + "https://github.com/AprEcho/ComfyUI-RandomSeed" + ], + "install_type": "git-clone", + "description": "Generates random seed values for ComfyUI workflows. (Description by CC)" + }, + { + "author": "Suzu008", + "title": "ComfyUI-ImageCritic", + "reference": "https://github.com/Suzu008/ComfyUI-ImageCritic", + "files": [ + "https://github.com/Suzu008/ComfyUI-ImageCritic" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for image analysis and evaluation. (Description by CC)" + }, + { + "author": "Spicely", + "title": "[WIP] ComfyUI-Luma", + "reference": "https://github.com/Spicely/ComfyUI-Luma", + "files": [ + "https://github.com/Spicely/ComfyUI-Luma" + ], + "install_type": "git-clone", + "description": "ComfyUI utility providing video and audio processing capabilities including text watermarking, audio-video separation, and audio-to-subtitle conversion. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "SSYCloud", + "title": "comfyui-ssy-syncapi [WIP]", + "reference": "https://github.com/SSYCloud/comfyui-ssy-syncapi", + "files": [ + "https://github.com/SSYCloud/comfyui-ssy-syncapi" + ], + "install_type": "git-clone", + "description": "Powerful ComfyUI custom node collection providing 4 dedicated nodes to access SSY Cloud synchronous image generation and processing models including Google Gemini, ByteDance Doubao, OpenAI, and image enhancement APIs. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "LMietkiewicz", + "title": "HiggsfieldAPI_Node", + "reference": "https://github.com/LMietkiewicz/HiggsfieldAPI_Node", + "files": [ + "https://github.com/LMietkiewicz/HiggsfieldAPI_Node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for Higgsfield API integration. (Description by CC)" + }, + { + "author": "starsFriday", + "title": "ComfyUI-LongCat-Image [WIP]", + "reference": "https://github.com/starsFriday/ComfyUI-LongCat-Image", + "files": [ + "https://github.com/starsFriday/ComfyUI-LongCat-Image" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for the LongCat-Image text-to-image and image-editing pipelines with Python 3.12 support.\nNOTE: The files in the repo are not organized." + }, + { + "author": "logicalor", + "title": "comfyui_mv_adapter [WIP]", + "reference": "https://github.com/logicalor/comfyui_mv_adapter", + "files": [ + "https://github.com/logicalor/comfyui_mv_adapter" + ], + "install_type": "git-clone", + "description": "MV-Adapter nodes for ComfyUI - Multi-view image generation\nNOTE: The files in the repo are not organized." + }, + { + "author": "rafstahelin", + "title": "ComfyUI_KieNanoBananaPro", + "reference": "https://github.com/rafstahelin/ComfyUI_KieNanoBananaPro", + "files": [ + "https://github.com/rafstahelin/ComfyUI_KieNanoBananaPro" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for processing and filtering using KieNanoBananaPro algorithm. (Description by CC)" + }, + { + "author": "jinchanz", + "title": "ComfyUI-Midjourney", + "reference": "https://github.com/jinchanz/ComfyUI-Midjourney", + "files": [ + "https://github.com/jinchanz/ComfyUI-Midjourney" + ], + "install_type": "git-clone", + "description": "ComfyUI integration for Midjourney API with nodes for submitting requests, polling results, and extracting JSON data. (Description by CC)" + }, + { + "author": "saltchicken", + "title": "ComfyUI-Local-Loader", + "reference": "https://github.com/saltchicken/ComfyUI-Local-Loader", + "files": [ + "https://github.com/saltchicken/ComfyUI-Local-Loader" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for loading images from specified directories and file paths. (Description by CC)" + }, + { + "author": "satyasairazole", + "title": "ComfyUI-Turbandetection [WIP]", + "reference": "https://github.com/satyasairazole/ComfyUI-Turbandetection", + "files": [ + "https://github.com/satyasairazole/ComfyUI-Turbandetection" + ], + "install_type": "git-clone", + "description": "ComfyUI node for detecting turbans in images using computer vision. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "dougbtv", + "title": "comfyui-vllm-omni", + "reference": "https://github.com/dougbtv/comfyui-vllm-omni", + "files": [ + "https://github.com/dougbtv/comfyui-vllm-omni" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for vLLM-Omni text-to-image generation" + }, + { + "author": "u5dev", + "title": "ComfyUI_u5_EasyScripter [UNSAFE]", + "reference": "https://github.com/u5dev/ComfyUI_u5_EasyScripter", + "files": [ + "https://github.com/u5dev/ComfyUI_u5_EasyScripter" + ], + "install_type": "git-clone", + "description": "EASY VBA-style script for ComfyUI. Anything you want be in 1 node. Conditional branching, iteration, prompt generation, parameter adjustment, memory release, file input/output, Using HTTP RestAPI ... with 100+ built-in functions![w/This nodepack has RCE, SSRF, and arbitrary file read vulnerabilities.]" + }, + { + "author": "stalkervr", + "title": "ComfyUI-StalkerVr", + "reference": "https://github.com/stalkervr/ComfyUI-StalkerVr", + "files": [ + "https://github.com/stalkervr/ComfyUI-StalkerVr" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for image processing, aspect ratio fixing, batch cropping, grid manipulation, JSON handling, and value extraction. (Description by CC)" + }, + { + "author": "baoanhng", + "title": "ComfyUI-utils", + "reference": "https://github.com/baoanhng/ComfyUI-utils", + "files": [ + "https://github.com/baoanhng/ComfyUI-utils" + ], + "install_type": "git-clone", + "description": "Provides text utility nodes (TextJoiner, TextSplitter) for ComfyUI workflows. (Description by CC)" + }, + { + "author": "xuchenxu168", + "title": "[WIP] comfyui_meituan_image", + "reference": "https://github.com/xuchenxu168/comfyui_meituan_image", + "files": [ + "https://github.com/xuchenxu168/comfyui_meituan_image" + ], + "install_type": "git-clone", + "description": "Generate high-quality images from text prompts with excellent Chinese text rendering，Edit images using natural language instructions..\nNOTE: The files in the repo are not organized." + }, + { + "author": "saltchicken", + "title": "ComfyUI-Identity-Mixer", + "reference": "https://github.com/saltchicken/ComfyUI-Identity-Mixer", + "files": [ + "https://github.com/saltchicken/ComfyUI-Identity-Mixer" + ], + "install_type": "git-clone", + "description": "Mixes multiple identity LoRAs with normalized strength." + }, + { + "author": "saltchicken", + "title": "ComfyUI-Prompter", + "reference": "https://github.com/saltchicken/ComfyUI-Prompter", + "files": [ + "https://github.com/saltchicken/ComfyUI-Prompter" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node providing customizable prompt generation capabilities. (Description by CC)" + }, + { + "author": "JBKing514", + "title": "[WIP] map_comfyui", + "reference": "https://github.com/JBKing514/map_comfyui", + "files": [ + "https://github.com/JBKing514/map_comfyui" + ], + "install_type": "git-clone", + "description": "A custom node implementing the Manifold Alignment Protocol (MAP) within ComfyUI, transforming diffusion sampling into a measurable and visualizable geometric process. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "binarystatic", + "title": "ComfyUI-BinarystaticMasterSeed", + "reference": "https://github.com/binarystatic/ComfyUI-BinarystaticMasterSeed", + "files": [ + "https://github.com/binarystatic/ComfyUI-BinarystaticMasterSeed" + ], + "install_type": "git-clone", + "description": "BinarystaticMasterSeed node for ComfyUI. (Description by CC)" + }, + { + "author": "Aruntd008", + "title": "[WIP] ComfyUI_SeamlessPattern", + "reference": "https://github.com/Aruntd008/ComfyUI_SeamlessPattern", + "files": [ + "https://github.com/Aruntd008/ComfyUI_SeamlessPattern" + ], + "install_type": "git-clone", + "description": "SeamlessPatternNode for ComfyUI. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "SilentLuxRay", + "title": "[WIP] ComfyUI-Furrey-Super-Prompt", + "reference": "https://github.com/SilentLuxRay/ComfyUI-Furrey-Super-Prompt", + "files": [ + "https://github.com/SilentLuxRay/ComfyUI-Furrey-Super-Prompt" + ], + "install_type": "git-clone", + "description": "A personalized all-in-one node for ComfyUI that simplifies prompt management and LoRA handling with automatic translation to English. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Rayen21", + "title": "[WIP] ComfyUI-PromptLinePlus", + "reference": "https://github.com/Rayen21/ComfyUI-PromptLinePlus", + "files": [ + "https://github.com/Rayen21/ComfyUI-PromptLinePlus" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that splits multi-line prompts by line, enabling batch image generation with each line triggering one execution and supporting custom prompt boxes. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "rookiestar28", + "title": "ComfyUI_Security_Audit", + "reference": "https://github.com/rookiestar28/ComfyUI_Security_Audit", + "files": [ + "https://github.com/rookiestar28/ComfyUI_Security_Audit" + ], + "install_type": "git-clone", + "description": "A lightweight, dual-layer security extension for ComfyUI using AST-based static analysis and runtime monitoring to detect malicious code in custom nodes." + }, + { + "author": "c1660181647-hash", + "title": "ComfyUI-MM-Visual-Encryption", + "reference": "https://github.com/c1660181647-hash/ComfyUI-MM-Visual-Encryption", + "files": [ + "https://github.com/c1660181647-hash/ComfyUI-MM-Visual-Encryption" + ], + "install_type": "git-clone", + "description": "A visual noise encryption custom node for ComfyUI, supporting Image and Video privacy protection." + }, + { + "author": "charlierz", + "title": "comfyui-charlierz", + "reference": "https://github.com/charlierz/comfyui-charlierz", + "files": [ + "https://github.com/charlierz/comfyui-charlierz" + ], + "install_type": "git-clone", + "description": "NODES: BackgroundColor, ScaleDimensions" + }, + { + "author": "lrzjason", + "title": "Comfyui-DiffusersUtils [WIP]", + "reference": "https://github.com/lrzjason/Comfyui-DiffusersUtils", + "files": [ + "https://github.com/lrzjason/Comfyui-DiffusersUtils" + ], + "install_type": "git-clone", + "description": "A set of nodes which provide flexible inference using diffusers in comfyui env. (Description by CC)" + }, + { + "author": "anilstream", + "title": "ComfyUI-NanoBananaPro", + "reference": "https://github.com/anilstream/ComfyUI-NanoBananaPro", + "files": [ + "https://github.com/anilstream/ComfyUI-NanoBananaPro" + ], + "install_type": "git-clone", + "description": "ComfyUI node implementing basic functionality with NanoBananaBasicNode. (Description by CC)" + }, + { + "author": "Toxic1228", + "title": "Eleven-labs-comfyui-sts", + "reference": "https://github.com/Toxic1228/Eleven-labs-comfyui-sts", + "files": [ + "https://github.com/Toxic1228/Eleven-labs-comfyui-sts" + ], + "install_type": "git-clone", + "description": "ComfyUI integration node for Eleven Labs text-to-speech service (requires API key). (Description by CC)" + }, + { + "author": "NeoTech", + "title": "comfyui-laserprep", + "reference": "https://github.com/NeoTech/comfyui-laserprep", + "files": [ + "https://github.com/NeoTech/comfyui-laserprep" + ], + "install_type": "git-clone", + "description": "ComfyUI node implementing laser preparation functionality with LaserPrep node. (Description by CC)" + }, + { + "author": "Enferlain", + "title": "ComfyUI-extra-schedulers [WIP]", + "reference": "https://github.com/Enferlain/ComfyUI-extra-schedulers", + "files": [ + "https://github.com/Enferlain/ComfyUI-extra-schedulers" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes providing additional scheduler implementations for advanced sampling control. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "tiange-tree", + "title": "BLUEAI_ComfyUI_OpenAI", + "reference": "https://github.com/tiange-tree/BLUEAI_ComfyUI_OpenAI", + "files": [ + "https://github.com/tiange-tree/BLUEAI_ComfyUI_OpenAI" + ], + "install_type": "git-clone", + "description": "NODES: BLUEAI_OpenAI_Node" + }, + { + "author": "nestflow", + "title": "ComfyUI-WanPlus", + "reference": "https://github.com/nestflow/ComfyUI-WanPlus", + "files": [ + "https://github.com/nestflow/ComfyUI-WanPlus" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for video frame manipulation and image-to-video conversion. (Description by CC)" + }, + { + "author": "twdockery", + "title": "ComfyUI_Prompt_Batch_Generator", + "reference": "https://github.com/twdockery/ComfyUI_Prompt_Batch_Generator", + "files": [ + "https://github.com/twdockery/ComfyUI_Prompt_Batch_Generator" + ], + "install_type": "git-clone", + "description": "Custom nodes for batch image generation with Stable Diffusion 1.5, optimized for low VRAM systems. (Description by CC)" + }, + { + "author": "tuxiansheng-ld", + "title": "Comfyui-tuxiansheng-nodes", + "reference": "https://github.com/tuxiansheng-ld/Comfyui-tuxiansheng-nodes", + "files": [ + "https://github.com/tuxiansheng-ld/Comfyui-tuxiansheng-nodes" + ], + "install_type": "git-clone", + "description": "NODES: StringToListNode" + }, + { + "author": "krakenunbound", + "title": "Kraken Discord Bot", + "id": "kraken-discord-bot", + "reference": "https://github.com/krakenunbound/kraken-discord-bot", + "files": [ + "https://github.com/krakenunbound/kraken-discord-bot" + ], + "install_type": "git-clone", + "description": "All-in-one Discord bot node for AI image generation. Simple setup - just add token, select model, and queue. Includes style presets, rate limiting, and queue management." + }, + { + "author": "quinteroac", + "title": "comfyui_api_executor_nodes", + "reference": "https://github.com/quinteroac/comfyui_api_executor_nodes", + "files": [ + "https://github.com/quinteroac/comfyui_api_executor_nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that enable workflow execution via API (internal or external), as well as input/output handling and workflow selection." + }, + { + "author": "Chang-Jin-Lee", + "title": "ComfyUI-PromptMixer-AI [WIP]", + "reference": "https://github.com/Chang-Jin-Lee/ComfyUI-PromptMixer-AI", + "files": [ + "https://github.com/Chang-Jin-Lee/ComfyUI-PromptMixer-AI" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node collection for unified control of checkpoints, steps, CFG, samplers, LoRA and prompt parameters with local LLM integration. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "leacvikas0", + "title": "ComfyUI-Presence [WIP]", + "reference": "https://github.com/leacvikas0/ComfyUI-Presence", + "files": [ + "https://github.com/leacvikas0/ComfyUI-Presence" + ], + "install_type": "git-clone", + "description": "NODES: BeautifulTextNode, FluxAdaptiveInjector, InspectNode, PresenceDirector, PresenceDirectorFireworks, PresenceDirectorVertex, PresenceSaver, UnaliverBundlePreview, UnaliverNode, UnaliverPlanner, UnaliverStepIterato, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "Kraven1109", + "title": "ComfyUI-Llama [NAME CONFLICT]", + "reference": "https://github.com/Kraven1109/ComfyUI-Llama", + "files": [ + "https://github.com/Kraven1109/ComfyUI-Llama" + ], + "install_type": "git-clone", + "description": "Lightweight ComfyUI plugin exposing llama.cpp-based one-shot Qwen VQA nodes." + }, + { + "author": "xiaoxidashen", + "title": "comfyui_my_utils", + "reference": "https://github.com/xiaoxidashen/comfyui_my_utils", + "files": [ + "https://github.com/xiaoxidashen/comfyui_my_utils" + ], + "install_type": "git-clone", + "description": "Guide and utilities for creating ComfyUI custom nodes with image/video preview functionality. (Description by CC)" + }, + { + "author": "agavesunset", + "title": "ComfyUI_LoRA_Tracker", + "reference": "https://github.com/agavesunset/ComfyUI_LoRA_Tracker", + "files": [ + "https://github.com/agavesunset/ComfyUI_LoRA_Tracker" + ], + "install_type": "git-clone", + "description": "ComfyUI node for tracking and displaying LoRA parameters. (Description by CC)" + }, + { + "author": "SleazySleaze", + "title": "aesthetic-persona-comfyui-node", + "reference": "https://github.com/SleazySleaze/aesthetic-persona-comfyui-node", + "files": [ + "https://github.com/SleazySleaze/aesthetic-persona-comfyui-node" + ], + "install_type": "git-clone", + "description": "Node providing aesthetic persona parsing capabilities for ComfyUI. (Description by CC)" + }, + { + "author": "xtanqn", + "title": "comfyui-xishen [WIP]", + "reference": "https://github.com/xtanqn/comfyui-xishen", + "files": [ + "https://github.com/xtanqn/comfyui-xishen" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that generates random numbers as text output.\nNOTE: The files in the repo are not organized." + }, + { + "author": "heyburns", + "title": "ComfyUI-Logic-Redux [WIP]", + "reference": "https://github.com/heyburns/ComfyUI-Logic-Redux", + "files": [ + "https://github.com/heyburns/ComfyUI-Logic-Redux" + ], + "install_type": "git-clone", + "description": "Validation-friendly rewrite of ComfyUI Logic nodes with drop-in compatibility, featuring compare, int/float/bool/string pass-through, ternary logic, and debug nodes. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Mohamed-Sakr", + "title": "ComfyUI-SimpleMarkdown [UNSAFE]", + "reference": "https://github.com/Mohamed-Sakr/ComfyUI-SimpleMarkdown", + "files": [ + "https://github.com/Mohamed-Sakr/ComfyUI-SimpleMarkdown" + ], + "install_type": "git-clone", + "description": "A simple markdown node for ComfyUI[w/This nodepack has a frontend vulnerability.]" + }, + { + "author": "starsFriday", + "title": "ComfyUI-Tracker-Person [WIP]", + "reference": "https://github.com/starsFriday/ComfyUI-Tracker-Person", + "files": [ + "https://github.com/starsFriday/ComfyUI-Tracker-Person" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node using YOLO instance segmentation to track specific people in video frames with color histogram re-identification for robust tracking across occlusions. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "judian17", + "title": "ComfyUI-MIDI-3D [WIP]", + "reference": "https://github.com/judian17/ComfyUI-MIDI-3D", + "files": [ + "https://github.com/judian17/ComfyUI-MIDI-3D" + ], + "install_type": "git-clone", + "description": "Partial implementation of the MIDI-3D project for ComfyUI with multi-view normal/depth map generation and texture baking. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "IAFFeng", + "title": "Comfyui_XF_Custom_Actual-Node", + "reference": "https://github.com/IAFFeng/Comfyui_XF_Custom_Actual-Node", + "files": [ + "https://github.com/IAFFeng/Comfyui_XF_Custom_Actual-Node" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node providing GeminiMatting functionality for image matting operations. (Description by CC)" + }, + { + "author": "LvyuanW", + "title": "ComfyUI-6yuan [WIP]", + "reference": "https://github.com/LvyuanW/ComfyUI-6yuan", + "files": [ + "https://github.com/LvyuanW/ComfyUI-6yuan" + ], + "install_type": "git-clone", + "description": "A curated set of ComfyUI nodes under 6yuan namespace." + }, + { + "author": "wciq1208", + "title": "even-comfyui-plugin", + "reference": "https://github.com/wciq1208/even-comfyui-plugin", + "files": [ + "https://github.com/wciq1208/even-comfyui-plugin" + ], + "install_type": "git-clone", + "description": "NODES: Gemini, NanoBanana" + }, + { + "author": "Fuhze73", + "title": "ComfyUI-PainterI2V-StartEndImage-Tiled [WIP]", + "reference": "https://github.com/Fuhze73/ComfyUI-PainterI2V-StartEndImage-Tiled", + "files": [ + "https://github.com/Fuhze73/ComfyUI-PainterI2V-StartEndImage-Tiled" + ], + "install_type": "git-clone", + "description": "Wan2.2 image-to-video enhancement node optimized for 4-step LoRAs, reducing slow-motion and enhancing camera movement. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "stevanisya", + "title": "comfyui_txt_selector [WIP]", + "reference": "https://github.com/stevanisya/comfyui_txt_selector", + "files": [ + "https://github.com/stevanisya/comfyui_txt_selector" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node that lets you choose one text from up to 10 inputs.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Isi-dev", + "title": "ComfyUI_DeleteModelPassthrough_ExecutionFlowControl [WIP]", + "reference": "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough_ExecutionFlowControl", + "files": [ + "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough_ExecutionFlowControl" + ], + "install_type": "git-clone", + "description": "Memory management custom node that deletes specific models from VRAM and RAM while passing through other input types unchanged, useful for low-memory environments. (Description by CC)" + }, + { + "author": "K1maran", + "title": "ComfyUI-Kimaran", + "reference": "https://github.com/K1maran/ComfyUI-Kimaran", + "files": [ + "https://github.com/K1maran/ComfyUI-Kimaran" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for preset latent image generation including EmptyLatentImagePresetsAIO, FLUX, QWEN, and SD1.5 variants. (Description by CC)" + }, + { + "author": "silveroxides", + "title": "ComfyUI_LoHalo", + "reference": "https://github.com/silveroxides/ComfyUI_LoHalo", + "files": [ + "https://github.com/silveroxides/ComfyUI_LoHalo" + ], + "install_type": "git-clone", + "description": "ComfyUI upscaling node package with Lohalo high-fidelity scaling and kernel-based image enhancement capabilities. (Description by CC)" + }, + { + "author": "jorin91", + "title": "ComfyUI-JSG-Utils [UNSAFE]", + "reference": "https://github.com/jorin91/ComfyUI-JSG-Utils", + "files": [ + "https://github.com/jorin91/ComfyUI-JSG-Utils" + ], + "install_type": "git-clone", + "description": "Utility nodes for ComfyUI including file operations, recursive image finding, and path parsing. (Description by CC)[w/This nodepack contains a vulnerability that allows remote deletion of files at arbitrary paths.]" + }, + { + "author": "vadimcro", + "title": "External-Image-Revised-with-MASK", + "reference": "https://github.com/vadimcro/External-Image-Revised-with-MASK", + "files": [ + "https://github.com/vadimcro/External-Image-Revised-with-MASK" + ], + "install_type": "git-clone", + "description": "ComfyUI external image node with mask support for image composition and masking workflows. (Description by CC)" + }, + { + "author": "martinken", + "title": "ComfyUI-KMNodes", + "reference": "https://github.com/martinken/ComfyUI-KMNodes", + "files": [ + "https://github.com/martinken/ComfyUI-KMNodes" + ], + "install_type": "git-clone", + "description": "NODES: KM_Aspect_Ratio_Selector, KM_Color_Correct, KM_Downscale_Image, KM_Merge_Images, KM_Safe_Mask_Bounds, KM_Safe_SEGS_Bounds, KM_Video_Image_Color_Match, KM_WanVideoToVideo, WanImageToVide, ..." + }, + { + "author": "sahibalejandro", + "title": "ComfyUI Sahib Nodes", + "reference": "https://github.com/sahibalejandro/comfyui-sahib-nodes", + "files": [ + "https://github.com/sahibalejandro/comfyui-sahib-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "pznodes", + "title": "MotionCapture [UNSAFE]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-MotionCapture", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-MotionCapture" + ], + "install_type": "git-clone", + "description": "Motion Capture nodes for ComfyUI: SMPL data/retargeting using GVHMR. This node is a very first draft, putting it out there in the hope some blender whizzes can help me figure out retargeting *prayer emoji*[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "pznodes", + "title": "SAM3DObjects [UNSAFE]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-SAM3DObjects", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-SAM3DObjects" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper for SAM3DObjects: extract 3D meshes/gaussians from pictures. This node is a very first draft, putting it out there in the hope people help me with the development. I hate shipping broken code but I have some hope at least some linux people will manage to use it.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "nachoman", + "title": "nachoman Custom Nodes [WIP]", + "reference": "https://github.com/eddiehavila/comfyui-nachoman", + "files": [ + "https://github.com/eddiehavila/comfyui-nachoman" + ], + "install_type": "git-clone", + "description": "NODES: NACHOMAN_AudioCropTime, NACHOMAN_AutoQueueController, NACHOMAN_ChunkIndexController, NACHOMAN_CombineAllChunks, NACHOMAN_Extract_Frame_Number, NACHOMAN_FullSongAnalyzerV4, NACHOMAN_GetPromptByIndex, NACHOMAN_GetRunIndexFromJson, NACHOMAN_IndexedPromptChunker, NACHOMAN_IndexedPromptChunkerV2, NACHOMAN_LoadAudioSplitDynamic, NACHOMAN_LoadAudioSplitUpload, NACHOMAN_LoadAudioSplit_HUMO, NACHOMAN_LoadAudioSplit_HUMO_Transcribe, NACHOMAN_LoadSingleAudioChunk, NACHOMAN_LoadVideos, NACHOMAN_PostRunIndexStepper, NACHOMAN_SaveVideoChunkWithIndex, NACHOMAN_TranscribeText, NACHOMAN_VideoSplitte, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "xuchenxu168", + "title": "ComfyUI-Gemini-3 [UNSAFE/WIP]", + "reference": "https://github.com/xuchenxu168/ComfyUI-Gemini-3", + "files": [ + "https://github.com/xuchenxu168/ComfyUI-Gemini-3" + ], + "install_type": "git-clone", + "description": "Full-featured, high-performance Google Gemini 3 integration for ComfyUI. This plugin implements **all** Gemini 3 capabilities with optimized performance.\nNOTE: The files in the repo are not organized.[w/This nodepack has a vulnerability that allows arbitrary code execution remotely.]" + }, + { + "author": "starsFriday", + "title": "ComfyUI-Audio-Subtitle [WIP]", + "reference": "https://github.com/starsFriday/ComfyUI-Audio-Subtitle", + "files": [ + "https://github.com/starsFriday/ComfyUI-Audio-Subtitle" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node that automatically transcribes audio using OpenAI Whisper and hardcodes subtitles onto video frames using FFmpeg with customizable fonts, colors, styles, and positioning. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "TheLocalLab", + "title": "ComfyUI-Kandinsky-GGUF [WIP]", + "reference": "https://github.com/TheLocalLab/ComfyUI-Kandinsky-GGUF", + "files": [ + "https://github.com/TheLocalLab/ComfyUI-Kandinsky-GGUF" + ], + "install_type": "git-clone", + "description": "A fork of Ada123-a’s ComfyUI-Kandinsky nodes for Kandinsky 5 DiT. Enables high-quality video generation from text (T2V) and images (I2V) with advanced text-guided controls. \nNOTE: The files in the repo are not organized." + }, + { + "author": "JosDigby", + "title": "ComfyUI-DigbyWan", + "reference": "https://github.com/JosDigby/ComfyUI-DigbyWan", + "files": [ + "https://github.com/JosDigby/ComfyUI-DigbyWan" + ], + "install_type": "git-clone", + "description": "NODES: ImageBatchLoopExtract, WanMiddleFrameToVideo, WanVACEVideoSmoother" + }, + { + "author": "UltraNoob-NazoGiken", + "title": "ComfyUI-TOML-Tools [WIP]", + "reference": "https://github.com/UltraNoob-NazoGiken/ComfyUI-TOML-Tools", + "files": [ + "https://github.com/UltraNoob-NazoGiken/ComfyUI-TOML-Tools" + ], + "install_type": "git-clone", + "description": "NODES: CreateTomlData, GetTomlValue, LoadToml, MergeTomlData, SaveTom, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "frost-byte", + "title": "fb-tools", + "reference": "https://github.com/frost-byte/fbTools", + "files": [ + "https://github.com/frost-byte/fbTools" + ], + "install_type": "git-clone", + "description": "A collect of custom nodes for ComfyUI" + }, + { + "author": "Aruntd008", + "title": "ComfyUI_blender_render", + "reference": "https://github.com/Aruntd008/ComfyUI_blender_render", + "files": [ + "https://github.com/Aruntd008/ComfyUI_blender_render" + ], + "install_type": "git-clone", + "description": "NODES: Blender Render (Auto-Setup)" + }, + { + "author": "mertgoksel", + "title": "comfyui-noot-nodes [WIP]", + "reference": "https://github.com/mertgoksel/ComfyUI-Noot-Nodes", + "files": [ + "https://github.com/mertgoksel/ComfyUI-Noot-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes i made to suit my needs, currently includes a tag randomizer and a stagedksampler which iterates sampler steps and upscaling." + }, + { + "author": "egormly", + "title": "ComfyUI-EG_Tools [WIP]", + "reference": "https://github.com/egormly/ComfyUI-EG_Tools", + "files": [ + "https://github.com/egormly/ComfyUI-EG_Tools" + ], + "install_type": "git-clone", + "description": "Quality-of-life utility nodes for ComfyUI providing smart switches for dynamic data routing, path helpers for consistent file naming, and image utilities including Qwen vision model preparation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "huhu-tiger", + "title": "ComfyUI-RemoteDownload", + "reference": "https://github.com/huhu-tiger/ComfyUI-RemoteDownload", + "files": [ + "https://github.com/huhu-tiger/ComfyUI-RemoteDownload" + ], + "install_type": "git-clone", + "description": "NODES: LoadImageFromRemote" + }, + { + "author": "zhupeter010903", + "title": "ComfyUI-prompt-library", + "reference": "https://github.com/zhupeter010903/ComfyUI-prompt-library", + "files": [ + "https://github.com/zhupeter010903/ComfyUI-prompt-library" + ], + "install_type": "git-clone", + "description": "NODES: Grouped Prompt Node, ..." + }, + { + "author": "basenc", + "title": "Comfyui-Nodes-basenc [UNSAFE]", + "reference": "https://github.com/basenc/Comfyui-Nodes-basenc", + "files": [ + "https://github.com/basenc/Comfyui-Nodes-basenc" + ], + "install_type": "git-clone", + "description": "NODES: Custom OpenAI Chat Completion, Environment Variable, Eval, JSON Path Select, JSON Path Select, Wan Video Size, ... [w/This nodepack has a vulnerability that allows arbitrary file contents to be read remotely.]" + }, + { + "author": "jkaarlehto", + "title": "ComfyUI-GetWorkflowName [WIP]", + "reference": "https://github.com/jKaarlehto/ComfyUI-GetWorkflowName", + "files": [ + "https://github.com/jKaarlehto/ComfyUI-GetWorkflowName" + ], + "install_type": "git-clone", + "description": "Adds a node that outputs the workflow's name as a string\nNOTE: The files in the repo are not organized." + }, + { + "author": "newraina", + "title": "comfyui-photoshop-v2 [WIP]", + "reference": "https://github.com/newraina/comfyui-photoshop-v2", + "files": [ + "https://github.com/newraina/comfyui-photoshop-v2" + ], + "install_type": "git-clone", + "description": "NODES: Photoshop ComfyUI Plugin, Send To Photoshop, ClipPass, modelPass, Photoshop RemoteConnection, ..." + }, + { + "author": "eddyhhlure1Eddy", + "title": "ComfyUI-QwenImageWrapper [WIP]", + "reference": "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenImageWrapper", + "files": [ + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenImageWrapper" + ], + "install_type": "git-clone", + "description": "Integrated Qwen-Image node for ComfyUI with all-in-one model loading, 4 LoRA slots, memory optimization via BlockSwap reducing VRAM usage by 30-60%, and multiple quantization options.\nNOTE: The files in the repo are not organized." + }, + { + "author": "tori29umai0123", + "title": "ComfyUI-SDXLGenerateFromTextFile [UNSAFE]", + "reference": "https://github.com/tori29umai0123/ComfyUI-SDXLGenerateFromTextFile", + "files": [ + "https://github.com/tori29umai0123/ComfyUI-SDXLGenerateFromTextFile" + ], + "install_type": "git-clone", + "description": "ComfyUI node for batch image generation from text file prompts with configurable resolution, quantity, and model settings for Stable Diffusion workflows. (Description by CC)[w/This nodepack has a vulnerability that allows arbitrary file contents to be read remotely.]" + }, + { + "author": "unphased", + "title": "code-nodes [UNSAFE]", + "reference": "https://github.com/unphased/code-nodes", + "files": [ + "https://github.com/unphased/code-nodes" + ], + "install_type": "git-clone", + "description": "This repository provides two lightweight execution helpers for ComfyUI graphs: Shell Code, Python Code[w/This nodepack has a vulnerability that allows arbitrary code execution remotely.]" + }, + { + "author": "marduk191", + "title": "comfyui_cmdtls [UNSAFE]", + "reference": "https://github.com/marduk191/comfyui_cmdtls", + "files": [ + "https://github.com/marduk191/comfyui_cmdtls" + ], + "install_type": "git-clone", + "description": "A comprehensive set of ComfyUI custom nodes for file system operations, file browsing, upload/download, and shell command execution.[w/This nodepack has a vulnerability that allows arbitrary code execution remotely.]" + }, + { + "author": "AIExplorer25", + "title": "ComfyUI_HuggingfaceHelper", + "reference": "https://github.com/AIExplorer25/ComfyUI_HuggingfaceHelper", + "files": [ + "https://github.com/AIExplorer25/ComfyUI_HuggingfaceHelper" + ], + "install_type": "git-clone", + "description": "This repo has different functions to help dealing with huggingface data" + }, + { + "author": "ilslli", + "title": "Comfyui-IV2Z", + "reference": "https://github.com/ilslli/Comfyui-IV2Z", + "files": [ + "https://github.com/ilslli/Comfyui-IV2Z" + ], + "install_type": "git-clone", + "description": "Modify the VideoCombine node of [a/ComfyUI-VideoHelperSuite](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite) so that, after encoding the video, it outputs the result as a compressed archive." + }, + { + "author": "PladsElsker", + "title": "comfyui-krita [WIP]", + "reference": "https://github.com/PladsElsker/comfyui-krita", + "files": [ + "https://github.com/PladsElsker/comfyui-krita" + ], + "install_type": "git-clone", + "description": "Minimal Krita extension and ComfyUI custom nodes for integrating both UIs together with workflow exposure and compositing capabilities. NOTE: The project is in active development (WIP). (Description by CC)" + }, + { + "author": "max-dingsda", + "title": "ComfyUI-PromptLoop [WIP]", + "reference": "https://github.com/max-dingsda/ComfyUI-PromptLoop", + "files": [ + "https://github.com/max-dingsda/ComfyUI-PromptLoop" + ], + "install_type": "git-clone", + "description": "Batch process multiple prompts from text files in a single ComfyUI queue job - supports prompt loops from files or multi-line text with optional start index and limit controls.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Gergzilla", + "title": "Slim-Comfy-Pack [private]", + "reference": "https://github.com/Gergzilla/Slim-Comfy-Pack", + "files": [ + "https://github.com/Gergzilla/Slim-Comfy-Pack" + ], + "install_type": "git-clone", + "description": "A slimmed down collection of ComfyUI nodes either from elsewhere, custom creation or updated independently. (Description by CC)" + }, + { + "author": "Sida Liu", + "title": "ComfyUI-Notebook [UNSAFE]", + "id": "notebook", + "reference": "https://github.com/liusida/ComfyUI-Notebook", + "files": [ + "https://github.com/liusida/ComfyUI-Notebook" + ], + "install_type": "git-clone", + "description": "A Jupyter-style custom node for executing Python code and plotting within ComfyUI workflows.[w/This extension allows remote command execution.]" + }, + { + "author": "pznodes", + "title": "ComfyUI-UniRig [WIP]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-UniRig", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-UniRig" + ], + "install_type": "git-clone", + "description": "WORK IN PROGRESS. Automatic skeleton extraction for ComfyUI using UniRig (SIGGRAPH 2025). Self-contained with bundled Blender." + }, + { + "author": "pznodes", + "title": "CADabra [WIP]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-CADabra", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-CADabra" + ], + "install_type": "git-clone", + "description": "WORK IN PROGRESS. CAD file processing nodes for ComfyUI with interactive 3D OCC CAD viewer. Load STEP, IGES, BREP files and generate meshes using Gmsh." + }, + { + "author": "pznodes", + "title": "Hunyuan3D-Part [WIP]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-Hunyuan3D-Part", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-Hunyuan3D-Part" + ], + "install_type": "git-clone", + "description": "WORK IN PROGRESS. Hunyuan3D-Part nodes for ComfyUI: 3D part segmentation with P3-SAM and high-fidelity part generation with X-Part diffusion." + }, + { + "author": "hhelloe", + "title": "comfyuiWeightOnlyQuant [WIP]", + "reference": "https://github.com/hhelloe/comfyuiWeightOnlyQuant", + "files": [ + "https://github.com/hhelloe/comfyuiWeightOnlyQuant" + ], + "install_type": "git-clone", + "description": "NODES: Weight-Only Quantize (Linear)\nNOTE: The files in the repo are not organized." + }, + { + "author": "KXSR", + "title": "ComfyUI-Easy-s3", + "reference": "https://github.com/KXSR/ComfyUI-Easy-s3", + "files": [ + "https://github.com/KXSR/ComfyUI-Easy-s3" + ], + "install_type": "git-clone", + "description": "NODES: 'URL: Load Media', 'Image: Save To Disk (No UI)', 'S3: Upload Presigned', ..." + }, + { + "author": "akashch1512", + "title": "ComfyUI_UguuUploader", + "reference": "https://github.com/akashch1512/ComfyUI_UguuUploader", + "files": [ + "https://github.com/akashch1512/ComfyUI_UguuUploader" + ], + "install_type": "git-clone", + "description": "NODES: Uguu.se Video Uploader\nNOTE: The files in the repo are not organized." + }, + { + "author": "vadimcro", + "title": "string_by_index", + "reference": "https://github.com/vadimcro/string_by_index", + "files": [ + "https://github.com/vadimcro/string_by_index" + ], + "install_type": "git-clone", + "description": "ComfyUI node that lets you output a string, based on int index number on input" + }, + { + "author": "sickbraintwo", + "title": "WextraX [WIP]", + "reference": "https://github.com/sickbraintwo/WextraX", + "files": [ + "https://github.com/sickbraintwo/WextraX" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for LoRA management, including LoRA name extraction and tag filtering utilities. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "hhelloe", + "title": "ComfyuiQuantizerToFp8 [WIP]", + "reference": "https://github.com/hhelloe/ComfyuiQuantizerToFp8", + "files": [ + "https://github.com/hhelloe/ComfyuiQuantizerToFp8" + ], + "install_type": "git-clone", + "description": "Linear quantizer node for ComfyUI that converts models to FP8 precision format for reduced memory usage and faster inference.\nNOTE: The files in the repo are not organized." + }, + { + "author": "nobinBB", + "title": "comfyui-samenodes", + "reference": "https://github.com/nobinBB/comfyui-samenodes", + "files": [ + "https://github.com/nobinBB/comfyui-samenodes" + ], + "install_type": "git-clone", + "description": "NODES: Batch Image Processor, Float to String, Float to String with Prefix, LoRA Wildcard Generator" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-SCP-nodes [UNSAFE]", + "reference": "https://github.com/MushroomFleet/ComfyUI-SCP-nodes", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-SCP-nodes" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that automatically saves generated images locally and uploads them to a remote server via SCP (Secure Copy Protocol).[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "jonstreeter", + "title": "Archive Output [UNSAFE]", + "id": "archive-output", + "reference": "https://github.com/jonstreeter/comfyui-archive-output", + "files": [ + "https://github.com/jonstreeter/comfyui-archive-output" + ], + "install_type": "git-clone", + "description": "Archive and organize your generated images into date-structured folders, and compress PNG images to JPEG/WebP with full workflow metadata preservation, saving 85-95% disk space.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "xuchenxu168", + "title": "ComfyUI-Qwen3-VL [WIP]", + "id": "qwen3-vl", + "reference": "https://github.com/xuchenxu168/ComfyUI_Qwen3-VL", + "files": [ + "https://github.com/xuchenxu168/ComfyUI_Qwen3-VL" + ], + "install_type": "git-clone", + "description": "Enhanced Qwen3-VL integration for ComfyUI with direct image and video support.\nNOTE: The files in the repo are not organized." + }, + { + "author": "cedarconnor", + "title": "HunyuanWorld-Mirror ComfyUI Node Pack [WIP]", + "reference": "https://github.com/cedarconnor/ComfyUI-HunyuanWorld-Mirror", + "files": [ + "https://github.com/cedarconnor/ComfyUI-HunyuanWorld-Mirror" + ], + "install_type": "git-clone", + "description": "Transform 2D images into 3D worlds using Tencent's HunyuanWorld-Mirror model directly in ComfyUI." + }, + { + "author": "zRicmuriellee1xh", + "title": "ComfyUI-Logic-Switch", + "reference": "https://github.com/muriellee1x/ComfyUI-Logic-Switch", + "files": [ + "https://github.com/muriellee1x/ComfyUI-Logic-Switch" + ], + "install_type": "git-clone", + "description": "NODES: random string selector" + }, + { + "author": "zRich", + "title": "ComfyUI-zRich-ObjectCutter", + "reference": "https://github.com/zRich/ComfyUI-zRich-ObjectCutter", + "files": [ + "https://github.com/zRich/ComfyUI-zRich-ObjectCutter" + ], + "install_type": "git-clone", + "description": "NODES: zRich Object Cutter (MASK to Transparent), SAM2 Auto Layer Extractor" + }, + { + "author": "ajcampbell1333", + "title": "BudgetGuard for Artists [WIP]", + "reference": "https://github.com/ajcampbell1333/BudgetGuard_Artists", + "files": [ + "https://github.com/ajcampbell1333/BudgetGuard_Artists" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that provides cost estimation and budget management for NVIDIA NIM nodes across multiple cloud providers." + }, + { + "author": "muriellee1x", + "title": "ComfyUI-switch-angles", + "reference": "https://github.com/muriellee1x/ComfyUI-switch-angles", + "files": [ + "https://github.com/muriellee1x/ComfyUI-switch-angles" + ], + "install_type": "git-clone", + "description": "NODES: Camera Prompt Generator, ..." + }, + { + "author": "APZmedia", + "title": "ComfyUI Folder Parser [UNSAFE]", + "reference": "https://github.com/APZmedia/ComfyUI-folder-parser", + "files": [ + "https://github.com/APZmedia/ComfyUI-folder-parser" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that parses files from a folder with filtering and sorting capabilities. Outputs file paths for use in other ComfyUI nodes.[w/This nodepack contains a path traversal vulnerability.]" + }, + { + "author": "Seb-Lis", + "title": "comfyui-seed-selector", + "reference": "https://github.com/Seb-Lis/comfyui-seed-selector", + "files": [ + "https://github.com/Seb-Lis/comfyui-seed-selector" + ], + "install_type": "git-clone", + "description": "NODES: Seed Selector (INT), My Seed Selector (INT), Seed Selector with Display, ..." + }, + { + "author": "Amor718", + "title": "AmorForge", + "reference": "https://github.com/Amor718/AmorForge", + "files": [ + "https://github.com/Amor718/AmorForge" + ], + "install_type": "git-clone", + "description": "NODES: Amor's Image WebpSaver, Amor's Image Resizer, Amor's Text Translator, Amor's CogView Image Generator, ..." + }, + { + "author": "Solarish", + "title": "fyUI-MidnightLook [WIP]", + "reference": "https://github.com/Solarish/ComfyUI-MidnightLook", + "files": [ + "https://github.com/Solarish/ComfyUI-MidnightLook" + ], + "install_type": "git-clone", + "description": "Custom node for MidnightLook.com\nNOTE: The files in the repo are not organized." + }, + { + "author": "hujuying", + "title": "ComfyUI-QwenVL3-image-Plus [WIP]", + "reference": "https://github.com/hujuying/ComfyUI-QwenVL3-image-Plus", + "files": [ + "https://github.com/hujuying/ComfyUI-QwenVL3-image-Plus" + ], + "install_type": "git-clone", + "description": "A custom node designed for ComfyUI that integrates the **Qwen3-VL-4B-Instruct-FP8** vision-language model for efficient image understanding and description. It supports flexible prompt-combination features to enhance the accuracy and diversity of image descriptions.\nNOTE: The files in the repo are not organized." + }, + { + "author": "r-vage", + "title": "ComfyUI_Eclipse [UNSAFE]", + "reference": "https://github.com/r-vage/ComfyUI_Eclipse", + "files": [ + "https://github.com/r-vage/ComfyUI_Eclipse" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes and utilities for workflow building, type conversions, checkpoint/pipe loaders and file utilities.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "silveroxides", + "title": "ComfyUI_LogicMath", + "reference": "https://github.com/silveroxides/ComfyUI_LogicMath", + "files": [ + "https://github.com/silveroxides/ComfyUI_LogicMath" + ], + "install_type": "git-clone", + "description": "Custom node for with some basic logic and math nodes based on pull request [a/comfyanonymous/ComfyUI#8024](https://github.com/comfyanonymous/ComfyUI/pull/8024)" + }, + { + "author": "lyra-ai", + "title": "lyra-nodes", + "reference": "https://github.com/lyra-ai/lyra-nodes", + "files": [ + "https://github.com/lyra-ai/lyra-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Lyra – 🎞️ Image Audio Fusion, Lyra – 🌐 Load Audio from URL, Lyra – 🖼️ Load Image from URL" + }, + { + "author": "VectorASD", + "title": "ComfyUI-VectorASD", + "reference": "https://github.com/VectorASD/ComfyUI-VectorASD", + "files": [ + "https://github.com/VectorASD/ComfyUI-VectorASD" + ], + "install_type": "git-clone", + "description": "VectorASD's custom nodes for ComfyUI" + }, + { + "author": "laobaishu1", + "title": "ComfyUI-JSON-Upload-Iterator [UNSAFE]", + "reference": "https://github.com/laobaishu1/ComfyUI-JSON-Upload-Iterator", + "files": [ + "https://github.com/laobaishu1/ComfyUI-JSON-Upload-Iterator" + ], + "install_type": "git-clone", + "description": "A JSON upload and iterator node for ComfyUI that supports uploading JSON storyboard files and outputs each field sequentially.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "dibowei1980", + "title": "Comfyui-QwenEditUtilsFromRapid", + "reference": "https://github.com/dibowei1980/Comfyui-QwenEditUtilsFromRapid", + "files": [ + "https://github.com/dibowei1980/Comfyui-QwenEditUtilsFromRapid" + ], + "install_type": "git-clone", + "description": "NODES: TextEncodeQwenImageEdit_FromRapid, TextEncodeQwenImageEditPlus_FromRapid" + }, + { + "author": "minujeong", + "title": "comfyui-oklch-color-picker", + "reference": "https://github.com/minujeong/comfyui-oklch-color-picker", + "files": [ + "https://github.com/minujeong/comfyui-oklch-color-picker" + ], + "install_type": "git-clone", + "description": "provide OKLCH space color picker as Comfy UI node" + }, + { + "author": "gaonprime-lab", + "title": "ComfyUI_Nordy", + "reference": "https://github.com/gaonprime-labs/ComfyUI_Nordy", + "files": [ + "https://github.com/gaonprime-labs/ComfyUI_Nordy" + ], + "install_type": "git-clone", + "description": "NODES: Save Image S3 PresignedUrl (Nordy), Memory Test" + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiLoadPresetLite [UNSAFE]", + "reference": "https://github.com/mittimi/ComfyUI_mittimiLoadPresetLite", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiLoadPresetLite" + ], + "install_type": "git-clone", + "description": "This node can easily switch between models and prompts by saving presets.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "WenerSantos3", + "title": "ComfyUI-BlueeUtils [UNSAFE]", + "reference": "https://github.com/WenerSantos3/ComfyUI-BlueeUtils", + "files": [ + "https://github.com/WenerSantos3/ComfyUI-BlueeUtils" + ], + "install_type": "git-clone", + "description": "NODES: Bluee Utils - Delete File, blueeInput, Bluee Template String, Bluee Utils - Download Temp, Bluee Utils - Read Temp Image, Bluee Utils - Read Temp Audio, bluee - file exists, Bluee - Combine Images + Audio (H.264 MP4)[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "Rosegun007", + "title": "ComfyUI-Pandora", + "reference": "https://github.com/Rosegun007/ComfyUI-Pandora", + "files": [ + "https://github.com/Rosegun007/ComfyUI-Pandora" + ], + "install_type": "git-clone", + "description": "A simple and user-friendly ComfyUI plugin that offers advanced text rendering, streamlined bridge-style image preview, and various convenient mask tools — primarily designed for ComfyUI tutorial creators." + }, + { + "author": "fuselayer", + "title": "comfyui-libcom-image-composition", + "reference": "https://github.com/fuselayer/comfyui-libcom-image-composition", + "files": [ + "https://github.com/fuselayer/comfyui-libcom-image-composition" + ], + "install_type": "git-clone", + "description": "port of bcmi/libcom and other image composition (harmonization, shadow generation) utilities" + }, + { + "author": "Long-form-AI-video-generation", + "title": "ComfyUI_vaceFramepack", + "reference": "https://github.com/Long-form-AI-video-generation/ComfyUI_vaceFramepack", + "files": [ + "https://github.com/Long-form-AI-video-generation/ComfyUI_vaceFramepack" + ], + "install_type": "git-clone", + "description": "NODES: WanVACE FramePack Sampler 2" + }, + { + "author": "ifilipis", + "title": "ComfyUI-Auto-Prompt-Engineer", + "reference": "https://github.com/ifilipis/ComfyUI-Auto-Prompt-Engineer", + "files": [ + "https://github.com/ifilipis/ComfyUI-Auto-Prompt-Engineer" + ], + "install_type": "git-clone", + "description": "Automated prompt engineering using LLMs" + }, + { + "author": "JHBOY-ha", + "title": "ComfyUI-jh-essential", + "reference": "https://github.com/JHBOY-ha/ComfyUI-jh-essential", + "files": [ + "https://github.com/JHBOY-ha/ComfyUI-jh-essential" + ], + "install_type": "git-clone", + "description": "NODES: Start Timer, End Timer" + }, + { + "author": "APZmedia", + "title": "Joshua Brand Assets Loader [private]", + "reference": "https://github.com/APZmedia/Joshua-brand-assets-loader", + "files": [ + "https://github.com/APZmedia/Joshua-brand-assets-loader" + ], + "install_type": "git-clone", + "description": "A comprehensive brand asset loader for ComfyUI that handles logos, fonts, and color palettes with dual loading modes (API and manual)." + }, + { + "author": "GoddessLabs", + "title": "ComfyUI-GoddessLabs-NodePack", + "reference": "https://github.com/GoddessLabs/ComfyUI-GoddessLabs-NodePack", + "files": [ + "https://github.com/GoddessLabs/ComfyUI-GoddessLabs-NodePack" + ], + "install_type": "git-clone", + "description": "Custom node pack for ComfyUI This nodepack helps to conveniently enhance images through Detector, Detailer, Upscaler, Pipe, and more." + }, + { + "author": "Beinsezii", + "title": "DEET: Diffusion Entropy Equalization Transform [WIP]", + "reference": "https://github.com/Beinsezii/DEET", + "files": [ + "https://github.com/Beinsezii/DEET" + ], + "install_type": "git-clone", + "description": "A simple transform to regulate the noise as it flows in and out of a diffusion model. Currently implemented as a nn.Module forward hook for Diffusers and as a node for ComfyUI" + }, + { + "author": "woitec", + "title": "ComfyUI_ImageDimensions [WIP]", + "reference": "https://github.com/woitec/ComfyUI_ImageDimensions", + "files": [ + "https://github.com/woitec/ComfyUI_ImageDimensions" + ], + "install_type": "git-clone", + "description": "Node for extraction of dimensions from an upstream-loaded tensor image.\nNOTE: The files in the repo are not organized." + }, + { + "author": "PopeyesBiscuit", + "title": "ComfyUI-WebSocketLoRAExporter", + "reference": "https://github.com/PopeyesBiscuit/ComfyUI-WebSocketLoRAExporter", + "files": [ + "https://github.com/PopeyesBiscuit/ComfyUI-WebSocketLoRAExporter" + ], + "install_type": "git-clone", + "description": "NODES: Simple LoRA Loader, ..." + }, + { + "author": "PopeyesBiscuit", + "title": "ComfyUI Delete Folder Nodes [UNSAFE]", + "reference": "https://github.com/PopeyesBiscuit/ComfyUI-DeleteFolder", + "files": [ + "https://github.com/PopeyesBiscuit/ComfyUI-DeleteFolder" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for clearing folders in the input or output folder." + }, + { + "author": "hndrr", + "title": "Comfyui-SceneDetect [WIP]", + "reference": "https://github.com/hndrr/Comfyui-SceneDetect", + "files": [ + "https://github.com/hndrr/Comfyui-SceneDetect" + ], + "install_type": "git-clone", + "description": "Comfyui-SceneDetect is a ComfyUI custom node that uses PySceneDetect to locate scene boundaries in a video and emit one representative frame per scene as an `IMAGE` batch. It also returns per-scene metadata as JSON (`STRING`) and the total number of detected scenes (`INT`)." + }, + { + "author": "zRich", + "title": "sam2_layer_node", + "reference": "https://github.com/zRich/sam2_layer_node", + "files": [ + "https://github.com/zRich/sam2_layer_node" + ], + "install_type": "git-clone", + "description": "ComfyUI Sam2 Layer Extract" + }, + { + "author": "promptingpixels", + "title": "ComfyUI-DreamOmni2-GGUF [WIP]", + "reference": "https://github.com/xuchenxu168/Comfyui_Prompt_Edit", + "files": [ + "https://github.com/xuchenxu168/Comfyui_Prompt_Edit" + ], + "install_type": "git-clone", + "description": "Prompt Edit is a custom node for ComfyUI that allows you to pause workflow execution, edit text prompts, and then continue. This is very useful for scenarios where you need to dynamically adjust prompts during the generation process.\nNOTE: The files in the repo are not organized." + }, + { + "author": "promptingpixels", + "title": "Simple CSV Parser [UNSAFE]", + "reference": "https://github.com/content-and-code/ComfyUI-SimpleCSVParse", + "files": [ + "https://github.com/content-and-code/ComfyUI-SimpleCSVParse" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for parsing CSV files with positive and negative prompts[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "PauldeLavallaz", + "title": "comfyui_morpheus_NanoBanana_Mask [WIP]", + "reference": "https://github.com/PauldeLavallaz/comfyui_morpheus_NanoBanana_Mask", + "files": [ + "https://github.com/PauldeLavallaz/comfyui_morpheus_NanoBanana_Mask" + ], + "install_type": "git-clone", + "description": "NODES: Morpheus · Batch Images + crop image, Morpheus · NanoBanana Mask, Morpheus · Image Editing Prompt, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "silveroxides", + "title": "ComfyUI_PromptAttention [WIP]", + "reference": "https://github.com/silveroxides/ComfyUI_PromptAttention", + "files": [ + "https://github.com/silveroxides/ComfyUI_PromptAttention" + ], + "install_type": "git-clone", + "description": "NODES: Text Encode with Attention Bias" + }, + { + "author": "cedarconnor", + "title": "ComfyUI Motion Transfer Pack [WIP]", + "reference": "https://github.com/cedarconnor/ComfyUI_MotionTransfer", + "files": [ + "https://github.com/cedarconnor/ComfyUI_MotionTransfer" + ], + "install_type": "git-clone", + "description": "Transfer motion from low-resolution AI-generated videos to ultra-high-resolution still images (up to 16K+).\nNOTE: The files in the repo are not organized." + }, + { + "author": "theshubzworld", + "title": "ComfyUI-NvidiaVision [WIP]", + "reference": "https://github.com/theshubzworld/ComfyUI-NvidiaVision", + "files": [ + "https://github.com/theshubzworld/ComfyUI-NvidiaVision" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for NVIDIA AI Vision and Text models\nNOTE: The files in the repo are not organized." + }, + { + "author": "MadPonyInteractive", + "title": "ComfyUi-MpiNodes [WIP]", + "reference": "https://github.com/MadPonyInteractive/ComfyUi-MpiNodes", + "files": [ + "https://github.com/MadPonyInteractive/ComfyUi-MpiNodes" + ], + "install_type": "git-clone", + "description": "NODES: Mpi Batch Text Replace, Mpi Prompt Chain Selector, Mpi Preset Selector, Mpi Prompt Override Seed, Mpi If Else Probability Inverted, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "fantaskiss", + "title": "ComfyUI-Qwen3_VQA_enhanced [WIP]", + "reference": "https://github.com/fantaskiss/ComfyUI-Qwen3_VQA_enhanced", + "files": [ + "https://github.com/fantaskiss/ComfyUI-Qwen3_VQA_enhanced" + ], + "install_type": "git-clone", + "description": "Enhancement of the original qwen3_VQA node. Other functions remain unchanged, with only the automatic scanning of the prompt_generator folder added. No new node group is created; only additions and modifications are made to the original node group." + }, + { + "author": "pacchikAI", + "title": "comfyui_pacchik_window [UNSAFE]", + "reference": "https://github.com/pacchikAI/comfyui_pacchik_window", + "files": [ + "https://github.com/pacchikAI/comfyui_pacchik_window" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node that takes any window you have as an Input to ComfyUI node\nNOTE: WORKS IN WINDOWS ONLY[w/This nodepack has a feature that can retrieve your screen information remotely.]" + }, + { + "author": "yamanacn", + "title": "ComfyUI-QwenVL3-image [WIP]", + "reference": "https://github.com/yamanacn/ComfyUI-QwenVL3-image", + "files": [ + "https://github.com/yamanacn/ComfyUI-QwenVL3-image" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that integrates the Qwen3-VL-4B-Instruct-FP8 vision-language model for efficient image understanding and description.\nNOTE: The files in the repo are not organized." + }, + { + "author": "DeyanSrossturkhahov", + "title": "ComfyUI Primitive Mesh Generator [WIP]", + "reference": "https://github.com/rossturk/comfyui-primitive-mesh", + "files": [ + "https://github.com/rossturk/comfyui-primitive-mesh" + ], + "install_type": "git-clone", + "description": "Image-to-vector art generator for ComfyUI - Convert photographs into artistic collages composed of geometric shapes using a greedy optimization algorithm.\nNOTE: The files in the repo are not organized." + }, + { + "author": "DeyanShahov", + "title": "Dynamic Prompt Selector for ComfyUI [WIP]", + "reference": "https://github.com/DeyanShahov/ComfyUI_RedFox", + "files": [ + "https://github.com/DeyanShahov/ComfyUI_RedFox" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows you to dynamically select parts from large text prompts split by delimiters. The node supports 5 independent tabs (each like a mini-prompt selector), various selection behaviors, and persists state across ComfyUI restarts.\nNOTE: The files in the repo are not organized." + }, + { + "author": "addddd2", + "title": "AI_Generated_nodes", + "reference": "https://github.com/addddd2/AI_Generated_nodes", + "files": [ + "https://github.com/addddd2/AI_Generated_nodes" + ], + "install_type": "git-clone", + "description": "NODES: ImageScaleToTotalPixelsRound64, ImageBlendLighter, ImageOffset, RGBtoRYGCBM, RYGCBMtoRGB, ExtractImageChannel, MatchRYGCBMColors, TextCommaToWeighted, TextCommaToRandomWeighted, RGBtoLAB, LABtoRGB, ImageMirrorPad, ImageCropBorders, ImageStitcher, ImageScaleToQwen, ..." + }, + { + "author": "basenc", + "title": "ComfyUI Environment Variable Node [UNSAFE]", + "reference": "https://github.com/basenc/Comfyui-EnvVarNode", + "files": [ + "https://github.com/basenc/Comfyui-EnvVarNode" + ], + "install_type": "git-clone", + "description": "Exposes environment variables inside ComfyUI workflows. Use it to keep API keys and other secrets out of your graph files while still wiring them into nodes that need them.[w/This nodepack has a vulnerability that allows reading arbitrary environment variables.]" + }, + { + "author": "silveroxides", + "title": "Sampling Utility Toolkit", + "reference": "https://github.com/silveroxides/ComfyUI_SamplingUtils", + "files": [ + "https://github.com/silveroxides/ComfyUI_SamplingUtils" + ], + "install_type": "git-clone", + "description": "Utilities making it easy to set up inference parameters." + }, + { + "author": "henjicc", + "title": "ComfyUI-CC-ImageLoader [UNSAFE]", + "reference": "https://github.com/henjicc/ComfyUI-CC-ImageLoader", + "files": [ + "https://github.com/henjicc/ComfyUI-CC-ImageLoader" + ], + "install_type": "git-clone", + "description": "ComfyUI-CC-ImageLoader is an enhanced image loading node designed for ComfyUI. It is developed based on two excellent projects: ComfyUI-Thumbnails and ComfyUI_Local_Media_Manager.[w/This nodepack includes an endpoint that access files from arbitrary paths.]" + }, + { + "author": "A1rCHAN", + "title": "Eric's Prompt Enhancers for ComfyUI# Eric's Prompt Enhancers for ComfyUI", + "reference": "https://github.com/A1rCHAN/ComfyUI_A1rSpace", + "files": [ + "https://github.com/A1rCHAN/ComfyUI_A1rSpace" + ], + "install_type": "git-clone", + "description": "A comfyui custom node package used by myself. " + }, + { + "author": "franklydegenerate", + "title": "WAN Resolution Helper [WIP]", + "reference": "https://github.com/franklydegenerate/ComfyUI-WAN-Resolution-Helper", + "files": [ + "https://github.com/franklydegenerate/ComfyUI-WAN-Resolution-Helper" + ], + "install_type": "git-clone", + "description": "ComfyUI node that outputs WAN 2.2-ready sizes by preserving aspect ratio, capping the long side, and rounding both dimensions to multiples of 16 pixels to reduce artifacts.\nNOTE: The files in the repo are not organized." + }, + { + "author": "RM2-0", + "title": "ComfyUI-Upscale", + "reference": "https://github.com/RM2-0/ComfyUI-Upscale", + "files": [ + "https://github.com/RM2-0/ComfyUI-Upscale" + ], + "install_type": "git-clone", + "description": "Efficient upscaling node with FP16 and batch processing support for ComfyUI" + }, + { + "author": "light-and-ray", + "title": "Minimalistic-Comfy-Wrapper-WebUI", + "reference": "https://github.com/light-and-ray/Minimalistic-Comfy-Wrapper-WebUI", + "files": [ + "https://github.com/light-and-ray/Minimalistic-Comfy-Wrapper-WebUI" + ], + "install_type": "git-clone", + "description": "An alternative additional non-node based UI for ComfyUI, that dynamically adapts to your workflows - you only need to change the titles of nodes that you want to see in the Minimalistic webui, and click 'Refresh' button" + }, + { + "author": "bakker", + "title": "BK_Utils [WIP]", + "reference": "https://github.com/bakker/BK_Utils", + "files": [ + "https://github.com/bakker/BK_Utils" + ], + "install_type": "git-clone", + "description": "NODES: Same Pixel Resolution Calculator, .." + }, + { + "author": "garciaone", + "title": "g_one_toolkit", + "reference": "https://github.com/garciaone/g_one_toolkit", + "files": [ + "https://github.com/garciaone/g_one_toolkit" + ], + "install_type": "git-clone", + "description": "A collection of quality of life nodes" + }, + { + "author": "banini1841", + "title": "BigModelPipe [WIP]", + "reference": "https://github.com/banini1841/BigModelPipe", + "files": [ + "https://github.com/banini1841/BigModelPipe" + ], + "install_type": "git-clone", + "description": "NODES: BigModelPipeIn, BigModelPipeOut" + }, + { + "author": "comfyui-wiki", + "title": "ComfyUI-SelectionFocus [WIP]", + "reference": "https://github.com/comfyui-wiki/ComfyUI-SelectionFocus", + "files": [ + "https://github.com/comfyui-wiki/ComfyUI-SelectionFocus" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI extension that helps you focus on selected nodes by highlighting their connections while dimming or hiding unrelated links\nNOTE: The files in the repo are not organized." + }, + { + "author": "pizurny", + "title": "ComfyUI Feedback Sampler [WIP]", + "reference": "https://github.com/pizurny/Comfyui-FeedbackSampler", + "files": [ + "https://github.com/pizurny/Comfyui-FeedbackSampler" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI sampler for creating Deforum-style zoom animations through iterative feedback loop." + }, + { + "author": "FlowX Team", + "title": "FlowX Preprocess [UNSAFE]", + "reference": "https://github.com/cgf120/comfyui-flowx-preprocess", + "files": [ + "https://github.com/cgf120/comfyui-flowx-preprocess" + ], + "install_type": "git-clone", + "description": "FlowX Preprocess Node for ComfyUI - Export workflow configurations with input parameters[w/This nodepack includes an endpoint that deletes files from arbitrary paths.]" + }, + { + "author": "jpwgad", + "title": "jpwgad", + "reference": "https://github.com/jpwgad/jpwgad-comfy", + "files": [ + "https://github.com/jpwgad/jpwgad-comfy" + ], + "install_type": "git-clone", + "description": "NODES: Image Size Input, Date/Time based output path" + }, + { + "author": "octapus8085", + "title": "OpenAI-comfyui-O", + "reference": "https://github.com/octapus8085/OpenAI-comfyui-O", + "files": [ + "https://github.com/octapus8085/OpenAI-comfyui-O" + ], + "install_type": "git-clone", + "description": "NODES: AI API → Image" + }, + { + "author": "Immac", + "title": "Immac's Tools", + "reference": "https://github.com/Immac/ComfyUI-ImmacTools", + "files": [ + "https://github.com/Immac/ComfyUI-ImmacTools" + ], + "install_type": "git-clone", + "description": "NODES: Concatenate Sigmas Node, Splice Sigmas At %" + }, + { + "author": "silveroxides", + "title": "WIP Conditioning Toolkit [UNSAFE]", + "reference": "https://github.com/silveroxides/ComfyUI_CondsUtils", + "files": [ + "https://github.com/silveroxides/ComfyUI_CondsUtils" + ], + "install_type": "git-clone", + "description": "Custom nodes for modifying, saving and loading of various conditionings.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "ThuckMaBaws", + "title": "TMB Camera Modifier for ComfyUI [WIP]", + "reference": "https://github.com/ThuckMaBaws/TMB-Camera-Modifier", + "files": [ + "https://github.com/ThuckMaBaws/TMB-Camera-Modifier" + ], + "install_type": "git-clone", + "description": "This custom node adds a powerful camera-based modifier system to ComfyUI, enabling rich, authentic prompt generation for image workflows. It’s designed for creators who want to simulate real-world camera setups, film types, and stylistic traits — all with flexible filtering and randomization.\nNOTE: The files in the repo are not organized." + }, + { + "author": "pfpb", + "title": "comfyui-badnodes", + "reference": "https://github.com/pfpb/comfyui-badnodes", + "files": [ + "https://github.com/pfpb/comfyui-badnodes" + ], + "install_type": "git-clone", + "description": "NODES: ReplaceEmptyMasksWithLastMasks, ..." + }, + { + "author": "isurulkh", + "title": "ComfyUI-Lovis-Node [WIP]", + "reference": "https://github.com/isurulkh/ComfyUI-Lovis-Node", + "files": [ + "https://github.com/isurulkh/ComfyUI-Lovis-Node" + ], + "install_type": "git-clone", + "description": "Custom nodes for text and audio processing in ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "doc", + "title": "doc-utils", + "reference": "https://github.com/doc-packages/comfyui-doc-utils", + "files": [ + "https://github.com/doc-packages/comfyui-doc-utils" + ], + "install_type": "git-clone", + "description": "NODES: DOC_SaveImageAndAddToHistory, DOC_RandomPromptChoice" + }, + { + "author": "Dehypnotic", + "title": "Save MP3 node for ComfyUI [UNSAFE]", + "reference": "https://github.com/Dehypnotic/comfyui-save-mp3", + "files": [ + "https://github.com/Dehypnotic/comfyui-save-mp3" + ], + "install_type": "git-clone", + "description": "Simple, flexible MP3 saver with bitrate options and handy path/filename templates.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "obisin", + "title": "FSampler for ComfyUI — Fast Skips via Epsilon Extrapolation [WIP]", + "reference": "https://github.com/obisin/ComfyUI-FSampler", + "files": [ + "https://github.com/obisin/ComfyUI-FSampler" + ], + "install_type": "git-clone", + "description": "FSampler is a training‑free, sampler‑agnostic acceleration layer for diffusion sampling that reduces model calls by predicting each step’s epsilon (noise) from recent real calls and feeding it into the existing integrator. It provides fixed history modes (h2/h3/h4) and an aggressive adaptive mode that, per step, builds two predictions (e.g., h3 vs h2), compares their predicted next states to get a relative error, and skips the model call when that error is below a hardcoded tolerance. Predicted epsilons are validated and scaled by a universal learning stabilizer L, skips are bounded by guard rails, and the sampler math (Euler, RES 2M/2S, DDIM, DPM++ 2M/2S, LMS) is unchanged.\nNOTE: The files in the repo are not organized." + }, + { + "author": "remhesneb", + "title": "comfyui-remote-media", + "reference": "https://github.com/remhesneb/comfyui-remote-media", + "files": [ + "https://github.com/remhesneb/comfyui-remote-media" + ], + "install_type": "git-clone", + "description": "NODES: Load Image by URL, Load Video by URL" + }, + { + "author": "takoyaki1118", + "title": "ComfyUI-Kakimoji-Layer", + "reference": "https://github.com/takoyaki1118/ComfyUI-Kakimoji-Layer", + "files": [ + "https://github.com/takoyaki1118/ComfyUI-Kakimoji-Layer" + ], + "install_type": "git-clone", + "description": "NODES: Kakimoji Editor (Live Preview)" + }, + { + "author": "ethanfel", + "title": "ComfyUI-Mamad8 [WIP]", + "reference": "https://github.com/ethanfel/ComfyUI-Mamad8-QwenEdit-fix", + "files": [ + "https://github.com/ethanfel/ComfyUI-Mamad8-QwenEdit-fix" + ], + "install_type": "git-clone", + "description": "Router nodes for optimized batch processing\nNOTE: The files in the repo are not organized." + }, + { + "author": "wTechArtist", + "title": "ComfyUI-VVL-Tools", + "reference": "https://github.com/wTechArtist/ComfyUI-VVL-Tools", + "files": [ + "https://github.com/wTechArtist/ComfyUI-VVL-Tools" + ], + "install_type": "git-clone", + "description": "NODES: VVL For Loop Start (Async), VVL For Loop End (Async), VVL List Chunk (Async), VVL Batch Anything Dynamic, VVL Tensor List Preview, VVL JSON Object Deduplicator, ..." + }, + { + "author": "Goldlionren", + "title": "ComfyUI-CleanSlate [WIP]", + "reference": "https://github.com/Goldlionren/ComfyUI-CleanSlate", + "files": [ + "https://github.com/Goldlionren/ComfyUI-CleanSlate" + ], + "install_type": "git-clone", + "description": "CleanSlate: Post-Sample Cleanup — put it between Sampler and VAE Decode to free memory aggressively.\nNOTE: The files in the repo are not organized." + }, + { + "author": "systemaiofinterest-wq", + "title": "ComfyUI-GoogleFX", + "reference": "https://github.com/systemaiofinterest-wq/ComfyUI-GoogleFX", + "files": [ + "https://github.com/systemaiofinterest-wq/ComfyUI-GoogleFX" + ], + "install_type": "git-clone", + "description": "NODES: Google Imagen 3.5, Google Imagen R2I, Google Imagen Nano Banana x4" + }, + { + "author": "alisson-anjos", + "title": "ComfyUI-Workarounds [WIP]", + "reference": "https://github.com/alisson-anjos/ComfyUI-Workarounds", + "files": [ + "https://github.com/alisson-anjos/ComfyUI-Workarounds" + ], + "install_type": "git-clone", + "description": "This repository provides practical ComfyUI nodes for fast, planar face overlay without non-linear warping, plus flexible region masks to transfer the full head (face + hair + eyebrows + eyes + nose + mouth) or any combination of regions. It also includes optional color matching and JSON diagnostics to integrate with downstream logic.\nNOTE: The files in the repo are not organized." + }, + { + "author": "adamdavidcole", + "title": "ComfyUI XY Video Plot Suite [WIP]", + "reference": "https://github.com/adamdavidcole/comfyui-video-xy-plot", + "files": [ + "https://github.com/adamdavidcole/comfyui-video-xy-plot" + ], + "install_type": "git-clone", + "description": "A suite of ComfyUI nodes for generating parameter sweep video matrices with labeled grids. Create comprehensive visual comparisons of how different parameter combinations affect your video generation results.\nNOTE: The files in the repo are not organized." + }, + { + "author": "clubmate", + "title": "comfyui-boll-nodes", + "reference": "https://github.com/clubmate/comfyui-boll-nodes", + "files": [ + "https://github.com/clubmate/comfyui-boll-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Get Last Image, Remove Last Image, WAN Config" + }, + { + "author": "vunguyen-oss", + "title": "ComfyUI-ccsrv2 [WIP]", + "reference": "https://github.com/vunguyen-oss/ComfyUI-ccsrv2", + "files": [ + "https://github.com/vunguyen-oss/ComfyUI-ccsrv2" + ], + "install_type": "git-clone", + "description": "NODES: CCSR Upscale" + }, + { + "author": "kesslerdev", + "title": "kesslerdev_comfyui_nodes [WIP/UNSAFE]", + "reference": "https://github.com/kesslerdev/kesslerdev_comfyui_nodes", + "files": [ + "https://github.com/kesslerdev/kesslerdev_comfyui_nodes" + ], + "install_type": "git-clone", + "description": "NODES: S3 Upload File, File Explorer, Save Image Export Path, Save Video Export Path, Save Audio Export Path, S3 Combine Images to Video, Multi-Line Text Input, ...\nNOTE: The files in the repo are not organized.[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "kesslerdev", + "title": "Comfyui : kesslerdev_comfyui_nodes [UNSAFE]", + "reference": "https://github.com/kesslerdev/kesslerdev_comfyui_nodes", + "files": [ + "https://github.com/kesslerdev/kesslerdev_comfyui_nodes" + ], + "install_type": "git-clone", + "description": "NODES: Multiline Text Choice (Kesslerdev), Environment Variable Getter (Kesslerdev)[w/This nodepack includes a node that can remotely read arbitrary environment variables.]" + }, + { + "author": "panchovial-max", + "title": "ComfyUI-ListHelper [NAME CONFLICT]", + "reference": "https://github.com/panchovial-max/ComfyUI-ListHelper", + "files": [ + "https://github.com/panchovial-max/ComfyUI-ListHelper" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that provides enhanced list manipulation and AI integration capabilities." + }, + { + "author": "Eric7758", + "title": "ComfyUI-IAT [WIP]", + "reference": "https://github.com/Eric7758/ComfyUI-IAT", + "files": [ + "https://github.com/Eric7758/ComfyUI-IAT" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin for image & text utilities with Qwen translator and prompt optimizer\nNOTE: The files in the repo are not organized." + }, + { + "author": "NeuroWaifu", + "title": "ComfyUI.Node.MediaSuite", + "reference": "https://github.com/NeuroWaifu/ComfyUI.Node.MediaSuite", + "files": [ + "https://github.com/NeuroWaifu/ComfyUI.Node.MediaSuite" + ], + "install_type": "git-clone", + "description": "NODES: Image Resize, Video Resize, Resize Calculator, Mask Operations, Mask Blur, Mask Threshold, Dominant Color, Color Palette, Shadows/Highlights/Midtones, Tone Curve, Color Grading, Upscale Video (using Model), Get Video Size, Get Video Info, Compare Video Size, Math Operation, Math Function, Boolean Logic, Compare Numbers, Convert Number, Random Number, Clamp, Remap, Smooth, Constants, ..." + }, + { + "author": "BizaNator", + "title": "BrainDead_QwenCharacterEditor [WIP]", + "reference": "https://github.com/BizaNator/BrainDead_QwenCharacterEditor", + "files": [ + "https://github.com/BizaNator/BrainDead_QwenCharacterEditor" + ], + "install_type": "git-clone", + "description": "Created by BizaNator for the BrainDeadGuild community. These professional-grade character editing tools for ComfyUI specialize in identity preservation and multi-reference image control.\nNOTE: The files in the repo are not organized." + }, + { + "author": "sk-palani", + "title": "ComfyUI_Simpler", + "reference": "https://github.com/sk-palani/ComfyUI_Simpler", + "files": [ + "https://github.com/sk-palani/ComfyUI_Simpler" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes designed for the ComfyUI framework, focusing on simplification improvements. These nodes aim to make tasks easier and simple" + }, + { + "author": "SushantSingh-23-01", + "title": "comfyui_flowrider_nodes [UNSAFE]", + "reference": "https://github.com/SushantSingh-23-01/comfyui_flowrider_nodes", + "files": [ + "https://github.com/SushantSingh-23-01/comfyui_flowrider_nodes" + ], + "install_type": "git-clone", + "description": "Collection of nodes performing random utility functions like: JPG Saver - Save images in jpg format. Resolution Selector - Selects from standard resolutions with aspect ratios.[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "YokoYokoTEC", + "title": "comfyui-sequential-prompt-file [UNSAFE]", + "reference": "https://github.com/YokoYokoTEC/comfyui-sequential-prompt-file", + "files": [ + "https://github.com/YokoYokoTEC/comfyui-sequential-prompt-file" + ], + "install_type": "git-clone", + "description": "This is the file-based version of comfyui-sequential-prompt. For detailed usage instructions, please refer to the following link: [a/https://note.com/alive_gibbon2712/n/n0eb671383b30](https://note.com/alive_gibbon2712/n/n0eb671383b30)[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "YokoYokoTEC", + "title": "ComfyUI Batch Sequence Node [UNSAFE]", + "reference": "https://github.com/YokoYokoTEC/comfyui-batch-sequence", + "files": [ + "https://github.com/YokoYokoTEC/comfyui-batch-sequence" + ], + "install_type": "git-clone", + "description": "This custom node is a toolkit designed to help you run batch processing (such as sequential image generation) more smoothly in ComfyUI.[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "kaski23", + "title": "Kaskis_Comfy_Nodes", + "reference": "https://github.com/kaski23/Kaskis_Comfy_Nodes", + "files": [ + "https://github.com/kaski23/Kaskis_Comfy_Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Load Image (with Filename), Load Video (with Filename), String Split & Select, Int → String, Pair Switch, Unbroken-Video-Handler, Unbroken-Controlvideo-Handler, ..." + }, + { + "author": "asaddi", + "title": "Allan's ComfyUI nodes", + "reference": "https://github.com/asaddi/allans-comfy-nodes", + "files": [ + "https://github.com/asaddi/allans-comfy-nodes" + ], + "install_type": "git-clone", + "description": "Parameter Experimentation, Lists, Image Utilities, Utilities, Buses (Combiners/Splitters), Prompting, Switches, Tabular Data, Debugging, Third-Party Models" + }, + { + "author": "Suzu008", + "title": "ComfyUI-TTYd", + "reference": "https://github.com/Suzu008/ComfyUI-TTYd", + "files": [ + "https://github.com/Suzu008/ComfyUI-TTYd" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for web-based terminal access via side panel" + }, + { + "author": "Mets3D", + "title": "Mets-Nodes", + "reference": "https://github.com/Mets3D/mets-nodes", + "files": [ + "https://github.com/Mets3D/mets-nodes" + ], + "install_type": "git-clone", + "description": "Random nodes for now, may split them out later into properly maintained repos." + }, + { + "author": "downlifted", + "title": "ComfyUI_GroqPrompt [WIP]", + "reference": "https://github.com/downlifted/ComfyUI_GroqPrompt", + "files": [ + "https://github.com/downlifted/ComfyUI_GroqPrompt" + ], + "install_type": "git-clone", + "description": " Groq API Access in ComfyUI, Free Prompt Creation!\nNOTE: The files in the repo are not organized." + }, + { + "author": "kijai", + "title": "ComfyUI-WanAnimatePreprocess [WIP]", + "reference": "https://github.com/kijai/ComfyUI-WanAnimatePreprocess", + "files": [ + "https://github.com/kijai/ComfyUI-WanAnimatePreprocess" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for WanAnimate model input preprocessing" + }, + { + "author": "charlie-otoy", + "title": "ComfyUI-otoySKW-SystemMetrics", + "reference": "https://github.com/charlie-otoy/ComfyUI-otoySKW-SystemMetrics", + "files": [ + "https://github.com/charlie-otoy/ComfyUI-otoySKW-SystemMetrics" + ], + "install_type": "git-clone", + "description": "System monitoring API endpoints for ComfyUI by otoy SKW" + }, + { + "author": "lihaoyun6", + "title": "ComfyUI-lhyNodes", + "reference": "https://github.com/lihaoyun6/ComfyUI-lhyNodes", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-lhyNodes" + ], + "install_type": "git-clone", + "description": "NODES: Mask to SAM2Coordinates, String Format, String Format (Advanced), CSV RandomPicker, CSV RandomPicker (Advanced)" + }, + { + "author": "orion4d", + "title": "Orion4D MasterPrompt Suite for ComfyUI [UNSAFE]", + "reference": "https://github.com/orion4d/Orion4D_MasterPrompt", + "files": [ + "https://github.com/orion4d/Orion4D_MasterPrompt" + ], + "install_type": "git-clone", + "description": "Welcome to the MasterPrompt suite, a collection of custom nodes for ComfyUI designed to supercharge your text, list, and JSON manipulation workflows. Whether you need to dynamically load styles from files, mix concepts with weighted probabilities, format complex prompts, or handle JSON data, this suite provides the necessary tools with intuitive and powerful user interfaces. As a bonus I have included a basic pack of thematic lists generated with gpt5, have fun![w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "adigayung", + "title": "comfyui_PlutoNode", + "reference": "https://github.com/adigayung/comfyui_PlutoNode", + "files": [ + "https://github.com/adigayung/comfyui_PlutoNode" + ], + "install_type": "git-clone", + "description": "NODES: 'Pluto : Auto Crop Faces', 'Pluto : Composite Image', 'Pluto : Float Math', 'Pluto : GetSizeFromImage', 'Pluto : Text Append', ..." + }, + { + "author": "lu64k", + "title": "ks_nodes", + "reference": "https://github.com/lu64k/ks_nodes", + "files": [ + "https://github.com/lu64k/ks_nodes" + ], + "install_type": "git-clone", + "description": "NODES: KS Text_String, KS Random File Name, KS Save Text, KS load text, KS get time int, KS json float range filter, KS json array constrains filter, KS json key replace, KS json value eliminator, KS json extract key and value, KS json key random, KS Json Count, KS Word Frequency Statistics, KS Load Images From Folder KS, KS Json To String, KS JsonlReader, KS JsonKeyReplacer, KS JsonKeyExtractor, KS_merge_json_node, KS_make_json_node, KS_qwen_image_api, KS_any_payload_image, KS JsonlFolderMatchReader, KS_image_metadata_node" + }, + { + "author": "DavidJBarnes", + "title": "comfyui-djb-utils", + "reference": "https://github.com/DavidJBarnes/comfyui-djb-utils", + "files": [ + "https://github.com/DavidJBarnes/comfyui-djb-utils" + ], + "install_type": "git-clone", + "description": "NODES: Working Filename Extractor, Direct Image Filename Input" + }, + { + "author": "husw725", + "title": "comfyui_alta_nodes", + "reference": "https://github.com/husw725/comfyui_alta_nodes", + "files": [ + "https://github.com/husw725/comfyui_alta_nodes" + ], + "install_type": "git-clone", + "description": "NODES: 'Alta:SaveImagePlus', 'Alta:LoadImagesPath', 'Alta:LoadVideoPath', 'Alta:LoadVideosFromFolder', 'Alta:VideoCombine', ..." + }, + { + "author": "LukeCoulson1", + "title": "comfyui-sundryutils", + "reference": "https://github.com/orpheus-gaze/comfyui-sundryutils", + "files": [ + "https://github.com/orpheus-gaze/comfyui-sundryutils" + ], + "install_type": "git-clone", + "description": "NODES: 'Return DateString', 'Sharpen, RealGrain & Autocontrast', 'Apply HaldClut'" + }, + { + "author": "dcduanchao", + "title": "comfyui_video_http", + "reference": "https://github.com/dcduanchao/comfyui_video_http", + "files": [ + "https://github.com/dcduanchao/comfyui_video_http" + ], + "install_type": "git-clone", + "description": "NODES: Video Upload Node" + }, + { + "author": "AIGCZero", + "title": "AIGCZero-comfyui-Qwen_edit-zero", + "reference": "https://github.com/AIGCZero/AIGCZero-comfyui-Qwen_edit-zero", + "files": [ + "https://github.com/AIGCZero/AIGCZero-comfyui-Qwen_edit-zero" + ], + "install_type": "git-clone", + "description": "A node that resolves the pixel offset issue in Qwen_edit." + }, + { + "author": "SlackinJack", + "title": "multigpu_diffusion_comfyui", + "reference": "https://github.com/SlackinJack/multigpu_diffusion_comfyui", + "files": [ + "https://github.com/SlackinJack/multigpu_diffusion_comfyui" + ], + "install_type": "git-clone", + "description": "NODES: GGUFSelector, CheckpointSelector, SchedulerSelector, LoraSelector, MultiLoraJoiner, VAESelector, MotionModuleSelector, MotionAdapterSelector, MotionAdapterLoraSelector, ControlNetSelector, IPAdapterSelector, EncodePromptWithCompel, HostConfig, AsyncDiffConfig, AsyncDiffADSampler, AsyncDiffSDSampler, AsyncDiffSDUpscaleSampler, AsyncDiffSVDSampler, DistrifuserConfig, DistrifuserSDSampler, xDiTConfig, xDiTSampler, xDiTUSPConfig, xDiTUSPImageSampler, xDiTUSPVideoSampler" + }, + { + "author": "dmitry-guskov", + "title": "ComfyUI_light_image_ops", + "reference": "https://github.com/dmitry-guskov/ComfyUI_light_image_ops", + "files": [ + "https://github.com/dmitry-guskov/ComfyUI_light_image_ops" + ], + "install_type": "git-clone", + "description": "NODES: Light Scale to Side, Light Batch to List, Light List to Batch, Wan Latents Resize To Size, Wan Embeds Resize Spatial (Packed), Wan Latents Resize + Normalize + Noise" + }, + { + "author": "78Ventures", + "title": "ComfyUI-Tortu [WIP/UNSAFE]", + "reference": "https://github.com/78Ventures/ComfyUI-Tortu", + "files": [ + "https://github.com/78Ventures/ComfyUI-Tortu" + ], + "install_type": "git-clone", + "description": "Opinionated custom nodes and ready-to-use workflows for dataset prep and portrait/headshot pipelines in ComfyUI.\nNOTE: The files in the repo are not organized.[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "ches2010", + "title": "comfyui_aliyundrive_uploader", + "reference": "https://github.com/ches2010/comfyui_aliyundrive_uploader", + "files": [ + "https://github.com/ches2010/comfyui_aliyundrive_uploader" + ], + "install_type": "git-clone", + "description": "comfyui_aliyundrive_uploader" + }, + { + "author": "CooperCorona", + "title": "comfy-auto-unload", + "reference": "https://github.com/CooperCorona/comfy-auto-unload", + "files": [ + "https://github.com/CooperCorona/comfy-auto-unload" + ], + "install_type": "git-clone", + "description": "unloads models from VRAM in comfyui after a set period of time" + }, + { + "author": "polygoningenieur", + "title": "ComfyUI-Diffusion-SDXL-Video", + "reference": "https://github.com/Polygoningenieur/ComfyUI-Diffusion-SDXL-Video", + "files": [ + "https://github.com/Polygoningenieur/ComfyUI-Diffusion-SDXL-Video" + ], + "install_type": "git-clone", + "description": "ComfyUI node for a frame by frame Diffusion." + }, + { + "author": "ric-y", + "title": "ComfyUI Datadog Monitor [WIP]", + "reference": "https://github.com/ric-yu/comfyui-datadog-monitor", + "files": [ + "https://github.com/ric-yu/comfyui-datadog-monitor" + ], + "install_type": "git-clone", + "description": "Minimal custom node that enables comprehensive Datadog APM tracing and profiling for ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "synchronicity-labs", + "title": "ComfyUI Sync Lipsync Node", + "reference": "https://github.com/synchronicity-labs/sync-comfyui", + "files": [ + "https://github.com/synchronicity-labs/sync-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: WanVideo T5 Apply Soft Prefix" + }, + { + "author": "NSFW-API", + "title": "ComfyUI-WanSoftPrefix", + "reference": "https://github.com/NSFW-API/ComfyUI-WanSoftPrefix", + "files": [ + "https://github.com/NSFW-API/ComfyUI-WanSoftPrefix" + ], + "install_type": "git-clone", + "description": "NODES: Resize Frame, Pad Batch to 4n+1, Trim Padded Batch, Get Image Dimensions, Slot Frame, ..." + }, + { + "author": "rishipandey125", + "title": "ComfyUI-StyleFrame-Nodes", + "reference": "https://github.com/rishipandey125/ComfyUI-StyleFrame-Nodes", + "files": [ + "https://github.com/rishipandey125/ComfyUI-StyleFrame-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Resize Frame, Pad Batch to 4n+1, Trim Padded Batch, Get Image Dimensions, Slot Frame, ..." + }, + { + "author": "nicolabergamascahkimkoohi", + "title": "ComfyUI-OSS-Upload [UNSAFE]", + "reference": "https://github.com/ahkimkoo/ComfyUI-OSS-Upload", + "files": [ + "https://github.com/ahkimkoo/ComfyUI-OSS-Upload" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin for uploading generated images and videos to Alibaba Cloud OSS (Object Storage Service).[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "threecrowco", + "title": "ComfyUI-FlowMatchScheduler [WIP]", + "reference": "https://github.com/threecrowco/ComfyUI-FlowMatchScheduler", + "files": [ + "https://github.com/threecrowco/ComfyUI-FlowMatchScheduler" + ], + "install_type": "git-clone", + "description": "NODES: FlowMatch → SIGMAS\nNOTE: The files in the repo are not organized." + }, + { + "author": "NimbleWing", + "title": "ComfyUI-NW", + "reference": "https://github.com/NimbleWing/ComfyUI-NW", + "files": [ + "https://github.com/NimbleWing/ComfyUI-NW" + ], + "install_type": "git-clone", + "description": "ComfyUI node for a frame by frame Diffusion." + }, + { + "author": "tfernd", + "title": "Auto CPU Offload for ComfyUI [WIP]", + "reference": "https://github.com/tfernd/ComfyUI-AutoCPUOffload", + "files": [ + "https://github.com/tfernd/ComfyUI-AutoCPUOffload" + ], + "install_type": "git-clone", + "description": "This extension introduces an 'Auto CPU Offload' node designed to reduce GPU VRAM usage by automatically offloading model components to the CPU. It intelligently manages the movement of model layers between the GPU and CPU, aiming to keep only the necessary parts in VRAM during inference." + }, + { + "author": "hujuying", + "title": "comfyui_gemini_banana_api [WIP]", + "reference": "https://github.com/hujuying/comfyui_gemini_banana_api", + "files": [ + "https://github.com/hujuying/comfyui_gemini_banana_api" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI plugin that supports image editing and generation using the Gemini API, featuring multiple API key rotation and secure storage.\nNOTE: The files in the repo are not organized." + }, + { + "author": "pft-ChenKu", + "title": "ComfyUI_system-dev [WIP]", + "reference": "https://github.com/pft-ChenKu/ComfyUI_system-dev", + "files": [ + "https://github.com/pft-ChenKu/ComfyUI_system-dev" + ], + "install_type": "git-clone", + "description": "Collect Vram ram and Time\nNOTE: The files in the repo are not organized." + }, + { + "author": "z604159435g", + "title": "comfyui_random_prompt_plugin [WIP]", + "reference": "https://github.com/z604159435g/comfyui_random_prompt_plugin", + "files": [ + "https://github.com/z604159435g/comfyui_random_prompt_plugin" + ], + "install_type": "git-clone", + "description": "A ComfyUI natural language prompt plugin specifically designed for generating realistic photos of Caucasian women. Completely restructured to produce smooth natural language paragraphs instead of CLIP-style formatting.\nNOTE: The files in the repo are not organized." + }, + { + "author": "edisonchan", + "title": "ComfyUI-Sysinfo", + "reference": "https://github.com/edisonchan/ComfyUI-Sysinfo", + "files": [ + "https://github.com/edisonchan/ComfyUI-Sysinfo" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI custom node for checking system CUDA information and the PyTorch version." + }, + { + "author": "Goldlionren", + "title": "comfyui-spawner-schedulers", + "reference": "https://github.com/spawner1145/comfyui-spawner-schedulers", + "files": [ + "https://github.com/spawner1145/comfyui-spawner-schedulers" + ], + "install_type": "git-clone", + "description": "This plugin provides additional scheduler options for ComfyUI. Currently, it includes a smooth scheduler designed to optimize the quality and consistency of generated images." + }, + { + "author": "nicolabergamaschi", + "title": "ComfyUI_XLweb [UNSAFE]", + "reference": "https://github.com/853587221/ComfyUI_XLweb", + "files": [ + "https://github.com/853587221/ComfyUI_XLweb" + ], + "install_type": "git-clone", + "description": "An elegant web frontend for ComfyUI that simplifies complex node workflows.[w/This extension has a vulnerability that allows arbitrary access to local files from remote.]" + }, + { + "author": "nicolabergamaschi", + "title": "ComfyUI-Dynamic-Lora-Loader", + "reference": "https://github.com/BARKEM-JC/ComfyUI-Dynamic-Lora-Loader", + "files": [ + "https://github.com/BARKEM-JC/ComfyUI-Dynamic-Lora-Loader" + ], + "install_type": "git-clone", + "description": "A simple dynamic lora loader, supports hundreds of loras at once by loading on demand and automatically adjusting weights + prompt injection." + }, + { + "author": "kuailefengnan2024", + "title": "Comfyui_Layer", + "reference": "https://github.com/kuailefengnan2024/Comfyui_Layer", + "files": [ + "https://github.com/kuailefengnan2024/Comfyui_Layer" + ], + "install_type": "git-clone", + "description": "NODES: Vision API Node" + }, + { + "author": "tony-zn", + "title": "comfyui-zn-pycode [UNSAFE]", + "id": "comfyui-zn-pycode", + "reference": "https://github.com/tony-zn/comfyui-zn-pycode", + "files": [ + "https://github.com/tony-zn/comfyui-zn-pycode" + ], + "install_type": "git-clone", + "description": "This node allows you to run custom Python code for flexible data handling. It supports up to 20 input parameters and 20 output results, with unused slots automatically showing or hiding based on whether the parameter and result slots are connected." + }, + { + "author": "Solankimayursinh", + "title": "PMSnodes [WIP]", + "reference": "https://github.com/Solankimayursinh/PMSnodes", + "files": [ + "https://github.com/Solankimayursinh/PMSnodes" + ], + "install_type": "git-clone", + "description": "A custom nodes for ComfyUI to Load audio in Base64 format and Send Audio to Websocket in Base64 Format for creating API of Audio related AI\nNOTE: The files in the repo are not organized." + }, + { + "author": "vasilmitov", + "title": "ComfyUI-SeedSnapShotManager [WIP]", + "reference": "https://github.com/vasilmitov/ComfyUI-SeedSnapShotManager", + "files": [ + "https://github.com/vasilmitov/ComfyUI-SeedSnapShotManager" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for saving and restoring random seeds. Useful for workflow reproducibility, experimentation, and quickly trying different variations.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Juste-Leo2", + "title": "ComfyUI-Arduino [WIP]", + "reference": "https://github.com/Juste-Leo2/ComfyUI-Arduino", + "files": [ + "https://github.com/Juste-Leo2/ComfyUI-Arduino" + ], + "install_type": "git-clone", + "description": "ComfyUI-Arduino aims to bridge the gap between ComfyUI's powerful generative AI workflows and the physical world through Arduino. This project allows you to design, code, and interact with Arduino boards directly from your ComfyUI nodes, opening up possibilities for AI-driven robotics, physical generative art, interactive installations, and more." + }, + { + "author": "Nienai666", + "title": "ComfyUI-NanoBanana-ImageGenerator", + "reference": "https://github.com/Nienai666/comfyui-encrypt-image-main", + "files": [ + "https://github.com/Nienai666/comfyui-encrypt-image-main" + ], + "install_type": "git-clone", + "description": "This is an image encryption extension for ComfyUI. If you load this extension, images will be stored in an encrypted form and cannot be previewed normally." + }, + { + "author": "Madygnomo", + "title": "ComfyUI-NanoBanana-ImageGenerator", + "reference": "https://github.com/Madygnomo/ComfyUI-NanoBanana-ImageGenerator", + "files": [ + "https://github.com/Madygnomo/ComfyUI-NanoBanana-ImageGenerator" + ], + "install_type": "git-clone", + "description": "NODES: NanoBanana Image Generator" + }, + { + "author": "jerryname2022", + "title": "MegaTTS 3 [WIP]", + "reference": "https://github.com/jerryname2022/ComfyUI-MegaTTS3", + "files": [ + "https://github.com/jerryname2022/ComfyUI-MegaTTS3" + ], + "install_type": "git-clone", + "description": "NODES: MegaTTS3 Model Loader, MegaTTS3 Zero Shot, Text Editor\nNOTE: The files in the repo are not organized." + }, + { + "author": "punicfaith", + "title": "ComfyUI-GoogleAIStudio", + "reference": "https://github.com/punicfaith/ComfyUI-GoogleAIStudio", + "files": [ + "https://github.com/punicfaith/ComfyUI-GoogleAIStudio" + ], + "install_type": "git-clone", + "description": "NODES: Google Gemini Prompt" + }, + { + "author": "numq", + "title": "comfyui-camera-capture-node", + "reference": "https://github.com/numq/comfyui-camera-capture-node", + "files": [ + "https://github.com/numq/comfyui-camera-capture-node" + ], + "install_type": "git-clone", + "description": "NODES: Camera Capture" + }, + { + "author": "maoper11", + "title": "ComfyUI_Inteliweb_nodes", + "reference": "https://github.com/maoper11/comfyui_inteliweb_nodes", + "files": [ + "https://github.com/maoper11/comfyui_inteliweb_nodes" + ], + "install_type": "git-clone", + "description": "System Check (Inteliweb): RAM/VRAM live, Free RAM/VRAM buttons, Py Libs. + Photopea Editor integration (menu contextual)." + }, + { + "author": "casterpollux", + "title": "ComfyUI Affine Transform Mapper [WIP]", + "reference": "https://github.com/GuardSkill/ComfyUI-AffineImage", + "files": [ + "https://github.com/GuardSkill/ComfyUI-AffineImage" + ], + "install_type": "git-clone", + "description": "Insert one image into specific location on another image by affine transform.\nNOTE: The files in the repo are not organized." + }, + { + "author": "casterpollux", + "title": "ComfyUI USO Custom Node [WIP]", + "reference": "https://github.com/casterpollux/ComfyUI-USO", + "files": [ + "https://github.com/casterpollux/ComfyUI-USO" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation of ByteDance's USO (Unified Style and Subject-Driven Generation) model, which enables advanced style transfer and subject preservation using FLUX.\nNOTE: The files in the repo are not organized." + }, + { + "author": "numq", + "title": "comfyui-camera-capture-node", + "reference": "https://github.com/numq/comfyui-camera-capture-node", + "files": [ + "https://github.com/numq/comfyui-camera-capture-node" + ], + "install_type": "git-clone", + "description": "NODES: Camera Capture" + }, + { + "author": "pickles", + "title": "PyPromptGenerator [UNSAFE]", + "reference": "https://github.com/pickles/ComfyUI-PyPromptGenerator", + "files": [ + "https://github.com/pickles/ComfyUI-PyPromptGenerator" + ], + "install_type": "git-clone", + "description": "Generate positve/negative prompt via python script. [w/This node allows you to execute arbitrary code via the workflow.]" + }, + { + "author": "bmgjet", + "title": "ComfyUI GPU Power Limit Node", + "reference": "https://github.com/bmgjet/comfyui-powerlimit", + "files": [ + "https://github.com/bmgjet/comfyui-powerlimit" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node to change NVIDIA GPU power limits dynamically while passing through any input. NOTE: Windows only.[w/This node warns if ComfyUI is not running as administrator/root — it does not attempt to elevate the process.]" + }, + { + "author": "Karlmeister", + "title": "comfyui-karlmeister-nodes-suit", + "reference": "https://github.com/Karlmeister/comfyui-karlmeister-nodes-suit", + "files": [ + "https://github.com/Karlmeister/comfyui-karlmeister-nodes-suit" + ], + "install_type": "git-clone", + "description": "NODES: Seed with Filename Generator, KSampler Config Selector, KSampler Config Selector With Tuple Output, KSampler Config Tuple, Text Concatenator, A If Not None., Split a string. " + }, + { + "author": "ServiceStack", + "title": "classifier-agent", + "reference": "https://github.com/ServiceStack/classifier-agent", + "files": [ + "https://github.com/ServiceStack/classifier-agent" + ], + "install_type": "git-clone", + "description": "NODES: Classifiy Image, Classifiy Audio" + }, + { + "author": "elfatherbrown", + "title": "Real-CUGAN ComfyUI Custom Node [WIP]", + "reference": "https://github.com/elfatherbrown/comfyui-realcugan-node", + "files": [ + "https://github.com/elfatherbrown/comfyui-realcugan-node" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation for Real-CUGAN anime/illustration upscaling models from Bilibili's AI Lab.\nNOTE: The files in the repo are not organized." + }, + { + "author": "sthao42", + "title": "ComfyUI Melodkeet TTS", + "reference": "https://github.com/sthao42/comfyui-melodkeet-tts", + "files": [ + "https://github.com/sthao42/comfyui-melodkeet-tts" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that provides a simple and direct way to use OpenAI-compatible Text-to-Speech (TTS) services." + }, + { + "author": "Jairodaniel-17", + "title": "ComfyUI-traductor-offline", + "reference": "https://github.com/Jairodaniel-17/ComfyUI-traductor-offline", + "files": [ + "https://github.com/Jairodaniel-17/ComfyUI-traductor-offline" + ], + "install_type": "git-clone", + "description": "NODES: Traductor: CLIP Texto (EN↔ES), Traductor: Prompt Texto (EN↔ES)" + }, + { + "author": "aesethtics", + "title": "ComfyUI-OpenPoser [WIP]", + "reference": "https://github.com/aesethtics/ComfyUI-OpenPoser", + "files": [ + "https://github.com/aesethtics/ComfyUI-OpenPoser" + ], + "install_type": "git-clone", + "description": "ComfyUI-OpenPoser is a custom node extension for ComfyUI that provides an interactive pose editor.\nIt allows you to freely define 18 OpenPose-style keypoints (joints) directly in the ComfyUI front-end without bone-length constraints! The node generates an image tensor representing the skeleton that can be passed to models which support OpenPose/DWPose/etc input." + }, + { + "author": "dead-matrix", + "title": "ComfyUI-RMBG-Custom", + "reference": "https://github.com/dead-matrix/ComfyUI-RMBG-Custom", + "files": [ + "https://github.com/dead-matrix/ComfyUI-RMBG-Custom" + ], + "install_type": "git-clone", + "description": "NODES: RMBG Custom" + }, + { + "author": "gmammolo", + "title": "comfyui-gmammolo", + "reference": "https://github.com/gmammolo/comfyui-gmammolo", + "files": [ + "https://github.com/gmammolo/comfyui-gmammolo" + ], + "install_type": "git-clone", + "description": "NODES: Simple Textbox, Filter Text Prompt, Check Image Generation" + }, + { + "author": "543872524", + "title": "ComfyUI_crdong", + "reference": "https://github.com/543872524/ComfyUI_crdong", + "files": [ + "https://github.com/543872524/ComfyUI_crdong" + ], + "install_type": "git-clone", + "description": "NODES: INT Constant, Simple Int Math Handle, Simple Json Array Handle, Simple Json Object Handle, Select Image Size, Video Time & FPS, Video Frame Size, Wan22 Step Handle, Prompt Selector String, Prompt Example Node, Prompt Join or List, Prompt List, CRD Audio Length Node, ..." + }, + { + "author": "Saganaki22", + "title": "ComfyUI YTDL Nodes [WIP]", + "reference": "https://github.com/Saganaki22/ComfyUI-ytdl_nodes", + "files": [ + "https://github.com/Saganaki22/ComfyUI-ytdl_nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for downloading, converting, and previewing audio/video from YouTube and 1,000+ other platforms" + }, + { + "author": "comfyscript", + "title": "ComfyUI-CloudClient", + "reference": "https://github.com/comfyscript/ComfyUI-CloudClient", + "files": [ + "https://github.com/comfyscript/ComfyUI-CloudClient" + ], + "install_type": "git-clone", + "description": "Design to Easily Remote Operate ComfyUI in the Cloud" + }, + { + "author": "RobbertB80", + "title": "ComfyUI SharePoint/OneDrive Upload Node [UNSAFE]", + "reference": "https://github.com/RobbertB80/ComfyUI-SharePoint-Upload", + "files": [ + "https://github.com/RobbertB80/ComfyUI-SharePoint-Upload" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that automatically uploads generated images to SharePoint or OneDrive document libraries.[w/This nodepack contains a node that can write files to an arbitrary path.]" + }, + { + "author": "KoinnAI", + "title": "ComfyUI Dynamic Prompting Simplified [WIP]", + "reference": "https://github.com/KoinnAI/ComfyUI-DynPromptSimplified", + "files": [ + "https://github.com/KoinnAI/ComfyUI-DynPromptSimplified" + ], + "install_type": "git-clone", + "description": "A minimal dynamic prompting + mirrored wildcards node for ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "jtrue", + "title": "MaskTools", + "reference": "https://github.com/jtrue/ComfyUI-MaskTools", + "files": [ + "https://github.com/jtrue/ComfyUI-MaskTools" + ], + "install_type": "git-clone", + "description": "Pixel-selection tools (masks) for ComfyUI — modular." + }, + { + "author": "nadushu", + "title": "comfyui-handy-nodes [UNSAFE]", + "reference": "https://github.com/nadushu/comfyui-handy-nodes", + "files": [ + "https://github.com/nadushu/comfyui-handy-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Empty Random Latent Image, Filename Prompt Extractor, My Image Save, Queue Batch Fixed Seed, Text Cleaner, Text Splitter[w/This nodepack contains a node that can write files to an arbitrary path.]" + }, + { + "author": "borisfaley", + "title": "ComfyUI-ACES-EXR-OCIOr [UNSAFE]", + "reference": "https://github.com/borisfaley/ComfyUI-ACES-EXR-OCIO", + "files": [ + "https://github.com/borisfaley/ComfyUI-ACES-EXR-OCIO" + ], + "install_type": "git-clone", + "description": "Save images and videos in ACESCg or ACES-2065-1[w/This nodepack contains a node that can write files to an arbitrary path.]" + }, + { + "author": "NSFW-API", + "title": "ComfyUI-Embedding-Delta-Adapter", + "reference": "https://github.com/NSFW-API/ComfyUI-Embedding-Delta-Adapter", + "files": [ + "https://github.com/NSFW-API/ComfyUI-Embedding-Delta-Adapter" + ], + "install_type": "git-clone", + "description": "NODES: Load EmbDelta Adapter, Apply EmbDelta (WAN TextEmbeds)" + }, + { + "author": "clcimir", + "title": "FileTo64", + "reference": "https://github.com/clcimir/FileTo64", + "files": [ + "https://github.com/clcimir/FileTo64" + ], + "install_type": "git-clone", + "description": "ComfyUI FileTo64" + }, + { + "author": "LittleTechPomp", + "title": "comfyui-pixxio", + "reference": "https://github.com/LittleTechPomp/comfyui-pixxio", + "files": [ + "https://github.com/LittleTechPomp/comfyui-pixxio" + ], + "install_type": "git-clone", + "description": "NODES: Load Image from Pixx.io, Auto-Upload Image to Pixxio Collection" + }, + { + "author": "RomanticQq", + "title": "ComfyUI-Groudingdino-Sam", + "reference": "https://github.com/RomanticQq/ComfyUI-Groudingdino-Sam", + "files": [ + "https://github.com/RomanticQq/ComfyUI-Groudingdino-Sam" + ], + "install_type": "git-clone", + "description": "NODES: GroundingDino, GroundedSam2CutGaussian" + }, + { + "author": "Firetheft", + "title": "ComfyUI Local Media Manager [UNSAFE]", + "reference": "https://github.com/Firetheft/ComfyUI_Local_Media_Manager", + "files": [ + "https://github.com/Firetheft/ComfyUI_Local_Media_Manager" + ], + "install_type": "git-clone", + "description": "The Ultimate Local File Manager for Images, Videos, and Audio in ComfyUI.[w/This nodepack provides functionality to access files through an endpoint.]" + }, + { + "author": "Omario92", + "title": "ComfyUI-OmarioNodes", + "reference": "https://github.com/Omario92/ComfyUI-OmarioNodes", + "files": [ + "https://github.com/Omario92/ComfyUI-OmarioNodes" + ], + "install_type": "git-clone", + "description": "NODES: Dual Endpoint Color Blend (by Frames)" + }, + { + "author": "locphan201", + "title": "ComfyUI-Alter-Nodes", + "reference": "https://github.com/locphan201/ComfyUI-Alter-Nodes", + "files": [ + "https://github.com/locphan201/ComfyUI-Alter-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Alter MMAudio Config, Alter MMAudio Model Loader, Alter MMAudio Feature Utils, Alter MMAudio Sampler" + }, + { + "author": "mrCodinghero", + "title": "ComfyUI File Transfer Plugin (comfyui-rsync-plugin) [UNSAFE]", + "reference": "https://github.com/tg-tjmitchell/comfyui-rsync-plugin", + "files": [ + "https://github.com/tg-tjmitchell/comfyui-rsync-plugin" + ], + "install_type": "git-clone", + "description": "Lightweight helper for using rsync and rclone from ComfyUI with a dedicated UI panel. This repository contains Python wrappers for file transfer CLI tools and a ComfyUI plugin that adds a user-friendly panel for file transfer operations." + }, + { + "author": "mrCodinghero", + "title": "ComfyUI-Codinghero", + "reference": "https://github.com/mrCodinghero/ComfyUI-Codinghero", + "files": [ + "https://github.com/mrCodinghero/ComfyUI-Codinghero" + ], + "install_type": "git-clone", + "description": "NODES: Image Size, Video Settings" + }, + { + "author": "Vsolon", + "title": "ComfyUI-CBZ-Pack [UNSAFE]", + "reference": "https://github.com/Vsolon/ComfyUI-CBZ-Pack", + "files": [ + "https://github.com/Vsolon/ComfyUI-CBZ-Pack" + ], + "install_type": "git-clone", + "description": "Nodes for Handling CBZ MetaData and Images as List or Bash.[w/This nodepack contains a node that has a vulnerability allowing access to arbitrary file paths.]" + }, + { + "author": "odedgranot", + "title": "ComfyUI Video Save Node [UNSAFE]", + "reference": "https://github.com/odedgranot/comfyui_video_save_node", + "files": [ + "https://github.com/odedgranot/comfyui_video_save_node" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that saves video outputs as H.264 .mp4 files with unique naming and returns the file path as a string.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "odedgranot", + "title": "ComfyUI FFmpeg Node [UNSAFE]", + "reference": "https://github.com/odedgranot/comfyui-ffmpeg-node", + "files": [ + "https://github.com/odedgranot/comfyui-ffmpeg-node" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that allows you to run FFmpeg commands directly within your ComfyUI workflows. [w/This nodepack contains a vulnerability that allows remote code execution.]" + }, + { + "author": "viik420", + "title": "Model Copy Node for ComfyUI [UNSAFE]", + "reference": "https://github.com/apeirography/ModelCopyNode", + "files": [ + "https://github.com/apeirography/ModelCopyNode" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI custom node that copies model files from the models/ folder to the output/ folder.[w/This nodepack has a vulnerability that allows writing files to arbitrary paths.]" + }, + { + "author": "viik420", + "title": "AdvancedModelDownloader [UNSAFE]", + "reference": "https://github.com/viik420/AdvancedModelDownloader", + "files": [ + "https://github.com/viik420/AdvancedModelDownloader" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that adds a powerful, integrated downloader to the main menu, complete with an automatic update checker.[w/This nodepack provides functionality to access files through an endpoint.]" + }, + { + "author": "DenRakEiw", + "title": "Comfyui-Aspect-Ratio-Processor [WIP]", + "reference": "https://github.com/DenRakEiw/Comfyui-Aspect-Ratio-Processor", + "files": [ + "https://github.com/DenRakEiw/Comfyui-Aspect-Ratio-Processor" + ], + "install_type": "git-clone", + "description": "Comfyui Aspect Ratio Processor 2:3 / 3:2\nNOTE: The files in the repo are not organized." + }, + { + "author": "yuvraj108c", + "title": "ComfyUI HYPIR [NAME CONFLICT]", + "reference": "https://github.com/yuvraj108c/ComfyUI-HYPIR", + "files": [ + "https://github.com/yuvraj108c/ComfyUI-HYPIR" + ], + "install_type": "git-clone", + "description": "This project is a ComfyUI wrapper for [a/HYPIR](https://github.com/XPixelGroup/HYPIR) (Harnessing Diffusion-Yielded Score Priors for Image Restoration)" + }, + { + "author": "miabrahams", + "title": "ComfyUI-WebAutomation [UNSAFE]", + "reference": "https://github.com/miabrahams/ComfyUI-WebAutomation", + "files": [ + "https://github.com/miabrahams/ComfyUI-WebAutomation" + ], + "install_type": "git-clone", + "description": "Automation for ComfyUI Web UI [w/This nodepack provides functionality to access files through an endpoint.]" + }, + { + "author": "Rizzlord", + "title": "ComfyUI-SeqTex", + "reference": "https://github.com/Rizzlord/ComfyUI-SeqTex", + "files": [ + "https://github.com/Rizzlord/ComfyUI-SeqTex" + ], + "install_type": "git-clone", + "description": "NODES: SeqTex Load Mesh, SeqTex Loader, SeqTex Step 1: Process Mesh, SeqTex Step 2: Generate Condition, SeqTex Step 3: Generate Texture, SeqTex Step 4: Apply Texture to Trimesh" + }, + { + "author": "BiodigitalJaz", + "title": "ComfyUI-Dafaja-Nodes [WIP]", + "reference": "https://github.com/BiodigitalJaz/ComfyUI-Dafaja-Nodes", + "files": [ + "https://github.com/BiodigitalJaz/ComfyUI-Dafaja-Nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for 3D mesh processing and STL export\nNOTE: The files in the repo are not organized." + }, + { + "author": "ervinne13", + "title": "ComfyUI-Metadata-Hub", + "reference": "https://github.com/ervinne13/ComfyUI-Metadata-Hub", + "files": [ + "https://github.com/ervinne13/ComfyUI-Metadata-Hub" + ], + "install_type": "git-clone", + "description": "NODES: Metadata Hub, Save Image With Metadata" + }, + { + "author": "mico-world", + "title": "comfyui_mico_node", + "reference": "https://github.com/mico-world/comfyui_mico_node", + "files": [ + "https://github.com/mico-world/comfyui_mico_node" + ], + "install_type": "git-clone", + "description": "NODES: HF UNET Loader" + }, + { + "author": "GuusF", + "title": "Comfyui_CrazyMaths [WIP]", + "reference": "https://github.com/GuusF/Comfyui_CrazyMaths", + "files": [ + "https://github.com/GuusF/Comfyui_CrazyMaths" + ], + "install_type": "git-clone", + "description": "A custom nodepack with a bunch of nodes that helps you generate fun math paterns directly inside of comfyui for masking or other reasons.\nNOTE: The files in the repo are not organized." + }, + { + "author": "TimothyCMeehan", + "title": "ComfyUI CK3 Presets", + "reference": "https://github.com/TimothyCMeehan/comfyui-ck3-presets", + "files": [ + "https://github.com/TimothyCMeehan/comfyui-ck3-presets" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Crusader Kings III modding - size presets, image resize, style helpers" + }, + { + "author": "driftjohnson", + "title": "DaimalyadNodes [WIP]", + "reference": "https://github.com/MushroomFleet/DJZ-Nodes", + "files": [ + "https://github.com/MushroomFleet/DJZ-Nodes" + ], + "install_type": "git-clone", + "description": "AspectSize and 100 more nodes\nNOTE: The files in the repo are not organized." + }, + { + "author": "tnil25", + "title": "ComfyUI-TJNodes [WIP]", + "reference": "https://github.com/tnil25/ComfyUI-TJNodes", + "files": [ + "https://github.com/tnil25/ComfyUI-TJNodes" + ], + "install_type": "git-clone", + "description": "NODES: Point Tracker\nNOTE: The files in the repo are not organized." + }, + { + "author": "zhu733756", + "title": "ivan_knows [UNSAFE]", + "reference": "https://github.com/Babiduba/ivan_knows", + "files": [ + "https://github.com/Babiduba/ivan_knows" + ], + "install_type": "git-clone", + "description": "NODES: Role Selector, Save Absolute. [w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "zhu733756", + "title": "Comfyui-Anything-Converter [UNSAFE]", + "reference": "https://github.com/zhu733756/Comfyui-Anything-Converter", + "files": [ + "https://github.com/zhu733756/Comfyui-Anything-Converter" + ], + "install_type": "git-clone", + "description": "This is a custom node extension designed for ComfyUI, providing JSON/TEXT/IMG handling functionality etc.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "twj515895394", + "title": "ComfComfyUI-LowMemVideoSuite [UNSAFE]", + "reference": "https://github.com/twj515895394/ComfyUI-LowMemVideoSuite", + "files": [ + "https://github.com/twj515895394/ComfyUI-LowMemVideoSuite" + ], + "install_type": "git-clone", + "description": "This is a low-memory video composition plugin designed for ComfyUI, which uses FFmpeg to combine disk-stored frame images into a video, avoiding loading all frames into memory at once.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "chenpipi0807", + "title": "ComfyUI-InstantCharacterFlux [WIP]", + "reference": "https://github.com/chenpipi0807/ComfyUI-InstantCharacterFlux", + "files": [ + "https://github.com/chenpipi0807/ComfyUI-InstantCharacterFlux" + ], + "install_type": "git-clone", + "description": "NODES: IC → FLUX One-Knob, IC Strength Controller (InstantCharacter → FLUX), Load IC Weights, Load SigLIP Vision, Load DINOv2 Vision, Encode Reference Image (InstantCharacter)\nNOTE: The files in the repo are not organized." + }, + { + "author": "Randomwalkforest", + "title": "Comfyui-Koi-Toolkit", + "reference": "https://github.com/Randomwalkforest/Comfyui-Koi-Toolkit", + "files": [ + "https://github.com/Randomwalkforest/Comfyui-Koi-Toolkit" + ], + "install_type": "git-clone", + "description": "Koi Toolkit provides advanced nodes" + }, + { + "author": "Yuan-ManX", + "title": "ComfyUI-Step1X-Edit [NAME CONFLICT]", + "reference": "https://github.com/Yuan-ManX/ComfyUI-Step1X-Edit", + "files": [ + "https://github.com/Yuan-ManX/ComfyUI-Step1X-Edit" + ], + "install_type": "git-clone", + "description": "Make Step1X-Edit avialbe in ComfyUI." + }, + { + "author": "hben35096", + "title": "hben35096/ComfyUI-ToolBox [NAME CONFLICT]", + "id": "hben-toolbox", + "reference": "https://github.com/hben35096/ComfyUI-ToolBox", + "files": [ + "https://github.com/hben35096/ComfyUI-ToolBox" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI, including audio/video processing, file uploads, and AI image generation." + }, + { + "author": "locphan201", + "title": "ComfyUI-Alternatives", + "reference": "https://github.com/locphan201/ComfyUI-Alternatives", + "files": [ + "https://github.com/locphan201/ComfyUI-Alternatives" + ], + "install_type": "git-clone", + "description": "NODES: LoraPreLoader, LoraApplier" + }, + { + "author": "tg-tjmitchell", + "title": "ComfyUI Manager Package Lister", + "reference": "https://github.com/tg-tjmitchell/comfyui-custom-node-lister", + "files": [ + "https://github.com/tg-tjmitchell/comfyui-custom-node-lister" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that lists installed custom nodepackages in ComfyUI Manager compatible format, providing the exact package names and install commands for sharing or reinstalling." + }, + { + "author": "duckmartians", + "title": "Duck_Nodes [UNSAFE]", + "reference": "https://github.com/duckmartians/Duck_Nodes", + "files": [ + "https://github.com/duckmartians/Duck_Nodes" + ], + "install_type": "git-clone", + "description": "Load data from Google Sheets, Google Docs, Excel, Word, and TXT with built-in login system for ComfyUI.[w/This nodepack contains a node with a vulnerability that allows reading files from arbitrary paths.]" + }, + { + "author": "xsai-collab", + "title": "ComfyUI-CombineVideoAndSubtitle", + "reference": "https://github.com/xsai-collab/ComfyUI-CombineVideoAndSubtitle", + "files": [ + "https://github.com/xsai-collab/ComfyUI-CombineVideoAndSubtitle" + ], + "install_type": "git-clone", + "description": "NODES: Combine Video and Subtitle" + }, + { + "author": "Lovzu", + "title": "ComfyUI-Qwen [NAME CONFLICT]", + "reference": "https://github.com/Lovzu/ComfyUI-Qwen", + "files": [ + "https://github.com/Lovzu/ComfyUI-Qwen" + ], + "install_type": "git-clone", + "description": "This custom node Qwen3 designed to integrate with a GPT-based system under the category GPT_QWEN/Qwen. It serves as an interface to interact with the Qwen language model, specifically the 'Qwen/Qwen3-4B-Instruct-2507' variant." + }, + { + "author": "MatthewClayHarrison", + "title": "MetaMan - Universal AI Image Metadata Manager [UNSAFE]", + "reference": "https://github.com/MatthewClayHarrison/ComfyUI-MetaMan", + "files": [ + "https://github.com/MatthewClayHarrison/ComfyUI-MetaMan" + ], + "install_type": "git-clone", + "description": "First universal metadata system for AI image generation, with template-driven architecture allowing easy extension to new services; comprehensive dependency tracking with automatic download resolution; lossless conversion between platform formats where possible; future-proof design with extensible schema and validation system.[w/This nodepack has a vulnerability that allows remote access to arbitrary file paths.]" + }, + { + "author": "Charonartist", + "title": "ComfyUI LoRA Random Selector", + "reference": "https://github.com/Charonartist/comfyui-lora-random-selector", + "files": [ + "https://github.com/Charonartist/comfyui-lora-random-selector" + ], + "install_type": "git-clone", + "description": "NODES: WanMoeKSampler, WanMoeKSamplerAdvanced" + }, + { + "author": "Charonartist", + "title": "ComfyUI LoRA Random Selector [WIP]", + "reference": "https://github.com/Charonartist/comfyui-lora-random-selector", + "files": [ + "https://github.com/Charonartist/comfyui-lora-random-selector" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that randomly selects LoRA files by category and automatically applies corresponding trigger words.\nNOTE: The files in the repo are not organized." + }, + { + "author": "idoru", + "title": "Filestash Upload Node [UNSAFE]", + "reference": "https://github.com/idoru/ComfyUI-SKCFI-NetworkFileIO", + "files": [ + "https://github.com/idoru/ComfyUI-SKCFI-NetworkFileIO" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for uploading files to Filestash server.[w/This nodepack has a vulnerability that allows remote access to arbitrary file paths.]" + }, + { + "author": "HWDigi", + "title": "Camera Factory Station [WIP]", + "reference": "https://github.com/HWDigi/Camera_Factory_Station_comfyui", + "files": [ + "https://github.com/HWDigi/Camera_Factory_Station_comfyui" + ], + "install_type": "git-clone", + "description": "Universal Photography & Visual Enhancement Suite for ComfyUI\nThe most comprehensive collection of 5 specialized nodes providing 600+ professional options for complete photography coverage. Designed to handle everything anyone needs to create professional images across all formats, platforms, and industries - from basic snapshots to high-end commercial photography." + }, + { + "author": "sschleis", + "title": "sschl-comfyui-notes", + "reference": "https://github.com/sschleis/sschl-comfyui-notes", + "files": [ + "https://github.com/sschleis/sschl-comfyui-notes" + ], + "install_type": "git-clone", + "description": "NODES: Add Numbers, Float to String, Input Text, Show Text, Combine Strings, Text Appender, SSchl Text Encoder, Character, Connector" + }, + { + "author": "xgfone", + "title": "ComfyUI_RasterCardMaker", + "reference": "https://github.com/xgfone/ComfyUI_RasterCardMaker", + "files": [ + "https://github.com/xgfone/ComfyUI_RasterCardMaker" + ], + "install_type": "git-clone", + "description": "NODES: Raster Card Maker" + }, + { + "author": "majocola", + "title": "Standbybutton", + "reference": "https://github.com/majocola/comfyui-standbybutton", + "files": [ + "https://github.com/majocola/comfyui-standbybutton" + ], + "install_type": "git-clone", + "description": "A Simple NODE for a Standbybutton in ComyUi. It works also with the webinterface." + }, + { + "author": "brandonkish", + "title": "comfyUI-extractable-text [WIP]", + "reference": "https://github.com/brandonkish/comfyUI-extractable-text", + "files": [ + "https://github.com/brandonkish/comfyUI-extractable-text" + ], + "install_type": "git-clone", + "description": "NODES: Save Image With Description, Save Image To Folder, Load Image With Description, LoRA Testing Node, Get Smaller Of Two Numbers, Get Larger Of Two Numbers\nNOTE: The files in the repo are not organized." + }, + { + "author": "Dream-Pixels-Forge", + "title": "ComfyUI-Mzikart-Vocal [WIP]", + "reference": "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Vocal", + "files": [ + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Vocal" + ], + "install_type": "git-clone", + "description": "Vocals mastering nodes for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "Dream-Pixels-Forge", + "title": "ComfyUI-RendArt-Nodes", + "reference": "https://github.com/Dream-Pixels-Forge/ComfyUI-RendArt-Nodes", + "files": [ + "https://github.com/Dream-Pixels-Forge/ComfyUI-RendArt-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: RendArt Ultimate, RendArt Pro (Legacy)" + }, + { + "author": "Karniverse", + "title": "ComfyUI-Randomselector", + "reference": "https://github.com/Karniverse/ComfyUI-Randomselector", + "files": [ + "https://github.com/Karniverse/ComfyUI-Randomselector" + ], + "install_type": "git-clone", + "description": "A node that dynamically accepts multiple inputs of the same type and selects one based on choice or randomly." + }, + { + "author": "thaakeno", + "title": "comfyui-universal-asset-downloader [UNSAFE/WIP]", + "reference": "https://github.com/thaakeno/comfyui-universal-asset-downloader", + "files": [ + "https://github.com/thaakeno/comfyui-universal-asset-downloader" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that intelligently downloads assets from Civitai, Hugging Face, and MEGA.\nNOTE: The files in the repo are not organized.[w/This nodepack has a vulnerability that allows remote access to arbitrary file paths.]" + }, + { + "author": "77oussam", + "title": "Alo77 - ComfyUI Custom Nodes Collection [WIP]", + "reference": "https://github.com/77oussam/Aio77-Comfyui", + "files": [ + "https://github.com/77oussam/Aio77-Comfyui" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of three powerful ComfyUI custom nodes for advanced image processing workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "xgfone", + "title": "ComfyUI_FaceToMask", + "reference": "https://github.com/xgfone/ComfyUI_FaceToMask", + "files": [ + "https://github.com/xgfone/ComfyUI_FaceToMask" + ], + "install_type": "git-clone", + "description": "NODES: Face To Mask(Copy)" + }, + { + "author": "JasonW146", + "title": "JasonW146", + "reference": "https://github.com/pururin777/ComfyUI-Manual-Openpose", + "files": [ + "https://github.com/pururin777/ComfyUI-Manual-Openpose" + ], + "install_type": "git-clone", + "description": "ComfyUI node that provides the ability to manually map out Controlnet Openpose landmarks for a batch of images." + }, + { + "author": "slezica", + "title": "slezica/ComfyUI Personal Nodes", + "reference": "https://github.com/slezica/comfyui-personal", + "files": [ + "https://github.com/slezica/comfyui-personal" + ], + "install_type": "git-clone", + "description": "A custom node collection for ComfyUI containing simplified workflow nodes and enhanced UI features for my personal use." + }, + { + "author": "boggerrr1110", + "title": "Boggerrr Nodes [WIP]", + "reference": "https://github.com/mamamia1110/comfyui-boggerrr-nodes", + "files": [ + "https://github.com/mamamia1110/comfyui-boggerrr-nodes" + ], + "install_type": "git-clone", + "description": "A node for comfyui to use seedream3.0 and seededit3.0\nNOTE: The files in the repo are not organized." + }, + { + "author": "jonathan-bryant", + "title": "ComfyUI-ImageStraightener [WIP]", + "reference": "https://github.com/jonathan-bryant/ComfyUI-ImageStraightener", + "files": [ + "https://github.com/jonathan-bryant/ComfyUI-ImageStraightener" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that automatically detects and corrects image tilt/rotation to straighten images. This node uses computer vision techniques to detect lines in the image and calculate the optimal rotation angle to straighten the image.\nNOTE: The files in the repo are not organized." + }, + { + "author": "adithis197", + "title": "ComfyUI-multimodal-CaptionToVideoGen [WIP]", + "reference": "https://github.com/adithis197/ComfyUI-multimodal-CaptionToVideoGen", + "files": [ + "https://github.com/adithis197/ComfyUI-multimodal-CaptionToVideoGen" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for video generation using a music prompt to generate audio.\nNOTE: The files in the repo are not organized." + }, + { + "author": "adithis197", + "title": "ComfyUI-Caption_to_audio [WIP]", + "reference": "https://github.com/adithis197/ComfyUI-Caption_to_audio", + "files": [ + "https://github.com/adithis197/ComfyUI-Caption_to_audio" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that converts image description to an appropriate prompt for music generation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "alistairallan", + "title": "ComfyUI-skin-retouch", + "reference": "https://github.com/alistairallan/ComfyUI-skin-retouch", + "files": [ + "https://github.com/alistairallan/ComfyUI-skin-retouch" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "sprited-ai", + "title": "Sprited ComfyUI Nodes [WIP]", + "reference": "https://github.com/sprited-ai/sprited-comfyui-nodes", + "files": [ + "https://github.com/sprited-ai/sprited-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "trashkollector", + "title": "ComfyUI-TKVideoZoom [WIP]", + "reference": "https://github.com/trashkollector/TKVideoZoom", + "files": [ + "https://github.com/trashkollector/TKVideoZoom" + ], + "install_type": "git-clone", + "description": "Various Zoom/Slide effects for Video\nNOTE: The files in the repo are not organized." + }, + { + "author": "tankenyuen-ola", + "title": "comfyui-wanvideo-scheduler-loop", + "reference": "https://github.com/tankenyuen-ola/comfyui-wanvideo-scheduler-loop", + "files": [ + "https://github.com/tankenyuen-ola/comfyui-wanvideo-scheduler-loop" + ], + "install_type": "git-clone", + "description": "NODES: WanVideo Scheduler Selector, WanVideo Scheduler Loop, WanVideo Scheduler Info" + }, + { + "author": "ElyZeng", + "title": "ComfyUI-Translator [NAME CONFLICT]", + "reference": "https://github.com/ElyZeng/ComfyUI-Translator", + "files": [ + "https://github.com/ElyZeng/ComfyUI-Translator" + ], + "install_type": "git-clone", + "description": "A ComfyUI node to translate text between multiple languages using Argos Translate." + }, + { + "author": "lggcfx2020", + "title": "ComfyUI-LGGCFX-Tools", + "reference": "https://github.com/lggcfx2020/ComfyUI-LGGCFX-Tools", + "files": [ + "https://github.com/lggcfx2020/ComfyUI-LGGCFX-Tools" + ], + "install_type": "git-clone", + "description": "A small tool for calculating the frame number and total frames of a video. Originally required four nodes, but has been merged into a single node for convenience. Includes quick resolution selection and landscape mode switching." + }, + { + "author": "206811", + "title": "ComfyUI_ZhipuAIO", + "reference": "https://github.com/206811/ComfyUI_ZhipuAIO", + "files": [ + "https://github.com/206811/ComfyUI_ZhipuAIO" + ], + "install_type": "git-clone", + "description": "NODES: ZhipuAI AIO Config, ZhipuAI Translator, ZhipuAI GLM-4V Vision\nNOTE: The files in the repo are not organized." + }, + { + "author": "ahmedbana", + "title": "upload-to-azure", + "reference": "https://github.com/ahmedbana/upload-to-azure", + "files": [ + "https://github.com/ahmedbana/upload-to-azure" + ], + "install_type": "git-clone", + "description": "ComfyUI Upload to Azure Node" + }, + { + "author": "Inoriac", + "title": "comfyui-HandDetect", + "reference": "https://github.com/Inoriac/comfyui-HandDetect", + "files": [ + "https://github.com/Inoriac/comfyui-HandDetect" + ], + "install_type": "git-clone", + "description": "NODES: A custom node for ComfyUI that performs hand detection, implemented with the YOLOv8 model, supporting both hand detection and mask generation." + }, + { + "author": "Aero-Ex", + "title": "comfyui_diffswap", + "reference": "https://github.com/Aero-Ex/comfyui_diffswap", + "files": [ + "https://github.com/Aero-Ex/comfyui_diffswap" + ], + "install_type": "git-clone", + "description": "NODES: DiffSwap" + }, + { + "author": "eggsbenedicto", + "title": "DiffusionRenderer-ComfyUI [WIP]", + "reference": "https://github.com/eggsbenedicto/DiffusionRenderer-ComfyUI", + "files": [ + "https://github.com/eggsbenedicto/DiffusionRenderer-ComfyUI" + ], + "install_type": "git-clone", + "description": "Experimental wrapper for diffusion-renderer in ComfyUI.\nNOTE: Currently unfinished and non-functioning. Will update" + }, + { + "author": "system-out-cho", + "title": "displayHistory [WIP]", + "reference": "https://github.com/system-out-cho/displayHistory_ComfyUI", + "files": [ + "https://github.com/system-out-cho/displayHistory_ComfyUI" + ], + "install_type": "git-clone", + "description": "A node that displays any node's history\nNOTE: The files in the repo are not organized." + }, + { + "author": "lazybuttalented", + "title": "ComfyUI_LBT [WIP]", + "reference": "https://github.com/lazybuttalented/ComfyUI_LBT", + "files": [ + "https://github.com/lazybuttalented/ComfyUI_LBT" + ], + "install_type": "git-clone", + "description": "A custom node to program the image & text processing flows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "xgfone", + "title": "ComfyUI_PromptLogoCleaner", + "reference": "https://github.com/xgfone/ComfyUI_PromptLogoCleaner", + "files": [ + "https://github.com/xgfone/ComfyUI_PromptLogoCleaner" + ], + "install_type": "git-clone", + "description": "NODES: Prompt Cleaner (Remove Logo Words)" + }, + { + "author": "dexintenebri", + "title": "comfyui_voxel_nodes [WIP]", + "reference": "https://github.com/dexintenebri/comfyui_voxel_nodes", + "files": [ + "https://github.com/dexintenebri/comfyui_voxel_nodes" + ], + "install_type": "git-clone", + "description": "Extracts RGB and depthmap from image to create 3D Voxels, for integration into MagicaVoxel and Unity Engine\nNOTE: The files in the repo are not organized." + }, + { + "author": "1H-hobit", + "title": "ComfyComfyUI_InternVL3 [WIP]", + "reference": "https://github.com/1H-hobit/ComfyUI_InternVL3", + "files": [ + "https://github.com/1H-hobit/ComfyUI_InternVL3" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use InternVL3" + }, + { + "author": "LucianoCirino", + "title": "ComfyUI-invAIder-Nodes", + "reference": "https://github.com/LucianoCirino/ComfyUI-invAIder-Nodes", + "files": [ + "https://github.com/LucianoCirino/ComfyUI-invAIder-Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes I've created for my own personal workflows. Use at your own discretion.\nNOTE: The files in the repo are not organized." + }, + { + "author": "zhuanvi", + "title": "ComfyUI-ZVNodes [WIP]", + "reference": "https://github.com/zhuanvi/ComfyUI-ZVNodes", + "files": [ + "https://github.com/zhuanvi/ComfyUI-ZVNodes" + ], + "install_type": "git-clone", + "description": "NODES: Load One Image (Directory), Save Image (Directory), Count Image (Directory), Json Reader, Json List Node, Json List Length, Json List Indexer, Json List Slicer, Triangle Character Layout, Json List To Mask, Random Select From List, Join List, ..." + }, + { + "author": "Filexor", + "title": "File_x_dynamic_prompt2", + "reference": "https://github.com/Filexor/File_x_dynamic_prompt2", + "files": [ + "https://github.com/Filexor/File_x_dynamic_prompt2" + ], + "install_type": "git-clone", + "description": "ComfyUI node for random prompt generation" + }, + { + "author": "FileSystem Manager Team", + "title": "Comfyui-FileSytem-Manager", + "reference": "https://github.com/bleash-dev/Comfyui-FileSytem-Manager", + "files": [ + "https://github.com/bleash-dev/Comfyui-FileSytem-Manager" + ], + "install_type": "git-clone", + "description": "Comprehensive file system management for ComfyUI with multiple upload sources" + }, + { + "author": "thavocado", + "title": "comfyui-danbooru-lookup", + "reference": "https://github.com/thavocado/comfyui-danbooru-lookup", + "files": [ + "https://github.com/thavocado/comfyui-danbooru-lookup" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that performs FAISS cosine similarity lookup on Danbooru embeddings using multiple input modes: CLIP conditioning, images with WD14 tagging, or text tags.[w/This nodepack installs its dependencies automatically during execution.]" + }, + { + "author": "love2hina-net", + "title": "ComfyUI-Local-Translator", + "reference": "https://github.com/love2hina-net/ComfyUI-Local-Translator", + "files": [ + "https://github.com/love2hina-net/ComfyUI-Local-Translator" + ], + "install_type": "git-clone", + "description": "This is a text translation node using a local SLM (Microsoft Phi-4) for ComfyUI." + }, + { + "author": "DenRakEiw", + "title": "Denrakeiw Nodes [WIP]", + "reference": "https://github.com/DenRakEiw/DenRakEiw_Nodes", + "files": [ + "https://github.com/DenRakEiw/DenRakEiw_Nodes" + ], + "install_type": "git-clone", + "description": "A custom nodepack for ComfyUI that provides utility nodes for image generation and manipulation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "ahmedbana", + "title": "json-creator [WIP]", + "reference": "https://github.com/ahmedbana/json-creator", + "files": [ + "https://github.com/ahmedbana/json-creator" + ], + "install_type": "git-clone", + "description": "Create Json for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "ahmedbana", + "title": "File-Rename [UNSAFE]", + "reference": "https://github.com/ahmedbana/File-Rename", + "files": [ + "https://github.com/ahmedbana/File-Rename" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI nodepackage that allows you to rename files with incremented numbers based on various mathematical operations. Includes both basic and advanced functionality.[w/This nodepack includes a node that can rename files to arbitrary paths.]" + }, + { + "author": "ahmedbana", + "title": "ComfyUI_AC_FUNV7-FLUX- [WIP]", + "reference": "https://github.com/A719689614/ComfyUI_AC_FUNV7-FLUX-", + "files": [ + "https://github.com/A719689614/ComfyUI_AC_FUNV7-FLUX-" + ], + "install_type": "git-clone", + "description": "NODES: AC_Super_UNET(FLUX), AC_Super_CLIP(FLUX)\nNOTE: The files in the repo are not organized." + }, + { + "author": "broumbroum", + "title": "comfyui-time-system [WIP]", + "reference": "https://github.com/broumbroum/comfyui-time-system", + "files": [ + "https://github.com/broumbroum/comfyui-time-system" + ], + "install_type": "git-clone", + "description": "Package that adds nodes to retrieve the system date and time.\nNOTE: The files in the repo are not organized." + }, + { + "author": "rodpl", + "title": "comfyui-asset-manager", + "reference": "https://github.com/rodpl/comfyui-asset-manager", + "files": [ + "https://github.com/rodpl/comfyui-asset-manager" + ], + "install_type": "git-clone", + "description": "ComfyUI Asset Manager for managing assets in ComfyUI" + }, + { + "author": "blepping", + "title": "ComfyUI 'dum' samplers [WIP]", + "reference": "https://github.com/blepping/comfyui_dum_samplers", + "files": [ + "https://github.com/blepping/comfyui_dum_samplers" + ], + "install_type": "git-clone", + "description": "A collection of random, experimental (and most likely 'dum') samplers for ComfyUI." + }, + { + "author": "crimro-se", + "title": "ComfyUI-CascadedGaze", + "reference": "https://github.com/crimro-se/ComfyUI-CascadedGaze", + "files": [ + "https://github.com/crimro-se/ComfyUI-CascadedGaze" + ], + "install_type": "git-clone", + "description": "Two custom nodes that bring the CascadedGaze image denoising model architecture to ComfyUI." + }, + { + "author": "RamonGuthrie", + "title": "ComfyUI-RBG-LoRA-Converter [UNSAFE]", + "reference": "https://github.com/RamonGuthrie/ComfyUI-RBG-LoraConverter", + "files": [ + "https://github.com/RamonGuthrie/ComfyUI-RBG-LoraConverter" + ], + "install_type": "git-clone", + "description": "A node for converting LoRA (Low-Rank Adaptation) keys in ComfyUI.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "Estanislao-Oviedo", + "title": "ComfyUI-CustomNodes [NAME CONFLICT]", + "reference": "https://github.com/Estanislao-Oviedo/ComfyUI-CustomNodes", + "files": [ + "https://github.com/Estanislao-Oviedo/ComfyUI-CustomNodes" + ], + "install_type": "git-clone", + "description": "NODES: Load Image Folder (Custom), Make Batch from Single Image (Custom)" + }, + { + "author": "ctf05", + "title": "ComfyUI-AudioDuration", + "reference": "https://github.com/ctf05/ComfyUI-AudioDuration", + "files": [ + "https://github.com/ctf05/ComfyUI-AudioDuration" + ], + "install_type": "git-clone", + "description": "NODES: Audio Duration, Audio Overlay (Mix)" + }, + { + "author": "soliton", + "title": "Watermark Detection YOLO Custom Node [WIP]", + "reference": "https://github.com/Soliton80/ComfyUI-Watermark-Detection-YOLO", + "files": [ + "https://github.com/Soliton80/ComfyUI-Watermark-Detection-YOLO" + ], + "install_type": "git-clone", + "description": "Custom watermark detection using rained on 24,558 watermark images YOLO11 model for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "Jpzz", + "title": "IxiWorks StoryBoard Nodes [WIP]", + "reference": "https://github.com/IXIWORKS-KIMJUNGHO/comfyui-ixiworks", + "files": [ + "https://github.com/IXIWORKS-KIMJUNGHO/comfyui-ixiworks" + ], + "install_type": "git-clone", + "description": "StoryBoard nodes for ComfyUI - Parse JSON templates and build prompts for generative movie creation\nNOTE: The files in the repo are not organized." + }, + { + "author": "siyonomicon", + "title": "ComfyUI-Pin", + "reference": "https://github.com/siyonomicon/ComfyUI-Pin", + "files": [ + "https://github.com/siyonomicon/ComfyUI-Pin" + ], + "install_type": "git-clone", + "description": "NODES: Pin Grid Node" + }, + { + "author": "rakete", + "title": "comfyui-rakete", + "reference": "https://github.com/rakete/comfyui-rakete", + "files": [ + "https://github.com/rakete/comfyui-rakete" + ], + "install_type": "git-clone", + "description": "NODES: Get Widget or Default Value, GPU Garbage Collector, Build String from Widget Values" + }, + { + "author": "boricuapab", + "title": "ComfyUI-Bori-KontextPresets [WIP]", + "reference": "https://github.com/boricuapab/ComfyUI-Bori-KontextPresets", + "files": [ + "https://github.com/boricuapab/ComfyUI-Bori-KontextPresets" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that uses the Kontext Presets.\nNOTE: The files in the repo are not organized." + }, + { + "author": "sh570655308", + "title": "Comfyui-RayNodes [WIP]", + "reference": "https://github.com/sh570655308/Comfyui-RayNodes", + "files": [ + "https://github.com/sh570655308/Comfyui-RayNodes" + ], + "install_type": "git-clone", + "description": "NODES: Bracketed Tag-Index Merger, Florence2 Tag Processor, Image List Converter, Image Selector, Mask Blackener, Mask Applier and Combiner, Mask Processor, Tag Array to Lines, Tag-Index Merger, Grabber Tag Processor, Image Resizer, Save Image Websocket, Border Mask, SaturationAdjuster, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "Rocky-Lee-001", + "title": "ComfyUI_SZtools", + "reference": "https://github.com/Rocky-Lee-001/ComfyUI_SZtools", + "files": [ + "https://github.com/Rocky-Lee-001/ComfyUI_SZtools" + ], + "install_type": "git-clone", + "description": "This project is the comfyui implementation of ComfyUI_SZtools, a labeling and naming tool developed for Kontext's local training package T2ITrainer.\nNOTE: The files in the repo are not organized." + }, + { + "author": "stalkervr", + "title": "Custom Path Nodes for ComfyUI [UNSAFE]", + "reference": "https://github.com/stalkervr/comfyui-custom-path-nodes", + "files": [ + "https://github.com/stalkervr/comfyui-custom-path-nodes" + ], + "install_type": "git-clone", + "description": "Nodes for path handling and image cropping.[w/This nodepack contains a node that has a vulnerability allowing access to arbitrary file paths.]" + }, + { + "author": "gorillaframeai", + "title": "GF_pixtral_node [WIP]", + "reference": "https://github.com/gorillaframeai/GF_pixtral_node", + "files": [ + "https://github.com/gorillaframeai/GF_pixtral_node" + ], + "install_type": "git-clone", + "description": "NODES: GF Mistral & Pixtral" + }, + { + "author": "enlo", + "title": "ComfyUI-CheckpointSettings", + "reference": "https://github.com/enlo/ComfyUI-CheckpointSettings", + "files": [ + "https://github.com/enlo/ComfyUI-CheckpointSettings" + ], + "install_type": "git-clone", + "description": "A custom node created to fulfill a personal need I thought of while playing around with ComfyUI — 'I want to save checkpoint names and KSampler settings together and randomly switch between them for fun.'" + }, + { + "author": "Mzikart", + "title": "ComfyUI-Mzikart-Player [WIP]", + "reference": "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Player", + "files": [ + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Player" + ], + "install_type": "git-clone", + "description": "Interactive audio player for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "babydjac", + "title": "comfyui-grok-ponyxl [WIP]", + "reference": "https://github.com/babydjac/comfyui-grok-ponyxl", + "files": [ + "https://github.com/babydjac/comfyui-grok-ponyxl" + ], + "install_type": "git-clone", + "description": "NODES: GrokPonyXLPrompter\nNOTE: The files in the repo are not organized." + }, + { + "author": "MarkFreeDom168", + "title": "ComfyUI-image-load-url [WIP]", + "reference": "https://github.com/MarkFreeDom168/ComfyUI-image-load-url", + "files": [ + "https://github.com/MarkFreeDom168/ComfyUI-image-load-url" + ], + "install_type": "git-clone", + "description": "NODES: Load Image From URL/Base64, Load Mask From URL/Base64, Load img and mask from url\nNOTE: The files in the repo are not organized." + }, + { + "author": "realm-weaver", + "title": "Tile Seamstress 360° [WIP]", + "reference": "https://github.com/realm-weaver/ComfyUI-tile-seamstress-360", + "files": [ + "https://github.com/realm-weaver/ComfyUI-tile-seamstress-360" + ], + "install_type": "git-clone", + "description": "Tile Seamstress 360 is a set of tools for fixing seams & poles in 360° panoramic equirectangular images inside ComfyUI." + }, + { + "author": "jisenhua", + "title": "ComfyUI-yolov5-face [WIP]", + "reference": "https://github.com/UmutGuzel/tryvariantai-comfyui", + "files": [ + "https://github.com/UmutGuzel/tryvariantai-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: Fill Transparency, Mask Expand Border, Mask Expand Border (Advanced), Mask to Transparent, Debug Mask Visualizer, White to Transparent, White Detector\nNOTE: The files in the repo are not organized." + }, + { + "author": "visualbruno", + "title": "ComfyUI-QRemeshify", + "reference": "https://github.com/visualbruno/ComfyUI-QRemeshify", + "files": [ + "https://github.com/visualbruno/ComfyUI-QRemeshify" + ], + "install_type": "git-clone", + "description": "NODES: QRemeshify" + }, + { + "author": "jisenhua", + "title": "ComfyUI-yolov5-face [WIP]", + "reference": "https://github.com/JiSenHua/ComfyUI-yolov5-face", + "files": [ + "https://github.com/JiSenHua/ComfyUI-yolov5-face" + ], + "install_type": "git-clone", + "description": "A YOLOv5 face detection project for ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "zopieux", + "title": "ComfyUI-zopi [UNSAFE]", + "reference": "https://github.com/zopieux/ComfyUI-zopi", + "files": [ + "https://github.com/zopieux/ComfyUI-zopi" + ], + "install_type": "git-clone", + "description": "NODES: Eval Python, Load TensortRT + checkpoint + CLIP + VAE [w/This nodepack contains a vulnerability that allows remote code execution.]" + }, + { + "author": "przewodo", + "title": "ComfyUI-Przewodo-Utils [WIP]", + "reference": "https://github.com/przewodo/ComfyUI-Przewodo-Utils", + "files": [ + "https://github.com/przewodo/ComfyUI-Przewodo-Utils" + ], + "install_type": "git-clone", + "description": "Utilities to make it easy to develop advanced Workflows without having to use a lot of nodes for simple stuff.\nNOTE: The files in the repo are not organized." + }, + { + "author": "hulipanpan", + "title": "Comfyui_tuteng [WIP]", + "reference": "https://github.com/hulipanpan/Comfyui_tuteng", + "files": [ + "https://github.com/hulipanpan/Comfyui_tuteng" + ], + "install_type": "git-clone", + "description": "NODES: Tuteng Mj, Tuteng Mj Style, Tuteng Upload, Tuteng Mj Upscale, Tuteng Mj Vary/Zoom, Tuteng Kling Text2Video, Tuteng Kling Image2Video, Tuteng Kling Video Extend, Tuteng Gemini API, Tuteng Doubao SeedEdit, Tuteng ChatGPT API, Tuteng Jimeng API, Tuteng GPT-Image-1 Edit, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "PaleBloodq", + "title": "ComfyUI-HFTransformers", + "reference": "https://github.com/PaleBloodq/ComfyUI-HFTransformers", + "files": [ + "https://github.com/PaleBloodq/ComfyUI-HFTransformers" + ], + "install_type": "git-clone", + "description": "NODES: HFT Pipeline Loader, HFT Classifier, HFT Classification Selector, HFT Object Detector, HFT Image to Text, HFT Depth Estimator" + }, + { + "author": "whmc76", + "title": "ComfyUI-AudioSuiteAdvanced [WIP]", + "reference": "https://github.com/whmc76/ComfyUI-AudioSuiteAdvanced", + "files": [ + "https://github.com/whmc76/ComfyUI-AudioSuiteAdvanced" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin for processing long text files and generating speech, supporting features such as audio separation, text segmentation, and audio merging.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Letz-AI", + "title": "ComfyUI-LetzAI [UNSAFE]", + "reference": "https://github.com/Letz-AI/ComfyUI-LetzAI", + "files": [ + "https://github.com/Letz-AI/ComfyUI-LetzAI" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Node for LetzAI Image Generation[w/The API key is embedded in the workflow.]" + }, + { + "author": "ZhouNLP", + "title": "comfyui_LK_selfuse", + "reference": "https://github.com/LK-168/comfyui_LK_selfuse", + "files": [ + "https://github.com/LK-168/comfyui_LK_selfuse" + ], + "install_type": "git-clone", + "description": "NODES: Mask Diff, Mask Connected Remove, Mask Get Max, Mask Filter with Rate, InspectModelArchitecture, Print Sigma, Adv Scheduler, LK_MaskToSEGS, LK_SegsAdjust, String Filter, String Remove Duplicate, String Modify, ... \nNOTE: The files in the repo are not organized." + }, + { + "author": "junhe421", + "title": "comfyui_batch_image_processor [WIP]", + "reference": "https://github.com/junhe421/comfyui_batch_image_processor", + "files": [ + "https://github.com/junhe421/comfyui_batch_image_processor" + ], + "install_type": "git-clone", + "description": "A Kontext Bench-style ComfyUI image difference analysis node that supports instruction-based prompt generation and batch TXT editing.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Tr1dae", + "title": "ComfyUI-CustomNodes-MVM", + "reference": "https://github.com/Tr1dae/ComfyUI-CustomNodes-MVM", + "files": [ + "https://github.com/Tr1dae/ComfyUI-CustomNodes-MVM" + ], + "install_type": "git-clone", + "description": "NODES: Load Image From Folder MVM, Load Guidance Images From Folder MVM, Load Text From Folder MVM" + }, + { + "author": "Vkabuto23", + "title": "ComfyUI Custom Nodes: OpenRouter & Ollama [UNSAFE]", + "reference": "https://github.com/Vkabuto23/comfyui_openrouter_ollama", + "files": [ + "https://github.com/Vkabuto23/comfyui_openrouter_ollama" + ], + "install_type": "git-clone", + "description": "ComfyUI Custom Nodes: OpenRouter & Ollama[w/The API key is embedded in the workflow.]" + }, + { + "author": "subnet99", + "title": "ComfyUI-URLLoader", + "reference": "https://github.com/subnet99/ComfyUI-URLLoader", + "files": [ + "https://github.com/subnet99/ComfyUI-URLLoader" + ], + "install_type": "git-clone", + "description": "ComfyUI plugin for downloading and loading media files from URLs." + }, + { + "author": "bikiam", + "title": "Comfyui_AudioRecoder", + "reference": "https://github.com/bikiam/Comfyui_AudioRecoder", + "files": [ + "https://github.com/bikiam/Comfyui_AudioRecoder" + ], + "install_type": "git-clone", + "description": "NODES: AUDIO Recorder" + }, + { + "author": "saulchiu", + "title": "comfyui-saul-plugin [WIP]", + "reference": "https://github.com/saulchiu/comfy_saul_plugin", + "files": [ + "https://github.com/saulchiu/comfy_saul_plugin" + ], + "install_type": "git-clone", + "description": "NODES: Cutting Video\nNOTE: The files in the repo are not organized." + }, + { + "author": "wasilone11", + "title": "comfyui-sync-translate-node", + "reference": "https://github.com/wasilone11/comfyui-sync-translate-node", + "files": [ + "https://github.com/wasilone11/comfyui-sync-translate-node" + ], + "install_type": "git-clone", + "description": "NODES: Sync.so Translator" + }, + { + "author": "ashllay", + "title": "ComfyUI_MoreComfy", + "reference": "https://github.com/ashllay/ComfyUI_MoreComfy", + "files": [ + "https://github.com/ashllay/ComfyUI_MoreComfy" + ], + "install_type": "git-clone", + "description": "NODES: MC Switch Seed, MC Switch Image, MC Switch String, MC Alter Seed, MC Set Tile Size, MC Get Image Size, MC Get Image Min Max, MC Multi Concat, MC Multi Concat(Advanced), MC Noise" + }, + { + "author": "gaowei-space", + "title": "ComfyUI Doubao LLM [WIP]", + "reference": "https://github.com/gaowei-space/ComfyUI-Doubao-LLM", + "files": [ + "https://github.com/gaowei-space/ComfyUI-Doubao-LLM" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Doubao (ByteDance) LLM and Vision Language Model integration\nNOTE: The files in the repo are not organized." + }, + { + "author": "BrettMedia", + "title": "comfyui-bhtools [WIP]", + "reference": "https://github.com/BrettMedia/comfyui-bhtools", + "files": [ + "https://github.com/BrettMedia/comfyui-bhtools" + ], + "install_type": "git-clone", + "description": "A suite of creative tools designed to help AI artists with continuity, brainstorming, and workflow optimization. Born from real-world needs during my AI journey, these nodes solve common pain points in creative workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "XiaoHeiziGGG", + "title": "ComfyUI-Gemini-Kontext [WIP]", + "reference": "https://github.com/XiaoHeiziGGG/ComfyUI-Gemini-Kontext", + "files": [ + "https://github.com/XiaoHeiziGGG/ComfyUI-Gemini-Kontext" + ], + "install_type": "git-clone", + "description": "Google Gemini API powered translation nodes for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "Bwebbfx", + "title": "ComfyUI Face Parsing Nodes [WIP]", + "reference": "https://github.com/Bwebbfx/ComfyUI_FaceParsing", + "files": [ + "https://github.com/Bwebbfx/ComfyUI_FaceParsing" + ], + "install_type": "git-clone", + "description": "This package provides ComfyUI nodes for face parsing using BiSeNet (from yakhyo/face-parsing), supporting batch and video workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "orion4d", + "title": "Unified List Selector for ComfyUI [UNSAFE]", + "reference": "https://github.com/orion4d/ComfyUI_unified_list_selector", + "files": [ + "https://github.com/orion4d/ComfyUI_unified_list_selector" + ], + "install_type": "git-clone", + "description": "This project is a custom node for ComfyUI that allows you to dynamically load lists from text (.txt) or CSV (.csv) files and select an item to use in your workflow. It features a manual selection mode (via a dropdown list) and a random selection mode, as well as the ability to add prefixes and suffixes to the selected text.[w/This nodepack contains a node with a vulnerability that allows reading files from arbitrary paths.]" + }, + { + "author": "kongds1999", + "title": "ComfyUI_was_image", + "reference": "https://github.com/kongds1999/ComfyUI_was_image", + "files": [ + "https://github.com/kongds1999/ComfyUI_was_image" + ], + "install_type": "git-clone", + "description": "NODES: Replace Color By Palette, ConvertGrayToImage" + }, + { + "author": "zl9739379", + "title": "ComfyUI Qwen Vision Language API Node [NAME CONFLICT]", + "reference": "https://github.com/zl9739379/comfyui-qwen-vl-api", + "files": [ + "https://github.com/zl9739379/comfyui-qwen-vl-api" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for describing images using Qwen Vision Language models through OpenAI-compatible APIs." + }, + { + "author": "bikiam", + "title": "ComfyUi_WhisperGTranslate", + "reference": "https://github.com/bikiam/ComfyUi_WhisperGTranslate", + "files": [ + "https://github.com/bikiam/ComfyUi_WhisperGTranslate" + ], + "install_type": "git-clone", + "description": "NODES: Whisper + AudioTranslate, Google Translate Node" + }, + { + "author": "edgerunner", + "title": "ComfyUI Queue Manager [WIP]", + "reference": "https://github.com/QuietNoise/ComfyUI-Queue-Manager", + "files": [ + "https://github.com/QuietNoise/ComfyUI-Queue-Manager" + ], + "install_type": "git-clone", + "description": "An extension supporting more streamlined prompt queue management." + }, + { + "author": "fylrid2", + "title": "lockValue", + "reference": "https://github.com/fylrid2/comfyui_lock_previous_value", + "files": [ + "https://github.com/fylrid2/comfyui_lock_previous_value" + ], + "install_type": "git-clone", + "description": "Allows the locking of a nodes value\nNOTE: The files in the repo are not organized." + }, + { + "author": "XiaoHeiziGGG", + "title": "ComfyUI Gemini Translator [WIP]", + "reference": "https://github.com/XiaoHeiziGGG/ComfyUI-GeminiTranslator", + "files": [ + "https://github.com/XiaoHeiziGGG/ComfyUI-GeminiTranslator" + ], + "install_type": "git-clone", + "description": "The API node library of gemini can be translated and recognized.The API node library of gemini can be translated and recognized.\nNOTE: The files in the repo are not organized." + }, + { + "author": "DiffusionWave-YT", + "title": "DiffusionWave_PickResolution [WIP]", + "reference": "https://github.com/DiffusionWave-YT/DiffusionWave_PickResolution", + "files": [ + "https://github.com/DiffusionWave-YT/DiffusionWave_PickResolution" + ], + "install_type": "git-clone", + "description": "Change of resolutions for ComfyUI and Upscalers\nNOTE: The files in the repo are not organized." + }, + { + "author": "PeterMikhai", + "title": "DoomFLUX Nodes [WIP]", + "reference": "https://github.com/PeterMikhai/Doom_Flux_NodePack", + "files": [ + "https://github.com/PeterMikhai/Doom_Flux_NodePack" + ], + "install_type": "git-clone", + "description": "Custom nodes for FLUX models, including a loader and specialized samplers for standard and inpaint generation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "maque", + "title": "comfyui_video_BC [WIP]", + "reference": "https://github.com/JioJe/comfyui_video_BC", + "files": [ + "https://github.com/JioJe/comfyui_video_BC" + ], + "install_type": "git-clone", + "description": "Batch load video nodes and save videos in custom paths\nNOTE: The files in the repo are not organized." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-Gemini [NAME CONFLICT]", + "id": "gemini", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Gemini", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Gemini" + ], + "install_type": "git-clone", + "description": "Using Gemini-pro & Gemini-pro-vision in ComfyUI." + }, + { + "author": "No-22-Github", + "title": "ComfyUI_SaveImageCustom", + "reference": "https://github.com/No-22-Github/ComfyUI_SaveImageCustom", + "files": [ + "https://github.com/No-22-Github/ComfyUI_SaveImageCustom" + ], + "install_type": "git-clone", + "description": "Easy save image with dir+name" + }, + { + "author": "jiafuzeng", + "title": "comfyui-fishSpeech", + "reference": "https://github.com/jiafuzeng/comfyui-fishSpeech", + "files": [ + "https://github.com/jiafuzeng/comfyui-fishSpeech" + ], + "install_type": "git-clone", + "description": "NODES: Fish-Speech Loader, Fish-Speech TTS, Fish-Speech Audio Preview" + }, + { + "author": "bleash-dev", + "title": "ComfyUI-Auth-Manager", + "reference": "https://github.com/bleash-dev/ComfyUI-Auth-Manager", + "files": [ + "https://github.com/bleash-dev/ComfyUI-Auth-Manager" + ], + "install_type": "git-clone", + "description": "A custom node that provides email/password authentication for ComfyUI pods with a beautiful modal interface." + }, + { + "author": "filliptm", + "title": "ComfyUI_Fill-Node-Loader [WIP]", + "reference": "https://github.com/filliptm/ComfyUI_Fill-Node-Loader", + "files": [ + "https://github.com/filliptm/ComfyUI_Fill-Node-Loader" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin to simplify loading and managing custom nodes with a sidebar interface." + }, + { + "author": "diogod", + "title": "Comfy Inpainting Works [WIP]", + "reference": "https://github.com/diodiogod/Comfy-Inpainting-Works", + "files": [ + "https://github.com/diodiogod/Comfy-Inpainting-Works" + ], + "install_type": "git-clone", + "description": "Go to the top menu>Workflow>Browse Templates. This is a collection of my Inpainting workflows for Flux (expanded and COMPACT) + others. Previously called: 'Proper Flux Control-Net inpainting and/or outpainting with batch size - Alimama or Flux Fill'. By installing this 'node' you can always keep them up to date by updating on the manager. This is not a new custom node. You will still need to install all other custom nodes used on the workflows. You will also find my 'Flux LoRA Block Weights Preset Tester' here as well.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Malloc-pix", + "title": "comfyui-QwenVL", + "reference": "https://github.com/Malloc-pix/comfyui-QwenVL", + "files": [ + "https://github.com/Malloc-pix/comfyui-QwenVL" + ], + "install_type": "git-clone", + "description": "NODES: Qwen2.5VL, Qwen2.5" + }, + { + "author": "artifyfun", + "title": "ComfyUI-JS [UNSAFE]", + "reference": "https://github.com/artifyfun/ComfyUI-JS", + "files": [ + "https://github.com/artifyfun/ComfyUI-JS" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node capable of executing JavaScript code: it takes JavaScript code as input and outputs the execution result.[w/This extension has an XSS vulnerability that can be triggered through workflow execution.]" + }, + { + "author": "OgreLemonSoup", + "title": "ComfyUI-Notes-manager", + "reference": "https://github.com/OgreLemonSoup/ComfyUI-Notes-manager", + "files": [ + "https://github.com/OgreLemonSoup/ComfyUI-Notes-manager" + ], + "install_type": "git-clone", + "description": "This extension provides the note feature." + }, + { + "author": "WozStudios", + "title": "ComfyUI-WozNodes", + "reference": "https://github.com/WozStudios/ComfyUI-WozNodes", + "files": [ + "https://github.com/WozStudios/ComfyUI-WozNodes" + ], + "install_type": "git-clone", + "description": "NODES: Trim Image Batch, Create Image Batch, Select Image Batch by Mask, Advanced Batch Creator" + }, + { + "author": "stalkervr", + "title": "comfyui-custom-path-nodes [UNSAFE]", + "reference": "https://github.com/stalkervr/comfyui-custom-path-nodes", + "files": [ + "https://github.com/stalkervr/comfyui-custom-path-nodes" + ], + "install_type": "git-clone", + "description": "Nodes for path handling and image cropping.[w/This nodepack has a vulnerability that allows remote access to arbitrary file paths.]" + }, + { + "author": "vovler", + "title": "comfyui-vovlertools", + "reference": "https://github.com/vovler/ComfyUI-vovlerTools", + "files": [ + "https://github.com/vovler/ComfyUI-vovlerTools" + ], + "install_type": "git-clone", + "description": "Advanced ComfyUI nodes for WD14 tagging, image filtering, and CLIP to TensorRT conversion" + }, + { + "author": "ELiZswe", + "title": "ComfyUI-ELiZTools", + "reference": "https://github.com/ELiZswe/ComfyUI-ELiZTools", + "files": [ + "https://github.com/ELiZswe/ComfyUI-ELiZTools" + ], + "install_type": "git-clone", + "description": "ELIZ Tools" + }, + { + "author": "yamanacn", + "title": "comfyui_qwenbbox", + "reference": "https://github.com/yamanacn/comfyui_qwenbbox", + "files": [ + "https://github.com/yamanacn/comfyui_qwenbbox" + ], + "install_type": "git-clone", + "description": "NODES: Load Qwen Model (v2), Qwen Bbox Detection, Prepare BBox for SAM (v2)" + }, + { + "author": "mikheys", + "title": "ComfyUI-mikheys", + "reference": "https://github.com/mikheys/ComfyUI-mikheys", + "files": [ + "https://github.com/mikheys/ComfyUI-mikheys" + ], + "install_type": "git-clone", + "description": "NODES: WAN Optimal Resolution Selector, WAN Show Image Dimensions" + }, + { + "author": "yamanacn", + "title": "comfyui_qwen_object [WIP]", + "reference": "https://github.com/yamanacn/comfyui_qwen_object", + "files": [ + "https://github.com/yamanacn/comfyui_qwen_object" + ], + "install_type": "git-clone", + "description": "This is a custom node for ComfyUI that integrates the Qwen vision model for tasks such as object detection.\nNOTE: The files in the repo are not organized." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-Show-o [WIP]", + "reference": "https://github.com/neverbiasu/ComfyUI-Show-o", + "files": [ + "https://github.com/neverbiasu/ComfyUI-Show-o" + ], + "install_type": "git-clone", + "description": "NODES: Show-o Model Loader, Show-o Text to Image, Show-o Image Captioning, Show-o Image Inpainting" + }, + { + "author": "zyquon", + "title": "ComfyUI Stash", + "reference": "https://github.com/zyquon/ComfyUI-Stash", + "files": [ + "https://github.com/zyquon/ComfyUI-Stash" + ], + "install_type": "git-clone", + "description": "Nodes to use Stash within Comfy workflows" + }, + { + "author": "tankenyuen-ola", + "title": "comfyui-env-variable-reader [UNSAFE]", + "reference": "https://github.com/tankenyuen-ola/comfyui-env-variable-reader", + "files": [ + "https://github.com/tankenyuen-ola/comfyui-env-variable-reader" + ], + "install_type": "git-clone", + "description": "NODES: Environment Variable Reader [w/Installing this node may expose environment variables that contain sensitive information such as API keys.]" + }, + { + "author": "ftf001-tech", + "title": "ComfyUI-Lucian [WIP]", + "reference": "https://github.com/ftf001-tech/ComfyUI-ExternalLLMDetector", + "files": [ + "https://github.com/ftf001-tech/ComfyUI-ExternalLLMDetector" + ], + "install_type": "git-clone", + "description": "These nodes allow you to configure LLM API connections, send images with custom prompts, and convert the LLM's JSON bounding box responses into a format compatible with segmentation nodes like SAM2\nNOTE: The files in the repo are not organized." + }, + { + "author": "LucianGnn", + "title": "ComfyUI-Lucian [WIP]", + "reference": "https://github.com/LucianGnn/ComfyUI-Lucian", + "files": [ + "https://github.com/LucianGnn/ComfyUI-Lucian" + ], + "install_type": "git-clone", + "description": "NODES: Audio Duration Calculator\nNOTE: The files in the repo are not organized." + }, + { + "author": "akatz-ai", + "title": "ComfyUI-Execution-Inversion", + "reference": "https://github.com/akatz-ai/ComfyUI-Execution-Inversion", + "files": [ + "https://github.com/akatz-ai/ComfyUI-Execution-Inversion" + ], + "install_type": "git-clone", + "description": "Contains nodes related to the new execution inversion engine in ComfyUI. nodepack originally from [a/https://github.com/BadCafeCode/execution-inversion-demo-comfyui](https://github.com/BadCafeCode/execution-inversion-demo-comfyui)" + }, + { + "author": "mamorett", + "title": "comfyui_minicpm_vision", + "reference": "https://github.com/mamorett/comfyui_minicpm_vision", + "files": [ + "https://github.com/mamorett/comfyui_minicpm_vision" + ], + "install_type": "git-clone", + "description": "NODES: MiniCPM Vision GGUF" + }, + { + "author": "BigStationW", + "title": "flowmatch_scheduler-comfyui", + "reference": "https://github.com/BigStationW/flowmatch_scheduler-comfyui", + "files": [ + "https://github.com/BigStationW/flowmatch_scheduler-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: FlowMatchSigmas" + }, + { + "author": "franky519", + "title": "ComfyUI Face Four Image Matcher [WIP]", + "reference": "https://github.com/franky519/comfyui_fnckc_Face_analysis", + "files": [ + "https://github.com/franky519/comfyui_fnckc_Face_analysis" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for four face image matching and face swap control\nNOTE: Invalid pyproject.toml" + }, + { + "author": "bleash-dev", + "title": "Comfyui-Iddle-Checker", + "reference": "https://github.com/bleash-dev/Comfyui-Idle-Checker", + "files": [ + "https://github.com/bleash-dev/Comfyui-Idle-Checker" + ], + "install_type": "git-clone", + "description": "front extension for idle checker" + }, + { + "author": "fangg2000", + "title": "ComfyUI-StableAudioFG [WIP]", + "reference": "https://github.com/fangg2000/ComfyUI-StableAudioFG", + "files": [ + "https://github.com/fangg2000/ComfyUI-StableAudioFG" + ], + "install_type": "git-clone", + "description": "The ComfyUI plugin for stable-audio (supports offline use)\nNOTE: The files in the repo are not organized." + }, + { + "author": "hdfhssg", + "title": "comfyui_EvoSearch [WIP]", + "reference": "https://github.com/hdfhssg/comfyui_EvoSearch", + "files": [ + "https://github.com/hdfhssg/comfyui_EvoSearch" + ], + "install_type": "git-clone", + "description": "NODES: EvoSearch_FLUX, EvoSearch_SD21, EvoSearch_WAN, EvolutionScheduleGenerator, GuidanceRewardsGenerator" + }, + { + "author": "simonjaq", + "title": "ComfyUI-sjnodes", + "reference": "https://github.com/simonjaq/ComfyUI-sjnodes", + "files": [ + "https://github.com/simonjaq/ComfyUI-sjnodes" + ], + "install_type": "git-clone", + "description": "Some modified ComfyUI custom nodes" + }, + { + "author": "A4P7J1N7M05OT", + "title": "ComfyUI-VAELoaderSDXLmod", + "reference": "https://github.com/A4P7J1N7M05OT/ComfyUI-VAELoaderSDXLmod", + "files": [ + "https://github.com/A4P7J1N7M05OT/ComfyUI-VAELoaderSDXLmod" + ], + "install_type": "git-clone", + "description": "NODES: Modified SDXL VAE Loader, Empty Latent Image Variable" + }, + { + "author": "xzuyn", + "title": "xzuynodes-ComfyUI", + "reference": "https://github.com/xzuyn/ComfyUI-xzuynodes", + "files": [ + "https://github.com/xzuyn/ComfyUI-xzuynodes" + ], + "install_type": "git-clone", + "description": "NODES: First/Last Frame (XZ), Resize Image (Original KJ), Resize Image (XZ), CLIP Text Encode (XZ), Load CLIP (XZ), TripleCLIPLoader (XZ), WanImageToVideo (XZ)" + }, + { + "author": "gilons", + "title": "ComfyUI-GoogleDrive-Downloader [UNSAFE]", + "reference": "https://github.com/gilons/ComfyUI-GoogleDrive-Downloader", + "files": [ + "https://github.com/gilons/ComfyUI-GoogleDrive-Downloader" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for downloading files from Google Drive.[w/There is a vulnerability that allows saving a remote file to an arbitrary local path.]" + }, + { + "author": "moonwhaler", + "title": "ComfyUI-FileBrowserAPI [UNSAFE]", + "reference": "https://github.com/GalactusX31/ComfyUI-FileBrowserAPI", + "files": [ + "https://github.com/GalactusX31/ComfyUI-FileBrowserAPI" + ], + "install_type": "git-clone", + "description": "A general-purpose, dependency-free File and Folder Browser API for ComfyUI custom nodes.[w/path traversal vulnerability]" + }, + { + "author": "DreamsInAutumn", + "title": "ComfyUI-Autumn-LLM-Nodes", + "reference": "https://github.com/DreamsInAutumn/ComfyUI-Autumn-LLM-Nodes", + "files": [ + "https://github.com/DreamsInAutumn/ComfyUI-Autumn-LLM-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Gemini-Image-To-Prompt, Gemini-Prompt-Builder, LLM-Prompt-Builder" + }, + { + "author": "alexgenovese", + "title": "ComfyUI-Reica", + "reference": "https://github.com/alexgenovese/ComfyUI-Reica", + "files": [ + "https://github.com/alexgenovese/ComfyUI-Reica" + ], + "install_type": "git-clone", + "description": "NODES: 'Reica GCP: Read Image', 'Reica GCP: Write Image & Get URL', 'Reica Text Image Display', 'Reica Read Image URL', 'Reica URL Image Loader Filename', 'Reica API: Send HTTP Notification', 'Insert Anything'" + }, + { + "author": "yichengup", + "title": "ComfyUI-Transition", + "reference": "https://github.com/yichengup/ComfyUI-Transition", + "files": [ + "https://github.com/yichengup/ComfyUI-Transition" + ], + "install_type": "git-clone", + "description": "NODES: Linear Transition, Gradient Transition, Dual Line Transition, Sequence Transition, Circular Transition, Circular Sequence Transition" + }, + { + "author": "wildminder", + "title": "ComfyUI-MagCache [NAME CONFLICT|WIP]", + "reference": "https://github.com/wildminder/ComfyUI-MagCache", + "files": [ + "https://github.com/wildminder/ComfyUI-MagCache" + ], + "install_type": "git-clone", + "description": "official implementation of [zehong-ma/MagCache](https://github.com/zehong-ma/MagCache) for ComfyUI" + }, + { + "author": "laubsauger", + "title": "ComfyUI Storyboard [WIP]", + "reference": "https://github.com/laubsauger/comfyui-storyboard", + "files": [ + "https://github.com/laubsauger/comfyui-storyboard" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides a markdown renderer to display formatted text and notes within your workflow." + }, + { + "author": "grokuku", + "title": "ComfyUI-Holaf-Terminal [UNSAFE]", + "reference": "https://github.com/grokuku/ComfyUI-Holaf-Utilities", + "files": [ + "https://github.com/grokuku/ComfyUI-Holaf-Utilities" + ], + "install_type": "git-clone", + "description": "Interactive Terminal in a node for ComfyUI[w/This custom extension provides a remote web-based shell (terminal) interface to the machine running the ComfyUI server. By installing and using this extension, you are opening a direct, powerful, and potentially dangerous access point to your system.]" + }, + { + "author": "usrname0", + "title": "ComfyUI-AllergicPack [WIP]", + "reference": "https://github.com/usrname0/ComfyUI-AllergicPack", + "files": [ + "https://github.com/usrname0/ComfyUI-AllergicPack" + ], + "install_type": "git-clone", + "description": "This package is not ready for primetime but I'm making it public anyway. If I'm using the node then I'm putting it here. Might make it more official later. Use at your own risk." + }, + { + "author": "cesilk10", + "title": "cesilk-comfyui-nodes", + "reference": "https://github.com/cesilk10/cesilk-comfyui-nodes", + "files": [ + "https://github.com/cesilk10/cesilk-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Save and Upload to S3, SDXL Image Sizes" + }, + { + "author": "COcisuts", + "title": "CObot-ComfyUI-WhisperToTranscription [WIP]", + "reference": "https://github.com/COcisuts/CObot-ComfyUI-WhisperToTranscription", + "files": [ + "https://github.com/COcisuts/CObot-ComfyUI-WhisperToTranscription" + ], + "install_type": "git-clone", + "description": "CObot-ComfyUI-WhisperToTranscription\nNOTE: missing requirements.txt" + }, + { + "author": "jinchanz", + "title": "ComfyUI-AliCloud-Bailian [WIP]", + "reference": "https://github.com/jinchanz/ComfyUI-AliCloud-Bailian", + "files": [ + "https://github.com/jinchanz/ComfyUI-AliCloud-Bailian" + ], + "install_type": "git-clone", + "description": "This is a collection of custom nodes for invoking Alibaba Cloud's DashScope API within ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Yukinoshita-Yukinoe", + "title": "ComfyUI-KontextOfficialNode", + "reference": "https://github.com/Yukinoshita-Yukinoe/ComfyUI-KontextOfficialNode", + "files": [ + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-KontextOfficialNode" + ], + "install_type": "git-clone", + "description": "NODES: Kontext Text-to-Image (Official Max), Kontext Image Editing (Official Max)" + }, + { + "author": "takoyaki1118", + "title": "ComfyUI_PromptExtractor", + "reference": "https://github.com/takoyaki1118/ComfyUI_PromptExtractor", + "files": [ + "https://github.com/takoyaki1118/ComfyUI_PromptExtractor" + ], + "install_type": "git-clone", + "description": "NODES: Custom Load Image With Path, Prompt Extractor Node" + }, + { + "author": "littleowl", + "title": "ComfyUI-MV-HECV", + "reference": "https://github.com/littleowl/ComfyUI-MV-HECV", + "files": [ + "https://github.com/littleowl/ComfyUI-MV-HECV" + ], + "install_type": "git-clone", + "description": "ComfyUI export of 3D Videos and Images Compatible with VR / XR, including the AVP." + }, + { + "author": "BinglongLi", + "title": "ComfyUI_ToolsForAutomask", + "reference": "https://github.com/BinglongLi/ComfyUI_ToolsForAutomask", + "files": [ + "https://github.com/BinglongLi/ComfyUI_ToolsForAutomask" + ], + "install_type": "git-clone", + "description": "NODES: Directional Mask Expansion, Remove Small Regions Mask, Precise Subtract Mask, Precise Add Mask, Closing Mask, Opening Mask, Conditional Mask Selector, Prune Thin Branches Mask, Mask Fill Gaps Convex Hull" + }, + { + "author": "strhwste", + "title": "CSV Utils [WIP]", + "reference": "https://github.com/strhwste/comfyui_csv_utils", + "files": [ + "https://github.com/strhwste/comfyui_csv_utils" + ], + "install_type": "git-clone", + "description": "Custom CSV handling nodes for ComfyUI\nNOTE: invalid pyproject.toml" + }, + { + "author": "retech995", + "title": "ComfyUI_SaveImageBulk [UNSAFE]", + "reference": "https://github.com/retech995/Save_Florence2_Bulk_Prompts", + "files": [ + "https://github.com/retech995/Save_Florence2_Bulk_Prompts" + ], + "install_type": "git-clone", + "description": "This comfyui node helps save image[w/This nodepack contains a node that can write files to an arbitrary path.]" + }, + { + "author": "Oct7", + "title": "ComfyUI-LaplaMask", + "reference": "https://github.com/Oct7/ComfyUI-LaplaMask", + "files": [ + "https://github.com/Oct7/ComfyUI-LaplaMask" + ], + "install_type": "git-clone", + "description": "NODES: Blur→Mask" + }, + { + "author": "etng", + "title": "ComfyUI-Heartbeat [UNSAFE]", + "reference": "https://github.com/etng/ComfyUI-Heartbeat", + "files": [ + "https://github.com/etng/ComfyUI-Heartbeat" + ], + "install_type": "git-clone", + "description": "A plugin for ComfyUI that sends periodic heartbeat requests to a configured gateway, including system information and node status." + }, + { + "author": "Novavision0313", + "title": "ComfyUI-NVVS [WIP]", + "reference": "https://github.com/Novavision0313/ComfyUI-NVVS", + "files": [ + "https://github.com/Novavision0313/ComfyUI-NVVS" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin customized by NOVEVISION\nNOTE: The files in the repo are not organized." + }, + { + "author": "zackabrams", + "title": "ComfyUI-KeySyncWrapper [WIP]", + "reference": "https://github.com/zackabrams/ComfyUI-KeySyncWrapper", + "files": [ + "https://github.com/zackabrams/ComfyUI-KeySyncWrapper" + ], + "install_type": "git-clone", + "description": "implementation of KeySync in ComfyUI" + }, + { + "author": "godric8", + "title": "ComfyUI_Step1X-Edit [NAME CONFLICT]", + "reference": "https://github.com/godric8/ComfyUI_Step1X-Edit", + "files": [ + "https://github.com/godric8/ComfyUI_Step1X-Edit" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Step1X-Edit" + }, + { + "author": "violet0927", + "title": "ComfyUI-Direct3DS2 [WIP]", + "reference": "https://github.com/y4my4my4m/ComfyUI_Direct3DS2", + "files": [ + "https://github.com/y4my4my4m/ComfyUI_Direct3DS2" + ], + "install_type": "git-clone", + "description": "Direct3D-S2 plugin for ComfyUI. [w/Doesn't work yet]" + }, + { + "author": "gamtruliar", + "title": "ComfyUI-N_SwapInput [UNSAFE]", + "reference": "https://github.com/gamtruliar/ComfyUI-N_SwapInput", + "files": [ + "https://github.com/gamtruliar/ComfyUI-N_SwapInput" + ], + "install_type": "git-clone", + "description": "This is a simple tool for swapping input folders with custom suffix in comfy-UI[w/]This nodepack performs deletion operations on local files and contains a vulnerability that allows arbitrary paths to be deleted." + }, + { + "author": "bulldog68", + "title": "ComfyUI_FMJ [WIP]", + "reference": "https://github.com/bulldog68/ComfyUI_FMJ", + "files": [ + "https://github.com/bulldog68/ComfyUI_FMJ" + ], + "install_type": "git-clone", + "description": "Generate random prompts easily for FMJ.\nNOTE: The files in the repo are not organized." + }, + { + "author": "pictorialink", + "title": "comfyui-static-resource[UNSAFE]", + "reference": "https://github.com/pictorialink/ComfyUI-static-resource", + "files": [ + "https://github.com/pictorialink/ComfyUI-static-resource" + ], + "install_type": "git-clone", + "description": "Use model bending to push your model beyond its visuals' limits. These nodes allow you to apply transformations to the intemediate densoising steps during sampling, e.g. add, multiplty, scale, rotate, dilate, erode ..etc.[w/This nodepack includes a feature that allows downloading remote files to arbitrary local paths. This is a vulnerability that can lead to Remote Code Execution.]" + }, + { + "author": "brace-great", + "title": "comfyui-mc [WIP]", + "reference": "https://github.com/brace-great/comfyui-mc", + "files": [ + "https://github.com/brace-great/comfyui-mc" + ], + "install_type": "git-clone", + "description": "NODES: IncrementCounterOnMatch\nNOTE: The files in the repo are not organized." + }, + { + "author": "blueraincoatli", + "title": "ComfyModelCleaner [WIP]", + "reference": "https://github.com/blueraincoatli/ComfyUI-Model-Cleaner", + "files": [ + "https://github.com/blueraincoatli/ComfyUI-Model-Cleaner" + ], + "install_type": "git-clone", + "description": "This plugin helps identify and clean up unused model files in ComfyUI installations. It analyzes workflows, custom nodes, and model usage to safely identify redundant files." + }, + { + "author": "avocadori", + "title": "ComfyUI Audio Amplitude Converter [WIP]", + "reference": "https://github.com/avocadori/ComfyUI-AudioAmplitudeConverter", + "files": [ + "https://github.com/avocadori/ComfyUI-AudioAmplitudeConverter" + ], + "install_type": "git-clone", + "description": "This is a high-performance custom node for ComfyUI that performs audio amplitude conversion.\nNOTE: The files in the repo are not organized." + }, + { + "author": "wTechArtist", + "title": "ComfyUI_VVL_VideoCamera", + "reference": "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera", + "files": [ + "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera" + ], + "install_type": "git-clone", + "description": "NODES: VVL Video Camera Estimator, VVL Video Frame Extractor" + }, + { + "author": "wTechArtist", + "title": "ComfyUI_VVL_Segmentation [WIP]", + "reference": "https://github.com/wTechArtist/ComfyUI_VVL_Segmentation", + "files": [ + "https://github.com/wTechArtist/ComfyUI_VVL_Segmentation" + ], + "install_type": "git-clone", + "description": "NODES: VVL Mask2Former Panoptic (Enhanced), VVL OneFormer Universal Segmentation\nNOTE: The files in the repo are not organized." + }, + { + "author": "lum3on", + "title": "comfyui_RollingDepth [WIP]", + "reference": "https://github.com/lum3on/comfyui_RollingDepth", + "files": [ + "https://github.com/lum3on/comfyui_RollingDepth" + ], + "install_type": "git-clone", + "description": "ComfyuI Needs longer to start the first time, because the mode gets downloaded.\nNOTE: The files in the repo are not organized." + }, + { + "author": "abuzreq", + "title": "ComfyUI Model Bending [UNSAFE]", + "reference": "https://github.com/abuzreq/ComfyUI-Model-Bending", + "files": [ + "https://github.com/abuzreq/ComfyUI-Model-Bending" + ], + "install_type": "git-clone", + "description": "Use model bending to push your model beyond its visuals' limits. These nodes allow you to apply transformations to the intemediate densoising steps during sampling, e.g. add, multiplty, scale, rotate, dilate, erode ..etc.[w/This nodepack contains a vulnerability that allows remote code execution.]" + }, + { + "author": "Stable Diffusion VN", + "title": "SDVN Comfy node [UNSAFE]", + "id": "SDVN", + "reference": "https://github.com/StableDiffusionVN/SDVN_Comfy_node", + "files": [ + "https://github.com/StableDiffusionVN/SDVN_Comfy_node" + ], + "install_type": "git-clone", + "description": "Update IC Lora Layout Support Node[w/This nodepack contains a vulnerability that allows remote code execution.]" + }, + { + "author": "Sephrael", + "title": "comfyui_caption-around-image", + "reference": "https://github.com/Sephrael/comfyui_caption-around-image", + "files": [ + "https://github.com/Sephrael/comfyui_caption-around-image" + ], + "install_type": "git-clone", + "description": "NODES: A comfyUI node to create captions around a generated image with the ability to dynamically include generation parameters" + }, + { + "author": "yincangshiwei", + "title": "ComfyUI-SEQLToolNode", + "reference": "https://github.com/yincangshiwei/ComfyUI-SEQLToolNode", + "files": [ + "https://github.com/yincangshiwei/ComfyUI-SEQLToolNode" + ], + "install_type": "git-clone", + "description": "NODES: ImageCropAlphaNode (Image), CanvasFusionNode (Image)" + }, + { + "author": "gabe-init", + "title": "comfyui_ui_render [UNSAFE]", + "reference": "https://github.com/gabe-init/comfyui_ui_render", + "files": [ + "https://github.com/gabe-init/comfyui_ui_render" + ], + "install_type": "git-clone", + "description": "ComfyUI HTML Renderer Node - Display rich HTML content within ComfyUI nodes[w/This nodepack contains nodes that potentially have XSS vulnerabilities.]" + }, + { + "author": "gabe-init", + "title": "ComfyUI LM Studio Node [WIP]", + "reference": "https://github.com/gabe-init/ComfyUI-LM-Studio", + "files": [ + "https://github.com/gabe-init/ComfyUI-LM-Studio" + ], + "install_type": "git-clone", + "description": "A powerful ComfyUI custom node that seamlessly integrates LM Studio's local language models into your ComfyUI workflows. This node supports both text-only and multimodal (text + image) inputs, making it perfect for complex AI-driven creative workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "LyazS", + "title": "ComfyUI-aznodes", + "reference": "https://github.com/LyazS/ComfyUI-aznodes", + "files": [ + "https://github.com/LyazS/ComfyUI-aznodes" + ], + "install_type": "git-clone", + "description": "NODES: CrossFadeImageSequence, SaveImageAZ" + }, + { + "author": "truebillyblue", + "title": "lC.ComfyUI_epistemic_nodes [WIP]", + "reference": "https://github.com/truebillyblue/lC.ComfyUI_epistemic_nodes", + "files": [ + "https://github.com/truebillyblue/lC.ComfyUI_epistemic_nodes" + ], + "install_type": "git-clone", + "description": "NODES: lC L1 Startle, lC L2 FrameClick, lC L3 KeymapClick, lC L4 AnchorClick, lC L5 FieldClick, lC L6 ReflectBoom, lC Epistemic Pipeline (L1-L7), Create PBI (lC), Query PBIs (lC), Update PBI (lC), lC API LLM Agent, lC Web LLM Agent, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "aklevecz", + "title": "ComfyUI-AutoPrompt [WIP]", + "reference": "https://github.com/aklevecz/ComfyUI-AutoPrompt", + "files": [ + "https://github.com/aklevecz/ComfyUI-AutoPrompt" + ], + "install_type": "git-clone", + "description": "NODES: Ollama Prompt Generator, Ollama Model Lister, Ollama Chat, Text Display" + }, + { + "author": "AlexYez", + "title": "ComfyUI Timesaver Nodes", + "reference": "https://github.com/AlexYez/comfyui-timesaver", + "files": [ + "https://github.com/AlexYez/comfyui-timesaver" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes from [Timesaver](https://github.com/AlexYez/comfyui-timesaver)." + }, + { + "author": "aa-parky", + "title": "pipemind-comfyui", + "reference": "https://github.com/aa-parky/pipemind-comfyui", + "files": [ + "https://github.com/aa-parky/pipemind-comfyui" + ], + "install_type": "git-clone", + "description": "NODES: Random Line from File (Seeded), Keyword Prompt Composer, Simple Prompt Combiner (5x), Boolean Switch (Any), Select Line from TxT (Any), Multiline Text Input, Flux 2M Aspect Ratios, SDXL Aspect Ratios, Room Mapper, ..." + }, + { + "author": "pacchikAI", + "title": "ImagePromptBatch [UNSAFE]", + "reference": "https://github.com/pacchikAI/ImagePromptBatch", + "files": [ + "https://github.com/pacchikAI/ImagePromptBatch" + ], + "install_type": "git-clone", + "description": "NODES: Load Image and Prompt[w/This includes a node that can read the contents of a `.csv` file from an arbitrary path.]" + }, + { + "author": "papcorns", + "title": "ComfyUI-Papcorns-Node-UploadToGCS", + "reference": "https://github.com/papcorns/ComfyUI-Papcorns-Node-UploadToGCS", + "files": [ + "https://github.com/papcorns/ComfyUI-Papcorns-Node-UploadToGCS" + ], + "install_type": "git-clone", + "description": "NODES: Upload Image To GCS" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "Qwen-2.5 in ComfyUI [NAME CONFLICT]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen" + ], + "install_type": "git-clone", + "description": "Using Qwen-2.5 in ComfyUI" + }, + { + "author": "Charonartist", + "title": "gabe-init [WIP]", + "reference": "https://github.com/gabe-init/ComfyUI-Repo-Eater", + "files": [ + "https://github.com/gabe-init/ComfyUI-Repo-Eater" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that ingests GitHub repositories and outputs their content as text along with token count.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Charonartist", + "title": "ComfyUI-send-eagle-pro", + "reference": "https://github.com/Charonartist/ComfyUI-send-eagle-pro_2", + "files": [ + "https://github.com/Charonartist/ComfyUI-send-eagle-pro_2" + ], + "install_type": "git-clone", + "description": "Eagle integration extension node for ComfyUI (Pro version)" + }, + { + "author": "Mervent", + "title": "comfyui-yaml-prompt", + "reference": "https://github.com/Mervent/comfyui-yaml-prompt", + "files": [ + "https://github.com/Mervent/comfyui-yaml-prompt" + ], + "install_type": "git-clone", + "description": "NODES: YAMLPromptParser" + }, + { + "author": "dhpdong", + "title": "ComfyUI-IPAdapter-Flux-Repair", + "reference": "https://github.com/dhpdong/ComfyUI-IPAdapter-Flux-Repair", + "files": [ + "https://github.com/dhpdong/ComfyUI-IPAdapter-Flux-Repair" + ], + "install_type": "git-clone", + "description": "The IPAdapter-Flux node may cause some GPU memory to not be properly released during multiple inferences or when alternating between two nodes, eventually leading to a memory overflow. This project addresses and fixes that issue." + }, + { + "author": "Mervent", + "title": "comfyui-telegram-send", + "reference": "https://github.com/Mervent/comfyui-telegram-send", + "files": [ + "https://github.com/Mervent/comfyui-telegram-send" + ], + "install_type": "git-clone", + "description": "NODES: TelegramSend, TelegramReply" + }, + { + "author": "qlikpetersen", + "title": "ComfyUI-AI_Tools [UNSAFE]", + "reference": "https://github.com/qlikpetersen/ComfyUI-AI_Tools", + "files": [ + "https://github.com/qlikpetersen/ComfyUI-AI_Tools" + ], + "install_type": "git-clone", + "description": "NODES: DoLogin, HttpRequest, Json2String, String2Json, CreateListString, CreateListJSON, Query_OpenAI, Image_Attachment, JSON_Attachment, String_Attachment, RunPython\n[w/This nodepack contains a node with a vulnerability that allows arbitrary code execution.]" + }, + { + "author": "MuAIGC", + "title": "DMXAPI Nodes [WIP]", + "reference": "https://github.com/MuAIGC/ComfyUI-DMXAPI_mmx", + "files": [ + "https://github.com/MuAIGC/ComfyUI-DMXAPI_mmx" + ], + "install_type": "git-clone", + "description": "DMXAPI integration for ComfyUI with Seedream-3.0 text-to-image model\nNOTE: invalid pyproject.toml" + }, + { + "author": "Hapseleg", + "title": "This n that (Hapse)", + "reference": "https://github.com/Hapseleg/ComfyUI-This-n-That", + "files": [ + "https://github.com/Hapseleg/ComfyUI-This-n-That" + ], + "install_type": "git-clone", + "description": "Comfyui custom nodes I use for... This n That..." + }, + { + "author": "matDobek", + "title": "ComfyUI_duck", + "reference": "https://github.com/matDobek/ComfyUI_duck", + "files": [ + "https://github.com/matDobek/ComfyUI_duck" + ], + "install_type": "git-clone", + "description": "NODES: Combine Images (duck)" + }, + { + "author": "usman2003", + "title": "ComfyUI-Gender-Classifier", + "reference": "https://github.com/usman2003/ComfyUI-Gender-Classifier", + "files": [ + "https://github.com/usman2003/ComfyUI-Gender-Classifier" + ], + "install_type": "git-clone", + "description": "NODES: Gender Classification" + }, + { + "author": "wTechArtist", + "title": "ComfyUI_vvl_BBOX", + "reference": "https://github.com/wTechArtist/ComfyUI_vvl_BBOX", + "files": [ + "https://github.com/wTechArtist/ComfyUI_vvl_BBOX" + ], + "install_type": "git-clone", + "description": "NODES: vvl BBox Input" + }, + { + "author": "zhengxyz123", + "title": "zhengxyz123/ComfyUI-CLIPSeg [NAME CONFLICT]", + "reference": "https://github.com/zhengxyz123/ComfyUI-CLIPSeg", + "files": [ + "https://github.com/zhengxyz123/ComfyUI-CLIPSeg" + ], + "install_type": "git-clone", + "description": "Using CLIPSeg model to generate masks for image inpainting tasks based on text or image prompts." + }, + { + "author": "Alazuaka", + "title": "ComfyUI Image Analysis Toolkit [WIP]", + "reference": "https://github.com/ThatGlennD/ComfyUI-Image-Analysis-Tools", + "files": [ + "https://github.com/ThatGlennD/ComfyUI-Image-Analysis-Tools" + ], + "install_type": "git-clone", + "description": "A suite of custom ComfyUI nodes built to evaluate and diagnose the technical qualities of images—especially those generated by AI models. Rather than creating visuals, these tools measure them, offering precise insights into sharpness, noise, exposure, color balance, and more.\nNOTE: The files in the repo are not organized." + }, + { + "author": "trampolin", + "title": "comfy-ui-scryfall", + "reference": "https://github.com/trampolin/comfy-ui-scryfall", + "files": [ + "https://github.com/trampolin/comfy-ui-scryfall" + ], + "install_type": "git-clone", + "description": "Some ComfyUI nodes to fetch cards from scryfall" + }, + { + "author": "pomelyu", + "title": "cy-prompt-tools", + "reference": "https://github.com/pomelyu/cy-prompt-tools", + "files": [ + "https://github.com/pomelyu/cy-prompt-tools" + ], + "install_type": "git-clone", + "description": "prompt tools for comfyui" + }, + { + "author": "Alazuaka", + "title": "ES_nodes for ComfyUI by Alazuka [WIP]", + "reference": "https://github.com/Alazuaka/comfyui-lora-stack-node", + "files": [ + "https://github.com/Alazuaka/comfyui-lora-stack-node" + ], + "install_type": "git-clone", + "description": "Node for LoRA stack management in ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "PabloGrant", + "title": "comfyui-giraffe-test-panel", + "reference": "https://github.com/PabloGrant/comfyui-giraffe-test-panel", + "files": [ + "https://github.com/PabloGrant/comfyui-giraffe-test-panel" + ], + "install_type": "git-clone", + "description": "General-purpose test node. [w/Use at your own risk. No warranties. No guaranteed support or future updates. Feel free to fork, but remember to share in case anyone else can benefit.]" + }, + { + "author": "lrzjason", + "title": "Comfyui-Condition-Utils [WIP]", + "reference": "https://github.com/lrzjason/Comfyui-Condition-Utils", + "files": [ + "https://github.com/lrzjason/Comfyui-Condition-Utils" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for handling condition tensors in ComfyUI." + }, + { + "author": "gordon123", + "title": "ComfyUI_DreamBoard [WIP]", + "reference": "https://github.com/gordon123/ComfyUI_DreamBoard", + "files": [ + "https://github.com/gordon123/ComfyUI_DreamBoard" + ], + "install_type": "git-clone", + "description": "for making storyboard UNDERCONSTRUCTION!" + }, + { + "author": "erosDiffusion", + "title": "Select key from JSON (Alpha) [UNSAFE]", + "reference": "https://github.com/erosDiffusion/ComfyUI-enricos-json-file-load-and-value-selector", + "files": [ + "https://github.com/erosDiffusion/ComfyUI-enricos-json-file-load-and-value-selector" + ], + "install_type": "git-clone", + "description": "this node lists json files in the ComfyUI input folder[w/If this nodepack is installed and the server is running with remote access enabled, it can read the contents of JSON files located in arbitrary paths.]" + }, + { + "author": "yichengup", + "title": "ComfyUI-YCNodes_Advance", + "reference": "https://github.com/yichengup/ComfyUI-YCNodes_Advance", + "files": [ + "https://github.com/yichengup/ComfyUI-YCNodes_Advance" + ], + "install_type": "git-clone", + "description": "NODES: Face Detector Selector, YC Human Parts Ultra(Advance), Color Match (YC)" + }, + { + "author": "maizerrr", + "title": "comfyui-code-nodes", + "reference": "https://github.com/maizerrr/comfyui-code-nodes", + "files": [ + "https://github.com/maizerrr/comfyui-code-nodes" + ], + "install_type": "git-clone", + "description": "NODES: BBox Drawer, BBox Parser, Dummy Passthrough Node, Batch Images (up to 5), Mask Editor, OpenAI GPT-Image-1 Node, GhatGPT Node" + }, + { + "author": "virallover", + "title": "comfyui-virallover", + "reference": "https://github.com/virallover/comfyui-virallover", + "files": [ + "https://github.com/virallover/comfyui-virallover" + ], + "install_type": "git-clone", + "description": "NODES: Download and Load Lora Model Only, Depth Fitter, Brightness Correction, Edge Noise, Feathered Sharpen, Concat Horizontal With Mask" + }, + { + "author": "jax-explorer", + "title": "ComfyUI-DreamO", + "reference": "https://github.com/jax-explorer/ComfyUI-DreamO", + "files": [ + "https://github.com/jax-explorer/ComfyUI-DreamO" + ], + "install_type": "git-clone", + "description": "[a/https://github.com/bytedance/DreamO](https://github.com/bytedance/DreamO]) ComfyUI Warpper" + }, + { + "author": "SKBv0", + "title": "Retro Engine Node for ComfyUI", + "reference": "https://github.com/SKBv0/ComfyUI-RetroEngine", + "files": [ + "https://github.com/SKBv0/ComfyUI-RetroEngine" + ], + "install_type": "git-clone", + "description": "This custom node integrates [a/EmulatorJS](https://github.com/EmulatorJS/EmulatorJS) into ComfyUI, allowing you to run retro games and capture their screens for your image generation workflows." + }, + { + "author": "brace-great", + "title": "comfyui-eim", + "reference": "https://github.com/brace-great/comfyui-eim", + "files": [ + "https://github.com/brace-great/comfyui-eim" + ], + "install_type": "git-clone", + "description": "NODES: EncryptImage" + }, + { + "author": "p1atdev", + "title": "comfyui-aesthetic-predictor", + "reference": "https://github.com/p1atdev/comfyui-aesthetic-predictor", + "files": [ + "https://github.com/p1atdev/comfyui-aesthetic-predictor" + ], + "install_type": "git-clone", + "description": "NODES: Load Aesthetic Predictor, Predict Aesthetic Score" + }, + { + "author": "barakapa", + "title": "barakapa-nodes", + "reference": "https://github.com/barakapa/barakapa-nodes", + "files": [ + "https://github.com/barakapa/barakapa-nodes" + ], + "install_type": "git-clone", + "description": "Compare and save unique workflows, count tokens in prompt, and other utility." + }, + { + "author": "VictorLopes643", + "title": "ComfyUI-Video-Dataset-Tools [WIP]", + "reference": "https://github.com/VictorLopes643/ComfyUI-Video-Dataset-Tools", + "files": [ + "https://github.com/VictorLopes643/ComfyUI-Video-Dataset-Tools" + ], + "install_type": "git-clone", + "description": "NODES: Video Frame Extractor, Image Frame Saver\nNOTE: The files in the repo are not organized." + }, + { + "author": "George0726", + "title": "ComfyUI-video-accessory [WIP]", + "reference": "https://github.com/George0726/ComfyUI-video-accessory", + "files": [ + "https://github.com/George0726/ComfyUI-video-accessory" + ], + "install_type": "git-clone", + "description": "accessory nodes for video generation" + }, + { + "author": "bheins", + "title": "ComfyUI-glb-to-stl [WIP]", + "reference": "https://github.com/maurorilla/ComfyUI-MisterMR-Nodes", + "files": [ + "https://github.com/maurorilla/ComfyUI-MisterMR-Nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that add drawing capabilities to your workflow.\nNOTE: The files in the repo are not organized." + }, + { + "author": "TheJorseman", + "title": "IntrinsicCompositingClean-ComfyUI", + "reference": "https://github.com/TheJorseman/IntrinsicCompositingClean-ComfyUI", + "files": [ + "https://github.com/TheJorseman/IntrinsicCompositingClean-ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES: DepthModelLoader, NormalsModelLoader, IntrinsicModelLoader, AlbedoModelLoader, ReshadingModelLoader, ReshadingProcessor, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "bheins", + "title": "ComfyUI-glb-to-stl [WIP]", + "reference": "https://github.com/bheins/ComfyUI-glb-to-stl", + "files": [ + "https://github.com/bheins/ComfyUI-glb-to-stl" + ], + "install_type": "git-clone", + "description": "GLB conversion to STL node for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "Anonymzx", + "title": "ComfyUI-Indonesia-TTS [WIP]", + "reference": "https://github.com/Anonymzx/ComfyUI-Indonesia-TTS", + "files": [ + "https://github.com/Anonymzx/ComfyUI-Indonesia-TTS" + ], + "description": "Repositori ini menyediakan integrasi model Text-to-Speech (TTS) Bahasa Indonesia dari Facebook (MMS-TTS-IND) ke dalam ComfyUI, sehingga Anda dapat langsung menyintesis suara berbahasa Indonesia dengan kontrol penuh via antarmuka node-based.\nNOTE: The files in the repo are not organized.", + "install_type": "git-clone" + }, + { + "author": "3dmindscapper", + "title": "ComfyUI-Sam-Mesh [WIP]", + "reference": "https://github.com/3dmindscapper/ComfyUI-Sam-Mesh", + "files": [ + "https://github.com/3dmindscapper/ComfyUI-Sam-Mesh" + ], + "install_type": "git-clone", + "description": "comfyui implementation of SaMesh segmentation of 3d meshes\nNOTE: The files in the repo are not organized." + }, + { + "author": "shinich39", + "title": "comfyui-run-js [UNSAFE]", + "reference": "https://github.com/shinich39/comfyui-run-js", + "files": [ + "https://github.com/shinich39/comfyui-run-js" + ], + "description": "Manipulate workflow via javascript on node.", + "install_type": "git-clone" + }, + { + "author": "fangg2000", + "title": "ComfyUI-SenseVoice [WIP]", + "reference": "https://github.com/fangg2000/ComfyUI-SenseVoice", + "files": [ + "https://github.com/fangg2000/ComfyUI-SenseVoice" + ], + "description": "A comfyui node plug-in developed based on the SenseVoise project, and a simple recording node.\nNOTE: The files in the repo are not organized.", + "install_type": "git-clone" + }, + { + "author": "risunobushi", + "title": "ComfyUI_FaceMesh_Eyewear_Mask", + "reference": "https://github.com/risunobushi/ComfyUI_FaceMesh_Eyewear_Mask", + "files": [ + "https://github.com/risunobushi/ComfyUI_FaceMesh_Eyewear_Mask" + ], + "description": "NODES: Face Mesh Eyewear Mask, MediaPipe Face to Mask, OpenPose Eyewear Mask (DWPose), Mask From Facial Keypoints", + "install_type": "git-clone" + }, + { + "author": "machinesarenotpeople", + "title": "comfyui-energycost", + "reference": "https://github.com/machinesarenotpeople/comfyui-energycost", + "files": [ + "https://github.com/machinesarenotpeople/comfyui-energycost" + ], + "description": "NODES: Energy Cost Timer, Energy Cost Calculator", + "install_type": "git-clone" + }, + { + "author": "xqqe", + "title": "honey_nodes [WIP]", + "reference": "https://github.com/xqqe/honey_nodes", + "files": [ + "https://github.com/xqqe/honey_nodes" + ], + "description": "honey nodes for comfyui\nNOTE: The files in the repo are not organized.", + "install_type": "git-clone" + }, + { + "author": "Raidez", + "title": "Kuniklo Collection", + "reference": "https://github.com/Raidez/comfyui-kuniklo-collection", + "files": [ + "https://github.com/Raidez/comfyui-kuniklo-collection" + ], + "description": "NODES: Properties, Apply SVG to Image", + "install_type": "git-clone" + }, + { + "author": "Kur0butiMegane", + "title": "Comfyui-StringUtils", + "reference": "https://github.com/Kur0butiMegane/Comfyui-StringUtils2", + "files": [ + "https://github.com/Kur0butiMegane/Comfyui-StringUtils2" + ], + "install_type": "git-clone", + "description": "NODES: Normalizer, Splitter, Selector, XML Parser, XML Parser, Make Property, Add XML Tag, Is String Empty, Cond Passthrough, CLIP Passthrough, ClipRegion Passthrough, Scheduler Selector (Impact), Scheduler Selector (Inspire), Save Text, XML to Cutoff" + }, + { + "author": "ronaldstg", + "title": "comfyui-plus-integrations [WIP]", + "reference": "https://github.com/ronalds-eu/comfyui-plus-integrations", + "files": [ + "https://github.com/ronalds-eu/comfyui-plus-integrations" + ], + "install_type": "git-clone", + "description": "NODES: Image Pass Through, Upload Image to S3\nNOTE: The files in the repo are not organized." + }, + { + "author": "kevin314", + "title": "ComfyUI-FastVideo", + "reference": "https://github.com/kevin314/ComfyUI-FastVideo", + "files": [ + "https://github.com/kevin314/ComfyUI-FastVideo" + ], + "description": "NODES: Video Generator, Inference Args, VAE Config, Text Encoder Config, DIT Config", + "install_type": "git-clone" + }, + { + "author": "benda1989", + "title": "Comfyui lama remover [WIP]", + "reference": "https://github.com/benda1989/WaterMarkRemover_ComfyUI", + "files": [ + "https://github.com/benda1989/WaterMarkRemover_ComfyUI" + ], + "install_type": "git-clone", + "description": "A very simple ComfyUI node to remove item like image/video with mask watermark\nNOTE: The files in the repo are not organized." + }, + { + "author": "3dmindscapper", + "title": "ComfyUI-PartField [WIP]", + "reference": "https://github.com/3dmindscapper/ComfyUI-PartField", + "files": [ + "https://github.com/3dmindscapper/ComfyUI-PartField" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation of the partfield nvidea segmentation models\nNOTE: The files in the repo are not organized." + }, + { + "author": "silveroxides", + "title": "ComfyUI_ReduxEmbedToolkit", + "reference": "https://github.com/silveroxides/ComfyUI_ReduxEmbedToolkit", + "files": [ + "https://github.com/silveroxides/ComfyUI_ReduxEmbedToolkit" + ], + "install_type": "git-clone", + "description": "Custom nodes for managing, saving and loading of Redux/Style based embeddings." + }, + { + "author": "StaffsGull", + "title": "comfyui_scene_builder [WIP]", + "reference": "https://github.com/StaffsGull/comfyui_scene_builder", + "files": [ + "https://github.com/StaffsGull/comfyui_scene_builder" + ], + "install_type": "git-clone", + "description": "NODES: CharacterBuilderNode, ClothingItemNode, ClothingMergerNode, EnvironmentBuilderNode, MergeCharactersNode, PhotoStyleBuilderNode, SceneCombinerNode\nNOTE: The files in the repo are not organized." + }, + { + "author": "gagaprince", + "title": "ComfyUI_gaga_utils", + "reference": "https://github.com/gagaprince/ComfyUI_gaga_utils", + "files": [ + "https://github.com/gagaprince/ComfyUI_gaga_utils" + ], + "install_type": "git-clone", + "description": "NODES: GagaGetFileList, GagaGetStringListSize, GagaSplitStringToList, GagaTest, GagaBatchStringReplace" + }, + { + "author": "ftechmax", + "title": "ComfyUI-NovaKit-Pack", + "reference": "https://github.com/ftechmax/ComfyUI-NovaKit-Pack", + "files": [ + "https://github.com/ftechmax/ComfyUI-NovaKit-Pack" + ], + "install_type": "git-clone", + "description": "NODES: Count Tokens" + }, + { + "author": "jtydhr88", + "title": "ComfyUI Frontend Vue Basic [WIP]", + "reference": "https://github.com/jtydhr88/ComfyUI_frontend_vue_basic", + "files": [ + "https://github.com/jtydhr88/ComfyUI_frontend_vue_basic" + ], + "install_type": "git-clone", + "description": "A demonstration custom node that showcases how to integrate Vue as a frontend framework within ComfyUI, complete with PrimeVue components and vue-i18n support." + }, + { + "author": "silent-rain", + "title": "ComfyUI-SilentRain", + "reference": "https://github.com/silent-rain/ComfyUI-SilentRain", + "files": [ + "https://github.com/silent-rain/ComfyUI-SilentRain" + ], + "install_type": "git-clone", + "description": "Ecological extension of comfyui using Rust language." + }, + { + "author": "EricRollei", + "title": "Comfy-Metadata-System [WIP]", + "reference": "https://github.com/EricRollei/Comfy-Metadata-System", + "files": [ + "https://github.com/EricRollei/Comfy-Metadata-System" + ], + "install_type": "git-clone", + "description": "Series of custom Comfyui Nodes that collects and saves metadata to embedded (png, jpg) as well as optional xmp and txt sidecars and database" + }, + { + "author": "turskeli", + "title": "comfyui-SetWallpaper", + "reference": "https://github.com/turskeli/comfyui-SetWallpaper", + "files": [ + "https://github.com/turskeli/comfyui-SetWallpaper" + ], + "install_type": "git-clone", + "description": "Simple wallpaper node for ComfyUI. Curently only supports Windows OS" + }, + { + "author": "Sophylax", + "title": "ComfyUI-ReferenceMerge", + "reference": "https://github.com/Sophylax/ComfyUI-ReferenceMerge", + "files": [ + "https://github.com/Sophylax/ComfyUI-ReferenceMerge" + ], + "install_type": "git-clone", + "description": "NODES: Combine Images and Mask, Restitch Combined Crop" + }, + { + "author": "bandido37", + "title": "Kaggle ComfyUI Local Save Node [WIP]", + "reference": "https://github.com/bandido37/comfyui-kaggle-local-save", + "files": [ + "https://github.com/bandido37/comfyui-kaggle-local-save" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to save generated images directly to your local PC instead of Kaggle's cloud output folder.\nNOTE: The files in the repo are not organized." + }, + { + "author": "springjk", + "title": "Psutil Container Memory Patch", + "reference": "https://github.com/springjk/ComfyUI-Psutil-Container-Memory-Patch", + "files": [ + "https://github.com/springjk/ComfyUI-Psutil-Container-Memory-Patch" + ], + "install_type": "git-clone", + "description": "Make ComfyUI get correct memory information in the container (psutil monkey path)" + }, + { + "author": "songtianhui", + "title": "ComfyUI-DMM [WIP]", + "reference": "https://github.com/songtianhui/ComfyUI-DMM", + "files": [ + "https://github.com/songtianhui/ComfyUI-DMM" + ], + "install_type": "git-clone", + "description": "NODES: DMMLoader, DMMApply" + }, + { + "author": "leon-etienne", + "title": "ComfyUI_Scoring-Nodes", + "reference": "https://github.com/leon-etienne/ComfyUI_Scoring-Nodes", + "files": [ + "https://github.com/leon-etienne/ComfyUI_Scoring-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Text Similarity (CLIP), Image Similarity (CLIP), Multi Text→Image Similarity, Multi Image→Text Similarity, Aesthetic Score, Multi Aesthetic Comparison" + }, + { + "author": "tanmoy-it", + "title": "comfyuiCustomNode", + "reference": "https://github.com/tanmoy-it/comfyuiCustomNode", + "files": [ + "https://github.com/tanmoy-it/comfyuiCustomNode" + ], + "install_type": "git-clone", + "description": "NODES: Download Image (Direct/No Save)" + }, + { + "author": "Jingwen-genies", + "title": "comfyui-genies-nodes", + "reference": "https://github.com/Jingwen-genies/comfyui-genies-nodes", + "files": [ + "https://github.com/Jingwen-genies/comfyui-genies-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Genies Pose Estimation, Genies Scale Face by Keypoints, Get V Channel from HSV, Select RGB by Mask" + }, + { + "author": "Tawbaware", + "title": "ComfyUI-Tawbaware [WIP]", + "reference": "https://github.com/Tawbaware/ComfyUI-Tawbaware", + "files": [ + "https://github.com/Tawbaware/ComfyUI-Tawbaware" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "lucafoscili", + "title": "LF Nodes [UNSAFE]", + "reference": "https://github.com/lucafoscili/lf-nodes", + "files": [ + "https://github.com/lucafoscili/lf-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes with a touch of extra UX, including: history for primitives, JSON manipulation, logic switches with visual feedback, LLM chat... and more!\n[w/This nodepack contains a node with a vulnerability that allows arbitrary code execution.]" + }, + { + "author": "jerryname2022", + "title": "ComfyUI-Real-ESRGAN [WIP]", + "reference": "https://github.com/jerryname2022/ComfyUI-Real-ESRGAN", + "files": [ + "https://github.com/jerryname2022/ComfyUI-Real-ESRGAN" + ], + "install_type": "git-clone", + "description": "NODES: Real-ESRGAN Model Loader, GFPGAN Model Loader, Real-ESRGAN Image Generator, GFPGAN Image Generator" + }, + { + "author": "mm-akhtar", + "title": "comfyui-mask-selector-node", + "reference": "https://github.com/mm-akhtar/comfyui-mask-selector-node", + "files": [ + "https://github.com/mm-akhtar/comfyui-mask-selector-node" + ], + "install_type": "git-clone", + "description": "NODES: Mask Selector" + }, + { + "author": "ryanontheinside", + "title": "ComfyUI-Livepeer [WIP]", + "reference": "https://github.com/ryanontheinside/ComfyUI-Livepeer", + "files": [ + "https://github.com/ryanontheinside/ComfyUI-Livepeer" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that provides integration with [a/Livepeer](https://livepeer.org/)'s AI services allowing for both sync and async generation." + }, + { + "author": "newraina", + "title": "ComfyUI-Remote-Save-Image [UNSAFE]", + "reference": "https://github.com/newraina/ComfyUI-Remote-Save-Image", + "files": [ + "https://github.com/newraina/ComfyUI-Remote-Save-Image" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows uploading generated images to any HTTP endpoint.[w/This node allows any users to send any locally stored image to a specified URL.]" + }, + { + "author": "SXQBW", + "title": "ComfyUI-Qwen-VLM [WIP]", + "reference": "https://github.com/SXQBW/ComfyUI-Qwen3", + "files": [ + "https://github.com/SXQBW/ComfyUI-Qwen3" + ], + "install_type": "git-clone", + "description": "NODES: QwenVLM" + }, + { + "author": "kijai", + "title": "ComfyUI-FramePackWrapper [WIP]", + "reference": "https://github.com/kijai/ComfyUI-FramePackWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-FramePackWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI Wrapper for FramePack by lllyasviel" + }, + { + "author": "WaiyanLing", + "title": "ComfyUI-Tracking [WIP]", + "reference": "https://github.com/WaiyanLing/ComfyUI-Tracking", + "files": [ + "https://github.com/WaiyanLing/ComfyUI-Tracking" + ], + "install_type": "git-clone", + "description": "ComfyUI-Tracking This nodepack helps to conveniently collect invocation data from workflows for further study.\nNOTE: The files in the repo are not organized." + }, + { + "author": "vladp0727", + "title": "ComfyUI Simple Image Tools [WIP]", + "reference": "https://github.com/vladp0727/Comfyui-with-Furniture", + "files": [ + "https://github.com/vladp0727/Comfyui-with-Furniture" + ], + "install_type": "git-clone", + "description": "NODES: Get Mask From Alpha, Get Quadrilateral Outfit\nNOTE: The files in the repo are not organized." + }, + { + "author": "ryanontheinside", + "title": "ComfyUI MineWorld Nodes [WIP]", + "reference": "https://github.com/ryanontheinside/ComfyUI-MineWorld", + "files": [ + "https://github.com/ryanontheinside/ComfyUI-MineWorld" + ], + "install_type": "git-clone", + "description": "This extension integrates Microsoft's MineWorld - an interactive world model for Minecraft - into ComfyUI.\nMineWorld allows you to generate interactive Minecraft gameplay based on actions you provide, creating realistic Minecraft gameplay videos." + }, + { + "author": "SanDiegoDude", + "title": "HiDreamSampler for ComfyUI [WIP]", + "reference": "https://github.com/SanDiegoDude/ComfyUI-HiDream-Sampler", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-HiDream-Sampler" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for generating images using the HiDream AI model.\nNOTE: The files in the repo are not organized." + }, + { + "author": "ZenAI-Vietnam", + "title": "ComfyUI_InfiniteYou [NAME CONFLICT]", + "reference": "https://github.com/ZenAI-Vietnam/ComfyUI_InfiniteYou", + "files": [ + "https://github.com/ZenAI-Vietnam/ComfyUI_InfiniteYou" + ], + "install_type": "git-clone", + "description": "An implementation of InfiniteYou for ComfyUI. Native support for [a/InfiniteYou](https://github.com/bytedance/InfiniteYou) in ComfyUI, designed by the ZenAI team." + }, + { + "author": "filipemeneses", + "title": "ComfyUI_html [UNSAFE]", + "reference": "https://github.com/filipemeneses/ComfyUI_html", + "files": [ + "https://github.com/filipemeneses/ComfyUI_html" + ], + "install_type": "git-clone", + "description": "Nodes to manipulate HTML.[w/This extension poses a risk of XSS vulnerability.]" + }, + { + "author": "m-ai-studio", + "title": "mai-prompt-progress", + "reference": "https://github.com/m-ai-studio/mai-prompt-progress", + "files": [ + "https://github.com/m-ai-studio/mai-prompt-progress" + ], + "install_type": "git-clone", + "description": "ComfyUI extensions for sending prompt progress to webhook" + }, + { + "author": "ashllay", + "title": "ComfyUI_MoreComfy", + "reference": "https://github.com/ashllay/ComfyUI_MoreComfy", + "files": [ + "https://github.com/ashllay/ComfyUI_MoreComfy" + ], + "install_type": "git-clone", + "description": "NODES: MC Switch Seed/Image/Latent/Model/String, MC Alter Seed, MC Set Tile Size, MC Get Image Size, MC Multi Concat" + }, + { + "author": "gordon1chuge2623", + "title": "ComfyUI_seal_migration [WIP]", + "reference": "https://github.com/chuge26/ComfyUI_seal_migration", + "files": [ + "https://github.com/chuge26/ComfyUI_seal_migration" + ], + "install_type": "git-clone", + "description": "This project implements stamp migration in PDF files based on ComfyUI, allowing stamps from specified pages of a source PDF to be transferred to specified pages of a target PDF.\nNOTE: The files in the repo are not organized." + }, + { + "author": "gordon123", + "title": "ComfyUI_srt2speech [WIP]", + "reference": "https://github.com/gordon123/ComfyUI_srt2speech", + "files": [ + "https://github.com/gordon123/ComfyUI_srt2speech" + ], + "install_type": "git-clone", + "description": "ComfyUI_srt2speech" + }, + { + "author": "hnmr293", + "title": "ComfyUI-SamOne - one-step sampling", + "reference": "https://github.com/hnmr293/ComfyUI-SamOne", + "files": [ + "https://github.com/hnmr293/ComfyUI-SamOne" + ], + "install_type": "git-clone", + "description": "This is a node that advances sampling by just one step in ComfyUI." + }, + { + "author": "rphmeier", + "title": "comfyui-videodepthanything", + "reference": "https://github.com/rphmeier/comfyui-videodepthanything", + "files": [ + "https://github.com/rphmeier/comfyui-videodepthanything" + ], + "install_type": "git-clone", + "description": "VideoDepthAnything nodes for ComfyUI" + }, + { + "author": "benmizrahi", + "title": "ComfyGCS [WIP]", + "reference": "https://github.com/benmizrahi/ComfyGCS", + "files": [ + "https://github.com/benmizrahi/ComfyGCS" + ], + "install_type": "git-clone", + "description": "ComfyGCS is a robust read/write plugin for Google Cloud Storage, designed to simplify interaction with GCS buckets in your projects.\nNOTE: The files in the repo are not organized." + }, + { + "author": "dogcomplex", + "title": "ComfyUI-LOKI [WIP]", + "reference": "https://github.com/dogcomplex/ComfyUI-LOKI", + "files": [ + "https://github.com/dogcomplex/ComfyUI-LOKI" + ], + "install_type": "git-clone", + "description": "NODES: Glamour\nNOTE: This nodepack installs pip dependencies outside the control of ComfyUI-Manager." + }, + { + "author": "hunzmusic", + "title": "Comfyui-CraftsMan3DWrapper [WIP]", + "reference": "https://github.com/hunzmusic/Comfyui-CraftsMan3DWrapper", + "files": [ + "https://github.com/hunzmusic/Comfyui-CraftsMan3DWrapper" + ], + "install_type": "git-clone", + "description": "A wrapper for CraftsMan\nNOTE: The files in the repo are not organized." + }, + { + "author": "Slix-M-Lestragg", + "title": "comfyui-enhanced [WIP]", + "reference": "https://github.com/Slix-M-Lestragg/comfyui-enhanced", + "files": [ + "https://github.com/Slix-M-Lestragg/comfyui-enhanced" + ], + "install_type": "git-clone", + "description": "A collection of enhanced nodes for ComfyUI that provide powerful additional functionality to your workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "tzsoulcap", + "title": "ComfyUI-SaveImg-W-MetaData", + "reference": "https://github.com/tzsoulcap/ComfyUI-SaveImg-W-MetaData", + "files": [ + "https://github.com/tzsoulcap/ComfyUI-SaveImg-W-MetaData" + ], + "install_type": "git-clone", + "description": "NODES: CAP Checkpoint Selector, CAP Save Image w/Metadata, CAP Load Image with Metadata, CAP Tag Image, CAP Sampler Selector, CAP Scheduler Selector, CAP Seed Generator, CAP String Literal, CAP Width/Height Literal, CAP Cfg Literal, CAP Int Literal" + }, + { + "author": "hylarucoder", + "title": "comfyui-copilot", + "reference": "https://github.com/hylarucoder/comfyui-copilot", + "files": [ + "https://github.com/hylarucoder/comfyui-copilot" + ], + "install_type": "git-clone", + "description": "NODES: Eagle Image Node for PNGInfo, SDXL Resolution Presets (ws), SDXL Prompt Styler, SDXL Prompt Styler Advanced" + }, + { + "author": "AlejandroTuzzi", + "title": "TUZZI-ByPass [WIP]", + "reference": "https://github.com/AlejandroTuzzi/TUZZI-ByPass", + "files": [ + "https://github.com/AlejandroTuzzi/TUZZI-ByPass" + ], + "install_type": "git-clone", + "description": "Custom nodes for automated AI pipelines\nNOTE: The files in the repo are not organized." + }, + { + "author": "oxysoft", + "title": "Comfy-Compel", + "reference": "https://github.com/oxysoft/Comfy-Compel", + "files": [ + "https://github.com/oxysoft/Comfy-Compel" + ], + "install_type": "git-clone", + "description": "NODES: CLIP Embed (Compel)" + }, + { + "author": "QingLuanWithoutHeart", + "title": "ComfyUI File/Image Utils Nodes [UNSAFE]", + "reference": "https://github.com/QingLuanWithoutHeart/comfyui-file-image-utils", + "files": [ + "https://github.com/QingLuanWithoutHeart/comfyui-file-image-utils" + ], + "install_type": "git-clone", + "description": "This custom node set provides useful utilities for file operations and image loading in ComfyUI." + }, + { + "author": "pmarmotte2", + "title": "VibeVoiceSelector [WIP]", + "reference": "https://github.com/pmarmotte2/Comfyui-VibeVoiceSelector", + "files": [ + "https://github.com/pmarmotte2/Comfyui-VibeVoiceSelector" + ], + "install_type": "git-clone", + "description": "NODES: Vibe Voice Selector" + }, + { + "author": "Temult", + "title": "TWanVideoSigmaSampler: EXPERIMENTAL [WIP]", + "reference": "https://github.com/Temult/TWanSigmaSampler", + "files": [ + "https://github.com/Temult/TWanSigmaSampler" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that modifies the WanVideoSampler to accept an external sigma schedule. Allows for customized and non-standard noise schedules in Wan 2.1 video generation workflow.\nNOTE: The files in the repo are not organized." + }, + { + "author": "wordbrew", + "title": "WAN Control Nodes for ComfyUI [WIP]", + "reference": "https://github.com/wordbrew/comfyui-wan-control-nodes", + "files": [ + "https://github.com/wordbrew/comfyui-wan-control-nodes" + ], + "install_type": "git-clone", + "description": "This pack provides enhanced control nodes for working with Wan video models in ComfyUI. It is under active development and may change regularly, or may not. Depends entirely on my free time and waning interest. Please don't come to rely on it for anything, but you are welcome to improve on it.\nNOTE: The files in the repo are not organized." + }, + { + "author": "techtruth", + "title": "ComfyUI-Dreambooth", + "reference": "https://github.com/techtruth/ComfyUI-Dreambooth", + "files": [ + "https://github.com/techtruth/ComfyUI-Dreambooth" + ], + "install_type": "git-clone", + "description": "NODES: Dreambooth Trainer" + }, + { + "author": "438443467", + "title": "ComfyUI-SanMian-Nodes", + "reference": "https://github.com/438443467/ComfyUI-SanMian-Nodes", + "files": [ + "https://github.com/438443467/ComfyUI-SanMian-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Add Text To Image, Adjust Hex Brightness, Adjust Transparency By Mask, Align Images with Mask, Align Restore Json, Binarize Mask, Blend ICLight, ..." + }, + { + "author": "alexgenovese", + "title": "ComfyUI-Reica", + "reference": "https://github.com/alexgenovese/ComfyUI-Reica", + "files": [ + "https://github.com/alexgenovese/ComfyUI-Reica" + ], + "install_type": "git-clone", + "description": "NODES: Reica Text Image Display, Flux Image Generator, Reica GCP: Read Image, Reica GCP: Write Image & Get URL, Reica API: Send HTTP Notification" + }, + { + "author": "Stable-X", + "title": "ComfyUI-Hi3DGen", + "reference": "https://github.com/Stable-X/ComfyUI-Hi3DGen", + "files": [ + "https://github.com/Stable-X/ComfyUI-Hi3DGen" + ], + "install_type": "git-clone", + "description": "This extension integrates [a/Hi3DGen](https://github.com/Stable-X/Hi3DGen) into ComfyUI, allowing user to generate high-fidelity 3D geometry generation from Images.[w/If the *sageattention* package is installed, this nodepack causes problems.]" + }, + { + "author": "stiffy-committee", + "title": "comfyui-stiffy-nodes", + "reference": "https://github.com/V-woodpecker-V/comfyui-stiffy-nodes", + "files": [ + "https://github.com/V-woodpecker-V/comfyui-stiffy-nodes" + ], + "install_type": "git-clone", + "description": "NODES: StiffyPrompter, StiffyPersistentPrompter, StiffyDecoder, StiffyDebugger, ..." + }, + { + "author": "chetusangolgi", + "title": "Comfyui-supabase", + "reference": "https://github.com/chetusangolgi/Comfyui-supabase", + "files": [ + "https://github.com/chetusangolgi/Comfyui-supabase" + ], + "install_type": "git-clone", + "description": "NODES: Watch Supabase Bucket, Upload Image to Supabase" + }, + { + "author": "rickyars", + "title": "sd-cn-animation", + "reference": "https://github.com/rickyars/sd-cn-animation", + "files": [ + "https://github.com/rickyars/sd-cn-animation" + ], + "install_type": "git-clone", + "description": "SD-CN animation for Comfyui" + }, + { + "author": "daracazamea", + "title": "DCNodess [WIP]", + "reference": "https://github.com/daracazamea/comfyUI-DCNodes", + "files": [ + "https://github.com/daracazamea/comfyUI-DCNodes" + ], + "install_type": "git-clone", + "description": "NODES: Start Timer (Pass-Through), Get Generation Time, Manual Trigger, Flux: Resolution Picker, SDXL: Resolution Picker\nNOTE: The files in the repo are not organized." + }, + { + "author": "hunzmusic", + "title": "ComfyUI-Hunyuan3DTools [WIP]", + "reference": "https://github.com/hunzmusic/ComfyUI-Hunyuan3DTools", + "files": [ + "https://github.com/hunzmusic/ComfyUI-Hunyuan3DTools" + ], + "install_type": "git-clone", + "description": "NODES: Hy3DTools Render Specific View, Hy3DTools Back-Project Inpaint\nNOTE: The files in the repo are not organized." + }, + { + "author": "grokuku", + "title": "Holaf Custom Nodes for ComfyUI", + "reference": "https://github.com/grokuku/ComfyUI-Holaf", + "files": [ + "https://github.com/grokuku/ComfyUI-Holaf" + ], + "install_type": "git-clone", + "description": "NODES: Neurogrid Overload, Tile Calculator, Slice Calculator, Save Image, Tiled KSampler, KSampler, Image Comparer, Upscale, Overlay, Resolution Preset, Benchmark Runner, Benchmark Plotter, Benchmark Loader" + }, + { + "author": "Burgstall-labs", + "title": "ComfyUI-BS_FalAi-API-Video [WIP]", + "reference": "https://github.com/Burgstall-labs/ComfyUI-BS_FalAi-API-Video", + "files": [ + "https://github.com/Burgstall-labs/ComfyUI-BS_FalAi-API-Video" + ], + "install_type": "git-clone", + "description": "Experimental ComfyUI Custom Node for generating videos using various FAL AI API endpoints.\nNOTE: The files in the repo are not organized." + }, + { + "author": "uauaouau", + "title": "Mycraft [WIP]", + "reference": "https://github.com/sorption-dev/mycraft-comfyui", + "files": [ + "https://github.com/sorption-dev/mycraft-comfyui" + ], + "install_type": "git-clone", + "description": "Mycraft provides a limitless storyboard experience for image generation, powered by the ComfyUI API.\nEach container functions as an independent ComfyUI workflow, Supports workflows (text-to-text) and fine-tuning (image-to-image), Supports workflow customization." + }, + { + "author": "zhaorishuai", + "title": "ComfyUI-StoryboardDistributor", + "reference": "https://github.com/zhaorishuai/ComfyUI-StoryboardDistributor", + "files": [ + "https://github.com/zhaorishuai/ComfyUI-StoryboardDistributor" + ], + "install_type": "git-clone", + "description": "A ComfyUI plugin that automatically assigns storyboard content to 9 storyboard nodes." + }, + { + "author": "alexgenovese", + "title": "ComfyUI-Diffusion-4k [WIP]", + "reference": "https://github.com/alexgenovese/ComfyUI-Diffusion-4k", + "files": [ + "https://github.com/alexgenovese/ComfyUI-Diffusion-4k" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node implementation of the Diffusion 4K research paper.\nNOTE: The files in the repo are not organized." + }, + { + "author": "KERRY-YUAN", + "title": "Python_Executor [UNSAFE]", + "id": "PythonExecutor", + "reference": "https://github.com/KERRY-YUAN/ComfyUI_Python_Executor", + "files": [ + "https://github.com/KERRY-YUAN/ComfyUI_Python_Executor" + ], + "install_type": "git-clone", + "description": "Nodes: Provides nodes to execute arbitrary Python code snippets and Resize images directly within ComfyUI workflows. [w/This node allows you to execute arbitrary code via the workflow.]" + }, + { + "author": "ashllay", + "title": "ComfyUI_MoreComfy", + "reference": "https://github.com/ashllay/ComfyUI_MoreComfy", + "files": [ + "https://github.com/ashllay/ComfyUI_MoreComfy" + ], + "install_type": "git-clone", + "description": "NODES: MC Switch Seed, MC Alter Seed, MC Set Tile Size, MC Multi Concat" + }, + { + "author": "ayaoayaoayaoaya", + "title": "ComfyUI-KLUT-DeepSeek-API [WIP]", + "reference": "https://github.com/ayaoayaoayaoaya/ComfyUI-KLUT-DeepSeek-API", + "files": [ + "https://github.com/ayaoayaoayaoaya/ComfyUI-KLUT-DeepSeek-API" + ], + "install_type": "git-clone", + "description": "A collection of utility / quality-of-life nodes for ComfyUI. Probably only useful to me.\nNOTE: The files in the repo are not organized." + }, + { + "author": "olyyarm", + "title": "ComfyUI-VLMStudio", + "reference": "https://github.com/KurtHokke/ComfyUI_KurtHokke_Nodes", + "files": [ + "https://github.com/KurtHokke/ComfyUI_KurtHokke_Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Node_BOOL/INT/Float, BooleanToPipe, BooleanFromPipe, ExpMath, ExpMathDual/Quad, ...." + }, + { + "author": "olyyarm", + "title": "ComfyUI-VLMStudio", + "reference": "https://github.com/olyyarm/ComfyUI-VLMStudio", + "files": [ + "https://raw.githubusercontent.com/olyyarm/ComfyUI-VLMStudio/refs/heads/master/vlm_visionary_node_v3_.py" + ], + "install_type": "copy", + "description": "NODES: GemmaMultimodalAnalyzer" + }, + { + "author": "apetitbois", + "title": "nova_utils", + "reference": "https://github.com/apetitbois/nova_utils", + "files": [ + "https://github.com/apetitbois/nova_utils" + ], + "install_type": "git-clone", + "description": "Nova utils for ComfyUI" + }, + { + "author": "sugarkwork", + "title": "comfyui_my_img_util", + "reference": "https://github.com/sugarkwork/comfyui_my_img_util", + "files": [ + "https://github.com/sugarkwork/comfyui_my_img_util" + ], + "install_type": "git-clone", + "description": "NODES: Simple Image Rotate" + }, + { + "author": "sugarkwork", + "title": "comfyui-trtools", + "reference": "https://github.com/sugarkwork/comfyui-trtools", + "files": [ + "https://github.com/sugarkwork/comfyui-trtools" + ], + "install_type": "git-clone", + "description": "TensorRT Tools for ComfyUI" + }, + { + "author": "DonutsDelivery", + "title": "ComfyUI-DonutDetailer", + "reference": "https://github.com/DonutsDelivery/ComfyUI-DonutNodes", + "files": [ + "https://github.com/DonutsDelivery/ComfyUI-DonutNodes" + ], + "install_type": "git-clone", + "description": "This is an experimental node I made to mimick the 'adjust' in A1111 Supermerger [a/https://github.com/hako-mikan/sd-webui-supermerger?tab=readme-ov-file#adjust](https://github.com/hako-mikan/sd-webui-supermerger?tab=readme-ov-file#adjust)." + }, + { + "author": "ZenAI-Vietnam", + "title": "ComfyUI-gemini-IG", + "reference": "https://github.com/ZenAI-Vietnam/ComfyUI-gemini-IG", + "files": [ + "https://github.com/ZenAI-Vietnam/ComfyUI-gemini-IG" + ], + "install_type": "git-clone", + "description": "NODES: Gemini Image Generation, Gemini Text Generation" + }, + { + "author": "hunzmusic", + "title": "comfyui-hnznodes", + "reference": "https://github.com/hunzmusic/comfyui-hnznodes", + "files": [ + "https://github.com/hunzmusic/comfyui-hnznodes" + ], + "install_type": "git-clone", + "description": "NODES: Combine Channels Grayscale, Reorder Image Batch, Male Character Prompt" + }, + { + "author": "cidiro", + "title": "cid-node-pack", + "reference": "https://github.com/cidiro/cid-node-pack", + "files": [ + "https://github.com/cidiro/cid-node-pack" + ], + "install_type": "git-clone", + "description": "A lightweight nodepack for ComfyUI that adds a few handy nodes that I use in my workflows" + }, + { + "author": "CeeVeeR", + "title": "ComfyUi-Text-Tiler", + "reference": "https://github.com/CeeVeeR/ComfyUi-Text-Tiler", + "files": [ + "https://github.com/CeeVeeR/ComfyUi-Text-Tiler" + ], + "install_type": "git-clone", + "description": "NODES: Text Tiler" + }, + { + "author": "Dreamshot-io", + "title": "ComfyUI-Extend-Resolution", + "reference": "https://github.com/Dreamshot-io/ComfyUI-Extend-Resolution", + "files": [ + "https://github.com/Dreamshot-io/ComfyUI-Extend-Resolution" + ], + "install_type": "git-clone", + "description": "NODES: Resolution Padding" + }, + { + "author": "l1yongch1", + "title": "ComfyUI-YcNodes", + "reference": "https://github.com/l1yongch1/ComfyUI-YcNodes", + "files": [ + "https://github.com/l1yongch1/ComfyUI-YcNodes" + ], + "install_type": "git-clone", + "description": "NODES: RemoveHighlightAndBlur, RoundedCorners, PaddingAccordingToBackground\npersonal custom nodes for learning" + }, + { + "author": "GeekatplayStudio", + "title": "PMSnodes [WIP]", + "reference": "https://github.com/GeekatplayStudio/ComfyUI_Toolbox", + "files": [ + "https://github.com/GeekatplayStudio/ComfyUI_Toolbox" + ], + "install_type": "git-clone", + "description": "A custom nodes for ComfyUI to Load audio in Base64 format and Send Audio to Websocket in Base64 Format for creating API of Audio related AI\nNOTE: The files in the repo are not organized." + }, + { + "author": "rhinoflavored", + "title": "comfyui_QT", + "reference": "https://github.com/rhinoflavored/comfyui_QT", + "files": [ + "https://github.com/rhinoflavored/comfyui_QT" + ], + "install_type": "git-clone", + "description": "bunch of image manipulation nodes....\nNOTE: The files in the repo are not organized." + }, + { + "author": "ricklove", + "title": "ComfyUI-AutoSeg-SAM2", + "reference": "https://github.com/ricklove/ComfyUI-AutoSeg-SAM2", + "files": [ + "https://github.com/ricklove/ComfyUI-AutoSeg-SAM2" + ], + "install_type": "git-clone", + "description": "NODES: AutoSeg-SAM2 Batch Segmentation" + }, + { + "author": "JoeAu", + "title": "ComfyUI-PythonNode [UNSAFE]", + "reference": "https://github.com/JoeAu/ComfyUI-PythonNode", + "files": [ + "https://github.com/JoeAu/ComfyUI-PythonNode" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that allows users to execute arbitrary Python code with a single input (value) and output (result), enabling flexible processing of the input value using any Python code before assigning the final result to result. It also captures print() output and exceptions for debugging.[w/This node is an unsafe node that includes the capability to execute arbitrary python script.]" + }, + { + "author": "smthemex", + "title": "ComfyUI_GPT_SoVITS_Lite", + "reference": "https://github.com/smthemex/ComfyUI_GPT_SoVITS_Lite", + "files": [ + "https://github.com/smthemex/ComfyUI_GPT_SoVITS_Lite" + ], + "install_type": "git-clone", + "description": "[a/GPT_SoVITS](https://github.com/RVC-Boss/GPT-SoVITS) infer only for ComfyUI users\nNOTE: The files in the repo are not organized." + }, + { + "author": "Nambi24", + "title": "ComfyUI-Save_Image", + "reference": "https://github.com/Nambi24/ComfyUI-Save_Image", + "files": [ + "https://github.com/Nambi24/ComfyUI-Save_Image" + ], + "description": "NODES: Save Image With Subfolder, Extract Last Path Component\nNOTE: The files in the repo are not organized.", + "install_type": "git-clone" + }, + { + "author": "sugarkwork", + "title": "comfyui_image_crop", + "reference": "https://github.com/sugarkwork/comfyui_image_crop", + "files": [ + "https://github.com/sugarkwork/comfyui_image_crop" + ], + "description": "NODES: CropTransparent, RestoreCrop, ExpandMultiple, CropReapply", + "install_type": "git-clone" + }, + { + "author": "AkiEvansDev", + "title": "ComfyUI-Tools", + "reference": "https://github.com/AkiEvansDev/ComfyUI-Tools", + "files": [ + "https://github.com/AkiEvansDev/ComfyUI-Tools" + ], + "install_type": "git-clone", + "description": "Custom nodes for basic actions." + }, + { + "author": "longzoho", + "title": "ComfyUI-Qdrant-Saver", + "reference": "https://github.com/longzoho/ComfyUI-Qdrant-Saver", + "files": [ + "https://github.com/longzoho/ComfyUI-Qdrant-Saver" + ], + "install_type": "git-clone", + "description": "NODES: QDrant Saver Node" + }, + { + "author": "RUFFY-369", + "title": "ComfyUI-FeatureBank", + "reference": "https://github.com/RUFFY-369/ComfyUI-FeatureBank", + "files": [ + "https://github.com/RUFFY-369/ComfyUI-FeatureBank" + ], + "install_type": "git-clone", + "description": "NODES: FeatureBankAttentionProcessor" + }, + { + "author": "Pablerdo", + "title": "ComfyUI-Sa2VAWrapper [WIP]", + "reference": "https://github.com/Pablerdo/ComfyUI-Sa2VAWrapper", + "files": [ + "https://github.com/Pablerdo/ComfyUI-Sa2VAWrapper" + ], + "install_type": "git-clone", + "description": "Wrapper for the Sa2VA model" + }, + { + "author": "aria1th", + "title": "ComfyUI-camietagger-onnx", + "reference": "https://github.com/aria1th/ComfyUI-camietagger-onnx", + "files": [ + "https://github.com/aria1th/ComfyUI-camietagger-onnx" + ], + "install_type": "git-clone", + "description": "NODES: Camie Tagger" + }, + { + "author": "zjkhurry", + "title": "comfyui_MetalFX [WIP]", + "reference": "https://github.com/zjkhurry/comfyui_MetalFX", + "files": [ + "https://github.com/zjkhurry/comfyui_MetalFX" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables high-quality image and video upscaling using Apple MetalFX technology.\nNOTE: The files in the repo are not organized." + }, + { + "author": "RoyKillington", + "title": "Miscomfy Nodes [WIP]", + "reference": "https://github.com/RoyKillington/miscomfy-nodes", + "files": [ + "https://github.com/RoyKillington/miscomfy-nodes" + ], + "install_type": "git-clone", + "description": "A repo of custom nodes for ComfyUI, from interacting with certain APIs to whatever other miscellanea I end up making" + }, + { + "author": "Elypha", + "title": "ComfyUI-Prompt-Helper [WIP]", + "reference": "https://github.com/Elypha/ComfyUI-Prompt-Helper", + "files": [ + "https://github.com/Elypha/ComfyUI-Prompt-Helper" + ], + "install_type": "git-clone", + "description": "Concat conditions and prompts for ComfyUI" + }, + { + "author": "StoryWalker", + "title": "comfyui_flux_collection_advanced [WIP]", + "reference": "https://github.com/StoryWalker/comfyui_flux_collection_advanced", + "files": [ + "https://github.com/StoryWalker/comfyui_flux_collection_advanced" + ], + "install_type": "git-clone", + "description": "This is a collection focused in give a little more flexibility in the use of Flux models." + }, + { + "author": "OSAnimate", + "title": "ComfyUI-SpriteSheetMaker [WIP]", + "reference": "https://github.com/OSAnimate/ComfyUI-SpriteSheetMaker", + "files": [ + "https://github.com/OSAnimate/ComfyUI-SpriteSheetMaker" + ], + "install_type": "git-clone", + "description": "The sprite sheet maker node is a simple way to create sprite sheets and image grids.\nNOTE: The files in the repo are not organized." + }, + { + "author": "BuffMcBigHuge", + "title": "ComfyUI-Buff-Nodes [WIP]", + "reference": "https://github.com/BuffMcBigHuge/ComfyUI-Buff-Nodes", + "files": [ + "https://github.com/BuffMcBigHuge/ComfyUI-Buff-Nodes" + ], + "install_type": "git-clone", + "description": "Several quality-of-life batch operation and string manipulation nodes." + }, + { + "author": "ritikvirus", + "title": "ComfyUI Terminal Command Node [UNSAFE]", + "reference": "https://github.com/ritikvirus/comfyui-terminal-modal-node", + "files": [ + "https://github.com/ritikvirus/comfyui-terminal-modal-node" + ], + "install_type": "git-clone", + "description": "This repository provides a custom ComfyUI node that lets you execute arbitrary terminal commands directly from the ComfyUI interface. [w/This extension allows remote command execution.]" + }, + { + "author": "pixuai", + "title": "ComfyUI-PixuAI", + "reference": "https://github.com/pixuai/ComfyUI-PixuAI", + "files": [ + "https://github.com/pixuai/ComfyUI-PixuAI" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI nodes designed to streamline prompt creation, organization, and discovery - making your workflows faster and more intuitive." + }, + { + "author": "techidsk", + "title": "comfyui_molook_nodes [WIP]", + "reference": "https://github.com/techidsk/comfyui_molook_nodes", + "files": [ + "https://github.com/techidsk/comfyui_molook_nodes" + ], + "install_type": "git-clone", + "description": "Some extra nodes" + }, + { + "author": "Northerner1", + "title": "ComfyUI_North_Noise [WIP]", + "reference": "https://github.com/Northerner1/ComfyUI_North_Noise", + "files": [ + "https://github.com/Northerner1/ComfyUI_North_Noise" + ], + "install_type": "git-clone", + "description": "NODES: North Noise" + }, + { + "author": "ManuShamil", + "title": "ComfyUI_BodyEstimation_Nodes", + "reference": "https://github.com/ManuShamil/ComfyUI_BodyEstimation_Nodes", + "files": [ + "https://github.com/ManuShamil/ComfyUI_BodyEstimation_Nodes" + ], + "install_type": "git-clone", + "description": "NODES: CogitareLabsPoseIDExtractor" + }, + { + "author": "MockbaTheBorg", + "title": "ComfyUI-Mockba", + "reference": "https://github.com/MockbaTheBorg/ComfyUI-Mockba", + "files": [ + "https://github.com/MockbaTheBorg/ComfyUI-Mockba" + ], + "install_type": "git-clone", + "description": "NODES: Image Batch/Flip/Rotate/Subtract/Dither, Barcode, Select, ..." + }, + { + "author": "jcomeme", + "title": "AsunaroTools", + "reference": "https://github.com/jcomeme/ComfyUI-AsunaroTools", + "files": [ + "https://github.com/jcomeme/ComfyUI-AsunaroTools" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI Wan2.1 [WIP]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Wan-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Wan-ZHO" + ], + "install_type": "git-clone", + "description": "It’s estimated that ComfyUI itself will support it soon, so go ahead and give it a try!" + }, + { + "author": "ltdrdata", + "title": "comfyui-unsafe-torch [UNSAFE]", + "reference": "https://github.com/ltdrdata/comfyui-unsafe-torch", + "files": [ + "https://github.com/ltdrdata/comfyui-unsafe-torch" + ], + "install_type": "git-clone", + "description": "disable torch.load's `weigths_only`" + }, + { + "author": "muvich3n", + "title": "ComfyUI-Crop-Border", + "reference": "https://github.com/muvich3n/ComfyUI-Crop-Border", + "files": [ + "https://github.com/muvich3n/ComfyUI-Crop-Border" + ], + "install_type": "git-clone", + "description": "NODES: Crop Image Borders" + }, + { + "author": "masmullin2000", + "title": "ComfyUI-MMYolo", + "reference": "https://github.com/masmullin2000/ComfyUI-MMYolo", + "files": [ + "https://github.com/masmullin2000/ComfyUI-MMYolo" + ], + "install_type": "git-clone", + "description": "A comfy node to find faces and output a mask" + }, + { + "author": "Yeonri", + "title": "ComfyUI_LLM_Are_You_Listening [WIP]", + "reference": "https://github.com/Yeonri/ComfyUI_LLM_Are_You_Listening", + "files": [ + "https://github.com/Yeonri/ComfyUI_LLM_Are_You_Listening" + ], + "install_type": "git-clone", + "description": "NODES: AYL_Node, AYL_GGUF_Node, AYL_API_Node\nNOTE: The files in the repo are not organized." + }, + { + "author": "altkeyproject", + "title": "Dream Painter [WIP]", + "reference": "https://github.com/alt-key-project/comfyui-dream-painter", + "files": [ + "https://github.com/alt-key-project/comfyui-dream-painter" + ], + "install_type": "git-clone", + "description": "Provide utilities for 2D image generation and processing." + }, + { + "author": "kimara-ai", + "title": "ComfyUI-Kimara-AI-Image-From-URL [WIP]", + "reference": "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Image-From-URL", + "files": [ + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Image-From-URL" + ], + "install_type": "git-clone", + "description": "Load image from URL and downscale to desired megapixels. Set megapixels to 0 for no downscaling." + }, + { + "author": "krisshen2021", + "title": "comfyui_OpenRouterNodes [WIP]", + "reference": "https://github.com/krisshen2021/comfyui_OpenRouterNodes", + "files": [ + "https://github.com/krisshen2021/comfyui_OpenRouterNodes" + ], + "install_type": "git-clone", + "description": "LLM custom nodes for comfyui\nNOTE: The files in the repo are not organized." + }, + { + "author": "Velour-Fog", + "title": "comfy-latent-nodes [UNSAFE]", + "reference": "https://github.com/Velour-Fog/comfy-latent-nodes", + "files": [ + "https://github.com/Velour-Fog/comfy-latent-nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to save and load a latent to a specified directory. Saves time for doing operations on a latent such as upscaling without having to re-trigger the creation of the original latent.[w/This node can write files to an arbitrary path.]" + }, + { + "author": "jgbyte", + "title": "ComfyUI-RandomCube [WIP]", + "reference": "https://github.com/jgbyte/ComfyUI-RandomCube", + "files": [ + "https://github.com/jgbyte/ComfyUI-RandomCube" + ], + "install_type": "git-clone", + "description": "NODES: RandomCubeGrid" + }, + { + "author": "thot-experiment", + "title": "comfy-live-preview [WIP]", + "reference": "https://github.com/thot-experiment/comfy-live-preview", + "files": [ + "https://github.com/thot-experiment/comfy-live-preview" + ], + "install_type": "git-clone", + "description": "external live preview plugin for ComfyUI" + }, + { + "author": "AhBumm", + "title": "ComfyUI-Upscayl", + "reference": "https://github.com/AhBumm/ComfyUI-Upscayl", + "files": [ + "https://github.com/AhBumm/ComfyUI-Upscayl" + ], + "nodename_pattern": "\\(BillBum\\)$", + "install_type": "git-clone", + "description": "NODES: Upscayl Upscaler" + }, + { + "author": "NEZHA625", + "title": "ComfyUI-tools-by-dong [UNSAFE]", + "reference": "https://github.com/NEZHA625/ComfyUI-tools-by-dong", + "files": [ + "https://github.com/NEZHA625/ComfyUI-tools-by-dong" + ], + "install_type": "git-clone", + "description": "NODES: HuggingFaceUploadNode, ImageDownloader, LoraIterator, FileMoveNode, InputDetectionNode, ...\nNOTE: The files in the repo are not organized.[w/This nodepack includes nodes that can modify arbitrary files.]" + }, + { + "author": "if-ai", + "title": "ComfyUI-IF_Zonos [WIP]", + "reference": "https://github.com/if-ai/ComfyUI-IF_Zonos", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_Zonos" + ], + "install_type": "git-clone", + "description": "Zonos for ComfyUI" + }, + { + "author": "grinlau18", + "title": "Xiser_Nodes [WIP]", + "reference": "https://github.com/grinlau18/ComfyUI_XISER_Nodes", + "files": [ + "https://github.com/grinlau18/ComfyUI_XISER_Nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for customizing workflows\nNOTE: The files in the repo are not organized." + }, + { + "author": "LAOGOU-666", + "title": "Comfyui_StartPatch [UNSAFE]", + "reference": "https://github.com/LAOGOU-666/Comfyui_StartPatch", + "files": [ + "https://github.com/LAOGOU-666/Comfyui_StartPatch" + ], + "install_type": "git-clone", + "description": "This patch plugin optimizes the node information processing mechanism of the ComfyUI server, significantly improving server performance and response speed. It greatly reduces the browser page initialization waiting time. [w/Since this patch modifies key functions of ComfyUI, it is highly likely to cause compatibility issues.]" + }, + { + "author": "badmike", + "title": "Prompt Factory [CONFLICT]", + "reference": "https://github.com/badmike/comfyui-prompt-factory", + "files": [ + "https://github.com/badmike/comfyui-prompt-factory" + ], + "install_type": "git-clone", + "description": "A modular system that adds randomness to prompt generation [w/This nodepack is causing a name conflict with https://github.com/satche/comfyui-prompt-factory]" + }, + { + "author": "owengillett", + "title": "ComfyUI-tilefusion", + "reference": "https://github.com/owengillett/ComfyUI-tilefusion", + "files": [ + "https://github.com/owengillett/ComfyUI-tilefusion" + ], + "install_type": "git-clone", + "description": "Helper nodes for generating seamless tiles." + }, + { + "author": "Scaryplasmon", + "title": "ComfTrellis [WIP]", + "reference": "https://github.com/Scaryplasmon/ComfTrellis", + "files": [ + "https://github.com/Scaryplasmon/ComfTrellis" + ], + "install_type": "git-clone", + "description": "1 click install to run Trellis in ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "fangziheng2321", + "title": "comfyuinode_chopmask [WIP]", + "reference": "https://github.com/fangziheng2321/comfyuinode_chopmask", + "files": [ + "https://github.com/fangziheng2321/comfyuinode_chopmask" + ], + "install_type": "git-clone", + "description": "a custom comfyui node for '/fooocusinpaint_upload'\nNOTE: The files in the repo are not organized." + }, + { + "author": "D1-3105", + "title": "ComfyUI-VideoStream", + "reference": "https://github.com/D1-3105/ComfyUI-VideoStream", + "files": [ + "https://github.com/D1-3105/ComfyUI-VideoStream" + ], + "install_type": "git-clone", + "description": "NODES: FloWWeaverExportSingleFrameGRPC" + }, + { + "author": "wirytiox", + "title": "ComfyUI-Qwen [CONFLICT]", + "reference": "https://github.com/mr-krak3n/ComfyUI-Qwen", + "files": [ + "https://github.com/mr-krak3n/ComfyUI-Qwen" + ], + "install_type": "git-clone", + "description": "This repository contains custom nodes for ComfyUI, designed to facilitate working with language models such as Qwen2.5 and DeepSeek. [w/This nodepack is causing a name conflict with https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen]" + }, + { + "author": "hiusdev", + "title": "ComfyUI_Lah_Toffee", + "reference": "https://github.com/hiusdev/ComfyUI_Lah_Toffee", + "files": [ + "https://github.com/hiusdev/ComfyUI_Lah_Toffee" + ], + "install_type": "git-clone", + "description": "NODES: Lah LoadVideoRandom" + }, + { + "author": "hdfhssg", + "title": "ComfyUI_pxtool [WIP]", + "reference": "https://github.com/hdfhssg/ComfyUI_pxtool", + "files": [ + "https://github.com/hdfhssg/ComfyUI_pxtool" + ], + "install_type": "git-clone", + "description": "This is a custom plugin node for ComfyUI that modifies and extends some features from existing projects. The main implementations include:\n* Reproducing some features of the [a/Stable-Diffusion-Webui-Civitai-Helper](https://github.com/zixaphir/Stable-Diffusion-Webui-Civitai-Helper) project within ComfyUI\n* Implementing a feature to randomly generate related prompt words by referencing the [a/noob-wiki dataset](https://huggingface.co/datasets/Laxhar/noob-wiki/tree/main)\nNOTE: The files in the repo are not organized." + }, + { + "author": "franky519", + "title": "comfyui-redux-style", + "reference": "https://github.com/franky519/comfyui-redux-style", + "files": [ + "https://github.com/franky519/comfyui-redux-style" + ], + "install_type": "git-clone", + "description": "NODES: Style Model Grid, Style Model Apply, Style Model Advanced" + }, + { + "author": "rishipandey125", + "title": "ComfyUI-FramePacking [WIP]", + "reference": "https://github.com/rishipandey125/ComfyUI-FramePacking", + "files": [ + "https://github.com/rishipandey125/ComfyUI-FramePacking" + ], + "install_type": "git-clone", + "description": "NODES: Add Grid Boundaries, Pack Frames, Unpack Frames, Resize Frame" + }, + { + "author": "Northerner1", + "title": "ComfyUI_North_Noise [WIP]", + "reference": "https://github.com/Northerner1/ComfyUI_North_Noise", + "files": [ + "https://github.com/Northerner1/ComfyUI_North_Noise" + ], + "install_type": "git-clone", + "description": "NODES: Unsampler" + }, + { + "author": "kimara-ai", + "title": "ComfyUI-Kimara-AI-Image-From-URL [WIP]", + "reference": "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Image-From-URL", + "files": [ + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Image-From-URL" + ], + "install_type": "git-clone", + "description": "Load image from URL and downscale to desired megapixels. Set megapixels to 0 for no downscaling." + }, + { + "author": "tc8M4lF3s88", + "title": "comfy-tif-support", + "reference": "https://github.com/M4lF3s/comfy-tif-support", + "files": [ + "https://github.com/M4lF3s/comfy-tif-support" + ], + "install_type": "git-clone", + "description": "NODES: Load TIFF" + }, + { + "author": "tc888", + "title": "ComfyUI_Save_Flux_Image", + "reference": "https://github.com/tc888/ComfyUI_Save_Flux_Image", + "files": [ + "https://github.com/tc888/ComfyUI_Save_Flux_Image" + ], + "install_type": "git-clone", + "description": "Customized version of comfyui-image-save tailored for saving Flux images" + }, + { + "author": "xinyiSS", + "title": "CombineMasksNode", + "reference": "https://github.com/xinyiSS/CombineMasksNode", + "files": [ + "https://github.com/xinyiSS/CombineMasksNode" + ], + "install_type": "git-clone", + "description": "NODES: Combine Masks Node" + }, + { + "author": "osuiso-depot", + "title": "comfyui-keshigom_custom", + "reference": "https://github.com/osuiso-depot/comfyui-keshigom_custom", + "files": [ + "https://github.com/osuiso-depot/comfyui-keshigom_custom" + ], + "install_type": "git-clone", + "description": "NODES: RegexpChopper, FLIP-W/H Selector, FLIP-W/H SelectorConst, TextFind, ckpt_Loader_Simple, True-or-False, myStringNode" + }, + { + "author": "LucipherDev", + "title": "ComfyUI-Sentinel [WIP]", + "reference": "https://github.com/LucipherDev/ComfyUI-Sentinel", + "files": [ + "https://github.com/LucipherDev/ComfyUI-Sentinel" + ], + "install_type": "git-clone", + "description": "ComfyUI Extension for Advanced Security. Implements login, multi-user registration, IP filtering, and user-specific input/output directories.[w/WARN:While ComfyUI Sentinel enhances security for ComfyUI, it does not guarantee absolute protection. Security is about risk mitigation, not elimination. Users are responsible for implementing their own security measures.]" + }, + { + "author": "threadedblue", + "title": "MLXnodes [WIP]", + "reference": "https://github.com/threadedblue/MLXnodes", + "files": [ + "https://github.com/threadedblue/MLXnodes" + ], + "install_type": "git-clone", + "description": "A port of MLX Examples to ComfyUI custom_nodes. These are intended to run on a macOS M1.\nNOTE: The files in the repo are not organized." + }, + { + "author": "jschoormans", + "title": "Comfy-InterestingPixels [WIP]", + "reference": "https://github.com/jschoormans/Comfy-InterestingPixels", + "files": [ + "https://github.com/jschoormans/Comfy-InterestingPixels" + ], + "install_type": "git-clone", + "description": "NODES: Shareable Image Slider, Random Palette\nNOTE: The files in the repo are not organized." + }, + { + "author": "jschoormans", + "title": "ComfyUI-TexturePacker [WIP]", + "reference": "https://github.com/kijai/ComfyUI-TexturePacker", + "files": [ + "https://github.com/jschoormans/Comfy-InterestingPixels" + ], + "install_type": "git-clone", + "description": "ComfyUI node to use PyTexturePacker\nNOTE: The files in the repo are not organized." + }, + { + "author": "MickeyJ", + "title": "ComfyUI_mickster_nodes [WIP]", + "reference": "https://github.com/MickeyJ/ComfyUI_mickster_nodes", + "files": [ + "https://github.com/MickeyJ/ComfyUI_mickster_nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI, focusing on image handling and LoRA training." + }, + { + "author": "gold24park", + "title": "loki-comfyui-node", + "reference": "https://github.com/gold24park/loki-comfyui-node", + "files": [ + "https://github.com/gold24park/loki-comfyui-node" + ], + "install_type": "git-clone", + "description": "NODES: Get Image Luminance, Get Dominant Color, Overlay Text" + }, + { + "author": "hayden-fr", + "title": "ComfyUI-Image-Browsing [USAFE]", + "id": "image-browsing", + "reference": "https://github.com/hayden-fr/ComfyUI-Image-Browsing", + "files": [ + "https://github.com/hayden-fr/ComfyUI-Image-Browsing" + ], + "install_type": "git-clone", + "description": "Image Browsing: browsing, download and delete." + }, + { + "author": "molbal", + "title": "comfy-url-fetcher [WIP]", + "reference": "https://github.com/molbal/comfy-url-fetcher", + "files": [ + "https://github.com/molbal/comfy-url-fetcher" + ], + "install_type": "git-clone", + "description": "Fetches URLs" + }, + { + "author": "neverbiasu", + "title": "ComfyUI_Output_as_Input", + "reference": "https://github.com/a-und-b/ComfyUI_Output_as_Input", + "files": [ + "https://github.com/a-und-b/ComfyUI_Output_as_Input" + ], + "install_type": "git-clone", + "description": "This is a simple custom ComfyUI node that allows you to easily use recent output images as input in your workflows. It does not allow image uploads on purpose and does not require any additional dependencies.\nNOTE: The files in the repo are not organized." + }, + { + "author": "neverbiasu", + "title": "ComfyUI-DeepSeek", + "reference": "https://github.com/neverbiasu/ComfyUI-DeepSeek", + "files": [ + "https://github.com/neverbiasu/ComfyUI-DeepSeek" + ], + "install_type": "git-clone", + "description": "NODES: DeepSeek Caller" + }, + { + "author": "Krish-701", + "title": "RK_Comfyui", + "reference": "https://github.com/Krish-701/RK_Comfyui", + "files": [ + "https://github.com/Krish-701/RK_Comfyui" + ], + "install_type": "git-clone", + "description": "NODES: RK Excel File State Looper, RK Accumulate Text, RK Advanced Script Finder, RK CSV File State Looper, RK Read Excel Row, RK Sequential Image Viewer, RK Concatenate Text, RK Write Text, RK Save Image, RK Seed Loop" + }, + { + "author": "Kayarte", + "title": "Time Series Nodes for ComfyUI [Experimental]", + "reference": "https://github.com/Kayarte/Time-Series-Nodes-for-ComfyUI", + "files": [ + "https://github.com/Kayarte/Time-Series-Nodes-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "Basic nodes for time series analysis in ComfyUI. Currently in early development." + }, + { + "author": "HuangYuChuh", + "title": "ComfyUI-LLMs-Toolkit [WIP]", + "reference": "https://github.com/HuangYuChuh/ComfyUI-LLMs-Toolkit", + "files": [ + "https://github.com/HuangYuChuh/ComfyUI-LLMs-Toolkit" + ], + "install_type": "git-clone", + "description": "Enhance your ComfyUI workflows with powerful LLMs! This custom node suite integrates DeepSeek, Qwen, and other leading Chinese LLMs directly into your ComfyUI environment. Create innovative AI-powered applications with a range of useful nodes designed to leverage the advanced capabilities of these LLMs for image generation, understanding, and more.\nNOTE: The files in the repo are not organized." + }, + { + "author": "comfyuiblog", + "title": "deepseek_prompt_generator_comfyui [WIP]", + "reference": "https://github.com/comfyuiblog/deepseek_prompt_generator_comfyui", + "files": [ + "https://github.com/comfyuiblog/deepseek_prompt_generator_comfyui" + ], + "install_type": "git-clone", + "description": "Prompt Expansion for Stable Diffusion, using Deepseek API.\nNOTE: The files in the repo are not organized." + }, + { + "author": "risunobushi", + "title": "ComfyUI_HEXtoRGB", + "reference": "https://github.com/risunobushi/ComfyUI_HEXtoRGB", + "files": [ + "https://github.com/risunobushi/ComfyUI_HEXtoRGB" + ], + "install_type": "git-clone", + "description": "NODES: Hex to RGB Converter" + }, + { + "author": "EmanueleUniroma2", + "title": "ComfyUI-FLAC-to-WAV [WIP]", + "reference": "https://github.com/EmanueleUniroma2/ComfyUI-FLAC-to-WAV", + "files": [ + "https://github.com/EmanueleUniroma2/ComfyUI-FLAC-to-WAV" + ], + "install_type": "git-clone", + "description": "A custom node to convert flac files to wav inside comfy UI\nComfyUI Custom Node: FLAC to WAV Converter Welcome to the ComfyUI Custom Node: FLAC to WAV Converter repository! This project provides a custom node for ComfyUI that allows you to easily convert .flac audio files to .wav format, making it simpler to work with a variety of audio tools and applications.\nNOTE: The files in the repo are not organized." + }, + { + "author": "eyekayem", + "title": "comfyui_runway_gen3", + "reference": "https://github.com/eyekayem/comfyui_runway_gen3", + "files": [ + "https://github.com/eyekayem/comfyui_runway_gen3" + ], + "install_type": "git-clone", + "description": "NODES: Runway Video Gen, Runway Video Preview" + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_joy_caption [SECURITY SCREENING]", + "reference": "https://github.com/StartHua/Comfyui_CXH_joy_caption", + "files": [ + "https://github.com/StartHua/Comfyui_CXH_joy_caption" + ], + "install_type": "git-clone", + "description": "Nodes:Joy_caption_load, Joy_caption\nNOTE:This nodepack has been transitioned to a security screening status due to policy." + }, + { + "author": "kijai", + "title": "ComfyUI-ComfyUI-Hunyuan3DWrapper [WIP]", + "reference": "https://github.com/kijai/ComfyUI-Hunyuan3DWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-Hunyuan3DWrapper" + ], + "install_type": "git-clone", + "description": "Wrapper nodes for https://github.com/Tencent/Hunyuan3D-2, additional installation steps needed, please check the github repository" + }, + { + "author": "7BEII", + "title": "comfyui-promptbymood [WIP]", + "reference": "https://github.com/7BEII/Comfyui_PDuse", + "files": [ + "https://github.com/7BEII/Comfyui_PDuse" + ], + "install_type": "git-clone", + "description": "NODES: PD_json_group_fontsize, PD_Incremental_JSON, PD_removeword, PD_Image Crop Location, PD_ImageConcanate, PD_FileName_refixer\nNOTE: The files in the repo are not organized." + }, + { + "author": "RLW-Chars", + "title": "comfyui-promptbymood [WIP]", + "reference": "https://github.com/RLW-Chars/comfyui-promptbymood", + "files": [ + "https://github.com/RLW-Chars/comfyui-promptbymood" + ], + "install_type": "git-clone", + "description": "A plugin for ComfyUI to create random prompts.\nNOTE: The files in the repo are not organized." + }, + { + "author": "mohamedsobhi777", + "title": "ComfyUI-FramerComfy [WIP]", + "reference": "https://github.com/mohamedsobhi777/ComfyUI-FramerComfy", + "files": [ + "https://github.com/mohamedsobhi777/ComfyUI-FramerComfy" + ], + "install_type": "git-clone", + "description": "NODES: FramerComfy Input String/Number/Image/Float/Boolean/Image, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "naderzare", + "title": "comfyui-inodes", + "reference": "https://github.com/naderzare/comfyui-inodes", + "files": [ + "https://github.com/naderzare/comfyui-inodes" + ], + "install_type": "git-clone", + "description": "NODES: If-Else, Multiline Split, Azure AI API" + }, + { + "author": "sizzlebop", + "title": "ComfyUI LLM Prompt Enhancer [WIP]", + "reference": "https://github.com/pinkpixel-dev/comfyui-llm-prompt-enhancer", + "files": [ + "https://github.com/pinkpixel-dev/comfyui-llm-prompt-enhancer" + ], + "install_type": "git-clone", + "description": "A ComfyUI node for enhancing prompts using various LLM providers\nNOTE: The files in the repo are not organized." + }, + { + "author": "a-One-Fan", + "title": "ComfyUI-Blenderesque-Nodes [WIP]", + "reference": "https://github.com/a-One-Fan/ComfyUI-Blenderesque-Nodes", + "files": [ + "https://github.com/a-One-Fan/ComfyUI-Blenderesque-Nodes" + ], + "install_type": "git-clone", + "description": "Blender-like nodes for ComfyUI." + }, + { + "author": "yanhuifair", + "title": "comfyui-deepseek [WIP]", + "reference": "https://github.com/yanhuifair/comfyui-deepseek", + "files": [ + "https://github.com/yanhuifair/comfyui-deepseek" + ], + "install_type": "git-clone", + "description": "nodes for deepseek api\nNOTE: The files in the repo are not organized." + }, + { + "author": "IfnotFr", + "title": "ComfyUI-Ifnot-Pack", + "reference": "https://github.com/IfnotFr/ComfyUI-Ifnot-Pack", + "files": [ + "https://github.com/IfnotFr/ComfyUI-Ifnot-Pack" + ], + "install_type": "git-clone", + "description": "NODES: Face Crop, [w/A pack of custom nodes used in my projects. Not intended to be used by other persons as the usage is not documented. But if something interests you in this repository, go for it !]" + }, + { + "author": "KihongK", + "title": "ComfyUI-RoysNodes [WIP]", + "reference": "https://github.com/KihongK/comfyui-roysnodes", + "files": [ + "https://github.com/KihongK/comfyui-roysnodes" + ], + "install_type": "git-clone", + "description": "WIP custom nodes for Creation of AI images & videos" + }, + { + "author": "catboxanon", + "title": "ComfyUI-Pixelsmith [WIP]", + "reference": "https://github.com/catboxanon/ComfyUI-Pixelsmith", + "files": [ + "https://github.com/catboxanon/ComfyUI-Pixelsmith" + ], + "install_type": "git-clone", + "description": "NODES: Pixelsmith" + }, + { + "author": "hunterssl", + "title": "ComfyUI_SSLNodes", + "reference": "https://github.com/hunterssl/ComfyUI_SSLNodes", + "files": [ + "https://github.com/hunterssl/ComfyUI_SSLNodes" + ], + "install_type": "git-clone", + "description": "NODES: SSL Load Json, SSL Get Json Keys Count, SSL Load Checkpoint By Name, SSL Random Num In Loop, SSL Save Image Outside" + }, + { + "author": "ammahmoudi", + "title": "ComfyUI-Legendary-Nodes", + "reference": "https://github.com/ammahmoudi/ComfyUI-Legendary-Nodes", + "files": [ + "https://github.com/ammahmoudi/ComfyUI-Legendary-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Legendary Lora URL Loader, Legendary Lora URL Loader" + }, + { + "author": "yichengup", + "title": "Comfyui-NodeSpark", + "reference": "https://github.com/yichengup/Comfyui-NodeSpark", + "files": [ + "https://github.com/yichengup/Comfyui-NodeSpark" + ], + "install_type": "git-clone", + "description": "NODES: Image Circle Warp, Image Stretch, Image Wave Warp, Liquify Effect" + }, + { + "author": "kijai", + "title": "ComfyUI-VideoNoiseWarp [WIP]", + "reference": "https://github.com/kijai/ComfyUI-VideoNoiseWarp", + "files": [ + "https://github.com/kijai/ComfyUI-VideoNoiseWarp" + ], + "install_type": "git-clone", + "description": "Nodes to generate noise from video for [a/https://github.com/Eyeline-Research/Go-with-the-Flow](https://github.com/Eyeline-Research/Go-with-the-Flow)" + }, + { + "author": "muvich3n", + "title": "ComfyUI-Claude-I2T", + "reference": "https://github.com/muvich3n/ComfyUI-Claude-I2T", + "files": [ + "https://github.com/muvich3n/ComfyUI-Claude-I2T" + ], + "install_type": "git-clone", + "description": "NODES: Claude Image to Prompt Generator" + }, + { + "author": "maekawataiki", + "title": "ComfyUI-ALB-Login", + "reference": "https://github.com/maekawataiki/ComfyUI-ALB-Login", + "files": [ + "https://github.com/maekawataiki/ComfyUI-ALB-Login" + ], + "install_type": "git-clone", + "description": "Auth library to inspect token provided by ALB to protect ComfyUI." + }, + { + "author": "ArmandAlbert", + "title": "Kwai_font_comfyui", + "reference": "https://github.com/ArmandAlbert/Kwai_font_comfyui", + "files": [ + "https://github.com/ArmandAlbert/Kwai_font_comfyui" + ], + "install_type": "git-clone", + "description": "NODES: Kwaifont_Resnet50_Runner, Kwaifont_Resnet50_Loader, Kwaifont_Resnet101_Runner, Kwaifont_Resnet101_Loader, Kwaifont_Image_Cropper" + }, + { + "author": "PATATAJEC", + "title": "Patatajec-Nodes [WIP]", + "reference": "https://github.com/PATATAJEC/ComfyUI-PatatajecNodes", + "files": [ + "https://github.com/PATATAJEC/ComfyUI-PatatajecNodes" + ], + "install_type": "git-clone", + "description": "NODES: Path Tool, Color Match Falloff, Sequence Content Zoom, Sequence Blend, Color Picker" + }, + { + "author": "sourceful-official", + "title": "comfyui-sourceful-official", + "reference": "https://github.com/sourceful-official/comfyui-sourceful-official", + "files": [ + "https://github.com/sourceful-official/comfyui-sourceful-official" + ], + "description": "NODES: SourcefulOfficialComfyuiIncontextThreePanels, FalFluxLoraSourcefulOfficial, FalIcLightV2SourcefulOfficial", + "install_type": "git-clone" + }, + { + "author": "Alvaroeai", + "title": "ComfyUI-SunoAI-Mds", + "reference": "https://github.com/Alvaroeai/ComfyUI-SunoAI-Mds", + "files": [ + "https://github.com/Alvaroeai/ComfyUI-SunoAI-Mds" + ], + "install_type": "git-clone", + "description": "NODES: Suno Generate, Suno Download, Suno Proxy Generate, Suno Proxy Download" + }, + { + "author": "parmarjh", + "title": "ComfyUI-MochiWrapper-I2V [WIP]", + "reference": "https://github.com/parmarjh/ComfyUI-MochiWrapper-I2V", + "files": [ + "https://github.com/parmarjh/ComfyUI-MochiWrapper-I2V" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for [a/Mochi](https://github.com/genmoai/models) video generator" + }, + { + "author": "Symbiomatrix", + "title": "Comfyui-Sort-Files", + "reference": "https://github.com/Symbiomatrix/Comfyui-Sort-Files", + "files": [ + "https://github.com/Symbiomatrix/Comfyui-Sort-Files" + ], + "install_type": "git-clone", + "description": "Monkeypatch file sort to date modified or custom instead of lexicographic." + }, + { + "author": "x3bits", + "title": "ComfyUI-Power-Flow [UNSAFE]", + "reference": "https://github.com/x3bits/ComfyUI-Power-Flow", + "files": [ + "https://github.com/x3bits/ComfyUI-Power-Flow" + ], + "install_type": "git-clone", + "description": "A ComfyUI nodepackage that introduces common programming logic to enhance the flexibility of ComfyUI workflows. It supports features such as function definition and execution, 'for' loops, 'while' loops, and Python code execution.\n[w/This extension allows the execution of arbitrary Python code from a workflow.]" + }, + { + "author": "EmilioPlumed", + "title": "ComfyUI-Math [WIP]", + "reference": "https://github.com/EmilioPlumed/ComfyUI-Math", + "files": [ + "https://github.com/EmilioPlumed/ComfyUI-Math" + ], + "install_type": "git-clone", + "description": "Custom nodes that take 2 float inputs and calculates greatest common denominator and least common multiple, returning them as ints.\nNOTE: The files in the repo are not organized." + }, + { + "author": "mliand", + "title": "ComfyUI-Calendar-Node [WIP]", + "reference": "https://github.com/mliand/ComfyUI-Calendar-Node", + "files": [ + "https://github.com/mliand/ComfyUI-Calendar-Node" + ], + "install_type": "git-clone", + "description": "A custom node for Comfyui to create a Calendar like grid\nNOTE: The files in the repo are not organized." + }, + { + "author": "phamngoctukts", + "title": "ComyUI-Tupham", + "reference": "https://github.com/phamngoctukts/ComyUI-Tupham", + "files": [ + "https://github.com/phamngoctukts/ComyUI-Tupham" + ], + "install_type": "git-clone", + "description": "NODES: Ghép Ảnh, Multi Prompt v2.0, Condition Upscale, Multi sampler, Run node selected" + }, + { + "author": "5x00", + "title": "ComfyUI-Prompt-Plus [WIP]", + "reference": "https://github.com/5x00/ComfyUI-Prompt-Plus", + "files": [ + "https://github.com/5x00/ComfyUI-Prompt-Plus" + ], + "install_type": "git-clone", + "description": "Prompt Plus is a collection of LLM and VLM nodes that make prompting easier for image and video generation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "aria1th", + "title": "ComfyUI-CairoSVG", + "reference": "https://github.com/aria1th/ComfyUI-CairoSVG", + "files": [ + "https://github.com/aria1th/ComfyUI-CairoSVG" + ], + "install_type": "git-clone", + "description": "NODES: VectorizedUpscaleScaling, VectorizedUpscaleSize" + }, + { + "author": "gitmylo", + "title": "FlowNodes [WIP]", + "reference": "https://github.com/gitmylo/FlowNodes", + "files": [ + "https://github.com/gitmylo/FlowNodes" + ], + "install_type": "git-clone", + "description": "A ComfyUI nodepack containing nodes for basic programming logic." + }, + { + "author": "chengzeyi", + "title": "Comfy-WaveSpeed [WIP]", + "reference": "https://github.com/chengzeyi/Comfy-WaveSpeed", + "files": [ + "https://github.com/chengzeyi/Comfy-WaveSpeed" + ], + "install_type": "git-clone", + "description": "The all in one inference optimization solution for ComfyUI, universal, flexible, and fast." + }, + { + "author": "zyd232", + "title": "ComfyUI-zyd232-Nodes", + "reference": "https://github.com/zyd232/ComfyUI-zyd232-Nodes", + "files": [ + "https://github.com/zyd232/ComfyUI-zyd232-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Image Pixels Compare, Save Preview Images" + }, + { + "author": "yanhuifair", + "title": "ComfyUI-FairLab", + "reference": "https://github.com/yanhuifair/ComfyUI-FairLab", + "files": [ + "https://github.com/yanhuifair/ComfyUI-FairLab" + ], + "install_type": "git-clone", + "description": "NODES: CLIP Text Encode Translated, Translate String, Load Image From Folder, Save String To Folder, Fix UTF-8 String, String Combine, String Field, Download Image, Save Images To Folder, Save Image To Folder, Image Resize, ..." + }, + { + "author": "nomcycle", + "title": "ComfyUI_Cluster [WIP]", + "reference": "https://github.com/nomcycle/ComfyUI_Cluster", + "files": [ + "https://github.com/nomcycle/ComfyUI_Cluster" + ], + "install_type": "git-clone", + "description": "Very early W.I.P of clustered ComfyUI inference." + }, + { + "author": "waynepimpzhang", + "title": "FindBrightestSpot [WIP]", + "reference": "https://github.com/waynepimpzhang/comfyui-opencv-brightestspot", + "files": [ + "https://github.com/waynepimpzhang/comfyui-opencv-brightestspot" + ], + "install_type": "git-clone", + "description": "Analyze the image to find the x and y coordinates of the brightest point.\nNOTE: The files in the repo are not organized." + }, + { + "author": "power88", + "title": "ComfyUI-PDiD-Nodes [WIP]", + "reference": "https://github.com/power88/ComfyUI-PDiD-Nodes", + "files": [ + "https://github.com/power88/ComfyUI-PDiD-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Get Image Size, Check Character Tag, Nearest SDXL Resolution divided by 64, Get Image Main Color, Blend Images, List Operations, Make Image Gray.\nNOTE: not working" + }, + { + "author": "FinetunersAI", + "title": "ComfyUI Finetuners [WIP]", + "reference": "https://github.com/FinetunersAI/finetuners", + "files": [ + "https://github.com/FinetunersAI/finetuners" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI to enhance your workflow.\nNOTE: The files in the repo are not organized." + }, + { + "author": "sourceful-official", + "title": "ComfyUI_InstructPixToPixConditioningLatent [WIP]", + "reference": "https://github.com/sourceful-official/ComfyUI_InstructPixToPixConditioningLatent", + "files": [ + "https://github.com/sourceful-official/ComfyUI_InstructPixToPixConditioningLatent" + ], + "description": "ComfyUI-ComfyUI_InstructPixToPixConditioningLatent\nNOTE:invalid pyproject.toml", + "install_type": "git-clone" + }, + { + "author": "fritzprix", + "title": "ComfyUI-LLM-Utils [WIP]", + "reference": "https://github.com/fritzprix/ComfyUI-LLM-Utils", + "files": [ + "https://github.com/fritzprix/ComfyUI-LLM-Utils" + ], + "install_type": "git-clone", + "description": "A collection of utility nodes for ComfyUI focused on text and LLM-related operations\nNOTE: The files in the repo are not organized." + }, + { + "author": "ciga2011", + "title": "ComfyUI-AppGen [UNSAFE]", + "reference": "https://github.com/ciga2011/ComfyUI-AppGen", + "files": [ + "https://github.com/ciga2011/ComfyUI-AppGen" + ], + "install_type": "git-clone", + "description": "A ComfyUI nodepack designed to generate and edit Single Page Applications (SPAs) using natural language.[w/This extension allows arbitrary JavaScript code to be executed through the execution of workflows.]" + }, + { + "author": "DraconicDragon", + "title": "ComfyUI e621 booru Toolkit", + "reference": "https://github.com/DraconicDragon/ComfyUI_e621_booru_toolkit", + "files": [ + "https://github.com/DraconicDragon/ComfyUI_e621_booru_toolkit" + ], + "install_type": "git-clone", + "description": "WIP. Nodes: Fetch e621/danbooru image and/or tags etc from a given URL; Get the Wiki entry for a tag through a button press." + }, + { + "author": "Grey3016", + "title": "Save2Icon", + "reference": "https://github.com/Grey3016/Save2Icon", + "files": [ + "https://github.com/Grey3016/Save2Icon" + ], + "install_type": "git-clone", + "description": "NODES: Save2Icon" + }, + { + "author": "Chargeuk", + "title": "ComfyUI-vts-nodes [WIP]", + "reference": "https://github.com/Chargeuk/ComfyUI-vts-nodes", + "files": [ + "https://github.com/Chargeuk/ComfyUI-vts-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Clean Text, Color Mask To Mask, Conditioning Set Batch Mask, Merge Delimited Text, Reduce Batch Size, Text To Batch Prompt, To Text, " + }, + { + "author": "ryanontheinside", + "title": "ComfyUI_YoloNasObjectDetection_Tensorrt [WIP]", + "reference": "https://github.com/ryanontheinside/ComfyUI_YoloNasObjectDetection_Tensorrt", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_YoloNasObjectDetection_Tensorrt" + ], + "install_type": "git-clone", + "description": "ComfyUI YOLO NAS Object Detection with TensorRT" + }, + { + "author": "steelan9199", + "title": "ComfyUI-Teeth [UNSAFE]", + "reference": "https://github.com/steelan9199/ComfyUI-Teeth", + "files": [ + "https://github.com/steelan9199/ComfyUI-Teeth" + ], + "install_type": "git-clone", + "description": "Run Python code, Outline, List, Four-quadrant grid, Nine-square grid[w/This extension poses a risk of executing arbitrary commands through workflow execution. Please be cautious.]" + }, + { + "author": "aiden1020", + "title": "ComfyUI_Artcoder [WIP]", + "reference": "https://github.com/aiden1020/ComfyUI_Artcoder", + "files": [ + "https://github.com/aiden1020/ComfyUI_Artcoder" + ], + "install_type": "git-clone", + "description": "This project is a custom node for ComfyUI that uses [a/ArtCoder](https://arxiv.org/abs/2011.07815) [CVPR 2021] to refine videos generated by [a/AnimateDiff](https://arxiv.org/abs/2307.04725) [ICLR2024 Spotlight] or the other video. The node is to transform these videos into functional QR code videos that can be scanned.\nNOTE: The files in the repo are not organized." + }, + { + "author": "A4P7J1N7M05OT", + "title": "ComfyUI-ManualSigma", + "reference": "https://github.com/A4P7J1N7M05OT/ComfyUI-ManualSigma", + "files": [ + "https://github.com/A4P7J1N7M05OT/ComfyUI-ManualSigma" + ], + "install_type": "git-clone", + "description": "NODES: Manual Sigma" + }, + { + "author": "neverbiasu", + "title": "ComfyUI-StereoCrafter [WIP]", + "reference": "https://github.com/neverbiasu/ComfyUI-StereoCrafter", + "files": [ + "https://github.com/neverbiasu/ComfyUI-StereoCrafter" + ], + "install_type": "git-clone", + "description": "NODES: Depth Splatting Model Loader, Depth Splatting Node, Inpainting Inference Node" + }, + { + "author": "watarika", + "title": "ComfyUI-exit [UNSAFE]", + "reference": "https://github.com/watarika/ComfyUI-exit", + "files": [ + "https://github.com/watarika/ComfyUI-exit" + ], + "install_type": "git-clone", + "description": "Custom node to handle text.[w/This custom node includes a custom node that can terminate ComfyUI.]" + }, + { + "author": "watarika", + "title": "ComfyUI-Text-Utility [UNSAFE]", + "reference": "https://github.com/watarika/ComfyUI-Text-Utility", + "files": [ + "https://github.com/watarika/ComfyUI-Text-Utility" + ], + "install_type": "git-clone", + "description": "Custom node to handle text.[w/This nodepack contains a custom node that poses a security risk by providing the ability to read text from arbitrary paths.]" + }, + { + "author": "mehbebe", + "title": "ComfyLoraGallery [WIP]", + "reference": "https://github.com/mehbebe/ComfyLoraGallery", + "files": [ + "https://github.com/mehbebe/ComfyLoraGallery" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that will provide a gallery style lora selector similar to the 'lora' tab in Automatic1111." + }, + { + "author": "karthikg-09", + "title": "ComfyUI-KG09 [WIP]", + "reference": "https://github.com/karthikg-09/ComfyUI-3ncrypt", + "files": [ + "https://github.com/karthikg-09/ComfyUI-3ncrypt" + ], + "install_type": "git-clone", + "description": "NODES: Save Image+[w/The web extension of this nodepack modifies part of ComfyUI's asset files.]" + }, + { + "author": "glamorfleet0i", + "title": "ComfyUI Firewall", + "reference": "https://github.com/glamorfleet0i/ComfyUI-Firewall", + "files": [ + "https://github.com/glamorfleet0i/ComfyUI-Firewall" + ], + "install_type": "git-clone", + "description": "A very basic firewall-like middleware that restricts access to your ComfyUI server based on a list of specified IP addresses. As this is configured as middleware, the firewall will restrict both the web UI and any API endpoints." + }, + { + "author": "warshanks", + "title": "Shank-Tools", + "reference": "https://github.com/warshanks/Shank-Tools", + "files": [ + "https://github.com/warshanks/Shank-Tools" + ], + "install_type": "git-clone", + "description": "NODES: Tile Calculator, Resolution Divider, Height & Width" + }, + { + "author": "BaronVonBoolean", + "title": "ComfyUI-FileOps [UNSAFE]", + "reference": "https://github.com/BaronVonBoolean/ComfyUI-FileOps", + "files": [ + "https://github.com/BaronVonBoolean/ComfyUI-FileOps" + ], + "install_type": "git-clone", + "description": "NODES: File Mv, File Path, File Dir.\n[w/This is dangerous as it provides the ability to manipulate arbitrary user files.]" + }, + { + "author": "JissiChoi", + "title": "ComfyUI-Jissi-List [WIP]", + "reference": "https://github.com/JissiChoi/ComfyUI-Jissi-List", + "files": [ + "https://github.com/JissiChoi/ComfyUI-Jissi-List" + ], + "install_type": "git-clone", + "description": "Data List Management for ComfyUI\nNOTE: The files in the repo are not organized." + }, + { + "author": "Maxim-Dey", + "title": "ComfyUI-MS_Tools [WIP]", + "reference": "https://github.com/Maxim-Dey/ComfyUI-MaksiTools", + "files": [ + "https://github.com/Maxim-Dey/ComfyUI-MaksiTools" + ], + "install_type": "git-clone", + "description": "NODES: MS Time Measure NodeMaksiTools" + }, + { + "author": "krich-cto", + "title": "ComfyUI Flow Control [UNSTABLE]", + "reference": "https://github.com/krich-cto/ComfyUI-Flow-Control", + "files": [ + "https://github.com/krich-cto/ComfyUI-Flow-Control" + ], + "install_type": "git-clone", + "description": "This is an Extension for ComfyUI. This project will help you control the flow logic via many controls.[w/Installing this custom node currently causes a conflict with the UnetLoaderGGUF of ComfyUI-GGUF.]" + }, + { + "author": "dihan", + "title": "ComfyUI Random Keypoints for InstantID [WIP]", + "reference": "https://github.com/dihan/comfyui-random-kps", + "files": [ + "https://github.com/dihan/comfyui-random-kps" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that generates random facial keypoints compatible with InstantID.\nNOTE: The files in the repo are not organized." + }, + { + "author": "emranemran", + "title": "ComfyUI-FasterLivePortrait", + "reference": "https://github.com/emranemran/ComfyUI-FasterLivePortrait", + "files": [ + "https://github.com/emranemran/ComfyUI-FasterLivePortrait" + ], + "install_type": "git-clone", + "description": "Improve mouth tracking with live AI Video" + }, + { + "author": "kandy", + "title": "ComfyUI-KAndy", + "reference": "https://github.com/kandy/ComfyUI-KAndy", + "files": [ + "https://github.com/kandy/ComfyUI-KAndy" + ], + "install_type": "git-clone", + "description": "NODES: Civit Prompt API, Load Image From Url, Civit Images API, KAndyNoiseCondition, KAndyImagesByCss" + }, + { + "author": "StartHua", + "title": "Comfyui_leffa", + "reference": "https://github.com/StartHua/Comfyui_leffa", + "files": [ + "https://github.com/StartHua/Comfyui_leffa" + ], + "install_type": "git-clone", + "description": "NODES: CXH_Leffa_Viton_Load, CXH_Leffa_Viton_Run" + }, + { + "author": "logtd", + "title": "ComfyUI-HunyuanLoom [WIP]", + "id": "comfyui-42lux", + "reference": "https://github.com/logtd/ComfyUI-HunyuanLoom", + "files": [ + "https://github.com/logtd/ComfyUI-HunyuanLoom" + ], + "install_type": "git-clone", + "description": "A set of nodes to edit videos using the Hunyuan Video model" + }, + { + "author": "watarika", + "title": "ComfyUI-exit [UNSAFE]", + "reference": "https://github.com/watarika/ComfyUI-exit", + "files": [ + "https://github.com/watarika/ComfyUI-exit" + ], + "install_type": "git-clone", + "description": "A custom node that terminates ComfyUI after a specified number of seconds. Use this node if you want Google Colab to automatically terminate after mass generation. It is necessary to disconnect and delete the Google Colab runtime on the Notebook side." + }, + { + "author": "backearth1", + "title": "Comfyui-MiniMax-Video [WIP]", + "reference": "https://github.com/backearth1/Comfyui-MiniMax-Video", + "files": [ + "https://github.com/backearth1/Comfyui-MiniMax-Video" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that integrates MiniMax AI's image-to-video and text-to-video generation capabilities, allowing users to easily convert static images into dynamic videos.\nNOTE: The files in the repo are not organized." + }, + { + "author": "FinetunersAI", + "title": "Fast Group Link [WIP]", + "id": "fast-group-link", + "reference": "https://github.com/FinetunersAI/comfyui-fast-group-link", + "files": [ + "https://github.com/FinetunersAI/comfyui-fast-group-link" + ], + "install_type": "git-clone", + "description": "Link and control ComfyUI groups with a simple ON/OFF toggle. Control multiple groups at once with an easy-to-use interface.\nNOTE: The files in the repo are not organized." + }, + { + "author": "kijai", + "title": "ComfyUI-MMAudio [WIP]", + "reference": "https://github.com/kijai/ComfyUI-MMAudio", + "files": [ + "https://github.com/kijai/ComfyUI-MMAudio" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use [a/MMAudio](https://github.com/hkchengrex/MMAudio)" + }, + { + "author": "kuschanow", + "title": "ComfyUI-SD-Slicer", + "reference": "https://github.com/kuschanow/ComfyUI-SD-Slicer", + "files": [ + "https://github.com/kuschanow/ComfyUI-SD-Slicer" + ], + "install_type": "git-clone", + "description": "NODES: Slicer" + }, + { + "author": "ralonsobeas", + "title": "ComfyUI-HDRConversion [WIP]", + "reference": "https://github.com/ralonsobeas/ComfyUI-HDRConversion", + "files": [ + "https://github.com/ralonsobeas/ComfyUI-HDRConversion" + ], + "install_type": "git-clone", + "description": "NODES: Generate HDR image" + }, + { + "author": "Matrix-King-Studio", + "title": "ComfyUI-MoviePy", + "reference": "https://github.com/Matrix-King-Studio/ComfyUI-MoviePy", + "files": [ + "https://github.com/Matrix-King-Studio/ComfyUI-MoviePy" + ], + "install_type": "git-clone", + "description": "NODES: Image Clip Node, Audio Duration Node, Save Video Node" + }, + { + "author": "oxysoft", + "title": "ComfyUI-uiapi", + "reference": "https://github.com/oxysoft/ComfyUI-uiapi", + "files": [ + "https://github.com/oxysoft/ComfyUI-uiapi" + ], + "install_type": "git-clone", + "description": "UIAPI is an intermediate and frontend plugin which allow communicating with the Comfy webui through server connection. This saves the need to export a workflow.json and instead directly sending a queue command to the frontend. This way, the user can experiment in realtime as they are running some professional industry or rendering software which uses UIAPI / ComfyUI as a backend. There is no way to switch seamlessly between UIAPI and regular server connection - though as of late summer 2023 it was inferior to use the server connection because the server would constantly unload models and start from scratch, and the schema of the workfow json was completely different and much less convenient, losing crucial information for efficient querying of nodes and assigning data dynamically." + }, + { + "author": "hotpot-killer", + "title": "ComfyUI_AlexNodes", + "reference": "https://github.com/hotpot-killer/ComfyUI_AlexNodes", + "files": [ + "https://github.com/hotpot-killer/ComfyUI_AlexNodes" + ], + "install_type": "git-clone", + "description": "NODES: InstructPG - editing images with text prompt, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "pschroedl", + "title": "ComfyUI-StreamDiffusion", + "reference": "https://github.com/pschroedl/ComfyUI-StreamDiffusion", + "files": [ + "https://github.com/pschroedl/ComfyUI-StreamDiffusion" + ], + "install_type": "git-clone", + "description": "NODES: StreamDiffusionConfig, StreamDiffusionAccelerationSampler, StreamDiffusionLoraLoader, StreamDiffusionAccelerationConfig, StreamDiffusionSimilarityFilterConfig, StreamDiffusionModelLoader, ..." + }, + { + "author": "Junst", + "title": "ComfyUI-PNG2SVG2PNG", + "reference": "https://github.com/Junst/ComfyUI-PNG2SVG2PNG", + "files": [ + "https://github.com/Junst/ComfyUI-PNG2SVG2PNG" + ], + "description": "NODES:PNG2SVG2PNG", + "install_type": "git-clone" + }, + { + "author": "animEEEmpire", + "title": "ComfyUI-Animemory-Loader", + "reference": "https://github.com/animEEEmpire/ComfyUI-Animemory-Loader", + "files": [ + "https://github.com/animEEEmpire/ComfyUI-Animemory-Loader" + ], + "install_type": "git-clone", + "description": "AniMemory-alpha Custom Node for ComfyUI" + }, + { + "author": "ShahFaisalWani", + "title": "ComfyUI-Mojen-Nodeset", + "reference": "https://github.com/ShahFaisalWani/ComfyUI-Mojen-Nodeset", + "files": [ + "https://github.com/ShahFaisalWani/ComfyUI-Mojen-Nodeset" + ], + "install_type": "git-clone", + "description": "A collection of powerful, versatile, and community-driven custom nodes for ComfyUI, designed to elevate AI workflows!" + }, + { + "author": "grimli333", + "title": "ComfyUI_Grim", + "reference": "https://github.com/grimli333/ComfyUI_Grim", + "files": [ + "https://github.com/grimli333/ComfyUI_Grim" + ], + "install_type": "git-clone", + "description": "NODES: Generate a unique filename and folder name, Format Strings with Two Inputs" + }, + { + "author": "risunobushi", + "title": "ComfyUI_FocusMask", + "reference": "https://github.com/risunobushi/ComfyUI_FocusMask", + "files": [ + "https://github.com/risunobushi/ComfyUI_FocusMask" + ], + "install_type": "git-clone", + "description": "NODES: Extract Focus Mask" + }, + { + "author": "RicherdLee", + "title": "comfyui-oss-image-save [WIP]", + "reference": "https://github.com/RicherdLee/comfyui-oss-image-save", + "files": [ + "https://github.com/RicherdLee/comfyui-oss-image-save" + ], + "install_type": "git-clone", + "description": "NODES: SaveImageOSS." + }, + { + "author": "Matrix-King-Studio", + "title": "ComfyUI-MoviePy", + "reference": "https://github.com/Matrix-King-Studio/ComfyUI-MoviePy", + "files": [ + "https://github.com/Matrix-King-Studio/ComfyUI-MoviePy" + ], + "install_type": "git-clone", + "description": "NODES: Image Clip Node, Audio Duration Node, Save Video Node,..." + }, + { + "author": "Big Idea Technology", + "title": "ComfyUI-Movie-Tools [WIP]", + "reference": "https://github.com/Big-Idea-Technology/ComfyUI-Movie-Tools", + "files": [ + "https://github.com/Big-Idea-Technology/ComfyUI-Movie-Tools" + ], + "install_type": "git-clone", + "description": "Movie Tools is a set of custom nodes, designed to simplify saving and loading batches of images with enhanced functionality like subfolder management and batch image handling." + }, + { + "author": "ArthusLiang", + "title": "comfyui-face-remap [WIP]", + "reference": "https://github.com/ArthusLiang/comfyui-face-remap", + "files": [ + "https://github.com/ArthusLiang/comfyui-face-remap" + ], + "install_type": "git-clone", + "description": "NODES: FaceRemap\nNOTE: The files in the repo are not organized." + }, + { + "author": "trithemius", + "title": "ComfyUI-SmolVLM [WIP]", + "reference": "https://github.com/mamorett/ComfyUI-SmolVLM", + "files": [ + "https://github.com/mamorett/ComfyUI-SmolVLM" + ], + "install_type": "git-clone", + "description": "Nodes to use SmolVLM for image tagging and captioning.\nNOTE: The files in the repo are not organized." + }, + { + "author": "anze", + "title": "ComfyUI-OIDN [WIP]", + "reference": "https://github.com/Anze-/ComfyUI-OIDN", + "files": [ + "https://github.com/Anze-/ComfyUI-OIDN" + ], + "install_type": "git-clone", + "description": "ComyUI wrapper for Intel OIDN image denoising\nWARNING! : this is a development repo, usage in production environments is not advised! Bugs are to be expected." + }, + { + "author": "techzuhaib", + "title": "ComfyUI-CacheImageNode", + "reference": "https://github.com/techzuhaib/ComfyUI-CacheImageNode", + "files": [ + "https://github.com/techzuhaib/ComfyUI-CacheImageNode" + ], + "install_type": "git-clone", + "description": "NODES: CacheImageNode" + }, + { + "author": "hay86", + "title": "ComfyUI AceNodes [UNSAFE]", + "reference": "https://github.com/hay86/ComfyUI_AceNodes", + "files": [ + "https://github.com/hay86/ComfyUI_AceNodes" + ], + "install_type": "git-clone", + "description": "Some useful custom nodes that are not included in ComfyUI core yet.\nNOTE: Vulnerability discovered. Not being managed." + }, + { + "author": "dowands", + "title": "AddMaskForICLora", + "reference": "https://github.com/dowands/ComfyUI-AddMaskForICLora", + "files": [ + "https://github.com/dowands/ComfyUI-AddMaskForICLora" + ], + "install_type": "git-clone", + "description": "NODES: Add Mask For IC Lora x" + }, + { + "author": "exectails", + "title": "Scripting", + "id": "et_scripting [UNSAFE]", + "reference": "https://github.com/exectails/comfyui-et_scripting", + "files": [ + "https://github.com/exectails/comfyui-et_scripting" + ], + "install_type": "git-clone", + "description": "Nodes that can be used to write Python scripts directly on a node. Useful for quick prototyping and testing, at the cost of security.[w/This extension allows the execution of arbitrary Python code from a workflow.]" + }, + { + "author": "AIFSH", + "title": "UltralightDigitalHuman-ComfyUI", + "reference": "https://github.com/AIFSH/UltralightDigitalHuman-ComfyUI", + "files": [ + "https://github.com/AIFSH/UltralightDigitalHuman-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/Ultralight-Digital-Human](https://github.com/anliyuan/Ultralight-Digital-Human)\nNOTE: The files in the repo are not organized." + }, + { + "author": "StartHua", + "title": "Comfyui_Flux_Style_Ctr [WIP]", + "reference": "https://github.com/StartHua/Comfyui_Flux_Style_Ctr", + "files": [ + "https://github.com/StartHua/Comfyui_Flux_Style_Ctr" + ], + "install_type": "git-clone", + "description": "NODES:CXH_StyleModelApply\nNOTE: The files in the repo are not organized." + }, + { + "author": "miragecoa", + "title": "ComfyUI-LLM-Evaluation [WIP]", + "reference": "https://github.com/miragecoa/ComfyUI-LLM-Evaluation", + "files": [ + "https://github.com/miragecoa/ComfyUI-LLM-Evaluation" + ], + "install_type": "git-clone", + "description": "NODES:Load File, Select Item by Index, Select Item by Key, JSONToListNode, MathOperationNode, F1ScoreNode, AccuracyNode, ..." + }, + { + "author": "WASasquatch", + "title": "ASTERR [UNSAFE]", + "id": "asterr", + "reference": "https://github.com/WASasquatch/ASTERR", + "files": [ + "https://github.com/WASasquatch/ASTERR" + ], + "install_type": "git-clone", + "description": "Abstract Syntax Trees Evaluated Restricted Run (ASTERR) is a Python Script executor for ComfyUI. [w/Warning:ASTERR runs Python Code from a Web Interface! It is highly recommended to run this in a closed-off environment, as it could have potential security risks.]" + }, + { + "author": "BenjaMITM", + "title": "ComfyUI_On_The_Fly_Wildcards [WIP]", + "reference": "https://github.com/BenjaMITM/ComfyUI_On_The_Fly_Wildcards", + "files": [ + "https://github.com/BenjaMITM/ComfyUI_On_The_Fly_Wildcards" + ], + "install_type": "git-clone", + "description": "NODES:Wildcard Creator, Wildcard Loader, Wildcard Selector, Display String.\nNOTE: The files in the repo are not organized." + }, + { + "author": "celll1", + "title": "cel_sampler [WIP]", + "reference": "https://github.com/celll1/cel_sampler", + "files": [ + "https://github.com/celll1/cel_sampler" + ], + "install_type": "git-clone", + "description": "NODES:Latent Value Tracker\nNOTE: The files in the repo are not organized." + }, + { + "author": "DataCTE", + "title": "ComfyUI-DataVoid-nodes [WIP]", + "reference": "https://github.com/DataCTE/ComfyUI-DataVoid-nodes", + "files": [ + "https://github.com/DataCTE/ComfyUI-DataVoid-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on model merging and style adaptation.[w/It may cause a lot of node conflicts with comfyui_ipadapter_plus.]" + }, + { + "author": "minhtuannhn", + "title": "comfyui-gemini-studio [WIP]", + "reference": "https://github.com/minhtuannhn/comfyui-gemini-studio", + "files": [ + "https://github.com/minhtuannhn/comfyui-gemini-studio" + ], + "install_type": "git-clone", + "description": "comfyui-gemini-studio[w/This extension uses the legacy method of copying JS.]" + }, + { + "author": "artem-konevskikh", + "title": "ComfyUI Video Processing Nodes [WIP]", + "reference": "https://github.com/artem-konevskikh/comfyui-split-merge-video", + "files": [ + "https://github.com/artem-konevskikh/comfyui-split-merge-video" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that add video splitting and merging capabilities with crossfade transitions." + }, + { + "author": "Poseidon-fan", + "title": "ComfyUI-fileCleaner [UNSAFE]", + "reference": "https://github.com/Poseidon-fan/ComfyUI-fileCleaner", + "files": [ + "https://github.com/Poseidon-fan/ComfyUI-fileCleaner" + ], + "install_type": "git-clone", + "description": "In production environments, images are usually saved on storage servers such as S3, rather than local folders. So the method of placing images in local folders using ComfyUI's native LoadImage and SaveImage nodes cannot be used as a deployment service method, but can only be used as a temporary storage place for images. This requires a way to delete images from the input and output folders.\nThis node is used to delete images from the input and output folders. It is recommended to use this node through api call in the backend after the image processing is completed.[w/Users can use the file deletion feature through the workflow.]" + }, + { + "author": "yorkane", + "title": "Comfy UI Robe Nodes [UNSAFE]", + "reference": "https://github.com/RobeSantoro/ComfyUI-RobeNodes", + "files": [ + "https://github.com/RobeSantoro/ComfyUI-RobeNodes" + ], + "install_type": "git-clone", + "description": "NODES: List Video Path Node, List Image Path Node\nThis is a collection of utility nodes for the ComfyUI stable diffusion client that provides enhanced file path handling capabilities.[w/Users will be able to access images from arbitrary paths through the workflow.]" + }, + { + "author": "Clybius", + "title": "ComfyUI-FluxDeCLIP", + "reference": "https://github.com/Clybius/ComfyUI-FluxDeCLIP", + "files": [ + "https://github.com/Clybius/ComfyUI-FluxDeCLIP" + ], + "install_type": "git-clone", + "description": "NODES:FluxDeCLIPCheckpointLoader" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-BiRefNet-ZHO [BROKEN]", + "id": "birefnet", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO" + ], + "install_type": "git-clone", + "description": "Better version for [a/BiRefNet](https://github.com/zhengpeng7/birefnet) in ComfyUI | Both img and video.\nNOTE: You need to do [a/manual patch](https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO/issues/20)" + }, + { + "author": "trashgraphicard", + "title": "Albedo-Sampler-for-ComfyUI", + "reference": "https://github.com/trashgraphicard/Albedo-Sampler-for-ComfyUI", + "files": [ + "https://github.com/trashgraphicard/Albedo-Sampler-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES:Sample Image, Make Seamless Tile" + }, + { + "author": "Anze-", + "title": "ComfyUI_deepDeband [WIP]", + "reference": "https://github.com/Anze-/ComfyUI_deepDeband", + "files": [ + "https://github.com/Anze-/ComfyUI_deepDeband" + ], + "install_type": "git-clone", + "description": "ComyUI wrapper for RaymondLZhou/deepDeband image and video debanding\nNOTE: The files in the repo are not organized." + }, + { + "author": "bmad4ever", + "title": "Bmad Nodes [UNSAFE]", + "id": "bmad", + "reference": "https://github.com/bmad4ever/comfyui_bmad_nodes", + "files": [ + "https://github.com/bmad4ever/comfyui_bmad_nodes" + ], + "install_type": "git-clone", + "description": "This custom node offers the following functionalities: API support for setting up API requests, computer vision primarily for masking or collages, and general utility to streamline workflow setup or implement essential missing features.\nNOTE: Vulnerability discovered. Not being managed." + }, + { + "author": "suncat2ps", + "title": "ComfyUI-SaveImgNextcloud", + "reference": "https://github.com/suncat2ps/ComfyUI-SaveImgNextcloud", + "files": [ + "https://github.com/suncat2ps/ComfyUI-SaveImgNextcloud" + ], + "install_type": "git-clone", + "description": "NODES: Save Image to Nextcloud" + }, + { + "author": "DoctorDiffusion", + "title": "ComfyUI-Flashback", + "reference": "https://github.com/DoctorDiffusion/ComfyUI-Flashback", + "files": [ + "https://github.com/DoctorDiffusion/ComfyUI-Flashback" + ], + "description": "NODES:Latent Export, Latent Import, Latent Loop", + "install_type": "git-clone" + }, + { + "author": "sswink", + "title": "comfyui-lingshang", + "reference": "https://github.com/sswink/comfyui-lingshang", + "files": [ + "https://github.com/sswink/comfyui-lingshang" + ], + "description": "NODES:LS_SaveImageToOss, LS_LoadMaskFromUrl, LS_DigImageByMask, LS_ALY_Seg_Utils, LS_ALY_UploadToOssAndGetUrl, LS_GrowMaskWithBlur, LS_ALY_Seg_Body_Utils, LS_ALY_Seg_Common_Utils, LS_ALY_Seg_Clothes_Utils, LS_ALY_Seg_Body_Utils_Return_crop, ...", + "install_type": "git-clone" + }, + { + "author": "AICodeFactory", + "title": "ComfyUI-Viva", + "reference": "https://github.com/AICodeFactory/ComfyUI-Viva", + "files": [ + "https://github.com/AICodeFactory/ComfyUI-Viva" + ], + "description": "NODES:HttpTrigger (Viva), HttpTrigger (Image), HttpTrigger (Common)", + "install_type": "git-clone" + }, + { + "author": "LogicAI", + "title": "ComfyUI-MagicAI [UNSAFE]", + "reference": "https://github.com/lcolok/ComfyUI-MagicAI", + "files": [ + "https://github.com/lcolok/ComfyUI-MagicAI" + ], + "install_type": "git-clone", + "description": "NODES:Mask Size Calculator (MagicAI), Universal Mask Converter (MagicAI), Python Execution (MagicAI), Extract JSON From Text Node(MagicAI)\n[w/This extension allows the execution of arbitrary Python code from a workflow.]" + }, + { + "author": "aria1th", + "title": "ComfyUI-SkipCFGSigmas", + "reference": "https://github.com/aria1th/ComfyUI-SkipCFGSigmas", + "files": [ + "https://github.com/aria1th/ComfyUI-SkipCFGSigmas" + ], + "install_type": "git-clone", + "description": "NODES: CFGControl_SKIPCFG" + }, + { + "author": "Clelstyn", + "title": "ComfyUI-Inpaint_with_Detailer", + "reference": "https://github.com/Clelstyn/ComfyUI-Inpaint_with_Detailer", + "files": [ + "https://github.com/Clelstyn/ComfyUI-Inpaint_with_Detailer" + ], + "install_type": "git-clone", + "description": "NODES:Masked Resize Image, Paste Masked Image, Filter And Blur Mask" + }, + { + "author": "Looking-Glass", + "title": "LKG-ComfyUI", + "reference": "https://github.com/Looking-Glass/LKG-ComfyUI", + "files": [ + "https://github.com/Looking-Glass/LKG-ComfyUI" + ], + "install_type": "git-clone", + "description": "NODES:Side by Side Node, Bridge Preview Node, Load Folder, Scale Maintain Aspect Ratio Node, " + }, + { + "author": "xiaoyumu", + "title": "ComfyUI-XYNodes", + "reference": "https://github.com/xiaoyumu/ComfyUI-XYNodes", + "files": [ + "https://github.com/xiaoyumu/ComfyUI-XYNodes" + ], + "install_type": "git-clone", + "description": "Nodes:PrimitiveBBOX." + }, + { + "author": "ainanoha", + "title": "etm_comfyui_nodes", + "reference": "https://github.com/ainanoha/etm_comfyui_nodes", + "files": [ + "https://github.com/ainanoha/etm_comfyui_nodes" + ], + "install_type": "git-clone", + "description": "NODES:LETM Save Image, ETM Load Image From Local" + }, + { + "author": "m-ai-studio", + "title": "mai-prompt-progress", + "reference": "https://github.com/m-ai-studio/mai-prompt-progress", + "files": [ + "https://github.com/m-ai-studio/mai-prompt-progress" + ], + "install_type": "git-clone", + "description": "ComfyUI extensions for sending prompt progress to webhook" + }, + { + "author": "neeltheninja", + "title": "ComfyUI-TempFileDeleter [UNSAFE]", + "reference": "https://github.com/neeltheninja/ComfyUI-TempFileDeleter", + "files": [ + "https://github.com/neeltheninja/ComfyUI-TempFileDeleter" + ], + "install_type": "git-clone", + "description": "This node is designed to streamline your workflow in ComfyUI by efficiently cleaning up temporary files on each run. This node takes no input. You can specify 'on' or 'off' in the node itself, or just bypass to not use use it.[w/This node can delete any files in the folder mentioned in 'folder_path' in the node. Be aware of this and change the folder path correctly before running any workflow with this node. I will NOT be responsible for wrongly deleted files because you didn't read this beforehand.]" + }, + { + "author": "kylegrover", + "title": "comfyui-python-cowboy [UNSAFE]", + "reference": "https://github.com/kylegrover/comfyui-python-cowboy", + "files": [ + "https://github.com/kylegrover/comfyui-python-cowboy" + ], + "install_type": "git-clone", + "description": "run python code in comfyui\nuses codemirror for nice syntax highlighting\nNOTE: based on ComfyUI-nidefawl[w/This node is an unsafe node that includes the capability to execute arbitrary python script.]" + }, + { + "author": "kijai", + "title": "ComfyUI-MochiWrapper [WIP]", + "reference": "https://github.com/kijai/ComfyUI-MochiWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-MochiWrapper" + ], + "install_type": "git-clone", + "description": "ComfyUI wrapper nodes for [a/Mochi](https://github.com/genmoai/models) video generator" + }, + { + "author": "leadbreak", + "title": "Face Aging [WIP]", + "reference": "https://github.com/leadbreak/comfyui-faceaging", + "files": [ + "https://github.com/leadbreak/comfyui-faceaging" + ], + "install_type": "git-clone", + "description": "This is a comfyui custom node version of [a/Age Transformation](https://github.com/yuval-alaluf/SAM).\nNOTE: The files in the repo are not organized." + }, + { + "author": "downlifted", + "title": "ComfyUI_BWiZ_Nodes [WIP]", + "reference": "https://github.com/downlifted/ComfyUI_BWiZ_Nodes", + "files": [ + "https://github.com/downlifted/ComfyUI_BWiZ_Nodes" + ], + "install_type": "git-clone", + "description": "NODES:CaptainWebhook, CaptainWebhook-Email, CaptainWebhook-Push, BWIZ_AdvancedLoadImageBatch, BWIZ_ErrorDetector, BWIZ_HFRepoBatchLoader, BWIZ_NotificationSound.\nNOTE: The files in the repo are not organized." + }, + { + "author": "blurymind", + "title": "cozy-fireplace [WIP]", + "reference": "https://github.com/blurymind/cozy-fireplace", + "files": [ + "https://github.com/blurymind/cozy-fireplace" + ], + "install_type": "git-clone", + "description": "Cozy fireplace is a ComfyUI workflow prompter that brings a localhost server frontend for existing workflows created in ComfyUi. Just place your favorite or lovingly crafted workflows in a folder and cozy fireplace will let you select and run any of them (export them as API type in comfyui) It's a cozy UI that scales all the way down to mobile phone devices - to let you prompt your beefy pc at home with your smartphone." + }, + { + "author": "lordwedggie", + "title": "xcpNodes [WIP]", + "reference": "https://github.com/lordwedggie/xcpNodes", + "files": [ + "https://github.com/lordwedggie/xcpNodes" + ], + "install_type": "git-clone", + "description": "Slider nodes based on Smirnov75's codes [a/https://github.com/Smirnov75/ComfyUI-mxToolkit](https://github.com/Smirnov75/ComfyUI-mxToolkit)\nNOTE: The files in the repo are not organized." + }, + { + "author": "kxh", + "title": "ComfyUI-ImageUpscaleWithModelMultipleTimes", + "reference": "https://github.com/kxh/ComfyUI-ImageUpscaleWithModelMultipleTimes", + "files": [ + "https://github.com/kxh/ComfyUI-ImageUpscaleWithModelMultipleTimes" + ], + "install_type": "git-clone", + "description": "Upscale image with model multiple times !" + }, + { + "author": "rouxianmantou", + "title": "comfyui-rxmt-nodes", + "reference": "https://github.com/rouxianmantou/comfyui-rxmt-nodes", + "files": [ + "https://github.com/rouxianmantou/comfyui-rxmt-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Check Value Type, Why Prompt Text" + }, + { + "author": "SirVeggie", + "title": "SirVeggie/Custom nodes for ComfyUI", + "reference": "https://github.com/SirVeggie/comfyui-sv-nodes", + "files": [ + "https://github.com/SirVeggie/comfyui-sv-nodes" + ], + "install_type": "git-clone", + "description": "NODES:SV-SimpleText, SV-PromptProcessing, SV-PromptProcessingRecursive, SV-PromptProcessingAdvanced, SV-PromptProcessingEncode,..." + }, + { + "author": "artisanalcomputing", + "title": "artcpu-custom-nodes", + "reference": "https://github.com/artisanalcomputing/ComfyUI-Custom-Nodes", + "files": [ + "https://github.com/artisanalcomputing/ComfyUI-Custom-Nodes" + ], + "install_type": "git-clone", + "description": "NODES:Random Video Mixer, Spotify Canvas Generator, Video Writer\ncustom comfyui nodes for audio/visual purposes# ComfyUI-Custom-Nodes" + }, + { + "author": "kxh", + "title": "ComfyUI-sam2", + "reference": "https://github.com/kxh/ComfyUI-sam2", + "files": [ + "https://github.com/kxh/ComfyUI-sam2" + ], + "install_type": "git-clone", + "description": "use semantic tag to segment any element in an image, output a mask.\nNOTE: Repo name is conflicting with neverbiasu/ComfyUI-SAM2" + }, + { + "author": "AIFSH", + "title": "UtilNodes-ComfyUI [WIP]", + "reference": "https://github.com/AIFSH/UtilNodes-ComfyUI", + "files": [ + "https://github.com/AIFSH/UtilNodes-ComfyUI" + ], + "install_type": "git-clone", + "description": "here put custom input nodes such as text,video...\nNOTE: The files in the repo are not organized." + }, + { + "author": "alchemist-novaro", + "title": "ComfyUI-Simple-Image-Tools [WIP]", + "reference": "https://github.com/alchemist-novaro/ComfyUI-Simple-Image-Tools", + "files": [ + "https://github.com/alchemist-novaro/ComfyUI-Simple-Image-Tools" + ], + "install_type": "git-clone", + "description": "Get mask from image based on alpha (Get Mask From Alpha)\nNOTE: The files in the repo are not organized." + }, + { + "author": "galoreware", + "title": "ComfyUI-GaloreNodes [WIP]", + "reference": "https://github.com/galoreware/ComfyUI-GaloreNodes", + "files": [ + "https://github.com/galoreware/ComfyUI-GaloreNodes" + ], + "install_type": "git-clone", + "description": "Color and Image related nodes for ComfyUI." + }, + { + "author": "lgldlk", + "title": "ComfyUI-img-tiler", + "reference": "https://github.com/lgldlk/ComfyUI-img-tiler", + "files": [ + "https://github.com/lgldlk/ComfyUI-img-tiler" + ], + "install_type": "git-clone", + "description": "NODES:TilerImage, TilerSelect, TileMaker, ImageListTileMaker" + }, + { + "author": "wilzamguerrero", + "title": "Comfyui-zZzZz [UNSAFE]", + "reference": "https://github.com/wilzamguerrero/Comfyui-zZzZz", + "files": [ + "https://github.com/wilzamguerrero/Comfyui-zZzZz" + ], + "install_type": "git-clone", + "description": "NODES:Download Z, Compress Z, Move Z, Delete Z, Rename Z, Create Z, Infinite Z, Share Screen Z" + }, + { + "author": "alchemist-novaro", + "title": "Affine Transform ComfyUI Node [WIP]", + "reference": "https://github.com/alchemist-novaro/ComfyUI-Affine-Transform", + "files": [ + "https://github.com/alchemist-novaro/ComfyUI-Affine-Transform" + ], + "install_type": "git-clone", + "description": "This node output the image that are transfromed by affine matrix what is made according to 4 points of output.\nNOTE: The files in the repo are not organized." + }, + { + "author": "ruka-game", + "title": "ComfyUI RukaLib [WIP]", + "reference": "https://github.com/ruka-game/rukalib_comfyui", + "files": [ + "https://github.com/ruka-game/rukalib_comfyui" + ], + "install_type": "git-clone", + "description": "NODES: Ruka Prompt Enhancer, Ruka Debug Probe.\nMy utilities for comfy (WIP / ollama is required for LLM nodes)" + }, + { + "author": "MythicalChu", + "title": "ComfyUI-APG_ImYourCFGNow", + "reference": "https://github.com/MythicalChu/ComfyUI-APG_ImYourCFGNow", + "files": [ + "https://github.com/MythicalChu/ComfyUI-APG_ImYourCFGNow" + ], + "install_type": "git-clone", + "description": "Use this node like a RescaleCFG node, ... modelIn -> ThisNode -> ModelOut ... -> KSampler\n'scale' acts like your CFG, your CFG doesn't do anything anymore white this node is active. See paper [a/https://arxiv.org/pdf/2410.02416](https://arxiv.org/pdf/2410.02416) for instructions about the other parameters. (Pages 20-21)" + }, + { + "author": "okg21", + "title": "VLLMVisionChatNode", + "reference": "https://github.com/okg21/VLLMVisionChatNode", + "files": [ + "https://raw.githubusercontent.com/okg21/VLLMVisionChatNode/refs/heads/main/VLLMVisionChatNode.py" + ], + "pip": ["openai", "numpy"], + "install_type": "copy", + "description": "This platform extension provides ZhipuAI nodes, enabling you to configure a workflow for online video generation." + }, + { + "author": "netanelben", + "title": "comfyui-photobooth-customnode", + "reference": "https://github.com/netanelben/comfyui-photobooth-customnode", + "files": [ + "https://github.com/netanelben/comfyui-photobooth-customnode" + ], + "install_type": "git-clone", + "description": "comfyui-photobooth-customnode" + }, + { + "author": "netanelben", + "title": "comfyui-text2image-customnode", + "reference": "https://github.com/netanelben/comfyui-text2image-customnode", + "files": [ + "https://github.com/netanelben/comfyui-text2image-customnode" + ], + "install_type": "git-clone", + "description": "comfyui-text2image-customnode" + }, + { + "author": "netanelben", + "title": "comfyui-camera2image-customnode", + "reference": "https://github.com/netanelben/comfyui-camera2image-customnode", + "files": [ + "https://github.com/netanelben/comfyui-camera2image-customnode" + ], + "install_type": "git-clone", + "description": "comfyui-camera2image-customnode" + }, + { + "author": "netanelben", + "title": "comfyui-image2image-customnode", + "reference": "https://github.com/netanelben/comfyui-image2image-customnode", + "files": [ + "https://github.com/netanelben/comfyui-image2image-customnode" + ], + "install_type": "git-clone", + "description": "comfyui-image2image-customnode" + }, + { + "author": "JayLyu", + "title": "ComfyUI_BaiKong_Node", + "id": "baikong", + "reference": "https://github.com/JayLyu/ComfyUI_BaiKong_Node", + "files": [ + "https://github.com/JayLyu/ComfyUI_BaiKong_Node" + ], + "install_type": "git-clone", + "description": "Nodes for advanced color manipulation and image processing: BK Img To Color, BK Color Selector, BK Color Contrast, BK Color Limit, BK Color Luminance, BK Gradient Image, and BK Image Aspect Filter.\n[w/requirements.txt is broken.]" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI Llama 3.1 [WIP]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Llama-3-2", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Llama-3-2" + ], + "install_type": "git-clone", + "description": "Using Llama-3-1 in ComfyUI" + }, + { + "author": "netanelben", + "title": "comfyui-text2image-customnode [WIP]", + "reference": "https://github.com/netanelben/comfyui-text2image-customnode", + "files": [ + "https://github.com/netanelben/comfyui-text2image-customnode" + ], + "install_type": "git-clone", + "description": "text2image web extension" + }, + { + "author": "leeguandong", + "title": "ComfyUI_AliControlnetInpainting [WIP]", + "reference": "https://github.com/leeguandong/ComfyUI_AliControlnetInpainting", + "files": [ + "https://github.com/leeguandong/ComfyUI_AliControlnetInpainting" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes to use AliControlnetInpainting" + }, + { + "author": "jordancoult", + "title": "ComfyUI_HelpfulNodes", + "reference": "https://github.com/jordancoult/ComfyUI_HelpfulNodes", + "files": [ + "https://github.com/jordancoult/ComfyUI_HelpfulNodes" + ], + "install_type": "git-clone", + "description": "NODES: Prep Crop Around Keypoints" + }, + { + "author": "ashishsaini", + "title": "comfyui_segformer_b2_sleeves", + "reference": "https://github.com/ashishsaini/comfyui-segment-clothing-sleeves", + "files": [ + "https://github.com/ashishsaini/comfyui-segment-clothing-sleeves" + ], + "install_type": "git-clone", + "description": "NODES:segformer_b2_sleeves" + }, + { + "author": "io-club", + "title": "ComfyUI-LuminaNext [WIP]", + "reference": "https://github.com/io-club/ComfyUI-LuminaNext", + "files": [ + "https://github.com/io-club/ComfyUI-LuminaNext" + ], + "install_type": "git-clone", + "description": "NODES: GemmaClipLoader" + }, + { + "author": "shadowcz007", + "title": "Comfyui-EzAudio [WIP]", + "reference": "https://github.com/shadowcz007/Comfyui-EzAudio", + "files": [ + "https://github.com/shadowcz007/Comfyui-EzAudio" + ], + "install_type": "git-clone", + "description": "NODES: EZ Generate Audio, EZ Load Model\nNOTE: The files in the repo are not organized." + }, + { + "author": "neo0801", + "title": "my-comfy-node", + "reference": "https://github.com/neo0801/my-comfy-node", + "files": [ + "https://github.com/neo0801/my-comfy-node" + ], + "install_type": "git-clone", + "description": "NODES:Deep Mosaic Get Image Mosaic Mask, Deep Mosaic Get Video Mosaic Mask, Deep Mosaic Remove Image Mosaic, Deep Mosaic Remove Video Mosaic" + }, + { + "author": "nikkuexe", + "title": "List Data Helper Nodes", + "reference": "https://github.com/paulhoux/Smart-Prompting", + "files": [ + "https://github.com/paulhoux/Smart-Prompting" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI, allowing you to more easily manipulate text and create good prompts.[w/The use of outdated front extension techniques results in remnants being left behind during uninstallation.]" + }, + { + "author": "nikkuexe", + "title": "List Data Helper Nodes", + "reference": "https://github.com/nikkuexe/ComfyUI-ListDataHelpers", + "files": [ + "https://github.com/nikkuexe/ComfyUI-ListDataHelpers" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for handling lists in ComfyUI." + }, + { + "author": "Fannovel16", + "title": "ComfyUI-AppIO", + "reference": "https://github.com/Fannovel16/ComfyUI-AppIO", + "files": [ + "https://github.com/Fannovel16/ComfyUI-AppIO" + ], + "install_type": "git-clone", + "description": "NODES:AppIO_StringInput, AppIO_ImageInput, AppIO_StringOutput, AppIO_ImageOutput" + }, + { + "author": "seancheung", + "title": "comfyui-creative-nodes", + "reference": "https://github.com/seancheung/comfyui-creative-nodes", + "files": [ + "https://github.com/seancheung/comfyui-creative-nodes" + ], + "install_type": "git-clone", + "description": "NODES:Stop Flow, Skip From Flow, Skip To Flow, Resolution Selector, ResolutionXL Selector" + }, + { + "author": "AlexXi19", + "title": "ComfyUI-OpenAINode", + "reference": "https://github.com/AlexXi19/ComfyUI-OpenAINode", + "files": [ + "https://github.com/AlexXi19/ComfyUI-OpenAINode" + ], + "install_type": "git-clone", + "description": "ComfyUI-OpenAINode is a user-friendly node that serves as an interface to the OpenAI Models.[w/Repo name conflict with Electrofried/ComfyUI-OpenAINode]" + }, + { + "author": "IgPoly", + "title": "ComfyUI-igTools", + "reference": "https://github.com/IgPoly/ComfyUI-igTools", + "files": [ + "https://github.com/IgPoly/ComfyUI-igTools" + ], + "install_type": "git-clone", + "description": "NODES:IGT Simple Tiles Calc" + }, + { + "author": "Ryota", + "title": "Ryota's Nodes", + "reference": "https://github.com/lichenhao/Comfyui_Ryota", + "files": [ + "https://github.com/lichenhao/Comfyui_Ryota" + ], + "install_type": "git-clone", + "description": "NODES:CombineTexts, FontLoader, DrawText, TxtFileLoader, SaveTxtFile, SwitchModelClip, SwitchAnyInputs, Reroute2, Reroute3" + }, + { + "author": "Soppatorsk", + "title": "comfyui_img_to_ascii [WIP]", + "reference": "https://github.com/Soppatorsk/comfyui_img_to_ascii", + "files": [ + "https://github.com/Soppatorsk/comfyui_img_to_ascii" + ], + "install_type": "git-clone", + "description": "Basic functionality for converting an image to ASCII art returned as a png image based on [a/ascii_magic](https://github.com/LeandroBarone/python-ascii_magic)" + }, + { + "author": "Lilien86", + "title": "Comfyui_Latent_Interpolation [WIP]", + "reference": "https://github.com/Lilien86/Comfyui_Latent_Interpolation", + "files": [ + "https://github.com/Lilien86/Comfyui_Latent_Interpolation" + ], + "install_type": "git-clone", + "description": "Hey everyone it's my Custom ComfyUI Nodes Pack repository! This project contains a collection of custom nodes designed to extend the functionality of ComfyUI. These nodes offer capabilities and new creative possibilities, especially in the realms of latent space manipulation and interpolation.\nNOTE: The files in the repo are not organized." + }, + { + "author": "haodman", + "title": "ComfyUI_Rain", + "reference": "https://github.com/haodman/ComfyUI_Rain", + "files": [ + "https://github.com/haodman/ComfyUI_Rain" + ], + "install_type": "git-clone", + "description": "NODES:Rain_ValueSwitch, Rain_Math, Rain_IntToFloat, Rain_ImageSize." + }, + { + "author": "bananasss00", + "title": "Comfyui-PyExec [UNSAFE]", + "reference": "https://github.com/bananasss00/Comfyui-PyExec", + "files": [ + "https://github.com/bananasss00/Comfyui-PyExec" + ], + "install_type": "git-clone", + "description": "Nodes:PyExec.[w/This node allows access to arbitrary files through the workflow, which could pose a security threat.]" + }, + { + "author": "jgbrblmd", + "title": "ComfyUI-ComfyFluxSize [WIP]", + "reference": "https://github.com/jgbrblmd/ComfyUI-ComfyFluxSize", + "files": [ + "https://github.com/jgbrblmd/ComfyUI-ComfyFluxSize" + ], + "install_type": "git-clone", + "description": "Nodes:ComfyFlux Size\nNOTE: The files in the repo are not organized." + }, + { + "author": "yojimbodayne", + "title": "ComfyUI-Dropbox-API [WIP]", + "reference": "https://github.com/yojimbodayne/ComfyUI-Dropbox-API", + "files": [ + "https://github.com/yojimbodayne/ComfyUI-Dropbox-API" + ], + "install_type": "git-clone", + "description": "This custom nodepackage for ComfyUI allows users to interact with Dropbox API, enabling image, text, and video uploads, downloads, and management directly from ComfyUI workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "ilovejohnwhite", + "title": "Kolors Awesome Prompts [WIP]", + "reference": "https://github.com/ilovejohnwhite/Tracer", + "files": [ + "https://github.com/ilovejohnwhite/Tracer" + ], + "install_type": "git-clone", + "description": "Nodes:Image Load TTK, SuckerPunch, LinkMasterNode, PixelPerfectResolution, ImageGenResolutionFromImage, ImageGenResolutionFromLatent, HintImageEnchance\nNOTE: The files in the repo are not organized." + }, + { + "author": "shuanshtalon468uan", + "title": "ComfyUI-Rpg-Architect [WIP]", + "reference": "https://github.com/talon468/ComfyUI-Rpg-Architect", + "files": [ + "https://github.com/talon468/ComfyUI-Rpg-Architect" + ], + "install_type": "git-clone", + "description": "Custom Node for ComfyUI to create RPG Characters\nNOTE: The files in the repo are not organized." + }, + { + "author": "shuanshuan", + "title": "ComfyUI_CheckPointLoader_Ext [WIP]", + "reference": "https://github.com/shuanshuan/ComfyUI_CheckPointLoader_Ext", + "files": [ + "https://github.com/shuanshuan/ComfyUI_CheckPointLoader_Ext" + ], + "install_type": "git-clone", + "description": "NODES:Checkpoint Loader Ext" + }, + { + "author": "123jimin", + "title": "ComfyUI MobileForm [WIP]", + "reference": "https://github.com/123jimin/ComfyUI-MobileForm", + "files": [ + "https://github.com/123jimin/ComfyUI-MobileForm" + ], + "install_type": "git-clone", + "description": "MobileForm is an extension for ComfyUI, providing simple form for any workflows, suitable for use on mobile phones.[w/Currently MobileForm is in a PoC state; expect bugs and breaking changes.]" + }, + { + "author": "go-package-lab", + "title": "ComfyUI-Tools-Video-Combine [WIP]", + "reference": "https://github.com/go-package-lab/ComfyUI-Tools-Video-Combine", + "files": [ + "https://github.com/go-package-lab/ComfyUI-Tools-Video-Combine" + ], + "install_type": "git-clone", + "description": "NODES:LoadAudioUrl, VideoWatermark" + }, + { + "author": "zhongpei", + "title": "Comfyui_image2prompt", + "id": "img2prompt", + "reference": "https://github.com/zhongpei/Comfyui_image2prompt", + "files": [ + "https://github.com/zhongpei/Comfyui_image2prompt" + ], + "install_type": "git-clone", + "description": "Nodes:Image to Text, Loader Image to Text Model.[w/This custom node may break dependencies by reinstalling the torch package.]" + }, + { + "author": "APZmedia", + "title": "comfyui-textools [WIP]", + "reference": "https://github.com/APZmedia/comfyui-textools", + "files": [ + "https://github.com/APZmedia/comfyui-textools" + ], + "install_type": "git-clone", + "description": "ComfyUI-textools is a collection of custom nodes designed for use with ComfyUI. These nodes enhance text processing capabilities, including applying rich text overlays on images and cleaning file names for safe and consistent file management.\nNOTE: The files in the repo are not organized." + }, + { + "author": "Comfy Org", + "title": "ComfyUI_devtools [WIP]", + "reference": "https://github.com/Comfy-Org/ComfyUI_devtools", + "files": [ + "https://github.com/Comfy-Org/ComfyUI_devtools" + ], + "install_type": "git-clone", + "description": "ComfyUI developer tools (Custom Node)" + }, + { + "author": "Sakura-nee", + "title": "ComfyUI_Save2Discord", + "reference": "https://github.com/Sakura-nee/ComfyUI_Save2Discord", + "files": [ + "https://github.com/Sakura-nee/ComfyUI_Save2Discord" + ], + "install_type": "git-clone", + "description": "Nodes:Send Generated Image To Discord Webhook.\nNOTE: The files in the repo are not organized." + }, + { + "author": "ThisModernDay", + "title": "ComfyUI Instructor Ollama", + "reference": "https://github.com/ThisModernDay/ComfyUI-InstructorOllama", + "files": [ + "https://github.com/ThisModernDay/ComfyUI-InstructorOllama" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for interacting with Ollama using the Instructor. Library to provide structured output from your LLM. To use this properly, you would need a running Ollama server reachable from the host that is running ComfyUI.\nNOTE: The files in the repo are not organized, which may lead to update issues." + }, + { + "author": "gioferreira", + "title": "ComfyUI-Molde-Utils", + "reference": "https://github.com/gioferreira/ComfyUI-Molde-Utils", + "files": [ + "https://github.com/gioferreira/ComfyUI-Molde-Utils" + ], + "install_type": "git-clone", + "description": "ComfyUI-Molde-Utils is a utility library designed to provide various helper functions for working with UI elements. This project includes modules for handling bezier curves and color conversions.\nNOTE: The files in the repo are not organized, which may lead to update issues." + }, + { + "author": "kijai", + "title": "ComfyUI nodes for VEnhancer [WIP]", + "reference": "https://github.com/kijai/ComfyUI-VEnhancer", + "files": [ + "https://github.com/kijai/ComfyUI-VEnhancer" + ], + "install_type": "git-clone", + "description": "Original repo: [a/https://github.com/Vchitect/VEnhancer](https://github.com/Vchitect/VEnhancer)" + }, + { + "author": "jimstudt", + "title": "Jim's ComfyUI Nodes [WIP]", + "reference": "https://github.com/jimstudt/ComfyUI-Jims-Nodes", + "files": [ + "https://github.com/jimstudt/ComfyUI-Jims-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Zoom and Enhance Nodes, Text To String List, Choose String, Define Word, Lookup Word, Substitute Words, Dictionary to JSON, JSON file to Dictionary, JSON to Dictionary, Load Image And Info From Path, CubbyHack, Image to Solid Background" + }, + { + "author": "ChrisColeTech", + "title": "ComfyUI-Get-Random-File [UNSAFE]", + "reference": "https://github.com/ChrisColeTech/ComfyUI-Get-Random-File", + "files": [ + "https://github.com/ChrisColeTech/ComfyUI-Get-Random-File" + ], + "install_type": "git-clone", + "description": "Gets a random file from a directory. Returns the filpath as a STRING. [w/This node allows access to arbitrary files through the workflow, which could pose a security threat.]" + }, + { + "author": "neeltheninja", + "title": "ComfyUI-TextOverlay", + "reference": "https://github.com/neeltheninja/ComfyUI-TextOverlay", + "files": [ + "https://github.com/neeltheninja/ComfyUI-TextOverlay" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that adds text overlay to images, with options for text and background color, opacity, vertical positioning, and custom font selection. [w/Name conflict with munkyfoot/ComfyUI-TextOverlay. Cannot install simulatenously.]" + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_bitsandbytes_NF4 [EXPERIMENTAL]", + "reference": "https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4" + ], + "install_type": "git-clone", + "description": "A quickly written custom node that uses code from Forge to support the nf4 flux dev checkpoint and nf4 flux schnell checkpoint.\nRequires installing bitsandbytes.\nMake sure your ComfyUI is updated.\nThe node is: CheckpointLoaderNF4, just plug it in your flux workflow instead of the regular one.[w/NF4 checckpoint doesn't support LoRA.]" + }, + { + "author": "kijai", + "title": "ComfyUI-EasyAnimateWrapper [WIP]", + "reference": "https://github.com/kijai/ComfyUI-EasyAnimateWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-EasyAnimateWrapper" + ], + "install_type": "git-clone", + "description": "EasyAnimateWrapper for ComfyUI" + }, + { + "author": "logtd", + "title": "ComfyUI-Veevee [WIP]", + "reference": "https://github.com/logtd/ComfyUI-Veevee", + "files": [ + "https://github.com/logtd/ComfyUI-Veevee" + ], + "install_type": "git-clone", + "description": "A Video2Video framework for text2image models in ComfyUI. Supports SD1.5 and SDXL." + }, + { + "author": "chrisdreid", + "title": "ComfyUI_EnvAutopsyAPI Debugger [UNSAFE]", + "id": "chrisdreid", + "reference": "https://github.com/chrisdreid/ComfyUI_EnvAutopsyAPI", + "files": [ + "https://github.com/chrisdreid/ComfyUI_EnvAutopsyAPI" + ], + "install_type": "git-clone", + "description": "A powerful debugging tool designed to provide in-depth analysis of your environment and dependencies by exposing API endpoints. This tool allows you to inspect environment variables, pip packages, python info and dependency trees, making it easier to diagnose and resolve issues in your ComfyUI setup.[w/This tool may expose sensitive system information if used on a public server]" + }, + { + "author": "denislov", + "title": "Comfyui_AutoSurvey", + "reference": "https://github.com/denislov/Comfyui_AutoSurvey", + "files": [ + "https://github.com/denislov/Comfyui_AutoSurvey" + ], + "install_type": "git-clone", + "description": "Nodes:AutoSurvey, WriteOutline, WriteSection, ChatModel, QueryKnowledge, ManageDatabase, AddDoc2Knowledge" + }, + { + "author": "leoleelxh", + "title": "ComfyUI-MidjourneyNode-leoleexh", + "reference": "https://github.com/leoleelxh/ComfyUI-MidjourneyNode-leoleexh", + "files": [ + "https://github.com/leoleelxh/ComfyUI-MidjourneyNode-leoleexh" + ], + "install_type": "git-clone", + "description": "This node allows ComfyUI to easily integrate with Midjourney, utilizing the ultra-high quality of Midjourney and the powerful control of SD to provide more convenient capabilities for AIGC.\nNOTE: This node relies on the midjourney proxy project and requires API deployment in advance. For detailed installation, please refer to the instructions of the project. https://github.com/novicezk/midjourney-proxy" + }, + { + "author": "kijai", + "title": "ComfyUI-FollowYourEmojiWrapper [WIP]", + "reference": "https://github.com/kijai/ComfyUI-FollowYourEmojiWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-FollowYourEmojiWrapper" + ], + "install_type": "git-clone", + "description": "Original repo: [a/https://github.com/mayuelala/FollowYourEmoji](https://github.com/mayuelala/FollowYourEmoji)" + }, + { + "author": "haomole", + "title": "Comfyui-SadTalker", + "reference": "https://github.com/haomole/Comfyui-SadTalker", + "files": [ + "https://github.com/haomole/Comfyui-SadTalker" + ], + "install_type": "git-clone", + "description": "[a/SadTalker](https://github.com/OpenTalker/SadTalker) for ComfyUI" + }, + { + "author": "hotpizzatactics", + "title": "ComfyUI-WaterMark-Detector", + "id": "watermark-detector", + "reference": "https://github.com/hotpizzatactics/ComfyUI-WaterMark-Detector", + "files": [ + "https://github.com/hotpizzatactics/ComfyUI-WaterMark-Detector" + ], + "install_type": "git-clone", + "description": "Nodes:CLAHE Enhancement, High Pass Filter, Edge Detection, Combine Enhancements, Adaptive Thresholding, Morphological Operations, Gray Color Enhancement, Improved Gray Color Enhancement, Texture Enhancement, Denoising Filter, Flexible Combine Enhancements." + }, + { + "author": "BetaDoggo", + "title": "ComfyUI-LogicGates", + "id": "logicgates", + "reference": "https://github.com/BetaDoggo/ComfyUI-LogicGates", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-LogicGates" + ], + "install_type": "git-clone", + "description": "Binary Nodes, Byte Nodes, ..." + }, + { + "author": "shadowcz007", + "title": "comfyui-hydit", + "reference": "https://github.com/shadowcz007/comfyui-hydit-lowvram", + "files": [ + "https://github.com/shadowcz007/comfyui-hydit-lowvram" + ], + "install_type": "git-clone", + "description": "HunYuan Diffusers Nodes" + }, + { + "author": "walterFeng", + "title": "ComfyUI-Image-Utils", + "reference": "https://github.com/walterFeng/ComfyUI-Image-Utils", + "files":[ + "https://github.com/walterFeng/ComfyUI-Image-Utils" + ], + "install_type":"git-clone", + "description":"Nodes: Calculate Image Brightness" + }, + { + "author": "zml-ai", + "title": "comfyui-hydit", + "reference": "https://github.com/zml-ai/comfyui-hydit", + "files":[ + "https://github.com/zml-ai/comfyui-hydit" + ], + "install_type":"git-clone", + "description":"The ComfyUI code is under review in the official repository. Meanwhile, a temporary version is available below for immediate community use. We welcome users to try our workflow and appreciate any inquiries or suggestions." + }, + { + "author": "melMass", + "title": "ComfyUI-Lygia", + "id": "lygia", + "reference": "https://github.com/melMass/ComfyUI-Lygia", + "files": [ + "https://github.com/melMass/ComfyUI-Lygia" + ], + "install_type": "git-clone", + "description": "NODES: LygiaProgram, LygiaUniforms" + }, + { + "author": "SpaceWarpStudio", + "title": "ComfyUI_Remaker_FaceSwap", + "reference": "https://github.com/SpaceWarpStudio/ComfyUI_Remaker_FaceSwap", + "files": [ + "https://github.com/SpaceWarpStudio/ComfyUI_Remaker_FaceSwap" + ], + "install_type": "git-clone", + "description": "Nodes:Remaker Face Swap" + }, + { + "author": "VisionExp", + "title": "ve_custom_comfyui_nodes", + "reference": "https://github.com/VisionExp/ve_custom_comfyui_nodes", + "files": [ + "https://github.com/VisionExp/ve_custom_comfyui_nodes" + ], + "install_type": "git-clone", + "description": "Nodes:LoadImgFromInputUrl" + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_CRM", + "id": "csdmt-cxh", + "reference": "https://github.com/StartHua/Comfyui_CSDMT_CXH", + "files": [ + "https://github.com/StartHua/Comfyui_CSDMT_CXH" + ], + "install_type": "git-clone", + "description": "Node:CSD_Makeup\nNOTE:You need to download [a/pre-trained model file](https://github.com/StartHua/Comfyui_CSDMT_CXH)." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-AuraSR-ZHO", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-AuraSR-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-AuraSR-ZHO" + ], + "install_type": "git-clone", + "description": "AuraSR in ComfyUI for img & video\n[w/If the custom_nodes path is not under ComfyUI, be careful as it may not install properly.]" + }, + { + "author": "tom-doerr", + "title": "DSPy Nodes [WIP]", + "reference": "https://github.com/tom-doerr/dspy_nodes", + "files": [ + "https://github.com/tom-doerr/dspy_nodes" + ], + "install_type": "git-clone", + "description": "This is an attempt to make all DSPy features available in ComfyUI. Using an UI to devlop DSPy programs should be way faster since it makes it easier to see what is happening and allows to quickly iterate on the DSPy program structure." + }, + { + "author": "Grant-CP", + "title": "ComfyUI-LivePortraitKJ-MPS", + "reference": "https://github.com/Grant-CP/ComfyUI-LivePortraitKJ-MPS", + "files": [ + "https://github.com/Grant-CP/ComfyUI-LivePortraitKJ-MPS" + ], + "install_type": "git-clone", + "description": "If you wish to incorporate these changes into your repo, feel free to open an issue and ask. The commits should be pretty clear, and I also label almost all changes with #HACK so a full text search will work too.\nPlease let me know if you decide to incorporate any of these changes into your LivePortrait implementation so I can direct people to you repository. I do not intend to maintain this repo.\nSome operations are simply not supported on MPS and I didn't rewrite them. Most of my changes are just to .cuda calls and that sort of thing. Many operations are still done on CPU, so don't expect awesome performance." + }, + { + "author": "thderoo", + "title": "_topfun_s_nodes", + "reference": "https://github.com/thderoo/ComfyUI-_topfun_s_nodes", + "files": [ + "https://github.com/thderoo/ComfyUI-_topfun_s_nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Conditioning Perturbation" + }, + { + "author": "willblaschko", + "title": "ComfyUI-Unload-Models", + "reference": "https://github.com/willblaschko/ComfyUI-Unload-Models", + "files": [ + "https://github.com/willblaschko/ComfyUI-Unload-Models" + ], + "install_type": "git-clone", + "description": "This repository provides developers with a way to better manage their ComfyUI model memory. It includes nodes that allow developers to either unload all models or unload one model at a time. These nodes are designed as pass-through nodes, so they can be used anywhere in the flow. The nodes can be found in the 'Unload Model' section.[w/These are massive hammers, and it could be possible to break things, please don't use them if you need finesse.]" + }, + { + "author": "AIFSH", + "title": "ComfyUI-OpenDIT [WIP]", + "id": "opendit", + "reference": "https://github.com/AIFSH/ComfyUI-OpenDIT", + "files": [ + "https://github.com/AIFSH/ComfyUI-OpenDIT" + ], + "install_type": "git-clone", + "description": "make [a/OpenDIT](https://github.com/NUS-HPC-AI-Lab/OpenDiT) avaliable in ComfyUI" + }, + { + "author": "alexisrolland", + "title": "alexisrolland/ComfyUI-AuraSR", + "id": "aurasr-alexisrolland", + "reference": "https://github.com/alexisrolland/ComfyUI-AuraSR", + "files": [ + "https://github.com/alexisrolland/ComfyUI-AuraSR" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes to run [a/fal-ai/AuraSR](https://huggingface.co/fal-ai/AuraSR) model.[w/This node cannot be installed simultaneously with AIFSH/ComfyUI-AuraSR due to overlapping repository names.]" + }, + { + "author": "linhusyung", + "title": "ComfyUI Build and Train Your Network [WIP]", + "id": "cfgpp", + "reference": "https://github.com/linhusyung/comfyui-Build-and-train-your-network", + "files": [ + "https://github.com/linhusyung/comfyui-Build-and-train-your-network" + ], + "install_type": "git-clone", + "description": "Stable Diffusion is an image generation technique based on diffusion models. Its core idea involves simulating diffusion processes by iteratively adding noise and using neural networks to predict and remove the noise, thereby generating high-quality images. This approach is not limited to image generation; with appropriate network architecture and training data, it can be adapted for various other tasks. The application of neural networks extends beyond image generation. By adjusting network structures and loss functions, neural networks can also perform tasks such as classification and regression. This flexibility makes neural networks a powerful tool for handling a wide range of machine learning tasks. This project aims to expand custom neural network layers (such as linear layers, convolutional layers, etc.) within ComfyUI and provide simplified task training functionalities. Through this project, users can easily construct custom neural network layers and perform training in ComfyUI using a graphical interface." + }, + { + "author": "Fucci-Mateo", + "title": "ComfyUI-Airtable [WIP]", + "id": "airtable", + "reference": "https://github.com/Fucci-Mateo/ComfyUI-Airtable", + "files": [ + "https://github.com/Fucci-Mateo/ComfyUI-Airtable" + ], + "install_type": "git-clone", + "description": "A simple node to load image from local path or http url. You can find this node from 'image' category." + }, + { + "author": "majorsauce", + "title": "comfyui_indieTools [WIP]", + "id": "indie-tools", + "reference": "https://github.com/majorsauce/comfyui_indieTools", + "files": [ + "https://github.com/majorsauce/comfyui_indieTools" + ], + "install_type": "git-clone", + "description": "Nodes:[Indie] Cut by Mask, [Indie] Paste Image, [Indie] Local Scale, [Indie] Solidify, [Indie] Yolo Detector.[w/Install may fail due to invliad requirements.txt file]" + }, + { + "author": "AIFSH", + "title": "ComfyUI-ViViD", + "id": "vivid", + "reference": "https://github.com/AIFSH/ComfyUI-ViViD", + "files": [ + "https://github.com/AIFSH/ComfyUI-ViViD" + ], + "install_type": "git-clone", + "description": "a comfyui custom node for ViViD" + }, + { + "author": "nat-chan", + "title": "comfyui-paint", + "reference": "https://github.com/nat-chan/comfyui-paint", + "files": [ + "https://github.com/nat-chan/comfyui-paint" + ], + "install_type": "git-clone", + "description": "comfyui-paint\n[w/You need to clone submodule manually after clone. There is permission issue.]" + }, + { + "author": "prabinpebam", + "title": "anyPython [UNSAFE]", + "reference": "https://github.com/prabinpebam/anyPython", + "files": [ + "https://github.com/prabinpebam/anyPython" + ], + "install_type": "git-clone", + "description": "This node was inspired by AnyNode. I wanted to have a node where I can paste any python script and execute it. That way I can use this node in combination with a Custom node like the Ollama node that can generate the python code and feed into this node. This also makes it much easier to debug or modify the code iteratively. As of the current version, I've created separate nodes for no input, 1 input and 2 inputs. The input also currently takes only sting as input. Let me know in the discussion how you would use this node.\n[w/This extension allows the execution of arbitrary Python code from a workflow.]" + }, + { + "author": "kijai", + "title": "ComfyUI DiffSynth wrapper nodes", + "id": "diffsynth-wrapper", + "reference": "https://github.com/kijai/ComfyUI-DiffSynthWrapper", + "files": [ + "https://github.com/kijai/ComfyUI-DiffSynthWrapper" + ], + "install_type": "git-clone", + "description": "Currently only the new extended SVD model 'ExVideo' is supported.\nOriginal repo:[a/https://github.com/modelscope/DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)" + }, + { + "author": "AllenEdgarPoe", + "title": "ComfyUI-Xorbis-nodes [WIP]", + "id": "xorbis", + "reference": "https://github.com/AllenEdgarPoe/ComfyUI-Xorbis-nodes", + "files": [ + "https://github.com/AllenEdgarPoe/ComfyUI-Xorbis-nodes" + ], + "install_type": "git-clone", + "description": "This repository is for MuseumX Update. We use ComfyUI as our framework, and the nodes are built for my comfort.\nNOTE: The files in the repo are not organized." + }, + { + "author": "mikeymcfish", + "title": "LaserCutterFull and Deptherize Nodes", + "id": "fishtools", + "reference": "https://github.com/mikeymcfish/FishTools", + "files": [ + "https://github.com/mikeymcfish/FishTools" + ], + "install_type": "git-clone", + "description": "This repository contains two custom nodes, LaserCutterFull and Deptherize, designed for use in image processing workflows. The LaserCutterFull node processes input images to generate layers for laser cutting, while the Deptherize node converts SVG data into a depth map image." + }, + { + "author": "pzzmyc", + "title": "comfyui-sd3-simple-simpletuner", + "id": "simpletuner", + "reference": "https://github.com/pzzmyc/comfyui-sd3-simple-simpletuner", + "files": [ + "https://github.com/pzzmyc/comfyui-sd3-simple-simpletuner" + ], + "install_type": "git-clone", + "description": "Nodes:sd3 simple simpletuner by hhy." + }, + { + "author": "horidream", + "title": "ComfyUI-Horidream", + "id": "horidream", + "reference": "https://github.com/horidream/ComfyUI-Horidream", + "files": [ + "https://github.com/horidream/ComfyUI-Horidream" + ], + "install_type": "git-clone", + "description": "Nodes:Pass Through With Sound." + }, + { + "author": "kijai", + "title": "ComfyUI-DiffusersSD3Wrapper", + "id": "diffusers-sd3-wrapper", + "reference": "https://github.com/kijai/ComfyUI-DiffusersSD3Wrapper", + "files": [ + "https://github.com/kijai/ComfyUI-DiffusersSD3Wrapper" + ], + "install_type": "git-clone", + "description": "Nodes:Load SD3DiffusersPipeline, SD3 ControlNet Sampler" + }, + { + "author": "AustinMroz", + "title": "ComfyUI-SD3-Medium-CN-Diffusers [WIP]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SD3-Medium-CN-Diffusers", + "files": [ + "https://github.com/AustinMroz/ComfyUI-WorkflowCheckpointing" + ], + "install_type": "git-clone", + "description": "ComfyUI SD3-Medium ControlNet (Diffusers)" + }, + { + "author": "redhottensors", + "title": "ComfyUI-ODE", + "id": "ode", + "reference": "https://github.com/redhottensors/ComfyUI-ODE", + "files": [ + "https://github.com/redhottensors/ComfyUI-ODE" + ], + "install_type": "git-clone", + "description": "ODE Solvers for ComfyUI\nThis node enables use of torchdiffeq ODE solvers with models. Intended for use with Stable Diffusion 3 and similar flow models." + }, + { + "author": "maruhidd", + "title": "Transparent Background for ComfyUI", + "id": "transparent-bg", + "reference": "https://github.com/maruhidd/ComfyUI_Transparent-Background", + "files": [ + "https://github.com/maruhidd/ComfyUI_Transparent-Background" + ], + "install_type": "git-clone", + "description": "Nodes:Remove Background, Fill Transparent" + }, + { + "author": "ejektaflex", + "title": "ComfyUI - Ty", + "id": "ty-nodes", + "reference": "https://github.com/ejektaflex/ComfyUI-Ty", + "files": [ + "https://github.com/ejektaflex/ComfyUI-Ty" + ], + "install_type": "git-clone", + "description": "Nodes:Lora Block Weight Regex Loader" + }, + { + "author": "jtydhr88", + "title": "ComfyUI-Unique3D [WIP]", + "id": "unique3d", + "reference": "https://github.com/jtydhr88/ComfyUI-Unique3D", + "files": [ + "https://github.com/jtydhr88/ComfyUI-Unique3D" + ], + "install_type": "git-clone", + "description": "ComfyUI Unique3D is custom nodes that running [a/AiuniAI/Unique3D](https://github.com/AiuniAI/Unique3D) into ComfyUI." + }, + { + "author": "kycg", + "title": "comfyui-Kwtoolset", + "id": "kwtoolset", + "reference": "https://github.com/kycg/comfyui-Kwtoolset", + "files": [ + "https://github.com/kycg/comfyui-Kwtoolset" + ], + "install_type": "git-clone", + "description": "Nodes:KwtoolsetLoraLoaderwithpreview, KwtoolsetCheckpointLoaderwithpreview, KwtoolsetLoadCheckpointsBatch, KwtoolsetGrowMaskPlus, KwtoolsetGetHipMask, KwtoolsetGetHipMasktest, KwtoolsetGetImageSize, KWPositiveString, KWNagetiveString, KWanywhereString, KwtoolsetChangeOpenpose, ..." + }, + { + "author": "mashb1t", + "title": "ComfyUI mashb1t nodes", + "id": "mashb1t", + "reference": "https://github.com/mashb1t/comfyui-nodes-mashb1t", + "files": [ + "https://github.com/mashb1t/comfyui-nodes-mashb1t" + ], + "install_type": "git-clone", + "description": "This Python script is an optional add-on to the Comfy UI stable diffusion client." + }, + { + "author": "immersiveexperience", + "title": "ie-comfyui-color-nodes", + "reference": "https://github.com/immersiveexperience/ie-comfyui-color-nodes", + "files": [ + "https://github.com/immersiveexperience/ie-comfyui-color-nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for simple color correction." + }, + { + "author": "LZpenguin", + "title": "ComfyUI-Text", + "id": "comfy-text", + "reference": "https://github.com/LZpenguin/ComfyUI-Text", + "files": [ + "https://github.com/LZpenguin/ComfyUI-Text" + ], + "install_type": "git-clone", + "description": "Nodes:Add_text_by_mask.[w/This custom node cannot be installed simultaneously as it has the same repository name as MarkoCa1/ComfyUI-Text.]" + }, + { + "author": "norgeous", + "title": "UI Builder [WIP]", + "id": "norgeous", + "reference": "https://github.com/norgeous/ComfyUI-UI-Builder", + "files": [ + "https://github.com/norgeous/ComfyUI-UI-Builder" + ], + "install_type": "git-clone", + "description": "Alternative configurable React UI overlay for Comfy UI." + }, + { + "author": "Shinsplat", + "title": "ComfyUI-Shinsplat [UNSAFE]", + "id": "shinsplat", + "reference": "https://github.com/Shinsplat/ComfyUI-Shinsplat", + "files": [ + "https://github.com/Shinsplat/ComfyUI-Shinsplat" + ], + "install_type": "git-clone", + "description": "Nodes: Clip Text Encode (Shinsplat), Clip Text Encode SDXL (Shinsplat), Lora Loader (Shinsplat).\n[w/This extension poses a risk of executing arbitrary commands through workflow execution. Please be cautious.]" + }, + { + "author": "hy134300", + "title": "comfyui-hydit", + "reference": "https://github.com/hy134300/comfyui-hydit", + "files": [ + "https://github.com/hy134300/comfyui-hydit" + ], + "install_type": "git-clone", + "description": "This repository contains a customized node and workflow designed specifically for HunYuan DIT. The official tests conducted on DDPM, DDIM, and DPMMS have consistently yielded results that align with those obtained through the Diffusers library. However, it's important to note that we cannot assure the consistency of results from other ComfyUI native samplers with the Diffusers inference. We cordially invite users to explore our workflow and are open to receiving any inquiries or suggestions you may have." + }, + { + "author": "corbin-hayden13", + "title": "ComfyUI-Better-Dimensions", + "id": "better-dim", + "reference": "https://github.com/corbin-hayden13/ComfyUI-Better-Dimensions", + "files": [ + "https://github.com/corbin-hayden13/ComfyUI-Better-Dimensions" + ], + "install_type": "git-clone", + "description": "Nodes:BetterImageDimensions, SDXLDimensions, PureRatio" + }, + { + "author": "endman100", + "title": "ComfyUI-augmentation", + "id": "augmentation", + "reference": "https://github.com/endman100/ComfyUI-augmentation", + "files": [ + "https://github.com/endman100/ComfyUI-augmentation" + ], + "install_type": "git-clone", + "description": "Nodes:RamdomFlipImage (endman100)" + }, + { + "author": "endman100", + "title": "ComfyUI Nodes: SaveConditioning and LoadConditioning", + "id": "save-load-conditioning", + "reference": "https://github.com/endman100/ComfyUI-SaveAndLoadPromptCondition", + "files": [ + "https://github.com/endman100/ComfyUI-SaveAndLoadPromptCondition" + ], + "install_type": "git-clone", + "description": "The SaveConditioning node is designed to save conditioning data to binary files. This is useful for storing and reusing conditioning information across different sessions or applications.\n[w/This node can only handle very limited conditioning at the text prompt level.]" + }, + { + "author": "kijai", + "title": "ComfyUI-CV-VAE", + "id": "cv-vae", + "reference": "https://github.com/kijai/ComfyUI-CV-VAE", + "files": [ + "https://github.com/kijai/ComfyUI-CV-VAE" + ], + "install_type": "git-clone", + "description": "Nodes:CV_VAE_Load, CV_VAE_Encode, CV_VAE_Decode" + }, + { + "author": "GentlemanHu", + "title": "ComfyUI Notifier", + "id": "notifier", + "reference": "https://github.com/GentlemanHu/ComfyUI-Notifier", + "files": [ + "https://github.com/GentlemanHu/ComfyUI-Notifier" + ], + "install_type": "git-clone", + "description": "Nodes:GentlemanHu_Notifier" + }, + { + "author": "jimmm-ai", + "title": "TimeUi a ComfyUI Timeline Node System [WIP]", + "id": "timeline", + "reference": "https://github.com/jimmm-ai/TimeUi-a-ComfyUi-Timeline-Node", + "files": [ + "https://github.com/jimmm-ai/TimeUi-a-ComfyUi-Timeline-Node" + ], + "install_type": "git-clone", + "description": "I've been working on the UX/UI of a timeline custom node system for ComfyUI over the past two weeks. The goal is to create a timeline similar to video/animation editing tools, without relying on traditional timeframe code. You can effortlessly add, delete, or rearrange rows, providing a streamlined user experience." + }, + { + "author": "StartHua", + "title": "Comfyui_CXH_CRM", + "id": "cxh-crm", + "reference": "https://github.com/StartHua/Comfyui_CXH_CRM", + "files": [ + "https://github.com/StartHua/Comfyui_CXH_CRM" + ], + "install_type": "git-clone", + "description": "Nodes:CRM" + }, + { + "author": "comfypod", + "title": "ComfyUI-Comflow", + "id": "comflow", + "reference": "https://github.com/comfypod/ComfyUI-Comflow", + "files": [ + "https://github.com/comfypod/ComfyUI-Comflow" + ], + "install_type": "git-clone", + "description": "ComfyUI-Comflow." + }, + { + "author": "FoundD-oka", + "title": "ComfyUI KISEKAE-OOTD", + "id": "kisekae-ootd", + "reference": "https://github.com/FoundD-oka/ComfyUI-kisekae-OOTD", + "files": [ + "https://github.com/FoundD-oka/ComfyUI-kisekae-OOTD" + ], + "install_type": "git-clone", + "description": "Nodes:LoadOOTDPipeline, LoadOOTDPipelineHub, LoadOOTDPipelineHub." + }, + { + "author": "bruce007lee", + "title": "comfyui-tiny-utils", + "id": "tiny-utils", + "reference": "https://github.com/bruce007lee/comfyui-tiny-utils", + "files": [ + "https://github.com/bruce007lee/comfyui-tiny-utils" + ], + "install_type": "git-clone", + "description": "Nodes:FaceAlign, FaceAlignImageProcess, FaceAlignMaskProcess, ImageFillColorByMask, CropImageByMask, LoadImageAdvance, ImageTransposeAdvance, ImageSAMMask" + }, + { + "author": "brycegoh", + "title": "brycegoh/comfyui-custom-nodes", + "reference": "https://github.com/brycegoh/comfyui-custom-nodes", + "files": [ + "https://github.com/brycegoh/comfyui-custom-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:MaskAreaComparisonSegment, FillMaskedArea, OCRAndMask, CombineTwoImageIntoOne" + }, + { + "author": "LykosAI", + "title": "ComfyUI Nodes for Inference.Core", + "id": "inference-core", + "reference": "https://github.com/LykosAI/ComfyUI-Inference-Core-Nodes", + "files": [ + "https://github.com/LykosAI/ComfyUI-Inference-Core-Nodes" + ], + "install_type": "git-clone", + "description": "Primary Nodes for Inference.Core and Stability Matrix. With a focus on not impacting startup performance and using fully qualified Node names. [w/This custom node is likely to conflict with many other nodes.]" + }, + { + "author": "tracerstar", + "title": "comfyui-p5js-node", + "id": "p5js", + "reference": "https://github.com/tracerstar/comfyui-p5js-node", + "files": [ + "https://github.com/tracerstar/comfyui-p5js-node" + ], + "install_type": "git-clone", + "description": "A simple proof of concept node to pass a p5js canvas through ComfyUI for img2img generation use." + }, + { + "author": "chaojie", + "title": "ComfyUI-mobvoi-openapi", + "id": "mobvoi-openapi", + "reference": "https://github.com/chaojie/ComfyUI-mobvoi-openapi", + "files": [ + "https://github.com/chaojie/ComfyUI-mobvoi-openapi" + ], + "install_type": "git-clone", + "description": "Nodes:MobvoiOpenapiMetamanText, MobvoiOpenapiMetamanAudio, MobvoiOpenapiTts, HtmlViewer, OssUploadImage, OssUploadAudio" + }, + { + "author": "immersiveexperience", + "title": "ie-comfyui-color-nodes", + "id": "ie-color-nodes", + "reference": "https://github.com/immersiveexperience/ie-comfyui-color-nodes", + "files": [ + "https://github.com/immersiveexperience/ie-comfyui-color-nodes" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for simple color correction." + }, + { + "author": "beyastard", + "title": "ComfyUI_BeySoft", + "reference": "https://github.com/beyastard/ComfyUI_BeySoft", + "files": [ + "https://github.com/beyastard/ComfyUI_BeySoft" + ], + "install_type": "git-clone", + "description": "Nodes:BeySoft" + }, + { + "author": "christian-byrne", + "title": "🌌 Infinite Parallax Nodes [WIP]", + "reference": "https://github.com/christian-byrne/infinite-zoom-parallax-nodes", + "files": [ + "https://github.com/christian-byrne/infinite-zoom-parallax-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Parallax Config, Load Parallax Frame, Save Parallax Object Layers, Layer Shifter for Parallax Outpainting, Save Parallax Frame, Shrink and Pad for Outpainting, Create Infinite Zoom Video" + }, + { + "author": "flyingdogsoftware", + "title": "Gyre for ComfyUI", + "id": "gyre", + "reference": "https://github.com/flyingdogsoftware/gyre_for_comfyui", + "files": [ + "https://github.com/flyingdogsoftware/gyre_for_comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:BackgroundRemoval, GyreLoopStart, GyreLoopEnd, GyreIfElse" + }, + { + "author": "githubYiheng", + "title": "comfyui_median_filter", + "id": "median-filter", + "reference": "https://github.com/githubYiheng/comfyui_median_filter", + "files": [ + "https://github.com/githubYiheng/comfyui_median_filter" + ], + "install_type": "git-clone", + "description": "Nodes:Apply Median Filter. [w/This has been updated to be equivalent to the comfyui_kmeans_filter node. Mistake?]" + }, + { + "author": "nat-chan", + "title": "comfyui-exec [UNSAFE]", + "id": "evalnode", + "reference": "https://github.com/nat-chan/comfyui-exec", + "files": [ + "https://github.com/nat-chan/comfyui-exec" + ], + "install_type": "git-clone", + "description": "Nodes:EvalNode [w/Please do not use the node that executes arbitrary code and outputs in any type, as it is dangerous.]" + }, + { + "author": "haofanwang", + "title": "ComfyUI-InstantStyle", + "id": "instantstyle", + "reference": "https://github.com/haofanwang/ComfyUI-InstantStyle", + "files": [ + "https://github.com/haofanwang/ComfyUI-InstantStyle" + ], + "install_type": "git-clone", + "description": "Nodes:PromptLoader, BaseModelLoader, InstantStyleLoader, InstantStyleGenerationNode" + }, + { + "author": "jp0215", + "title": "comfyUI_padding-resize_node", + "reference": "https://github.com/jp0215/comfyUI_padding-resize_node", + "files": [ + "https://raw.githubusercontent.com/jp0215/comfyUI_padding-resize_node/main/PaddingNode.py", + "https://raw.githubusercontent.com/jp0215/comfyUI_padding-resize_node/main/ResizeNode.py" + ], + "install_type": "copy", + "description": "Padding image to 8x: input image and mask, if the side length is not an integer multiple of 8, expand the side length to the smallest multiple of 8 greater than the original side length. Output padding image and mask. Resize to the origin: input the generated image and the original image, crop the generated image to the size of the original image, output the cropped image." + }, + { + "author": "Quasimondo", + "title": "ComfyUI-QuasimondoNodes [WIP]", + "id": "quasimondo-nodes", + "reference": "https://github.com/Quasimondo/ComfyUI-QuasimondoNodes", + "files": [ + "https://github.com/Quasimondo/ComfyUI-QuasimondoNodes" + ], + "install_type": "git-clone", + "description": "Nodes:Custom Shader, Spring Mesh" + }, + { + "author": "TSFSean", + "title": "ComfyUI-TSFNodes", + "id": "tsfnodes", + "reference": "https://github.com/TSFSean/ComfyUI-TSFNodes", + "files": [ + "https://github.com/TSFSean/ComfyUI-TSFNodes" + ], + "install_type": "git-clone", + "description": "Nodes:GyroOSC" + }, + { + "author": "blib-la", + "title": "ComfyUI-Captain-Extensions", + "id": "captain", + "reference": "https://github.com/blib-la/ComfyUI-Captain-Extensions", + "files": [ + "https://github.com/blib-la/ComfyUI-Captain-Extensions" + ], + "install_type": "git-clone", + "description": "ComfyUI extensions for better [a/Captain](https://github.com/blib-la/captain) integration." + }, + { + "author": "ejektaflex", + "title": "ComfyUI-Ty", + "reference": "https://github.com/ejektaflex/ComfyUI-Ty", + "files": [ + "https://github.com/ejektaflex/ComfyUI-Ty" + ], + "install_type": "git-clone", + "description": "Nodes:Lora Block Weight Regex Loader" + }, + { + "author": "christian-byrne", + "title": "Python Interpreter ComfyUI Node [UNSAFE]", + "reference": "https://github.com/christian-byrne/python-interpreter-node", + "files": [ + "https://github.com/christian-byrne/python-interpreter-node" + ], + "install_type": "git-clone", + "description": "For debugging, parsing data, generating random values, converting types, testing custom nodes faster.\nReference and use variables in the code using the same names as the inputs in the UI\nWrapper class around tensors with operator overloading for doing common image manipulation tasks.I might remove this aspect\n[w/This extension allows you to run programs through Python code in your workflow, which may not be secure. Use with caution.]" + }, + { + "author": "sofakid", + "title": "dandy [UNSAFE]", + "reference": "https://github.com/sofakid/dandy", + "files": [ + "https://github.com/sofakid/dandy" + ], + "install_type": "git-clone", + "description": "Dandy is a JavaScript bridge for ComfyUI. It includes everything you need to make JavaScript enabled extensions, or just load and code in little editor nodes right in ComfyUI.[w/This code can cause security issues because it allows for the execution of arbitrary JavaScript input.]" + }, + { + "author": "shadowcz007", + "title": "ComfyUI-PuLID [TEST]", + "reference": "https://github.com/shadowcz007/ComfyUI-PuLID-Test", + "files": [ + "https://github.com/shadowcz007/ComfyUI-PuLID-Test" + ], + "install_type": "git-clone", + "description": "[a/PuLID](https://github.com/ToTheBeginning/PuLID) ComfyUI native implementation." + }, + { + "author": "sangeet", + "title": "Simple Frontend For ComfyUI workflow [TEST]", + "reference": "https://github.com/sangeet/testui", + "files": [ + "https://github.com/sangeet/testui" + ], + "install_type": "git-clone", + "description": "A simple base front-end for text-to-image workflow in ComfyUI. Meant to serve as a base to be modified for future complex workflows" + }, + { + "author": "jtscmw01", + "title": "ComfyUI-DiffBIR", + "id": "diffbir", + "reference": "https://github.com/jtscmw01/ComfyUI-DiffBIR", + "files": [ + "https://github.com/jtscmw01/ComfyUI-DiffBIR" + ], + "install_type": "git-clone", + "description": "This extension provides [a/DiffBIR](https://github.com/XPixelGroup/DiffBIR) feature." + }, + { + "author": "ericbeyer", + "title": "guidance_interval", + "reference": "https://github.com/ericbeyer/guidance_interval", + "files": [ + "https://github.com/ericbeyer/guidance_interval" + ], + "install_type": "git-clone", + "description": "Nodes:Guidance Interval\nNOTE: Because the sampling function is replaced, you must restart after executing this custom node to restore the original state." + }, + { + "author": "oztrkoguz", + "title": "Kosmos2_BBox_Cutter Models", + "reference": "https://github.com/oztrkoguz/ComfyUI_Kosmos2_BBox_Cutter", + "files": [ + "https://github.com/oztrkoguz/ComfyUI_Kosmos2_BBox_Cutter" + ], + "install_type": "git-clone", + "description": "Nodes:KosmosLoader, Kosmos2SamplerSimple, Write" + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-PuLID-ZHO [WIP]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PuLID-ZHO", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PuLID-ZHO" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/PuLID](https://github.com/ToTheBeginning/PuLID)（diffusers） for ComfyUI" + }, + { + "author": "longgui0318", + "title": "comfyui-one-more-step [WIP]", + "reference": "https://github.com/longgui0318/comfyui-one-more-step", + "files": [ + "https://github.com/longgui0318/comfyui-one-more-step" + ], + "install_type": "git-clone", + "description": "[a/(OMS)mhh0318/OneMoreStep](https://github.com/mhh0318/OneMoreStep) comfyui support ." + }, + { + "author": "unknown", + "title": "CLIPTextEncodeAndEnhancev4 (shirazdesigner)", + "reference": "https://github.com/shirazdesigner/CLIPTextEncodeAndEnhancev4", + "files": [ + "https://github.com/shirazdesigner/CLIPTextEncodeAndEnhancev4" + ], + "install_type": "git-clone", + "description": "Nodes:CLIPTextEncodeAndEnhance.\nNOTE:Translation:This is a wrapper that simply makes it easy to install an existing node via git." + }, + { + "author": "Video3DGenResearch", + "title": "ComfyUI Batch Input Node", + "reference": "https://github.com/Video3DGenResearch/comfyui-batch-input-node", + "files": [ + "https://github.com/Video3DGenResearch/comfyui-batch-input-node" + ], + "install_type": "git-clone", + "description": "Nodes:BatchInputText" + }, + { + "author": "kijai", + "title": "ComfyUI nodes to use DeepSeek-VL", + "reference": "https://github.com/kijai/ComfyUI-DeepSeek-VL", + "files": [ + "https://github.com/kijai/ComfyUI-DeepSeek-VL" + ], + "install_type": "git-clone", + "description": "[a/https://huggingface.co/deepseek-ai](https://huggingface.co/deepseek-ai)" + }, + { + "author": "GentlemanHu", + "title": "ComfyUI-Notifier", + "reference": "https://github.com/GentlemanHu/ComfyUI-Notifier", + "files": [ + "https://github.com/GentlemanHu/ComfyUI-Notifier" + ], + "install_type": "git-clone", + "description": "Nodes:GentlemanHu_Notifier" + }, + { + "author": "nat-chan", + "title": "Transceiver📡", + "reference": "https://github.com/nat-chan/transceiver", + "files": [ + "https://github.com/nat-chan/transceiver" + ], + "install_type": "git-clone", + "description": "Why? When processing a large number of requests, the SaveImage and LoadImage nodes may be IO-limited, and using shared memory improves performance by passing images only through memory access, not through IO." + }, + { + "author": "DrMWeigand", + "title": "ComfyUI_LineBreakInserter", + "reference": "https://github.com/DrMWeigand/ComfyUI_LineBreakInserter", + "files": [ + "https://github.com/DrMWeigand/ComfyUI_LineBreakInserter" + ], + "install_type": "git-clone", + "description": "Nodes:Line Break Inserter" + }, + { + "author": "WilliamStanford", + "title": "visuallabs_comfyui_nodes", + "reference": "https://github.com/WilliamStanford/ComfyUI-VisualLabs", + "files": [ + "https://github.com/WilliamStanford/ComfyUI-VisualLabs" + ], + "install_type": "git-clone", + "description": "Nodes:PointStringFromFloatArray" + }, + { + "author": "bruce007lee", + "title": "comfyui-cleaner", + "reference": "https://github.com/bruce007lee/comfyui-cleaner", + "files": [ + "https://github.com/bruce007lee/comfyui-cleaner" + ], + "install_type": "git-clone", + "description": "Nodes:cleaner" + }, + { + "author": "ExponentialML", + "title": "ComfyUI_LiveDirector (WIP)", + "reference": "https://github.com/ExponentialML/ComfyUI_LiveDirector", + "files": [ + "https://github.com/ExponentialML/ComfyUI_LiveDirector" + ], + "install_type": "git-clone", + "description": "Experimental method to use reference video to drive motion in generations without training in ComfyUI." + }, + { + "author": "hy134300", + "title": "comfyui-hb-node", + "reference": "https://github.com/hy134300/comfyui-hb-node", + "files": [ + "https://github.com/hy134300/comfyui-hb-node" + ], + "install_type": "git-clone", + "description": "Nodes:sound voice, text concat, latent to list, movie generate, movie batch, hy save image, generate story" + }, + { + "author": "gameltb", + "title": "io_comfyui", + "reference": "https://github.com/gameltb/io_comfyui", + "files": [ + "https://github.com/gameltb/io_comfyui" + ], + "install_type": "git-clone", + "description": "Let Blender work with ComfyUI by ComfyScript. This addon is still in development." + }, + { + "author": "Jiffies-64", + "title": "ComfyUI-SaveImagePlus", + "reference": "https://github.com/Jiffies-64/ComfyUI-SaveImagePlus", + "files": [ + "https://github.com/Jiffies-64/ComfyUI-SaveImagePlus" + ], + "install_type": "git-clone", + "description": "Nodes:SaveImagePlus" + }, + { + "author": "kadirnar", + "title": "ComfyUI-Adapter [WIP]", + "reference": "https://github.com/kadirnar/ComfyUI-Adapter", + "files": [ + "https://github.com/kadirnar/ComfyUI-Adapter" + ], + "install_type": "git-clone", + "description": "WIP" + }, + { + "author": "Beinsezii", + "title": "comfyui-amd-go-fast", + "reference": "https://github.com/Beinsezii/comfyui-amd-go-fast", + "files": [ + "https://github.com/Beinsezii/comfyui-amd-go-fast" + ], + "install_type": "git-clone", + "description": "This contains all-in-one 'principled' nodes for T2I, I2I, refining, and scaling. Additionally it has many tools for directly manipulating the color of latents, high res fix math, and scripted image post-processing." + }, + { + "author": "sugarkwork", + "title": "comfyui_psd [WIP]", + "reference": "https://github.com/sugarkwork/comfyui_psd", + "files": [ + "https://github.com/sugarkwork/comfyui_psd" + ], + "install_type": "git-clone", + "description": "Not working yet." + }, + { + "author": "SadaleNet", + "title": "ComfyUI Port for Google's Prompt-to-Prompt", + "reference": "https://github.com/SadaleNet/ComfyUI-Prompt-To-Prompt", + "files": [ + "https://github.com/SadaleNet/ComfyUI-Prompt-To-Prompt" + ], + "install_type": "git-clone", + "description": "This is a PoC port of [a/Google's Prompt-to-Prompt](https://github.com/google/prompt-to-prompt/) to ComfyUI. It isn't feature complete. But it's good enough for evaluating if prompt-to-prompt is of any good." + }, + { + "author": "stavsap", + "title": "ComfyUI Ollama [WIP]", + "reference": "https://github.com/stavsap/ComfyUI-React-SDK", + "files": [ + "https://github.com/stavsap/ComfyUI-React-SDK" + ], + "install_type": "git-clone", + "description": "This project is for building React application as an overlay upon ComfyUI.\nProviding and ability to provide desired UI with ComfyUI API and workflows.\nInspired by: [a/https://github.com/cubiq/Comfy_Dungeon](https://github.com/cubiq/Comfy_Dungeon)" + }, + { + "author": "cubiq", + "title": "Comfy Dungeon [WIP]", + "reference": "https://github.com/cubiq/Comfy_Dungeon", + "files": [ + "https://github.com/cubiq/Comfy_Dungeon" + ], + "install_type": "git-clone", + "description": "Build D&D Character Portraits with ComfyUI.\nIMPORTANT: At the moment this is mostly a tech demo to show how to build a web app on top of ComfyUI. The code is very messy and the application doesn't guaratee consistent results." + }, + { + "author": "dfl", + "title": "comfyui-stylegan", + "reference": "https://github.com/dfl/comfyui-stylegan", + "files": [ + "https://github.com/dfl/comfyui-stylegan" + ], + "install_type": "git-clone", + "description": "Generator for StyleGAN 3" + }, + { + "author": "A719689614", + "title": "ComfyUI_AC_FUNV8Beta1", + "reference": "https://github.com/A719689614/ComfyUI_AC_FUNV8Beta1", + "files": [ + "https://github.com/A719689614/ComfyUI_AC_FUNV8Beta1" + ], + "install_type": "git-clone", + "description": "Nodes:AC_Super_Controlnet/Checkpoint/Loras/Lora&LCM/KSampler/UpKSampler/SaveImage/PreviewImage/CKPT&LCM/CLIPEN/EmptLatent, AC_FUN_SUPER_LARGE, AC_Super_Come_Ckpt, AC_Super_Come_Lora" + }, + { + "author": "houdinii", + "title": "comfy-magick [WIP]", + "reference": "https://github.com/houdinii/comfy-magick", + "files": [ + "https://github.com/houdinii/comfy-magick" + ], + "install_type": "git-clone", + "description": "This is a way to implement ImageMagick functionality in ComfyUI, which is generally PIL (pillow) based. I'm not sure the best way to handle this, as batch images make it a lot more complex, but the general idea will be two nodes to translate the IMAGE type, a torch.tensor of shape [batch, height, width, channels], or [1, 600, 800, 3] for a single 800x600 image, into/from a wand Image object." + }, + { + "author": "tjorbogarden", + "title": "my-useful-comfyui-custom-nodes", + "reference": "https://github.com/tjorbogarden/my-useful-comfyui-custom-nodes", + "files": [ + "https://github.com/tjorbogarden/my-useful-comfyui-custom-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:My-Image Sizer, KSamplerSDXLAdvanced." + }, + { + "author": "DeTK", + "title": "ComfyUI Node Switcher", + "reference": "https://github.com/DeTK/ComfyUI-Switch", + "files": [ + "https://github.com/DeTK/ComfyUI-Switch" + ], + "install_type": "git-clone", + "description": "Nodes:NodeSwitch." + }, + { + "author": "GrindHouse66", + "title": "GH Tools for ComfyUI", + "reference": "https://github.com/GrindHouse66/ComfyUI-GH_Tools", + "files": [ + "https://github.com/GrindHouse66/ComfyUI-GH_Tools" + ], + "install_type": "git-clone", + "description": "Nodes:GH Tools Image Sizer, GH Tools Simple Scale. Simple quality of life Tools for ComfyUI. Basically, If it makes my life easier, it will be here. The list will grow over time." + }, + { + "author": "Beinsezii", + "title": "comfyui-amd-go-fast", + "reference": "https://github.com/Beinsezii/comfyui-amd-go-fast", + "files": [ + "https://github.com/Beinsezii/comfyui-amd-go-fast" + ], + "install_type": "git-clone", + "description": "See details: [a/link](https://github.com/Beinsezii/comfyui-amd-go-fast?tab=readme-ov-file)" + }, + { + "author": "SeedV", + "title": "ComfyUI-SeedV-Nodes [UNSAFE]", + "reference": "https://github.com/SeedV/ComfyUI-SeedV-Nodes", + "files": [ + "https://github.com/SeedV/ComfyUI-SeedV-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Script.\n[w/This extension poses a risk of executing arbitrary commands through workflow execution. Please be cautious.]" + }, + { + "author": "mut-ex", + "title": "ComfyUI GLIGEN GUI Node", + "reference": "https://github.com/mut-ex/comfyui-gligengui-node", + "files": [ + "https://github.com/mut-ex/comfyui-gligengui-node" + ], + "install_type": "git-clone", + "description": "This is a simple, straightforward ComfyUI node to be used along with the [a/GLIGEN GUI](https://github.com/mut-ex/gligen-gui) I developed.\nNOTE:[a/Make sure you have the GLIGEN GUI up and running](https://github.com/mut-ex/gligen-gui/tree/main)" + }, + { + "author": "unanan", + "title": "ComfyUI-Dist [WIP]", + "reference": "https://github.com/unanan/ComfyUI-Dist", + "files": [ + "https://github.com/unanan/ComfyUI-Dist" + ], + "install_type": "git-clone", + "description": "For distributed processing ComfyUI workflows within a local area network.\nNot Finished Yet." + }, + { + "author": "NicholasKao1029", + "title": "comfyui-hook", + "reference": "https://github.com/NicholasKao1029/comfyui-hook", + "files": [ + "https://github.com/NicholasKao1029/comfyui-hook" + ], + "install_type": "git-clone", + "description": "This extension provides additional API" + }, + { + "author": "Extraltodeus", + "title": "Conditioning-token-experiments-for-ComfyUI", + "reference": "https://github.com/Extraltodeus/Conditioning-token-experiments-for-ComfyUI", + "files": [ + "https://github.com/Extraltodeus/Conditioning-token-experiments-for-ComfyUI" + ], + "install_type": "git-clone", + "description": "I made these nodes for experimenting so it's far from perfect but at least it is entertaining!\nIt uses cosine similarities or smallest euclidean distances to find the closest tokens." + }, + { + "author": "shadowcz007", + "title": "comfyui-llamafile [WIP]", + "reference": "https://github.com/shadowcz007/comfyui-sd-prompt-mixlab", + "files": [ + "https://github.com/shadowcz007/comfyui-sd-prompt-mixlab" + ], + "install_type": "git-clone", + "description": "This node is an experimental node aimed at exploring the collaborative way of human-machine creation." + }, + { + "author": "gameltb", + "title": "ComfyUI paper playground", + "reference": "https://github.com/gameltb/ComfyUI_paper_playground", + "files": [ + "https://github.com/gameltb/ComfyUI_paper_playground" + ], + "install_type": "git-clone", + "description": "Evaluate some papers in ComfyUI, just playground.\nNOTE: Various models need to be installed, so please visit the repository to check." + }, + { + "author": "huizhang0110", + "title": "ComfyUI_Easy_Nodes_hui", + "reference": "https://github.com/huizhang0110/ComfyUI_Easy_Nodes_hui", + "files": [ + "https://github.com/huizhang0110/ComfyUI_Easy_Nodes_hui" + ], + "install_type": "git-clone", + "description": "Nodes:EasyEmptyLatentImage" + }, + { + "author": "tuckerdarby", + "title": "ComfyUI-TDNodes [WIP]", + "reference": "https://github.com/tuckerdarby/ComfyUI-TDNodes", + "files": [ + "https://github.com/tuckerdarby/ComfyUI-TDNodes" + ], + "install_type": "git-clone", + "description": "Nodes:KSampler (RAVE), KSampler (TF), Object Tracker, KSampler Batched, Video Tracker Prompt, TemporalNet Preprocessor, Instance Tracker Prompt, Instance Diffusion Loader, Hand Tracker Node" + }, + { + "author": "shadowcz007", + "title": "comfyui-CLIPSeg", + "reference": "https://github.com/shadowcz007/comfyui-CLIPSeg", + "files": [ + "https://github.com/shadowcz007/comfyui-CLIPSeg" + ], + "install_type": "git-clone", + "description": "Download [a/CLIPSeg](https://huggingface.co/CIDAS/clipseg-rd64-refined/tree/main), move to : models/clipseg" + }, + { + "author": "stutya", + "title": "ComfyUI-Terminal [UNSAFE]", + "reference": "https://github.com/stutya/ComfyUI-Terminal", + "files": [ + "https://github.com/stutya/ComfyUI-Terminal" + ], + "install_type": "git-clone", + "description": "Run Terminal Commands from ComfyUI.\n[w/This extension poses a risk of executing arbitrary commands through workflow execution. Please be cautious.]" + }, + { + "author": "marcueberall", + "title": "ComfyUI-BuildPath", + "reference": "https://github.com/marcueberall/ComfyUI-BuildPath", + "files": [ + "https://github.com/marcueberall/ComfyUI-BuildPath" + ], + "install_type": "git-clone", + "description": "Nodes: Build Path Adv." + }, + { + "author": "LotzF", + "title": "ComfyUI simple ChatGPT completion [UNSAFE]", + "reference": "https://github.com/LotzF/ComfyUI-Simple-Chat-GPT-completion", + "files": [ + "https://github.com/LotzF/ComfyUI-Simple-Chat-GPT-completion" + ], + "install_type": "git-clone", + "description": "A simple node to request ChatGPT completions. [w/Do not share your workflows including the API key! I'll take no responsibility for your leaked keys.]" + }, + { + "author": "17Retoucher", + "title": "ComfyUI_Fooocus", + "reference": "https://github.com/17Retoucher/ComfyUI_Fooocus", + "files": [ + "https://github.com/17Retoucher/ComfyUI_Fooocus" + ], + "install_type": "git-clone", + "description": "Custom nodes that help reproduce image generation in Fooocus." + }, + { + "author": "BadCafeCode", + "title": "execution-inversion-demo-comfyui", + "reference": "https://github.com/BadCafeCode/execution-inversion-demo-comfyui", + "files": [ + "https://github.com/BadCafeCode/execution-inversion-demo-comfyui" + ], + "install_type": "git-clone", + "description": "execution-inversion-demo-comfyui" + }, + { + "author": "prodogape", + "title": "ComfyUI-clip-interrogator [WIP]", + "reference": "https://github.com/prodogape/ComfyUI-clip-interrogator", + "files": [ + "https://github.com/prodogape/ComfyUI-clip-interrogator" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI extension of clip-interrogator" + }, + { + "author": "poisenbery", + "title": "NudeNet-Detector-Provider [WIP]", + "reference": "https://github.com/poisenbery/NudeNet-Detector-Provider", + "files": [ + "https://github.com/poisenbery/NudeNet-Detector-Provider" + ], + "install_type": "git-clone", + "description": "BBOX Detector Provider for NudeNet. Bethesda version of NudeNet V3 detector provider to work with Impact Pack ComfyUI." + }, + { + "author": "LarryJane491", + "title": "ComfyUI-ModelUnloader", + "reference": "https://github.com/LarryJane491/ComfyUI-ModelUnloader", + "files": [ + "https://github.com/LarryJane491/ComfyUI-ModelUnloader" + ], + "install_type": "git-clone", + "description": "A simple custom node that unloads all models. Useful for developers or users who want to free some memory." + }, + { + "author": "MrAdamBlack", + "title": "CheckProgress [WIP]", + "reference": "https://github.com/MrAdamBlack/CheckProgress", + "files": [ + "https://github.com/MrAdamBlack/CheckProgress" + ], + "install_type": "git-clone", + "description": "I was looking for a node to put in place to ensure my prompt etc where going as expected before the rest of the flow executed. To end the session, I just return the input image as None (see expected error). Recommend using it alongside PreviewImage, then output to the rest of the flow and Save Image." + }, + { + "author": "birnam", + "title": "Gen Data Tester [WIP]", + "reference": "https://github.com/birnam/ComfyUI-GenData-Pack", + "files": [ + "https://github.com/birnam/ComfyUI-GenData-Pack" + ], + "install_type": "git-clone", + "description": "This answers the itch for being able to easily paste [a/CivitAI.com](https://civitai.com/) generated data (or other simple metadata) into Comfy in a way that makes it easy to test with multiple checkpoints." + }, + { + "author": "nidefawl", + "title": "ComfyUI-nidefawl [UNSAFE]", + "reference": "https://github.com/nidefawl/ComfyUI-nidefawl", + "files": [ + "https://github.com/nidefawl/ComfyUI-nidefawl" + ], + "install_type": "git-clone", + "description": "Nodes:PythonScript, BlendImagesWithBoundedMasks, CropImagesWithMasks, VAELoaderDataType, ModelSamplerTonemapNoiseTest, gcLatentTunnel, ReferenceOnlySimple, EmptyImageWithColor, MaskFromColor, SetLatentCustomNoise, LatentToImage, ImageToLatent, LatentScaledNoise, DisplayAnyType, SamplerCustomCallback, CustomCallback, SplitCustomSigmas, SamplerDPMPP_2M_SDE_nidefawl, LatentPerlinNoise.
    [w/This node is an unsafe node that includes the capability to execute arbitrary python script.]" + }, + { + "author": "foglerek", + "title": "comfyui-cem-tools", + "reference": "https://github.com/foglerek/comfyui-cem-tools", + "files": [ + "https://github.com/foglerek/comfyui-cem-tools" + ], + "install_type": "git-clone", + "description": "Nodes:ProcessImageBatch" + }, + { + "author": "komojini", + "title": "ComfyUI_Prompt_Template_CustomNodes", + "reference": "https://github.com/komojini/ComfyUI_Prompt_Template_CustomNodes", + "files": [ + "https://raw.githubusercontent.com/komojini/ComfyUI_Prompt_Template_CustomNodes/main/prompt_with_template.py" + ], + "install_type": "copy", + "description": "Nodes:Prompt with Template" + }, + { + "author": "talesofai", + "title": "comfyui-supersave [WIP]", + "reference": "https://github.com/talesofai/comfyui-supersave", + "files": [ + "https://github.com/talesofai/comfyui-supersave" + ], + "install_type": "git-clone", + "description": "WIP" + }, + { + "author": "Sai-ComfyUI", + "title": "ComfyUI-MS-Nodes [WIP]", + "reference": "https://github.com/Sai-ComfyUI/ComfyUI-MS-Nodes", + "files": [ + "https://github.com/Sai-ComfyUI/ComfyUI-MS-Nodes" + ], + "install_type": "git-clone", + "description": "WIP" + }, + { + "author": "eigenpunk", + "title": "ComfyUI-audio", + "reference": "https://github.com/eigenpunk/ComfyUI-audio", + "files": [ + "https://github.com/eigenpunk/ComfyUI-audio" + ], + "install_type": "git-clone", + "description": "generative audio tools for ComfyUI. highly experimental-expect things to break." + }, + { + "author": "Jaxkr", + "title": "comfyui-terminal-command [UNSAFE]", + "reference": "https://github.com/Jaxkr/comfyui-terminal-command", + "files": [ + "https://github.com/Jaxkr/comfyui-terminal-command" + ], + "install_type": "git-clone", + "description": "Nodes: Run Terminal Command. [w/This node is an unsafe node that includes the capability to execute terminal commands.]" + }, + { + "author": "BlueDangerX", + "title": "ComfyUI-BDXNodes [WIP]", + "reference": "https://github.com/BlueDangerX/ComfyUI-BDXNodes", + "files": [ + "https://github.com/BlueDangerX/ComfyUI-BDXNodes" + ], + "install_type": "git-clone", + "description": "Nodes: Node Jumper. Various quality of life testing nodes" + }, + { + "author": "IvanZhd", + "title": "comfyui-codeformer [WIP]", + "reference": "https://github.com/IvanZhd/comfyui-codeformer", + "files": [ + "https://github.com/IvanZhd/comfyui-codeformer" + ], + "install_type": "git-clone", + "description": "Nodes:Image Inverter" + }, + { + "author": "romeobuilderotti", + "title": "ComfyUI-EZ-Pipes", + "reference": "https://github.com/romeobuilderotti/ComfyUI-EZ-Pipes", + "files": [ + "https://github.com/romeobuilderotti/ComfyUI-EZ-Pipes" + ], + "install_type": "git-clone", + "description": "ComfyUI-EZ-Pipes is a set of custom pipe nodes for ComfyUI. It provides a set of Input/Edit/Output nodes for each pipe type." + }, + { + "author": "wormley", + "title": "comfyui-wormley-nodes", + "reference": "https://github.com/wormley/comfyui-wormley-nodes", + "files": [ + "https://github.com/wormley/comfyui-wormley-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: CheckpointVAELoaderSimpleText, CheckpointVAESelectorText, LoRA_Tag_To_Stack" + }, + { + "author": "Brandelan", + "title": "ComfyUI_bd_customNodes", + "reference": "https://github.com/Brandelan/ComfyUI_bd_customNodes", + "files": [ + "https://github.com/Brandelan/ComfyUI_bd_customNodes" + ], + "install_type": "git-clone", + "description": "Nodes: BD Random Range, BD Settings, BD Sequencer." + }, + { + "author": "Jordach", + "title": "comfy-consistency-vae", + "reference": "https://github.com/Jordach/comfy-consistency-vae", + "files": [ + "https://github.com/Jordach/comfy-consistency-vae" + ], + "install_type": "git-clone", + "description": "Nodes: Comfy_ConsistencyVAE" + }, + { + "author": "gameltb", + "title": "ComfyUI_stable_fast", + "reference": "https://github.com/gameltb/ComfyUI_stable_fast", + "files": [ + "https://github.com/gameltb/ComfyUI_stable_fast" + ], + "install_type": "git-clone", + "description": "Nodes:ApplyStableFastUnet. Experimental usage of stable-fast." + }, + { + "author": "jn-jairo", + "title": "jn_node_suite_comfyui [WIP]", + "reference": "https://github.com/jn-jairo/jn_node_suite_comfyui", + "files": [ + "https://github.com/jn-jairo/jn_node_suite_comfyui" + ], + "install_type": "git-clone", + "description": "Image manipulation nodes, Temperature control nodes, Tiling nodes, Primitive and operation nodes, ..." + }, + { + "author": "laksjdjf", + "title": "ssd-1b-comfyui", + "reference": "https://github.com/laksjdjf/ssd-1b-comfyui", + "files": [ + "https://github.com/laksjdjf/ssd-1b-comfyui" + ], + "install_type": "git-clone", + "description": "Experimental node for SSD-1B. This node is not need for latest comfyui." + }, + { + "author": "flowtyone", + "title": "comfyui-flowty-lcm", + "reference": "https://github.com/flowtyone/comfyui-flowty-lcm", + "files": [ + "https://github.com/flowtyone/comfyui-flowty-lcm" + ], + "install_type": "git-clone", + "description": "This is a comfyui early testing node for LCM, adapted from [a/https://github.com/0xbitches/sd-webui-lcm](https://github.com/0xbitches/sd-webui-lcm). It uses the diffusers backend unfortunately and not comfy's model loading mechanism. But the intention here is just to be able to execute lcm inside comfy.\nNOTE: 0xbitches's 'Latent Consistency Model for ComfyUI' is original implementation." + }, + { + "author": "doucx", + "title": "ComfyUI_WcpD_Utility_Kit", + "reference": "https://github.com/doucx/ComfyUI_WcpD_Utility_Kit", + "files": [ + "https://github.com/doucx/ComfyUI_WcpD_Utility_Kit" + ], + "install_type": "git-clone", + "description": "Nodes: MergeStrings, ExecStrAsCode, RandnLatentImage. [w/NOTE: This extension includes the ability to execute code as a string in nodes. Be cautious during installation, as it can pose a security risk.]" + }, + { + "author": "WSJUSA", + "title": "pre-comfyui-stablsr", + "reference": "https://github.com/WSJUSA/Comfyui-StableSR", + "files": [ + "https://github.com/WSJUSA/Comfyui-StableSR" + ], + "install_type": "git-clone", + "description": "This is a development respository for debugging migration of StableSR to Comfyui" + }, + { + "author": "Dr.Lt.Data", + "title": "ComfyUI-Workflow-Component [WIP]", + "reference": "https://github.com/ltdrdata/ComfyUI-Workflow-Component", + "files": [ + "https://github.com/ltdrdata/ComfyUI-Workflow-Component" + ], + "install_type": "git-clone", + "description": "This extension provides the capability to use ComfyUI Workflow as a component and the ability to use the Image Refiner functionality based on components. NOTE: This is an experimental extension feature with no consideration for backward compatibility and can be highly unstable." + } + ] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/dev/extension-node-map.json b/custom_nodes/ComfyUI-Manager/node_db/dev/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..02ca866322d88bffd6e3a015dad72198a032c5ab --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/dev/extension-node-map.json @@ -0,0 +1,14880 @@ +{ + "https://github.com/17Retoucher/ComfyUI_Fooocus": [ + [ + "BasicScheduler", + "CLIPLoader", + "CLIPMergeSimple", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "ExponentialScheduler", + "FeatherMask", + "FlipSigmas", + "Fooocus Controlnet", + "Fooocus Hirefix", + "Fooocus KSampler", + "Fooocus Loader", + "Fooocus LoraStack", + "Fooocus PreKSampler", + "Fooocus negative", + "Fooocus positive", + "Fooocus stylesSelector", + "FreeU", + "FreeU_V2", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImagePadForOutpaint", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LatentAdd", + "LatentBatch", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeBlocks", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingContinuousEDM", + "ModelSamplingDiscrete", + "PatchModelAddDownscale", + "PerpNeg", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "PreviewImage", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_SDE", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveImage", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "StableZero123_Conditioning", + "StyleModelApply", + "StyleModelLoader", + "TomePatchModel", + "UNETLoader", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "title_aux": "ComfyUI_Fooocus" + } + ], + "https://github.com/1H-hobit/ComfyUI_InternVL3": [ + [ + "BBOXES_XYXY_Converter", + "DynamicPreprocess", + "Florence2toCoordinates_hb", + "InternVLHFInference", + "InternVLModelLoader", + "hb_Number_Counter" + ], + { + "title_aux": "ComfyComfyUI_InternVL3 [WIP]" + } + ], + "https://github.com/206811/ComfyUI_ZhipuAIO": [ + [ + "ZhipuAIOConfigNode", + "ZhipuAIO_VisionNode", + "ZhipuTranslateNode" + ], + { + "title_aux": "ComfyUI_ZhipuAIO" + } + ], + "https://github.com/3dmindscapper/ComfyUI-PartField": [ + [ + "PartFieldClustering", + "PartFieldExportParts", + "PartFieldInference", + "PartFieldModelDownLoader", + "PartFieldSplitter", + "PartFieldViewer" + ], + { + "title_aux": "ComfyUI-PartField [WIP]" + } + ], + "https://github.com/3dmindscapper/ComfyUI-Sam-Mesh": [ + [ + "SamMeshExporter", + "SamMeshExporter+SamMesh", + "SamMeshLoader", + "SamMeshLoader+SamMesh", + "SamMeshRenderer", + "SamMeshRenderer+SamMesh", + "SamMeshSegmenter", + "SamMeshSegmenter+SamMesh", + "SamModelDownloader", + "SamModelDownloader+SamMesh" + ], + { + "title_aux": "ComfyUI-Sam-Mesh [WIP]" + } + ], + "https://github.com/438443467/ComfyUI-SanMian-Nodes": [ + [ + "FaceAlignPro", + "FaceAlignProRestore", + "SANMIN Adapt Coordinates", + "SanmiKSampler", + "sanmi AddTextToImage", + "sanmi Adjust Transparency By Mask", + "sanmi AdjustHexBrightness", + "sanmi Align Images with Mask", + "sanmi BinarizeMask", + "sanmi BlendICLight", + "sanmi Chinese To Character", + "sanmi ColorOverlayOnMask", + "sanmi Compare", + "sanmi CompareV2", + "sanmi Counter", + "sanmi CreateTxtForImages", + "sanmi Filter Prompt Words", + "sanmi Float", + "sanmi Florence2toCoordinates", + "sanmi Get Content From Excel", + "sanmi Get LastPathComponent", + "sanmi Get Mask White Region Size", + "sanmi GetFilePath", + "sanmi GetMostCommonColor", + "sanmi ImageBatchSplitter", + "sanmi Image_Rotate", + "sanmi Int90", + "sanmi IntToBOOLEAN", + "sanmi Load Image Batch", + "sanmi LoadImageFromPath", + "sanmi LoadImagesanmi", + "sanmi Mask To Box", + "sanmi MaskToBboxes", + "sanmi MaskWhiteRatioAnalyzer", + "sanmi Path Captioner", + "sanmi Path Change", + "sanmi Read Image Prompt", + "sanmi RectMaskAnalyzer", + "sanmi Reduce Mask", + "sanmi RestoreJson", + "sanmi Sanmi_Text_Concatenate", + "sanmi Save Image To Local", + "sanmi SimpleWildcards", + "sanmi SortTheMasksLeftRight", + "sanmi SortTheMasksSize", + "sanmi Special Counter", + "sanmi StrToPinYin", + "sanmi String Counter", + "sanmi String Counter V2", + "sanmi StringToBox", + "sanmi Time", + "sanmi Upscale And Keep Original Size" + ], + { + "title_aux": "ComfyUI-SanMian-Nodes" + } + ], + "https://github.com/543872524/ComfyUI_crdong": [ + [ + "CRDAudioLengthNode", + "CRDNodesImageSelector", + "INTConstant", + "PromptBatchMulti", + "PromptExampleNode", + "PromptJoinOrList", + "PromptList", + "PromptSelectorList", + "PromptSelectorStr", + "PromptSelectorStrV2", + "SelectImageSize", + "SimpleIntMathHandle", + "SimpleJsonArrayHandle", + "SimpleJsonObjectHandle", + "TestExtendComfyNode", + "VideoFrameSize", + "VideoSizeAndFps", + "VideoTimeAndFPS", + "Wan22StepHandle" + ], + { + "title_aux": "ComfyUI_crdong" + } + ], + "https://github.com/5x00/ComfyUI-Prompt-Plus": [ + [ + "LoadAPI", + "LoadCustomModel", + "LoadFlorenceModel", + "Prompt", + "RunAPIVLM", + "RunCustomVLM", + "TriggerToPromptAPI", + "TriggerToPromptCustom", + "TriggerToPromptSimple" + ], + { + "title_aux": "ComfyUI-Prompt-Plus [WIP]" + } + ], + "https://github.com/77oussam/Aio77-Comfyui": [ + [ + "LoadImages-77", + "LoadImages-77-Simple", + "Outline-77" + ], + { + "title_aux": "Alo77 - ComfyUI Custom Nodes Collection [WIP]" + } + ], + "https://github.com/78Ventures/ComfyUI-Tortu": [ + [ + "BC_DETECT_FACE_ORIENTATION", + "BC_EXIF_WRITER", + "BC_IMAGE_LORA_CONFORM", + "BC_LOAD_IMAGES", + "BC_LORA_DEFINE", + "BC_LORA_METADATA", + "BC_LORA_TRAIN", + "BC_SAVE_IMAGES", + "IF_LoadImagesS", + "TORTU_DETECT_DUPLICATES", + "TORTU_DETECT_EMOTION", + "TORTU_DIRECTORY_ORGANIZER", + "TORTU_EMOTION_DETECTION", + "TORTU_METADATA_WRITER", + "TORTU_ORGANIZE_IMAGES", + "TORTU_WRITE_EXIF" + ], + { + "title_aux": "ComfyUI-Tortu [WIP/UNSAFE]" + } + ], + "https://github.com/7BEII/Comfyui_PDuse": [ + [ + "CustomAddLabel", + "Empty_Line", + "ImageBlendAndWhite", + "ImageBlendText", + "ImageBlendV1", + "ImageRatioCrop", + "PD Image Resize_V1", + "PDEmptyRatioLatent", + "PDIMAGE_ImageCombine", + "PDIMAGE_LongerSize", + "PDImageConcante", + "PDImageCropLocation_V2", + "PDImageResize", + "PDImageResizeV2", + "PDImageResizeV3", + "PDImageToRatioV1", + "PDJSON_BatchJsonIncremental", + "PDJSON_Group", + "PDStringConcate", + "PDStringInput", + "PDTEXT_SAVE_PATH", + "PD_AitoolkitTrainingRedux", + "PD_BatchCropBlackBorder", + "PD_CaptionJSONEditor", + "PD_CaptionJSONParser", + "PD_CropBorder", + "PD_Extract_Image", + "PD_GetImageRatio", + "PD_GetImageSize", + "PD_ImageFileTraining", + "PD_ImageGroupComposite", + "PD_ImageListForSort", + "PD_ImageListForSortWithMetadata", + "PD_ImageSearch", + "PD_ImageSize34Compose", + "PD_Image_Crop_Location", + "PD_Image_Rotate_v1", + "PD_Image_centerCrop", + "PD_JoinStringMultiLine", + "PD_LoadImageMetadata", + "PD_LoadImageWithMeta", + "PD_LoadImagesFromZip", + "PD_LoadTextsFromDir", + "PD_LoadTextsFromZip", + "PD_MASK_SELECTION", + "PD_Mask Selector", + "PD_Mask Selector By Area Left", + "PD_MaskFillHoles", + "PD_MaskRemoveSmallObjects", + "PD_ModelLoraLoader", + "PD_RemoveBlackBackground", + "PD_RemoveColorWords", + "PD_RemoveWhiteBorder", + "PD_RenameV2", + "PD_SAVE_PATH2", + "PD_SaveTextPathAndName", + "PD_ShowText", + "PD_StringLineCount", + "PD_StringToCaptionJSON", + "PD_TensorTraining", + "PD_Text Overlay Node", + "PD_TextListPack", + "PD_TextListSort", + "PD_TextListStringAddWord", + "PD_TextListUnpack", + "PD_TxtBatchRename", + "PD_Zip_Simple", + "PD_del_word", + "PD_empty_word", + "PD_if", + "PD_image_coversaver", + "PD_image_ratio_size", + "PD_image_to_text_v1", + "PD_imagesave_path", + "PD_load_image_v1", + "PD_loadimage_path", + "PD_loadimage_path advance", + "PD_name_replacewordorder", + "PD_number_star", + "PD_number_start", + "PD_random_prompt", + "PD_rename_image", + "PDbananaImagesizeByRatio", + "PDimage_corp_v1", + "PDimage_corp_v2", + "PDimage_dual_batch_by_list", + "PDimage_dual_batch_v1", + "SimpleResolutionNode", + "mask_edge_selector" + ], + { + "title_aux": "comfyui-promptbymood [WIP]" + } + ], + "https://github.com/861289009/comfyui_video_node": [ + [ + "VideoAddAudio", + "VideoFadeHex2In", + "VideoFirstFrame", + "VideoForceFpsCfr", + "VideoMerge30FpsAudio", + "VideoMerge30FpsNoAudio", + "VideoProbe", + "VideoTrimEndFrames", + "VideoTrimStartFrames", + "VideoUrlLastFrame", + "VideoUrlSplitCfr" + ], + { + "title_aux": "comfyui_video_node [WIP]" + } + ], + "https://github.com/A1rCHAN/ComfyUI_A1rSpace": [ + [ + "A1r Boolean A B", + "A1r Boolean AB", + "A1r CLIP Input Switch", + "A1r Checkpoint Input Switch", + "A1r Checkpoint Loader", + "A1r Checkpoint Picker", + "A1r Conditioning Input Switch", + "A1r ControlNet Config", + "A1r ControlNet Loader", + "A1r Custom Boolean", + "A1r Custom Slider", + "A1r Double CheckpointLoader", + "A1r Draggable List", + "A1r Image Filter", + "A1r Image Input Switch", + "A1r Image Saver", + "A1r Image Upscale Transform", + "A1r Int Input Switch", + "A1r Int to Boolean", + "A1r KSampler Config", + "A1r KSampler Config Values", + "A1r Latent Encode Transform", + "A1r Latent Observer", + "A1r Latent Upscale Transform", + "A1r LoRA Config", + "A1r LoRA Config Advance", + "A1r Load Image", + "A1r Math Int", + "A1r Math Logic Gate", + "A1r Mode Inverter", + "A1r Mode Relay", + "A1r Model Input Switch", + "A1r Node Mode Collector", + "A1r Node Mode Console", + "A1r Sampler Picker", + "A1r Save Image", + "A1r Seed Control", + "A1r Separate CheckpointLoader", + "A1r Simple Boolean", + "A1r Six LoRA Loader", + "A1r Six LoRA Loader 2P", + "A1r Six LoRA Loader Separate", + "A1r Size Canvas", + "A1r Size Picker", + "A1r Stack LoRA Loader", + "A1r Stack LoRA Loader 2P", + "A1r Stack LoRA Loader Separate", + "A1r Text Box", + "A1r Text Input Switch", + "A1r Text Merge", + "A1r Text Save File Name", + "A1r Text Show", + "A1r Text Tag Box", + "A1r Text Translate", + "A1r Text Translate Merge with Clip Encode", + "A1r Unity KSampler", + "A1r Upscale Method Picker", + "A1r VAE Decode Transform", + "A1r VAE Input Switch", + "A1r Widget Collector" + ], + { + "title_aux": "Eric's Prompt Enhancers for ComfyUI# Eric's Prompt Enhancers for ComfyUI" + } + ], + "https://github.com/A4P7J1N7M05OT/ComfyUI-ManualSigma": [ + [ + "ManualSigma" + ], + { + "title_aux": "ComfyUI-ManualSigma" + } + ], + "https://github.com/A4P7J1N7M05OT/ComfyUI-VAELoaderSDXLmod": [ + [ + "EmptyLatentImageVariable", + "ModifiedSDXLVAELoader" + ], + { + "title_aux": "ComfyUI-VAELoaderSDXLmod" + } + ], + "https://github.com/A719689614/ComfyUI_AC_FUNV7-FLUX-": [ + [ + "AC_Super_CLIP(FLUX)", + "AC_Super_UNET(FLUX)" + ], + { + "title_aux": "ComfyUI_AC_FUNV7-FLUX- [WIP]" + } + ], + "https://github.com/A719689614/ComfyUI_AC_FUNV8Beta1": [ + [ + "AC_FUN_SUPER_DESIGN_LARGE", + "AC_FUN_SUPER_LARGE", + "AC_Super_CKPT&LCM", + "AC_Super_CLIPEN", + "AC_Super_Checkpoint", + "AC_Super_Controlnet", + "AC_Super_EmptLatent", + "AC_Super_KSampler", + "AC_Super_Lora&LCM", + "AC_Super_Loras", + "AC_Super_MaskScale", + "AC_Super_MaskScaleBy", + "AC_Super_PreviewImage", + "AC_Super_PreviewMask", + "AC_Super_SaveImage", + "AC_Super_UpKSampler" + ], + { + "title_aux": "ComfyUI_AC_FUNV8Beta1" + } + ], + "https://github.com/AICodeFactory/ComfyUI-Viva": [ + [ + "HttpTrigger_Common", + "HttpTrigger_Image", + "HttpTrigger_Viva" + ], + { + "title_aux": "ComfyUI-Viva" + } + ], + "https://github.com/AIExplorer25/ComfyUI_HuggingfaceHelper": [ + [ + "GPTOSSHelper", + "GoogleSearchFromList", + "HuggingFaceModelCardReader", + "HuggingFacePromptBuilder", + "HuggingFaceTrendingModels", + "JinaPageScraper", + "PTagExtractor", + "QwenResponseExtract" + ], + { + "title_aux": "ComfyUI_HuggingfaceHelper" + } + ], + "https://github.com/AIFSH/ComfyUI-OpenDIT": [ + [ + "DITModelLoader", + "DITPromptNode", + "DiffVAELoader", + "LattePipeLineNode", + "OpenSoraNode", + "OpenSoraPlanPipeLineNode", + "PABConfigNode", + "PreViewVideo", + "SchedulerLoader", + "T5EncoderLoader", + "T5TokenizerLoader" + ], + { + "title_aux": "ComfyUI-OpenDIT [WIP]" + } + ], + "https://github.com/AIFSH/ComfyUI-ViViD": [ + [ + "LoadImagePath", + "LoadVideo", + "PreViewVideo", + "ViViD_Node" + ], + { + "title_aux": "ComfyUI-ViViD" + } + ], + "https://github.com/AIFSH/UltralightDigitalHuman-ComfyUI": [ + [ + "InferUltralightDigitalHumanNode", + "TrainUltralightDigitalHumanNode" + ], + { + "title_aux": "UltralightDigitalHuman-ComfyUI" + } + ], + "https://github.com/AIFSH/UtilNodes-ComfyUI": [ + [ + "GetRGBEmptyImgae", + "LoadVideo", + "PreViewVideo", + "PromptTextNode" + ], + { + "title_aux": "UtilNodes-ComfyUI [WIP]" + } + ], + "https://github.com/AIGCZero/AIGCZero-comfyui-Qwen_edit-zero": [ + [ + "TextEncodeQwenImageEdit_zero" + ], + { + "title_aux": "AIGCZero-comfyui-Qwen_edit-zero" + } + ], + "https://github.com/AMTPorn/comfyui_amt": [ + [ + "AMTCountTagsInDirectory", + "AMTEmbedTagFrequencySafetensors", + "AMTMultiConditionRegexReplace", + "AMTReplaceAndMaybeDropString", + "AMTStringDeduplication" + ], + { + "title_aux": "comfyui_amt" + } + ], + "https://github.com/APZmedia/ComfyUI-folder-parser": [ + [ + "APZFolderParser" + ], + { + "author": "Pablo Apiolazza", + "description": "A ComfyUI custom node for parsing and filtering files from a folder with sorting capabilities.", + "nickname": "ComfyUI Folder Parser", + "title": "ComfyUI Folder Parser", + "title_aux": "ComfyUI Folder Parser [UNSAFE]" + } + ], + "https://github.com/APZmedia/Joshua-brand-assets-loader": [ + [ + "APZmediaBrandAssetLoader", + "APZmediaBrandAssetReader", + "APZmediaColorPalette", + "APZmediaColorPaletteSelector", + "APZmediaFontSelector", + "APZmediaGlobalBrandAccess", + "APZmediaGlobalBrandStatus", + "APZmediaGradientOverlay", + "APZmediaLogoOverlay", + "APZmediaLogoPlacement", + "APZmediaSolidColor", + "APZmediaURLImageLoader", + "POISmartCrop" + ], + { + "title_aux": "Joshua Brand Assets Loader [private]" + } + ], + "https://github.com/APZmedia/comfyui-textools": [ + [ + "APZ/MarkdownTextOverlay", + "APZmediaBrandMarkdownTextOverlay", + "APZmediaBrandRichTextOverlay", + "APZmediaBrandRichTextOverlayV2", + "APZmediaImageMarkdownTextOverlay", + "APZmediaImageRichTextOverlay", + "APZmediaImageRichTextOverlayV2" + ], + { + "author": "Pablo Apiolazza", + "description": "This extension provides rich text overlay functionalities, color management, and text parsing utilities for ComfyUI.", + "nickname": "ComfyUI Text Tools", + "title": "ComfyUI APZmedia Text Tools", + "title_aux": "comfyui-textools [WIP]" + } + ], + "https://github.com/Aero-Ex/comfyui_diffswap": [ + [ + "DiffSwapNode" + ], + { + "title_aux": "comfyui_diffswap" + } + ], + "https://github.com/AhBumm/ComfyUI-Upscayl": [ + [ + "Upscayl Upscaler" + ], + { + "nodename_pattern": "\\(BillBum\\)$", + "title_aux": "ComfyUI-Upscayl" + } + ], + "https://github.com/AkiEvansDev/ComfyUI-Tools": [ + [ + "AE.AnySwitch", + "AE.AnyTypeSwitch", + "AE.BRIARemBG", + "AE.BRIARemBGAdvanced", + "AE.ChangeSamplerConfig", + "AE.CheckpointList", + "AE.CheckpointLoader", + "AE.CompareFloat", + "AE.CompareInt", + "AE.ControlNetApplyWithConfig", + "AE.ControlNetConfig", + "AE.DisplayAny", + "AE.ExtractControlNetConfig", + "AE.ExtractHiresFixConfig", + "AE.ExtractImg2ImgConfig", + "AE.ExtractOutpaintConfig", + "AE.ExtractSamplerConfig", + "AE.Float", + "AE.FloatList", + "AE.FloatSwitch", + "AE.FloatToInt", + "AE.GaussianBlurMask", + "AE.GetImageSize", + "AE.GetLatentSize", + "AE.GroupsMuter", + "AE.HiresFixConfig", + "AE.ImageAdjustment", + "AE.ImageBlank", + "AE.ImageBlendMask", + "AE.ImageBlendMode", + "AE.ImageCannyFilter", + "AE.ImageDragonFilter", + "AE.ImageHighPassFilter", + "AE.ImageLevels", + "AE.ImageLucySharpen", + "AE.ImagePixelate", + "AE.ImagePowerNoise", + "AE.ImageStyleFilter", + "AE.Img2ImgConfig", + "AE.InpaintWithModel", + "AE.Int", + "AE.IntList", + "AE.IntSwitch", + "AE.IntToFloat", + "AE.KSamplerHiresFixWithConfig", + "AE.KSamplerImg2ImgWithConfig", + "AE.KSamplerInpaintWithConfig", + "AE.KSamplerInpaintWithConfigAndImage", + "AE.KSamplerOutpaintWithConfig", + "AE.KSamplerOutpaintWithConfigAndImage", + "AE.KSamplerWithConfig", + "AE.LoadImageFromPath", + "AE.LoadInpaintModel", + "AE.LoraLoader", + "AE.LorasList", + "AE.LorasLoader", + "AE.MathFloat", + "AE.MathInt", + "AE.OutpaintConfig", + "AE.OutpaintWithModel", + "AE.OutpaintWithModelAndConfig", + "AE.Range", + "AE.RangeList", + "AE.SDXLConfig", + "AE.SDXLPrompt", + "AE.SDXLPromptWithHires", + "AE.SDXLRegionalPrompt", + "AE.SDXLRegionalPromptWithHires", + "AE.SamplerConfig", + "AE.SamplerList", + "AE.SaveImage", + "AE.SchedulerList", + "AE.Seed", + "AE.String", + "AE.StringConcat", + "AE.StringEquals", + "AE.StringLength", + "AE.StringList", + "AE.StringReplace", + "AE.StringSwitch", + "AE.Text", + "AE.ToString", + "AE.ToStringConcat", + "AE.UpscaleLatentBy", + "AE.VAEEncodeInpaintConditioning", + "AE.XYRange" + ], + { + "title_aux": "ComfyUI-Tools" + } + ], + "https://github.com/Alazuaka/comfyui-lora-stack-node": [ + [ + "AlazukaCheckpoint", + "EsLoraSet" + ], + { + "title_aux": "ES_nodes for ComfyUI by Alazuka [WIP]" + } + ], + "https://github.com/AlejandroTuzzi/TUZZI-ByPass": [ + [ + "LinkSuppressor", + "SequentialTextReaderAuto", + "TUZZI-AppendToMasterVideo", + "TUZZI-Bypasser", + "TUZZI-DataloungeScraper", + "TUZZI-DirectoryImagePromptReader", + "TUZZI-ElevenLabsTTS", + "TUZZI-GeminiNode", + "TUZZI-GroqNode", + "TUZZI-ImageAudioToVideo", + "TUZZI-ImageExtractorSaver", + "TUZZI-LineCounter", + "TUZZI-LinkSuppressor", + "TUZZI-NumberLines", + "TUZZI-PlosArticleScraper", + "TUZZI-RangedSelectorText5", + "TUZZI-RangedSelectorTitleURL10", + "TUZZI-RangedSelectorTitleURL5", + "TUZZI-RedditPostExtractor", + "TUZZI-SaveVideo", + "TUZZI-SequentialTextReader", + "TUZZI-SequentialTextReaderAuto", + "TUZZI-SmartAudioVisualComposer", + "TUZZI-TVTropesScraper", + "TUZZI-TextFormatter", + "TUZZI-TextFormatterPlus", + "TUZZI-TextTranslatorExporter", + "TUZZI-TextTruncatorPlus", + "TUZZI-YouTubeCommentExtractor", + "TUZZI-YouTubeSubtitleExtractor" + ], + { + "title_aux": "TUZZI-ByPass [WIP]" + } + ], + "https://github.com/AlexXi19/ComfyUI-OpenAINode": [ + [ + "ImageWithPrompt", + "TextWithPrompt" + ], + { + "title_aux": "ComfyUI-OpenAINode" + } + ], + "https://github.com/AlexYez/comfyui-timesaver": [ + [ + "ModelScanner", + "TS Cube to Equirectangular", + "TS Equirectangular to Cube", + "TS Files Downloader", + "TS Youtube Chapters", + "TSAutoTileSize", + "TSCropToMask", + "TSRestoreFromCrop", + "TSWhisper", + "TS_BGRM_BiRefNet", + "TS_BatchPromptLoader", + "TS_Color_Grade", + "TS_DeflickerNode", + "TS_FilePathLoader", + "TS_FilmGrain", + "TS_Film_Emulation", + "TS_FloatSlider", + "TS_Free_Video_Memory", + "TS_ImageResize", + "TS_Int_Slider", + "TS_LTX_FirstLastFrame", + "TS_ModelConverter", + "TS_ModelConverterAdvanced", + "TS_Qwen3", + "TS_Qwen3_VL", + "TS_QwenCanvas", + "TS_QwenSafeResize", + "TS_Qwen_3VL_GGUF", + "TS_Qwen_3VL_V2", + "TS_SmartImageBatch", + "TS_Smart_Image_Switch", + "TS_Smart_Switch", + "TS_VideoDepthNode", + "TS_Video_Upscale_With_Model", + "TS_WAN_SafeResize" + ], + { + "title_aux": "ComfyUI Timesaver Nodes" + } + ], + "https://github.com/AllenEdgarPoe/ComfyUI-Xorbis-nodes": [ + [ + "Add Human Styler", + "ConcaveHullImage", + "Convert Monochrome", + "ImageBWPostprocessor", + "ImageBWPreprocessor", + "Inpaint Crop Xo", + "LoadData", + "Mask Aligned bbox for ConcaveHull", + "Mask Aligned bbox for Inpainting", + "Mask Aligned bbox for Inpainting2", + "Mask Square bbox for Inpainting", + "One Image Compare", + "RT4KSR Loader", + "RandomPromptStyler", + "Save Log Info", + "Save log info", + "Three Image Compare", + "Upscale RT4SR" + ], + { + "title_aux": "ComfyUI-Xorbis-nodes [WIP]" + } + ], + "https://github.com/Alvaroeai/ComfyUI-SunoAI-Mds": [ + [ + "Mideas_SunoAI_AudioManager", + "Mideas_SunoAI_Generator", + "Mideas_SunoAI_ProxyDownloadNode", + "Mideas_SunoAI_ProxyNode" + ], + { + "title_aux": "ComfyUI-SunoAI-Mds" + } + ], + "https://github.com/Amor718/AmorForge": [ + [ + "CogViewImageGenerator", + "ImageToWebpSaver", + "SimpleImageResizer", + "SimpleImageResizerNode", + "TextTranslator", + "TextTranslatorNode" + ], + { + "title_aux": "AmorForge" + } + ], + "https://github.com/Anonymzx/ComfyUI-Indonesia-TTS": [ + [ + "Facebook MMS-TTS-IND Variants FX" + ], + { + "title_aux": "ComfyUI-Indonesia-TTS [WIP]" + } + ], + "https://github.com/Anze-/ComfyUI-OIDN": [ + [ + "OIDN Denoise", + "denoiseOIDN" + ], + { + "title_aux": "ComfyUI-OIDN [WIP]" + } + ], + "https://github.com/Anze-/ComfyUI_deepDeband": [ + [ + "deepDeband Inference", + "deepDebandInference" + ], + { + "title_aux": "ComfyUI_deepDeband [WIP]" + } + ], + "https://github.com/AprEcho/ComfyUI-RandomSeed": [ + [ + "RandomSeed" + ], + { + "title_aux": "ComfyUI-RandomSeed" + } + ], + "https://github.com/ArmandAlbert/Kwai_font_comfyui": [ + [ + "Kwaifont_Image_Cropper", + "Kwaifont_Resnet101_Loader", + "Kwaifont_Resnet101_Runner", + "Kwaifont_Resnet50_Loader", + "Kwaifont_Resnet50_Runner" + ], + { + "title_aux": "Kwai_font_comfyui" + } + ], + "https://github.com/ArthusLiang/comfyui-face-remap": [ + [ + "FaceRemap" + ], + { + "title_aux": "comfyui-face-remap [WIP]" + } + ], + "https://github.com/Aruntd008/ComfyUI_SeamlessPattern": [ + [ + "SeamlessPatternNode" + ], + { + "title_aux": "[WIP] ComfyUI_SeamlessPattern" + } + ], + "https://github.com/Aruntd008/ComfyUI_blender_render": [ + [ + "Blender Render Node", + "BlenderRenderNode" + ], + { + "title_aux": "ComfyUI_blender_render" + } + ], + "https://github.com/BARKEM-JC/ComfyUI-Dynamic-Lora-Loader": [ + [ + "DynamicLoraBlockWeights", + "DynamicLoraConfig", + "DynamicLoraConfigCombiner", + "DynamicLoraEmbedding", + "DynamicLoraKeyword", + "DynamicLoraLoader", + "DynamicLoraOffset" + ], + { + "title_aux": "ComfyUI-Dynamic-Lora-Loader" + } + ], + "https://github.com/Babiduba/ivan_knows": [ + [ + "RoleSelector", + "SaveImageToAbsolutePath" + ], + { + "title_aux": "ivan_knows [UNSAFE]" + } + ], + "https://github.com/BadCafeCode/execution-inversion-demo-comfyui": [ + [ + "AccumulateNode", + "AccumulationGetItemNode", + "AccumulationGetLengthNode", + "AccumulationHeadNode", + "AccumulationSetItemNode", + "AccumulationTailNode", + "AccumulationToListNode", + "BoolOperationNode", + "ComponentInput", + "ComponentMetadata", + "ComponentOutput", + "DebugPrint", + "ExecutionBlocker", + "FloatConditions", + "ForLoopClose", + "ForLoopOpen", + "IntConditions", + "IntMathOperation", + "InversionDemoAdvancedPromptNode", + "InversionDemoLazyConditional", + "InversionDemoLazyIndexSwitch", + "InversionDemoLazyMixImages", + "InversionDemoLazySwitch", + "ListToAccumulationNode", + "MakeListNode", + "StringConditions", + "ToBoolNode", + "WhileLoopClose", + "WhileLoopOpen" + ], + { + "title_aux": "execution-inversion-demo-comfyui" + } + ], + "https://github.com/BaronVonBoolean/ComfyUI-FileOps": [ + [ + "File Mv", + "File Path", + "FileMv", + "Make Dir" + ], + { + "title_aux": "ComfyUI-FileOps [UNSAFE]" + } + ], + "https://github.com/Beinsezii/DEET": [ + [ + "DEET" + ], + { + "title_aux": "DEET: Diffusion Entropy Equalization Transform [WIP]" + } + ], + "https://github.com/BenjaMITM/ComfyUI_On_The_Fly_Wildcards": [ + [ + "Display String", + "Wildcard Creator", + "Wildcard Loader", + "Wildcard Selector" + ], + { + "title_aux": "ComfyUI_On_The_Fly_Wildcards [WIP]" + } + ], + "https://github.com/BetaDoggo/ComfyUI-LogicGates": [ + [ + "AND", + "BitMemory", + "BoolToString", + "ByteMemory", + "ByteToBits", + "CreateBYTE", + "CreateByte", + "NAND", + "NOR", + "NOT", + "ON", + "OR", + "SWITCH", + "XNOR", + "XOR" + ], + { + "title_aux": "ComfyUI-LogicGates" + } + ], + "https://github.com/Big-Idea-Technology/ComfyUI-Movie-Tools": [ + [ + "LoadImagesFromSubdirsBatch", + "SaveImagesWithSubfolder" + ], + { + "title_aux": "ComfyUI-Movie-Tools [WIP]" + } + ], + "https://github.com/BigStationW/flowmatch_scheduler-comfyui": [ + [ + "FlowMatchSigmas" + ], + { + "title_aux": "flowmatch_scheduler-comfyui" + } + ], + "https://github.com/BinglongLi/ComfyUI_ToolsForAutomask": [ + [ + "Closing Mask", + "Conditional Mask Selector", + "Directional Mask Expansion", + "Mask Fill Gaps Convex Hull", + "Opening Mask", + "Precise Add Mask", + "Precise Subtract Mask", + "Prune Thin Branches Mask", + "Remove Small Regions Mask" + ], + { + "title_aux": "ComfyUI_ToolsForAutomask" + } + ], + "https://github.com/BiodigitalJaz/ComfyUI-Dafaja-Nodes": [ + [ + "DafajaBackgroundRemover", + "DafajaExportSTL", + "DafajaMeshGenerator", + "DafajaMeshInfo", + "DafajaMeshNormalizer", + "DafajaMeshProcessor", + "DafajaSTLValidator", + "DafajaStemsMidiSeparator", + "DafajaVAEDecoder" + ], + { + "title_aux": "ComfyUI-Dafaja-Nodes [WIP]" + } + ], + "https://github.com/BizaNator/BrainDead_QwenCharacterEditor": [ + [ + "TextEncodeQwenImageEditEnhanced", + "TextEncodeQwenImageEditIdentity", + "TextEncodeQwenImageEditMulti", + "TextEncodeQwenImageEditWeighted", + "TextEncodeQwenImageT2ICustom" + ], + { + "title_aux": "BrainDead_QwenCharacterEditor [WIP]" + } + ], + "https://github.com/BlueDangerX/ComfyUI-BDXNodes": [ + [ + "BDXTestInt" + ], + { + "author": "BlueDangerX", + "title": "BDXNodes", + "title_aux": "ComfyUI-BDXNodes [WIP]" + } + ], + "https://github.com/Brandelan/ComfyUI_bd_customNodes": [ + [ + "BD Float to String", + "BD Int to String", + "BD Random Range", + "BD Random Settings", + "BD Sequencer", + "BD Settings", + "bd_FloatRangeSlider", + "bd_FloatToString", + "bd_IntToString", + "bd_RandomizeSettings", + "bd_Sequencer" + ], + { + "title_aux": "ComfyUI_bd_customNodes" + } + ], + "https://github.com/BrettMedia/comfyui-bhtools": [ + [ + "CinematicSceneDirectorTools", + "EndOfWorkflowClearingBHTools", + "PromptInferenceBHTools", + "SaveImageVideoBHTools" + ], + { + "title_aux": "comfyui-bhtools [WIP]" + } + ], + "https://github.com/BuffMcBigHuge/ComfyUI-Buff-Nodes": [ + [ + "ConsoleOutput", + "FilePathSelectorFromDirectory", + "FrameRateModulator", + "MostRecentFileSelector", + "RaftOpticalFlowNode", + "StringProcessor", + "TwoImageConcatenator" + ], + { + "title_aux": "ComfyUI-Buff-Nodes [WIP]" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BS_FalAi-API-Video": [ + [ + "FalAILipSyncNode", + "FalAPIOmniProNode", + "FalAPIVideoGeneratorI2V", + "FalAPIVideoGeneratorT2V", + "FalI2V", + "FalLipSync", + "FalOmniPro", + "FalOmniProV2", + "FalT2V" + ], + { + "title_aux": "ComfyUI-BS_FalAi-API-Video [WIP]" + } + ], + "https://github.com/Bwebbfx/ComfyUI_FaceParsing": [ + [ + "FaceParsingInfer", + "FaceParsingLoader", + "FacePartMask" + ], + { + "title_aux": "ComfyUI Face Parsing Nodes [WIP]" + } + ], + "https://github.com/COcisuts/CObot-ComfyUI-WhisperToTranscription": [ + [ + "CobotWhisperToTransciption" + ], + { + "title_aux": "CObot-ComfyUI-WhisperToTranscription [WIP]" + } + ], + "https://github.com/CeeVeeR/ComfyUi-Text-Tiler": [ + [ + "Text Tiler" + ], + { + "title_aux": "ComfyUi-Text-Tiler" + } + ], + "https://github.com/Chang-Jin-Lee/ComfyUI-PromptMixer-AI": [ + [ + "FavoritePromptMixer", + "FreeAIPrompt", + "FreeAIPromptGenerate", + "Load_Text_Batch_Simple" + ], + { + "title_aux": "ComfyUI-PromptMixer-AI [WIP]" + } + ], + "https://github.com/Chargeuk/ComfyUI-vts-nodes": [ + [ + "VTS Add Text To list", + "VTS Calculate Upscale Amount", + "VTS Clean Text", + "VTS Clean Text List", + "VTS Clear Ram", + "VTS Clip Text Encode", + "VTS Color Mask To Mask", + "VTS Colour Match", + "VTS Colour Match Advanced", + "VTS Colour Match First Frames", + "VTS Colour Match First Frames Bad Highlights", + "VTS Compare Latents", + "VTS Conditioning Set Batch Mask", + "VTS Convert Latents", + "VTS Count Characters", + "VTS Create Character Mask", + "VTS Delete Saved Images", + "VTS Fix Image Tags", + "VTS Image Composite Masked", + "VTS Image Composite Masked Old", + "VTS Image To Disk", + "VTS Image Upscale With Model", + "VTS Images Crop From Masks", + "VTS Images Scale", + "VTS Images Scale To Min", + "VTS Looping K Sampler", + "VTS Math", + "VTS Merge Delimited Text", + "VTS Merge Text", + "VTS Merge Text Lists", + "VTS Reduce Batch Size", + "VTS Render People Kps", + "VTS Repeat Text As List", + "VTS Replace Text In List", + "VTS Sharpen", + "VTS TAE Video Decode", + "VTS TAE Video Encode", + "VTS To Boolean", + "VTS To List", + "VTS To Text", + "VTS To Text List", + "VTS VAE Decode Tiled", + "VTS_Load_Pose_Keypoints", + "Vts Text To Batch Prompt" + ], + { + "title_aux": "ComfyUI-vts-nodes [WIP]" + } + ], + "https://github.com/Charonartist/ComfyUI-send-eagle-pro_2": [ + [ + "Batch Send Media to Eagle", + "Send Audio to Eagle", + "Send Eagle with text", + "Send Media to Eagle", + "Send Media to Eagle (Advanced)", + "Send Video to Eagle", + "Send Webp Image to Eagle" + ], + { + "title_aux": "ComfyUI-send-eagle-pro" + } + ], + "https://github.com/Charonartist/comfyui-lora-random-selector": [ + [ + "LoRARandomSelector" + ], + { + "title_aux": "ComfyUI LoRA Random Selector [WIP]" + } + ], + "https://github.com/ChrisColeTech/ComfyUI-Get-Random-File": [ + [ + "Get Image File By Index", + "Get Video File By Index", + "Random File Path", + "Random Image Path", + "Random Video Path" + ], + { + "title_aux": "ComfyUI-Get-Random-File [UNSAFE]" + } + ], + "https://github.com/Clelstyn/ComfyUI-Inpaint_with_Detailer": [ + [ + "FilterAndBlurMask", + "MaskedResizeImage", + "PasteMaskedImage" + ], + { + "title_aux": "ComfyUI-Inpaint_with_Detailer" + } + ], + "https://github.com/Clivey1234/ComfyUI_FBX_Import": [ + [ + "BatchListResize", + "FBX_CameraDirector", + "FBX_Canny_Blender", + "FBX_Depth_Blender", + "FBX_Extraction", + "FBX_ImageBatchNumberOverlay", + "FBX_ImageResInfo", + "FBX_Info" + ], + { + "title_aux": "ComfyUI_FBX_Import [UNSAFE]" + } + ], + "https://github.com/Clybius/ComfyUI-FluxDeCLIP": [ + [ + "FluxDeCLIPCheckpointLoader" + ], + { + "title_aux": "ComfyUI-FluxDeCLIP" + } + ], + "https://github.com/Comfy-Org/ComfyUI_devtools": [ + [ + "DevToolsButtonWidget", + "DevToolsChartWidget", + "DevToolsColorPickerWidget", + "DevToolsDeprecatedNode", + "DevToolsDisabledWidgets", + "DevToolsErrorRaiseNode", + "DevToolsErrorRaiseNodeWithMessage", + "DevToolsExperimentalNode", + "DevToolsFileUploadSingleWidget", + "DevToolsFileUploadWidget", + "DevToolsGalleriaWidget", + "DevToolsImageCompareSideBySideWidget", + "DevToolsImageCompareWidget", + "DevToolsImageWidget", + "DevToolsInputTextWidget", + "DevToolsIntSliderWidget", + "DevToolsLoadAnimatedImageTest", + "DevToolsLongComboDropdown", + "DevToolsMultiSelectNode", + "DevToolsMultiSelectWidget", + "DevToolsNodeWithBooleanInput", + "DevToolsNodeWithDefaultInput", + "DevToolsNodeWithForceInput", + "DevToolsNodeWithOnlyOptionalInput", + "DevToolsNodeWithOptionalComboInput", + "DevToolsNodeWithOptionalInput", + "DevToolsNodeWithOutputCombo", + "DevToolsNodeWithOutputList", + "DevToolsNodeWithSeedInput", + "DevToolsNodeWithStringInput", + "DevToolsNodeWithUnionInput", + "DevToolsNodeWithV2ComboInput", + "DevToolsNodeWithValidation", + "DevToolsObjectPatchNode", + "DevToolsRemoteWidgetNode", + "DevToolsRemoteWidgetNodeWithControlAfterRefresh", + "DevToolsRemoteWidgetNodeWithParams", + "DevToolsRemoteWidgetNodeWithRefresh", + "DevToolsRemoteWidgetNodeWithRefreshButton", + "DevToolsSelectButtonWidget", + "DevToolsSelectWidget", + "DevToolsSimpleSlider", + "DevToolsSliderWidget", + "DevToolsTextareaWidget", + "DevToolsToggleSwitchWidget", + "DevToolsTreeSelectMultiWidget", + "DevToolsTreeSelectWidget" + ], + { + "title_aux": "ComfyUI_devtools [WIP]" + } + ], + "https://github.com/ComfyUI/Accessories": [ + [ + "ACC_AnyCast", + "AccMakeListNode", + "GetMaskDimensions", + "GetRandomDimensions", + "isImageEmpty", + "isMaskEmpty" + ], + {} + ], + "https://github.com/ComfyUI/DiffsynthPause": [ + [ + "nynxz.Patch.ZImageDiffsynthControlnetPause" + ], + {} + ], + "https://github.com/ComfyUI/Text_Processor": [ + [ + "AddTextToImage", + "AdvancedTextFilter", + "TextInput", + "TextScraper", + "TextStorage", + "Wildcards", + "WildcardsAdv" + ], + {} + ], + "https://github.com/CypherNaught-0x/ComfyUI-StarVector": [ + [ + "LoadSVG", + "SVGPreview", + "SVGPreviewFromString", + "SVGToString", + "SaveSVG", + "StarVectorImage2SVG", + "StarVectorModelLoader", + "StringToSVG" + ], + { + "title_aux": "ComfyUI-StarVector [WIP]" + } + ], + "https://github.com/D1-3105/ComfyUI-VideoStream": [ + [ + "FloWWeaverExportSingleFrameGRPC", + "FloWWeaverFrameNoBroker" + ], + { + "title_aux": "ComfyUI-VideoStream" + } + ], + "https://github.com/DailyMok/ComfyUI-PromptMixerNode": [ + [ + "PromptMixerDaily" + ], + { + "title_aux": "ComfyUI-PromptMixerNode" + } + ], + "https://github.com/DataCTE/ComfyUI-DataVoid-nodes": [ + [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFaceIDKolors", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSameEnergy", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "MegaMergeSDXL", + "PrepImageForClipVision" + ], + { + "title_aux": "ComfyUI-DataVoid-nodes [WIP]" + } + ], + "https://github.com/DavidJBarnes/comfyui-djb-utils": [ + [ + "DirectImageFilenameInput", + "ResolutionDetectorFromFilename", + "WAN21ModelTracker", + "WorkingFilenameExtractor" + ], + { + "title_aux": "comfyui-djb-utils" + } + ], + "https://github.com/DeTK/ComfyUI-Switch": [ + [ + "NodeSwitch" + ], + { + "title_aux": "ComfyUI Node Switcher" + } + ], + "https://github.com/Dehypnotic/comfyui-save-mp3": [ + [ + "SaveAudioMP3Dehypnotic", + "SaveImagesDehypnotic", + "SaveVideoDehypnotic" + ], + { + "title_aux": "Save MP3 node for ComfyUI [UNSAFE]" + } + ], + "https://github.com/DenRakEiw/Comfyui-Aspect-Ratio-Processor": [ + [ + "AspectRatioProcessor" + ], + { + "title_aux": "Comfyui-Aspect-Ratio-Processor [WIP]" + } + ], + "https://github.com/DenRakEiw/DenRakEiw_Nodes": [ + [ + "ColorGeneratorNode", + "ConditioningInspector", + "FluxLayerDiffuseConditioningFix", + "FluxLayerDiffuseDecoderSimple", + "FluxLayerDiffuseEmptyConditioning", + "FluxLayerDiffuseInfo", + "FluxLayerDiffuseStandaloneLoader", + "LatentColorMatch", + "LatentColorMatchSimple", + "LatentImageAdjust", + "LoadImageSequence", + "LoadImageSequenceInfo", + "MultiImageAspectRatioComposer", + "OptimizedWanVAEUpscaler", + "PreviewTransparentImage", + "SaveTransparentImage", + "TransparentImageInfo", + "WanNNLatentUpscaler" + ], + { + "title_aux": "Denrakeiw Nodes [WIP]" + } + ], + "https://github.com/DeyanShahov/ComfyUI_RedFox": [ + [ + "DynamicPromptSelector" + ], + { + "title_aux": "Dynamic Prompt Selector for ComfyUI [WIP]" + } + ], + "https://github.com/DiffusionWave-YT/DiffusionWave_PickResolution": [ + [ + "Blacklist_String_DiffusionWave \ud83c\udf0a", + "ImageBatchMulti_DiffusionWave", + "ImageSimpleSaver_DiffusionWave", + "Int_PickResolution_DiffusionWave \ud83c\udf0a", + "LoadImagesFromFolder_DiffusionWave", + "MergeImages_DiffusionWave", + "Order_String_Tags_DiffusionWave \ud83c\udf0a", + "OverlayImages_DiffusionWave", + "PickResolution_DiffusionWave \ud83c\udf0a", + "PromptExpression_DiffusionWave \ud83c\udf0a", + "RemoveBackgroundByColor_DiffusionWave", + "ResizeLongestSide_DiffusionWave", + "Seed__DiffusionWave \ud83c\udf0a" + ], + { + "title_aux": "DiffusionWave_PickResolution [WIP]" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-Flashback": [ + [ + "LatentExport", + "LatentImport", + "LatentLoop" + ], + { + "title_aux": "ComfyUI-Flashback" + } + ], + "https://github.com/DonutsDelivery/ComfyUI-DonutNodes": [ + [ + "ApplyLBW //Inspire", + "Donut Block Calibration", + "Donut Detailer", + "Donut Detailer 2", + "Donut Detailer 4", + "Donut Detailer LoRA 5", + "Donut Detailer XL Blocks", + "Donut Frequency Analysis", + "Donut Sharpener", + "Donut Sharpener (from reference)", + "Donut Simple Calibration", + "DonutApplyLoRAStack", + "DonutAutoGamma", + "DonutAutoWhiteBalance", + "DonutCAS", + "DonutCacheDebug", + "DonutCheckpointSave", + "DonutClipEncode", + "DonutDetailerZIT", + "DonutFaceDetailer", + "DonutFillerClip", + "DonutFillerModel", + "DonutGammaCorrection", + "DonutHiRaLoAm", + "DonutHistogramStretch", + "DonutHotReload", 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"https://github.com/DraconicDragon/ComfyUI_e621_booru_toolkit": [ + [ + "BTK_PixAITaggerNode", + "GetAIBooruPost", + "GetAnyBooruPostAdv", + "GetBooruPost", + "GetDanbooruPost", + "GetE621Post", + "GetGelbooruPost", + "TagWikiFetch" + ], + { + "title_aux": "ComfyUI e621 booru Toolkit" + } + ], + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Player": [ + [ + "MzikartPlayerNode" + ], + { + "title_aux": "ComfyUI-Mzikart-Player [WIP]" + } + ], + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Vocal": [ + [ + "MasteringCombinerNode", + "MzikartNoiseCutter", + "MzikartPlayerNode", + "VocalCompressorNode", + "VocalDeesserNode", + "VocalDoublerNode", + "VocalEQNode", + "VocalLimiterNode", + "VocalProcessorNode", + "VocalReverbNode" + ], + { + "title_aux": "ComfyUI-Mzikart-Vocal [WIP]" + } + ], + "https://github.com/Dream-Pixels-Forge/ComfyUI-RendArt-Nodes": [ + [ + "RendArtNode", + "RendArtUltimateNode" + ], + { + "title_aux": "ComfyUI-RendArt-Nodes" + } + ], + "https://github.com/DreamsInAutumn/ComfyUI-Autumn-LLM-Nodes": [ + [ + "GeminiImageToPrompt", + "GeminiPromptBuilder", + "LLMPromptBuilder" + ], + { + "title_aux": "ComfyUI-Autumn-LLM-Nodes" + } + ], + "https://github.com/Dreamshot-io/ComfyUI-Extend-Resolution": [ + [ + "ResolutionPadding" + ], + { + "title_aux": "ComfyUI-Extend-Resolution" + } + ], + "https://github.com/ELiZswe/ComfyUI-ELiZTools": [ + [ + "ELiZMeshUVWrap" + ], + { + "title_aux": "ComfyUI-ELiZTools" + } + ], + "https://github.com/ElyZeng/ComfyUI-Translator": [ + [ + "TextTranslatorNode" + ], + { + "title_aux": "ComfyUI-Translator [NAME CONFLICT]" + } + ], + "https://github.com/Elypha/ComfyUI-Prompt-Helper": [ + [ + "PromptHelper_CombineConditioning", + "PromptHelper_ConcatConditioning", + "PromptHelper_ConcatString", + "PromptHelper_EncodeMultiStringCombine", + "PromptHelper_FormatString", + "PromptHelper_LoadImageBatchFromDir", + "PromptHelper_LoadImageListFromDir", + "PromptHelper_LoadPreset", + 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], + "https://github.com/EricRorich/ComfyUI-MegaTran-cutom-node": [ + [ + "Mega tran", + "Megatran" + ], + { + "title_aux": "[WIP] ComfyUI-MegaTran-cutom-node" + } + ], + "https://github.com/Estanislao-Oviedo/ComfyUI-CustomNodes": [ + [ + "Attention couple", + "AttentionCouple", + "CombineVideoClips", + "LoadImageFolder", + "MakeBatchFromSingleImage", + "RegionConditionMerge", + "RegionConditionSpecPct", + "RegionConditionSpecPx", + "WanVideoVaceSeamlessJoin" + ], + { + "title_aux": "ComfyUI-CustomNodes [NAME CONFLICT]" + } + ], + "https://github.com/ExponentialML/ComfyUI_LiveDirector": [ + [ + "LiveDirector" + ], + { + "title_aux": "ComfyUI_LiveDirector (WIP)" + } + ], + "https://github.com/Extraltodeus/Conditioning-token-experiments-for-ComfyUI": [ + [ + "Automatic wildcards", + "Conditioning (Cosine similarities)", + "Conditioning (Maximum absolute)", + "Conditioning (Maximum absolute) text inputs", + "Conditioning (Scale by absolute sum)", + "Conditioning merge clip g/l", + 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"title_aux": "ComfyUI Finetuners [WIP]" + } + ], + "https://github.com/Firetheft/ComfyUI_Local_Media_Manager": [ + [ + "LocalMediaManagerNode", + "SelectOriginalAudioNode", + "SelectOriginalImageNode", + "SelectOriginalVideoNode" + ], + { + "title_aux": "ComfyUI Local Media Manager [UNSAFE]" + } + ], + "https://github.com/FoundD-oka/ComfyUI-kisekae-OOTD": [ + [ + "LoadOOTDPipeline", + "LoadOOTDPipelineHub", + "OOTDGenerate" + ], + { + "title_aux": "ComfyUI KISEKAE-OOTD" + } + ], + "https://github.com/Fucci-Mateo/ComfyUI-Airtable": [ + [ + "Push pose to Airtable" + ], + { + "title_aux": "ComfyUI-Airtable [WIP]" + } + ], + "https://github.com/Fuhze73/ComfyUI-PainterI2V-StartEndImage-Tiled": [ + [ + "PainterI2V", + "PainterI2VTiled" + ], + { + "title_aux": "ComfyUI-PainterI2V-StartEndImage-Tiled [WIP]" + } + ], + "https://github.com/GalactusX31/ComfyUI-FileBrowserAPI": [ + [ + "PathSelectorNode" + ], + { + "title_aux": "ComfyUI-FileBrowserAPI [UNSAFE]" + } + ], + "https://github.com/GeekatplayStudio/ComfyUI_Toolbox": [ + [ + "ModelAspectRatioSelector" + ], + { + "title_aux": "PMSnodes [WIP]" + } + ], + "https://github.com/GentlemanHu/ComfyUI-Notifier": [ + [ + "GentlemanHu_Notifier" + ], + { + "title_aux": "ComfyUI-Notifier" + } + ], + "https://github.com/George0726/ComfyUI-video-accessory": [ + [ + "VideoAcc_CameraTrajectoryAdvance", + "VideoAcc_CameraTrajectoryRecam", + "VideoAcc_ImageResizeAdvanced", + "VideoAcc_ImageUpscaleVideo", + "VideoAcc_Kontext_removal", + "VideoAcc_LoadImage", + "VideoAcc_LoadVideo", + "VideoAcc_SaveMP4", + "VideoAcc_imageSize" + ], + { + "title_aux": "ComfyUI-video-accessory [WIP]" + } + ], + "https://github.com/Gergzilla/Slim-Comfy-Pack": [ + [ + "SC Apply LoRA Stack", + "SC Aspect Ratio", + "SC LoRA Stack", + "SC Load LoRA", + "SC SD1.5 Aspect Ratio", + "SC SDXL Aspect Ratio", + "SC Seed" + ], + { + "author": "Gergz", + "description": "Custom collection of nodes and custom nodes for ComfyUI v0.6.38+", + "nickname": "Slim Comfy Pack", + "title": "Slim Comfy Pack", + "title_aux": "Slim-Comfy-Pack [private]" + } + ], + "https://github.com/Ginolazy/ComfyUI-FluxKontextImageCompensate": [ + [ + "FluxKontextImageCompensate", + "FluxKontextImageRestore" + ], + { + "title_aux": "ComfyUI-FluxKontextImageCompensate [WIP]" + } + ], + "https://github.com/GoddessLabs/ComfyUI-GoddessLabs-NodePack": [ + [ + "GoddessLabsDestroyAndRecreate", + "GoddessLabsFolderSelector", + "GoddessLabsNodeStateManager" + ], + { + "author": "GoddessLabs", + "description": "Custom nodes to conveniently enhance images through Detector, Detailer, Upscaler, Pipe, and more.", + "nickname": "GoddessLabs", + "title": "\u2764\ufe0f\u200d\ud83d\udd25\ud83d\udc8a GoddessLabs Toolset", + "title_aux": "ComfyUI-GoddessLabs-NodePack" + } + ], + "https://github.com/GokuHiki/ComfyUI-Goku-Tools": [ + [ + "FirstNonFalse" + ], + { + "title_aux": "ComfyUI-Goku-Tools" + } + ], + "https://github.com/Goldlionren/ComfyUI-CleanSlate": [ + [ + 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"EquationAlphaMask", + "FractalNoiseAlphaMask", + "HarmonographAlphaMask", + "MathAlphaMask", + "QuasicrystalAlphaMask", + "SierpinskiAlphaMask", + "VoronoiAlphaMask" + ], + { + "title_aux": "Comfyui_CrazyMaths [WIP]" + } + ], + "https://github.com/HWDigi/Camera_Factory_Station_comfyui": [ + [ + "FactoryCameraOperator", + "FactoryColorHarmonist", + "FactoryLightingStudio", + "FactoryProductPhotographer", + "FactorySizeOptimizer" + ], + { + "title_aux": "Camera Factory Station [WIP]" + } + ], + "https://github.com/HailXD/comfyui-random-artist": [ + [ + "RandomArtist" + ], + { + "title_aux": "comfyui-random-artist" + } + ], + "https://github.com/HalfADog/ComfyUI-Mask2JSON": [ + [ + "ContourVisualizer", + "MaskToContourJSON" + ], + { + "title_aux": "ComfyUI-Mask2JSON" + } + ], + "https://github.com/Hapseleg/ComfyUI-This-n-That": [ + [ + "Show Prompt (Hapse)", + "Show Prompt TnT", + "Simple Ratio Selector (Hapse)", + "Simple Ratio Selector TnT", + "Simple Seed Selector TnT" + ], + { + "title_aux": "This n that (Hapse)" + } + ], + "https://github.com/Hifunyo/comfyui_google_ai": [ + [ + "GoogleAIGenerateImage" + ], + { + "title_aux": "comfyui_google_ai" + } + ], + "https://github.com/HuangYuChuh/ComfyUI-LLMs-Toolkit": [ + [ + "ImagePreprocessor", + "LLM_Loader", + "OpenAICompatibleLoader" + ], + { + "title_aux": "ComfyUI-LLMs-Toolkit [WIP]" + } + ], + "https://github.com/IAFFeng/Comfyui_XF_Custom_Actual-Node": [ + [ + "GeminiMattingNode" + ], + { + "title_aux": "Comfyui_XF_Custom_Actual-Node" + } + ], + "https://github.com/IIEleven11/ComfyUI-Dataset_Maker": [ + [ + "ConceptList", + "DatasetGenerator", + "DatasetLoraLoader", + "DatasetPromptBuilder", + "LoraList" + ], + { + "title_aux": "[WIP] ComfyUI-Dataset_Maker" + } + ], + "https://github.com/IO-AtelierTech/comfyui-genai-connectors": [ + [ + "BooleanInput_fal", + "FloatInput_fal", + "IntegerInput_fal", + "LoadImageFromURL_fal", + "RemoteCheckpointLoader_fal", + "RemoteLoraLoader_fal", + "SaveImage_fal", + "StringInput_fal" + ], + { + "title_aux": "comfyui-genai-connectors [WIP]" + } + ], + "https://github.com/IO-AtelierTech/comfyui-video-utils": [ + [ + "GetVideoPath", + "SaveVideoGetPath" + ], + { + "title_aux": "comfyui-video-utils [NAME CONFLICT]" + } + ], + "https://github.com/IXIWORKS-KIMJUNGHO/comfyui-ixiworks": [ + [ + "BuildCharacterPromptNode", + "BuildPromptNode", + "JsonParserNode", + "MergeStringsNode", + "SelectIndexNode" + ], + { + "title_aux": "IxiWorks StoryBoard Nodes [WIP]" + } + ], + "https://github.com/IfnotFr/ComfyUI-Ifnot-Pack": [ + [ + "Face Crop", + "Face Crop Mouth", + "Get Beard Mask" + ], + { + "title_aux": "ComfyUI-Ifnot-Pack" + } + ], + "https://github.com/IgPoly/ComfyUI-igTools": [ + [ + "IGT_AspectRatioResizer", + "IGT_FloatMinMax", + "IGT_ImageResizer", + "IGT_ImageTilesCalc", + "IGT_IntMinMax", + "IGT_SimpleTilesCalc", + "IGT_TelegramSender" + ], + { + "title_aux": "ComfyUI-igTools" + } + ], + "https://github.com/Immac/ComfyUI-ImmacTools": [ + [ + "ConcatenateSigmasImmacTools", + "ForwardAnyImmacTools", + "ForwardConditioningImmacTools", + "ForwardModelImmacTools", + "ResampleSigmasImmacTools", + "SpliceSigmasAtImmacTools" + ], + { + "title_aux": "Immac's Tools" + } + ], + "https://github.com/Inoriac/comfyui-HandDetect": [ + [ + "HandMaskGenerator" + ], + { + "title_aux": "comfyui-HandDetect" + } + ], + "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough_ExecutionFlowControl": [ + [ + "ControlledCLIPTextEncode", + "ControlledControlNetLoader", + "ControlledModelPatchLoader", + "ControlledUNETLoader", + "ControlledUnetLoaderGGUF", + "ControlledVAELoader", + "DeleteModelPassthrough", + "DeleteModelPassthroughLight", + "SmartClipDeleter" + ], + { + "title_aux": "ComfyUI_DeleteModelPassthrough_ExecutionFlowControl [WIP]" + } + ], + "https://github.com/IvanZhd/comfyui-codeformer": [ + [ + "RedBeanie_CustomImageInverter" + ], + { + "title_aux": "comfyui-codeformer [WIP]" + } + ], + "https://github.com/JBKing514/map_comfyui": [ 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"Istanbul80sPromptGenerator" + ], + { + "title_aux": "CartoonGenComfyui-PromtGenerator" + } + ], + "https://github.com/Rizzlord/ComfyUI-SeqTex": [ + [ + "SeqTex_DisplaceMesh", + "SeqTex_Load_Mesh", + "SeqTex_Loader", + "SeqTex_ProjectTexture", + "SeqTex_Step1_ProcessMesh", + "SeqTex_Step2_GenerateCondition", + "SeqTex_Step3_GenerateTexture", + "SeqTex_Step4_SaveMesh", + "SeqTex_TensorsToImages" + ], + { + "title_aux": "ComfyUI-SeqTex" + } + ], + "https://github.com/RobbertB80/ComfyUI-SharePoint-Upload": [ + [ + "SharePointUploadNode" + ], + { + "title_aux": "ComfyUI SharePoint/OneDrive Upload Node [UNSAFE]" + } + ], + "https://github.com/RobeSantoro/ComfyUI-RobeNodes": [ + [ + "AudioWeights to FadeMask \ud83d\udc24", + "Boolean Primitive \ud83d\udc24", + "GeminiBanana \ud83c\udf4c", + "Image Input Switch \ud83d\udc24", + "Indices Generator \ud83d\udc24", + "List Image Path \ud83d\udc24", + "List Model Path \ud83d\udc24", + "List Video Path \ud83d\udc24", + "Peaks Weights Generator \ud83d\udc24", + "Save Image (JPEG) \ud83d\udc24", + "easy loadImageBase64" + ], + { + "title_aux": "Comfy UI Robe Nodes [UNSAFE]" + } + ], + "https://github.com/Rocky-Lee-001/ComfyUI_SZtools": [ + [ + "RSZImageTaggerSave", + "ShanZhuDepthVAEEncode", + "ShanZhuLoadImagesFromDirList", + "ShanZhuTextJoin", + "ShanZhuTextSaver", + "ShanzhuDepthVAEDecoder", + "ShanzhuLujingTIFSaver", + "ShanzhuTifSaver", + "ShanzhuVAEDecodeSmooth", + "TSZImageTaggerSave" + ], + { + "title_aux": "ComfyUI_SZtools" + } + ], + "https://github.com/RomanticQq/ComfyUI-Groudingdino-Sam": [ + [ + "grounded_sam2_cut", + "grounded_sam2_cut_gaussian", + "groundingdino", + "groundingdino_clip", + "groundingdino_clip_2", + "groundingdino_draw_bbox" + ], + { + "title_aux": "ComfyUI-Groudingdino-Sam" + } + ], + "https://github.com/Rosegun007/ComfyUI-Pandora": [ + [ + "Image Fill Color | Pandora", + "Image From File | Pandora", + "Mask to Image | Pandora", + "Preview Image | Pandora", + "Preview Mask | Pandora", + "Text On Image | Pandora" + ], + { + "title_aux": "ComfyUI-Pandora" + } + ], + "https://github.com/RoyKillington/miscomfy-nodes": [ + [ + "VeniceUpscale" + ], + { + "title_aux": "Miscomfy Nodes [WIP]" + } + ], + "https://github.com/SKBv0/ComfyUI-RetroEngine": [ + [ + "RetroEngineNode" + ], + { + "title_aux": "Retro Engine Node for ComfyUI" + } + ], + "https://github.com/SSYCloud/comfyui-ssy-syncapi": [ + [ + "SSYBytedanceProcessor", + "SSYDoubaoGenerator", + "SSYGoogleGenerator", + "SSYOpenAIGenerator" + ], + { + "title_aux": "comfyui-ssy-syncapi [WIP]" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen3": [ + [ + "QwenVisionParser" + ], + { + "title_aux": "ComfyUI-Qwen-VLM [WIP]" + } + ], + "https://github.com/SadaleNet/ComfyUI-Prompt-To-Prompt": [ + [ + "CLIPTextEncodePromptToPrompt", + "KSamplerPromptToPrompt", + "KSamplerPromptToPromptAttentionMapLogger", + "LocalBlendLayerPresetPromptToPrompt" + ], + { + "title_aux": "ComfyUI Port for Google's Prompt-to-Prompt" + } + ], + "https://github.com/Saganaki22/ComfyUI-NovaSR": [ + [ + "NovaSR" + ], + { + "title_aux": "ComfyUI-NovaSR" + } + ], + "https://github.com/Saganaki22/ComfyUI-ytdl_nodes": [ + [ + "YTDLDownloader", + "YTDLLinksInput", + "YTDLPreview", + "YTDLPreviewAudio" + ], + { + "title_aux": "ComfyUI YTDL Nodes [WIP]" + } + ], + "https://github.com/Sai-ComfyUI/ComfyUI-MS-Nodes": [ + [ + "FloatMath", + "MS_Boolean", + "MS_Float", + "MS_GenerateSeed", + "MS_NP_Vector3", + "PowerFractalCrossHatchNode", + "PowerFractalNoiseNode", + "VectorMath" + ], + { + "title_aux": "ComfyUI-MS-Nodes [WIP]" + } + ], + "https://github.com/Sakura-nee/ComfyUI_Save2Discord": [ + [ + "SendToWebhook" + ], + { + "title_aux": "ComfyUI_Save2Discord" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-HiDream-Sampler": [ + [ + "HiDreamImg2Img", + "HiDreamResolutionSelect", + "HiDreamSampler", + "HiDreamSamplerAdvanced" + ], + { + "title_aux": "HiDreamSampler for ComfyUI [WIP]" + } + ], + "https://github.com/Scaryplasmon/ComfTrellis": [ + [ + "LoadTrellisModel", + "RembgSquare", + "SaveGLBFile", + "TrellisGrid", + "TrellisInference" + ], + { + "title_aux": "ComfTrellis [WIP]" + } + ], + "https://github.com/Seb-Lis/comfyui-seed-selector": [ + [ + "MySeedSelectorInt", + "SeedSelectorInt", + "SeedSelectorIntWithDisplay" + ], + { + "title_aux": "comfyui-seed-selector" + } + ], + "https://github.com/SeedV/ComfyUI-SeedV-Nodes": [ + [ + "ALL_Model_UnLoader(SEEDV)", + "AdvancedScript", + "CheckpointLoaderSimpleShared //SeedV", + "ControlNetLoaderAdvancedShared", + "HandleImage(SEEDV)", + "LoraLoader //SeedV", + "Script", + "Switch_Any(SEEDV)", + "TCD_Sampler(SEEDV)", + "nunchakuLoraAdapter(SEEDV)" + ], + { + "title_aux": "ComfyUI-SeedV-Nodes [UNSAFE]" + } + ], + "https://github.com/Sephrael/comfyui_caption-around-image": [ + [ + "CaptionAroundImageSmart", + "PrintPromptValues", + "PromptProvider", + "TextboxReferenceNode" + ], + { + "title_aux": "comfyui_caption-around-image" + } + ], + "https://github.com/SergeyKarleev/comfyui-textutils": [ + [ + "TextLinesBatch" + ], + { + "title_aux": "[WIP] comfyui-textutils" + } + ], + "https://github.com/ShahFaisalWani/ComfyUI-Mojen-Nodeset": [ + [ + "MojenAnalyzeProcessor", + "MojenAspectRatio", + "MojenImageLoader", + "MojenNSFWClassifier", + "MojenNSFWClassifierSave", + "MojenStringLength", + "MojenStyleExtractor", + "MojenTagProcessor", + "MojenTransparentBg" + ], + { + "title_aux": "ComfyUI-Mojen-Nodeset" + } + ], + "https://github.com/ShammiG/ComfyUI_Text_Tools_SG": [ + [ + "Text Tools Editor-SG", + "Text Tools Load Text FilePath-SG", + "Text Tools Load Text-SG", + "Text Tools Merge Text Multi-SG", + "Text Tools Merge Text-SG", + "Text Tools Save Text File-SG", + "Text Tools Viewer-SG" + ], + { + "title_aux": "ComfyUI_Text_Tools_SG [UNSAFE]" + } + ], + "https://github.com/Shinsplat/ComfyUI-Shinsplat": [ + [ + "Clip Text Encode (Shinsplat)", + "Clip Text Encode ALT (Shinsplat)", + "Clip Text Encode SD3 (Shinsplat)", + "Clip Text Encode SDXL (Shinsplat)", + "Clip Text Encode T5 (Shinsplat)", + "Clip Tokens Encode (Shinsplat)", + "Green Box (Shinsplat)", + "Hex To Other (Shinsplat)", + "KSampler (Shinsplat)", + "Lora Loader (Shinsplat)", + "Nupoma (Shinsplat)", + "Seed (Shinsplat)", + "Shinsplat_CLIPTextEncodeFlux", + "String Interpolated (Shinsplat)", + "Sum Wrap (Shinsplat)", + "Tensor Toys (Shinsplat)", + "Test Node (Shinsplat)", + "Text To Tokens (Shinsplat)", + "Text To Tokens SD3 (Shinsplat)", + "Variables (Shinsplat)" + ], + { + "author": "Shinsplat", + "description": "", + "nickname": "shinsplat", + "title": "Shinsplat", + "title_aux": "ComfyUI-Shinsplat [UNSAFE]" + } + ], + "https://github.com/SilentLuxRay/ComfyUI-Furrey-Super-Prompt": [ + [ + "FurreySimplePrompt", + "FurreySuperPrompt" + ], + { + "title_aux": "[WIP] ComfyUI-Furrey-Super-Prompt" + } + ], + "https://github.com/SirVeggie/comfyui-sv-nodes": [ + [ + "SV-AccumulateNode", + "SV-AccumulationGetItemNode", + "SV-AccumulationGetLengthNode", + "SV-AccumulationHeadNode", + "SV-AccumulationSetItemNode", + "SV-AccumulationTailNode", + "SV-AccumulationToListNode", + "SV-AnyToAny", + "SV-ApplyCurve", + "SV-ApplyCurveFromStep", + "SV-AssertNotNone", + "SV-BasicParams", + "SV-BasicParamsCustom", + "SV-BasicParamsOutput", + "SV-BasicParamsPlus", + "SV-BasicParamsStartEnd", + "SV-BooleanNot", + "SV-CacheObject", + "SV-CheckNone", + "SV-CheckNoneNot", + "SV-ClearCustomCaches", + "SV-CompressConds", + "SV-ConditioningReroute", + "SV-ConsolePrint", + "SV-ConsolePrintLoop", + "SV-ConsolePrintMulti", + "SV-CurveFromEquation", + "SV-DefaultBoolean", + "SV-DefaultFloat", + "SV-DefaultInt", + "SV-DefaultString", + "SV-DefaultValue", + "SV-EquationCompare", + "SV-FloatRerouteForSubnodes", + "SV-FlowBlocker", + "SV-FlowGate", + "SV-FlowGateMulti", + "SV-FlowNode", + "SV-FlowPipeCombine", + "SV-FlowPipeInput", + "SV-FlowPipeInputIndex", + "SV-FlowPipeInputKey", + "SV-FlowPipeInputKeyTuple", + "SV-FlowPipeInputLarge", + "SV-FlowPipeInputModel", + "SV-FlowPipeInputParams", + "SV-FlowPipeOutput", + "SV-FlowPipeOutputIndex", + "SV-FlowPipeOutputKey", + "SV-FlowPipeOutputKeyTuple", + "SV-FlowPipeOutputLarge", + "SV-FlowPipeOutputModel", + "SV-FlowPipeOutputParams", + "SV-ForLoopClose", + "SV-ForLoopOpen", + "SV-HashItems", + "SV-HashModel", + "SV-HashObject", + "SV-IfBranch", + "SV-ImageReroute", + "SV-InputSelect", + "SV-InputSelectBoolean", + "SV-InputSelectCompare", + "SV-IntMathOperation", + "SV-ListToAccumulationNode", + "SV-LoadTextFile", + "SV-LoraSeparator", + "SV-ManualCache", + "SV-MathAddInt", + "SV-MathCompare", + "SV-MathOperation", + "SV-MetadataJson", + "SV-ModelName", + "SV-ModelReroute", + "SV-NormalizeImageSize", + "SV-NormalizeImageSize64", + "SV-NormalizeSamples", + "SV-PadImage", + "SV-PromptPlusModel", + "SV-PromptPlusModelOutput", + "SV-PromptProcessing", + "SV-PromptProcessingAdvanced", + "SV-PromptProcessingEncode", + "SV-PromptProcessingEncodeList", + "SV-PromptProcessingGetCond", + "SV-PromptProcessingPromptControl", + "SV-PromptProcessingRecursive", + "SV-PromptProcessingSimple", + "SV-PromptProcessingVars", + "SV-ResolutionSelector", + "SV-ResolutionSelector2", + "SV-ResolutionSelector2Output", + "SV-SamplerNameToSampler", + "SV-SaveTextFile", + "SV-SigmaAsFloat", + "SV-SigmaConcat", + "SV-SigmaContinue", + "SV-SigmaContinueLinear", + "SV-SigmaEmpty", + "SV-SigmaLength", + "SV-SigmaOneStep", + "SV-SigmaRange", + "SV-SigmaRemap", + "SV-SigmaReroute", + "SV-SigmaReverse", + "SV-SigmaStartEnd", + "SV-SigmaStrength", + "SV-SimpleText", + "SV-StringCombine", + "SV-StringSeparator", + "SV-SwapValues", + "SV-TimerEnd", + "SV-TimerStart", + "SV-ToBoolNode", + "SV-UnitFloat", + "SV-ValueRepeater", + "SV-VariableClear", + "SV-VariableGet", + "SV-VariableSet", + "SV-WhileLoopClose", + "SV-WhileLoopOpen", + "SV-WildcardLoader", + "SV-WildcardProcessing", + "SV-WildcardString" + ], + { + "title_aux": "SirVeggie/Custom nodes for ComfyUI" + } + ], + "https://github.com/SlackinJack/multigpu_diffusion_comfyui": [ + [ + "AdvancedFMSchedulerSelector", + "AdvancedSchedulerSelector", + "ApplyPipeline", + "AsyncDiffConfig", + "BNBQuantizationConfig", + "BalancedConfig", + "CheckpointSelector", + "CloseHost", + "CompileConfig", + "CreateHost", + "EncodePromptWithCompel", + "GroupOffloadConfig", + "LoraSelector", + "ModelSelector", + "MultiLoraJoiner", + "OffloadConfig", + "OffloadPipeline", + "QTOQuantizationConfig", + "QuantizationConfig", + "SDSampler", + "SDSamplerPrompt", + "SDUpscaleSampler", + "SNQQuantizationConfig", + "SVDSampler", + "SchedulerSelector", + "TAOQuantizationConfig", + "TorchConfig", + "UnsafeModelSelector", + "WanSampler", + "ZImageSampler" + ], + { + "title_aux": "multigpu_diffusion_comfyui" + } + ], + "https://github.com/SleazySleaze/aesthetic-persona-comfyui-node": [ + [ + "AestheticPersonaParser" + ], + { + "title_aux": "aesthetic-persona-comfyui-node" + } + ], + "https://github.com/Slix-M-Lestragg/comfyui-enhanced": [ + [ + "Range Iterator" + ], + { + "title_aux": "comfyui-enhanced [WIP]" + } + ], + "https://github.com/Smyshnikof/ComfyUI-PresetDownloadManager": [ + [ + "PresetDownloadManager" + ], + { + "title_aux": "ComfyUI-PresetDownloadManager [UNSAFE]" + } + ], + "https://github.com/Solankimayursinh/PMSnodes": [ + [ + "InputAnalyzer", + "LoadBase64Audio", + "LoadImageBase64", + "LoadMaskBase64", + "PMSLoadText", + "PMSSendAudio", + "PMSSendImage" + ], + { + "title_aux": "PMSnodes [WIP]" + } + ], + "https://github.com/Solarish/ComfyUI-MidnightLook": [ + [ + "MidnightLook_AnyToString", + "MidnightLook_CropDATAToBBOX", + "MidnightLook_CropForInpaint", + "MidnightLook_LatentSizePresets", + "MidnightLook_LoadImageByURL", + "MidnightLook_PasteAfterInpaint", + "MidnightLook_StringToBBOX", + "MidnightLook_UploadToR2" + ], + { + "title_aux": "fyUI-MidnightLook [WIP]" + } + ], + "https://github.com/Soliton80/ComfyUI-Watermark-Detection-YOLO": [ + [ + "WatermarkDetector", + "WatermarkDetectorLoader" + ], + { + "title_aux": "Watermark Detection YOLO Custom Node [WIP]" + } + ], + "https://github.com/Sophylax/ComfyUI-ReferenceMerge": [ + [ + "InpaintRegionRestitcher", + "ReferenceInpaintComposite" + ], + { + "title_aux": "ComfyUI-ReferenceMerge" + } + ], + "https://github.com/Soppatorsk/comfyui_img_to_ascii": [ + [ + "FirstNode", + "Img_to_ASCII" + ], + { + "title_aux": "comfyui_img_to_ascii [WIP]" + } + ], + "https://github.com/SpaceWarpStudio/ComfyUI_Remaker_FaceSwap": [ + [ + "RemakerFaceSwap" + ], + { + "title_aux": "ComfyUI_Remaker_FaceSwap" + } + ], + "https://github.com/Spicely/ComfyUI-Luma": [ + [ + "AddVideoTextWatermark", + "GetDeviceType", + "LoadAudioByUrl", + "LoadImageByUrl", + "LoadVideoByUrl", + "SeparateVideoAudio", + "Wav2Srt" + ], + { + "title_aux": "[WIP] ComfyUI-Luma" + } + ], + "https://github.com/Stable-X/ComfyUI-Hi3DGen": [ + [ + "DifferenceExtractorNode", + "DownloadAndLoadStableXModel", + "IF_TrellisCheckpointLoader", + "IF_TrellisImageTo3D", + "StableXProcessImage" + ], + { + "title_aux": "ComfyUI-Hi3DGen" + } + ], + "https://github.com/StableDiffusionVN/SDVN_Comfy_node": [ + [ + "SDVM Image List Repeat", + "SDVN API chatbot", + "SDVN Any From List", + "SDVN Any Input Type", + "SDVN Any List", + "SDVN Any Repeat", + "SDVN Any Show", + "SDVN AnyDownload List", + "SDVN Apply Kontext Reference", + "SDVN Apply Style Model", + "SDVN Auto Generate", + "SDVN AutoSwitch", + "SDVN Boolean", + "SDVN CLIP Download", + "SDVN CLIP Text Encode", + "SDVN CLIP Text Encode Simple", + "SDVN CLIPVision Download", + "SDVN Checkpoint Download", + "SDVN Checkpoint Download List", + "SDVN ControlNet Download", + "SDVN Controlnet Apply", + "SDVN Crop By Ratio", + "SDVN DALL-E Generate Image", + "SDVN Dic Convert", + "SDVN DiffsynthControlNet Apply", + "SDVN DiffsynthUnionLora Apply", + "SDVN DualCLIP Download", + "SDVN Easy IPAdapter weight", + "SDVN Empty Latent Ratio", + "SDVN Exif check", + "SDVN Fill Background", + "SDVN Filter List", + "SDVN Flip Image", + "SDVN Float Slider", + "SDVN GPT Image", + "SDVN Gemini 3 Pro Image", + "SDVN Gemini Flash 2 Image", + "SDVN Get Mask Size", + "SDVN Google Imagen", + "SDVN IC Lora Layout", + "SDVN IC Lora Layout Crop", + "SDVN IPAdapterModel Download", + "SDVN Image Adjust", + "SDVN Image Film Grain", + "SDVN Image HSL", + "SDVN Image Info", + "SDVN Image Layout", + "SDVN Image Repeat", + "SDVN Image Scraper", + "SDVN Image Size", + "SDVN Image White Balance", + "SDVN ImageGallery", + "SDVN Inpaint", + "SDVN Inpaint Crop", + "SDVN InstantIDModel Download", + "SDVN Int Slider", + "SDVN Join Parameter", + "SDVN KSampler", + "SDVN Load Checkpoint", + "SDVN Load Checkpoint Filter", + "SDVN Load Google Sheet", + "SDVN Load Image", + "SDVN Load Image Folder", + "SDVN Load Image From List", + "SDVN Load Image Ultimate", + "SDVN Load Image Url", + "SDVN Load Lora", + "SDVN Load Lora Filter", + "SDVN Load Text", + "SDVN LoadPinterest", + "SDVN Logic", + "SDVN Loop Inpaint Stitch", + "SDVN Lora Download", + "SDVN Lora info", + "SDVN Mask Regions", + "SDVN Mask To Transparent Color", + "SDVN Menu Option", + "SDVN Menu Option Extra", + "SDVN Merge Flux", + "SDVN Merge SD1", + "SDVN Merge SDXL", + "SDVN Metadata Check", + "SDVN Model Export", + "SDVN Model Merge", + "SDVN Model info editor", + "SDVN ModelPatch Download", + "SDVN Overlay Images", + "SDVN Overlay Mask Color Image", + "SDVN Pipe In", + "SDVN Pipe Out", + "SDVN Pipe Out All", + "SDVN QuadrupleCLIP Download", + "SDVN QwenEdit TextEncoder", + "SDVN QwenEdit TextEncoder Plus", + "SDVN RGBA to RGB", + "SDVN Random Prompt", + "SDVN Run Python Code", + "SDVN Run Test", + "SDVN Save Image", + "SDVN Save Text", + "SDVN Seed", + "SDVN Simple Any Input", + "SDVN Slider 1", + "SDVN Slider 100", + "SDVN Split Tile", + "SDVN Stitch Tile", + "SDVN StyleModel Download", + "SDVN Styles", + "SDVN Switch", + "SDVN Translate", + "SDVN UNET Download", + "SDVN UPscale Latent", + "SDVN Upscale Image", + "SDVN UpscaleModel Download", + "SDVN VAE Download", + "SDVN Yolo8 Seg" + ], + { + "title_aux": "SDVN Comfy node [UNSAFE]" + } + ], + "https://github.com/StaffsGull/comfyui_scene_builder": [ + [ + "CharacterBuilderNode", + "ClothingItemNode", + "ClothingMergerNode", + "EnvironmentBuilderNode", + "MergeCharactersNode", + "PhotoStyleBuilderNode", + "SceneCombinerNode" + ], + { + "title_aux": "comfyui_scene_builder [WIP]" + } + ], + "https://github.com/StartHua/Comfyui_CSDMT_CXH": [ + [ + "CSD" + ], + { + "title_aux": "Comfyui_CXH_CRM" + } + ], + "https://github.com/StartHua/Comfyui_CXH_CRM": [ + [ + "CRM" + ], + { + "title_aux": "Comfyui_CXH_CRM" + } + ], + "https://github.com/StartHua/Comfyui_CXH_joy_caption": [ + [ + "CXH_DownloadAndLoadFlorence2Model", + "CXH_Florence2Run", + "CXH_HG_Model_Load", + "CXH_IC_Lora_Florence2Run", + "CXH_IC_lora_reversal", + "CXH_Ic_lora_Joy_batch", + "CXH_Min2_6_classifiy", + "CXH_Min2_6_prompt_Run", + "CXH_MinCP3_4B_Chat", + "CXH_MinCP3_4B_Load", + "CXH_SmolVlm_Load", + "CXH_SmolVlm_Run", + "Joy_caption", + "Joy_caption_alpha_batch", + "Joy_caption_alpha_batch_Dirs", + "Joy_caption_alpha_load", + "Joy_caption_alpha_prompt", + "Joy_caption_alpha_run", + "Joy_caption_load" + ], + { + "title_aux": "Comfyui_CXH_joy_caption [SECURITY SCREENING]" + } + ], + "https://github.com/StartHua/Comfyui_Flux_Style_Ctr": [ + [ + "CXH_StyleModelApply" + ], + { + "title_aux": "Comfyui_Flux_Style_Ctr [WIP]" + } + ], + "https://github.com/StartHua/Comfyui_leffa": [ + [ + "CXH_Leffa_Viton_Load", + "CXH_Leffa_Viton_Run" + ], + { + "title_aux": "Comfyui_leffa" + } + ], + "https://github.com/StevenBaby/comfyui-tools": [ + [ + "IntParameterNode" + ], + { + "title_aux": "comfyui-tools" + } + ], + "https://github.com/StoryWalker/comfyui_flux_collection_advanced": [ + [ + "Example", + "FluxControlNetApply", + "FluxControlNetApplyPreview", + "FluxControlNetLoader", + "FluxImagePreview", + "FluxImageUpscaler", + "FluxLoader", + "FluxSamplerParameters", + "FluxTextPrompt" + ], + { + "title_aux": "comfyui_flux_collection_advanced [WIP]" + } + ], + "https://github.com/SushantSingh-23-01/comfyui_flowrider_nodes": [ + [ + "FilmGrainVFX", + "SaveCustomResolutions", + "SaveImageCustom", + "SelectCustomResolutions" + ], + { + "title_aux": "comfyui_flowrider_nodes [UNSAFE]" + } + ], + "https://github.com/Suzu008/ComfyUI-ImageCritic": [ + [ + "DetailEncoder" + ], + { + "title_aux": "ComfyUI-ImageCritic" + } + ], + "https://github.com/Symbiomatrix/Comfyui-Sort-Files": [ + [ + "ImageSaverSBM", + "SortControlSBM", + "StringToFloatSBM", + "VideoSeriesMergerSBM" + ], + { + "author": "SBM", + "title_aux": "Comfyui-Sort-Files" + } + ], + "https://github.com/TSFSean/ComfyUI-TSFNodes": [ + [ + "GyroOSC" + ], + { + "title_aux": "ComfyUI-TSFNodes" + } + ], + "https://github.com/Tawbaware/ComfyUI-Tawbaware": [ + [ + "LatentBlendGradient", + "ReverseLatentBatch", + "WanVideoReCamMasterGenerateOrbitCameraEx" + ], + { + "title_aux": "ComfyUI-Tawbaware [WIP]" + } + ], + "https://github.com/Temult/TWanSigmaSampler": [ + [ + "TWanVideoSigmaSampler" + ], + { + "title_aux": "TWanVideoSigmaSampler: EXPERIMENTAL [WIP]" + } + ], + "https://github.com/ThatGlennD/ComfyUI-Image-Analysis-Tools": [ + [ + "Blur Detection", + "BlurDetection", + "Clipping Analysis", + "ClippingAnalysis", + "Color Cast Detector", + "Color Harmony Analyzer", + "Color Temperature Estimator", + "ColorCastDetector", + "ColorHarmonyAnalyzer", + "ColorTemperatureEstimator", + "Contrast Analysis", + "ContrastAnalysis", + "Defocus Analysis", + "DefocusAnalysis", + "Edge Density Analysis", + "EdgeDensityAnalysis", + "Entropy Analysis", + "EntropyAnalysis", + "Noise Estimation", + "NoiseEstimation", + "RGB Histogram Renderer", + "RGBHistogramRenderer", + "Sharpness / Focus Score", + "SharpnessFocusScore" + ], + { + "title_aux": "ComfyUI Image Analysis Toolkit [WIP]" + } + ], + "https://github.com/TheJorseman/IntrinsicCompositingClean-ComfyUI": [ + [ + "AlbedoHarmonizer", + "AlbedoModelLoader", + "CompleteRelighting", + "CompositeNormalsCalculator", + "DepthEstimator", + "DepthModelLoader", + "ExtractInvShading", + "ExtractSmallBgShd", + "HarmonizedImageCreator", + "ImageResizer", + "ImageResizerNP", + "ImageResizerNPMASK", + "IntrinsicDecomposer", + "IntrinsicModelLoader", + "LightCoeffExtractor", + "LoadImagePIL", + "MaskApplier", + "MaskGenerator", + "MaskPreprocessor", + "NormalsExtractor", + "NormalsModelLoader", + "ReshadingModelLoader", + "ReshadingProcessor" + ], + { + "title_aux": "IntrinsicCompositingClean-ComfyUI" + } + ], + "https://github.com/TheLocalLab/ComfyUI-Kandinsky-GGUF": [ + [ + "EmptyKandinskyV5_Latent", + "KandinskyV5_ImageToVideoLatent", + "KandinskyV5_Loader", + "KandinskyV5_PruneFrames", + "KandinskyV5_Sampler", + "KandinskyV5_TextEncode", + "KandinskyV5_VAEDecode", + "KandinskyV5_VAELoader" + ], + { + "title_aux": "ComfyUI-Kandinsky-GGUF [WIP]" + } + ], + "https://github.com/ThisModernDay/ComfyUI-InstructorOllama": [ + [ + "OllamaInstructorNode" + ], + { + "title_aux": "ComfyUI Instructor Ollama" + } + ], + "https://github.com/ThuckMaBaws/TMB-Camera-Modifier": [ + [ + "Camera Modifier Selector" + ], + { + "title_aux": "TMB Camera Modifier for ComfyUI [WIP]" + } + ], + "https://github.com/TimothyCMeehan/comfyui-ck3-presets": [ + [ + "CK3 Resize Image", + "CK3ResizeImage", + "CK3SizePreset" + ], + { + "title_aux": "ComfyUI CK3 Presets" + } + ], + "https://github.com/TobiasGlaubach/ComfyUI-TG_PyCode": [ + [ + "TG_PyCall", + "TG_PyCallKey", + "TG_PyEditor", + "TG_PyEval", + "TG_PyEvalNamespace", + "TG_PyGetInstalledLibs", + "TG_PyImportLibs" + ], + { + "title_aux": "ComfyUI-TG_PyCode [UNSAFE]" + } + ], + "https://github.com/Toxic1228/Eleven-labs-comfyui-sts": [ + [ + "ElevenLabs_SpeechToSpeech" + ], + { + "title_aux": "Eleven-labs-comfyui-sts" + } + ], + "https://github.com/Tr1dae/ComfyUI-CustomNodes-MVM": [ + [ + "LoadImageFromFolderMVM", + "LoadImagesFromFolderRandomMVM", + "LoadImagesFromRelativePathRandomMVM", + "LoadTextFromFolderMVM" + ], + { + "title_aux": "ComfyUI-CustomNodes-MVM" + } + ], + "https://github.com/Tr1dae/ComfyUI-MobileSAM": [ + [ + "EasyMobileSAM" + ], + { + "title_aux": "[WIP] ComfyUI-MobileSAM" + } + ], + "https://github.com/UltraNoob-NazoGiken/ComfyUI-TOML-Tools": [ + [ + "CreateTomlData", + "GetTomlValue", + "LoadToml", + "MergeTomlData", + "SaveToml" + ], + { + "title_aux": "ComfyUI-TOML-Tools [WIP]" + } + ], + "https://github.com/UmutGuzel/tryvariantai-comfyui": [ + [ + "DebugMaskNode", + "FillTransparencyNode", + "MaskExpandBorder", + "MaskExpandBorderAdvanced", + "MaskFromContoursOpenCV", + "MaskToTransparentNode", + "SimpleWhiteDetectorNode", + "WhiteToTransparentNode" + ], + { + "title_aux": "ComfyUI-yolov5-face [WIP]" + } + ], + "https://github.com/VectorASD/ComfyUI-VectorASD": [ + [ + "ASD_CLIPLoader", + "ASD_CLIPSplitter", + "ASD_CLIPTextEncode", + "ASD_CompareAnything", + "ASD_JoinString", + "ASD_JoinStringMulti", + "ASD_JoinStringMultiPrefix", + "ASD_JoinStringPrefix" + ], + { + "title_aux": "ComfyUI-VectorASD" + } + ], + "https://github.com/Velour-Fog/comfy-latent-nodes": [ + [ + "CustomLoadLatent", + "CustomSaveLatent" + ], + { + "title_aux": "comfy-latent-nodes [UNSAFE]" + } + ], + "https://github.com/VictorLopes643/ComfyUI-Video-Dataset-Tools": [ + [ + "VideoFrameExtractor", + "VideoFrameSaver" + ], + { + "title_aux": "ComfyUI-Video-Dataset-Tools [WIP]" + } + ], + "https://github.com/Video3DGenResearch/comfyui-batch-input-node": [ + [ + "BatchImageAndPrompt", + "BatchInputCSV", + "BatchInputText" + ], + { + "title_aux": "ComfyUI Batch Input Node" + } + ], + "https://github.com/VisionExp/ve_custom_comfyui_nodes": [ + [ + "Asset Image", + "LoadImgFromInputUrl", + "Render3d", + "assets/Asset Image", + "render3d/Render Node" + ], + { + "title_aux": "ve_custom_comfyui_nodes" + } + ], + "https://github.com/Vkabuto23/comfyui_openrouter_ollama": [ + [ + "OllamaNode", + "OllamaNodeExperimental", + "OllamaVisionNode", + "OllamaVisionNodeExperimental", + "OpenRouterNode", + "OpenRouterNodeExperimental", + "OpenRouterVisionNode", + "OpenRouterVisionNodeExperimental" + ], + { + "title_aux": "ComfyUI Custom Nodes: OpenRouter & Ollama [UNSAFE]" + } + ], + "https://github.com/Vollond/ComfyUI-LatentCutPlus": [ + [ + "DebugAny", + "LTXVEmptyLatentAudioDebug", + "LTXVSpatioTemporalTiledVAEDecode_DirectEncode", + "LTXVTiledVAEDecode", + "LatentCutPlus", + "LatentDebugInfo" + ], + { + "title_aux": "ComfyUI-LatentCutPlus" + } + ], + "https://github.com/Vov1ch/ComfyUI_GLMImage": [ + [ + "GLMImageGenerate", + "GLMImageImageToImage", + "GLMImageSDNQ_FlexibleInput", + "GLMImageSDNQ_Generate", + "GLMImageSDNQ_I2I_Standalone", + "GLMImageSDNQ_ImageToImage", + "GLMImageSDNQ_LoadPipe", + "GLMImageSDNQ_MultiI2I_Standalone", + "GLMImageSDNQ_MultiImageToImage", + "GLMImageSDNQ_T2I_Standalone" + ], + { + "title_aux": "ComfyUI_GLMImage" + } + ], + "https://github.com/Vsolon/ComfyUI-CBZ-Pack": [ + [ + "CBZ Preview Any", + "CBZCollector", + "CBZCollectorPassthrough", + "CBZUnpacker", + "CBZUnpackerPassthrough", + "DirToCBZ", + "DirToCBZPassthrough", + "ExportCBZ", + "ExportCBZPassthrough" + ], + { + "title_aux": "ComfyUI-CBZ-Pack [UNSAFE]" + } + ], + "https://github.com/WASasquatch/ASTERR": [ + [ + "ASTERR", + "SaveASTERR" + ], + { + "title_aux": "ASTERR [UNSAFE]" + } + ], + "https://github.com/WSJUSA/Comfyui-StableSR": [ + [ + "ColorFix", + "StableSRUpscalerPipe" + ], + { + "author": "WSJUSA", + "description": "This module enables StableSR in Comgfyui. Ported work of sd-webui-stablesr. Original work for Auotmaatic1111 version of this module and StableSR credit to LIightChaser and Jianyi Wang.", + "nickname": "StableSR", + "title": "StableSR", + "title_aux": "pre-comfyui-stablsr" + } + ], + "https://github.com/WaiyanLing/ComfyUI-Tracking": [ + [ + "WorkflowStats" + ], + { + "title_aux": "ComfyUI-Tracking [WIP]" + } + ], + "https://github.com/WenerSantos3/ComfyUI-BlueeUtils": [ + [ + "BlueeCombineImagesAudioH264", + "BlueeFileExists", + "BlueeTemplateString", + "BlueeUtilsDelete", + "BlueeUtilsDownloadTemp", + "BlueeUtilsReadTempAudio", + "BlueeUtilsReadTempImage", + "blueeInput" + ], + { + "title_aux": "ComfyUI-BlueeUtils [UNSAFE]" + } + ], + "https://github.com/WilliamStanford/ComfyUI-VisualLabs": [ + [ + "CreateFadeMaskAdvancedVL", + "PointStringFromFloatArray", + "RescaleFloatArray", + "StringFromFloatArray" + ], + { + "title_aux": "visuallabs_comfyui_nodes" + } + ], + "https://github.com/WozStudios/ComfyUI-WozNodes": [ + [ + "CreateImageBatch", + "ImageBatchSelectByMask", + "ImageBatchTrim", + "ImageBatcherByIndexProV2" + ], + { + "title_aux": "ComfyUI-WozNodes" + } + ], + "https://github.com/XiaoHeiziGGG/ComfyUI-Gemini-Kontext": [ + [ + "GeminiBatchTranslator", + "GeminiImageAnalyzer", + "GeminiKontextOptimizer", + "GeminiTranslator" + ], + { + "title_aux": "ComfyUI-Gemini-Kontext [WIP]" + } + ], + "https://github.com/XiaoHeiziGGG/ComfyUI-GeminiTranslator": [ + [ + "GeminiBatchTranslator", + "GeminiTranslator" + ], + { + "title_aux": "ComfyUI Gemini Translator [WIP]" + } + ], + "https://github.com/Yeonri/ComfyUI_LLM_Are_You_Listening": [ + [ + "AYL_API_Node", + "AYL_GGUF_Node", + "AYL_Node" + ], + { + "title_aux": "ComfyUI_LLM_Are_You_Listening [WIP]" + } + ], + "https://github.com/YokoYokoTEC/comfyui-batch-sequence": [ + [ + "BatchCounter|YokoYokoTEC", + "LineRead|YokoYokoTEC" + ], + { + "title_aux": "ComfyUI Batch Sequence Node [UNSAFE]" + } + ], + "https://github.com/YokoYokoTEC/comfyui-sequential-prompt-file": [ + [ + "File", + "Find" + ], + { + "title_aux": "comfyui-sequential-prompt-file [UNSAFE]" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Step1X-Edit": [ + [ + "GenerateEditedImage", + "LoadAEModel", + "LoadDITModel", + "LoadImagePath", + "LoadQwenVLModel", + "Prompt", + "SaveEditedImage" + ], + { + "title_aux": "ComfyUI-Step1X-Edit [NAME CONFLICT]" + } + ], + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-KontextOfficialNode": [ + [ + "KontextImageEditingOfficialAPI_Max", + "KontextTextToImageOfficialAPI_Max" + ], + { + "title_aux": "ComfyUI-KontextOfficialNode" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-AuraSR-ZHO": [ + [ + "AuraSR_Lterative_Zho", + "AuraSR_ModelLoader_Zho", + "AuraSR_Zho" + ], + { + "title_aux": "ComfyUI-AuraSR-ZHO" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BiRefNet-ZHO": [ + [ + "BiRefNet_ModelLoader_Zho", + "BiRefNet_Zho" + ], + { + "title_aux": "ComfyUI-BiRefNet-ZHO [BROKEN]" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Gemini": [ + [ + "ConcatText_Zho", + "DisplayText_Zho", + "Gemini_15P_API_S_Advance_Zho", + "Gemini_15P_API_S_Chat_Advance_Zho", + "Gemini_API_Chat_Zho", + "Gemini_API_S_Chat_Zho", + "Gemini_API_S_Vsion_ImgURL_Zho", + "Gemini_API_S_Zho", + "Gemini_API_Vsion_ImgURL_Zho", + "Gemini_API_Zho", + "Gemini_FileUpload_API_S_Zho", + "Gemini_File_API_S_Zho" + ], + { + "title_aux": "ComfyUI-Gemini [NAME CONFLICT]" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PuLID-ZHO": [ + [ + "PuLID_Zho" + ], + { + "title_aux": "ComfyUI-PuLID-ZHO [WIP]" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Wan-ZHO": [ + [ + "WANMODELS_Generation_Zho", + "WANMODELS_ModelLoader_Zho", + "WanT2V_Generation_Zho", + "WanT2V_ModelLoader_Zho" + ], + { + "title_aux": "ComfyUI Wan2.1 [WIP]" + } + ], + "https://github.com/ZenAI-Vietnam/ComfyUI-gemini-IG": [ + [ + "Gemini Image Generation", + "Gemini Text Generation" + ], + { + "title_aux": "ComfyUI-gemini-IG" + } + ], + "https://github.com/ZenAI-Vietnam/ComfyUI_InfiniteYou": [ + [ + "FaceCombine", + "FaceSwap_InfiniteYou", + "InfiniteYouApply" + ], + { + "title_aux": "ComfyUI_InfiniteYou [NAME CONFLICT]" + } + ], + "https://github.com/a-One-Fan/ComfyUI-Blenderesque-Nodes": [ + [ + "BlenderBlackbody", + "BlenderBrickTexture", + "BlenderBrightnessContrast", + "BlenderCheckerTexture", + "BlenderClamp", + "BlenderCombineColor", + "BlenderCombineXYZ", + "BlenderCrop", + "BlenderGamma", + "BlenderHueSaturationValue", + "BlenderInvertColor", + "BlenderLensDistortion", + "BlenderMapRange", + "BlenderMapUV", + "BlenderMath", + "BlenderMix", + "BlenderNoiseTexture", + "BlenderRGB", + "BlenderRGBtoBW", + "BlenderRotate", + "BlenderScale", + "BlenderSeparateColor", + "BlenderSeparateXYZ", + "BlenderSetAlpha", + "BlenderTransform", + "BlenderTranslate", + "BlenderUV", + "BlenderValue", + "BlenderVectorMath", + "BlenderVoronoiTexture", + "BlenderWavelength" + ], + { + "title_aux": "ComfyUI-Blenderesque-Nodes [WIP]" + } + ], + "https://github.com/a-und-b/ComfyUI_Output_as_Input": [ + [ + "OutputAsInput" + ], + { + "title_aux": "ComfyUI_Output_as_Input" + } + ], + "https://github.com/aa-parky/pipemind-comfyui": [ + [ + "BatchImageLoadInput", + "BatchImageLoadOutput", + "BooleanSwitchAny", + "EnhancedKeywordPromptComposer", + "KeywordPromptComposer", + "LoadTxtFile", + "PipemindDisplayAny", + "PipemindFlux2MAspectRatio", + "PipemindLoraLoader", + "PipemindMultilineTextInput", + "PipemindQwenAspectRatio", + "PipemindSDXL15AspectRatio", + "PipemindSaveImageWTxt", + "PipemindShowText", + "PipemindShowTextFind", + "PipemindTokenCounter", + "RandomLineFromDropdown", + "SelectLineFromDropdown", + "SimplePromptCombiner" + ], + { + "title_aux": "pipemind-comfyui" + } + ], + "https://github.com/abuzreq/ComfyUI-Model-Bending": [ + [ + "Add Noise Module (Bending)", + "Add Scalar Module (Bending)", + "Compute PCA", + "ConditioningApplyOperation", + "Custom Code Module", + "Dilation Module (Bending)", + "Erosion Module (Bending)", + "Gradient Module (Bending)", + "HSpace Bending", + "Latent Operation (Add Noise)", + "Latent Operation (Add Scalar)", + "Latent Operation (Custom)", + "Latent Operation (Multiply Scalar)", + "Latent Operation (Rotate)", + "Latent Operation (Threshold)", + "Latent Operation To Module", + "LatentApplyOperationCFGToStep", + "LoRA Bending", + "Model Bending", + "Model Bending (SD Layers)", + "Model Inspector", + "Model VAE Bending", + "Model VAE Inspector", + "Multiply Scalar Module (Bending)", + "NoiseVariations", + "Rotate Module (Bending)", + "Scale Module (Bending)", + "Sobel Module (Bending)", + "Threshold Module (Bending)", + "Visualize Feature Map" + ], + { + "title_aux": "ComfyUI Model Bending [UNSAFE]" + } + ], + "https://github.com/adamdavidcole/comfyui-video-xy-plot": [ + [ + "XYPlotCollectVideo", + "XYPlotDirectorySetup", + "XYPlotGetValues", + "XYPlotSetup", + "XYPlotVideoGrid" + ], + { + "title_aux": "ComfyUI XY Video Plot Suite [WIP]" + } + ], + "https://github.com/addddd2/AI_Generated_nodes": [ + [ + "ExtractImageChannel", + "ImageBlendLighter", + "ImageCropBorders", + "ImageMirrorPad", + "ImageOffset", + "ImageScaleToQwen", + "ImageScaleToTotalPixelsRound64", + "ImageStitcher", + "LABtoRGB", + "MatchRYGCBMColors", + "RGBtoLAB", + "RGBtoRYGCBM", + "RYGCBMtoRGB", + "TextCommaToRandomWeighted", + "TextCommaToWeighted" + ], + { + "title_aux": "AI_Generated_nodes" + } + ], + "https://github.com/adigayung/comfyui_PlutoNode": [ + [ + "CompositeImageNode", + "FloatArithmeticNode", + "FloatToIntNode", + "IntArithmeticNode", + "PlutoAutoCropFaces", + "PlutoAutoSaveImage", + "PlutoEmptyLatentByInput", + "PlutoGetSizeFromImage", + "PreviewImageXX", + "TextAppendNode", + "TextReplaceNode", + "TextToImageNode" + ], + { + "title_aux": "comfyui_PlutoNode" + } + ], + "https://github.com/adithis197/ComfyUI-Caption_to_audio": [ + [ + "TextToMusicGenAudio" + ], + { + "title_aux": "ComfyUI-Caption_to_audio [WIP]" + } + ], + "https://github.com/adithis197/ComfyUI-multimodal-CaptionToVideoGen": [ + [ + "CaptionToMusicPromptLLM" + ], + { + "title_aux": "ComfyUI-multimodal-CaptionToVideoGen [WIP]" + } + ], + "https://github.com/aesethtics/ComfyUI-OpenPoser": [ + [ + "OpenPoser" + ], + { + "title_aux": "ComfyUI-OpenPoser [WIP]" + } + ], + "https://github.com/agavesunset/ComfyUI_LoRA_Tracker": [ + [ + "LoRAParameterOverlay" + ], + { + "title_aux": "ComfyUI_LoRA_Tracker" + } + ], + "https://github.com/agavesunset/Comfyui_SiliconFlow_AgaveSunset": [ + [ + "SiliconFlowLoader_AS", + "SiliconFlowSampler_AS" + ], + { + "title_aux": "Comfyui_SiliconFlow_AgaveSunset" + } + ], + "https://github.com/ahkimkoo/ComfyUI-OSS-Upload": [ + [ + "OSSAudioUploader", + "OSSFileUploader", + "OSSImageUploader", + "OSSVideoUploader" + ], + { + "title_aux": "ComfyUI-OSS-Upload [UNSAFE]" + } + ], + "https://github.com/ahmedbana/File-Rename": [ + [ + "AdvancedFileRenameNode", + "FileRenameNode" + ], + { + "title_aux": "File-Rename [UNSAFE]" + } + ], + "https://github.com/ahmedbana/json-creator": [ + [ + "JsonCreator" + ], + { + "title_aux": "json-creator [WIP]" + } + ], + "https://github.com/ahmedbana/upload-to-azure": [ + [ + "AzureBlobUploader" + ], + { + "title_aux": "upload-to-azure" + } + ], + "https://github.com/ai-joe-git/ComfyUI-Chatterbox": [ + [ + "ChatterboxLoadReferenceAudio", + "ChatterboxPresets", + "ChatterboxSaveAudio", + "ChatterboxTTSNode" + ], + { + "title_aux": "ComfyUI-Chatterbox [NAME CONFLICT]" + } + ], + "https://github.com/aiden1020/ComfyUI_Artcoder": [ + [ + "ArtCoder" + ], + { + "title_aux": "ComfyUI_Artcoder [WIP]" + } + ], + "https://github.com/ainanoha/etm_comfyui_nodes": [ + [ + "ETM_LoadImageFromLocal", + "ETM_SaveImage" + ], + { + "title_aux": "etm_comfyui_nodes" + } + ], + "https://github.com/ajcampbell1333/BudgetGuard_Artists": [ + [ + "BudgetGuardNode" + ], + { + "title_aux": "BudgetGuard for Artists [WIP]" + } + ], + "https://github.com/akashch1512/ComfyUI_UguuUploader": [ + [ + "UguuUploader" + ], + { + "title_aux": "ComfyUI_UguuUploader" + } + ], + "https://github.com/aklevecz/ComfyUI-AutoPrompt": [ + [ + "OllamaChat", + "OllamaModelLister", + "OllamaPromptGenerator", + "TextDisplay" + ], + { + "title_aux": "ComfyUI-AutoPrompt [WIP]" + } + ], + "https://github.com/alchemist-novaro/ComfyUI-Affine-Transform": [ + [ + "AffineTransform" + ], + { + "title_aux": "Affine Transform ComfyUI Node [WIP]" + } + ], + "https://github.com/alchemist-novaro/ComfyUI-Simple-Image-Tools": [ + [ + "GetMaskFromAlpha", + "GetQuadrilateralOutfit" + ], + { + "title_aux": "ComfyUI-Simple-Image-Tools [WIP]" + } + ], + "https://github.com/alexgenovese/ComfyUI-Diffusion-4k": [ + [ + "FluxImageGenerator" + ], + { + "title_aux": "ComfyUI-Diffusion-4k [WIP]" + } + ], + "https://github.com/alexgenovese/ComfyUI-Reica": [ + [ + "ReicaGCPReadImageNode", + "ReicaGCPWriteImageNode", + "ReicaHTTPCustomRequest", + "ReicaHTTPNotification", + "ReicaInsertAnythingNode", + "ReicaLoadLoopImagesFromURLs", + "ReicaLoadLoopImagesFromURLsSkipErrors", + "ReicaReadImageUrl", + "ReicaSmartResizer", + "ReicaTextImageDisplay", + "ReicaTryOffDiffGenerator", + "ReicaTryOffDiffLoader", + "ReicaURLImageLoader" + ], + { + "title_aux": "ComfyUI-Reica" + } + ], + "https://github.com/alexisrolland/ComfyUI-AuraSR": [ + [ + "LoadAuraSR", + "RunAuraSR" + ], + { + "title_aux": "alexisrolland/ComfyUI-AuraSR" + } + ], + "https://github.com/alisson-anjos/ComfyUI-Workarounds": [ + [ + "FlowMatchAutoConfig", + "FlowMatchGuide", + "FlowMatchScheduler", + "FlowMatchSchedulerPresets", + "SkinToneColorMatch", + "SkinToneDetector", + "WA_Face3DProjection", + "WA_FaceLandmarkDetector", + "WA_FaceMaskCreator", + "WA_FaceRegionOptions", + "WA_GeometricFaceAlign", + "WA_ImageComposite", + "WA_ImageTransform", + "WA_PlanarFaceOverlay", + "WA_SkinToneColorMatch", + "WA_SkinToneDetector" + ], + { + "title_aux": "ComfyUI-Workarounds [WIP]" + } + ], + "https://github.com/alistairallan/ComfyUI-skin-retouch": [ + [ + "SkinRetouching" + ], + { + "title_aux": "ComfyUI-skin-retouch" + } + ], + "https://github.com/alt-key-project/comfyui-dream-painter": [ + [ + "Bitmap AND [DPaint]", + "Bitmap Crop Center [DPaint]", + "Bitmap Dimensions [DPaint]", + "Bitmap Edge Detect [DPaint]", + "Bitmap Expand Canvas [DPaint]", + "Bitmap Invert [DPaint]", + "Bitmap OR [DPaint]", + "Bitmap Resize [DPaint]", + "Bitmap Rotate [DPaint]", + "Bitmap To Image & Mask [DPaint]", + "Bitmap XOR [DPaint]", + "Draw Shape As Bitmap [DPaint]", + "Image To Bitmap [DPaint]", + "Random Number Generator [DPaint]", + "Shape Center & Fit [DPaint]", + "Shape Combiner [DPaint]", + "Shape Copycat Tool [DPaint]", + "Shape Find Bounds [DPaint]", + "Shape Flip [DPaint]", + "Shape Grid [DPaint]", + "Shape Resize [DPaint]", + "Shape Rotate [DPaint]", + "Shape of Circular Rays [DPaint]", + "Shape of N-Polygon [DPaint]", + "Shape of Rectangle [DPaint]", + "Shape of Star [DPaint]" + ], + { + "title_aux": "Dream Painter [WIP]" + } + ], + "https://github.com/ammahmoudi/ComfyUI-Legendary-Nodes": [ + [ + "Legendary Dataset Saver", + "Legendary Image URL Loader", + "Legendary Lora URL Loader" + ], + { + "title_aux": "ComfyUI-Legendary-Nodes" + } + ], + "https://github.com/anilstream/ComfyUI-NanoBananaPro": [ + [ + "NanoBananaBasicNode" + ], + { + "title_aux": "ComfyUI-NanoBananaPro" + } + ], + "https://github.com/animEEEmpire/ComfyUI-Animemory-Loader": [ + [ + "AnimemoryNode" + ], + { + "title_aux": "ComfyUI-Animemory-Loader" + } + ], + "https://github.com/apeirography/ModelCopyNode": [ + [ + "ModelCopyNode" + ], + { + "title_aux": "Model Copy Node for ComfyUI [UNSAFE]" + } + ], + "https://github.com/apetitbois/nova_utils": [ + [ + "jsonParser" + ], + { + "title_aux": "nova_utils" + } + ], + "https://github.com/aria1th/ComfyUI-SkipCFGSigmas": [ + [ + "CFGControl_SKIPCFG" + ], + { + "title_aux": "ComfyUI-SkipCFGSigmas" + } + ], + "https://github.com/aria1th/ComfyUI-camietagger-onnx": [ + [ + "CamieTagger" + ], + { + "title_aux": "ComfyUI-camietagger-onnx" + } + ], + "https://github.com/artem-konevskikh/comfyui-split-merge-video": [ + [ + "VideoMerger", + "VideoSplitter" + ], + { + "title_aux": "ComfyUI Video Processing Nodes [WIP]" + } + ], + "https://github.com/artifyfun/ComfyUI-JS": [ + [ + "JavascriptExecutor", + "JavascriptExecutorMultiOutput" + ], + { + "title_aux": "ComfyUI-JS [UNSAFE]" + } + ], + "https://github.com/artisanalcomputing/ComfyUI-Custom-Nodes": [ + [ + "RandomVideoMixer", + "SpotifyCanvasGenerator", + "VideoWriter" + ], + { + "title_aux": "artcpu-custom-nodes" + } + ], + "https://github.com/asaddi/allans-comfy-nodes": [ + [ + "BatchImageLoader", + "ControlBus", + "DepthAnythingV2", + "DepthAnythingV2Model", + "DumpToConsole", + "EmptyLatentImageSelector", + "FlattenImageAlpha", + "FloatLatch", + "FloatList", + "FloatListStepSize", + "ImageBuffer", + "ImageCropSquare", + "ImageDimensions", + "ImageMaskSwitch2", + "ImageMaskSwitch4", + "ImageRouter", + "ImageSequenceList5", + "ImageSwitch2", + "IntegerLatch", + "JSONExtractNumber", + "JSONExtractString", + "LPIPSModel", + "LPIPSRun", + "ListCounter", + "MakeImageGrid", + "MaskBlur", + "MixNoise", + "ModelSwitch2", + "PathJoin", + "PathRelativeTo", + "PathSplit", + "PresetText", + "PrivateLoraStack", + "PrivateSeed", + "RandomCombo2", + "RepeatFloatList", + "RepeatIntList", + "RepeatStringList", + "ReproducibleWildcards", + "ResolutionChooser", + "SaveComicBookArchive", + "SaveTabular", + "SeedList", + "SimpleBus", + "StringSequenceList2", + "StringSequenceList5", + "TabularJoin", + "VAESwitch2", + "VersatileTextEncode", + "WDv3Model", + "WDv3Tagger", + "WriteTextImage" + ], + { + "title_aux": "Allan's ComfyUI nodes" + } + ], + "https://github.com/ashishsaini/comfyui-segment-clothing-sleeves": [ + [ + "segformer_b2_sleeves" + ], + { + "title_aux": "comfyui_segformer_b2_sleeves" + } + ], + "https://github.com/ashllay/ComfyUI_MoreComfy": [ + [ + "MC Alter Seed", + "MC Get Image Min Max", + "MC Get Image Size", + "MC Multi Concat", + "MC Multi Concat(Advanced)", + "MC Noise", + "MC Set Tile Size", + "MC Switch Image", + "MC Switch Latent", + "MC Switch Model", + "MC Switch Noise", + "MC Switch Seed", + "MC Switch String", + "MC Swtich Latent(Multi)", + "MC Swtich Sampler(Multi)", + "MC Swtich Sigmas(Multi)" + ], + { + "title_aux": "ComfyUI_MoreComfy" + } + ], + "https://github.com/avocadori/ComfyUI-AudioAmplitudeConverter": [ + [ + "NormalizeAmpToFloatNode" + ], + { + "title_aux": "ComfyUI Audio Amplitude Converter [WIP]" + } + ], + "https://github.com/ayaoayaoayaoaya/ComfyUI-KLUT-DeepSeek-API": [ + [ + "KLUTDeepSeekAPI" + ], + { + "title_aux": "ComfyUI-KLUT-DeepSeek-API [WIP]" + } + ], + "https://github.com/babydjac/comfyui-grok-ponyxl": [ + [ + "GrokPonyXLPrompter" + ], + { + "title_aux": "comfyui-grok-ponyxl [WIP]" + } + ], + "https://github.com/backearth1/Comfyui-MiniMax-Video": [ + [ + "ImageToPrompt", + "MiniMaxAIAPIClient", + "MiniMaxImage2Video", + "MiniMaxImageGenerator", + "MiniMaxPreviewVideo" + ], + { + "title_aux": "Comfyui-MiniMax-Video [WIP]" + } + ], + "https://github.com/bakker/BK_Utils": [ + [ + "DynamicGroupSwitchMulti", + "FileNameDefinition", + "FluxPromptSaver", + "FluxTextSampler", + "IsOneOfGroupsActive", + "ModelName", + "SamePixelResolutionCalculator", + "ZImageTurboResolutions" + ], + { + "title_aux": "BK_Utils [WIP]" + } + ], + "https://github.com/bananasss00/Comfyui-PyExec": [ + [ + "PyExec", + "PyExec_Output", + "PyExec_OutputIsList", + "PyExec_OutputIsValue" + ], + { + "author": "SeniorPioner", + "description": "Comfyui runtime python code execution", + "nickname": "PyExec", + "title": "PyExec", + "title_aux": "Comfyui-PyExec [UNSAFE]" + } + ], + "https://github.com/bandido37/comfyui-kaggle-local-save": [ + [ + "KaggleLocalSaveNode" + ], + { + "title_aux": "Kaggle ComfyUI Local Save Node [WIP]" + } + ], + "https://github.com/banini1841/BigModelPipe": [ + [ + "BigModelPipeIn", + "BigModelPipeOut" + ], + { + "title_aux": "BigModelPipe [WIP]" + } + ], + "https://github.com/baoanhng/ComfyUI-utils": [ + [ + "TextJoiner", + "TextSplitter" + ], + { + "title_aux": "ComfyUI-utils" + } + ], + "https://github.com/barakapa/barakapa-nodes": [ + [ + "brkp_ConcatenateString", + "brkp_ConvertToString", + "brkp_CountTokens", + "brkp_DirectoryImageCounter", + "brkp_SaveImage", + "brkp_SaveWorkflow" + ], + { + "title_aux": "barakapa-nodes" + } + ], + "https://github.com/basenc/Comfyui-EnvVarNode": [ + [ + "EnvVarNode" + ], + { + "title_aux": "ComfyUI Environment Variable Node [UNSAFE]" + } + ], + "https://github.com/basenc/Comfyui-Nodes-basenc": [ + [ + "ChatMessagesCreate", + "CustomOpenAIChatCompletion", + "EnvVarNode", + "Eval", + "JMESPathSelect", + "RescaleToDimensions", + "WanVideoSize" + ], + { + "title_aux": "Comfyui-Nodes-basenc [UNSAFE]" + } + ], + "https://github.com/benda1989/WaterMarkRemover_ComfyUI": [ + [ + "Remover", + "VideoRemover" + ], + { + "title_aux": "Comfyui lama remover [WIP]" + } + ], + "https://github.com/benmizrahi/ComfyGCS": [ + [ + "LoadImageGCS", + "SaveImageGCS" + ], + { + "title_aux": "ComfyGCS [WIP]" + } + ], + "https://github.com/beyastard/ComfyUI_BeySoft": [ + [ + "BeySoft" + ], + { + "title_aux": "ComfyUI_BeySoft" + } + ], + "https://github.com/bhaveek424/ComfyUI-HMNodes": [ + [ + "Analogizer", + "FFTSurgeon", + "HearmemanAI_Prompter", + "Realism_AdaptiveGrain", + "Realism_AutoWB", + "Realism_LensEffects", + "Realism_MicroContrast", + "Realism_SpectrumMatch" + ], + { + "title_aux": "ComfyUI-HMNodes" + } + ], + "https://github.com/bheins/ComfyUI-glb-to-stl": [ + [ + "GLBToSTLNode" + ], + { + "title_aux": "ComfyUI-glb-to-stl [WIP]" + } + ], + "https://github.com/bikiam/ComfyUi_WhisperGTranslate": [ + [ + "GoogleTranslateNode", + "WhisperAudioTranslateNode" + ], + { + "title_aux": "ComfyUi_WhisperGTranslate" + } + ], + "https://github.com/bikiam/Comfyui_AudioRecoder": [ + [ + "BikiAudioRecorderNode" + ], + { + "title_aux": "Comfyui_AudioRecoder" + } + ], + "https://github.com/binarystatic/ComfyUI-BinarystaticMasterSeed": [ + [ + "BinarystaticMasterSeed" + ], + { + "title_aux": "ComfyUI-BinarystaticMasterSeed" + } + ], + "https://github.com/birnam/ComfyUI-GenData-Pack": [ + [ + "Checkpoint From String \ud83d\udc69\u200d\ud83d\udcbb", + "Checkpoint Rerouter \ud83d\udc69\u200d\ud83d\udcbb", + "Checkpoint Selector Stacker \ud83d\udc69\u200d\ud83d\udcbb", + "Checkpoint Selector \ud83d\udc69\u200d\ud83d\udcbb", + "Checkpoint to String \ud83d\udc69\u200d\ud83d\udcbb", + "Crop Recombine \ud83d\udc69\u200d\ud83d\udcbb", + "Crop|IP|Inpaint|SDXL \ud83d\udc69\u200d\ud83d\udcbb", + "Decode GenData \ud83d\udc69\u200d\ud83d\udcbb", + "Encode GenData \ud83d\udc69\u200d\ud83d\udcbb", + "GenData Stacker \ud83d\udc69\u200d\ud83d\udcbb", + "IPAdapterApply", + "IPAdapterApplyEncoded", + "IPAdapterApplyFaceID", + "IPAdapterBatchEmbeds", + "IPAdapterEncoder", + "IPAdapterLoadEmbeds", + "IPAdapterModelLoader", + "IPAdapterSaveEmbeds", + "IPAdapterTilesMasked", + "InsightFaceLoader", + "LoRA Stack to String \ud83d\udc69\u200d\ud83d\udcbb", + "LoRA Stacker From Prompt \ud83d\udc69\u200d\ud83d\udcbb", + "Load Checkpoints From File \ud83d\udc69\u200d\ud83d\udcbb", + "Load GenData From Dir \ud83d\udc69\u200d\ud83d\udcbb", + "Parse GenData \ud83d\udc69\u200d\ud83d\udcbb", + "PrepImageForClipVision", + "PrepImageForInsightFace", + "Provide GenData \ud83d\udc69\u200d\ud83d\udcbb", + "Save Image From GenData \ud83d\udc69\u200d\ud83d\udcbb", + "VAE From String \ud83d\udc69\u200d\ud83d\udcbb", + "VAE to String \ud83d\udc69\u200d\ud83d\udcbb", + "\u00d7 Product CheckpointXGenDatas \ud83d\udc69\u200d\ud83d\udcbb" + ], + { + "title_aux": "Gen Data Tester [WIP]" + } + ], + "https://github.com/bleash-dev/Comfyui-FileSytem-Manager": [ + [ + "custom_nodes", + "web_extensions" + ], + { + "title_aux": "Comfyui-FileSytem-Manager" + } + ], + "https://github.com/blepping/comfyui_dum_samplers": [ + [ + "BatchMergeSampler", + "ButcherTableauSampler", + "CacheAwareEulerSampler", + "CyclePaddingSampler", + "HistorySampler", + "LetMeHelpYouSampler", + "PingPongSampler", + "RestlessScheduler", + "SimilarityAncestralEulerSampler", + "SimilarityClampEulerSampler" + ], + { + "title_aux": "ComfyUI 'dum' samplers [WIP]" + } + ], + "https://github.com/blueraincoatli/ComfyUI-Model-Cleaner": [ + [ + "InteractiveModelCleanerNode", + "ModelScannerNode" + ], + { + "title_aux": "ComfyModelCleaner [WIP]" + } + ], + "https://github.com/bmad4ever/comfyui_bmad_nodes": [ + [ + "AdaptiveThresholding", + "Add String To Many", + "AddAlpha", + "AdjustRect", + "AnyToAny", + "BoundingRect (contours)", + "BuildColorRangeAdvanced (hsv)", + "BuildColorRangeHSV (hsv)", + "CLAHE", + "CLIPEncodeMultiple", + "CLIPEncodeMultipleAdvanced", + "ChameleonMask", + "CheckpointLoader (dirty)", + "CheckpointLoaderSimple (dirty)", + "Color (RGB)", + "Color (hexadecimal)", + "Color Clip", + "Color Clip (advanced)", + "Color Clip ADE20k", + "ColorDictionary", + "ColorDictionary (custom)", + "Conditioning Grid (cond)", + "Conditioning Grid (string)", + "Conditioning Grid (string) Advanced", + "Contour To Mask", + "Contours", + "ControlNetHadamard", + "ControlNetHadamard (manual)", + "ConvertImg", + "CopyMakeBorder", + "CreateRequestMetadata", + "DistanceTransform", + "Draw Contour(s)", + "EqualizeHistogram", + "ExtendColorList", + "ExtendCondList", + "ExtendFloatList", + "ExtendImageList", + "ExtendIntList", + "ExtendLatentList", + "ExtendMaskList", + "ExtendModelList", + "ExtendStringList", + "FadeMaskEdges", + "Filter Contour", + "FindComplementaryColor", + "FindThreshold", + "FlatLatentsIntoSingleGrid", + "Framed Mask Grab Cut", + "Framed Mask Grab Cut 2", + "FromListGet1Color", + "FromListGet1Cond", + "FromListGet1Float", + "FromListGet1Image", + "FromListGet1Int", + "FromListGet1Latent", + "FromListGet1Mask", + "FromListGet1Model", + "FromListGet1String", + "FromListGetColors", + "FromListGetConds", + "FromListGetFloats", + "FromListGetImages", + "FromListGetInts", + "FromListGetLatents", + "FromListGetMasks", + "FromListGetModels", + "FromListGetStrings", + "Get Contour from list", + "Get Models", + "Get Prompt", + "Hue Mode (InRange hsv)", + "HypernetworkLoader (dirty)", + "ImageBatchToList", + "InRange (hsv)", + "Inpaint", + "Input/String to Int Array", + "KMeansColor", + "Load 64 Encoded Image", + "LoraLoader (dirty)", + "MaskGrid N KSamplers Advanced", + "MaskOuterBlur", + "Merge Latent Batch Gridwise", + "MonoMerge", + "MorphologicOperation", + "MorphologicSkeletoning", + "NaiveAutoKMeansColor", + "OtsuThreshold", + "RGB to HSV", + "Rect Grab Cut", + "Remap", + "RemapBarrelDistortion", + "RemapFromInsideParabolas", + "RemapFromQuadrilateral (homography)", + "RemapInsideParabolas", + "RemapInsideParabolasAdvanced", + "RemapPinch", + "RemapReverseBarrelDistortion", + "RemapStretch", + "RemapToInnerCylinder", + "RemapToOuterCylinder", + "RemapToQuadrilateral", + "RemapWarpPolar", + "Repeat Into Grid (image)", + "Repeat Into Grid (latent)", + "RequestInputs", + "SampleColorHSV", + "Save Image (api)", + "SeamlessClone", + "SeamlessClone (simple)", + "SetRequestStateToComplete", + "String", + "String to Float", + "String to Integer", + "ToColorList", + "ToCondList", + "ToFloatList", + "ToImageList", + "ToIntList", + "ToLatentList", + "ToMaskList", + "ToModelList", + "ToStringList", + "UnGridify (image)", + "VAEEncodeBatch" + ], + { + "title_aux": "Bmad Nodes [UNSAFE]" + } + ], + "https://github.com/bmgjet/comfyui-powerlimit": [ + [ + "SetPowerLimitNode" + ], + { + "title_aux": "ComfyUI GPU Power Limit Node" + } + ], + "https://github.com/boricuapab/ComfyUI-Bori-KontextPresets": [ + [ + "Bori Kontext Presets" + ], + { + "title_aux": "ComfyUI-Bori-KontextPresets [WIP]" + } + ], + "https://github.com/borisfaley/ComfyUI-ACES-EXR-OCIO": [ + [ + "ACESEXRSaveOCIO" + ], + { + "title_aux": "ComfyUI-ACES-EXR-OCIOr [UNSAFE]" + } + ], + "https://github.com/bozkut/ComfyUI-Prompt-Expander": [ + [ + "PromptExpanderNode", + "PromptExpanderSimple" + ], + { + "title_aux": "ComfyUI-Prompt-Expander [NAME CONFLICT]" + } + ], + "https://github.com/brace-great/comfyui-eim": [ + [ + "EncryptImage" + ], + { + "title_aux": "comfyui-eim" + } + ], + "https://github.com/brace-great/comfyui-mc": [ + [ + "IncrementCounterOnMatch" + ], + { + "title_aux": "comfyui-mc [WIP]" + } + ], + "https://github.com/brandonkish/comfyUI-extractable-text": [ + [ + "BK AI Text Cleaner", + "BK AI Text Parser", + "BK Add Mask Box", + "BK Add To JSON", + "BK Add To Path", + "BK Body Ratios", + "BK Bool Not", + "BK Bool Operation", + "BK Caption File Reader", + "BK Caption FileParser", + "BK Combo Tag", + "BK Create Mask For Image", + "BK Crop And Pad", + "BK Dynamic Checkpoints", + "BK Dynamic Checkpoints List", + "BK File Select Next Missing", + "BK File Select Next Unprocessed", + "BK File Selector", + "BK Get From JSON", + "BK Get Last Folder Name", + "BK Get Matching Mask", + "BK Get Next Caption File", + "BK Get Next Img Without Caption", + "BK Get Next Missing Caption Image", + "BK Get Next Missing Checkpoint", + "BK Image Size Test", + "BK Image Sync", + "BK Is A Greater Than B INT", + "BK Is A Greater Than Or Equal To B INT", + "BK Is A Less Than B INT", + "BK Is A Less Than Or Equal To B INT", + "BK Is Vertical Image", + "BK Line Counter", + "BK LoRA Auto Switcher", + "BK LoRA Test", + "BK LoRA Test (Advanced)", + "BK LoRA Test Save (Advanced)", + "BK Load Image", + "BK Load Image By Path", + "BK Loop Path Builder", + "BK Loop Status Text", + "BK Mask Square And Pad", + "BK Mask Test", + "BK Max Size", + "BK Move Or Copy File", + "BK Multi Read Text File", + "BK Next Unprocessed File In Folder", + "BK Next Unprocessed Image In Folder", + "BK Path Builder", + "BK Path Formatter", + "BK Print To Console", + "BK Print To Console With Boarder", + "BK Prompt Sync", + "BK Read Text File", + "BK Remove Any Sentences With Text", + "BK Remove Last Folder", + "BK Remove Mask At Idx", + "BK Remove Mask At Idx SAM3", + "BK Replace All Tags", + "BK Replace Each Tag Random", + "BK Sampler Options Selector", + "BK Save Caption Image", + "BK Save Image", + "BK Save Text File", + "BK String Splitter", + "BK TSV Header Formatter", + "BK TSV Loader", + "BK TSV Prompt Reader", + "BK TSV Random Prompt", + "BK TSV String Parser", + "BK TSV Tag Replacer", + "BK Write Text File", + "Convert To UTF8", + "Get Larger Value", + "Ollama Connectivity Data" + ], + { + "title_aux": "comfyUI-extractable-text [WIP]" + } + ], + "https://github.com/broumbroum/comfyui-time-system": [ + [ + "DayTimeNode", + "HourTimeNode", + "MinuteTimeNode", + "MonthTimeNode", + "SecondTimeNode", + "YearTimeNode" + ], + { + "title_aux": "comfyui-time-system [WIP]" + } + ], + "https://github.com/bruce007lee/comfyui-cleaner": [ + [ + "cleaner" + ], + { + "title_aux": "comfyui-cleaner" + } + ], + "https://github.com/bruce007lee/comfyui-tiny-utils": [ + [ + "CropImageByMask", + "FaceAlign", + "FaceAlignImageProcess", + "FaceAlignMaskProcess", + "ImageFillColorByMask", + "ImageSAMMask", + "ImageTransposeAdvance", + "LoadImageAdvance" + ], + { + "title_aux": "comfyui-tiny-utils" + } + ], + "https://github.com/bryanlholland1/comfyui-app-bridge": [ + [ + "SendToApp" + ], + { + "title_aux": "comfyui-app-bridge [WIP]" + } + ], + "https://github.com/brycegoh/comfyui-custom-nodes": [ + [ + "CombineTwoImageIntoOne", + "FillMaskedArea", + "MaskAreaComparisonSegment", + "OCRAndMask" + ], + { + "title_aux": "brycegoh/comfyui-custom-nodes" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ": [ + [ + "FMJCreaPrompt", + "FMJKontext" + ], + { + "title_aux": "ComfyUI_FMJ [WIP]" + } + ], + "https://github.com/c1660181647-hash/ComfyUI-MM-Visual-Encryption": [ + [ + "MM_Image_Decrypt", + "MM_Image_Encrypt", + "MM_Video_Decrypt", + "MM_Video_Encrypt" + ], + { + "title_aux": "ComfyUI-MM-Visual-Encryption" + } + ], + "https://github.com/casterpollux/ComfyUI-USO": [ + [ + "USOImageEncoder", + "USOLatentToImage", + "USOModelLoader", + "USOSampler" + ], + { + "title_aux": "ComfyUI USO Custom Node [WIP]" + } + ], + "https://github.com/catboxanon/ComfyUI-Pixelsmith": [ + [ + "Pixelsmith" + ], + { + "title_aux": "ComfyUI-Pixelsmith [WIP]" + } + ], + "https://github.com/cedarconnor/ComfyUI-DAP": [ + [ + "DAP_BatchFromFolder", + "DAP_Inference", + "DAP_SaveDepthBatch", + "DAP_Setup" + ], + { + "title_aux": "ComfyUI-DAP [UNSAFE/NAME CONFLICT]" + } + ], + "https://github.com/cedarconnor/ComfyUI-HunyuanWorld-Mirror": [ + [ + "HWMInference", + "LoadHunyuanWorldMirrorModel", + "PreprocessImagesForHWM", + "Save3DGaussians", + "SaveCOLMAPReconstruction", + "SaveCameraParams", + "SaveDepthMap", + "SavePointCloud", + "View3DInBrowser", + "VisualizeDepth", + "VisualizeNormals" + ], + { + "title_aux": "HunyuanWorld-Mirror ComfyUI Node Pack [WIP]" + } + ], + "https://github.com/cedarconnor/ComfyUI_MotionTransfer": [ + [ + "AdaptiveTessellate", + "BarycentricWarp", + "BidirectionalFlowExtractor", + "DepthEstimator", + "FlowSRRefine", + "FlowToSTMap", + "HiResWriter", + "MeshBuilder2D", + "MeshFromCoTracker", + "ProxyReprojector", + "RAFTFlowExtractor", + "SequentialMotionTransfer", + "TemporalConsistency", + "TileWarp16K" + ], + { + "title_aux": "ComfyUI Motion Transfer Pack [WIP]" + } + ], + "https://github.com/celll1/cel_sampler": [ + [ + "latent_tracker" + ], + { + "title_aux": "cel_sampler [WIP]" + } + ], + "https://github.com/cesilk10/cesilk-comfyui-nodes": [ + [ + "CESILK_OpenAIChat", + "CESILK_OpenAIImageBatchGenerator", + "CESILK_OpenAIImageDescriptionToTextfile", + "CESILK_SaveAndUploadToGoogleDrive", + "CESILK_SaveAndUploadToS3", + "CESILK_SdxlImageSizes" + ], + { + "title_aux": "cesilk-comfyui-nodes" + } + ], + "https://github.com/chaojie/ComfyUI-mobvoi-openapi": [ + [ + "HtmlViewer", + "MobvoiOpenapiMetamanAudio", + "MobvoiOpenapiMetamanText", + "MobvoiOpenapiTts", + "OssUploadAudio", + "OssUploadImage" + ], + { + "title_aux": "ComfyUI-mobvoi-openapi" + } + ], + "https://github.com/charlierz/comfyui-charlierz": [ + [ + "BackgroundColor", + "ScaleDimensions" + ], + { + "title_aux": "comfyui-charlierz" + } + ], + "https://github.com/chengzeyi/Comfy-WaveSpeed": [ + [ + "ApplyFBCacheOnModel", + "EnhancedCompileModel", + "EnhancedLoadDiffusionModel", + "VelocatorCompileModel", + "VelocatorLoadAndQuantizeClip", + "VelocatorLoadAndQuantizeDiffusionModel", + "VelocatorQuantizeModel" + ], + { + "title_aux": "Comfy-WaveSpeed [WIP]" + } + ], + "https://github.com/chenpipi0807/ComfyUI-InstantCharacterFlux": [ + [ + "EncodeRefImageIC", + "ICFluxOneKnob", + "ICStrengthController", + "LoadDINOv2Vision", + "LoadICWeights", + "LoadSigLIPVision" + ], + { + "title_aux": "ComfyUI-InstantCharacterFlux [WIP]" + } + ], + "https://github.com/ches2010/comfyui_aliyundrive_uploader": [ + [ + "AliyunDriveCloudUploadNode", + "AliyunDriveOptimizedUploadNode", + "AliyunDriveUploadNode", + "SimpleUploadToAliyunDrive", + "UploadTo115", + "UploadToAliyunDrive", + "UploadToOSSNode" + ], + { + "title_aux": "comfyui_aliyundrive_uploader" + } + ], + "https://github.com/chetusangolgi/Comfyui-supabase": [ + [ + "SupabaseAudioUploader", + "SupabaseGLBUploader", + "SupabaseImageUploader", + "SupabaseTableWatcherNode" + ], + { + "title_aux": "Comfyui-supabase" + } + ], + "https://github.com/christian-byrne/infinite-zoom-parallax-nodes": [ + [ + "Create Parallax Video", + "Layer Shifter for Parallax Outpainting", + "Load Parallax Frame", + "Parallax Config", + "Save Parallax Frame", + "Shrink and Pad for Outpainting" + ], + { + "title_aux": "\ud83c\udf0c Infinite Parallax Nodes [WIP]" + } + ], + "https://github.com/christian-byrne/python-interpreter-node": [ + [ + "Exec Python Code Script" + ], + { + "title_aux": "Python Interpreter ComfyUI Node [UNSAFE]" + } + ], + "https://github.com/chuge26/ComfyUI_seal_migration": [ + [ + "PDFLoader", + "PDFSaver", + "SealMigration" + ], + { + "title_aux": "ComfyUI_seal_migration [WIP]" + } + ], + "https://github.com/cidiro/cid-node-pack": [ + [ + "CidAnyBuffer", + "CidAnySync", + "CidLoadImageFromDir", + "CidSaveImage", + "CidWildcardProcessor" + ], + { + "title_aux": "cid-node-pack" + } + ], + "https://github.com/ciga2011/ComfyUI-AppGen": [ + [ + "AG_APP_EDIT", + "AG_APP_GEN", + "AG_APP_SANDBOX", + "AG_CODER_LLM" + ], + { + "title_aux": "ComfyUI-AppGen [UNSAFE]" + } + ], + "https://github.com/clcimir/FileTo64": [ + [ + "FileToBase641" + ], + { + "title_aux": "FileTo64" + } + ], + "https://github.com/clubmate/comfyui-boll-nodes": [ + [ + "GetLastImage", + "RemoveLastImage", + "WANConfig" + ], + { + "title_aux": "comfyui-boll-nodes" + } + ], + "https://github.com/colorAi/comfyui-prompt-manager": [ + [ + "PromptManagerNode" + ], + { + "title_aux": "comfyui-prompt-manager [NAME CONFLICT]" + } + ], + "https://github.com/comfyanonymous/ComfyUI": [ + [ + "APG", + "AddNoise", + "AlignYourStepsScheduler", + "AudioAdjustVolume", + "AudioConcat", + "AudioEncoderEncode", + "AudioEncoderLoader", + "AudioMerge", + "AutogrowNamesTestNode", + "AutogrowPrefixTestNode", + "BasicGuider", + "BasicScheduler", + "BatchImagesMasksLatentsNode", + "BatchImagesNode", + "BatchLatentsNode", + "BatchMasksNode", + "BetaSamplingScheduler", + "BriaImageEditNode", + "ByteDanceFirstLastFrameNode", + "ByteDanceImageNode", + "ByteDanceImageReferenceNode", + "ByteDanceImageToVideoNode", + "ByteDanceSeedreamNode", + "ByteDanceTextToVideoNode", + "CFGGuider", + "CFGNorm", + "CFGZeroStar", + "CLIPAttentionMultiply", + "CLIPLoader", + "CLIPMergeAdd", + "CLIPMergeSimple", + "CLIPMergeSubtract", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeControlnet", + "CLIPTextEncodeFlux", + "CLIPTextEncodeHiDream", + "CLIPTextEncodeHunyuanDiT", + "CLIPTextEncodeKandinsky5", + "CLIPTextEncodeLumina2", + "CLIPTextEncodePixArtAlpha", + "CLIPTextEncodeSD3", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CaseConverter", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ChromaRadianceOptions", + "ColorToRGBInt", + "ComboOptionTestNode", + "ComfySoftSwitchNode", + "ComfySwitchNode", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetAreaPercentageVideo", + "ConditioningSetAreaStrength", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningStableAudio", + "ConditioningZeroOut", + "ContextWindowsManual", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetApplySD3", + "ControlNetInpaintingAliMamaApply", + "ControlNetLoader", + "ConvertStringToComboNode", + "CosmosImageToVideoLatent", + "CosmosPredict2ImageToVideoLatent", + "CreateList", + "CreateVideo", + "CropMask", + "CustomCombo", + "DCTestNode", + "DiffControlNetLoader", + "DifferentialDiffusion", + "DiffusersLoader", + "DisableNoise", + "DualCFGGuider", + "DualCLIPLoader", + "EasyCache", + "EmptyAceStep1.5LatentAudio", + "EmptyAceStepLatentAudio", + "EmptyAudio", + "EmptyChromaRadianceLatentImage", + "EmptyCosmosLatentVideo", + "EmptyFlux2LatentImage", + "EmptyHunyuanImageLatent", + "EmptyHunyuanLatentVideo", + "EmptyImage", + "EmptyLTXVLatentVideo", + "EmptyLatentAudio", + "EmptyLatentHunyuan3Dv2", + "EmptyLatentImage", + "EmptyMochiLatentVideo", + "EmptyQwenImageLayeredLatentImage", + "EmptySD3LatentImage", + "Epsilon Scaling", + "ExponentialScheduler", + "ExtendIntermediateSigmas", + "FeatherMask", + "FlipSigmas", + "Flux2ProImageNode", + "Flux2Scheduler", + "FluxDisableGuidance", + "FluxGuidance", + "FluxKontextImageScale", + "FluxKontextMultiReferenceLatentMethod", + "FluxKontextProImageNode", + "FluxProExpandNode", + "FluxProFillNode", + "FluxProUltraImageNode", + "FreSca", + "FreeU", + "FreeU_V2", + "GITSScheduler", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GeminiImage2Node", + "GeminiImageNode", + "GeminiInputFiles", + "GeminiNode", + "GenerateTracks", + "GetImageSize", + "GetVideoComponents", + "GrokImageEditNode", + "GrokImageNode", + "GrokVideoEditNode", + "GrokVideoNode", + "GrowMask", + "HitPawGeneralImageEnhance", + "HitPawVideoEnhance", + "Hunyuan3Dv2Conditioning", + "Hunyuan3Dv2ConditioningMultiView", + "HunyuanImageToVideo", + "HunyuanRefinerLatent", + "HunyuanVideo15ImageToVideo", + "HunyuanVideo15LatentUpscaleWithModel", + "HunyuanVideo15SuperResolution", + "HyperTile", + "HypernetworkLoader", + "IdeogramV1", + "IdeogramV2", + "IdeogramV3", + "ImageAddNoise", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompare", + "ImageCompositeMasked", + "ImageCrop", + "ImageFlip", + "ImageFromBatch", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageProcessingNode", + "ImageQuantize", + "ImageRGBToYUV", + "ImageRotate", + "ImageScale", + "ImageScaleBy", + "ImageScaleToMaxDimension", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageStitch", + "ImageToMask", + "ImageUpscaleWithModel", + "ImageYUVToRGB", + "InpaintModelConditioning", + "InstructPixToPixConditioning", + "InvertBooleanNode", + "InvertMask", + "JoinAudioChannels", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "Kandinsky5ImageToVideo", + "KarrasScheduler", + "KlingCameraControlI2VNode", + "KlingCameraControlT2VNode", + "KlingCameraControls", + "KlingDualCharacterVideoEffectNode", + "KlingImage2VideoNode", + "KlingImageGenerationNode", + "KlingImageToVideoWithAudio", + "KlingLipSyncAudioToVideoNode", + "KlingLipSyncTextToVideoNode", + "KlingMotionControl", + "KlingOmniProEditVideoNode", + "KlingOmniProFirstLastFrameNode", + "KlingOmniProImageNode", + "KlingOmniProImageToVideoNode", + "KlingOmniProTextToVideoNode", + "KlingOmniProVideoToVideoNode", + "KlingSingleImageVideoEffectNode", + "KlingStartEndFrameNode", + "KlingTextToVideoNode", + "KlingTextToVideoWithAudio", + "KlingVideoExtendNode", + "KlingVirtualTryOnNode", + "LTXAVTextEncoderLoader", + "LTXVAddGuide", + "LTXVAudioVAEDecode", + "LTXVAudioVAEEncode", + "LTXVAudioVAELoader", + "LTXVConcatAVLatent", + "LTXVConditioning", + "LTXVCropGuides", + "LTXVEmptyLatentAudio", + "LTXVImgToVideo", + "LTXVImgToVideoInplace", + "LTXVLatentUpsampler", + "LTXVPreprocess", + "LTXVScheduler", + "LTXVSeparateAVLatent", + "LaplaceScheduler", + "LatentAdd", + "LatentApplyOperation", + "LatentApplyOperationCFG", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentConcat", + "LatentCrop", + "LatentCut", + "LatentCutToBatch", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentOperationSharpen", + "LatentOperationTonemapReinhard", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LatentUpscaleModelLoader", + "LazyCache", + "Load3D", + "LoadAudio", + "LoadImage", + "LoadImageDataSetFromFolder", + "LoadImageMask", + "LoadImageOutput", + "LoadImageTextDataSetFromFolder", + "LoadLatent", + "LoadTrainingDataset", + "LoadVideo", + "LoraLoader", + "LoraLoaderBypass", + "LoraLoaderBypassModelOnly", + "LoraLoaderModelOnly", + "LoraModelLoader", + "LoraSave", + "LossGraphNode", + "LotusConditioning", + "LtxvApiImageToVideo", + "LtxvApiTextToVideo", + "LumaConceptsNode", + "LumaImageModifyNode", + "LumaImageNode", + "LumaImageToVideoNode", + "LumaReferenceNode", + "LumaVideoNode", + "MagnificImageRelightNode", + "MagnificImageSkinEnhancerNode", + "MagnificImageStyleTransferNode", + "MagnificImageUpscalerCreativeNode", + "MagnificImageUpscalerPreciseV2Node", + "Mahiro", + "MakeTrainingDataset", + "ManualSigmas", + "MaskComposite", + "MaskPreview", + "MaskToImage", + "MeshyAnimateModelNode", + "MeshyImageToModelNode", + "MeshyMultiImageToModelNode", + "MeshyRefineNode", + "MeshyRigModelNode", + "MeshyTextToModelNode", + "MeshyTextureNode", + "MinimaxHailuoVideoNode", + "MinimaxImageToVideoNode", + "MinimaxSubjectToVideoNode", + "MinimaxTextToVideoNode", + "ModelComputeDtype", + "ModelMergeAdd", + "ModelMergeAuraflow", + "ModelMergeBlocks", + "ModelMergeCosmos14B", + "ModelMergeCosmos7B", + "ModelMergeCosmosPredict2_14B", + "ModelMergeCosmosPredict2_2B", + "ModelMergeFlux1", + "ModelMergeLTXV", + "ModelMergeMochiPreview", + "ModelMergeQwenImage", + "ModelMergeSD1", + "ModelMergeSD2", + "ModelMergeSD35_Large", + "ModelMergeSD3_2B", + "ModelMergeSDXL", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelMergeWAN2_1", + "ModelPatchLoader", + "ModelSamplingAuraFlow", + "ModelSamplingContinuousEDM", + "ModelSamplingContinuousV", + "ModelSamplingDiscrete", + "ModelSamplingFlux", + "ModelSamplingLTXV", + "ModelSamplingSD3", + "ModelSamplingStableCascade", + "ModelSave", + "MoonvalleyImg2VideoNode", + "MoonvalleyTxt2VideoNode", + "MoonvalleyVideo2VideoNode", + "Morphology", + "NormalizeVideoLatentStart", + "OpenAIChatConfig", + "OpenAIChatNode", + "OpenAIDalle2", + "OpenAIDalle3", + "OpenAIGPTImage1", + "OpenAIInputFiles", + "OpenAIVideoSora2", + "OptimalStepsScheduler", + "PatchModelAddDownscale", + "PerpNeg", + "PerpNegGuider", + "PerturbedAttentionGuidance", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PixverseImageToVideoNode", + "PixverseTemplateNode", + "PixverseTextToVideoNode", + "PixverseTransitionVideoNode", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "Preview3D", + "PreviewAny", + "PreviewAudio", + "PreviewImage", + "PrimitiveBoolean", + "PrimitiveFloat", + "PrimitiveInt", + "PrimitiveString", + "PrimitiveStringMultiline", + "QuadrupleCLIPLoader", + "QwenImageDiffsynthControlnet", + "RandomNoise", + "RebatchImages", + "RebatchLatents", + "RecordAudio", + "RecraftColorRGB", + "RecraftControls", + "RecraftCreateStyleNode", + "RecraftCrispUpscaleNode", + "RecraftImageInpaintingNode", + "RecraftImageToImageNode", + "RecraftRemoveBackgroundNode", + "RecraftReplaceBackgroundNode", + "RecraftStyleV3InfiniteStyleLibrary", + "RecraftStyleV3RealisticImage", + "RecraftTextToImageNode", + "RecraftTextToVectorNode", + "RecraftVectorizeImageNode", + "ReferenceLatent", + "ReferenceTimbreAudio", + "RegexExtract", + "RegexMatch", + "RegexReplace", + "RenormCFG", + "RepeatImageBatch", + "RepeatLatentBatch", + "ReplaceVideoLatentFrames", + "RescaleCFG", + "ResizeAndPadImage", + "ResizeImageMaskNode", + "ResolutionBucket", + "Rodin3D_Detail", + "Rodin3D_Gen2", + "Rodin3D_Regular", + "Rodin3D_Sketch", + "Rodin3D_Smooth", + "RunwayFirstLastFrameNode", + "RunwayImageToVideoNodeGen3a", + "RunwayImageToVideoNodeGen4", + "RunwayTextToImageNode", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SV3D_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerCustomAdvanced", + "SamplerDPMAdaptative", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_2S_Ancestral", + "SamplerDPMPP_3M_SDE", + "SamplerDPMPP_SDE", + "SamplerER_SDE", + "SamplerEulerAncestral", + "SamplerEulerAncestralCFGPP", + "SamplerEulerCFGpp", + "SamplerLCMUpscale", + "SamplerLMS", + "SamplerSASolver", + "SamplerSEEDS2", + "SamplingPercentToSigma", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveAudio", + "SaveAudioMP3", + "SaveAudioOpus", + "SaveGLB", + "SaveImage", + "SaveImageDataSetToFolder", + "SaveImageTextDataSetToFolder", + "SaveImageWebsocket", + "SaveLatent", + "SaveLoRA", + "SaveSVGNode", + "SaveTrainingDataset", + "SaveVideo", + "SaveWEBM", + "ScaleROPE", + "SelfAttentionGuidance", + "SetFirstSigma", + "SetLatentNoiseMask", + "SetUnionControlNetType", + "ShuffleImageTextDataset", + "SkipLayerGuidanceDiT", + "SkipLayerGuidanceDiTSimple", + "SkipLayerGuidanceSD3", + "SolidMask", + "SplitAudioChannels", + "SplitImageWithAlpha", + "SplitSigmas", + "SplitSigmasDenoise", + "StabilityAudioInpaint", + "StabilityAudioToAudio", + "StabilityStableImageSD_3_5Node", + "StabilityStableImageUltraNode", + "StabilityTextToAudio", + "StabilityUpscaleConservativeNode", + "StabilityUpscaleCreativeNode", + "StabilityUpscaleFastNode", + "StableCascade_EmptyLatentImage", + "StableCascade_StageB_Conditioning", + "StableCascade_StageC_VAEEncode", + "StableCascade_SuperResolutionControlnet", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StringCompare", + "StringConcatenate", + "StringContains", + "StringLength", + "StringReplace", + "StringSubstring", + "StringTrim", + "StubConstantImage", + "StubFloat", + "StubImage", + "StubInt", + "StubMask", + "StyleModelApply", + "StyleModelLoader", + "T5TokenizerOptions", + "TCFG", + "TemporalScoreRescaling", + "TencentImageToModelNode", + "TencentTextToModelNode", + "TestAccumulateNode", + "TestAccumulationGetItemNode", + "TestAccumulationGetLengthNode", + "TestAccumulationHeadNode", + "TestAccumulationSetItemNode", + "TestAccumulationTailNode", + "TestAccumulationToListNode", + "TestAsyncBatchProcessing", + "TestAsyncConcurrentLimit", + "TestAsyncError", + "TestAsyncLazyCheck", + "TestAsyncProgressUpdate", + "TestAsyncResourceUser", + "TestAsyncTimeout", + "TestAsyncValidation", + "TestAsyncValidationError", + "TestBoolOperationNode", + "TestCustomIsChanged", + "TestCustomValidation1", + "TestCustomValidation2", + "TestCustomValidation3", + "TestCustomValidation4", + "TestCustomValidation5", + "TestDynamicAsyncGeneration", + "TestDynamicDependencyCycle", + "TestExecutionBlocker", + "TestFloatConditions", + "TestForLoopClose", + "TestForLoopOpen", + "TestIntConditions", + "TestIntMathOperation", + "TestIsChangedWithConstants", + "TestLazyMixImages", + "TestListToAccumulationNode", + "TestMakeListNode", + "TestMixedExpansionReturns", + "TestOutputNodeWithSocketOutput", + "TestParallelSleep", + "TestSamplingInExpansion", + "TestSleep", + "TestStringConditions", + "TestSyncError", + "TestSyncProgressUpdate", + "TestToBoolNode", + "TestVariadicAverage", + "TestWhileLoopClose", + "TestWhileLoopOpen", + "TextEncodeAceStepAudio", + "TextEncodeAceStepAudio1.5", + "TextEncodeHunyuanVideo_ImageToVideo", + "TextEncodeQwenImageEdit", + "TextEncodeQwenImageEditPlus", + "TextEncodeZImageOmni", + "TextProcessingNode", + "ThresholdMask", + "TomePatchModel", + "TopazImageEnhance", + "TopazVideoEnhance", + "TorchCompileModel", + "TrainLoraNode", + "TrimAudioDuration", + "TrimVideoLatent", + "TripleCLIPLoader", + "TripoConversionNode", + "TripoImageToModelNode", + "TripoMultiviewToModelNode", + "TripoRefineNode", + "TripoRetargetNode", + "TripoRigNode", + "TripoTextToModelNode", + "TripoTextureNode", + "UNETLoader", + "UNetCrossAttentionMultiply", + "UNetSelfAttentionMultiply", + "UNetTemporalAttentionMultiply", + "USOStyleReference", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeAudio", + "VAEDecodeAudioTiled", + "VAEDecodeHunyuan3D", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeAudio", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "Veo3FirstLastFrameNode", + "VeoVideoGenerationNode", + "VideoLinearCFGGuidance", + "VideoTriangleCFGGuidance", + "Vidu2ImageToVideoNode", + "Vidu2ReferenceVideoNode", + "Vidu2StartEndToVideoNode", + "Vidu2TextToVideoNode", + "Vidu3ImageToVideoNode", + "Vidu3TextToVideoNode", + "ViduExtendVideoNode", + "ViduImageToVideoNode", + "ViduMultiFrameVideoNode", + "ViduReferenceVideoNode", + "ViduStartEndToVideoNode", + "ViduTextToVideoNode", + "VoxelToMesh", + "VoxelToMeshBasic", + "Wan22FunControlToVideo", + "Wan22ImageToVideoLatent", + "WanAnimateToVideo", + "WanCameraEmbedding", + "WanCameraImageToVideo", + "WanFirstLastFrameToVideo", + "WanFunControlToVideo", + "WanFunInpaintToVideo", + "WanHuMoImageToVideo", + "WanImageToImageApi", + "WanImageToVideo", + "WanImageToVideoApi", + "WanInfiniteTalkToVideo", + "WanMoveConcatTrack", + "WanMoveTrackToVideo", + "WanMoveTracksFromCoords", + "WanMoveVisualizeTracks", + "WanPhantomSubjectToVideo", + "WanReferenceVideoApi", + "WanSoundImageToVideo", + "WanSoundImageToVideoExtend", + "WanTextToImageApi", + "WanTextToVideoApi", + "WanTrackToVideo", + "WanVaceToVideo", + "WavespeedFlashVSRNode", + "WavespeedImageUpscaleNode", + "WebcamCapture", + "ZImageFunControlnet", + "unCLIPCheckpointLoader", + "unCLIPConditioning", + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI" + } + ], + "https://github.com/comfyanonymous/ComfyUI_bitsandbytes_NF4": [ + [ + "CheckpointLoaderNF4" + ], + { + "title_aux": "ComfyUI_bitsandbytes_NF4 [EXPERIMENTAL]" + } + ], + "https://github.com/comfypod/ComfyUI-Comflow": [ + [ + "ComflowInputBoolean", + "ComflowInputCheckpoint", + "ComflowInputImage", + "ComflowInputImageAlpha", + "ComflowInputImageBatch", + "ComflowInputLora", + "ComflowInputNumber", + "ComflowInputNumberInt", + "ComflowInputNumberSlider", + "ComflowInputText", + "ComflowInputVid", + "ComflowInputVideo", + "ComflowWebsocketImageInput", + "ComflowWebsocketImageOutput" + ], + { + "description": "", + "nickname": "Comflow", + "title": "comflow", + "title_aux": "ComfyUI-Comflow" + } + ], + "https://github.com/comfyscript/ComfyUI-CloudClient": [ + [ + "ClientImageCompressorNode", + "ClientImageDownloadNode", + "ClientVideoDownloadNode", + "ServerMemoryImageNode" + ], + { + "title_aux": "ComfyUI-CloudClient" + } + ], + "https://github.com/comfyuiblog/deepseek_prompt_generator_comfyui": [ + [ + "DeepSeek_Prompt_Generator" + ], + { + "title_aux": "deepseek_prompt_generator_comfyui [WIP]" + } + ], + "https://github.com/content-and-code/ComfyUI-SimpleCSVParse": [ + [ + "SimpleCSVParser" + ], + { + "title_aux": "Simple CSV Parser [UNSAFE]" + } + ], + "https://github.com/corbin-hayden13/ComfyUI-Better-Dimensions": [ + [ + "BetterImageDimensions", + "PureRatio", + "SDXLDimensions" + ], + { + "title_aux": "ComfyUI-Better-Dimensions" + } + ], + "https://github.com/crimro-se/ComfyUI-CascadedGaze": [ + [ + "CGDenoiseImage", + "CGDenoiseModelLoader" + ], + { + "title_aux": "ComfyUI-CascadedGaze" + } + ], + "https://github.com/ctf05/ComfyUI-AudioDuration": [ + [ + "SimpleAudioDuration", + "SimpleAudioOverlay" + ], + { + "title_aux": "ComfyUI-AudioDuration" + } + ], + "https://github.com/danieljanata/ComfyUI-phone_compression_ultimate": [ + [ + "PhoneCompressionUltimate" + ], + { + "title_aux": "ComfyUI-phone_compression_ultimate [WIP]" + } + ], + "https://github.com/daracazamea/comfyUI-DCNodes": [ + [ + "FluxResolutionPicker", + "GetGenerationTime", + "ManualTrigger", + "SDXLResolutionPicker", + "StartTimerPassThrough" + ], + { + "title_aux": "DCNodess [WIP]" + } + ], + "https://github.com/dcduanchao/comfyui_video_http": [ + [ + "Translator Node", + "Video Upload Node" + ], + { + "title_aux": "comfyui_video_http" + } + ], + "https://github.com/dead-matrix/ComfyUI-RMBG-Custom": [ + [ + "RMBG_Custom" + ], + { + "title_aux": "ComfyUI-RMBG-Custom" + } + ], + "https://github.com/denislov/Comfyui_AutoSurvey": [ + [ + "AddDoc2Knowledge", + "AutoSurvey", + "ChatModel", + "ComfyMilvus", + "ComfyWeaviate", + "ManageDatabase", + "MilvusScheme", + "MsField", + "QueryKnowledge", + "WcProperty", + "WcPropertyComb", + "WriteOutline", + "WriteSection" + ], + { + "title_aux": "Comfyui_AutoSurvey" + } + ], + "https://github.com/devzeroLL/comfyui-lxj-Node": [ + [ + "lxj_ImageBatch14", + "lxj_TextBatch14" + ], + { + "title_aux": "comfyui-lxj-Node" + } + ], + "https://github.com/dexintenebri/comfyui_voxel_nodes": [ + [ + "AutoVoxelScaler", + "DepthEstimationNode", + "DepthToVox", + "MultiViewVoxelFusion", + "OptimizedVoxelizationNode", + "ProceduralChunkedWFC3DTerrain", + "ShapeCompletionNode", + "VoxelExportNode", + "VoxelModelLoader", + "VoxelPreview", + "VoxelPreviewNode", + "VoxelToGLB", + "WFC3DTerrainGenerator" + ], + { + "title_aux": "comfyui_voxel_nodes [WIP]" + } + ], + "https://github.com/dfl/comfyui-stylegan": [ + [ + "BatchAverageStyleGANLatents", + "BlendStyleGANLatents", + "GenerateStyleGANLatent", + "LoadStyleGAN", + "LoadStyleGANLatentImg", + "SaveStyleGANLatentImg", + "StyleGANInversion", + "StyleGANLatentFromBatch", + "StyleGANSampler" + ], + { + "title_aux": "comfyui-stylegan" + } + ], + "https://github.com/dhpdong/ComfyUI-IPAdapter-Flux-Repair": [ + [ + "SamplerCustomAdvancedPlus", + "SeedPlus", + "UnetLoaderGGUFPlus" + ], + { + "title_aux": "ComfyUI-IPAdapter-Flux-Repair" + } + ], + "https://github.com/dibowei1980/Comfyui-QwenEditUtilsFromRapid": [ + [ + "TextEncodeQwenImageEditPlus_FromRapid", + "TextEncodeQwenImageEdit_FromRapid" + ], + { + "title_aux": "Comfyui-QwenEditUtilsFromRapid" + } + ], + "https://github.com/dihan/comfyui-random-kps": [ + [ + "RandomFaceKeypoints" + ], + { + "title_aux": "ComfyUI Random Keypoints for InstantID [WIP]" + } + ], + "https://github.com/dmitry-guskov/ComfyUI_light_image_ops": [ + [ + "LightBatchToList", + "LightListToBatch", + "LightScaleToSide", + "LightWanEmbedsResizeSpatialPacked", + "LightWanLatentsResizeNormalizeNoise", + "LightWanLatentsResizeToSize" + ], + { + "title_aux": "ComfyUI_light_image_ops" + } + ], + "https://github.com/doc-packages/comfyui-doc-utils": [ + [ + "DOC_RandomPromptChoice", + "DOC_SaveImageAndAddToHistory" + ], + { + "title_aux": "doc-utils" + } + ], + "https://github.com/dogcomplex/ComfyUI-LOKI": [ + [ + "EvaluateRelevanceLLM", + "FilterNodesLLM", + "LLMQueryAPI", + "LLMQueryAPIBatch", + "LokiGlamour", + "LokiListAvailableNodes", + "LokiListInstalledNodes", + "LokiTweetScraper", + "LokiTweetThreadScraper", + "LokiTweetUserScraper", + "TwitterScraper", + "TwitterThreadScraper", + "TwitterUserScraper", + "\u270d\ufe0fScribe (LOKI)" + ], + { + "title_aux": "ComfyUI-LOKI [WIP]" + } + ], + "https://github.com/doucx/ComfyUI_WcpD_Utility_Kit": [ + [ + "BlackImage", + "CopyImage(Wayland)", + "ExecStrAsCode", + "MergeStrings", + "YamlToPrompt" + ], + { + "title_aux": "ComfyUI_WcpD_Utility_Kit" + } + ], + "https://github.com/dougbtv/comfyui-vllm-omni": [ + [ + "VLLMImageEdit", + "VLLMTextToImage" + ], + { + "title_aux": "comfyui-vllm-omni" + } + ], + "https://github.com/dowands/ComfyUI-AddMaskForICLora": [ + [ + "AddMaskForICLora" + ], + { + "title_aux": "AddMaskForICLora" + } + ], + "https://github.com/downlifted/ComfyUI_BWiZ_Nodes": [ + [ + "BWIZInteractiveLogMonitor", + "BWIZ_AdvancedLoadImageBatch", + "BWIZ_CaptainWebhook", + "BWIZ_CaptainWebhook-Email", + "BWIZ_ComfyEmail", + "BWIZ_ErrorDetector", + "BWIZ_HFRepoBatchLoader", + "BWIZ_NotificationSound" + ], + { + "title_aux": "ComfyUI_BWiZ_Nodes [WIP]" + } + ], + "https://github.com/downlifted/ComfyUI_GroqPrompt": [ + [ + "GroqAPIKeyManager", + "GroqAPIKeyProvider", + "GroqArtPromptEnhancer", + "GroqArtPromptGenerator", + "GroqLLMNode", + "GroqMusicToArtPrompter", + "GroqStyleTransferPrompter", + "GroqWorkflowHelper" + ], + { + "title_aux": "ComfyUI_GroqPrompt [WIP]" + } + ], + "https://github.com/duckmartians/Duck_Nodes": [ + [ + "Duck_AddTextOverlay", + "Duck_EmptyLatentImage", + "Duck_LoadExcelRow", + "Duck_LoadGoogleDocLine", + "Duck_LoadGoogleSheetOneRow", + "Duck_LoadWordLine", + "Duck_PromptLoader", + "Duck_QwenAspectRatios", + "Duck_TextReplacer" + ], + { + "title_aux": "Duck_Nodes [UNSAFE]" + } + ], + "https://github.com/eddiehavila/comfyui-nachoman": [ + [ + "NACHOMAN_AudioCropTime", + "NACHOMAN_AutoQueueController", + "NACHOMAN_ChunkIndexController", + "NACHOMAN_CombineAllChunks", + "NACHOMAN_Extract_Frame_Number", + "NACHOMAN_FullSongAnalyzerV4", + "NACHOMAN_GetPromptByIndex", + "NACHOMAN_GetRunIndexFromJson", + "NACHOMAN_IndexedPromptChunker", + "NACHOMAN_IndexedPromptChunkerV2", + "NACHOMAN_LoadAudioSplitDynamic", + "NACHOMAN_LoadAudioSplitUpload", + "NACHOMAN_LoadAudioSplit_HUMO", + "NACHOMAN_LoadAudioSplit_HUMO_Transcribe", + "NACHOMAN_LoadSingleAudioChunk", + "NACHOMAN_LoadVideos", + "NACHOMAN_PostRunIndexStepper", + "NACHOMAN_PromptSplitter", + "NACHOMAN_SaveVideoChunkWithIndex", + "NACHOMAN_TranscribeText", + "NACHOMAN_VideoSplitter" + ], + { + "title_aux": "nachoman Custom Nodes [WIP]" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenImageWrapper": [ + [ + "CLIPLoader", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPVisionEncode", + "CLIPVisionLoader", + "CheckpointLoader", + "CheckpointLoaderSimple", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetAreaStrength", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GetImageSize", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageCrop", + "ImageInvert", + "ImagePadForOutpaint", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageStitch", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "KSampler", + "KSamplerAdvanced", + "LatentBlend", + "LatentComposite", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentRotate", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadImageOutput", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "PreviewImage", + "RepeatLatentBatch", + "SaveImage", + "SaveLatent", + "SetLatentNoiseMask", + "StyleModelApply", + "StyleModelLoader", + "UNETLoader", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "eddy_batch_image_generator", + "eddy_batch_prompt", + "eddy_image_blend", + "eddy_qwen_CLIPLoader", + "eddy_qwen_CLIPTextEncode", + "eddy_qwen_EmptySD3LatentImage", + "eddy_qwen_KSampler", + "eddy_qwen_LoraLoaderModelOnly", + "eddy_qwen_ModelSamplingAuraFlow", + "eddy_qwen_SaveImage", + "eddy_qwen_UNETLoader", + "eddy_qwen_VAEDecode", + "eddy_qwen_VAELoader", + "eddy_qwen_image_blockswap", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "title_aux": "ComfyUI-QwenImageWrapper [WIP]" + } + ], + "https://github.com/edisonchan/ComfyUI-Sysinfo": [ + [ + "SysInfoDisplay" + ], + { + "title_aux": "ComfyUI-Sysinfo" + } + ], + "https://github.com/edvardtoth/ComfyUI-ETNodes": [ + [ + "ETNodes-Color-Selector", + "ETNodes-Gemini-API-Image", + "ETNodes-Gemini-API-Text", + "ETNodes-List-Items", + "ETNodes-List-Selector", + "ETNodes-Text-Preview" + ], + { + "title_aux": "ComfyUI-ETNodes" + } + ], + "https://github.com/eggsbenedicto/DiffusionRenderer-ComfyUI": [ + [ + "Cosmos1ForwardRenderer", + "Cosmos1InverseRenderer", + "LoadDiffusionRendererModel", + "LoadHDRImage", + "VAEPassthroughTest" + ], + { + "title_aux": "DiffusionRenderer-ComfyUI [WIP]" + } + ], + "https://github.com/egormly/ComfyUI-EG_Tools": [ + 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"VALLEXLoader", + "VALLEXVoicePromptFromAudio", + "VALLEXVoicePromptLoader", + "WaveGlowApply", + "WaveGlowLoader" + ], + { + "title_aux": "ComfyUI-audio" + } + ], + "https://github.com/ejektaflex/ComfyUI-Ty": [ + [ + "Lora Block Weight Regex Loader // Ty" + ], + { + "title_aux": "ComfyUI-Ty" + } + ], + "https://github.com/elfatherbrown/comfyui-realcugan-node": [ + [ + "RealCUGANUpscaler" + ], + { + "title_aux": "Real-CUGAN ComfyUI Custom Node [WIP]" + } + ], + "https://github.com/emranemran/ComfyUI-FasterLivePortrait": [ + [ + "FasterLivePortraitProcess", + "LoadFasterLivePortraitModels" + ], + { + "title_aux": "ComfyUI-FasterLivePortrait" + } + ], + "https://github.com/endman100/ComfyUI-SaveAndLoadPromptCondition": [ + [ + "Load Contditioning", + "LoadContditioning", + "Save Conditioning", + "SaveConditioning" + ], + { + "title_aux": "ComfyUI Nodes: SaveConditioning and LoadConditioning" + } + ], + "https://github.com/endman100/ComfyUI-augmentation": [ + [ + "RamdomFlipImage (endman100)" + ], + { + "title_aux": "ComfyUI-augmentation" + } + ], + "https://github.com/endman100/ComfyUI_tensor_script": [ + [ + "DictGetItem", + "LatentSqueeze", + "LatentUnsqueeze", + "ListGetIndex", + "TensorEmpty", + "TensorGetShape", + "TensorShowShape", + "TensorSqueeze", + "TensorUnsqueeze" + ], + { + "title_aux": "ComfyUI_tensor_script [WIP]" + } + ], + "https://github.com/enlo/ComfyUI-CheckpointSettings": [ + [ + "CheckPointSettingsListMerger", + "CheckPointSettingsPack", + "CheckPointSettingsRandomSelector", + "CheckPointSettingsTie", + "CheckPointSettingsToFilename", + "CheckPointSettingsUnpack", + "RandomChoiceNumber" + ], + { + "title_aux": "ComfyUI-CheckpointSettings" + } + ], + "https://github.com/ericbeyer/guidance_interval": [ + [ + "Guidance Interval" + ], + { + "title_aux": "guidance_interval" + } + ], + "https://github.com/erosDiffusion/ComfyUI-enricos-json-file-load-and-value-selector": [ + [ + "SelectorNode" + ], + { + "title_aux": "Select key from JSON (Alpha) [UNSAFE]" + } + ], + "https://github.com/ervinne13/ComfyUI-Metadata-Hub": [ + [ + "Metadata Hub", + "Save Image With Metadata" + ], + { + "title_aux": "ComfyUI-Metadata-Hub" + } + ], + "https://github.com/ethanfel/ComfyUI-Mamad8-QwenEdit-fix": [ + [ + "CLIPTextEncodeMamad8", + "CompiledModelRouter", + "ConditioningRouter", + "ImageRouter", + "LatentRouter", + "ModelRouter", + "QwenImagePreprocessMamad8", + "TextEncodeQwenImageEditPlusMamad8", + "WeightSwappingRouter" + ], + { + "title_aux": "ComfyUI-Mamad8 [WIP]" + } + ], + "https://github.com/exectails/comfyui-et_scripting": [ + [ + "ETPythonTextScript3Node" + ], + { + "title_aux": "Scripting" + } + ], + "https://github.com/eyekayem/comfyui_runway_gen3": [ + [ + "RunwayVideoGenerator", + "RunwayVideoPreview" + ], + { + "title_aux": "comfyui_runway_gen3" + } + ], + "https://github.com/fangg2000/ComfyUI-SenseVoice": [ + [ + "STTNode", + "VoiceRecorderNode" + ], + { + "title_aux": "ComfyUI-SenseVoice [WIP]" + } + ], + "https://github.com/fangg2000/ComfyUI-StableAudioFG": [ + [ + "LoadStableAudioModel", + "StableAudioFG" + ], + { + "author": "lks-ai", + "description": "A Simple integration of Stable Audio Diffusion with knobs and stuff!", + "nickname": "stableaudio", + "title": "StableAudioSampler", + "title_aux": "ComfyUI-StableAudioFG [WIP]" + } + ], + "https://github.com/fangg2000/comfyui_fgtools": [ + [ + "InpaintConcat", + "InpaintCut", + "IsEmptyString", + "SwitchString" + ], + { + "author": "lks-ai", + "description": "A Simple integration of Stable Audio Diffusion with knobs and stuff!", + "nickname": "stableaudio", + "title": "StableAudioSampler", + "title_aux": "comfyui_fgtools [WIP]" + } + ], + "https://github.com/fangziheng2321/comfyuinode_chopmask": [ + [ + "cus_chopmask" + ], + { + "title_aux": "comfyuinode_chopmask [WIP]" + } + ], + "https://github.com/fantaskiss/ComfyUI-Qwen3_VQA_enhanced": [ + [ + "ImageLoader", + "MultiplePathsInput", + "Qwen3_VQA", + "Qwen3_VQA_Enhanced", + "VideoLoader" + ], + { + "title_aux": "ComfyUI-Qwen3_VQA_enhanced [WIP]" + } + ], + "https://github.com/filipemeneses/ComfyUI_html": [ + [ + "HtmlDownload", + "HtmlPreview", + "LoadHtml", + "SaveHtml", + "SingleImageToBase64", + "SingleImageToBase64KeepMetadata" + ], + { + "title_aux": "ComfyUI_html [UNSAFE]" + } + ], + "https://github.com/flowtyone/comfyui-flowty-lcm": [ + [ + "LCMSampler" + ], + { + "title_aux": "comfyui-flowty-lcm" + } + ], + "https://github.com/flyingdogsoftware/gyre_for_comfyui": [ + [ + "BackgroundRemoval", + "GyreIfElse", + "GyreLoopEnd", + "GyreLoopStart" + ], + { + "title_aux": "Gyre for ComfyUI" + } + ], + "https://github.com/flywhale-666/ComfyUI_pixel_snapping": [ + [ + "FaceHandCrop", + "PixelSnapping", + "PowerfulColorAlignment", + "PowerfulMaskCrop", + "PowerfulMaskRestore" + ], + { + "title_aux": "ComfyUI_pixel_snapping [WIP]" + } + ], + "https://github.com/foglerek/comfyui-cem-tools": [ + [ + "ProcessImageBatch" + ], + { + "title_aux": "comfyui-cem-tools" + } + ], + "https://github.com/fogyisland/Comfy_Show_StringText": [ + [ + "ComfyUIShowText" + ], + { + "title_aux": "Comfy_Show_StringText [WIP]" + } + ], + "https://github.com/franklydegenerate/ComfyUI-WAN-Resolution-Helper": [ + [ + "WANResolutionHelperV2" + ], + { + "title_aux": "WAN Resolution Helper [WIP]" + } + ], + "https://github.com/franky519/comfyui-redux-style": [ + [ + "StyleModelAdvanced", + "StyleModelApplySimple", + "StyleModelConditioner", + "StyleModelGridVisualizer" + ], + { + "title_aux": "comfyui-redux-style" + } + ], + "https://github.com/franky519/comfyui_fnckc_Face_analysis": [ + [ + "FaceAnalysisModels", + "FaceFourImageMatcher" + ], + { + "title_aux": "ComfyUI Face Four Image Matcher [WIP]" + } + ], + "https://github.com/fritzprix/ComfyUI-LLM-Utils": [ + [ + "WeightedDict", + "WeightedDictConcat", + "WeightedDictInput", + "WeightedDictSelect", + "WeightedDictSelectGroup", + "WeightedDictToPrompt" + ], + { + "title_aux": "ComfyUI-LLM-Utils [WIP]" + } + ], + "https://github.com/frost-byte/fbTools": [ + [ + "FBTextEncodeQwenImageEditPlus", + "LibberApply", + "LibberManager", + "MaskProcessor", + "NodeInputSelect", + "OpaqueAlpha", + "PromptComposer", + "QwenAspectRatio", + "SAMPreprocessNHWC", + "SceneCreate", + "SceneInput", + "SceneMaskDefinition", + "SceneOutput", + "ScenePromptManager", + "SceneSave", + "SceneSelect", + "SceneUpdate", + "SceneView", + "SceneWanVideoLoraMultiSave", + "StoryCreate", + "StoryEdit", + "StoryLoad", + "StorySave", + "StorySceneBatch", + "StorySceneImageSave", + "StoryScenePick", + "StoryVideoBatch", + "StoryView", + "SubdirLister", + "TailEnhancePro", + "TailSplit" + ], + { + "title_aux": "fb-tools" + } + ], + "https://github.com/ftechmax/ComfyUI-NovaKit-Pack": [ + [ + "CountTokens" + ], + { + "title_aux": "ComfyUI-NovaKit-Pack" + } + ], + "https://github.com/ftf001-tech/ComfyUI-ExternalLLMDetector": [ + [ + "ExternalLLMDetectorBboxesConvert", + "ExternalLLMDetectorMainProcess", + "ExternalLLMDetectorSettings" + ], + { + "title_aux": "ComfyUI-Lucian [WIP]" + } + ], + "https://github.com/fuselayer/comfyui-libcom-image-composition": [ + [ + "HarmonyScore", + "ImageHarmonization", + "ImageHarmonizationAuto" + ], + { + "title_aux": "comfyui-libcom-image-composition" + } + ], + "https://github.com/fylrid2/comfyui_lock_previous_value": [ + [ + "Lock" + ], + { + "title_aux": "lockValue" + } + ], + "https://github.com/gabe-init/ComfyUI-LM-Studio": [ + [ + "LMStudioNode" + ], + { + "title_aux": "ComfyUI LM Studio Node [WIP]" + } + ], + "https://github.com/gabe-init/ComfyUI-Repo-Eater": [ + [ + "RepoEaterNode" + ], + { + "title_aux": "gabe-init [WIP]" + } + ], + "https://github.com/gabe-init/comfyui_ui_render": [ + [ + "HTMLRendererNode" + ], + { + "title_aux": "comfyui_ui_render [UNSAFE]" + } + ], + "https://github.com/gagaprince/ComfyUI_gaga_utils": [ + [ + "GagaAddStringArray", + "GagaBatchStringReplace", + "GagaGetDirList", + "GagaGetFileList", + "GagaGetImageInfoByUpload", + "GagaGetImageInfoWithUrl", + "GagaGetImageWithPath", + "GagaGetStringArrayByIndex", + "GagaGetStringArraySize", + "GagaGetStringListSize", + "GagaPythonScript", + "GagaSaveImageToPath", + "GagaSaveImageWithInfo", + "GagaSaveImagesToGif", + "GagaSplitStringToList", + "GagaStringListToArray", + "GagaTest" + ], + { + "title_aux": "ComfyUI_gaga_utils" + } + ], + "https://github.com/gajjar4/ComfyUI-Qwen-Image-i2L": [ + [ + "QwenI2L_Apply", + "QwenI2L_PipelineLoader", + "QwenI2L_Save" + ], + { + "title_aux": "ComfyUI-Qwen-Image-i2L [UNSAFE]" + } + ], + "https://github.com/galoreware/ComfyUI-GaloreNodes": [ + [ + "GNI_HEX_TO_COLOR", + "GNI_RGB_TO_COLOR", + "GN_COLOR_TO_INT", + "GN_IO_GET_FILENAME", + "GN_MASK_TO_IMAGE", + "GN_SNAP_RESIZE" + ], + { + "title_aux": "ComfyUI-GaloreNodes [WIP]" + } + ], + "https://github.com/gameltb/ComfyUI_stable_fast": [ + [ + "ApplyStableFastUnet", + "ApplyTensorRTControlNet", + "ApplyTensorRTUnet", + "ApplyTensorRTVaeDecoder" + ], 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"https://github.com/gold24park/loki-comfyui-node": [ + [ + "Base64ToImage", + "DominantColor", + "ImageLuminance", + "ImageToBase64", + "OverlayText" + ], + { + "title_aux": "loki-comfyui-node" + } + ], + "https://github.com/gordon123/ComfyUI_DreamBoard": [ + [ + "PromptExtraNode", + "StoryboardNode" + ], + { + "title_aux": "ComfyUI_DreamBoard [WIP]" + } + ], + "https://github.com/gordon123/ComfyUI_srt2speech": [ + [ + "GetSubtitleByIndex", + "MergeAllWave", + "SaveWavNode" + ], + { + "title_aux": "ComfyUI_srt2speech [WIP]" + } + ], + "https://github.com/gorillaframeai/GF_pixtral_node": [ + [ + "GF_MistralPixtralNode" + ], + { + "title_aux": "GF_pixtral_node [WIP]" + } + ], + "https://github.com/grimli333/ComfyUI_Grim": [ + [ + "GenerateFileName", + "TwoStringsFormat" + ], + { + "title_aux": "ComfyUI_Grim" + } + ], + "https://github.com/grinlau18/ComfyUI_XISER_Nodes": [ + [ + "BaseFromListGetOneV3", + "XISER_Canvas", + "XIS_BooleanSwitch", + "XIS_CanvasConfig", + 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"https://github.com/gulajawalegit/ComfyUI-Telegram-Sender": [ + [ + "TelegramSendImage", + "TelegramSendVideo" + ], + { + "title_aux": "ComfyUI-Telegram-Sender [UNSAFE]" + } + ], + "https://github.com/haodman/ComfyUI_Rain": [ + [ + "Rain_ImageSize", + "Rain_IntToFloat", + "Rain_Math", + "Rain_ValueSwitch" + ], + { + "title_aux": "ComfyUI_Rain" + } + ], + "https://github.com/haofanwang/ComfyUI-InstantStyle": [ + [ + "BaseModelLoader", + "InstantStyleGenerationNode", + "InstantStyleLoader", + "PromptLoader" + ], + { + "title_aux": "ComfyUI-InstantStyle" + } + ], + "https://github.com/haomole/Comfyui-SadTalker": [ + [ + "LoadRefVideo", + "SadTalker", + "ShowAudio", + "ShowText", + "ShowVideo" + ], + { + "title_aux": "Comfyui-SadTalker" + } + ], + "https://github.com/harishcmgit/comfyui_sp": [ + [ + "SeamlessPatternNode" + ], + { + "title_aux": "comfyui_sp [WIP]" + } + ], + "https://github.com/hashms0a/ComfyUI-Qwen-Multi-Angle-Camera-Nodes": [ + [ + "QwenMultiAngleBatchSelector", + 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"https://github.com/hdfhssg/comfyui_EvoSearch": [ + [ + "EvoSearch_FLUX", + "EvoSearch_SD21", + "EvoSearch_WAN", + "EvolutionScheduleGenerator", + "GuidanceRewardsGenerator" + ], + { + "title_aux": "comfyui_EvoSearch [WIP]" + } + ], + "https://github.com/henjicc/ComfyUI-CC-ImageLoader": [ + [ + "LoadImage" + ], + { + "title_aux": "ComfyUI-CC-ImageLoader [UNSAFE]" + } + ], + "https://github.com/heyburns/ComfyUI-Logic-Redux": [ + [ + "Bool-\ud83d\udd2c", + "Compare-\ud83d\udd2c", + "DebugPrint-\ud83d\udd2c", + "Float-\ud83d\udd2c", + "If ANY execute A else B", + "If ANY execute A else B-\ud83d\udd2c", + "If ANY return A else B-\ud83d\udd2c", + "Int-\ud83d\udd2c", + "String-\ud83d\udd2c" + ], + { + "title_aux": "ComfyUI-Logic-Redux [WIP]" + } + ], + "https://github.com/hgh086/Comfyui-HghImage": [ + [ + "GuanghuanImageComparer" + ], + { + "title_aux": "Comfyui-HghImage" + } + ], + "https://github.com/hhelloe/ComfyuiQuantizerToFp8": [ + [ + "FP8QuantizeFormat", + "ModelToStateDict", + 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"https://github.com/hunzmusic/Comfyui-CraftsMan3DWrapper": [ + [ + "CraftsManDoraVAEGenerator", + "DecodeCraftsManLatents", + "LoadCraftsManPipeline", + "PreprocessImageCraftsMan", + "SampleCraftsManLatents", + "SaveCraftsManMesh" + ], + { + "title_aux": "Comfyui-CraftsMan3DWrapper [WIP]" + } + ], + "https://github.com/hunzmusic/comfyui-hnznodes": [ + [ + "CombineChannelsGrayscale", + "ImageBatchReorder", + "MaleCharacterPromptGenerator" + ], + { + "title_aux": "comfyui-hnznodes" + } + ], + "https://github.com/husw725/comfyui_alta_nodes": [ + [ + "Alta:API_LipSync", + "Alta:API_ProcessVideo", + "Alta:API_TTS", + "Alta:API_TranscribeAudio", + "Alta:API_Translate", + "Alta:Add(Math)", + "Alta:AddInt(Math)", + "Alta:BuildFilePath", + "Alta:ComboWrapper(Logic)", + "Alta:CompareFolders(File)", + "Alta:DeleteAudioFromMemory", + "Alta:DeleteFile(Util)", + "Alta:FileDownloader", + "Alta:GetFaceMask", + "Alta:GetFileFolder", + "Alta:GetFilenameNoExt", + "Alta:GetFilenameWithExt", + 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"Alta:SyncLipsyncNode(url)", + "Alta:VideoCombine", + "Alta:YOLOFaceModelCore", + "Alta:writeStringToFile", + "Alta:\u5373\u68a6API\u56fe\u751f\u89c6\u9891", + "Alta:\u5373\u68a6API\u56fe\u751f\u89c6\u9891\u7ed3\u679c\u67e5\u8be2", + "Alta:\u5373\u68a6API\u6587\u751f\u56fe", + "Alta:\u5373\u68a6Web\u56fe\u751f\u89c6\u9891" + ], + { + "title_aux": "comfyui_alta_nodes" + } + ], + "https://github.com/hy134300/comfyui-hb-node": [ + [ + "generate story", + "hy save image", + "latent to list", + "movie batch", + "movie generate", + "sound voice", + "text concat" + ], + { + "title_aux": "comfyui-hb-node" + } + ], + "https://github.com/hy134300/comfyui-hydit": [ + [ + "DiffusersCLIPLoader", + "DiffusersCheckpointLoader", + "DiffusersClipTextEncode", + "DiffusersControlNetLoader", + "DiffusersLoraLoader", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSampler", + "DiffusersSchedulerLoader", + "DiffusersVAELoader" + ], + { + "title_aux": "comfyui-hydit" + } + ], + "https://github.com/hylarucoder/comfyui-copilot": [ + [ + "EagleImageNode", + "SDXLPromptStyler", + "SDXLPromptStylerAdvanced", + "SDXLResolutionPresets" + ], + { + "title_aux": "comfyui-copilot" + } + ], + "https://github.com/idoru/ComfyUI-SKCFI-NetworkFileIO": [ + [ + "FilestashUploadNode", + "HttpUploadNode", + "MultipartFileHTTPUploadNode" + ], + { + "title_aux": "Filestash Upload Node [UNSAFE]" + } + ], + "https://github.com/if-ai/ComfyUI-IF_Zonos": [ + [ + "IF_ZonosTTS" + ], + { + "title_aux": "ComfyUI-IF_Zonos [WIP]" + } + ], + "https://github.com/ifilipis/ComfyUI-Auto-Prompt-Engineer": [ + [ + "DirectorGemini", + "ImageRouterSink", + "LatestImageSource" + ], + { + "title_aux": "ComfyUI-Auto-Prompt-Engineer" + } + ], + "https://github.com/ilovejohnwhite/Tracer": [ + [ + "BillyGoatNode", + "EcstaticNode", + "HintImageEnchance", + "Image Load TTK", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "KillMeNode", + "LinkMasterNode", + "OkayBuddyNode", + "OutlineRealNode", + "OutlineStandardNode", + "PixelPerfectResolution", + "SuckerPunch", + "UWU_Preprocessor", + "VooDooNode" + ], + { + "title_aux": "Kolors Awesome Prompts [WIP]" + } + ], + "https://github.com/ilslli/Comfyui-IV2Z": [ + [ + "IV2Z_VideoCombine" + ], + { + "title_aux": "Comfyui-IV2Z" + } + ], + "https://github.com/immersiveexperience/ie-comfyui-color-nodes": [ + [ + "Average Color", + "Complementary Color", + "Hex Color to Image", + "Hex to Color Name", + "Random String" + ], + { + "title_aux": "ie-comfyui-color-nodes" + } + ], + "https://github.com/io-club/ComfyUI-LuminaNext": [ + [ + "GemmaClipLoader" + ], + { + "title_aux": "ComfyUI-LuminaNext [WIP]" + } + ], + "https://github.com/isurulkh/ComfyUI-Lovis-Node": [ + [ + "AudioDurationNode", + "LineCountNode", + "TextToSingleLineNode" + ], + { + "title_aux": "ComfyUI-Lovis-Node [WIP]" + } + ], + "https://github.com/j-pyxal/ComfyUI-Lattice-Manim": [ + [ + "ManimAudioCaptionNode", + "ManimDataVisualizationNode", + "ManimScriptNode", + "ManimTimelineSceneNode" + ], + { + "title_aux": "ComfyUI-Lattice-Manim [WIP]" + } + ], + "https://github.com/jKaarlehto/ComfyUI-GetWorkflowName": [ + [ + "GetWorkflowName" + ], + { + "title_aux": "ComfyUI-GetWorkflowName [WIP]" + } + ], + "https://github.com/jax-explorer/ComfyUI-DreamO": [ + [ + "BgRmModelLoad", + "DreamOGenerate", + "DreamOLoadModel", + "DreamOLoadModelFromLocal", + "FaceModelLoad" + ], + { + "title_aux": "ComfyUI-DreamO" + } + ], + "https://github.com/jceme/Comfy_Extensions": [ + [ + "DimensionResize", + "FpsHelper", + "ImageAspectPresets", + "ImageAspectResize", + "ImageDim", + "ImageSizePresets", + "InpaintPrepare", + "InpaintRestore", + "NegativePromptCustomizer", + "PositivePromptCustomizer" + ], + { + "title_aux": "Comfy_Extensions [WIP]" + } + ], + "https://github.com/jchiotaka/ComfyUI-ClarityAI-Upscaler": [ + [ + "ClarityCreativeUpscaler", + "ClarityCrystalUpscaler", + "ClarityFluxUpscaler" + ], + { + "title_aux": "ComfyUI-ClarityAI-Upscaler" + } + ], + "https://github.com/jcomeme/ComfyUI-AsunaroTools": [ + [ + "AsunaroAnd", + "AsunaroAutomaticSexPrompter", + "AsunaroBatchImageLoader", + "AsunaroIfBiggerThanZero", + "AsunaroIfContain", + "AsunaroIfSame", + "AsunaroImageLoader", + "AsunaroIntToStr", + "AsunaroOr", + "AsunaroPromptStripper", + "AsunaroRandomDice", + "AsunaroResolutions", + "AsunaroSave", + "AsunaroTextConcatenator", + "AsunaroWildCard" + ], + { + "title_aux": "AsunaroTools" + } + ], + "https://github.com/jerryname2022/ComfyUI-MegaTTS3": [ + [ + "MegaTTS3ModelLoader", + "MegaTTS3ZeroShot", + "TextEditor" + ], + { + "title_aux": "MegaTTS 3 [WIP]" + } + ], + "https://github.com/jerryname2022/ComfyUI-Real-ESRGAN": [ + [ + "GFPGANImageGenerator", + "GFPGANModelLoader", + "ImageMergeGenerator", + "InpaintingLamaImageGenerator", + "InpaintingLamaModelLoader", + "RealESRGANImageGenerator", + "RealESRGANModelLoader" + ], + { + "title_aux": "ComfyUI-Real-ESRGAN [WIP]" + } + ], + "https://github.com/jgbrblmd/ComfyUI-ComfyFluxSize": [ + [ + "ComfyFluxSize" + ], + { + "title_aux": "ComfyUI-ComfyFluxSize [WIP]" + } + ], + "https://github.com/jgbyte/ComfyUI-RandomCube": [ + [ + "RandomCubeGrid" + ], + { + "title_aux": "ComfyUI-RandomCube [WIP]" + } + ], + "https://github.com/jiafuzeng/comfyui-fishSpeech": [ + [ + "FishSpeechAudioDurationNode", + "FishSpeechAudioPreview", + "FishSpeechLoader", + "FishSpeechTTS" + ], + { + "title_aux": "comfyui-fishSpeech" + } + ], + "https://github.com/jimmm-ai/TimeUi-a-ComfyUi-Timeline-Node": [ + [ + "jimmm.ai.TimelineUI" + ], + { + "title_aux": "TimeUi a ComfyUI Timeline Node System [WIP]" + } + ], + "https://github.com/jimstudt/ComfyUI-Jims-Nodes": [ + [ + "ChooseFromStringList", + "Cubby", + "DefineWord", + "DictFromJSON", + "DictionaryToJSON", + "ImageToSolidBackground", + "JSONTODictionary", + "JSONToDictionary", + "LiftFromBackground", + "LoadImageAndInfoFromPath", + "LookupWord", + "ReplaceWords", + "TextToStringList", + "ZoomFocus" + ], + { + "title_aux": "Jim's ComfyUI Nodes [WIP]" + } + ], + "https://github.com/jinchanz/ComfyUI-AliCloud-Bailian": [ + [ + "BailianAPI", + "BailianAPIPoll", + "BailianAPISubmit", + "MaletteJSONExtractor", + "MaletteJSONModifier", + "MaletteVirtualTryOn" + ], + { + "title_aux": "ComfyUI-AliCloud-Bailian [WIP]" + } + ], + "https://github.com/jinchanz/ComfyUI-Midjourney": [ + [ + "MidjourneyAPI", + "MidjourneyAPIPoll", + "MidjourneyAPISubmit", + "MidjourneyJSONExtractor" + ], + { + "title_aux": "ComfyUI-Midjourney" + } + ], + "https://github.com/jluo-github/comfyui-easy-resize": [ + [ + "EasyImageSize", + "EasyImageSizeLatent" + ], + { + "title_aux": "comfyui-easy-resize [WIP]" + } + ], + "https://github.com/jn-jairo/jn_node_suite_comfyui": [ + [ + "JN_AreaInfo", + "JN_AreaNormalize", + "JN_AreaWidthHeight", + "JN_AreaXY", + "JN_Blip", + "JN_BlipLoader", + "JN_BooleanOperation", + "JN_Condition", + "JN_CoolDown", + "JN_CoolDownOutput", + "JN_CropFace", + "JN_DatetimeFormat", + "JN_DatetimeInfo", + "JN_DatetimeNow", + "JN_Dump", + "JN_DumpOutput", + "JN_FaceRestoreModelLoader", + "JN_FaceRestoreWithModel", + "JN_FirstActive", + "JN_ImageAddMask", + "JN_ImageBatch", + "JN_ImageCenterArea", + "JN_ImageCrop", + "JN_ImageGrid", + "JN_ImageInfo", + "JN_ImageSharpness", + "JN_ImageSquare", + "JN_ImageUncrop", + "JN_KSampler", + "JN_KSamplerAdvancedParams", + "JN_KSamplerFaceRestoreParams", + "JN_KSamplerResizeInputParams", + "JN_KSamplerResizeMaskAreaParams", + "JN_KSamplerResizeOutputParams", + "JN_KSamplerSeamlessParams", + "JN_KSamplerTileParams", + "JN_LoadImageDirectory", + "JN_LogicOperation", + "JN_MaskInfo", + "JN_MathOperation", + "JN_MathOperationArray", + "JN_PrimitiveArrayInfo", + "JN_PrimitiveBatchToArray", + "JN_PrimitiveBoolean", + "JN_PrimitiveFloat", + "JN_PrimitiveInt", + "JN_PrimitivePrompt", + "JN_PrimitiveString", + "JN_PrimitiveStringMultiline", + "JN_PrimitiveStringToArray", + "JN_PrimitiveToArray", + "JN_PrimitiveToBoolean", + "JN_PrimitiveToFloat", + "JN_PrimitiveToInt", + "JN_PrimitiveToString", + "JN_RemoveBackground", + "JN_Seamless", + "JN_SeamlessBorder", + "JN_SeamlessBorderCrop", + "JN_SelectItem", + "JN_Sleep", + "JN_SleepOutput", + "JN_SliceOperation", + "JN_StopIf", + "JN_StopIfOutput", + "JN_TextConcatenation", + "JN_TextReplace", + "JN_TimedeltaFormat", + "JN_TimedeltaInfo", + "JN_VAEPatch" + ], + { + "title_aux": "jn_node_suite_comfyui [WIP]" + } + ], + "https://github.com/joe002/comfyui-rtx-remix": [ + [ + "RTXRemixBatchLoader", + "RTXRemixGeneratePBR", + "RTXRemixHashLookup", + "RTXRemixIterateTextures", + "RTXRemixLoadCapture", + "RTXRemixProjectInfo", + "RTXRemixSaveToMod" + ], + { + "title_aux": "comfyui-rtx-remix [UNSAFE]" + } + ], + "https://github.com/jonathan-bryant/ComfyUI-ImageStraightener": [ + [ + "AutoStraightenImage" + ], + { + "title_aux": "ComfyUI-ImageStraightener [WIP]" + } + ], + "https://github.com/jonstreeter/comfyui-archive-output": [ + [ + 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"https://github.com/jtrue/ComfyUI-MaskTools": [ + [ + "ColorToMask", + "MaskColorRange" + ], + { + "description": "Pixel-selection tools (masks) for ComfyUI \u2014 modular.", + "nickname": "Mask", + "title": "MaskTools", + "title_aux": "MaskTools" + } + ], + "https://github.com/jtscmw01/ComfyUI-DiffBIR": [ + [ + "DiffBIR_sample", + "DiffBIR_sample_advanced", + "Simple_load", + "Stage1_load", + "Stage2_load" + ], + { + "title_aux": "ComfyUI-DiffBIR" + } + ], + "https://github.com/jtydhr88/ComfyUI-Unique3D": [ + [ + "Unique3DLoadPipeline", + "Unique3DRun - Geo Reconstruct", + "Unique3DRun - MVPrediction" + ], + { + "title_aux": "ComfyUI-Unique3D [WIP]" + } + ], + "https://github.com/jtydhr88/ComfyUI_frontend_vue_basic": [ + [ + "vue-basic" + ], + { + "title_aux": "ComfyUI Frontend Vue Basic [WIP]" + } + ], + "https://github.com/judian17/ComfyUI-MIDI-3D": [ + [ + "MIDI3DAllPassRenderer", + "MIDI3DInstanceCropper", + "MIDI3DLoader", + "MIDI3DSampler", + "MIDI3DTextureBaker" + ], + { + "title_aux": "ComfyUI-MIDI-3D [WIP]" + } + ], + "https://github.com/junhe421/comfyui_batch_image_processor": [ + [ + "BatchImageDifferenceToPromptFiles", + "custom_nodes" + ], + { + "title_aux": "comfyui_batch_image_processor [WIP]" + } + ], + "https://github.com/kadirnar/ComfyUI-Adapter": [ + [ + "GarmentSegLoader" + ], + { + "title_aux": "ComfyUI-Adapter [WIP]" + } + ], + "https://github.com/kandy/ComfyUI-KAndy": [ + [ + "KAndyTaggerModelLoader", + "KAndyWD14Tagger", + "KPromtGen", + "KandyLoad", + "KandySave", + "KandySimplePrompt" + ], + { + "title_aux": "ComfyUI-KAndy" + } + ], + "https://github.com/kanttouchthis/ComfyUI-SDNQ": [ + [ + "SDNQLoader" + ], + { + "title_aux": "ComfyUI-SDNQ [NAME CONFLICT]" + } + ], + "https://github.com/karthikg-09/ComfyUI-3ncrypt": [ + [ + "Enhanced Save Image", + "Markdown Editor" + ], + { + "title_aux": "ComfyUI-KG09 [WIP]" + } + ], + "https://github.com/kaski23/Kaskis_Comfy_Nodes": [ + [ + "AudioResampler", + "CollectKeyedVideosNode", + "CollectVideosNode", + "ConformAudio", + "ConformVideo", + "ExtendVideoNearestFrame", + "ImageDelay", + "IntToString", + "KlingVideoHandler", + "LoadImageWithFilename", + "LoadVideoWithFilename", + "PairSwitchNode", + "PreviewImageLimited", + "StringSplitSelect", + "Unbroken-Video-Handler", + "VideoHandler", + "WorkflowLoggerNode" + ], + { + "title_aux": "Kaskis_Comfy_Nodes" + } + ], + "https://github.com/kesslerdev/kesslerdev_comfyui_nodes": [ + [ + "KesslerDev_AlwaysSeed", + "KesslerDev_EnvironmentVariableGetter", + "KesslerDev_LoadImageAndFilename", + "KesslerDev_LoadImagesFromFolder", + "KesslerDev_MultilineTextChoice" + ], + { + "title_aux": "Comfyui : kesslerdev_comfyui_nodes [UNSAFE]" + } + ], + "https://github.com/kevin314/ComfyUI-FastVideo": [ + [ + "DITConfig", + "InferenceArgs", + "LoadImagePath", + "TextEncoderConfig", + "VAEConfig", + "VideoGenerator" + ], + { + "title_aux": "ComfyUI-FastVideo" + } + ], + "https://github.com/kijai/ComfyUI-CV-VAE": [ + [ + "CV_VAE_Decode", + "CV_VAE_Encode", + "CV_VAE_Load" + ], + { + "title_aux": "ComfyUI-CV-VAE" + } + ], + "https://github.com/kijai/ComfyUI-DeepSeek-VL": [ + [ + "deepseek_vl_inference", + "deepseek_vl_model_loader" + ], + { + "title_aux": "ComfyUI nodes to use DeepSeek-VL" + } + ], + "https://github.com/kijai/ComfyUI-DiffSynthWrapper": [ + [ + "DiffSynthSampler", + "DownloadAndLoadDiffSynthExVideoSVD" + ], + { + "title_aux": "ComfyUI DiffSynth wrapper nodes" + } + ], + "https://github.com/kijai/ComfyUI-DiffusersSD3Wrapper": [ + [ + "LoadSD3DiffusersPipeline", + "SD3ControlNetSampler" + ], + { + "title_aux": "ComfyUI-DiffusersSD3Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-EasyAnimateWrapper": [ + [ + "DownloadAndLoadEasyAnimateModel", + "EasyAnimateDecode", + "EasyAnimateImageEncoder", + "EasyAnimateResize", + "EasyAnimateSampler", + "EasyAnimateTextEncode" + ], + { + "title_aux": "ComfyUI-EasyAnimateWrapper [WIP]" + } + ], + "https://github.com/kijai/ComfyUI-FollowYourEmojiWrapper": [ + [ + "DownloadAndLoadFYEModel", + "FYECLIPEncode", + "FYEClipEmbedToComfy", + "FYELandmarkEncode", + "FYELandmarkToComfy", + "FYEMediaPipe", + "FYESampler", + "FYESamplerLong" + ], + { + "title_aux": "ComfyUI-FollowYourEmojiWrapper [WIP]" + } + ], + "https://github.com/kijai/ComfyUI-FramePackWrapper": [ + [ + "DownloadAndLoadFramePackModel", + "FramePackFindNearestBucket", + "FramePackLoraSelect", + "FramePackSampler", + "FramePackSingleFrameSampler", + "FramePackTorchCompileSettings", + "LoadFramePackModel" + ], + { + "title_aux": "ComfyUI-FramePackWrapper [WIP]" + } + ], + "https://github.com/kijai/ComfyUI-Hunyuan3DWrapper": [ + [ + "CV2InpaintTexture", + "DownloadAndLoadHy3DDelightModel", + "DownloadAndLoadHy3DPaintModel", + "Hy3DApplyTexture", + "Hy3DBPT", + "Hy3DBakeFromMultiview", + "Hy3DCameraConfig", + "Hy3DDelightImage", + "Hy3DDiffusersSchedulerConfig", + "Hy3DExportMesh", + "Hy3DFastSimplifyMesh", + "Hy3DGenerateMesh", + "Hy3DGenerateMeshMultiView", + "Hy3DGetMeshPBRTextures", + 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"https://github.com/killshotttttt/ComfyUI-killshotttttt": [ + [ + "MeshyImageToImage" + ], + { + "title_aux": "ComfyUI-killshotttttt [WIP]" + } + ], + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Image-From-URL": [ + [ + "KimaraAIImageFromURL" + ], + { + "title_aux": "ComfyUI-Kimara-AI-Image-From-URL [WIP]" + } + ], + "https://github.com/kongds1999/ComfyUI_was_image": [ + [ + "BBoxToCoco", + "BBoxToXYWH", + "BBoxVisNode", + "Check Person In Text", + "CocoToNumber", + "ConvertGrayToImage", + "ConvertToDict", + "CustomUltralyticsModelLoader", + "Generate Color Palette", + "GetImageSize", + "ImageResizeAdvanced", + "Replace Color By Palette", + "UltralyticsCheckCategory", + "UltralyticsInference", + "UltralyticsInference_face_detection", + "UltralyticsListIndexToNames", + "UltralyticsModelLoader", + "UltralyticsVisualization", + "ViewText" + ], + { + "title_aux": "ComfyUI_was_image" + } + ], + "https://github.com/krakenunbound/kraken-discord-bot": [ + [ + "KrakenDiscordBot", + "KrakenDiscordBotStatus" + ], + { + "title_aux": "Kraken Discord Bot" + } + ], + "https://github.com/krich-cto/ComfyUI-Flow-Control": [ + [ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "FlowCheckpointPresetLoader", + "FlowClipCondition", + "FlowClipTextEncode", + "FlowConditioningAutoSwitch", + "FlowFluxPresetLoader", + "FlowGate", + "FlowImageAutoBatch", + "FlowImageCondition", + "FlowKSampler", + "FlowLatentAutoBatch", + "FlowLatentCondition", + "FlowLoraLoader", + "FlowLoraLoaderModelOnly", + "FlowModelManager", + "FlowSaveImage", + "QuadrupleCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + { + "title_aux": "ComfyUI Flow Control [UNSTABLE]" + } + ], + "https://github.com/krisshen2021/comfyui_OpenRouterNodes": [ + [ + "OpenRouterOAINode_Infer", + "OpenRouterOAINode_Models", + "OpenRouterOAINode_hunyuanPrompt", + "OpenRouterOAINode_txt2imgPrompt" + ], + { + "title_aux": "comfyui_OpenRouterNodes [WIP]" + } + ], + "https://github.com/kuailefengnan2024/Comfyui_Layer": [ + [ + "VisionAPIPluginNode" + ], + { + "title_aux": "Comfyui_Layer" + } + ], + "https://github.com/kuschanow/ComfyUI-SD-Slicer": [ + [ + "SdSlicer" + ], + { + "title_aux": "ComfyUI-SD-Slicer" + } + ], + "https://github.com/kxh/ComfyUI-ImageUpscaleWithModelMultipleTimes": [ + [ + "ImageUpscaleWithModelMultipleTimes" + ], + { + "title_aux": "ComfyUI-ImageUpscaleWithModelMultipleTimes" + } + ], + "https://github.com/kxh/ComfyUI-sam2": [ + [ + "Segment" + ], + { + "title_aux": "ComfyUI-sam2" + } + ], + "https://github.com/kycg/comfyui-Kwtoolset": [ + [ + "KWImageResizeByLongerSide", + "KWNagetiveString", + "KWPositiveString", + "KWShowAnything", + "KWanywhereString", + "KwtoolsetChangeOpenpose", + "KwtoolsetCheckpointLoaderwithpreview", + "KwtoolsetConditioningSelect", + "KwtoolsetGetHipMask", + "KwtoolsetGetHipMasktest", + "KwtoolsetGetImageSize", + "KwtoolsetGrowMaskPlus", + "KwtoolsetImageSelect", + "KwtoolsetLoadCheckpointsBatch", + "KwtoolsetLoraLoaderwithpreview", + "KwtoolsetMaskAdd", + "KwtoolsetModelSelect", + "LatentMatch" + ], + { + "title_aux": "comfyui-Kwtoolset" + } + ], + "https://github.com/kylegrover/comfyui-python-cowboy": [ + [ + "PythonScript" + ], + { + "title_aux": "comfyui-python-cowboy [UNSAFE]" + } + ], + "https://github.com/laksjdjf/ssd-1b-comfyui": [ + [ + "SSD-1B-Loader" + ], + { + "title_aux": "ssd-1b-comfyui" + } + ], + "https://github.com/laobaishu1/ComfyUI-JSON-Upload-Iterator": [ + [ + "JSONUploadIterator" + ], + { + "title_aux": "ComfyUI-JSON-Upload-Iterator [UNSAFE]" + } + ], + "https://github.com/laubsauger/comfyui-storyboard": [ + [ + "MarkdownRenderer", + "NodeInspector", + "OpenAIAPIKeyManager", + "OpenAIAdvancedConfiguration", + "OpenAIChatGPT" + ], + { + "author": "laub", + "description": "A ComfyUI node to display markdown text, and other storyboard features.", + "nickname": "Storyboard", + "title": "ComfyUI Storyboard", + "title_aux": "ComfyUI Storyboard [WIP]" + } + ], + "https://github.com/lazybuttalented/ComfyUI_LBT": [ + [ + "LBT_CombineImagesFromBatch", + "LBT_CombineImagesFromList", + "LBT_CropByMask", + "LBT_GetFolderInfo", + "LBT_ListInfo", + "LBT_LoadImagesFromFolder", + "LBT_LoadImagesFromList", + "LBT_LoadTextFromFolder", + "LBT_LoadVideoFromFolder", + "LBT_SaveImage", + "LBT_StringToList", + "LBT_TextImageLibraryComparison" + ], + { + "title_aux": "ComfyUI_LBT [WIP]" + } + ], + "https://github.com/leacvikas0/ComfyUI-Presence": [ + [ + "FluxAdaptiveInjector", + "GaussianNoisePadding", + "PresenceDirector", + "PresencePaddingTester", + "PresencePreview", + "PresenceSaver" + ], + { + "title_aux": "ComfyUI-Presence [WIP]" + } + ], + "https://github.com/leadbreak/comfyui-faceaging": [ + [ + "AgeTransformationNode" + ], + { + "title_aux": "Face Aging [WIP]" + } + ], + "https://github.com/leeguandong/ComfyUI_AliControlnetInpainting": [ + [ + "AliInpaintingsampler", + "EcomXL_AddFG", + "EcomXL_Condition", + "EcomXL_Controlnet_ModelLoader", + "EcomXL_LoadImage", + "EcomXL_SDXL_Inpaint_ModelLoader", + "Flux_Controlnet_ModelLoader", + "Flux_Inpainting_ModelLoader", + "SD3_Controlnet_ModelLoader", + "SD3_Inpainting_ModelLoader" + ], + { + "title_aux": "ComfyUI_AliControlnetInpainting [WIP]" + } + ], + "https://github.com/leoleelxh/ComfyUI-MidjourneyNode-leoleexh": [ + [ + "MidjourneyGenerateNode", + "MidjourneyUpscaleNode" + ], + { + "title_aux": "ComfyUI-MidjourneyNode-leoleexh" + } + ], + "https://github.com/leon-etienne/ComfyUI_Scoring-Nodes": [ + [ + "AestheticScore", + "ImageSimilarity", + "MultiAestheticScore", + "MultiImageToTextSimilarity", + "MultiTextToImageSimilarity", + "TextSimilarity" + ], + { + "title_aux": "ComfyUI_Scoring-Nodes" + } + ], + "https://github.com/lfelipegg/lfgg_custom_nodes_comfyui": [ + [ + "LfggImageResolutionByRatio", + "LfggLatentSizeByRatio", + "LfggPixelBudgetLatentSize" + ], + { + "title_aux": "[WIP] lfgg_custom_nodes_comfyui" + } + ], + "https://github.com/lggcfx2020/ComfyUI-LGGCFX-Tools": [ + [ + "LGGCFX_ImagePreview", + "LGGCFX_audio", + "LGGCFX_prompt", + "LGGCFX_resolution", + "LGGCFX_time_frame", + "VRAMReserver" + ], + { + "title_aux": "ComfyUI-LGGCFX-Tools" + } + ], + "https://github.com/lgldlk/ComfyUI-img-tiler": [ + [ + "PC ImageListTileMaker", + "PC TileMaker", + "PC TilerImage", + "PC TilerSelect" + ], + { + "title_aux": "ComfyUI-img-tiler" + } + ], + "https://github.com/lihaoyun6/ComfyUI-lhyNodes": [ + [ + "CSVRandomPicker", + "CSVRandomPickerAdv", + "CudaDevicePatcher", + "ImageBatchtoImageList", + "ImageBatchtoImages", + "KSamplerConfig", + "KSamplerSchedulerFallback", + "LoadImageBatch", + "LoadZipBatch", + "MaskToSAMCoords", + "MaskToSAMCoordsV2", + "MorseCode", + "PoseReformer", + "SaveImageAsZip", + "SaveTextAsZip", + "StrFormat", + "StrFormatAdv", + "YoloFaceReformer", + "detailerKSamplerSchedulerFallback", + "effKSamplerSchedulerFallback", + "noneNode", + "queueHandler" + ], + { + "title_aux": "ComfyUI-lhyNodes" + } + ], + "https://github.com/linhusyung/comfyui-Build-and-train-your-network": [ + [ + "Conv_layer", + "Normalization_layer", + "activation_function", + "create_dataset", + "create_intput", + "create_model", + "create_training_task", + "forward_test", + "linear_layer", + "pooling_layer", + "pre_train_layer", + "res_connect", + "show_dimensions", + "view_layer" + ], + { + "title_aux": "ComfyUI Build and Train Your Network [WIP]" + } + ], + "https://github.com/littleowl/ComfyUI-MV-HECV": [ + [ + "CombineSideBySide", + "DepthResize", + "StereoShift_Fast" + ], + { + "title_aux": "ComfyUI-MV-HECV" + } + ], + "https://github.com/liusida/ComfyUI-Notebook": [ + [ + "NotebookCell", + "NotebookForceRerun", + "PreviewHTML" + ], + { + "title_aux": "ComfyUI-Notebook [UNSAFE]" + } + ], + "https://github.com/locphan201/ComfyUI-Alter-Nodes": [ + [ + "AlterMMAudioConfig", + "AlterMMAudioFeatureUtils", + "AlterMMAudioModelLoader", + "AlterMMAudioSampler" + ], + { + "title_aux": "ComfyUI-Alter-Nodes" + } + ], + "https://github.com/locphan201/ComfyUI-Alternatives": [ + [ + "Lora Applier", + "Lora PreLoader", + "LoraApplier", + "LoraPreLoader" + ], + { + "title_aux": "ComfyUI-Alternatives" + } + ], + "https://github.com/logicalor/comfyui_mv_adapter": [ + [ + "MVAdapterBackgroundRemoval", + "MVAdapterCameraEmbed", + "MVAdapterClearVRAM", + "MVAdapterI2MVSampler", + "MVAdapterImageGrid", + "MVAdapterImagePreprocess", + "MVAdapterLoRALoader", + "MVAdapterModelSetup", + "MVAdapterPipelineLoader", + "MVAdapterReferencePreprocess", + "MVAdapterSchedulerConfig", + "MVAdapterSplitViews", + "MVAdapterT2MVSampler", + "MVAdapterVAEDecode", + "MVAdapterViewSelector" + ], + { + "title_aux": "comfyui_mv_adapter [WIP]" + } + ], + "https://github.com/logtd/ComfyUI-HunyuanLoom": [ + [ + "ConfigureModifiedHY", + "HYApplyRegionalConds", + "HYAttnOverride", + "HYCreateRegionalCond", + "HYFetaEnhance", + "HYFlowEditGuider", + "HYFlowEditGuiderAdv", + "HYFlowEditGuiderCFG", + "HYFlowEditGuiderCFGAdv", + "HYFlowEditSampler", + "HYForwardODESampler", + "HYInverseModelSamplingPred", + "HYReverseModelSamplingPred", + "HYReverseODESampler", + "HyVideoFlowEditSamplerWrapper" + ], + { + "title_aux": "ComfyUI-HunyuanLoom [WIP]" + } + ], + "https://github.com/logtd/ComfyUI-Veevee": [ + [ + "ApplyVVModel", + "FlowConfig", + "FlowGetFlow", + "GetRaftFlow", + "InjectionConfig", + "PivotConfig", + "RaveConfig", + "SCAConfig", + "TemporalConfig", + "VVGetRaftFlow", + "VVSamplerSampler", + "VVUnsamplerSampler" + ], + { + "title_aux": "ComfyUI-Veevee [WIP]" + } + ], + "https://github.com/longgui0318/comfyui-one-more-step": [ + [ + "Calculate More Step Latent", + "Load More Step Model" + ], + { + "title_aux": "comfyui-one-more-step [WIP]" + } + ], + "https://github.com/longzoho/ComfyUI-Qdrant-Saver": [ + [ + "QDrantSaver" + ], + { + "title_aux": "ComfyUI-Qdrant-Saver" + } + ], + "https://github.com/lordwedggie/xcpNodes": [ + [ + "derpBaseAlpha", + "derpSlider", + "xcpDerpBool", + "xcpDerpFloat", + "xcpDerpINT", + "xcpDerpSeed" + ], + { + "title_aux": "xcpNodes [WIP]" + } + ], + "https://github.com/love2hina-net/ComfyUI-Local-Translator": [ + [ + "LocalTranslator" + ], + { + "title_aux": "ComfyUI-Local-Translator" + } + ], + "https://github.com/lrzjason/Comfyui-Condition-Utils": [ + [ + "LoadCondition", + "LoadConditionFromLoras", + "SaveCondition" + ], + { + "title_aux": "Comfyui-Condition-Utils [WIP]" + } + ], + "https://github.com/lrzjason/Comfyui-DiffusersUtils": [ + [ + "DiffusersGenPriorTokens", + "DiffusersGenPriorTokensDebug", + "DiffusersImageEditGenerator", + "DiffusersImageGenerator", + "DiffusersLoadLoraOnly", + "DiffusersLoraLayersOperation", + "DiffusersLoraLoader", + "DiffusersLoraStatViewer", + "DiffusersLoraUnloader", + "DiffusersMergeLoraToPipeline", + "DiffusersModelLoader", + "DiffusersPipeline", + "DiffusersPipelineBuilder", + "DiffusersPreprocessorLoader", + "DiffusersSampling", + "DiffusersSaveLora", + "DiffusersTextEncode", + "DiffusersTextEncoderLoader", + "DiffusersTokenizerLoader", + "DiffusersTransformerLoader", + "DiffusersVAELoader", + "LoadLoraOnly", + "LoraLayersOperation", + "LoraStatViewer", + "MergeLoraToTransformer", + "SaveLora", + "TextEncodeDiffusersLongCat", + "TextEncodeDiffusersLongCatCached", + "TextEncodeDiffusersLongCatImageEdit" + ], + { + "title_aux": "Comfyui-DiffusersUtils [WIP]" + } + ], + "https://github.com/ltdrdata/ComfyUI-Workflow-Component": [ + [ + "ComboToString", + "ExecutionBlocker", + "ExecutionControlString", + "ExecutionOneOf", + "ExecutionSwitch", + "InputUnzip", + "InputZip", + "LoopControl", + "LoopCounterCondition", + "OptionalTest", + "TensorToCPU" + ], + { + "title_aux": "ComfyUI-Workflow-Component [WIP]" + } + ], + "https://github.com/lu64k/ks_nodes": [ + [ + "KS Json Count", + "KS Json To String", + "KS JsonKeyExtractor", + "KS JsonKeyReplacer", + "KS JsonlFolderMatchReader", + "KS Load Images From Folder", + "KS Random File Name", + "KS Save Text", + "KS Text_String", + "KS get time int", + "KS json array constrains filter", + "KS json float range filter", + "KS json value eliminator", + "KS load text", + "KS_Json_Extract_Key_And_Value_3ways", + "KS_Json_Key_Random_3ways", + "KS_Json_Key_Replace_3ways", + "KS_Json_loader", + "KS_Save_JSON", + "KS_any_payload_image", + "KS_image_metadata_node", + "KS_make_json_node", + "KS_merge_json_node" + ], + { + "title_aux": "ks_nodes" + } + ], + "https://github.com/lucafoscili/lf-nodes": [ + [ + "LF_BackgroundRemover", + "LF_Blend", + "LF_BlobToImage", + "LF_Bloom", + "LF_BlurImages", + "LF_Boolean", + "LF_Brightness", + "LF_CaptionImageWD14", + "LF_CharacterImpersonator", + "LF_CheckpointSelector", + "LF_CivitAIMetadataSetup", + "LF_Clarity", + "LF_ColorAnalysis", + "LF_CompareImages", + "LF_Contrast", + "LF_ControlPanel", + "LF_CreateMask", + "LF_Desaturation", + "LF_DetectRegions", + "LF_DiffusionModelSelector", + "LF_DisplayBoolean", + "LF_DisplayFloat", + "LF_DisplayInteger", + "LF_DisplayJSON", + "LF_DisplayPrimitiveAsJSON", + "LF_DisplayString", + "LF_EmbeddingSelector", + "LF_EmptyImage", + "LF_ExtractPromptFromLoraTag", + "LF_ExtractString", + "LF_FilmGrain", + "LF_Float", + "LF_GaussianBlur", + "LF_GeminiAPI", + "LF_GetRandomKeyFromJSON", + "LF_GetValueFromJSON", + "LF_ImageClassifier", + "LF_ImageHistogram", + "LF_ImageListFromJSON", + "LF_ImageToSVG", + "LF_ImagesEditingBreakpoint", + "LF_ImagesSlideshow", + "LF_Inpaint", + "LF_InpaintAdvanced", + "LF_Integer", + "LF_IsLandscape", + "LF_JSONPromptCombinator", + "LF_KeywordCounter", + "LF_KeywordToggleFromJSON", + "LF_LLMChat", + "LF_LLMMessenger", + "LF_LUTApplication", + "LF_LUTGeneration", + "LF_Line", + "LF_LoadAndEditImages", + "LF_LoadCLIPSegModel", + "LF_LoadFileOnce", + "LF_LoadImages", + "LF_LoadLocalJSON", + "LF_LoadLoraTags", + "LF_LoadMetadata", + "LF_LoadWD14Model", + "LF_LoadWD14Onnx", + "LF_LoraAndEmbeddingSelector", + "LF_LoraSelector", + "LF_MarkdownDocGenerator", + "LF_MathOperation", + "LF_MultipleImageResizeForWeb", + "LF_Notify", + "LF_ONNXSelector", + "LF_OpenAIAPI", + "LF_ParsePromptWithLoraTags", + "LF_RandomBoolean", + "LF_RegexReplace", + "LF_RegionExtractor", + "LF_RegionMask", + "LF_ResizeImageByEdge", + "LF_ResizeImageToDimension", + "LF_ResizeImageToSquare", + "LF_ResolutionSwitcher", + "LF_SamplerSelector", + "LF_Saturation", + "LF_SaveImageForCivitAI", + "LF_SaveJSON", + "LF_SaveMarkdown", + "LF_SaveSVG", + "LF_SaveText", + "LF_SchedulerSelector", + "LF_Sepia", + "LF_SequentialSeedsGenerator", + "LF_SetValueInJSON", + "LF_ShuffleJSONKeys", + "LF_Something2Number", + "LF_Something2String", + "LF_SortJSONKeys", + "LF_SortTags", + "LF_SplitTone", + "LF_StabilityAPI", + "LF_String", + "LF_StringReplace", + "LF_StringTemplate", + "LF_StringToJSON", + "LF_SwitchFloat", + "LF_SwitchImage", + "LF_SwitchInteger", + "LF_SwitchJSON", + "LF_SwitchMask", + "LF_SwitchString", + "LF_TiledSuperRes", + "LF_TiltShift", + "LF_UnsharpMask", + "LF_UpdateUsageStatistics", + "LF_UploadImages", + "LF_UpscaleModelSelector", + "LF_UrandomSeedGenerator", + "LF_UsageStatistics", + "LF_VAEDecode", + "LF_VAEEncode", + "LF_VAESelector", + "LF_Vibrance", + "LF_ViewImages", + "LF_ViewSVGs", + "LF_Vignette", + "LF_WallOfText", + "LF_WriteJSON" + ], + { + "title_aux": "LF Nodes [UNSAFE]" + } + ], + "https://github.com/lum3on/comfyui_RollingDepth": [ + [ + "RollingDepthNode" + ], + { + "title_aux": "comfyui_RollingDepth [WIP]" + } + ], + "https://github.com/lyra-ai/lyra-nodes": [ + [ + "LyraAudioVisualizer", + "LyraCdnUploader", + "LyraCharacterSearch", + "LyraFilenameBuilder", + "LyraImageAudioFusion", + "LyraLoadAudioFromURL", + "LyraLoadImageFromURL", + "LyraStringToTypes" + ], + { + "title_aux": "lyra-nodes" + } + ], + "https://github.com/maTORIx/ComfyUI-KeypointsToImage": [ + [ + "KeypointsToImage" + ], + { + "title_aux": "ComfyUI-KeypointsToImage" + } + ], + "https://github.com/machinesarenotpeople/comfyui-energycost": [ + [ + "TimeCostEndNode", + "TimeStartNode" + ], + { + "title_aux": "comfyui-energycost" + } + ], + "https://github.com/maizerrr/comfyui-code-nodes": [ + [ + "BBoxDrawNode", + "BBoxParseNode", + "DummyNode", + "ImageBatchNode", + "MaskEditorNode", + "OpenAIGPTImageNode", + "OpenAIQueryNode" + ], + { + "title_aux": "comfyui-code-nodes" + } + ], + "https://github.com/majocola/comfyui-standbybutton": [ + [ + "StandbyButton" + ], + { + "title_aux": "Standbybutton" + } + ], + "https://github.com/majorsauce/comfyui_indieTools": [ + [ + "IndCutByMask", + "IndLocalScale", + "IndPastImage", + "IndSolidify", + "IndYoloDetector" + ], + { + "title_aux": "comfyui_indieTools [WIP]" + } + ], + "https://github.com/mamamia1110/comfyui-boggerrr-nodes": [ + [ + "SeedEdit3", + "Seedream3" + ], + { + "title_aux": "Boggerrr Nodes [WIP]" + } + ], + "https://github.com/mamorett/ComfyUI-SmolVLM": [ + [ + "Smolvlm_Caption_Analyzer", + "Smolvlm_Flux_CLIPTextEncode", + "Smolvlm_SaveTags", + "Smolvlm_Tagger" + ], + { + "title_aux": "ComfyUI-SmolVLM [WIP]" + } + ], + "https://github.com/mamorett/comfyui_minicpm_vision": [ + [ + "MiniCPMVisionGGUF" + ], + { + "title_aux": "comfyui_minicpm_vision" + } + ], + "https://github.com/maoper11/comfyui_inteliweb_nodes": [ + [ + "InteliwebSystemCheck" + ], + { + "title_aux": "ComfyUI_Inteliweb_nodes" + } + ], + "https://github.com/marcueberall/ComfyUI-BuildPath": [ + [ + "Build Path Adv" + ], + { + "title_aux": "ComfyUI-BuildPath" + } + ], + "https://github.com/marduk191/comfyui_cmdtls": [ + [ + "DirectoryCreator", + "FileBrowser", + "FileCopy", + "FileDelete", + "FileReader", + "FileWriter", + "ShellExecutor" + ], + { + "title_aux": "comfyui_cmdtls [UNSAFE]" + } + ], + "https://github.com/martinken/ComfyUI-KMNodes": [ + [ + "KM_Aspect_Ratio_Selector", + "KM_Aspect_Ratio_Selector2", + "KM_Color_Correct", + "KM_Downscale_Image", + "KM_Merge_Images", + "KM_Resize_Image", + "KM_Resize_Image_With_Model", + "KM_Safe_Mask_Bounds", + "KM_Safe_SEGS_Bounds", + "KM_Video_Image_Color_Match", + "KM_WanVideoToVideo", + "WanImageToVideo" + ], + { + "title_aux": "ComfyUI-KMNodes" + } + ], + "https://github.com/maruhidd/ComfyUI_Transparent-Background": [ + [ + "FillTransparentNode", + "RemoveBackgroundNode" + ], + { + "title_aux": "Transparent Background for ComfyUI" + } + ], + "https://github.com/mashb1t/comfyui-nodes-mashb1t": [ + [ + "mashb1t: LoadImage" + ], + { + "title_aux": "ComfyUI mashb1t nodes" + } + ], + "https://github.com/masmullin2000/ComfyUI-MMYolo": [ + [ + "MMFace_Finder" + ], + { + "title_aux": "ComfyUI-MMYolo" + } + ], + "https://github.com/matDobek/ComfyUI_duck": [ + [ + "Combine Images (duck)" + ], + { + "title_aux": "ComfyUI_duck" + } + ], + "https://github.com/maurorilla/ComfyUI-MisterMR-Nodes": [ + [ + "AddLogo", + "AddSingleObject", + "AddSingleText", + "ColorNode", + "Log", + "PromptSelector", + "SaveImageAndText" + ], + { + "title_aux": "ComfyUI-glb-to-stl [WIP]" + } + ], + "https://github.com/max-dingsda/ComfyUI-PromptLoop": [ + [ + "PromptLoopFromFile", + "PromptLoopFromText", + "PromptLoopInfo", + "PromptLoopSaveImage" + ], + { + "title_aux": "ComfyUI-PromptLoop [WIP]" + } + ], + "https://github.com/mehbebe/ComfyLoraGallery": [ + [ + "LoraGallery" + ], + { + "title_aux": "ComfyLoraGallery [WIP]" + } + ], + "https://github.com/melMass/ComfyUI-Lygia": [ + [ + "LygiaProgram", + "LygiaUniforms" + ], + { + "title_aux": "ComfyUI-Lygia" + } + ], + "https://github.com/mertgoksel/ComfyUI-Noot-Nodes": [ + [ + "StagedKSampler", + "TagRandomizer" + ], + { + "title_aux": "comfyui-noot-nodes [WIP]" + } + ], + "https://github.com/mico-world/comfyui_mico_node": [ + [ + "HFUNETLoader" + ], + { + "title_aux": "comfyui_mico_node" + } + ], + "https://github.com/mikeymcfish/FishTools": [ + [ + "AnaglyphCreator", + "AnaglyphCreatorPro", + "Deptherize", + "LaserCutterFull", + "ShadowMap" + ], + { + "author": "Fish", + "description": "This extension provides tools for generating laser cutter ready files and other fun stuff", + "nickname": "FishTools", + "title": "FishTools", + "title_aux": "LaserCutterFull and Deptherize Nodes" + } + ], + "https://github.com/mikheys/ComfyUI-mikheys": [ + [ + "WanImageDimensions", + "WanOptimalResolution", + "\u0418\u043c\u044f\u0414\u043b\u044fComfyUI" + ], + { + "title_aux": "ComfyUI-mikheys" + } + ], + "https://github.com/minhtuannhn/comfyui-gemini-studio": [ + [ + "GetFileNameFromURL" + ], + { + "title_aux": "comfyui-gemini-studio [WIP]" + } + ], + "https://github.com/minujeong/comfyui-oklch-color-picker": [ + [ + "OKLCH", + "OKLCHPicker" + ], + { + "title_aux": "comfyui-oklch-color-picker" + } + ], + "https://github.com/miragecoa/ComfyUI-LLM-Evaluation": [ + [ + "AccuracyNode", + "ClearVRAM", + "DeleteFile", + "DownloadHuggingFaceModel", + "F1ScoreNode", + "FirstNode", + "JSONToListNode", + "JsonResultGenerator", + "LLMLocalLoader", + "LoadFileNode", + "MathOperationNode", + "MyNode", + "PullOllamaModel", + "SelectItemByIndexNode", + "SelectItemByKeyNode", + "StringCombiner", + "StringPatternEnforcer", + "StringScraper", + "UpdateLLMResultToJson", + "WriteToJson" + ], + { + "title_aux": "ComfyUI-LLM-Evaluation [WIP]" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiLoadPresetLite": [ + [ + "CombineParamDataLiteMittimi", + "LoadCheckpointLiteMittimi", + "LoadImageParamLiteMittimi", + "LoadSetParamLiteMittimi", + "LoraLoaderExtractedPromptLiteMittimi", + "SaveImageParamLiteMittimi", + "SaveParamToPresetLiteMittimi", + "TextToConditioningLiteMittimi" + ], + { + "author": "mittimi", + "description": "This node can easily switch between models and prompts by saving presets.", + "nickname": "mittimiLoadPresetLite", + "title": "mittimiLoadPresetLite", + "title_aux": "ComfyUI_mittimiLoadPresetLite [UNSAFE]" + } + ], + "https://github.com/mliand/ComfyUI-Calendar-Node": [ + [ + "Comfy Calendar Node", + "SportyStyleNode" + ], + { + "title_aux": "ComfyUI-Calendar-Node [WIP]" + } + ], + "https://github.com/mm-akhtar/comfyui-mask-selector-node": [ + [ + "Mask Selector" + ], + { + "title_aux": "comfyui-mask-selector-node" + } + ], + "https://github.com/mohamedsobhi777/ComfyUI-FramerComfy": [ + [ + "FramerComfyBooleanInputNode", + "FramerComfyFloatInputNode", + "FramerComfyInputImageNode", + "FramerComfyInputNumberNode", + "FramerComfyInputStringNode", + "FramerComfySaveImageNode" + ], + { + "title_aux": "ComfyUI-FramerComfy [WIP]" + } + ], + "https://github.com/molbal/comfy-url-fetcher": [ + [ + "URL Fetcher" + ], + { + "title_aux": "comfy-url-fetcher [WIP]" + } + ], + "https://github.com/mr-krak3n/ComfyUI-Qwen": [ + [ + "Qwen2_Chat_Zho", + "Qwen2_ModelLoader_Zho", + "Qwen2_Zho" + ], + { + "title_aux": "ComfyUI-Qwen [CONFLICT]" + } + ], + "https://github.com/mrCodinghero/ComfyUI-Codinghero": [ + [ + "Basic Settings", + "Image Size Calculator", + "Model Selector", + "Settings", + "Upscale Settings Calculator" + ], + { + "title_aux": "ComfyUI-Codinghero" + } + ], + "https://github.com/muriellee1x/ComfyUI-Logic-Switch": [ + [ + "RandomStringSelector" + ], + { + "title_aux": "ComfyUI-Logic-Switch" + } + ], + "https://github.com/muriellee1x/ComfyUI-Mysterious-node2": [ + [ + "Key Edge Args (V2.3.6fixE2_clean)", + "Key Matte Math Args (V2.3.6fixE2_clean)", + "Key Protect Highlights Args (V2.3.6fixE2_clean)", + "Key Sampler Args (V2.3.6fixE2_clean)", + "Key Spill/Algo Args (V2.3.6fixE2_clean)", + "KeylightCoreHubV3" + ], + { + "title_aux": "ComfyUI-Mysterious-node2 [WIP]" + } + ], + "https://github.com/muriellee1x/ComfyUI-Mysterious-node3": [ + [ + "VideoTimeRemapSpeedPresets" + ], + { + "title_aux": "ComfyUI-Mysterious-node3" + } + ], + "https://github.com/muriellee1x/ComfyUI-switch-angles": [ + [ + "CameraPromptGenerator" + ], + { + "title_aux": "ComfyUI-switch-angles" + } + ], + "https://github.com/mut-ex/comfyui-gligengui-node": [ + [ + "GLIGEN_GUI" + ], + { + "title_aux": "ComfyUI GLIGEN GUI Node" + } + ], + "https://github.com/muvich3n/ComfyUI-Claude-I2T": [ + [ + "ClaudeImageToPrompt" + ], + { + "title_aux": "ComfyUI-Claude-I2T" + } + ], + "https://github.com/muvich3n/ComfyUI-Crop-Border": [ + [ + "CropImageBorder" + ], + { + "title_aux": "ComfyUI-Crop-Border" + } + ], + "https://github.com/my-xz-org/comfyui_xz_nodes": [ + [ + "XZImageToText", + "XZLlmResponse" + ], + { + "title_aux": "comfyui_xz_nodes" + } + ], + "https://github.com/naderzare/comfyui-inodes": [ + [ + "IAzureAiApi", + "ICutStrings", + "IFinalizeProject", + "IIfElse", + "ILLMExecute", + "ILLMExecute2", + "ILoadAzureAiApi", + "ILoadOllamaApi", + "IMergeImages", + "IMultilineSplitToStrings", + "IPassImage", + "IPostProcessLLMResponse", + "IPromptGenerator", + "IRandomChoiceToStrings", + "ISaveImage", + "ISaveText", + "IStringsCounter", + "IStringsToFile", + "IStringsToString", + "ITimesToStrings", + "IUploadToGoogleDrive", + "IZipImages" + ], + { + "title_aux": "comfyui-inodes" + } + ], + "https://github.com/nadushu/comfyui-handy-nodes": [ + [ + "EmptyRandomLatentImage", + "FilenamePromptExtractor", + "My Image Save", + "QueueBatchFixedSeed", + "TextCleaner", + "TextSplitter" + ], + { + "title_aux": "comfyui-handy-nodes [UNSAFE]" + } + ], + "https://github.com/neeltheninja/ComfyUI-TempFileDeleter": [ + [ + "TempCleaner" + ], + { + "title_aux": "ComfyUI-TempFileDeleter [UNSAFE]" + } + ], + "https://github.com/neeltheninja/ComfyUI-TextOverlay": [ + [ + "TextOverlay" + ], + { + "title_aux": "ComfyUI-TextOverlay" + } + ], + "https://github.com/neo0801/my-comfy-node": [ + [ + "DeepMosaicGetImageMosaicMask", + "DeepMosaicGetVideoMosaicMask", + "DeepMosaicRemoveImageMosaic", + "DeepMosaicRemoveVideoMosaic" + ], + { + "title_aux": "my-comfy-node" + } + ], + "https://github.com/nestflow/ComfyUI-WanPlus": [ + [ + "WanImageToVideoKeepFrames", + "WanImageToVideoMask" + ], + { + "title_aux": "ComfyUI-WanPlus" + } + ], + "https://github.com/neverbiasu/ComfyUI-DeepSeek": [ + [ + "DeepSeekCaller" + ], + { + "title_aux": "ComfyUI-DeepSeek" + } + ], + "https://github.com/neverbiasu/ComfyUI-Show-o": [ + [ + "ShowoImageCaptioning", + "ShowoImageInpainting", + "ShowoModelLoader", + "ShowoTextToImage" + ], + { + "title_aux": "ComfyUI-Show-o [WIP]" + } + ], + "https://github.com/neverbiasu/ComfyUI-StereoCrafter": [ + [ + "DepthSplattingModelLoader", + "DepthSplattingNode", + "InpaintingInferenceNode" + ], + { + "title_aux": "ComfyUI-StereoCrafter [WIP]" + } + ], + "https://github.com/newraina/ComfyUI-Remote-Save-Image": [ + [ + "RemoteImageSaver" + ], + { + "title_aux": "ComfyUI-Remote-Save-Image [UNSAFE]" + } + ], + "https://github.com/newraina/comfyui-photoshop-v2": [ + [ + "ClipPass", + "PhotoshopConnection", + "PhotoshopToComfyUI", + "SendToPhotoshop", + "modelPass", + "\ud83d\udd39 Photoshop RemoteConnection", + "\ud83d\udd39ClipPass", + "\ud83d\udd39Floats", + "\ud83d\udd39Photoshop ComfyUI Plugin", + "\ud83d\udd39Photoshop Images", + "\ud83d\udd39Photoshop Strings", + "\ud83d\udd39Reroute - Anything Everywhere", + "\ud83d\udd39SeedManager", + "\ud83d\udd39SendTo Photoshop Plugin", + "\ud83d\udd39modelPass" + ], + { + "title_aux": "comfyui-photoshop-v2 [WIP]" + } + ], + "https://github.com/nidefawl/ComfyUI-nidefawl": [ + [ + "BlendImagesWithBoundedMasks", + "CropImagesWithMasks", + "CustomCallback", + "DisplayAnyType", + "EmptyImageWithColor", + "ImageToLatent", + "LatentPerlinNoise", + "LatentScaledNoise", + "LatentToImage", + "MaskFromColor", + "ModelSamplerTonemapNoiseTest", + "PythonScript", + "ReferenceOnlySimple", + "SamplerCustomCallback", + "SamplerDPMPP_2M_SDE_nidefawl", + "SetLatentCustomNoise", + "SplitCustomSigmas", + "VAELoaderDataType", + "gcLatentTunnel" + ], + { + "title_aux": "ComfyUI-nidefawl [UNSAFE]" + } + ], + "https://github.com/nikkuexe/ComfyUI-ListDataHelpers": [ + [ + "List Difference", + "VHS Output Filter", + "VHS_VideoOutputFilter" + ], + { + "title_aux": "List Data Helper Nodes" + } + ], + "https://github.com/nobinBB/comfyui-samenodes": [ + [ + "A1111PromptSplitter", + "BatchImageProcessor", + "CivitaiBulkDownloader", + "ExtractPromptFromImage", + "FloatToString", + "FloatToStringWithPrefix", + "LoraWildcardGenerator", + "RepeatTextLines" + ], + { + "title_aux": "comfyui-samenodes" + } + ], + "https://github.com/nomadop/ComfyUI-Video-Matting": [ + [ + "AlphaCombine", + "ApplyAlpha", + "CutieLoader", + "CutieProcess", + "FrameSelector", + "ImageSequencePackager", + "MODNetInference", + "MODNetLoader", + "PreviewSlider", + "RMBGInference", + "RMBGLoader", + "RVMInference", + "RVMLoader", + "TrimapVisualize", + "TwoPassBlend", + "U2NetInference", + "U2NetLoader", + "ViTMatteLoader", + "ViTMatteRefine" + ], + { + "title_aux": "ComfyUI-Video-Matting [NAME CONFLICT]" + } + ], + "https://github.com/nomcycle/ComfyUI_Cluster": [ + [ + "ClusterBroadcastLoadedImage", + "ClusterBroadcastTensor", + "ClusterEndSubgraph", + "ClusterExecuteCurrentWorkflow", + "ClusterExecuteWorkflow", + "ClusterFanInImages", + "ClusterFanOutImage", + "ClusterFanOutLatent", + "ClusterFanOutMask", + "ClusterFinallyFree", + "ClusterFlattenBatchedImageList", + "ClusterFreeNow", + "ClusterGatherImages", + "ClusterGatherLatents", + "ClusterGatherMasks", + "ClusterGetInstanceWorkItemFromBatch", + "ClusterInfo", + "ClusterInsertAtIndex", + "ClusterListenTensorBroadcast", + "ClusterSplitBatchToList", + "ClusterStartSubgraph", + "ClusterStridedReorder", + "ClusterUseSubgraph" + ], + { + "title_aux": "ComfyUI_Cluster [WIP]" + } + ], + "https://github.com/nschpy/ComfyUI_MovisAdapter": [ + [ + "MPA Brightness Effect", + "MPA Combine Videos", + "MPA Contrast Effect", + "MPA Speed Effect", + "MPA Text Overlay", + "MPA Video Transition" + ], + { + "title_aux": "ComfyUI_MovisAdapter [UNSAFE]" + } + ], + "https://github.com/numq/comfyui-camera-capture-node": [ + [ + "CameraCapture" + ], + { + "title_aux": "comfyui-camera-capture-node" + } + ], + "https://github.com/obisin/ComfyUI-FSampler": [ + [ + "FSampler", + "FSamplerAdvanced" + ], + { + "title_aux": "FSampler for ComfyUI \u2014 Fast Skips via Epsilon Extrapolation [WIP]" + } + ], + "https://github.com/octapus8085/OpenAI-comfyui-O": [ + [ + "AIImageNode", + "APIImageNode" + ], + { + "title_aux": "OpenAI-comfyui-O" + } + ], + "https://github.com/odedgranot/comfyui-ffmpeg-node": [ + [ + "FFmpegNode" + ], + { + "title_aux": "ComfyUI FFmpeg Node [UNSAFE]" + } + ], + "https://github.com/odedgranot/comfyui_video_save_node": [ + [ + "VideoSaveNode" + ], + { + "title_aux": "ComfyUI Video Save Node [UNSAFE]" + } + ], + "https://github.com/orion4d/ComfyUI_unified_list_selector": [ + [ + "UnifiedListSelector" + ], + { + "title_aux": "Unified List Selector for ComfyUI [UNSAFE]" + } + ], + "https://github.com/orion4d/Orion4D_MasterPrompt": [ + [ + "list_selector_pro", + "mp_file_txt_pro", + "mp_folder_merge_lines", + "mp_format", + "mp_json_format", + "mp_json_kv_lines", + "mp_json_merge", + "mp_json_pick", + "mp_list_editor", + "mp_replace", + "mp_super_show_text", + "mp_wrap", + "multi_list_mixer", + "text_field_mixer", + "text_prompt_mixer" + ], + { + "title_aux": "Orion4D MasterPrompt Suite for ComfyUI [UNSAFE]" + } + ], + "https://github.com/orpheus-gaze/comfyui-sundryutils": [ + [ + "\u2728 Apply HaldClut", + "\u2728 Return DateString", + "\u2728 Sharpen, RealGrain & Autocontrast" + ], + { + "title_aux": "comfyui-sundryutils" + } + ], + "https://github.com/osuiso-depot/comfyui-keshigom_custom": [ + [ + "KANI_Checkpoint_Loader_From_String", + "KANI_MathExpression", + "KANI_Multiplexer", + "KANI_ShowAnything", + "KANI_TextFind", + "KANI_TrueorFalse", + "RegExTextChopper", + "ResolutionSelector", + "ResolutionSelectorConst", + "StringNodeClass" + ], + { + "title_aux": "comfyui-keshigom_custom" + } + ], + "https://github.com/owengillett/ComfyUI-tilefusion": [ + [ + "VideoGridCombine" + ], + { + "title_aux": "ComfyUI-tilefusion" + } + ], + "https://github.com/oxysoft/Comfy-Compel": [ + [ + "CLIPEmbedCompel" + ], + { + "title_aux": "Comfy-Compel" + } + ], + "https://github.com/oztrkoguz/ComfyUI_Kosmos2_BBox_Cutter": [ + [ + "Kosmos2SamplerSimple", + "KosmosLoader", + "Write" + ], + { + "title_aux": "Kosmos2_BBox_Cutter Models" + } + ], + "https://github.com/p1atdev/comfyui-aesthetic-predictor": [ + [ + "LoadAestheticPredictorNode", + "PredictAestheticScore" + ], + { + "title_aux": "comfyui-aesthetic-predictor" + } + ], + "https://github.com/pacchikAI/ImagePromptBatch": [ + [ + "LoadImageandPrompt" + ], + { + "title_aux": "ImagePromptBatch [UNSAFE]" + } + ], + "https://github.com/pacchikAI/comfyui_pacchik_window": [ + [ + "DynamicSelectionNode", + "JsonSelectionNode", + "StaticSelectionNode" + ], + { + "title_aux": "comfyui_pacchik_window [UNSAFE]" + } + ], + "https://github.com/panchovial-max/ComfyUI-ListHelper": [ + [ + "AudioListCombine", + "ListFilter", + "ListTransform", + "NumberListGenerator", + "PromptSplitByDelimiter" + ], + { + "title_aux": "ComfyUI-ListHelper [NAME CONFLICT]" + } + ], + "https://github.com/papcorns/ComfyUI-Papcorns-Node-UploadToGCS": [ + [ + "UploadImageToGCS" + ], + { + "title_aux": "ComfyUI-Papcorns-Node-UploadToGCS" + } + ], + "https://github.com/parmarjh/ComfyUI-MochiWrapper-I2V": [ + [ + "DownloadAndLoadMochiModel", + "MochiDecode", + "MochiDecodeSpatialTiling", + "MochiFasterCache", + "MochiImageEncode", + "MochiLatentPreview", + "MochiModelLoader", + "MochiSampler", + "MochiSigmaSchedule", + "MochiTextEncode", + "MochiTorchCompileSettings", + "MochiVAEEncoderLoader", + "MochiVAELoader" + ], + { + "title_aux": "ComfyUI-MochiWrapper-I2V [WIP]" + } + ], + "https://github.com/paulhoux/Smart-Prompting": [ + [ + "SaveImageWithPrefix", + "TextAppend", + "TextCharacterSelector", + "TextEncodeReusable", + "TextFile", + "TextNegatives", + "TextSearchReplace", + "TextString", + "TextStyleSelector" + ], + { + "title_aux": "List Data Helper Nodes" + } + ], + "https://github.com/pfpb/comfyui-badnodes": [ + [ + "ReplaceEmptyMasksWithLastMasks" + ], + { + "title_aux": "comfyui-badnodes" + } + ], + "https://github.com/pft-ChenKu/ComfyUI_system-dev": [ + [ + "TY_ExecutionTime" + ], + { + "title_aux": "ComfyUI_system-dev [WIP]" + } + ], + "https://github.com/phamngoctukts/ComyUI-Tupham": [ + [ + "AreaCondition_v2", + "ConditionUpscale", + "MultiLatent", + "Runnodeselected", + "ghepanh" + ], + { + "title_aux": "ComyUI-Tupham" + } + ], + "https://github.com/pickles/ComfyUI-PyPromptGenerator": [ + [ + "PyPromptFileGeneratorNode", + "PyPromptGeneratorNode" + ], + { + "title_aux": "PyPromptGenerator [UNSAFE]" + } + ], + "https://github.com/pictorialink/ComfyUI-static-resource": [ + [ + "StaticResource" + ], + { + "title_aux": "comfyui-static-resource[UNSAFE]" + } + ], + "https://github.com/pinkpixel-dev/comfyui-llm-prompt-enhancer": [ + [ + "PromptEnhancer" + ], + { + "title_aux": "ComfyUI LLM Prompt Enhancer [WIP]" + } + ], + "https://github.com/pixuai/ComfyUI-PixuAI": [ + [ + "PromptSearch" + ], + { + "title_aux": "ComfyUI-PixuAI" + } + ], + "https://github.com/pizurny/Comfyui-FeedbackSampler": [ + [ + "FeedbackSampler" + ], + { + "title_aux": "ComfyUI Feedback Sampler [WIP]" + } + ], + "https://github.com/pmarmotte2/Comfyui-VibeVoiceSelector": [ + [ + "VibeVoiceSelector" + ], + { + "title_aux": "VibeVoiceSelector [WIP]" + } + ], + "https://github.com/poisenbery/NudeNet-Detector-Provider": [ + [ + "NudeNetDetectorProvider" + ], + { + "title_aux": "NudeNet-Detector-Provider [WIP]" + } + ], + "https://github.com/pomelyu/cy-prompt-tools": [ + [ + "CY_LLM", + "CY_LoadPrompt", + "CY_LoadPrompt4", + "CY_LoadPromptPro", + "CY_PromptComposer", + "CY_TextBox" + ], + { + "title_aux": "cy-prompt-tools" + } + ], + "https://github.com/power88/ComfyUI-PDiD-Nodes": [ + [ + "Blend Images", + "BlendTwoImages", + "Check Character Tag", + "CheckAnimeCharacter", + "CollectImageSize", + "Get Image Colors", + "Get image size", + "GetImageMainColor", + "List Operations", + "ListOperation", + "Make Image Gray", + "Nearest SDXL Resolution divided by 64", + "NearestSDXLResolutionby64", + "RemoveSaturation" + ], + { + "title_aux": "ComfyUI-PDiD-Nodes [WIP]" + } + ], + "https://github.com/prabinpebam/anyPython": [ + [ + "Any Python" + ], + { + "author": "prabinpebam", + "description": "This node can execute Python operations with user-confirmed risk management", + "nickname": "anyPython", + "title": "anyPython v0.0.3", + "title_aux": "anyPython [UNSAFE]" + } + ], + "https://github.com/prodogape/ComfyUI-clip-interrogator": [ + [ + "ComfyUIClipInterrogator" + ], + { + "title_aux": "ComfyUI-clip-interrogator [WIP]" + } + ], + "https://github.com/przewodo/ComfyUI-Przewodo-Utils": [ + [ + "przewodo AppendToAnyList", + "przewodo BatchImagesFromPath", + "przewodo CompareNumbersToCombo", + "przewodo DebugLatentShapes", + "przewodo FloatIfElse", + "przewodo HasInputvalue", + "przewodo ImageScaleFactor", + "przewodo ImageSizer", + "przewodo IsInputDisabled", + "przewodo SwapAnyComparison", + "przewodo SwapAnyCondition", + "przewodo SwapImageComparison", + "przewodo WanFirstLastFirstFrameToVideo", + "przewodo WanGetMaxImageResolutionByAspectRatio", + "przewodo WanImageToVideoAdvancedSampler", + "przewodo WanModelTypeSelector", + "przewodo WanPromptChunkStacker", + "przewodo WanVideoEnhanceAVideo", + "przewodo WanVideoGenerationModeSelector", + "przewodo WanVideoLoraStack", + "przewodo WanVideoVaeDecode" + ], + { + "title_aux": "ComfyUI-Przewodo-Utils [WIP]" + } + ], + "https://github.com/pschroedl/ComfyUI-StreamDiffusion": [ + [ + "StreamDiffusionAdvancedConfig", + "StreamDiffusionCheckpointLoader", + "StreamDiffusionConfig", + "StreamDiffusionLPCheckpointLoader", + "StreamDiffusionLoraLoader", + "StreamDiffusionPrebuiltConfig", + "StreamDiffusionSampler", + "StreamDiffusionTensorRTEngineLoader" + ], + { + "title_aux": "ComfyUI-StreamDiffusion" + } + ], + "https://github.com/punicfaith/ComfyUI-GoogleAIStudio": [ + [ + "BatchImageNormalizer", + "GoogleGeminiPrompt", + "NanobananaNode" + ], + { + "title_aux": "ComfyUI-GoogleAIStudio" + } + ], + "https://github.com/pururin777/ComfyUI-Manual-Openpose": [ + [ + "Manual Openpose Setter" + ], + { + "title_aux": "JasonW146" + } + ], + "https://github.com/pzzmyc/comfyui-sd3-simple-simpletuner": [ + [ + "sd not very simple simpletuner by hhy", + "simpletunerpro" + ], + { + "title_aux": "comfyui-sd3-simple-simpletuner" + } + ], + "https://github.com/qimi-dev/ComfyUI-Qimi-Tiler": [ + [ + "Qimi-ImageToTiles", + "Qimi-TilesImage" + ], + { + "title_aux": "ComfyUI-Qimi-Tiler" + } + ], + "https://github.com/qlikpetersen/ComfyUI-AI_Tools": [ + [ + "CreateListJSON", + "CreateListString", + "DoLogin", + "FixLinksAndRevLinks", + "HttpRequest", + "Image_Attachment", + "IncludeInSpiderData", + "JSON_Attachment", + "Json2String", + "LoadSpiderData", + "PNGtoImage", + "Query_OpenAI", + "RemoveCircularReferences", + "RunPython", + "RunPythonGriptapeTool", + "SaveSpiderData", + "SpiderCrawl", + "SpiderSplit", + "String2Json", + "String_Attachment", + "TextMultiSave" + ], + { + "author": "kierdran", + "description": "Tools for agentic testing", + "nickname": "ai_tools", + "title": "AI_Tools", + "title_aux": "ComfyUI-AI_Tools [UNSAFE]" + } + ], + "https://github.com/quinteroac/comfyui_api_executor_nodes": [ + [ + "AnyTo", + "ImageInputCombiner", + "ImageInputPair", + "IntInputCombiner", + "IntInputPair", + "RemoteWorkflowAPIExecutor", + "SimpleText", + "SimpleWorkflowAPIExecutor", + "TextImageToImageWorkflowSelector", + "TextImageToVideoWorkflowSelector", + "TextInputCombiner", + "TextInputPair", + "TextToImageWorkflowSelector", + "TextToVideoWorkflowSelector", + "VideoInputPair", + "WorkflowAPIExecutor", + "YandereRandomTags" + ], + { + "title_aux": "comfyui_api_executor_nodes" + } + ], + "https://github.com/rafstahelin/ComfyUI_KieNanoBananaPro": [ + [ + "KieNanoBananaPro", + "KieNanoBananaProBatch" + ], + { + "title_aux": "ComfyUI_KieNanoBananaPro" + } + ], + "https://github.com/rakete/comfyui-rakete": [ + [ + "rakete.BuildString", + "rakete.GetWidgetValue", + "rakete.GpuGarbageCollector", + "rakete.JoinStrings", + "rakete.SelectSamplerName" + ], + { + "author": "Rakete", + "description": "Rakete Comfy Custom Nodes", + "nickname": "Rakete Nodes", + "title": "Rakete Nodes", + "title_aux": "comfyui-rakete" + } + ], + "https://github.com/ralonsobeas/ComfyUI-HDRConversion": [ + [ + "HDRConversion" + ], + { + "title_aux": "ComfyUI-HDRConversion [WIP]" + } + ], + "https://github.com/raohammad/ComfyUI-VTUtilNodes": [ + [ + "JSONKeyExtractor", + "JSONListIterator", + "JSONQueue", + "JSONQueueOutput", + "JSONQueueSignal", + "SignalCounter", + "SimpleCounter", + "TextToJSON" + ], + { + "title_aux": "ComfyUI-VTUtilNodes [WIP]" + } + ], + "https://github.com/realm-weaver/ComfyUI-tile-seamstress-360": [ + [ + "RW_EquirectangularMask", + "RW_EquirectangularSphericalRotate", + "RW_PostSeamlessUpscale", + "RW_PreSeamlessUpscale", + "RW_ResizeToProperRatio", + "RW_SegmentBlend" + ], + { + "author": "realm-weaver", + "description": "Tools for touching up seams and poles on 360\u00b0 panoramic images and flat tilings.", + "nickname": "ts360", + "title": "Tile Seamstress 360", + "title_aux": "Tile Seamstress 360\u00b0 [WIP]" + } + ], + "https://github.com/redhottensors/ComfyUI-ODE": [ + [ + "ODESamplerSelect" + ], + { + "author": "RedHotTensors", + "description": "Adaptive ODE Solvers for ComfyUI", + "nickname": "ComfyUI-ODE", + "title": "ComfyUI-ODE", + "title_aux": "ComfyUI-ODE" + } + ], + "https://github.com/remhesneb/comfyui-remote-media": [ + [ + "LoadImageByUrl", + "LoadVideoByUrl" + ], + { + "title_aux": "comfyui-remote-media" + } + ], + "https://github.com/retech995/Save_Florence2_Bulk_Prompts": [ + [ + "SaveTextFlorence" + ], + { + "title_aux": "ComfyUI_SaveImageBulk [UNSAFE]" + } + ], + "https://github.com/rhinoflavored/comfyui_QT": [ + [ + "CSVDataMatcher", + "QTAutoCropByNPS", + "QTExcelImageReader", + "QTExcelReader", + "QTRandomSelectString", + "QTStringWrappingByNumber", + "QT_Alpha_Yaxis_Node", + "QT_AntiAliasing_Node", + "QT_Batch_Anything_Node", + "QT_Center_Rotation", + "QT_Character_Height_Difference", + "QT_Character_Size_Node", + "QT_Color_Image_Loop", + "QT_Content_Location_Node", + "QT_Crop_Alpha", + "QT_Crop_Alpha_V2", + "QT_Curves_Node", + "QT_Dictionary_Node", + "QT_Elements_Into_List_Node", + "QT_Float_To_Int", + "QT_Image_Array", + "QT_Image_Array_Circle", + "QT_Image_Array_Rectangle", + "QT_Image_Overlay", + "QT_Image_Overlay_BOOLEAN", + "QT_Image_Overlay_Rotation", + "QT_Image_Overlay_V2", + "QT_Image_Overlay_V3", + "QT_Image_Sorting_Node", + "QT_Image_Upscale_And_Crop_Node", + "QT_Image_Upscale_And_Crop_Node_V2", + "QT_Image_Upscale_And_Crop_Node_V3", + "QT_Image_Upscale_Node", + "QT_Image_Vision_Center_Node", + "QT_Join_Image_List_Node", + "QT_Line_Break", + "QT_Line_Break_V2", + "QT_List_Length", + "QT_List_Picker", + "QT_List_To_String", + "QT_Mask_Mix_Node", + "QT_Merge_Into_List_Node", + "QT_Pageturn_Node", + "QT_Pattern_Fill", + "QT_Piecewise_Function_Node", + "QT_Polar_Coordinate_Conversion_Node", + "QT_Rounded_Corner", + "QT_SUPIR_Upscale", + "QT_Simple_Text_Image_V2", + "QT_Sorting_Node", + "QT_Split_List_Node", + "QT_Split_List_Node_V2", + "QT_Split_Mask_Node", + "QT_Split_String", + "QT_String_Horizontal_To_Vertical", + "QT_String_To_List", + "QT_String_Wrapping_By_Number", + "QT_Text_Input_Switch_Node", + "QT_Text_Overlay_V2", + "QT_Text_To_Bool_Node", + "QT_Tilt_Transform", + "QT_Translucent_Node", + "QT_Vertical_Text_Overlay", + "QT_Video_Combine_Node" + ], + { + "title_aux": "comfyui_QT" + } + ], + "https://github.com/ric-yu/comfyui-datadog-monitor": [ + [ + "DatadogMemoryProfiler" + ], + { + "title_aux": "ComfyUI Datadog Monitor [WIP]" + } + ], + "https://github.com/richardctw/ComfyUI-ImageFillBackgroundColor": [ + [ + "ImageFillBackgroundColor" + ], + { + "title_aux": "ComfyUI-ImageFillBackgroundColor" + } + ], + "https://github.com/ricklove/ComfyUI-AutoSeg-SAM2": [ + [ + "AutoSegSAM2Node" + ], + { + "title_aux": "ComfyUI-AutoSeg-SAM2" + } + ], + "https://github.com/rickyars/sd-cn-animation": [ + [ + "SDCNAnimation", + "SDCNAnimationAdvanced" + ], + { + "title_aux": "sd-cn-animation" + } + ], + "https://github.com/rishipandey125/ComfyUI-FramePacking": [ + [ + "Batch Keyframes", + "Get Image Dimensions", + "Image Mix RGB", + "Pad Batch to 4n+1", + "Resize Frame", + "Slot Frame", + "Threshold Image", + "Trim Padded Batch" + ], + { + "title_aux": "ComfyUI-FramePacking [WIP]" + } + ], + "https://github.com/rishipandey125/ComfyUI-StyleFrame-Nodes": [ + [ + "Batch Keyframes", + "Canny Edge", + "Combine RGB Channels", + "Create Empty Frames", + "Get Image Dimensions", + "Image Grayscale", + "Load Image Folder", + "Load Images", + "Load Images From List", + "Pad Batch to 4n+1", + "Resize Frame", + "Save Image Folder", + "Select Image From Batch", + "Slot Frame", + "Split RGB Channels", + "String To Float List", + "Threshold Image", + "Trim Padded Batch" + ], + { + "title_aux": "ComfyUI-StyleFrame-Nodes" + } + ], + "https://github.com/risunobushi/ComfyUI_FaceMesh_Eyewear_Mask": [ + [ + "FaceMeshEyewearMask", + "MaskFromFacialKeypoints", + "MediaPipeFaceToMask", + "OpenPoseEyewearMask" + ], + { + "title_aux": "ComfyUI_FaceMesh_Eyewear_Mask" + } + ], + "https://github.com/risunobushi/ComfyUI_FocusMask": [ + [ + "FocusMaskExtractor", + "FocusOutlineExtractor" + ], + { + "title_aux": "ComfyUI_FocusMask" + } + ], + "https://github.com/risunobushi/ComfyUI_HEXtoRGB": [ + [ + "HexToRGB" + ], + { + "title_aux": "ComfyUI_HEXtoRGB" + } + ], + "https://github.com/ritikvirus/comfyui-terminal-modal-node": [ + [ + "terminal_node" + ], + { + "title_aux": "ComfyUI Terminal Command Node [UNSAFE]" + } + ], + "https://github.com/ronalds-eu/comfyui-plus-integrations": [ + [ + "ImagePassThrough", + "ImageToS3" + ], + { + "title_aux": "comfyui-plus-integrations [WIP]" + } + ], + "https://github.com/rookiestar28/ComfyUI_Security_Audit": [ + [ + "ComfyUI_Security_Audit" + ], + { + "title_aux": "ComfyUI_Security_Audit" + } + ], + "https://github.com/rossturk/comfyui-primitive-mesh": [ + [ + "PrimitiveMeshNode" + ], + { + "title_aux": "ComfyUI Primitive Mesh Generator [WIP]" + } + ], + "https://github.com/rouxianmantou/comfyui-rxmt-nodes": [ + [ + "CheckValueTypeNode", + "ConvertStrToIntNode", + "TextCombineWithCommaNode", + "WhyPromptTextNode" + ], + { + "title_aux": "comfyui-rxmt-nodes" + } + ], + "https://github.com/rphmeier/comfyui-videodepthanything": [ + [ + "VideoDepthAnythingLoader", + "VideoDepthAnythingProcess" + ], + { + "title_aux": "comfyui-videodepthanything" + } + ], + "https://github.com/ruka-game/rukalib_comfyui": [ + [ + "RukaDebugProbe", + "RukaPromptEnhancer" + ], + { + "title_aux": "ComfyUI RukaLib [WIP]" + } + ], + "https://github.com/ryanontheinside/ComfyUI-Livepeer": [ + [ + "BatchInfo", + "BatchIterator", + "LivepeerA2T", + "LivepeerAudioJobGetter", + "LivepeerI2I", + "LivepeerI2T", + "LivepeerI2V", + "LivepeerImageJobGetter", + 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"title_aux": "ComfyUI-Identity-Mixer" + } + ], + "https://github.com/saltchicken/ComfyUI-Interactive-Cropper": [ + [ + "InteractiveCropNode" + ], + { + "title_aux": "ComfyUI-Interactive-Cropper" + } + ], + "https://github.com/saltchicken/ComfyUI-Local-Loader": [ + [ + "LoadImageFromDir", + "LoadImageFromOutput", + "LoadImageFromPath", + "LoadSingleImageFromPath", + "LoadVideoFromOutput" + ], + { + "title_aux": "ComfyUI-Local-Loader" + } + ], + "https://github.com/saltchicken/ComfyUI-Prompter": [ + [ + "PromptTemplateManager" + ], + { + "title_aux": "ComfyUI-Prompter" + } + ], + "https://github.com/saltchicken/ComfyUI-Selector": [ + [ + "SimpleSelectorNode" + ], + { + "title_aux": "ComfyUI-Selector" + } + ], + "https://github.com/saltchicken/ComfyUI-Video-Utils": [ + [ + "FinalFrameSelector", + "FirstNFramesSelector", + "LastNFramesSelector", + "NthFirstFrameSelector", + "NthLastFrameSelector", + "PreviewImageWithCounter", + "RemoveFirstAndLastFrame", + "RemoveFirstFrame", + 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"title_aux": "comfyui-CLIPSeg" + } + ], + "https://github.com/shadowcz007/comfyui-hydit-lowvram": [ + [ + "DiffusersCLIPLoader", + "DiffusersCheckpointLoader", + "DiffusersClipTextEncode", + "DiffusersControlNetLoader", + "DiffusersLoraLoader", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSampler", + "DiffusersSchedulerLoader" + ], + { + "title_aux": "comfyui-hydit" + } + ], + "https://github.com/shenymce/ComfyUI-JsonViewer": [ + [ + "JsonViewer" + ], + { + "title_aux": "ComfyUI-JsonViewer [WIP]" + } + ], + "https://github.com/shin131002/ComfyUI-Prompt-Preset-Selector": [ + [ + "PromptPresetSelector", + "PromptPresetSelectorWithWildcard" + ], + { + "title_aux": "[WIP] ComfyUI-Prompt-Preset-Selector" + } + ], + "https://github.com/shinich39/comfyui-run-js": [ + [ + "RunJS" + ], + { + "author": "shinich39", + "description": "Manipulate workflow via javascript on node.", + "nickname": "comfyui-run-js", + "title": "comfyui-run-js", + "title_aux": "comfyui-run-js [UNSAFE]" + } + ], + "https://github.com/shirazdesigner/CLIPTextEncodeAndEnhancev4": [ + [ + "CLIPTextEncodeAndEnhance" + ], + { + "title_aux": "CLIPTextEncodeAndEnhancev4 (shirazdesigner)" + } + ], + "https://github.com/shuanshuan/ComfyUI_CheckPointLoader_Ext": [ + [ + "CheckpointLoaderExt" + ], + { + "title_aux": "ComfyUI_CheckPointLoader_Ext [WIP]" + } + ], + "https://github.com/sickbraintwo/WextraX": [ + [ + "loraName", + "tag" + ], + { + "title_aux": "WextraX [WIP]" + } + ], + "https://github.com/silent-rain/ComfyUI-SilentRain": [ + [ + "Example" + ], + { + "title_aux": "ComfyUI-SilentRain" + } + ], + "https://github.com/silveroxides/ComfyUI_CondsUtils": [ + [ + "InsertAttnConds", + "InsertTEConds", + "LoadReduxEmb", + "LoadTEConds", + "SaveCondsEmb", + "SaveReduxEmb" + ], + { + "title_aux": "WIP Conditioning Toolkit [UNSAFE]" + } + ], + "https://github.com/silveroxides/ComfyUI_LoHalo": [ + [ + "LohaloHighFidelityScaler", + "LohaloKernelScalingNode" + ], + { + "title_aux": 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"https://github.com/silveroxides/ComfyUI_SamplingUtils": [ + [ + "AdjustedResolutionParameters", + "BonusPromptPresets", + "Frakturpad", + "GetJsonKeyValue", + "IdeographicLinePad", + "IdeographicSentencePad", + "IdeographicTagPad", + "ImageBlendByMask", + "Image_Color_Noise", + "InstructPromptPresets", + "LlTokenizerOptions", + "ModifyMask", + "SU_LoadImageDirectory", + "SU_LoadImagePath", + "SamplingParameters", + "SystemMessagePresets", + "TextEncodeFlux2SystemPrompt", + "TextEncodeKleinSystemPrompt", + "TextEncodeSystemPrompt", + "TextEncodeZITSystemPrompt", + "UnFrakturPad" + ], + { + "title_aux": "Sampling Utility Toolkit" + } + ], + "https://github.com/simonjaq/ComfyUI-sjnodes": [ + [ + "CrossFadeVideo", + "InpaintCropImprovedGPU", + "InpaintStitchImprovedGPU", + "LoadStitcherFromFile", + "LogCRec709Convert", + "SaveStitcherToFile", + "SmoothTemporalMask", + "WanVideoVACEExtend" + ], + { + "title_aux": "ComfyUI-sjnodes" + } + ], + "https://github.com/simonri/ComfyUI-SimonNodes": 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+ } + ], + "https://github.com/sofakid/dandy": [ + [ + "DandyBooleanCollector", + "DandyBooleanPreview", + "DandyBooleanSplitter", + "DandyCss", + "DandyCssLoader", + "DandyEditorSettings", + "DandyFloat", + "DandyFloatCollector", + "DandyFloatPreview", + "DandyFloatSplitter", + "DandyGradient", + "DandyHtml", + "DandyHtmlLoader", + "DandyImageCollector", + "DandyInt", + "DandyIntCollector", + "DandyIntPreview", + "DandyIntSplitter", + "DandyJs", + "DandyJsLoader", + "DandyJson", + "DandyJsonLoader", + "DandyLand", + "DandyMaskCollector", + "DandyP5JsDraw", + "DandyP5JsLoader", + "DandyP5JsSetup", + "DandyPixelsJs", + "DandyPixiJs", + "DandyPrompt", + "DandyString", + "DandyStringArrayCollector", + "DandyStringArraySplitter", + "DandyStringCatCollector", + "DandyStringPreview", + "DandyUrlLoader", + "DandyWasmLoader", + "DandyYaml", + "DandyYamlLoader" + ], + { + "title_aux": "dandy [UNSAFE]" + } + ], + "https://github.com/songtianhui/ComfyUI-DMM": [ + [ + "DMMApply", + "DMMLoader" + ], + { + "title_aux": "ComfyUI-DMM [WIP]" + } + ], + "https://github.com/sourceful-official/ComfyUI_InstructPixToPixConditioningLatent": [ + [ + "InstructPixToPixConditioningLatent" + ], + { + "title_aux": "ComfyUI_InstructPixToPixConditioningLatent [WIP]" + } + ], + "https://github.com/sourceful-official/comfyui-sourceful-official": [ + [ + "FalFluxLoraSourcefulOfficial", + "FalIcLightV2SourcefulOfficial", + "SourcefulOfficialComfyuiIncontextThreePanels" + ], + { + "title_aux": "comfyui-sourceful-official" + } + ], + "https://github.com/sprited-ai/sprited-comfyui-nodes": [ + [ + "BiRefNetBackgroundRemoval", + "FlattenImageList", + "LoopExtractorNodeV2", + "LoopExtractorNodeV3", + "MakeGrid", + "PixelRGBStats", + "SliceBatch", + "SliceLatents", + "SpriteDXAntiCorruptionV1", + "SpriteDX_ParseInt", + "SpritedMakeGrid", + "URLToVideo", + "VideoDownloader", + "VideoEvenShotSplitter" + ], + { + "title_aux": "Sprited ComfyUI Nodes [WIP]" + } + ], + "https://github.com/sschleis/sschl-comfyui-notes": [ + [ + "AddNumbers", + "Character", + "CombineStrings", + "Connector", + "FloatToStr", + "Gallery", + "GroupManager", + "InputText", + "OneMScale", + "ResFinder", + "SSchlTextEncoder", + "ShowText", + "TextAppender" + ], + { + "title_aux": "sschl-comfyui-notes" + } + ], + "https://github.com/sswink/comfyui-lingshang": [ + [ + "LS_ALY_Seg_Body_Utils", + "LS_ALY_Seg_Body_Utils_Return_crop", + "LS_ALY_Seg_Clothes_Utils", + "LS_ALY_Seg_Common_Utils", + "LS_ALY_Seg_Utils", + "LS_ALY_UploadToOssAndGetUrl", + "LS_DigImageByMask", + "LS_GrowMaskWithBlur", + "LS_LoadMaskFromUrl", + "LS_SaveImageToOss" + ], + { + "title_aux": "comfyui-lingshang" + } + ], + "https://github.com/stalkervr/ComfyUI-StalkerVr": [ + [ + "AnyCollector", + "ImageBatchCrop", + "ImageGridCropper", + "ImageRatioResizer", + "JsonArraySplitter", + "JsonBuilder", + "JsonDeserializeObject", + "JsonFieldRemover", + "JsonFieldReplaceAdvanced", + "JsonFieldValueExtractor", + 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"StringListToString", + "StringWrapper", + "WanVideoMultiPrompt" + ], + { + "title_aux": "comfyui-custom-path-nodes [UNSAFE]" + } + ], + "https://github.com/starsFriday/ComfyUI-Audio-Subtitle": [ + [ + "AudioSubtitle" + ], + { + "title_aux": "ComfyUI-Audio-Subtitle [WIP]" + } + ], + "https://github.com/starsFriday/ComfyUI-KLingAI-OmniVideo": [ + [ + "KlingFirstEndFrame", + "KlingImage2Video", + "KlingText2Video", + "KlingVideoEdit", + "KlingVideoExtend" + ], + { + "title_aux": "ComfyUI-KLingAI-OmniVideo [WIP]" + } + ], + "https://github.com/starsFriday/ComfyUI-LongCat-Image": [ + [ + "LongCatImageEdit", + "LongCatImageModelLoader", + "LongCatImageTextToImage" + ], + { + "title_aux": "ComfyUI-LongCat-Image [WIP]" + } + ], + "https://github.com/starsFriday/ComfyUI-Qwen3-TTS": [ + [ + "Qwen3TTSLoader", + "Qwen3TTSRealVoiceClone", + "Qwen3TTSVoiceClone", + "Qwen3TTSVoiceDesign" + ], + { + "title_aux": "ComfyUI-Qwen3-TTS [NAME CONFLICT/WIP]" + } + ], + "https://github.com/starsFriday/ComfyUI-Tracker-Person": [ + [ + "YoloTrackNode" + ], + { + "title_aux": "ComfyUI-Tracker-Person [WIP]" + } + ], + "https://github.com/steelan9199/ComfyUI-Teeth": [ + [ + "teeth FindContours", + "teeth Gemini2", + "teeth GetFirstSeg", + "teeth GetValueByIndexFromList", + "teeth ImageGridLines", + "teeth LoadTextFile", + "teeth RunPythonCode", + "teeth SaveTextFile", + "teeth SplitGridImage", + "teeth TextSplitByDelimiter" + ], + { + "title_aux": "ComfyUI-Teeth [UNSAFE]" + } + ], + "https://github.com/stevanisya/comfyui_txt_selector": [ + [ + "TextSelector" + ], + { + "title_aux": "comfyui_txt_selector [WIP]" + } + ], + "https://github.com/sthao42/comfyui-melodkeet-tts": [ + [ + "MelodkeetTTS" + ], + { + "title_aux": "ComfyUI Melodkeet TTS" + } + ], + "https://github.com/strhwste/comfyui_csv_utils": [ + [ + "ExtractFromJSON", + "SearchCSVByRow", + "WriteCSVByRow" + ], + { + "title_aux": "CSV Utils [WIP]" + } + ], + "https://github.com/stutya/ComfyUI-Terminal": [ + [ + "Terminal" + ], + { + "title_aux": "ComfyUI-Terminal [UNSAFE]" + } + ], + "https://github.com/subnet99/ComfyUI-URLLoader": [ + [ + "URLAudioDownloader", + "URLImageDownloader" + ], + { + "title_aux": "ComfyUI-URLLoader" + } + ], + "https://github.com/sugarkwork/comfyui-trtools": [ + [ + "TRTUpscaler", + "TRTagger" + ], + { + "title_aux": "comfyui-trtools" + } + ], + "https://github.com/sugarkwork/comfyui_image_crop": [ + [ + "CropReapply", + "CropTransparent", + "ExpandMultiple", + "RestoreCrop" + ], + { + "title_aux": "comfyui_image_crop" + } + ], + "https://github.com/sugarkwork/comfyui_my_img_util": [ + [ + "Auto Image Selector", + "Image Resize And Crop", + "OpenCVDenoiseColored", + "Simple Image Rotate" + ], + { + "title_aux": "comfyui_my_img_util" + } + ], + "https://github.com/sugarkwork/comfyui_psd": [ + [ + "Convert PSD to Image", + "PSDConvert", + "PSDLayer", + "PSDSave", + "Save PSD" + ], + { + "title_aux": "comfyui_psd [WIP]" + } + ], + "https://github.com/suncat2ps/ComfyUI-SaveImgNextcloud": [ + [ + "SaveImageNextcloud" + ], + { + "title_aux": "ComfyUI-SaveImgNextcloud" + } + ], + "https://github.com/supaidauen/ComfyUI-supaidauen": [ + [ + "ClearVRAM", + "ImageBatchToCount", + "Integer", + "KSampler_Advanced_Calculator", + "Latent_Switcher", + "Subject_Detection_and_Interrupt", + "Supaidauen_Add_RunID", + "Supaidauen_Character_IO", + "Supaidauen_Create_DummyRandomInt", + "Supaidauen_Create_Filename", + "Supaidauen_GenerateRandomImagePadding", + "Supaidauen_ImagePadding", + "Supaidauen_Image_Compositor", + "Supaidauen_LoadImageFromPath_input", + "Supaidauen_Normalized_Float_Slider", + "Supaidauen_Passthrough_CLIP", + "Supaidauen_Passthrough_IMAGE", + "Supaidauen_Passthrough_LATENT", + "Supaidauen_Passthrough_MASK", + "Supaidauen_Passthrough_STRING", + "Supaidauen_Passthrough_VAE", + "Supaidauen_Prompt_Consolidator", + "Supaidauen_Recursive_Uspcaler", + "Supaidauen_Text_Concat", + 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"https://github.com/yamanacn/comfyui_qwen_object": { + "stars": 0, + "last_update": "2025-06-20 12:24:28", + "author_account_age_days": 1914 + }, + "https://github.com/yamanacn/comfyui_qwenbbox": { + "stars": 0, + "last_update": "2025-06-21 03:00:01", + "author_account_age_days": 1914 + }, + "https://github.com/yanhuifair/ComfyUI-FairLab": { + "stars": 2, + "last_update": "2026-01-22 03:12:25", + "author_account_age_days": 4156 + }, + "https://github.com/yanhuifair/comfyui-deepseek": { + "stars": 4, + "last_update": "2025-04-08 09:14:25", + "author_account_age_days": 4156 + }, + "https://github.com/yichengup/ComfyUI-Transition": { + "stars": 3, + "last_update": "2025-07-12 07:15:38", + "author_account_age_days": 719 + }, + "https://github.com/yichengup/ComfyUI-YCNodes_Advance": { + "stars": 19, + "last_update": "2026-01-04 18:27:21", + "author_account_age_days": 719 + }, + "https://github.com/yichengup/Comfyui-NodeSpark": { + "stars": 6, + "last_update": "2025-01-20 14:20:36", + "author_account_age_days": 719 + }, + "https://github.com/yincangshiwei/ComfyUI-SEQLToolNode": { + "stars": 0, + "last_update": "2025-05-28 10:06:17", + "author_account_age_days": 4225 + }, + "https://github.com/yojimbodayne/ComfyUI-Dropbox-API": { + "stars": 0, + "last_update": "2024-08-30 05:29:07", + "author_account_age_days": 545 + }, + "https://github.com/yuvraj108c/ComfyUI-HYPIR": { + "stars": 3, + "last_update": "2025-08-18 06:04:36", + "author_account_age_days": 2747 + }, + "https://github.com/yuyu0218yu/comfyui-NXCM-tool": { + "stars": 0, + "last_update": "2025-12-22 02:54:56", + "author_account_age_days": 1160 + }, + "https://github.com/z604159435g/comfyui_random_prompt_plugin": { + "stars": 0, + "last_update": "2025-09-08 15:15:23", + "author_account_age_days": 462 + }, + "https://github.com/zRich/ComfyUI-zRich-ObjectCutter": { + "stars": 0, + "last_update": "2025-11-07 03:49:30", + "author_account_age_days": 4840 + }, + "https://github.com/zRich/sam2_layer_node": { + "stars": 0, + "last_update": "2025-10-25 06:00:16", + "author_account_age_days": 4840 + }, + "https://github.com/zackabrams/ComfyUI-KeySyncWrapper": { + "stars": 3, + "last_update": "2025-06-21 17:46:04", + "author_account_age_days": 2924 + }, + "https://github.com/zhaorishuai/ComfyUI-StoryboardDistributor": { + "stars": 7, + "last_update": "2025-04-01 08:10:16", + "author_account_age_days": 2833 + }, + "https://github.com/zhengxyz123/ComfyUI-CLIPSeg": { + "stars": 3, + "last_update": "2025-05-20 12:40:03", + "author_account_age_days": 2249 + }, + "https://github.com/zhongpei/Comfyui_image2prompt": { + "stars": 370, + "last_update": "2025-06-06 23:41:46", + "author_account_age_days": 4053 + }, + "https://github.com/zhu733756/Comfyui-Anything-Converter": { + "stars": 1, + "last_update": "2025-09-10 08:24:29", + "author_account_age_days": 2847 + }, + "https://github.com/zhu798542746/comfyui_model": { + "stars": 0, + "last_update": "2026-01-05 11:44:52", + "author_account_age_days": 3122 + }, + "https://github.com/zhuanvi/ComfyUI-ZVNodes": { + "stars": 0, + "last_update": "2026-01-05 08:47:20", + "author_account_age_days": 3752 + }, + "https://github.com/zhupeter010903/ComfyUI-prompt-library": { + "stars": 0, + "last_update": "2025-11-17 21:25:52", + "author_account_age_days": 2629 + }, + "https://github.com/zjkhurry/comfyui_MetalFX": { + "stars": 1, + "last_update": "2025-03-05 07:07:17", + "author_account_age_days": 3575 + }, + "https://github.com/zl9739379/comfyui-qwen-vl-api": { + "stars": 0, + "last_update": "2025-07-02 12:53:51", + "author_account_age_days": 1175 + }, + "https://github.com/zml-ai/comfyui-hydit": { + "stars": 3, + "last_update": "2024-08-07 09:37:09", + "author_account_age_days": 2577 + }, + "https://github.com/zopieux/ComfyUI-zopi": { + "stars": 0, + "last_update": "2025-07-27 02:50:44", + "author_account_age_days": 6123 + }, + "https://github.com/zxq790909-maker/ComfyUI-wangyi-OLED": { + "stars": 1, + "last_update": "2026-01-24 05:04:40", + "author_account_age_days": 181 + }, + "https://github.com/zyd232/ComfyUI-zyd232-Nodes": { + "stars": 1, + "last_update": "2025-12-14 12:53:28", + "author_account_age_days": 4219 + }, + "https://github.com/zyquon/ComfyUI-Stash": { + "stars": 0, + "last_update": "2025-06-21 03:32:52", + "author_account_age_days": 314 + }, + "ttps://github.com/GraftingRayman/Border-Distance-Mapper": { + "stars": 0, + "last_update": "2025-11-17 17:49:31", + "author_account_age_days": 757 + } +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/dev/model-list.json b/custom_nodes/ComfyUI-Manager/node_db/dev/model-list.json new file mode 100644 index 0000000000000000000000000000000000000000..8e3e1dc4858a08aa46190aa53ba320d565206cf4 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/dev/model-list.json @@ -0,0 +1,3 @@ +{ + "models": [] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/dev/scan.sh b/custom_nodes/ComfyUI-Manager/node_db/dev/scan.sh new file mode 100644 index 0000000000000000000000000000000000000000..ac8c4255b608064f5a362e01532f97a733fbc67b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/dev/scan.sh @@ -0,0 +1,3 @@ +#!/bin/bash +rm ~/.tmp/dev/*.py > /dev/null 2>&1 +python ../../scanner.py ~/.tmp/dev $* \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/forked/custom-node-list.json b/custom_nodes/ComfyUI-Manager/node_db/forked/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..589243083120e4ffeb706e61e7d3c74e4db3462a --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/forked/custom-node-list.json @@ -0,0 +1,194 @@ +{ + "custom_nodes": [ + { + "author": "Fossiel", + "title": "ComfyUI-MultiGPU-Patched", + "reference": "https://github.com/Fossiel/ComfyUI-MultiGPU-Patched", + "files": [ + "https://github.com/Fossiel/ComfyUI-MultiGPU-Patched" + ], + "install_type": "git-clone", + "description": "Patched fork of ComfyUI-MultiGPU providing universal .safetensors and GGUF multi-GPU distribution with DisTorch 2.0 engine, model-driven allocation options (bytes/ratio modes), WanVideoWrapper integration, and up to 10% faster GGUF inference. (Description by CC)" + }, + { + "author": "synchronicity-labs", + "title": "ComfyUI Sync Lipsync Node", + "reference": "https://github.com/synchronicity-labs/sync-comfyui", + "files": [ + "https://github.com/synchronicity-labs/sync-comfyui" + ], + "install_type": "git-clone", + "description": "This custom node allows you to perform audio-video lip synchronization inside ComfyUI using a simple interface." + }, + { + "author": "joaomede", + "title": "ComfyUI-Unload-Model-Fork", + "reference": "https://github.com/joaomede/ComfyUI-Unload-Model-Fork", + "files": [ + "https://github.com/joaomede/ComfyUI-Unload-Model-Fork" + ], + "install_type": "git-clone", + "description": "For unloading a model or all models, using the memory management that is already present in ComfyUI. Copied from [a/https://github.com/willblaschko/ComfyUI-Unload-Models](https://github.com/willblaschko/ComfyUI-Unload-Models) but without the unnecessary extra stuff." + }, + { + "author": "SanDiegoDude", + "title": "ComfyUI-HiDream-Sampler [WIP]", + "reference": "https://github.com/SanDiegoDude/ComfyUI-HiDream-Sampler", + "files": [ + "https://github.com/SanDiegoDude/ComfyUI-HiDream-Sampler" + ], + "install_type": "git-clone", + "description": "A collection of enhanced nodes for ComfyUI that provide powerful additional functionality to your workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "PramaLLC", + "title": "ComfyUI BEN - Background Erase Network", + "reference": "https://github.com/PramaLLC/BEN2_ComfyUI", + "files": [ + "https://github.com/PramaLLC/BEN2_ComfyUI" + ], + "install_type": "git-clone", + "description": "Remove backgrounds from images with [a/BEN2](https://huggingface.co/PramaLLC/BEN2) in ComfyUI\nOriginal repo: [a/https://github.com/DoctorDiffusion/ComfyUI-BEN](https://github.com/DoctorDiffusion/ComfyUI-BEN)" + }, + { + "author": "BlenderNeko", + "title": "ltdrdata/ComfyUI_TiledKSampler", + "reference": "https://github.com/ltdrdata/ComfyUI_TiledKSampler", + "files": [ + "https://github.com/ltdrdata/ComfyUI_TiledKSampler" + ], + "install_type": "git-clone", + "description": "PR for [a/https://github.com/BlenderNeko/ComfyUI_TiledKSampler/pull/59](https://github.com/BlenderNeko/ComfyUI_TiledKSampler/pull/59)" + }, + { + "author": "leeooo001", + "title": "ComfyUI-leo-Hamer", + "reference": "https://github.com/leeooo001/ComfyUI-leo-Hamer", + "files": [ + "https://github.com/leeooo001/ComfyUI-leo-Hamer" + ], + "install_type": "git-clone", + "description": "Unoffice Hamer-ComfyUI by leo\nNOTE:base on [a/hamer](https://github.com/geopavlakos/hamer)" + }, + { + "author": "leeooo001", + "title": "ComfyUI-leo-GVHMR", + "reference": "https://github.com/leeooo001/ComfyUI-leo-GVHMR", + "files": [ + "https://github.com/leeooo001/ComfyUI-leo-GVHMR" + ], + "install_type": "git-clone", + "description": "Unoffice Hamer-ComfyUI by leo\nNOTE:base on [a/GVHMR](https://github.com/zju3dv/GVHMR)" + }, + { + "author": "leeooo001", + "title": "RealisDance-ComfyUI", + "reference": "https://github.com/leeooo001/ComfyUI-leo-RealisDance", + "files": [ + "https://github.com/leeooo001/ComfyUI-leo-RealisDance" + ], + "install_type": "git-clone", + "description": "Unoffice RealisDance-ComfyUI by leo\nNOTE:base on [a/RealisDance](https://github.com/damo-cv/RealisDance), modified on [a/RealisDanceComfyui](https://github.com/AIFSH/RealisDance-ComfyUI)" + }, + { + "author": "jags111", + "title": "NyaamZ/efficiency-nodes-ED", + "reference": "https://github.com/NyaamZ/efficiency-nodes-ED", + "files": [ + "https://github.com/NyaamZ/efficiency-nodes-ED" + ], + "install_type": "git-clone", + "description": "This forked repo supports efficiency-nodes-comfyui. Additional features." + }, + { + "author": "SeaArtLab", + "title": "zer0int/ComfyUI-Long-CLIP", + "reference": "https://github.com/zer0int/ComfyUI-Long-CLIP", + "files": [ + "https://github.com/zer0int/ComfyUI-Long-CLIP" + ], + "install_type": "git-clone", + "description": "This forked repo supports FLUX.1 not only SD1.5, SDXL." + }, + { + "author": "meimeilook", + "title": "ComfyUI_IPAdapter_plus.old [backward compatbility]", + "reference": "https://github.com/meimeilook/ComfyUI_IPAdapter_plus.old", + "files": [ + "https://github.com/meimeilook/ComfyUI_IPAdapter_plus.old" + ], + "install_type": "git-clone", + "description": "This repo is created to provide backward compatibility for workflows configured with the old IPAdapter." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "Dr.Lt.Data/ComfyUI-YoloWorld-EfficientSAM", + "reference": "https://github.com/ltdrdata/ComfyUI-YoloWorld-EfficientSAM", + "files": [ + "https://github.com/ltdrdata/ComfyUI-YoloWorld-EfficientSAM" + ], + "install_type": "git-clone", + "description": "This fork includes [a/PR32](https://github.com/ZHO-ZHO-ZHO/ComfyUI-YoloWorld-EfficientSAM/pull/32)" + }, + { + "author": "ertu110", + "title": "sdxl_prompt_style", + "reference": "https://github.com/ertu110/sdxl_prompt_style", + "files": [ + "https://github.com/ertu110/sdxl_prompt_style" + ], + "install_type": "git-clone", + "description": "This project is a complete benchmark [a/https://github.com/twri/sdxl_prompt_styler](https://github.com/twri/sdxl_prompt_styler) A large amount of code inside comes from https://github.com/twri/sdxl_prompt_styler Project and [a/https://www.nodecafe.org/package/pythongosssss_ComfyUI-Custom-Scripts](https://www.nodecafe.org/package/pythongosssss_ComfyUI-Custom-Scripts) project\nThe functionality of this project is related to https://github.com/twri/sdxl_prompt_styler Highly overlapping, the only purpose of creating this project is because there are too many styles when selecting, resulting in a long and inconvenient dropdown box. Therefore, To address this issue, this project has added a secondary menu to the style." + }, + { + "author": "gustproof", + "title": "ComfyUI_IPAdapter_plus_Style_Components", + "reference": "https://github.com/gustproof/ComfyUI_IPAdapter_plus_Style_Components", + "files": [ + "https://github.com/gustproof/ComfyUI_IPAdapter_plus_Style_Components" + ], + "install_type": "git-clone", + "description": "Style Components is an IP-Adapter model conditioned on anime styles. The style embeddings can either be extracted from images or created manually. This repo currently only supports the SDXL model trained on AutismmixPony." + }, + { + "author": "gameltb", + "title": "comfyui-stablsr", + "reference": "https://github.com/gameltb/Comfyui-StableSR", + "files": [ + "https://github.com/gameltb/Comfyui-StableSR" + ], + "install_type": "git-clone", + "description": "This is a development respository for debugging migration of StableSR to ComfyUI\n\nNOTE:Forked from [https://github.com/gameltb/Comfyui-StableSR]\nPut the StableSR [a/webui_786v_139.ckpt](https://huggingface.co/Iceclear/StableSR/resolve/main/webui_768v_139.ckpt) model into Comyfui/models/stablesr/, Put the StableSR [a/stablesr_768v_000139.ckpt](https://huggingface.co/Iceclear/StableSR/resolve/main/stablesr_768v_000139.ckpt) model into Comyfui/models/checkpoints/" + }, + { + "author": "city96", + "title": "Efficient-Large-Model/Extra Models for ComfyUI", + "reference": "https://github.com/Efficient-Large-Model/ComfyUI_ExtraModels", + "files": [ + "https://github.com/Efficient-Large-Model/ComfyUI_ExtraModels" + ], + "install_type": "git-clone", + "description": "A forked version of ComfyUI_ExtraModels. (modified by Efficient-Large-Model)" + }, + { + "author": "Pablerdo", + "title": "ComfyUI-PSNodes", + "reference": "https://github.com/Pablerdo/ComfyUI-PSNodes", + "files": [ + "https://github.com/Pablerdo/ComfyUI-PSNodes" + ], + "install_type": "git-clone", + "description": "A fork of KJNodes for ComfyUI.\nVarious quality of life -nodes for ComfyUI, mostly just visual stuff to improve usability" + }, + { + "author": "huixingyun", + "title": "ComfyUI-SoundFlow", + "reference": "https://github.com/huixingyun/ComfyUI-SoundFlow", + "files": [ + "https://github.com/huixingyun/ComfyUI-SoundFlow" + ], + "install_type": "git-clone", + "description": "forked from https://github.com/fredconex/ComfyUI-SoundFlow (removed)" + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/forked/extension-node-map.json b/custom_nodes/ComfyUI-Manager/node_db/forked/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/forked/extension-node-map.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/forked/model-list.json b/custom_nodes/ComfyUI-Manager/node_db/forked/model-list.json new file mode 100644 index 0000000000000000000000000000000000000000..8e3e1dc4858a08aa46190aa53ba320d565206cf4 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/forked/model-list.json @@ -0,0 +1,3 @@ +{ + "models": [] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/forked/scan.sh b/custom_nodes/ComfyUI-Manager/node_db/forked/scan.sh new file mode 100644 index 0000000000000000000000000000000000000000..5d8d8c48b6e3f48dc1491738c1226f574909c05d --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/forked/scan.sh @@ -0,0 +1,4 @@ +#!/bin/bash +source ../../../../venv/bin/activate +rm .tmp/*.py > /dev/null +python ../../scanner.py diff --git a/custom_nodes/ComfyUI-Manager/node_db/legacy/alter-list.json b/custom_nodes/ComfyUI-Manager/node_db/legacy/alter-list.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/legacy/alter-list.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/legacy/custom-node-list.json b/custom_nodes/ComfyUI-Manager/node_db/legacy/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..41a23710f12f31462bd6ffed42fc9a6c732915fd --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/legacy/custom-node-list.json @@ -0,0 +1,4460 @@ +{ + "custom_nodes": [ + { + "author": "patientx", + "title": "CFZ-SwitchMenu [REMOVED]", + "reference": "https://github.com/patientx/CFZ-SwitchMenu", + "files": [ + "https://github.com/patientx/CFZ-SwitchMenu" + ], + "install_type": "git-clone", + "description": "Adds a menu button that switches between old and new style ComfyUI menus." + }, + { + "author": "ved-gaur", + "title": "ComfyUI-Sink-Nodes [REMOVED]", + "reference": "https://github.com/ved-gaur/ComfyUI-Sink-Nodes", + "files": [ + "https://github.com/ved-gaur/ComfyUI-Sink-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI sink nodes that accept inputs and intentionally do nothing, forcing models to load into memory without running inference. (Description by CC)" + }, + { + "author": "A043-studios", + "title": "ComfyUI Deforum-X-Flux Nodes [REMOVED]", + "reference": "https://github.com/A043-studios/comfyui-deforum-x-flux-nodes", + "files": [ + "https://github.com/A043-studios/comfyui-deforum-x-flux-nodes" + ], + "install_type": "git-clone", + "description": "Professional video animation nodes for ComfyUI based on Deforum-X-Flux research" + }, + { + "author": "linksluckytime", + "title": "comfyui_snacknodes [REMOVED]", + "reference": "https://github.com/linksluckytime/comfyui_snacknodes", + "files": [ + "https://github.com/linksluckytime/comfyui_snacknodes" + ], + "install_type": "git-clone", + "description": "A comprehensive collection of ComfyUI nodes designed to reduce reliance on multiple third-party node packages." + }, + { + "author": "Nynxz", + "title": "ComfyUI_DiffsynthPause [REMOVED]", + "reference": "https://github.com/Nynxz/ComfyUI_DiffsynthPause", + "files": [ + "https://github.com/Nynxz/ComfyUI_DiffsynthPause" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for controlling Diffsynth checkpoint pausing behavior during image generation workflows. (Description by CC)" + }, + { + "author": "Angelsan720", + "title": "attention_bench [REMOVED]", + "reference": "https://github.com/Angelsan720/attention_bench", + "files": [ + "https://github.com/Angelsan720/attention_bench" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node example project to help beginners learn how to develop ComfyUI nodes." + }, + { + "author": "balu112121", + "title": "Comfyui_Hivision_ID_photo_layout [REMOVED]", + "reference": "https://github.com/balu112121/Comfyui_Hivision_ID_photo_layout", + "files": [ + "https://github.com/balu112121/Comfyui_Hivision_ID_photo_layout" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for ID photo layout with support for custom paper sizes, orientation, rows/columns, spacing, margins, and grid display. (Description by CC)" + }, + { + "author": "ainewsto", + "title": "Comfyui_Comfly_v2 [REMOVED]", + "reference": "https://github.com/ainewsto/Comfyui_Comfly_v2", + "files": [ + "https://github.com/ainewsto/Comfyui_Comfly_v2" + ], + "install_type": "git-clone", + "description": "NODES: Comfly_Mj, Comfly_mjstyle, Comfly_upload, Comfly_Mju, Comfly_Mjv, Comfly_kling_text2video, Comfly_kling_image2video, Comfly_video_extend, Comfly_lip_sync, Comfly_kling_videoPreview, Comfly Gemini API, Comfly Doubao SeedEdit, Comfly ChatGPT Api,Comfly Jimeng API, Comfly_gpt_image_1_edit, Comfly_gpt_image_1" + }, + { + "author": "thoddnn", + "title": "ComfyUI MLX Nodes [REMOVED]", + "reference": "https://github.com/thoddnn/ComfyUI-MLX", + "files": [ + "https://github.com/thoddnn/ComfyUI-MLX" + ], + "install_type": "git-clone", + "description": "Faster workflows for ComfyUI users on Mac with Apple silicon" + }, + { + "author": "90cube", + "title": "CBCanvas Node for ComfyUI [REMOVED]", + "reference": "https://github.com/90cube/Comfyui-CBcanvas", + "files": [ + "https://github.com/90cube/Comfyui-CBcanvas" + ], + "install_type": "git-clone", + "description": "Canvas node with intelligent aspect ratio control - 13 preset aspect ratios from ultra-wide (21:9) to ultra-tall (9:21).\nNOTE: The files in the repo are not organized." + }, + { + "author": "inflamously", + "title": "comfyui-prompt-enhancer [DEPRECATED]", + "reference": "https://github.com/inflamously/comfyui-prompt-enhancer", + "files": [ + "https://github.com/inflamously/comfyui-prompt-enhancer" + ], + "install_type": "git-clone", + "description": "A crazy node that pragmatically just enhances a given prompt with various descriptions in the hope that the image quality just increase and prompting just gets easier." + }, + { + "author": "tudal", + "title": "Hakkun-ComfyUI-nodes [REMOVED]", + "reference": "https://github.com/tudal/Hakkun-ComfyUI-nodes", + "files": [ + "https://raw.githubusercontent.com/tudal/Hakkun-ComfyUI-nodes/main/hakkun_nodes.py" + ], + "install_type": "copy", + "description": "Mainly its prompt generating by custom syntax. Prompt Parser, Prompt tags, Random Line, Calculate Upscale, Image size to string, Type Converter, Image Resize To Height/Width, Load Random Image, Load Text" + }, + { + "author": "huyl3-cpu", + "title": "comfyui_segment_anything_a100 [REMOVED]", + "reference": "https://github.com/huyl3-cpu/comfyui_segment_anything_a100", + "files": [ + "https://github.com/huyl3-cpu/comfyui_segment_anything_a100" + ], + "install_type": "git-clone", + "description": "Heavily optimized A100 GPU fork of ComfyUI Segment Anything using BF16 precision, VRAM Locking, and Zero-Copy GPU processing for massive batch processing." + }, + { + "author": "PauldeLavallaz", + "title": "comfyui_morpheus_model_management [REMOVED]", + "reference": "https://github.com/PauldeLavallaz/comfyui_morpheus_model_management", + "files": [ + "https://github.com/PauldeLavallaz/comfyui_morpheus_model_management" + ], + "install_type": "git-clone", + "description": "Nodo personalizzato per ComfyUI che consente di sfogliare una libreria locale di immagini di talent con interfaccia gallery, filtri avanzati e output multipli. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "laboratoiresonore", + "title": "ComfyUI_PerformanceLab [REMOVED]", + "reference": "https://github.com/laboratoiresonore/ComfyUI_PerformanceLab", + "files": [ + "https://github.com/laboratoiresonore/ComfyUI_PerformanceLab" + ], + "install_type": "git-clone", + "description": "Make any ComfyUI workflow faster, use less VRAM, or produce better quality - with AI assistance" + }, + { + "author": "Linsoo", + "title": "ComfyUI-Linsoo-Custom-Nodes [REMOVED]", + "reference": "https://github.com/Linsoo/ComfyUI-Linsoo-Custom-Nodes", + "files": [ + "https://github.com/Linsoo/ComfyUI-Linsoo-Custom-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Linsoo Save Image, Linsoo Load Image (In development.. not working), Linsoo Empty Latent Image, Linsoo Multi Inputs, Linsoo Multi Outputs" + }, + { + "author": "PauldeLavallaz", + "title": "ComfyUI-concat_images_to_api_gemini [REMOVED]", + "reference": "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini", + "files": [ + "https://github.com/PauldeLavallaz/ComfyUI-concat_images_to_api_gemini" + ], + "install_type": "git-clone", + "description": "NODES: Concat Images → Gemini (MP only), Concat Two Images (RAW passthrough), Grid Collage AR Cols, ..." + }, + { + "author": "aistudynow", + "title": "comfyui-wilddragon-nodes [REMOVED]", + "reference": "https://github.com/aistudynow/comfyui-wilddragon-nodes", + "files": [ + "https://github.com/aistudynow/comfyui-wilddragon-nodes" + ], + "install_type": "git-clone", + "description": "Image Face Crop (2025), Person Selector, Pose Face Filter, Person BBox Tracker, Face Restore & Blend, ...\nNOTE: The files in the repo are not organized." + }, + { + "author": "Wladimir Palant", + "title": "image-resize-comfyui [REMOVED]", + "reference": "https://github.com/ussoewwin/image_resize_comfyui", + "files": [ + "https://github.com/ussoewwin/image_resize_comfyui" + ], + "install_type": "git-clone", + "description": "Advanced image resizing node for ComfyUI with aspect ratio preservation and mask support" + }, + { + "author": "umisetokikaze", + "title": "comfyui_mergekit [REMOVED]", + "reference": "https://github.com/umisetokikaze/comfyui_mergekit", + "files": [ + "https://github.com/umisetokikaze/comfyui_mergekit" + ], + "install_type": "git-clone", + "description": "Nodes:DefineSaveName, SetModels, get_skip, LoadLR, LoadTarget, SetTokenizer, Merge, SetLayer, SetModels" + }, + { + "author": "LSDJesus", + "title": "ComfyUI-Luna-Collection [REMOVED]", + "reference": "https://github.com/LSDJesus/ComfyUI-Luna-Collection", + "files": [ + "https://github.com/LSDJesus/ComfyUI-Luna-Collection" + ], + "install_type": "git-clone", + "description": "Collection of finetuned and custom nodes for Pyrite and I\nNOTE: The files in the repo are not organized." + }, + { + "author": "r3dial", + "title": "Redial Discomphy - Discord Integration for ComfyUI [REMOVED]", + "reference": "https://github.com/r3dial/redial-discomphy", + "files": [ + "https://github.com/r3dial/redial-discomphy" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that enables direct posting of images, videos, and messages to Discord channels. This node seamlessly integrates your ComfyUI workflows with Discord communication, allowing you to automatically share your generated content." + }, + { + "author": "EricRorich", + "title": "ComfyUI-Parametric-Face-Canvas [REMOVED]", + "reference": "https://github.com/EricRorich/ComfyUI-Parametric-Face-Canvas", + "files": [ + "https://github.com/EricRorich/ComfyUI-Parametric-Face-Canvas" + ], + "install_type": "git-clone", + "description": "Generates a parametric 3D face wireframe and renders it as a 2D image with adjustable facial proportions and camera orientation for use in AI pipelines.\nNOTE: The files in the repo are not organized." + }, + { + "author": "pixixai", + "title": "ComfyUI_Pixix-Tools [UNSAFE/REMOVED]", + "reference": "https://github.com/pixixai/ComfyUI_pixixTools", + "files": [ + "https://github.com/pixixai/ComfyUI_pixixTools" + ], + "install_type": "git-clone", + "description": "Load Text (from folder)\nNOTE: The files in the repo are not organized.[w/The contents of files from arbitrary paths can be read remotely through this node.]" + }, + { + "author": "fllywaay", + "title": "Comfyui-TextLine-counter [REMOVED]", + "reference": "https://github.com/zpengcom/Comfyui-TextLine-counter", + "files": [ + "https://github.com/zpengcom/Comfyui-TextLine-counter" + ], + "install_type": "git-clone", + "description": "A simple multi-line text processing tool, such as line count statistics, ignoring blank lines, etc." + }, + { + "author": "daveand", + "title": "ComfyUI-daveand-utils [REMOVED]", + "reference": "https://github.com/daveand/ComfyUI-daveand-utils", + "files": [ + "https://github.com/daveand/ComfyUI-daveand-utils" + ], + "install_type": "git-clone", + "description": "Utility nodes including ModelConfigSelector for saving checkpoint configurations and managing manual sampler overrides. (Description by CC)" + }, + { + "author": "tristanvdb", + "title": "ComfyUI-toolset [REMOVED]", + "reference": "https://github.com/tristanvdb/ComfyUI-toolset", + "files": [ + "https://github.com/tristanvdb/ComfyUI-toolset" + ], + "install_type": "git-clone", + "description": "Human-in-the-loop image selection tool for ComfyUI workflows using a Flask web server, enabling users to pause workflows and interactively select images via a web browser interface." + }, + { + "author": "chuchu114514", + "title": "comfyui_proportion_solver [REMOVED]", + "reference": "https://github.com/chuchu114514/comfyui_proportion_solver", + "files": [ + "https://github.com/chuchu114514/comfyui_proportion_solver" + ], + "install_type": "git-clone", + "description": "This plugin includes two core nodes designed to handle proportion optimization tasks of varying complexity" + }, + { + "author": "chuchu114514", + "title": "comfyui_text_list_stepper [REMOVED]", + "reference": "https://github.com/chuchu114514/comfyui_text_list_stepper", + "files": [ + "https://github.com/chuchu114514/comfyui_text_list_stepper" + ], + "install_type": "git-clone", + "description": "Used for batch extraction of prompt words." + }, + { + "author": "balu112121", + "title": "ComfyUI URL Image Loader [REMOVED]", + "reference": "https://github.com/balu112121/comfyui-LoadImageFromURL", + "files": [ + "https://github.com/balu112121/comfyui-LoadImageFromURL" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node for loading images directly from URLs for AI image generation workflows." + }, + { + "author": "huyl3-cpu", + "title": "ComfyUI_A100_Ultimate_Optimizer [REMOVED]", + "reference": "https://github.com/huyl3-cpu/ComfyUI_A100_Ultimate_Optimizer", + "files": [ + "https://github.com/huyl3-cpu/ComfyUI_A100_Ultimate_Optimizer" + ], + "install_type": "git-clone", + "description": "A100 GPU batch processing and optimization node for ComfyUI. (Description by CC)" + }, + { + "author": "BlackVortexAI", + "title": "BV Nodes [DEPRECATED]", + "reference": "https://github.com/BlackVortexAI/ComfyUI-BVortexNodes", + "files": [ + "https://github.com/BlackVortexAI/ComfyUI-BVortexNodes" + ], + "install_type": "git-clone", + "description": "This repository contains a user-defined node for ComfyUI, currently there are nodes for capturing captions. But will be expanded in the future." + }, + { + "author": "scott-createplay", + "title": "ComfyUI_frontend_tools [REMOVED]", + "reference": "https://github.com/scott-createplay/ComfyUI_frontend_tools", + "files": [ + "https://github.com/scott-createplay/ComfyUI_frontend_tools" + ], + "install_type": "git-clone", + "description": "A comprehensive utility suite for ComfyUI that helps maintain clean, organized workflows with node cleaner, layout tools, HUD projection, and wireless connection management.\nNOTE: The files in the repo are not organized." + }, + { + "author": "yutrodimitri-ship-it", + "title": "ComfyUI-YUTRO-CastingStudio-v2 [REMOVED]", + "reference": "https://github.com/yutrodimitri-ship-it/ComfyUI-YUTRO-CastingStudio-v2", + "files": [ + "https://github.com/yutrodimitri-ship-it/ComfyUI-YUTRO-CastingStudio-v2" + ], + "install_type": "git-clone", + "description": "A professional modular suite of nodes for ComfyUI designed for virtual casting agencies, professional photographers, and content creators to generate high-quality model portfolios efficiently. (Description by CC)\nNOTE: The files in the repo are not organized." + }, + { + "author": "amamisonlyuser", + "title": "MixvtonComfyui [REMOVED]", + "reference": "https://github.com/amamisonlyuser/MixvtonComfyui", + "files": [ + "https://github.com/amamisonlyuser/MixvtonComfyui" + ], + "install_type": "git-clone", + "description": "NODES: CXH_Leffa_Viton_Load, CXH_Leffa_Viton_Run\nNOTE: The files in the repo are not organized." + }, + { + "author": "AhBumm", + "title": "ComfyUI_MangaLineExtraction [REMOVED]", + "reference": "https://github.com/AhBumm/ComfyUI_MangaLineExtraction-hf", + "files": [ + "https://github.com/AhBumm/ComfyUI_MangaLineExtraction-hf" + ], + "description": "p1atdev/MangaLineExtraction-hf as a node in comfyui", + "install_type": "git-clone" + }, + { + "author": "danieljanata", + "title": "ComfyUI-QwenVL-Override [REMOVED]", + "reference": "https://github.com/danieljanata/ComfyUI-QwenVL-Override", + "files": [ + "https://github.com/danieljanata/ComfyUI-QwenVL-Override" + ], + "install_type": "git-clone", + "description": "Adds two nodes that reuse upstream ComfyUI-QwenVL presets but add a runtime override that can be wired/unwired without getting stuck." + }, + { + "author": "Futureversecom", + "title": "ComfyUI-JEN [REMOVED]", + "reference": "https://github.com/futureversecom/ComfyUI-JEN", + "files": [ + "https://github.com/futureversecom/ComfyUI-JEN" + ], + "install_type": "git-clone", + "description": "Comfy UI custom nodes for JEN music generation powered by Futureverse" + }, + { + "author": "TheBill2001", + "title": "comfyui-upscale-by-model [REMOVED]", + "reference": "https://github.com/TheBill2001/comfyui-upscale-by-model", + "files": [ + "https://github.com/TheBill2001/comfyui-upscale-by-model" + ], + "install_type": "git-clone", + "description": "This custom node allow upscaling an image by a factor using a model." + }, + { + "author": "XYMikky12138", + "title": "ComfyUI-NanoBanana-inpaint [REMOVED]", + "reference": "https://github.com/XYMikky12138/ComfyUI-NanoBanana-inpaint", + "files": [ + "https://github.com/XYMikky12138/ComfyUI-NanoBanana-inpaint" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for API-based inpainting (Gemini, Imagen) with aspect ratio constraints, smart cropping, resize fitting, intelligent paste-back with transparency support. (Description by CC)" + }, + { + "author": "Blonicx", + "title": "ComfyUI-Rework-X [REMOVED]", + "id": "rework-x", + "reference": "https://github.com/Blonicx/ComfyUI-X-Rework", + "files": [ + "https://github.com/Blonicx/ComfyUI-X-Rework" + ], + "install_type": "git-clone", + "description": "This is a plugin for ComfyUI that adds new Util Nodes and Nodes for easier image creation and sharing." + }, + { + "author": "scott-createplay", + "title": "ComfyUI_video_essentials [REMOVED]", + "reference": "https://github.com/scott-createplay/ComfyUI_video_essentials", + "files": [ + "https://github.com/scott-createplay/ComfyUI_video_essentials" + ], + "install_type": "git-clone", + "description": "Essential video processing nodes for ComfyUI" + }, + { + "author": "thnikk", + "title": "comfyui-thnikk-utils [REMOVED]", + "reference": "https://github.com/thnikk/comfyui-thnikk-utils", + "files": [ + "https://github.com/thnikk/comfyui-thnikk-utils" + ], + "install_type": "git-clone", + "description": "Nodes to clean up your workflow." + }, + { + "author": "Tr1dae", + "title": "LoRA Matcher Nodes for ComfyUI [REMOVED]", + "reference": "https://github.com/Tr1dae/ComfyUI-LoraPromptMatcher", + "files": [ + "https://github.com/Tr1dae/ComfyUI-LoraPromptMatcher" + ], + "install_type": "git-clone", + "description": "This custom node provides two different approaches to automatically match text prompts with LoRA models using their descriptions." + }, + + { + "author": "jkhayiying", + "title": "ImageLoadFromLocalOrUrl Node for ComfyUI [REMOVED]", + "id": "JkhaImageLoaderPathOrUrl", + "reference": "https://gitee.com/yyh915/jkha-load-img", + "files": [ + "https://gitee.com/yyh915/jkha-load-img" + ], + "install_type": "git-clone", + "description": "This is a node to load an image from local path or url." + }, + { + "author": "pizurny", + "title": "ComfyUI-Just-DWPose [REMOVED]", + "reference": "https://github.com/pizurny/ComfyUI-Just-DWPose", + "files": [ + "https://github.com/pizurny/ComfyUI-Just-DWPose" + ], + "install_type": "git-clone", + "description": "An advanced DWPose annotator for ComfyUI with TorchScript and ONNX backends, featuring comprehensive pose detection, bone validation, temporal smoothing, and custom visualization tools." + }, + { + "author": "lfelipegg", + "title": "lfgg_custom_nodes [REMOVED]", + "reference": "https://github.com/lfelipegg/lfgg_custom_nodes", + "files": [ + "https://github.com/lfelipegg/lfgg_custom_nodes" + ], + "install_type": "git-clone", + "description": "NODES: ModelMergeCombos\nNOTE: The files in the repo are not organized." + }, + { + "author": "AndSni", + "title": "Comfy-FL-Nodes [REMOVED]", + "reference": "https://github.com/AndSni/Comfy-FL-Nodes", + "files": [ + "https://github.com/AndSni/Comfy-FL-Nodes" + ], + "install_type": "git-clone", + "description": "Generates human characters for commerce applications in ComfyUI. (Description by CC)" + }, + { + "author": "neeltheninja", + "title": "ComfyUI-ControlNeXt [REMOVED]", + "reference": "https://github.com/neverbiasu/ComfyUI-ControlNeXt", + "files": [ + "https://github.com/neverbiasu/ComfyUI-ControlNeXt" + ], + "install_type": "git-clone", + "description": "In progress🚧" + }, + { + "author": "TheArtOfficial", + "title": "ComfyUI-Nitra [REMOVED]", + "reference": "https://github.com/TheArtOfficial/ComfyUI-Nitra", + "files": [ + "https://github.com/TheArtOfficial/ComfyUI-Nitra" + ], + "install_type": "git-clone", + "description": "Nitra custom node for ComfyUI" + }, + { + "author": "AngelCookies", + "title": "ComfyUI-Seed-Tracker [REMOVED]", + "reference": "https://github.com/AngelCookies/ComfyUI-Seed-Tracker", + "files": [ + "https://github.com/AngelCookies/ComfyUI-Seed-Tracker" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension that tracks random seeds throughout your image generation workflows" + }, + { + "author": "shinich39", + "title": "comfyui-nothing-happened [REMOVED]", + "reference": "httphttps://github.com/shinich39/comfyui-nothing-happened", + "files": [ + "https://github.com/shinich39/comfyui-nothing-happened" + ], + "description": "Save image and keep metadata.", + "install_type": "git-clone" + }, + { + "author": "ashtar1984", + "title": "comfyui-switch-bypass-mute-by-group [REMOVED]", + "reference": "https://github.com/ashtar1984/comfyui-switch-bypass-mute-by-group", + "files": [ + "https://github.com/ashtar1984/comfyui-switch-bypass-mute-by-group" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for group-based node switching, bypassing, and muting control. (Description by CC)" + }, + { + "author": "wallen0322", + "title": "ComfyUI-TTM-WAN22 [REMOVED]", + "reference": "https://github.com/wallen0322/ComfyUI-TTM-WAN22", + "files": [ + "https://github.com/wallen0322/ComfyUI-TTM-WAN22" + ], + "install_type": "git-clone", + "description": "TTM (Time-to-Move) node for ComfyUI enabling motion-controlled video generation with Wan2.2 models using dual-clock denoising for independent background and object animation control." + }, + { + "author": "cdanielp", + "title": "COMFYUI_PROMPTMODELS [REMOVED]", + "reference": "https://github.com/cdanielp/COMFYUI_PROMPTMODELS", + "files": [ + "https://github.com/cdanielp/COMFYUI_PROMPTMODELS" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by PROMPTMODELS." + }, + { + "author": "mcrataobrabo", + "title": "comfyui-smart-lora-downloader - Automatically Fetch Missing LoRAs [REMOVED]", + "reference": "https://github.com/mcrataobrabo/comfyui-smart-lora-downloader", + "files": [ + "https://github.com/mcrataobrabo/comfyui-smart-lora-downloader" + ], + "install_type": "git-clone", + "description": "Automatically detect and download missing LoRAs for ComfyUI workflows" + }, + { + "author": "KANAsho34636", + "title": "ComfyUI-NaturalSort-ImageLoader [REMOVED]", + "reference": "https://github.com/KANAsho34636/ComfyUI-NaturalSort-ImageLoader", + "files": [ + "https://github.com/KANAsho34636/ComfyUI-NaturalSort-ImageLoader" + ], + "install_type": "git-clone", + "description": "Custom image loader node supporting natural number sorting with multiple sort modes (natural, lexicographic, modification time, creation time, reverse natural). (Description by CC)" + }, + { + "author": "johninthewinter", + "title": "comfyui-fal-flux-2-John [REMOVED]", + "reference": "https://github.com/johninthewinter/comfyui-fal-flux-2-John", + "files": [ + "https://github.com/johninthewinter/comfyui-fal-flux-2-John" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that integrate with fal.ai's FLUX 2 and FLUX 1 LoRA APIs for text-to-image generation." + }, + { + "author": "LargeModGames", + "title": "ComfyUI LoRA Auto Downloader [REMOVED]", + "reference": "https://github.com/LargeModGames/comfyui-smart-lora-downloader", + "files": [ + "https://github.com/LargeModGames/comfyui-smart-lora-downloader" + ], + "install_type": "git-clone", + "description": "Automatically download missing LoRAs from CivitAI and detect missing LoRAs in workflows. Features smart directory detection and easy installation." + }, + { + "author": "DiffusionWave", + "title": "PickResolution_DiffusionWave [DEPRECATED]", + "reference": "https://github.com/DiffusionWave/PickResolution_DiffusionWave", + "files": [ + "https://github.com/DiffusionWave/PickResolution_DiffusionWave" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows selecting a base resolution, applying a custom scaling value based on FLOAT (up to 10 decimal places), and adding an extra integer value. Outputs include both INT and FLOAT resolutions, making it perfect for you to play around with." + }, + { + "author": "geltz", + "title": "ComfyUI-geltz [REMOVED]", + "reference": "https://github.com/geltz/ComfyUI-geltz", + "files": [ + "https://github.com/geltz/ComfyUI-geltz" + ], + "install_type": "git-clone", + "description": "Various custom nodes; guidance, latents, sampling, tokenization, etc." + }, + { + "author": "anilsathyan7", + "title": "ComfyUI-Crystal-Upscaler [REMOVED]", + "reference": "https://github.com/anilsathyan7/ComfyUI-Crystal-Upscaler", + "files": [ + "https://github.com/anilsathyan7/ComfyUI-Crystal-Upscaler" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for image upscaling using crystal upscaling technology. (Description by CC)" + }, + { + "author": "nohikomiso", + "title": "ComfyUI-ImageFolderPicker [REMOVED/UNSAFE]", + "reference": "https://github.com/nohikomiso/ComfyUI-ImageFolderPicker", + "files": [ + "https://github.com/nohikomiso/ComfyUI-ImageFolderPicker" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for browsing local server folders and selecting images via thumbnail display in a grid interface. (Description by CC)[w/This nodepack has a vulnerability that allows it to retrieve a list of files from arbitrary paths.]" + }, + { + "author": "rzasharp79", + "title": "ComfyUI--SolarFlare [REMOVED]", + "reference": "https://github.com/rzasharp79/ComfyUI--SolarFlare", + "files": [ + "https://github.com/rzasharp79/ComfyUI--SolarFlare" + ], + "install_type": "git-clone", + "description": "NODES: Qwen Image, ..." + }, + { + "author": "shinich39", + "title": "comfyui-no-one-above-me [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-no-one-above-me", + "files": [ + "https://github.com/shinich39/comfyui-no-one-above-me" + ], + "install_type": "git-clone", + "description": "Fix node to top." + }, + { + "author": "octapus8085", + "title": "OpenAI-comfyui-O [REMOVED]", + "reference": "https://github.com/Spicely/Comfyui-File-Utils", + "files": [ + "https://github.com/Spicely/Comfyui-File-Utils" + ], + "install_type": "git-clone", + "description": "This plugin provides multiple file-handling and utility nodes for ComfyUI, including: image saving, audio saving, video saving, video composition, audio-to-subtitle conversion, and random number generation nodes. These nodes not only process files but also return their absolute file paths.\nNOTE: The files in the repo are not organized.[w/This nodepack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "yemanou", + "title": "NABA Image (Gemini REST) Node [REMOVED]", + "reference": "https://github.com/yemanou/ComfyUI-NABA", + "files": [ + "https://github.com/yemanou/ComfyUI-NABA" + ], + "install_type": "git-clone", + "description": "Simplified Gemini 2.5 Flash Image Preview node for ComfyUI. REST-only for stability, two optional reference images, padded aspect ratio resizing (no stretching), and basic sampling controls. All extra debug layers, SDK path, multi-seed, and legacy compatibility code removed to avoid crashes." + }, + { + "author": "comrender", + "title": "ComfyUI-Nano-Banana-Resizer [REMOVED]", + "reference": "https://github.com/comrender/ComfyUI-Nano-Banana-Resizer", + "files": [ + "https://github.com/comrender/ComfyUI-Nano-Banana-Resizer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that automatically calculates optimal output dimensions for Google's Nano Banana image editing model, supporting 22 aspect ratio buckets and ensuring pixel-perfect outputs without shifting or cropping." + }, + { + "author": "comrender", + "title": "ComfyUI-edge-match-checker [REMOVED]", + "reference": "https://github.com/comrender/ComfyUI-edge-match-checker", + "files": [ + "https://github.com/comrender/ComfyUI-edge-match-checker" + ], + "install_type": "git-clone", + "description": "Node comparing two image masks or images with adjustable overlap threshold (default 95%) for detecting minor shifts and mismatches in proportions, suitable for automated post-processing validation. (Description by CC)" + }, + { + "author": "comrender", + "title": "ComfyUI-gpt5_image_text [REMOVED]", + "reference": "https://github.com/comrender/ComfyUI-gpt5_image_text", + "files": [ + "https://github.com/comrender/ComfyUI-gpt5_image_text" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for vision + text analysis using GPT-5 and GPT-4o with direct API key input, system prompt, temperature, max tokens, and multi-image support." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-CameraAnalysis [REMOVED]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-CameraAnalysis", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-CameraAnalysis" + ], + "install_type": "git-clone", + "description": "Extracts camera intrinsic parameters from image EXIF data." + }, + { + "author": "fuzr0dah", + "title": "comfyui-sceneassembly [REMOVED]", + "reference": "https://github.com/fuzr0dah/comfyui-sceneassembly", + "files": [ + "https://github.com/fuzr0dah/comfyui-sceneassembly" + ], + "install_type": "git-clone", + "description": "A bunch of nodes I created that I also find useful." + }, + { + "author": "rslosch", + "title": "ComfyUI-EZ_Prompts [REMOVED]", + "reference": "https://github.com/rslosch/ComfyUI-EZ_Prompts", + "files": [ + "https://github.com/rslosch/ComfyUI-EZ_Prompts" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node extension that provides easy-to-use prompt templates and wildcards for AI image generation." + }, + { + "author": "hvppycoding", + "title": "hvppyflow [REMOVED]", + "reference": "https://github.com/hvppycoding/hvppyflow", + "files": [ + "https://github.com/hvppycoding/hvppyflow" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Automated Workflow" + }, + { + "author": "cedarconnor", + "title": "ComfyUI-GEN3C-Gsplat [REMOVED]", + "reference": "https://github.com/cedarconnor/ComfyUI-GEN3C-Gsplat", + "files": [ + "https://github.com/cedarconnor/ComfyUI-GEN3C-Gsplat" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node pack that bridges Cosmos/GEN3C video generation with in-graph Gaussian Splat (3DGS) training. It adds camera/trajectory tooling, dataset exporters, and two training backends (Nerfstudio CLI wrapper and an in-process gsplat optimizer) so artists can go from prompt to splat entirely inside ComfyUI.\nNOTE: The files in the repo are not organized." + }, + { + "author": "dowa-git", + "title": "comfyui-dowa [REMOVED]", + "reference": "https://github.com/dowa-git/comfyui-dowa", + "files": [ + "https://github.com/dowa-git/comfyui-dowa" + ], + "install_type": "git-clone", + "description": "Professional navigation bar widget for ComfyUI with JWT-based user authentication, workflow templates, and team collaboration features in a purple gradient design." + }, + { + "author": "Fablestarexpanse", + "title": "Timer-Node-Comfyui [REMOVED]", + "reference": "https://github.com/Fablestarexpanse/Timer-Node-Comfyui", + "files": [ + "https://github.com/Fablestarexpanse/Timer-Node-Comfyui" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that displays live processing time in a red digital countdown clock format, perfect for monitoring image generation times and tracking performance between workflow nodes." + }, + { + "author": "cedarconnor", + "title": "ComfyUI-OmniX [REMOVED]", + "reference": "https://github.com/cedarconnor/ComfyUI-OmniX", + "files": [ + "https://github.com/cedarconnor/ComfyUI-OmniX" + ], + "install_type": "git-clone", + "description": "Extract comprehensive scene properties from 360-degree equirectangular panoramas, including depth, normals, and PBR materials, using OmniX adapters with Flux." + }, + { + "author": "cedarconnor", + "title": "ComfyUI-DiT360 [REMOVED]", + "reference": "https://github.com/cedarconnor/ComfyUI-DiT360", + "files": [ + "https://github.com/cedarconnor/ComfyUI-DiT360" + ], + "install_type": "git-clone", + "description": "Generate high-fidelity 360-degree panoramic images using the DiT360 diffusion transformer model in ComfyUI." + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-AnyTop [REMOVED]", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-AnyTop", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-AnyTop" + ], + "install_type": "git-clone", + "description": "Standalone ComfyUI custom nodes for AnyTop - Universal Motion Generation for Any Skeleton Topology." + }, + { + "author": "penposs", + "title": "ComfyUI-Banana-Node [REMOVED]", + "reference": "https://github.com/penposs/ComfyUI-Banana-Node", + "files": [ + "https://github.com/penposs/ComfyUI-Banana-Node" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that generates images using Google’s Gemini 2.5 Flash Image Preview API." + }, + { + "author": "spiralmountain", + "title": "ComfyUI_HDNodes [REMOVED]", + "reference": "https://github.com/spiralmountain/ComfyUI_HDNodes", + "files": [ + "https://github.com/spiralmountain/ComfyUI_HDNodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that enable video generation using ByteDance's Seedance model via [a/Fal.ai](https://fal.ai/)." + }, + { + "author": "fredconex", + "title": "Sync Edit [REMOVED]", + "reference": "https://github.com/fredconex/ComfyUI-SyncEdit", + "files": [ + "https://github.com/fredconex/ComfyUI-SyncEdit" + ], + "install_type": "git-clone", + "description": "This node allow to intercept changes on the input string and choose between use the current one or sync with incoming new one." + }, + { + "author": "fredconex", + "title": "ComfyUI-SoundFlow [REMOVED]", + "reference": "https://github.com/fredconex/ComfyUI-SoundFlow", + "files": [ + "https://github.com/fredconex/ComfyUI-SoundFlow" + ], + "install_type": "git-clone", + "description": "This is a bunch of nodes for ComfyUI to help with sound work." + }, + { + "author": "fredconex", + "title": "SongBloom [REMOVED]", + "reference": "https://github.com/fredconex/ComfyUI-SongBloom", + "files": [ + "https://github.com/fredconex/ComfyUI-SongBloom" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for SongBloom" + }, + { + "author": "EQXai", + "title": "ComfyUI_EQX [REMOVED]", + "reference": "https://github.com/EQXai/ComfyUI_EQX", + "files": [ + "https://github.com/EQXai/ComfyUI_EQX" + ], + "install_type": "git-clone", + "description": "NODES: SaveImage_EQX, File Image Selector, Load Prompt From File - EQX, LoraStackEQX_random, Extract Filename - EQX, Extract LORA name - EQX, NSFW Detector EQX, NSFW Detector Advanced EQX" + }, + { + "author": "wizdroid", + "title": "Wizdroid ComfyUI Outfit Selection [REMOVED]", + "reference": "https://github.com/wizdroid/wizdroid-fashionista", + "files": [ + "https://github.com/wizdroid/wizdroid-fashionista" + ], + "install_type": "git-clone", + "description": "A comprehensive outfit generation system for ComfyUI with AI-powered prompt enhancement and dynamic outfit composition." + }, + { + "author": "enternalsaga", + "title": "NBA-ComfyUINode [REMOVED]", + "reference": "https://github.com/enternalsaga/NBA-ComfyUINode-public", + "files": [ + "https://github.com/enternalsaga/NBA-ComfyUINode-public" + ], + "install_type": "git-clone", + "description": "Version 1.2.1 - Dependency cleanup and archived LineSelector node\nA comprehensive collection of custom nodes for ComfyUI, providing advanced image processing, workflow control, and utility functions to enhance your AI image generation workflows." + }, + { + "author": "sselpah", + "title": "ComfyUI-sselpah-nodes [REMOVED]", + "reference": "https://github.com/sselpah/ComfyUI-sselpah-nodes", + "files": [ + "https://github.com/sselpah/ComfyUI-sselpah-nodes" + ], + "install_type": "git-clone", + "description": "Extension of IPAdapter implementation by cubiq and whoever contributed to that repository" + }, + { + "author": "vsaan212", + "title": "ComfyUI Text Split Node [REMOVED]", + "reference": "https://github.com/vsaan212/Comfy-ui-textsplit", + "files": [ + "https://github.com/vsaan212/Comfy-ui-textsplit" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that splits text into multiple outputs for feeding complex multi-scene renders. This node allows you to dynamically control the number of splits and use custom separators." + }, + { + "author": "EnragedAntelope", + "title": "ComfyUI-Doubutsu-Describer [DEPRECATED]", + "reference": "https://github.com/EnragedAntelope/ComfyUI-Doubutsu-Describer", + "files": [ + "https://github.com/EnragedAntelope/ComfyUI-Doubutsu-Describer" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows you to use the Doubutsu small VLM model to describe images. Credit and further information on Doubutsu: [a/https://huggingface.co/qresearch/doubutsu-2b-pt-756](https://huggingface.co/qresearch/doubutsu-2b-pt-756)" + }, + { + "author": "vsaan212", + "title": "ComfyUI Subject Selector [DEPRECATED]", + "reference": "https://github.com/vsaan212/ComfyUI_subjectselector", + "files": [ + "https://github.com/vsaan212/ComfyUI_subjectselector" + ], + "install_type": "git-clone", + "description": "ComfyUI_subjectselector is a custom ComfyUI node that allows you to manage and select text-based subject descriptions directly from the workflow UI. This node was designed to pair seamlessly with [a/ComfyUI-textsplit](https://github.com/vsaan212/Comfy-ui-textsplit), providing a clean, modular way to feed descriptive text prompts into your generation pipeline." + }, + { + "author": "agxagi", + "title": "Autoregressive Transformer and Rolling Diffusion Sampler for ComfyUI [REMOVED]", + "reference": "https://github.com/agxagi/ComfyUI-GPT4o-Image-Gen-FLUX-DEV", + "files": [ + "https://github.com/agxagi/ComfyUI-GPT4o-Image-Gen-FLUX-DEV" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that implements an Autoregressive Transformer and Rolling Diffusion-like Decoder using Black Forest Lab's Flux-Dev model for accurate text-to-image generation, similar to GPT-4o's image generation approach.\nNOTE: The files in the repo are not organized." + }, + { + "author": "walke2019", + "title": "ComfyUI-GGUF-VisionLM [REMOVED]", + "reference": "https://github.com/walke2019/ComfyUI-GGUF-VisionLM", + "files": [ + "https://github.com/walke2019/ComfyUI-GGUF-VisionLM" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for running GGUF quantized Qwen2.5-VL models using llama.cpp" + }, + { + "author": "neocrz", + "title": "comfyui-tinyae [REMOVED]", + "reference": "https://github.com/neocrz/comfyui-tinyae", + "files": [ + "https://github.com/neocrz/comfyui-tinyae" + ], + "install_type": "git-clone", + "description": "NODES: TinyAE Encode (Image/Video), TinyAE Decode (Image/Video), TinyAE Encode Tiled (Image), TinyAE Decode Tiled (Image)" + }, + { + "author": "Laser-one", + "title": "ComfyUI-align-pose [REMOVED]", + "reference": "https://github.com/Laser-one/ComfyUI-align-pose", + "files": [ + "https://github.com/Laser-one/ComfyUI-align-pose" + ], + "install_type": "git-clone", + "description": "NODES:align pose" + }, + { + "author": "nomadoor", + "title": "ComfyUI Video Stabilizer", + "reference": "https://github.com/nomadoor/ComfyUI-Video-Stabilizer", + "files": [ + "https://github.com/nomadoor/ComfyUI-Video-Stabilizer" + ], + "install_type": "git-clone", + "description": "Two complementary stabiliser nodes for ComfyUI: Video Stabilizer (Classic), Video Stabilizer (Flow)" + }, + { + "author": "0xhappydev", + "title": "comfyui-qwen-image-tools", + "reference": "https://github.com/0xhappydev/comfyui-qwen-image-tools", + "files": [ + "https://github.com/0xhappydev/comfyui-qwen-image-tools" + ], + "install_type": "git-clone", + "description": "Custom nodes for Qwen-Image-Edit with multi-image support, more flexibility around the vision transformer (qwen2.5-vl), custom system prompts, and some other experimental things to come." + }, + { + "author": "Rathius-Saranoth", + "title": "Rathius ComfyUI Nodes", + "reference": "https://github.com/Rathius-Saranoth/rathius-comfyui-nodes", + "files": [ + "https://github.com/Rathius-Saranoth/rathius-comfyui-nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by Rathius" + }, + { + "author": "Hiero207", + "title": "Hiero-Nodes [REMOVED]", + "id": "hiero", + "reference": "https://github.com/Hiero207/ComfyUI-Hiero-Nodes", + "files": [ + "https://github.com/Hiero207/ComfyUI-Hiero-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Post to Discord w/ Webhook" + }, + { + "author": "NeoDroleDeGueule", + "title": "comfyui-image-mixer", + "reference": "https://github.com/NeoDroleDeGueule/comfyui-image-mixer [REMOVED]", + "files": [ + "https://github.com/NeoDroleDeGueule/comfyui-image-mixer" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node that blends two images in latent space using a mix factor slider." + }, + { + "author": "Glarus-akash", + "title": "ComfyUI_Image_Upscaler [REMOVED]", + "reference": "https://github.com/Glarus-akash/ComfyUI_Image_Upscaler", + "files": [ + "https://github.com/Glarus-akash/ComfyUI_Image_Upscaler" + ], + "install_type": "git-clone", + "description": "Welcome to the Image Upscaler & Restorer project! This tool utilizes the [a/GFPGAN](https://github.com/TencentARC/GFPGAN) algorithm to enhance and restore images, providing a seamless way to improve image quality." + }, + { + "author": "styletransfer", + "title": "Sequential Group Controller for ComfyUI [REMOVED]", + "reference": "https://github.com/styletransfer/ComfyUI_SequentialGroupController", + "files": [ + "https://github.com/styletransfer/ComfyUI_SequentialGroupController" + ], + "install_type": "git-clone", + "description": "Control which groups execute based on iteration ranges - a simplified alternative to complex conditional branching workflows." + }, + { + "author": "xl0", + "title": "q_tools [REMOVED]", + "reference": "https://github.com/xl0/q_tools", + "files": [ + "https://github.com/xl0/q_tools" + ], + "install_type": "git-clone", + "description": "NODES: QLoadLatent, QLinearScheduler, QPreviewLatent, QGaussianLatent, QUniformLatent, QKSampler" + }, + { + "author": "tmode-1960", + "title": "comfyui-ta-nodes-pack [REMOVED]", + "reference": "https://github.com/tmode-1960/comfyui-ta-nodes-pack", + "files": [ + "https://github.com/tmode-1960/comfyui-ta-nodes-pack" + ], + "install_type": "git-clone", + "description": "Model loaders with an additional model name output" + }, + { + "author": "Shadetail", + "title": "Eagleshadow Custom Nodes [REMOVED]", + "id": "eagleshadow", + "reference": "https://github.com/Shadetail/ComfyUI_Eagleshadow", + "files": [ + "https://github.com/Shadetail/ComfyUI_Eagleshadow" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI by Eagleshadow." + }, + { + "author": "manycore-maas", + "title": "ComfyUI-SpatialGen [REMOVED]", + "reference": "https://github.com/manycore-maas/ComfyUI-SpatialGen", + "files": [ + "https://github.com/manycore-maas/ComfyUI-SpatialGen" + ], + "install_type": "git-clone", + "description": "Scene Viewer of SpatialGen" + }, + { + "author": "YinBailiang", + "title": "MergeBlockWeighted_fo_ComfyUI [REMOVED]", + "id": "mergeblockweighted_fo_comfyui", + "reference": "https://github.com/YinBailiang/MergeBlockWeighted_fo_ComfyUI", + "files": [ + "https://github.com/YinBailiang/MergeBlockWeighted_fo_ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes: MergeBlockWeighted" + }, + { + "author": "facok", + "title": "ComfyUI-FokToolset [REMOVED]", + "reference": "https://github.com/facok/ComfyUI-FokToolset", + "files": [ + "https://github.com/facok/ComfyUI-FokToolset" + ], + "install_type": "git-clone", + "description": "NODES: Fok Preprocess Ref Image (Phantom)" + }, + { + "author": "Elawphant", + "title": "ComfyUI-MusicGen [WIP]", + "id": "musicgen", + "reference": "https://github.com/Elawphant/ComfyUI-MusicGen", + "files": [ + "https://github.com/Elawphant/ComfyUI-MusicGen" + ], + "install_type": "git-clone", + "description": "ComfyUI for Meta MusicGen." + }, + { + "author": "isaac-mcfadyen", + "title": "ComfyUI-QwenClip [REMOVED]", + "reference": "https://github.com/isaac-mcfadyen/ComfyUI-QwenClip", + "files": [ + "https://github.com/isaac-mcfadyen/ComfyUI-QwenClip" + ], + "install_type": "git-clone", + "description": "A variety of random text encoder tools intended for use with ComfyUI and Qwen Image/Qwen Image Edit. More (may) be added as I try out various modifications to Qwen Image." + }, + { + "author": "Gaotian", + "title": "KLComfyUI-Nodes [REMOVED]", + "reference": "https://github.com/Gaotian-cpu/KLComfyUI-Nodes", + "files": [ + "https://github.com/Gaotian-cpu/KLComfyUI-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: Single Video_Img Callback" + }, + { + "author": "geltz", + "title": "Momentum Guidance for ComfyUI [REMOVED]", + "reference": "https://github.com/geltz/ComfyUI-MomentumGuidance", + "files": [ + "https://github.com/geltz/ComfyUI-MomentumGuidance" + ], + "install_type": "git-clone", + "description": "Momentum Guidance (MG) is a training-free guidance method that reduces computational cost by 40% compared to standard guidance techniques like CFG or PAG." + }, + { + "author": "GeekyGhost", + "title": "Studio42 Image, Audio, and Video Editing Suite for ComfyUI [REMOVED]", + "reference": "https://github.com/GeekyGhost/24oiduts-ComfyUI", + "files": [ + "https://github.com/GeekyGhost/24oiduts-ComfyUI" + ], + "install_type": "git-clone", + "description": "Studio42 is a comprehensive suite of advanced custom nodes that brings professional-grade image and video editing capabilities to ComfyUI. Designed for efficiency, quality, and creative flexibility, this suite provides cutting-edge background removal, layer composition, and patch manipulation tools used in modern VFX and content creation workflows." + }, + { + "author": "rvage", + "title": "ComfyUI-RvTools-X [REMOVED]", + "reference": "https://github.com/r-vage/ComfyUI-RvTools-X", + "files": [ + "https://github.com/r-vage/ComfyUI-RvTools-X" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes and utilities for workflow building, type conversions, checkpoint/pipe loaders and file utilities." + }, + { + "author": "heyburns", + "title": "LinxUtil [REMOVED]", + "reference": "https://github.com/heyburns/LinxUtil", + "files": [ + "https://github.com/heyburns/LinxUtil" + ], + "install_type": "git-clone", + "description": "Utility nodes for ComfyUI. Created solely for my own use case, shared as a courtesy only.\nNOTE: The files in the repo are not organized." + }, + { + "author": "fcanfora", + "title": "comfyui-camera-tools [REMOVED]", + "reference": "https://github.com/fcanfora/comfyui-camera-tools", + "files": [ + "https://github.com/fcanfora/comfyui-camera-tools" + ], + "install_type": "git-clone", + "description": "NODES: Load Camera From File, Load 3D, Load 3D - Animation, Preview 3D, Preview 3D - Animation" + }, + { + "author": "ziwang-com", + "title": "comfyui-deepseek-r1 [REMOVED]", + "reference": "https://github.com/ziwang-com/comfyui-deepseek-r1", + "files": [ + "https://github.com/ziwang-com/comfyui-deepseek-r1" + ], + "install_type": "git-clone", + "description": "Comfyui-deepseek-r1 Node Plugin" + }, + { + "author": "leeguandong", + "title": "ComfyUI nodes to use Xverse [REMOVED]", + "reference": "https://github.com/leeguandong/ComfyUI_Xverse", + "files": [ + "https://github.com/leeguandong/ComfyUI_Xverse" + ], + "install_type": "git-clone", + "description": "The ComfyUI version of [a/XVerse](https://github.com/bytedance/XVerse)" + }, + { + "author": "Dehypnotic", + "title": "Dehypnotic Save nodes [REMOVED]", + "reference": "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes", + "files": [ + "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes" + ], + "install_type": "git-clone", + "description": "Save toolkit for audio, image, and video: MP3 audio export with VBR/CBR options, multi-format image saving with workflow/thumbnail metadata, and video + frame encoding (MP4/MKV/WEBM/MOV) — all sharing whitelist-safe paths and rich placeholder templating." + }, + { + "author": "znuost10", + "title": "comfyui-multi-float-output [REMOVED]", + "reference": "https://github.com/znuost10/comfyui-multi-float-output", + "files": [ + "https://github.com/znuost10/comfyui-multi-float-output" + ], + "install_type": "git-clone", + "description": "System monitoring API endpoints for ComfyUI by otoy SKW" + }, + { + "author": "rakki194", + "title": "ComfyUI_WolfSigmas [UNSAFE/REMOVED]", + "reference": "https://github.com/rakki194/ComfyUI_WolfSigmas", + "files": [ + "https://github.com/rakki194/ComfyUI_WolfSigmas" + ], + "install_type": "git-clone", + "description": "This custom nodepack for ComfyUI provides a suite of tools for generating and manipulating sigma schedules for diffusion models. These nodes are particularly useful for fine-tuning the sampling process, experimenting with different step counts, and adapting schedules for specific models.[w/Security Warning: Remote Code Execution]" + }, + { + "author": "Maff3u", + "title": "MattiaNodes - Points Editor On Cropped [REMOVED]", + "reference": "https://github.com/Maff3u/MattiaNodes", + "files": [ + "https://github.com/Maff3u/MattiaNodes" + ], + "install_type": "git-clone", + "description": "A standalone ComfyUI custom node for interactive coordinate editing with crop factor correction.\nNOTE: The files in the repo are not organized." + }, + { + "author": "rakki194", + "title": "ComfyUI-ImageCompare [REMOVED]", + "reference": "https://github.com/rakki194/ComfyUI-ImageCompare", + "files": [ + "https://github.com/rakki194/ComfyUI-ImageCompare" + ], + "install_type": "git-clone", + "description": "A simple custom node for ComfyUI that allows you to compare two images (or batches of images) side-by-side within the UI." + }, + { + "author": "APZmedia", + "title": "NormalMapLightEstimator [REMOVED]", + "reference": "https://github.com/APZmedia/Comfyui-LightDirection-estimation", + "files": [ + "https://github.com/APZmedia/Comfyui-LightDirection-estimation" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for estimating light direction and quality from normal maps using luma masking. The system analyzes surface normals to infer lighting information for downstream tasks like adaptive relighting, directional masking, or stylized effects." + }, + { + "author": "APZmedia", + "title": "ComfyUI APZmedia PSD Tools [REMOVED]", + "reference": "https://github.com/APZmedia/APZmedia-ComfyUI-PSDtools", + "files": [ + "https://github.com/APZmedia/APZmedia-ComfyUI-PSDtools" + ], + "install_type": "git-clone", + "description": "This extension provides PSD layer saving functionalities with mask support for ComfyUI." + }, + { + "author": "huixingyun", + "title": "ComfyUI-HX-Pimg [REMOVED]", + "reference": "https://github.com/huixingyun/ComfyUI-HX-Pimg", + "files": [ + "https://github.com/huixingyun/ComfyUI-HX-Pimg" + ], + "install_type": "git-clone", + "description": "Some custom nodes used for pimg (a comfyui controller deployed in huixingyun)." + }, + { + "author": "rvage", + "title": "ComfyUI-RvToolsX [REMOVED]", + "reference": "https://github.com/r-vage/ComfyUI-RvToolsX", + "files": [ + "https://github.com/r-vage/ComfyUI-RvToolsX" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes and utilities for workflow building, type conversions, checkpoint/pipe loaders and file utilities." + }, + { + "author": "usman2003", + "title": "ComfyUI-RaceDetect [REMOVED]", + "reference": "https://github.com/usman2003/ComfyUI-RaceDetect", + "files": [ + "https://github.com/usman2003/ComfyUI-RaceDetect" + ], + "install_type": "git-clone", + "description": "NODES: Race Detection V2" + }, + { + "author": "lihaoyun6", + "title": "ComfyUI-CSV-Random-Picker [REMOVED]", + "reference": "https://github.com/lihaoyun6/ComfyUI-CSV-Random-Picker", + "files": [ + "https://github.com/lihaoyun6/ComfyUI-CSV-Random-Picker" + ], + "install_type": "git-clone", + "description": "String random picker for ComfyUI" + }, + { + "author": "r-vage", + "title": "ComfyUI-RvTools_v2 [REMOVED]", + "reference": "https://github.com/r-vage/ComfyUI-RvTools_v2", + "files": [ + "https://github.com/r-vage/ComfyUI-RvTools_v2" + ], + "install_type": "git-clone", + "description": "this node contains a lot of small little helpers like switches, passers and selectors that i use a lot to build my workflows." + }, + { + "author": "Yuxi Liu", + "title": "comfyui-ddu [REMOVED]", + "reference": "https://github.com/YL-Lyx/Comfyui-ddu-toolchain", + "files": [ + "https://github.com/YL-Lyx/Comfyui-ddu-toolchain" + ], + "install_type": "git-clone", + "description": "ai-driven toolchain for digital design and fabrication " + }, + { + "author": "lu64k", + "title": "SK-Nodes [REMOVED]", + "reference": "https://github.com/lu64k/SK-Nodes", + "files": [ + "https://github.com/lu64k/SK-Nodes" + ], + "install_type": "git-clone", + "description": "NODES:image select, Load AnyLLM, Ask LLM, OpenAI DAlle Node, SK Text_String, SK Random File Name" + }, + { + "author": "SiggEye", + "title": "FaceCanon — Consistent Faces at Any Resolution [REMOVED]", + "reference": "https://github.com/SiggEye/FaceCanon", + "files": [ + "https://github.com/SiggEye/FaceCanon" + ], + "install_type": "git-clone", + "description": "FaceCanon scales a detected face to a canonical pixel size, lets you run your favorite face detailer at that sweet spot, then maps the result back into the original image with seamless blending. The payoff is consistent face style no matter the input resolution or framing." + }, + { + "author": "AlfredClark", + "title": "ComfyUI-ModelSpec [REMOVED]", + "reference": "https://github.com/AlfredClark/ComfyUI-ModelSpec", + "files": [ + "https://github.com/AlfredClark/ComfyUI-ModelSpec" + ], + "install_type": "git-clone", + "description": "ComfyUI model metadata editing nodes." + }, + { + "author": "VraethrDalkr", + "title": "ComfyUI-ProgressiveBlend [REMOVED]", + "reference": "https://github.com/VraethrDalkr/ComfyUI-ProgressiveBlend", + "files": [ + "https://github.com/VraethrDalkr/ComfyUI-ProgressiveBlend" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that enable progressive blending and color matching effects across image batches/video frames." + }, + { + "author": "xmarked-ai", + "title": "ComfyUI_misc [REMOVED]", + "reference": "https://github.com/xmarked-ai/ComfyUI_misc", + "files": [ + "https://github.com/xmarked-ai/ComfyUI_misc" + ], + "install_type": "git-clone", + "description": "NODES: Ace IntegerX, Ace FloatX, Ace Color FixX, White Balance X, Depth Displace X, Empty Latent X, KSampler Combo X, ..." + }, + { + "author": "sm079", + "title": "ComfyUI-Face-Detection [REMOVED]", + "reference": "https://github.com/sm079/ComfyUI-Face-Detection", + "files": [ + "https://github.com/sm079/ComfyUI-Face-Detection" + ], + "install_type": "git-clone", + "description": "face detection nodes for comfyui" + }, + { + "author": "42lux", + "title": "ComfyUI-42lux [REMOVED]", + "reference": "https://github.com/42lux/ComfyUI-42lux", + "files": [ + "https://github.com/42lux/ComfyUI-42lux" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on enhanced sampling, model optimization, and quality improvements." + }, + { + "author": "lucak5s", + "title": "ComfyUI GFPGAN [REMOVED]", + "reference": "https://github.com/lucak5s/comfyui_gfpgan", + "files": [ + "https://github.com/lucak5s/comfyui_gfpgan" + ], + "install_type": "git-clone", + "description": "Face restoration with GFPGAN." + }, + { + "author": "impactframes", + "title": "IF_AI_tools [DEPRECATED]", + "id": "impactframes-tools", + "reference": "https://github.com/if-ai/ComfyUI-IF_AI_tools", + "files": [ + "https://github.com/if-ai/ComfyUI-IF_AI_tools" + ], + "install_type": "git-clone", + "description": "Various AI tools to use in Comfy UI. Starting with VL and prompt making tools using Ollma as backend will evolve as I find time." + }, + { + "author": "netroxin", + "title": "comfyui_netro [REMOVED]", + "reference": "https://github.com/netroxin/comfyui_netro", + "files": [ + "https://github.com/netroxin/comfyui_netro" + ], + "install_type": "git-clone", + "description": "#Camera Movement Prompt Node for ComfyUI\nThis custom node script for ComfyUI generates descriptive camera movement prompts based on user-selected movement options for Wan2.2" + }, + { + "author": "aistudynow", + "title": "comfyui-HunyuanImage-2.1 [REMOVED]", + "reference": "https://github.com/aistudynow/comfyui-HunyuanImage-2.1", + "files": [ + "https://github.com/aistudynow/comfyui-HunyuanImage-2.1" + ], + "install_type": "git-clone", + "description": "NODES: Load HunyuanImage DiT, Load HunyuanImage VAE, Load HunyuanImage Dual Text Encoder, HunyuanImage Sampler, HunyuanImage VAE Decode, HunyuanImage CLIP Text Encode, Empty HunyuanImage Latent Image" + }, + { + "author": "SlackinJack", + "title": "distrifuser_comfyui [DEPRECATED]", + "reference": "https://github.com/SlackinJack/distrifuser_comfyui", + "files": [ + "https://github.com/SlackinJack/distrifuser_comfyui" + ], + "install_type": "git-clone", + "description": "[a/Distrifuser](https://github.com/mit-han-lab/distrifuser) sampler node for ComfyUI\n" + }, + { + "author": "SlackinJack", + "title": "asyncdiff_comfyui [DEPRECATED]", + "reference": "https://github.com/SlackinJack/asyncdiff_comfyui", + "files": [ + "https://github.com/SlackinJack/asyncdiff_comfyui" + ], + "install_type": "git-clone", + "description": "AsyncDiff node for ComfyUI" + }, + { + "author": "TheBill2001", + "title": "Save Images with Captions [REMOVED]", + "reference": "https://github.com/TheBill2001/ComfyUI-Save-Image-Caption", + "files": [ + "https://github.com/TheBill2001/ComfyUI-Save-Image-Caption" + ], + "install_type": "git-clone", + "description": "Provide two custom nodes to load and save images with captions as separate files." + }, + { + "author": "ShmuelRonen", + "title": "ComfyUI Flux 1.1 Ultra & Raw Node [REMOVED]", + "reference": "https://github.com/ShmuelRonen/ComfyUI_Flux_1.1_RAW_API", + "files": [ + "https://github.com/ShmuelRonen/ComfyUI_Flux_1.1_RAW_API" + ], + "install_type": "git-clone", + "description": "A ComfyUI custom node for Black Forest Labs' FLUX 1.1 [pro] API, supporting both regular and Ultra modes with optional Raw mode." + }, + { + "author": "mattwilliamson", + "title": "ComfyUI AI GameDev Nodes [UNSAFE/REMOVED]", + "reference": "https://github.com/mattwilliamson/comfyui-ai-gamedev", + "files": [ + "https://github.com/mattwilliamson/comfyui-ai-gamedev" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for AI-powered game asset generation, providing a comprehensive toolkit for game developers to create 3D models, animations, and audio assets using state-of-the-art AI models.[w/This node pack has an implementation that dynamically generates scripts.]" + }, + { + "author": "manifestations", + "title": "ComfyUI Outfit Nodes [DEPRECATED]", + "reference": "https://github.com/manifestations/comfyui-outfit", + "files": [ + "https://github.com/manifestations/comfyui-outfit" + ], + "install_type": "git-clone", + "description": "Advanced, professional outfit and makeup generation nodes for ComfyUI, with dynamic UI and AI-powered prompt formatting." + }, + { + "author": "Poukpalaova", + "title": "ComfyUI-FRED-Nodes [DEPRECATED]", + "reference": "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes", + "files": [ + "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes" + ], + "install_type": "git-clone", + "description": "Multiple nodes that ease the process.\nNOTE: The files in the repo are not organized." + }, + { + "author": "cwebbi1", + "title": "VoidCustomNodes [REMOVED]", + "reference": "https://github.com/cwebbi1/VoidCustomNodes", + "files": [ + "https://github.com/cwebbi1/VoidCustomNodes" + ], + "install_type": "git-clone", + "description": "NODES:Prompt Parser, String Combiner" + }, + { + "author": "Shellishack", + "title": "ComfyUI Remote Media Loaders [REMOVED]", + "reference": "https://github.com/Shellishack/comfyui-remote-media-loaders", + "files": [ + "https://github.com/Shellishack/comfyui-remote-media-loaders" + ], + "install_type": "git-clone", + "description": "Load media (image/video/audio) from remote URL" + }, + { + "author": "D3lUX3I", + "title": "VideoPromptEnhancer [REMOVED]", + "reference": "https://github.com/D3lUX3I/ComfyUI-VideoPromptEnhancer", + "files": [ + "https://github.com/D3lUX3I/ComfyUI-VideoPromptEnhancer" + ], + "install_type": "git-clone", + "description": "This node generates a professional prompt from an input text for modern video AI models (e.g., Alibaba Wan 2.2) via the OpenRouter API." + }, + { + "author": "perilli", + "title": "apw_nodes [REMOVED]", + "reference": "https://github.com/alessandroperilli/APW_Nodes", + "files": [ + "https://github.com/alessandroperilli/APW_Nodes" + ], + "install_type": "git-clone", + "description": "A custom node suite to augment the capabilities of the [a/AP Workflows for ComfyUI](https://perilli.com/ai/comfyui/)\nNOTE: See [a/Open Creative Studio Nodes](https://github.com/alessandroperilli/OCS_Nodes)" + }, + { + "author": "greengerong", + "title": "ComfyUI-Lumina-Video [REMOVED]", + "reference": "https://github.com/greengerong/ComfyUI-Lumina-Video", + "files": [ + "https://github.com/greengerong/ComfyUI-Lumina-Video" + ], + "install_type": "git-clone", + "description": "This is a video generation plugin implementation for ComfyUI based on the Lumina Video model." + }, + { + "author": "SatadalAI", + "title": "Combined Upscale Node for ComfyUI [REMOVED]", + "reference": "https://github.com/SatadalAI/SATA_UtilityNode", + "files": [ + "https://github.com/SatadalAI/SATA_UtilityNode" + ], + "install_type": "git-clone", + "description": "Combined_Upscale is a custom ComfyUI node designed for high-quality image enhancement workflows. It intelligently combines model-based upscaling with efficient CPU-based resizing, offering granular control over output dimensions and quality. Ideal for asset pipelines, UI prototyping, and generative workflows.\nNOTE: The files in the repo are not organized." + }, + { + "author": "netroxin", + "title": "Netro_wildcards [REMOVED]", + "reference": "https://github.com/netroxin/comfyui_netro_wildcards", + "files": [ + "https://github.com/netroxin/comfyui_netro_wildcards" + ], + "install_type": "git-clone", + "description": "Since I used 'simple wildcards' from Vanilla and it no longer works with the new Comfy UI version for me, I created an alternative. This CustomNode takes the entire contents of your wildcards-folder(comfyui wildcards) and creates a node for each one." + }, + { + "author": "takoyaki1118", + "title": "ComfyUI-MangaTools [REMOVED]", + "reference": "https://github.com/takoyaki1118/ComfyUI-MangaTools", + "files": [ + "https://github.com/takoyaki1118/ComfyUI-MangaTools" + ], + "install_type": "git-clone", + "description": "NODES: Manga Panel Detector, Manga Panel Dispatcher, GateImage, MangaPageAssembler" + }, + { + "author": "lucasgattas", + "title": "comfyui-egregora-regional [REMOVED]", + "reference": "https://github.com/lucasgattas/comfyui-egregora-regional", + "files": [ + "https://github.com/lucasgattas/comfyui-egregora-regional" + ], + "install_type": "git-clone", + "description": "Image Tile Split with Region-Aware Prompting for ComfyUI" + }, + { + "author": "lucasgattas", + "title": "comfyui-egregora-tiled [REMOVED]", + "reference": "https://github.com/lucasgattas/comfyui-egregora-tiled", + "files": [ + "https://github.com/lucasgattas/comfyui-egregora-tiled" + ], + "install_type": "git-clone", + "description": "Tiled regional prompting + tiled VAE decode with seam-free blending for ComfyUI" + }, + { + "author": "Seedsa", + "title": "ComfyUI Fooocus Nodes [REMOVED]", + "id": "fooocus-nodes", + "reference": "https://github.com/Seedsa/Fooocus_Nodes", + "files": [ + "https://github.com/Seedsa/Fooocus_Nodes" + ], + "install_type": "git-clone", + "description": "This extension provides image generation features based on Fooocus." + }, + { + "author": "zhilemann", + "title": "ComfyUI-moondream2 [REMOVED]", + "reference": "https://github.com/zhilemann/ComfyUI-moondream2", + "files": [ + "https://github.com/zhilemann/ComfyUI-moondream2" + ], + "install_type": "git-clone", + "description": "nodes for nightly moondream2 VLM inference\nsupports only captioning and visual queries at the moment" + }, + { + "author": "shinich39", + "title": "comfyui-textarea-is-shit [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-textarea-is-shit", + "files": [ + "https://github.com/shinich39/comfyui-textarea-is-shit" + ], + "description": "HTML gives me a textarea like piece of shit.", + "install_type": "git-clone" + }, + { + "author": "shinich39", + "title": "comfyui-poor-textarea [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-poor-textarea", + "files": [ + "https://github.com/shinich39/comfyui-poor-textarea" + ], + "install_type": "git-clone", + "description": "Add commentify, indentation, auto-close brackets in textarea." + }, + { + "author": "InfiniNode", + "title": "Comfyui-InfiniNode-Model-Suite [UNSAFE/REMOVED]", + "reference": "https://github.com/InfiniNode/Comfyui-InfiniNode-Model-Suite", + "files": [ + "https://github.com/InfiniNode/Comfyui-InfiniNode-Model-Suite" + ], + "install_type": "git-clone", + "description": "Welcome to the InfiniNode Model Suite, a custom node pack for ComfyUI that transforms the process of manipulating generative AI models. Our suite is a direct implementation of the 'GUI-Based Key Converter Development Plan,' designed to remove technical barriers for advanced AI practitioners and integrate seamlessly with existing image generation pipelines.[w/This node pack contains a node that has a vulnerability allowing write to arbitrary file paths.]" + }, + { + "author": "Avalre", + "title": "ComfyUI-avaNodes [REMOVED]", + "reference": "https://github.com/Avalre/ComfyUI-avaNodes", + "files": [ + "https://github.com/Avalre/ComfyUI-avaNodes" + ], + "install_type": "git-clone", + "description": "These nodes were created to personalize/optimize several ComfyUI nodes for my own use. You can replicate the functionality of most of my nodes by some combination of default ComfyUI nodes and custom nodes from other developers." + }, + { + "author": "Alectriciti", + "title": "comfyui-creativeprompts [REMOVED]", + "reference": "https://github.com/Alectriciti/comfyui-creativeprompts", + "files": [ + "https://github.com/Alectriciti/comfyui-creativeprompts" + ], + "install_type": "git-clone", + "description": "A creative alternative to dynamicprompts" + }, + { + "author": "flybirdxx", + "title": "ComfyUI Sliding Window [REMOVED]", + "reference": "https://github.com/PixWizardry/ComfyUI_Sliding_Window", + "files": [ + "https://github.com/PixWizardry/ComfyUI_Sliding_Window" + ], + "install_type": "git-clone", + "description": "This set of nodes provides a powerful sliding window or 'tiling' technique for processing long videos and animations in ComfyUI. It allows you to work on animations that are longer than your VRAM would typically allow by breaking the job into smaller, overlapping chunks and seamlessly blending them back together." + }, + { + "author": "SykkoAtHome", + "title": "Sykko Tools for ComfyUI [REMOVED]", + "reference": "https://github.com/SykkoAtHome/ComfyUI_SykkoTools", + "files": [ + "https://github.com/SykkoAtHome/ComfyUI_SykkoTools" + ], + "install_type": "git-clone", + "description": "Utilities for working with camera animations inside ComfyUI. The repository currently provides a node for loading camera motion from ASCII FBX files and a corresponding command line helper for debugging." + }, + { + "author": "hananbeer", + "title": "node_dev - ComfyUI Node Development Helper [REMOVED]", + "reference": "https://github.com/hananbeer/node_dev", + "files": [ + "https://github.com/hananbeer/node_dev" + ], + "install_type": "git-clone", + "description": "Browse to this endpoint to reload custom nodes for more streamlined development:\nhttp://127.0.0.1:8188/node_dev/reload/" + }, + { + "author": "Charonartist", + "title": "Comfyui_gemini_tts_node [REMOVED]", + "reference": "https://github.com/Charonartist/Comfyui_gemini_tts_node", + "files": [ + "https://github.com/Charonartist/Comfyui_gemini_tts_node" + ], + "install_type": "git-clone", + "description": "This custom node is a ComfyUI node for generating speech from text using the Gemini 2.5 Flash Preview TTS API." + }, + { + "author": "squirrel765", + "title": "lorasubdirectory [REMOVED]", + "reference": "https://github.com/andrewsthomasj/lorasubdirectory", + "files": [ + "https://github.com/andrewsthomasj/lorasubdirectory" + ], + "install_type": "git-clone", + "description": "only show dropdown of loras ina a given subdirectory" + }, + { + "author": "shingo1228", + "title": "ComfyUI-send-Eagle(slim) [REVMOED]", + "id": "send-eagle", + "reference": "https://github.com/shingo1228/ComfyUI-send-eagle-slim", + "files": [ + "https://github.com/shingo1228/ComfyUI-send-eagle-slim" + ], + "install_type": "git-clone", + "description": "Nodes:Send Webp Image to Eagle. This is an extension node for ComfyUI that allows you to send generated images in webp format to Eagle. This extension node is a re-implementation of the Eagle linkage functions of the previous ComfyUI-send-Eagle node, focusing on the functions required for this node." + }, + { + "author": "shingo1228", + "title": "ComfyUI-SDXL-EmptyLatentImage [REVMOED]", + "id": "sdxl-emptylatent", + "reference": "https://github.com/shingo1228/ComfyUI-SDXL-EmptyLatentImage", + "files": [ + "https://github.com/shingo1228/ComfyUI-SDXL-EmptyLatentImage" + ], + "install_type": "git-clone", + "description": "Nodes:SDXL Empty Latent Image. An extension node for ComfyUI that allows you to select a resolution from the pre-defined json files and output a Latent Image." + }, + { + "author": "chaunceyyann", + "title": "ComfyUI Image Processing Nodes [REMOVED]", + "reference": "https://github.com/chaunceyyann/comfyui-image-processing-nodes", + "files": [ + "https://github.com/chaunceyyann/comfyui-image-processing-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI focused on image processing operations." + }, + { + "author": "OgreLemonSoup", + "title": "Gallery&Tabs [DEPRECATED]", + "id": "LoadImageGallery", + "reference": "https://github.com/OgreLemonSoup/ComfyUI-Load-Image-Gallery", + "files": [ + "https://github.com/OgreLemonSoup/ComfyUI-Load-Image-Gallery" + ], + "install_type": "git-clone", + "description": "Adds a gallery to the Load Image node and tabs for Load Checkpoint/Lora/etc nodes" + }, + { + "author": "11dogzi", + "title": "Qwen-Image ComfyUI [REMOVED]", + "reference": "https://github.com/11dogzi/Comfyui-Qwen-Image", + "files": [ + "https://github.com/11dogzi/Comfyui-Qwen-Image" + ], + "install_type": "git-clone", + "description": "This is a custom node package that integrates the Qwen-Image model into ComfyUI." + }, + { + "author": "BAIS1C", + "title": "ComfyUI-AudioDuration [REMOVED]", + "reference": "https://github.com/BAIS1C/ComfyUI_BASICDancePoser", + "files": [ + "https://github.com/BAIS1C/ComfyUI_BASICDancePoser" + ], + "install_type": "git-clone", + "description": "Node to extract Dance poses from Music to control Video Generations.\nNOTE: The files in the repo are not organized." + }, + { + "author": "BAIS1C", + "title": "ComfyUI_BASICSAdvancedDancePoser [REMOVED]", + "reference": "https://github.com/BAIS1C/ComfyUI_BASICSAdvancedDancePoser", + "files": [ + "https://github.com/BAIS1C/ComfyUI_BASICSAdvancedDancePoser" + ], + "install_type": "git-clone", + "description": "Professional COCO-WholeBody 133-keypoint dance animation system for ComfyUI" + }, + { + "author": "fablestudio", + "title": "ComfyUI-Showrunner-Utils [REMOVED]", + "reference": "https://github.com/fablestudio/ComfyUI-Showrunner-Utils", + "files": [ + "https://github.com/fablestudio/ComfyUI-Showrunner-Utils" + ], + "install_type": "git-clone", + "description": "NODES: Align Face, Generate Timestamp, GetMostCommonColors, Alpha Crop and Position Image, Shrink Image" + }, + { + "author": "skayka", + "title": "ComfyUI-DreamFit [REMOVED]", + "reference": "https://github.com/skayka/ComfyUI-DreamFit", + "files": [ + "https://github.com/skayka/ComfyUI-DreamFit" + ], + "install_type": "git-clone", + "description": "Garment-centric human generation nodes for ComfyUI using DreamFit with Flux.\nDreamFit is a powerful adapter system that enhances Flux models with garment-aware generation capabilities, enabling high-quality fashion and clothing generation." + }, + { + "author": "domenecmiralles", + "title": "obobo_nodes [REMOVED]", + "reference": "https://github.com/domenecmiralles/obobo_nodes", + "files": [ + "https://github.com/domenecmiralles/obobo_nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI that provide various input and output capabilities." + }, + { + "author": "NicholasKao1029", + "title": "comfyui-pixxio [REMOVED]", + "reference": "https://github.com/NicholasKao1029/comfyui-pixxio", + "files": [ + "https://github.com/NicholasKao1029/comfyui-pixxio" + ], + "install_type": "git-clone", + "description": "NODES: Auto-Upload Image to Pixxio Collection, Load Image from Pixx.io" + }, + { + "author": "ComfyUI-Workflow", + "title": "ComfyUI OpenAI Nodes [REMOVED]", + "reference": "https://github.com/ComfyUI-Workflow/ComfyUI-OpenAI", + "files": [ + "https://github.com/ComfyUI-Workflow/ComfyUI-OpenAI" + ], + "install_type": "git-clone", + "description": "By utilizing OpenAI's powerful vision models, this node enables you to incorporate state-of-the-art image understanding into your ComfyUI projects with minimal setup." + }, + { + "author": "dionren", + "title": "Export Workflow With Cyuai Api Available Nodes [REMOVED]", + "id": "comfyUI-Pro-Export-Tool", + "reference": "https://github.com/dionren/ComfyUI-Pro-Export-Tool", + "files": [ + "https://github.com/dionren/ComfyUI-Pro-Export-Tool" + ], + "install_type": "git-clone", + "description": "This is a node to convert workflows to cyuai api available nodes." + }, + { + "author": "1H-hobit", + "title": "ComfyUI_InternVL3 [REMOVED]", + "reference": "https://github.com/1H-hobit/ComfyUI_InternVL3", + "files": [ + "https://github.com/1H-hobit/ComfyUI_InternVL3" + ], + "install_type": "git-clone", + "description": "ComfyUI for [a/InternVL](https://github.com/OpenGVLab/InternVL)" + }, + { + "author": "spacepxl", + "title": "ComfyUI-Florence-2 [DEPRECATED]", + "id": "florence2-spacepxl", + "reference": "https://github.com/spacepxl/ComfyUI-Florence-2", + "files": [ + "https://github.com/spacepxl/ComfyUI-Florence-2" + ], + "install_type": "git-clone", + "description": "[a/https://huggingface.co/microsoft/Florence-2-large-ft](https://huggingface.co/microsoft/Florence-2-large-ft)\nLarge or base model, support for captioning and bbox task modes, more coming soon." + }, + { + "author": "xxxxxxxxxxxc", + "title": "flux-kontext-diff-merge [REMOVED]", + "reference": "https://github.com/xxxxxxxxxxxc/flux-kontext-diff-merge", + "files": [ + "https://github.com/xxxxxxxxxxxc/flux-kontext-diff-merge" + ], + "install_type": "git-clone", + "description": "Preserve image quality with flux-kontext-diff-merge. This ComfyUI node merges only changed areas from AI edits, ensuring clarity and detail." + }, + { + "author": "TechnoByteJS", + "title": "TechNodes [REMOVED]", + "id": "technodes", + "reference": "https://github.com/TechnoByteJS/ComfyUI-TechNodes", + "files": [ + "https://github.com/TechnoByteJS/ComfyUI-TechNodes" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for merging, testing and more.\nNOTE: SDNext Merge, VAE Merge, MBW Layers, Repeat VAE, Quantization." + }, + { + "author": "DDDDEEP", + "title": "ComfyUI-DDDDEEP [REMOVED]", + "reference": "https://github.com/DDDDEEP/ComfyUI-DDDDEEP", + "files": [ + "https://github.com/DDDDEEP/ComfyUI-DDDDEEP" + ], + "install_type": "git-clone", + "description": "NODES: AutoWidthHeight, ReturnIntSeed, OppositeBool, PromptItemCollection" + }, + { + "author": "manifestations", + "title": "ComfyUI Ethnic Outfits Custom Nodes [REMOVED]", + "reference": "https://github.com/manifestations/comfyui-outfits", + "files": [ + "https://github.com/manifestations/comfyui-outfits" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for generating outfit prompts representing diverse ethnicities, cultures, and regions. Uses extensible JSON data for clothing, accessories, and poses, with “random/disabled” dropdowns for flexibility. Advanced prompt engineering is supported via Ollama LLM integration. Easily add new regions, ethnicities, or cultures by updating data files and creating lightweight node wrappers. Designed for artists, researchers, and developers seeking culturally rich, customizable prompt generation in ComfyUI workflows." + }, + { + "author": "MitoshiroPJ", + "title": "ComfyUI Slothful Attention [REMOVED]", + "reference": "https://github.com/MitoshiroPJ/comfyui_slothful_attention", + "files": [ + "https://github.com/MitoshiroPJ/comfyui_slothful_attention" + ], + "install_type": "git-clone", + "description": "This custom node allow controlling output without training. The reducing method is similar to [a/Spatial-Reduction Attention](https://paperswithcode.com/method/spatial-reduction-attention)." + }, + { + "author": "MitoshiroPJ", + "title": "comfyui_focal_sampler [REMOVED]", + "reference": "https://github.com/MitoshiroPJ/comfyui_focal_sampler", + "files": [ + "https://github.com/MitoshiroPJ/comfyui_focal_sampler" + ], + "install_type": "git-clone", + "description": "Apply additional sampling to specific area" + }, + { + "author": "manifestations", + "title": "ComfyUI Ethnic Outfit & Prompt Enhancer Nodes [REMOVED]", + "reference": "https://github.com/manifestations/comfyui-indian-outfit", + "files": [ + "https://github.com/manifestations/comfyui-indian-outfit" + ], + "install_type": "git-clone", + "description": "Features:\n* Extensive options for Indian, Indonesian, and international clothing, jewelry, accessories, and styles\n* Multiple jewelry and accessory fields (with material support: gold, diamond, silver, leather, beads, etc.)\n* Support for tattoos, henna, hair styles, poses, shot types, lighting, and photography genres\n* Seamless prompt expansion using your own Ollama LLM instance\n* Modular, extensible JSON data files for easy customization" + }, + { + "author": "coVISIONSld", + "title": "ComfyUI-OmniGen2 [REMOVED]", + "reference": "https://github.com/coVISIONSld/ComfyUI-OmniGen2", + "files": [ + "https://github.com/coVISIONSld/ComfyUI-OmniGen2" + ], + "install_type": "git-clone", + "description": "ComfyUI-OmniGen2 is a custom node package for the OmniGen2 model, enabling advanced text-to-image generation and visual understanding." + }, + { + "author": "S4MUEL-404", + "title": "ComfyUI-S4Tool-Image-Overlay [REMOVED]", + "reference": "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image-Overlay", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image-Overlay" + ], + "install_type": "git-clone", + "description": "Quickly set up image overlay effects" + }, + { + "author": "akspa0", + "title": "ComfyUI-FapMixPlus [REMOVED]", + "reference": "https://github.com/akspa0/ComfyUI-FapMixPlus", + "files": [ + "https://github.com/akspa0/ComfyUI-FapMixPlus" + ], + "install_type": "git-clone", + "description": "This is an audio processing script that applies soft limiting, optional loudness normalization, and optional slicing for transcription. It can also produce stereo-mixed outputs with optional audio appended to the end. The script organizes processed files into structured folders with sanitized filenames and retains original timestamps for continuity." + }, + { + "author": "RedmondAI", + "title": "comfyui-tools [UNSAFE]", + "reference": "https://github.com/RedmondAI/comfyui-tools", + "files": [ + "https://github.com/RedmondAI/comfyui-tools" + ], + "install_type": "git-clone", + "description": "Custom extensions for ComfyUI used by the Redmond3D VFX team.[w/This node pack has a vulnerability that allows it to create files at arbitrary paths.]" + }, + { + "author": "S4MUEL-404", + "title": "Image Position Blend [REMOVED]", + "id": "ComfyUI-Image-Position-Blend", + "version": "1.1", + "reference": "https://github.com/S4MUEL-404/ComfyUI-Image-Position-Blend", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-Image-Position-Blend" + ], + "install_type": "git-clone", + "description": "A custom node for conveniently adjusting the overlay position of two images." + }, + { + "author": "S4MUEL-404", + "title": "ComfyUI-Text-On-Image [REMOVED]", + "id": "ComfyUI-Text-On-Image", + "reference": "https://github.com/S4MUEL-404/ComfyUI-Text-On-Image", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-Text-On-Image" + ], + "install_type": "git-clone", + "description": "A custom node for ComfyUI that allows users to add text overlays to images with customizable size, font, position, and shadow." + }, + { + "author": "S4MUEL-404", + "title": "ComfyUI-Prompts-Selector [REMOVED]", + "reference": "https://github.com/S4MUEL-404/ComfyUI-Prompts-Selector", + "files": [ + "https://github.com/S4MUEL-404/ComfyUI-Prompts-Selector" + ], + "install_type": "git-clone", + "description": "Quickly select preset prompts and merge them" + }, + { + "author": "juntaosun", + "title": "ComfyUI_open_nodes [REMOVED]", + "reference": "https://github.com/juntaosun/ComfyUI_open_nodes", + "files": [ + "https://github.com/juntaosun/ComfyUI_open_nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI open nodes by juntaosun." + }, + { + "author": "perilli", + "title": "apw_nodes [DEPRECATED]", + "reference": "https://github.com/alessandroperilli/apw_nodes", + "files": [ + "https://github.com/alessandroperilli/apw_nodes" + ], + "install_type": "git-clone", + "description": "A custom node suite to augment the capabilities of the [a/AP Workflows for ComfyUI](https://perilli.com/ai/comfyui/)[w/'APW_Nodes' has been newly added in place of 'apw_nodes'.]" + }, + { + "author": "markuryy", + "title": "ComfyUI Spiritparticle Nodes [REMOVED]", + "reference": "https://github.com/markuryy/comfyui-spiritparticle", + "files": [ + "https://github.com/markuryy/comfyui-spiritparticle" + ], + "install_type": "git-clone", + "description": "A node pack by spiritparticle." + }, + { + "author": "SpaceKendo", + "title": "Text to video for Stable Video Diffusion in ComfyUI [REMOVED]", + "id": "svd-txt2vid", + "reference": "https://github.com/SpaceKendo/ComfyUI-svd_txt2vid", + "files": [ + "https://github.com/SpaceKendo/ComfyUI-svd_txt2vid" + ], + "install_type": "git-clone", + "description": "This is node replaces the init_image conditioning for the [a/Stable Video Diffusion](https://github.com/Stability-AI/generative-models) image to video model with text embeds, together with a conditioning frame. The conditioning frame is a set of latents." + }, + { + "author": "vovler", + "title": "ComfyUI Civitai Helper Extension [REMOVED]", + "reference": "https://github.com/vovler/comfyui-civitaihelper", + "files": [ + "https://github.com/vovler/comfyui-civitaihelper" + ], + "install_type": "git-clone", + "description": "ComfyUI extension for parsing Civitai PNG workflows and automatically downloading missing models" + }, + { + "author": "DriftJohnson", + "title": "DJZ-Nodes [REMOVED]", + "id": "DJZ-Nodes", + "reference": "https://github.com/MushroomFleet/DJZ-Nodes", + "files": [ + "https://github.com/MushroomFleet/DJZ-Nodes" + ], + "install_type": "git-clone", + "description": "AspectSize and other nodes" + }, + { + "author": "DriftJohnson", + "title": "KokoroTTS Node [REMOVED]", + "reference": "https://github.com/MushroomFleet/DJZ-KokoroTTS", + "files": [ + "https://github.com/MushroomFleet/DJZ-KokoroTTS" + ], + "install_type": "git-clone", + "description": "This node provides advanced text-to-speech functionality powered by KokoroTTS. Follow the instructions below to install, configure, and use the node within your portable ComfyUI installation." + }, + { + "author": "MushroomFleet", + "title": "SVG Suite for ComfyUI [REMOVED]", + "reference": "https://github.com/MushroomFleet/svg-suite", + "files": [ + "https://github.com/MushroomFleet/svg-suite" + ], + "install_type": "git-clone", + "description": "SVG Suite is an advanced set of nodes for converting images to SVG in ComfyUI, expanding upon the functionality of ComfyUI-ToSVG." + }, + { + "author": "joeriben", + "title": "AI4ArtsEd Ollama Prompt Node [DEPRECATED]", + "reference": "https://github.com/joeriben/ai4artsed_comfyui", + "files": [ + "https://github.com/joeriben/ai4artsed_comfyui" + ], + "install_type": "git-clone", + "description": "Experimental nodes for ComfyUI. For more, see [a/https://kubi-meta.de/ai4artsed](https://kubi-meta.de/ai4artsed) A custom ComfyUI node for stylistic and cultural transformation of input text using local LLMs served via Ollama. This node allows you to combine a free-form prompt (e.g. translation, poetic recoding, genre shift) with externally supplied text in the ComfyUI graph. The result is processed via an Ollama-hosted model and returned as plain text." + }, + { + "author": "bento234", + "title": "ComfyUI-bento-toolbox [REMOVED]", + "reference": "https://github.com/bento234/ComfyUI-bento-toolbox", + "files": [ + "https://github.com/bento234/ComfyUI-bento-toolbox" + ], + "install_type": "git-clone", + "description": "NODES: Tile Prompt Distributor" + }, + { + "author": "yichengup", + "title": "ComfyUI-VideoBlender [REMOVED]", + "reference": "https://github.com/yichengup/ComfyUI-VideoBlender", + "files": [ + "https://github.com/yichengup/ComfyUI-VideoBlender" + ], + "install_type": "git-clone", + "description": "Video clip mixing" + }, + { + "author": "xl0", + "title": "latent-tools [REMOVED]", + "reference": "https://github.com/xl0/latent-tools", + "files": [ + "https://github.com/xl0/latent-tools" + ], + "install_type": "git-clone", + "description": "Visualize and manipulate the latent space in ComfyUI" + }, + { + "author": "Conor-Collins", + "title": "ComfyUI-CoCoTools [REMOVED]", + "reference": "https://github.com/Conor-Collins/coco_tools", + "files": [ + "https://github.com/Conor-Collins/coco_tools" + ], + "install_type": "git-clone", + "description": "A set of custom nodes for ComfyUI providing advanced image processing, file handling, and utility functions." + }, + { + "author": "theUpsider", + "title": "ComfyUI-Logic [DEPRECATED]", + "id": "comfy-logic", + "reference": "https://github.com/theUpsider/ComfyUI-Logic", + "files": [ + "https://github.com/theUpsider/ComfyUI-Logic" + ], + "install_type": "git-clone", + "description": "An extension to ComfyUI that introduces logic nodes and conditional rendering capabilities." + }, + { + "author": "Malloc-pix", + "title": "comfyui_qwen2.4_vl_node [REMOVED]", + "reference": "https://github.com/Malloc-pix/comfyui_qwen2.4_vl_node", + "files": [ + "https://github.com/Malloc-pix/comfyui_qwen2.4_vl_node" + ], + "install_type": "git-clone", + "description": "NODES: CogVLM2 Captioner, CLIP Dynamic Text Encode(cy)" + }, + { + "author": "inyourdreams-studio", + "title": "ComfyUI-RBLM [REMOVED]", + "reference": "https://github.com/inyourdreams-studio/comfyui-rblm", + "files": [ + "https://github.com/inyourdreams-studio/comfyui-rblm" + ], + "install_type": "git-clone", + "description": "A custom node pack for ComfyUI that provides text manipulation nodes." + }, + { + "author": "dream-computing", + "title": "SyntaxNodes - Image Processing Effects for ComfyUI [REMOVED]", + "reference": "https://github.com/dream-computing/syntax-nodes", + "files": [ + "https://github.com/dream-computing/syntax-nodes" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI designed to apply various image processing effects, stylizations, and analyses." + }, + { + "author": "UD1sto", + "title": "plugin-utils-nodes [DEPRECATED]", + "reference": "https://github.com/its-DeFine/plugin-utils-nodes", + "files": [ + "https://github.com/its-DeFine/plugin-utils-nodes" + ], + "install_type": "git-clone", + "description": "NODES: Compare Images (SimHash), Image Selector, Temporal Consistency, Update Image Reference, Frame Blend." + }, + { + "author": "hanyingcho", + "title": "ComfyUI LLM Promp [REMOVED]", + "reference": "https://github.com/hanyingcho/comfyui-llmprompt", + "files": [ + "https://github.com/hanyingcho/comfyui-llmprompt" + ], + "install_type": "git-clone", + "description": "NODES: Load llm, Generate Text with LLM, Inference Qwen2VL, Inference Qwen2" + }, + { + "author": "WASasquatch", + "title": "WAS Node Suite [DEPRECATED]", + "id": "was", + "reference": "https://github.com/WASasquatch/was-node-suite-comfyui", + "pip": ["numba"], + "files": [ + "https://github.com/WASasquatch/was-node-suite-comfyui" + ], + "install_type": "git-clone", + "description": "A node suite for ComfyUI with many new nodes, such as image processing, text processing, and more." + }, + { + "author": "TOM1063", + "title": "ComfyUI-SamuraiTools [REMOVED]", + "reference": "https://github.com/TOM1063/ComfyUI-SamuraiTools", + "files": [ + "https://github.com/TOM1063/ComfyUI-SamuraiTools" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for switching integer values based on boolean conditions" + }, + { + "author": "whitemoney293", + "title": "ComfyUI-MediaUtilities [REMOVED]", + "reference": "https://github.com/ThanaritKanjanametawatAU/ComfyUI-MediaUtilities", + "files": [ + "https://github.com/ThanaritKanjanametawatAU/ComfyUI-MediaUtilities" + ], + "install_type": "git-clone", + "description": "Custom nodes for loading and previewing media from URLs in ComfyUI." + }, + { + "author": "pureexe", + "title": "DiffusionLight-ComfyUI [REMOVED]", + "reference": "https://github.com/pureexe/DiffusionLight-ComfyUI", + "files": [ + "https://github.com/pureexe/DiffusionLight-ComfyUI" + ], + "install_type": "git-clone", + "description": "DiffusionLight (Turbo) implemented in ComfyUI" + }, + { + "author": "gondar-software", + "title": "comfyui-custom-padding [REMOVED]", + "reference": "https://github.com/gondar-software/comfyui-custom-padding", + "files": [ + "https://github.com/gondar-software/comfyui-custom-padding" + ], + "install_type": "git-clone", + "description": "NODES: Adaptive image padding, Adaptive image unpadding" + }, + { + "author": "Charonartist", + "title": "ComfyUI-EagleExporter [REMOVED]", + "reference": "https://github.com/Charonartist/ComfyUI-EagleExporter", + "files": [ + "https://github.com/Charonartist/ComfyUI-EagleExporter" + ], + "install_type": "git-clone", + "description": "This is an extension that automatically saves video files generated with ComfyUI's 'video combine' extension to the Eagle library." + }, + { + "author": "pomePLaszlo-collablyu", + "title": "comfyui_ejam [REMOVED]", + "reference": "https://github.com/PLaszlo-collab/comfyui_ejam", + "files": [ + "https://github.com/PLaszlo-collab/comfyui_ejam" + ], + "install_type": "git-clone", + "description": "Ejam nodes for comfyui" + }, + { + "author": "jonnydolake", + "title": "ComfyUI-AIR-Nodes [REMOVED]", + "reference": "https://github.com/jonnydolake/ComfyUI-AIR-Nodes", + "files": [ + "https://github.com/jonnydolake/ComfyUI-AIR-Nodes" + ], + "install_type": "git-clone", + "description": "NODES: String List To Prompt Schedule, Force Minimum Batch Size, Target Location (Crop), Target Location (Paste), Image Composite Chained, Match Image Count To Mask Count, Random Character Prompts, Parallax Test, Easy Parallax, Parallax GPU Test" + }, + { + "author": "solution9th", + "title": "Comfyui_mobilesam [REMOVED]", + "reference": "https://github.com/solution9th/Comfyui_mobilesam", + "files": [ + "https://github.com/solution9th/Comfyui_mobilesam" + ], + "install_type": "git-clone", + "description": "NODES: Mobile SAM Model Loader, Mobile SAM Detector, Mobile SAM Predictor" + }, + { + "author": "syaofox", + "title": "ComfyUI_fnodes [REMOVED]", + "reference": "https://github.com/syaofox/ComfyUI_fnodes", + "files": [ + "https://github.com/syaofox/ComfyUI_fnodes" + ], + "install_type": "git-clone", + "description": "ComfyUI_fnodes is a collection of custom nodes designed for ComfyUI. These nodes provide additional functionality that can enhance your ComfyUI workflows.\nFile manipulation tools, Image resizing tools, IPAdapter tools, Image processing tools, Mask tools, Face analysis tools, Sampler tools, Miscellaneous tools" + }, + { + "author": "Hangover3832", + "title": "ComfyUI-Hangover-Moondream [DEPRECATED]", + "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Moondream", + "files": [ + "https://github.com/Hangover3832/ComfyUI-Hangover-Moondream" + ], + "install_type": "git-clone", + "description": "Moondream is a lightweight multimodal large language model.\n[w/WARN:Additional python code will be downloaded from huggingface and executed. You have to trust this creator if you want to use this node!]" + }, + { + "author": "Hangover3832", + "title": "Recognize Anything Model (RAM) for ComfyUI [DEPRECATED]", + "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Recognize_Anything", + "files": [ + "https://github.com/Hangover3832/ComfyUI-Hangover-Recognize_Anything" + ], + "install_type": "git-clone", + "description": "This is an image recognition node for ComfyUI based on the RAM++ model from [a/xinyu1205](https://huggingface.co/xinyu1205).\nThis node outputs a string of tags with all the recognized objects and elements in the image in English or Chinese language.\nFor image tagging and captioning." + }, + { + "author": "Hangover3832", + "title": "ComfyUI-Hangover-Nodes [DEPRECATED]", + "reference": "https://github.com/Hangover3832/ComfyUI-Hangover-Nodes", + "files": [ + "https://github.com/Hangover3832/ComfyUI-Hangover-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes: MS kosmos-2 Interrogator, Save Image w/o Metadata, Image Scale Bounding Box. An implementation of Microsoft [a/kosmos-2](https://huggingface.co/microsoft/kosmos-2-patch14-224) image to text transformer." + }, + { + "author": "SirLatore", + "title": "ComfyUI-IPAdapterWAN [REMOVED]", + "reference": "https://github.com/SirLatore/ComfyUI-IPAdapterWAN", + "files": [ + "https://github.com/SirLatore/ComfyUI-IPAdapterWAN" + ], + "install_type": "git-clone", + "description": "This extension adapts the [a/InstantX IP-Adapter for SD3.5-Large](https://huggingface.co/InstantX/SD3.5-Large-IP-Adapter) to work with Wan 2.1 and other UNet-based video/image models in ComfyUI.\nUnlike the original SD3 version (which depends on joint_blocks from MMDiT), this version performs sampling-time identity conditioning by dynamically injecting into attention layers — making it compatible with models like Wan 2.1, AnimateDiff, and other non-SD3 pipelines." + }, + { + "author": "Jpzz", + "title": "ComfyUI-VirtualInteraction [UNSAFE/REMOVED]", + "reference": "https://github.com/Jpzz/ComfyUI-VirtualInteraction", + "files": [ + "https://github.com/Jpzz/ComfyUI-VirtualInteraction" + ], + "install_type": "git-clone", + "description": "NODES: virtual interaction custom node when using generative movie\n[w/This nodepack contains a node which is reading arbitrary excel file.]" + }, + { + "author": "satche", + "title": "Prompt Factory [REMOVED]", + "reference": "https://github.com/satche/comfyui-prompt-factory", + "files": [ + "https://github.com/satche/comfyui-prompt-factory" + ], + "install_type": "git-clone", + "description": "A modular system that adds randomness to prompt generation" + }, + { + "author": "MITCAP", + "title": "ComfyUI OpenAI DALL-E 3 Node [REMOVED]", + "reference": "https://github.com/MITCAP/OpenAI-ComfyUI", + "files": [ + "https://github.com/MITCAP/OpenAI-ComfyUI" + ], + "install_type": "git-clone", + "description": "This project provides custom nodes for ComfyUI that integrate with OpenAI's DALL-E 3 and GPT-4o models. The nodes allow users to generate images and describe images using OpenAI's API.\nNOTE: The files in the repo are not organized." + }, + { + "author": "raspie10032", + "title": "ComfyUI NAI Prompt Converter [REMOVED]", + "reference": "https://github.com/raspie10032/ComfyUI_RS_NAI_Local_Prompt_converter", + "files": [ + "https://github.com/raspie10032/ComfyUI_RS_NAI_Local_Prompt_converter" + ], + "install_type": "git-clone", + "description": "A custom node extension for ComfyUI that enables conversion between different prompt formats: NovelAI V4, ComfyUI, and old NovelAI." + }, + { + "author": "holchan", + "title": "ComfyUI-ModelDownloader [REMOVED]", + "reference": "https://github.com/holchan/ComfyUI-ModelDownloader", + "files": [ + "https://github.com/holchan/ComfyUI-ModelDownloader" + ], + "install_type": "git-clone", + "description": "A ComfyUI node to download models(Checkpoints and LoRA) from external links and act as an output standalone node." + }, + { + "author": "Kur0butiMegane", + "title": "Comfyui-StringUtils [DEPRECATED]", + "reference": "https://github.com/Kur0butiMegane/Comfyui-StringUtils", + "files": [ + "https://github.com/Kur0butiMegane/Comfyui-StringUtils" + ], + "install_type": "git-clone", + "description": "NODES: Prompt Normalizer, String Splitter, String Line Selector, Extract Markup Value" + }, + { + "author": "Apache0ne", + "title": "ComfyUI-LantentCompose [REMOVED]", + "reference": "https://github.com/Apache0ne/ComfyUI-LantentCompose", + "files": [ + "https://github.com/Apache0ne/ComfyUI-LantentCompose" + ], + "install_type": "git-clone", + "description": "Interpolate sdxl latents using slerp with and without a mask. use with unsample nodes for best effect.\nNOTE: The files in the repo are not organized." + }, + { + "author": "jax-explorer", + "title": "ComfyUI-H-flow [REMOVED]", + "reference": "https://github.com/jax-explorer/ComfyUI-H-flow", + "files": [ + "https://github.com/jax-explorer/ComfyUI-H-flow" + ], + "install_type": "git-clone", + "description": "NODES: Wan2-1 Image To Video, LLM Task, Save Image, Save Video, Show Text, FluxPro Ultra, IdeogramV2 Turbo, Runway Image To Video, Kling Image To Video, Replace Text, Join Text, Test Image, Test Text" + }, + { + "author": "Apache0ne", + "title": "SambaNova [REMOVED]", + "id": "SambaNovaAPI", + "reference": "https://github.com/Apache0ne/SambaNova", + "files": [ + "https://github.com/Apache0ne/SambaNova" + ], + "install_type": "git-clone", + "description": "Super Fast LLM's llama3.1-405B,70B,8B and more" + }, + { + "author": "Apache0ne", + "title": "ComfyUI-EasyUrlLoader [REMOVED]", + "id": "easy-url-loader", + "reference": "https://github.com/Apache0ne/ComfyUI-EasyUrlLoader", + "files": [ + "https://github.com/Apache0ne/ComfyUI-EasyUrlLoader" + ], + "install_type": "git-clone", + "description": "A simple YT downloader node for ComfyUI using video Urls. Can be used with VHS nodes etc." + }, + { + "author": "nxt5656", + "title": "ComfyUI-Image2OSS [REMOVED]", + "reference": "https://github.com/nxt5656/ComfyUI-Image2OSS", + "files": [ + "https://github.com/nxt5656/ComfyUI-Image2OSS" + ], + "install_type": "git-clone", + "description": "Upload the image to Alibaba Cloud OSS." + }, + { + "author": "ainewsto", + "title": "Comfyui_Comfly", + "reference": "https://github.com/ainewsto/Comfyui_Comfly", + "files": [ + "https://github.com/ainewsto/Comfyui_Comfly" + ], + "install_type": "git-clone", + "description": "NODES: Comfly_Mj, Comfly_mjstyle, Comfly_upload, Comfly_Mju, Comfly_Mjv, Comfly_kling_videoPreview\nNOTE: Comfyui_Comfly_v2 is introduced." + }, + { + "author": "shinich39", + "title": "comfyui-to-inpaint", + "reference": "https://github.com/shinich39/comfyui-to-inpaint", + "files": [ + "https://github.com/shinich39/comfyui-to-inpaint" + ], + "install_type": "git-clone", + "description": "Send preview image to inpaint workflow." + }, + { + "author": "magic-quill", + "title": "ComfyUI_MagicQuill [NOT MAINTAINED]", + "id": "MagicQuill", + "reference": "https://github.com/magic-quill/ComfyUI_MagicQuill", + "files": [ + "https://github.com/magic-quill/ComfyUI_MagicQuill" + ], + "install_type": "git-clone", + "description": "Towards GPT-4 like large language and visual assistant.\nNOTE: The current version has not been maintained for a long time and does not work. Please use https://github.com/brantje/ComfyUI_MagicQuill instead." + }, + { + "author": "shinich39", + "title": "comfyui-event-handler [USAFE/REMOVED]", + "reference": "https://github.com/shinich39/comfyui-event-handler", + "files": [ + "https://github.com/shinich39/comfyui-event-handler" + ], + "install_type": "git-clone", + "description": "Javascript code will run when an event fires. [w/This node allows you to execute arbitrary JavaScript code as input for the workflow.]" + }, + { + "author": "Moooonet", + "title": "ComfyUI-ArteMoon [REMOVED]", + "reference": "https://github.com/Moooonet/ComfyUI-ArteMoon", + "files": [ + "https://github.com/Moooonet/ComfyUI-ArteMoon" + ], + "install_type": "git-clone", + "description": "This plugin works with [a/IF_AI_Tools](https://github.com/if-ai/ComfyUI-IF_AI_tools) to build a workflow in ComfyUI that uses AI to assist in generating prompts." + }, + { + "author": "ryanontheinside", + "title": "ComfyUI-MediaPipe-Vision [REMOVED]", + "reference": "https://github.com/ryanontheinside/ComfyUI-MediaPipe-Vision", + "files": [ + "https://github.com/ryanontheinside/ComfyUI-MediaPipe-Vision" + ], + "install_type": "git-clone", + "description": "A centralized wrapper of all MediaPipe vision tasks for ComfyUI." + }, + { + "author": "shinich39", + "title": "comfyui-textarea-command [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-textarea-command", + "files": [ + "https://github.com/shinich39/comfyui-textarea-command" + ], + "install_type": "git-clone", + "description": "Add command and comment in textarea. (e.g. // Disabled line)" + }, + { + "author": "shinich39", + "title": "comfyui-parse-image [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-parse-image", + "files": [ + "https://github.com/shinich39/comfyui-parse-image" + ], + "install_type": "git-clone", + "description": "Extract metadata from image." + }, + { + "author": "shinich39", + "title": "comfyui-put-image [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-put-image", + "files": [ + "https://github.com/shinich39/comfyui-put-image" + ], + "install_type": "git-clone", + "description": "Load image from directory." + }, + { + "author": "fredconex", + "title": "TripoSG Nodes for ComfyUI [REMOVED]", + "reference": "https://github.com/fredconex/ComfyUI-TripoSG", + "files": [ + "https://github.com/fredconex/ComfyUI-TripoSG" + ], + "install_type": "git-clone", + "description": "Created by Alfredo Fernandes inspired by Hunyuan3D nodes by Kijai. This extension adds TripoSG 3D mesh generation capabilities to ComfyUI, allowing you to generate 3D meshes from a single image using the TripoSG model." + }, + { + "author": "fredconex", + "title": "ComfyUI-PaintTurbo [REMOVED]", + "reference": "https://github.com/fredconex/ComfyUI-PaintTurbo", + "files": [ + "https://github.com/fredconex/ComfyUI-PaintTurbo" + ], + "install_type": "git-clone", + "description": "NODES: Hunyuan3D Texture Mesh" + }, + { + "author": "zhuanqianfish", + "title": "TaesdDecoder [REMOVED]", + "reference": "https://github.com/zhuanqianfish/TaesdDecoder", + "files": [ + "https://github.com/zhuanqianfish/TaesdDecoder" + ], + "install_type": "git-clone", + "description": "use TAESD decoded image.you need donwload taesd_decoder.pth and taesdxl_decoder.pth to vae_approx folder first.\n It will result in a slight loss of image quality and a significant decrease in peak video memory during decoding." + }, + { + "author": "myAiLemon", + "title": "MagicAutomaticPicture [REMOVED]", + "reference": "https://github.com/myAiLemon/MagicAutomaticPicture", + "files": [ + "https://github.com/myAiLemon/MagicAutomaticPicture" + ], + "install_type": "git-clone", + "description": "A comfyui node package that can generate pictures and automatically save positive prompts and eliminate unwanted prompts" + }, + { + "author": "thisiseddy-ab", + "title": "ComfyUI-Edins-Ultimate-Pack [REMOVED]", + "reference": "https://github.com/thisiseddy-ab/ComfyUI-Edins-Ultimate-Pack", + "files": [ + "https://github.com/thisiseddy-ab/ComfyUI-Edins-Ultimate-Pack" + ], + "install_type": "git-clone", + "description": "Well i needet a Tiled Ksampler that still works for Comfy UI there were none so i made one, in this Package i will put all Nodes i will develop for Comfy Ui still in beta alot will change.." + }, + { + "author": "Davros666", + "title": "safetriggers [REMOVED]", + "reference": "https://github.com/Davros666/safetriggers", + "files": [ + "https://github.com/Davros666/safetriggers" + ], + "install_type": "git-clone", + "description": "ComfyUI Nodes for READING TRIGGERS, TRIGGER-WORDS, TRIGGER-PHRASES FROM LoRAs" + }, + { + "author": "cubiq", + "title": "Simple Math [REMOVED]", + "id": "simplemath", + "reference": "https://github.com/cubiq/ComfyUI_SimpleMath", + "files": [ + "https://github.com/cubiq/ComfyUI_SimpleMath" + ], + "install_type": "git-clone", + "description": "custom node for ComfyUI to perform simple math operations" + }, + { + "author": "lucafoscili", + "title": "LF Nodes [DEPRECATED]", + "reference": "https://github.com/lucafoscili/comfyui-lf", + "files": [ + "https://github.com/lucafoscili/comfyui-lf" + ], + "install_type": "git-clone", + "description": "Custom nodes with a touch of extra UX, including: history for primitives, JSON manipulation, logic switches with visual feedback, LLM chat... and more!" + }, + { + "author": "AI2lab", + "title": "comfyUI-tool-2lab [REMOVED]", + "id": "tool-2lab", + "reference": "https://github.com/AI2lab/comfyUI-tool-2lab", + "files": [ + "https://github.com/AI2lab/comfyUI-tool-2lab" + ], + "install_type": "git-clone", + "description": "tool set for developing workflow and publish to web api server" + }, + { + "author": "AI2lab", + "title": "comfyUI-DeepSeek-2lab [REMOVED]", + "id": "deepseek", + "reference": "https://github.com/AI2lab/comfyUI-DeepSeek-2lab", + "files": [ + "https://github.com/AI2lab/comfyUI-DeepSeek-2lab" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of DeepSeek for ComfyUI" + }, + { + "author": "AI2lab", + "title": "comfyUI-kling-api-2lab [REMOVED]", + "reference": "https://github.com/AI2lab/comfyUI-kling-api-2lab", + "files": [ + "https://github.com/AI2lab/comfyUI-kling-api-2lab" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of KLing for ComfyUI" + }, + { + "author": "ZhiHui6", + "title": "comfyui_zhihui_nodes [REMOVED]", + "reference": "https://github.com/ZhiHui6/comfyui_zhihui_nodes", + "files": [ + "https://github.com/ZhiHui6/comfyui_zhihui_nodes" + ], + "install_type": "git-clone", + "description": "NODES: Prompt Preset, Video Batch Loader, Video Combiner" + }, + { + "author": "ImagineerNL", + "title": "comfyui_potrace_svg [REMOVED]", + "reference": "https://github.com/ImagineerNL/comfyui_potrace_svg", + "files": [ + "https://github.com/ImagineerNL/comfyui_potrace_svg" + ], + "install_type": "git-clone", + "description": "This project converts raster images into SVG format using the Potrace library." + }, + { + "author": "kayselmecnun", + "title": "ComfyUI-Qwen-25-VL [REMOVED]", + "reference": "https://github.com/kayselmecnun/ComfyUI-Qwen-25-VL", + "files": [ + "https://github.com/kayselmecnun/ComfyUI-Qwen-25-VL" + ], + "install_type": "git-clone", + "description": "A custom Comfy UI node for using Qwen2.5-VL-3B/7B-Instruct models" + }, + { + "author": "IfnotFr", + "title": "⚡ ComfyUI Connect [REMOVED]", + "reference": "https://github.com/IfnotFr/ComfyUI-Connect", + "files": [ + "https://github.com/IfnotFr/ComfyUI-Connect" + ], + "install_type": "git-clone", + "description": "Transform your ComfyUI into a powerful API, exposing all your saved workflows as ready-to-use HTTP endpoints." + }, + { + "author": "ginlov", + "title": "segment_to_mask_comfyui [REMOVED]", + "reference": "https://github.com/ginlov/segment_to_mask_comfyui", + "files": [ + "https://github.com/ginlov/segment_to_mask_comfyui" + ], + "install_type": "git-clone", + "description": "Nodes:SegToMask" + }, + { + "author": "TGu-97", + "title": "TGu Utilities [REMOVED]", + "id": "tgu", + "reference": "https://github.com/TGu-97/ComfyUI-TGu-utils", + "files": [ + "https://github.com/TGu-97/ComfyUI-TGu-utils" + ], + "install_type": "git-clone", + "description": "Nodes: MPN Switch, MPN Reroute, PN Switch. This is a set of custom nodes for ComfyUI. Mainly focus on control switches." + }, + { + "author": "IfnotFr", + "title": "ComfyUI-Connect [REMOVED]", + "reference": "https://github.com/IfnotFr/ComfyUI-Connect", + "files": [ + "https://github.com/IfnotFr/ComfyUI-Connect" + ], + "install_type": "git-clone", + "description": "Transform your ComfyUI into a powerful API, exposing all your saved workflows as ready-to-use HTTP endpoints." + }, + { + "author": "KurtHokke", + "title": "ComfyUI_KurtHokke-Nodes [REMOVED]", + "reference": "https://github.com/KurtHokke/ComfyUI_KurtHokke-Nodes", + "files": [ + "https://github.com/KurtHokke/ComfyUI_KurtHokke-Nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI_KurtHokke-Nodes" + }, + { + "author": "SpatialDeploy", + "title": "ComfyUI-Voxels [REMOVED]", + "reference": "https://github.com/SpatialDeploy/ComfyUI-Voxels", + "files": [ + "https://github.com/SpatialDeploy/ComfyUI-Voxels" + ], + "install_type": "git-clone", + "description": "Tools for creating voxel based videos" + }, + { + "author": "shinich39", + "title": "comfyui-group-selection [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-group-selection", + "files": [ + "https://github.com/shinich39/comfyui-group-selection" + ], + "install_type": "git-clone", + "description": "Create a new group of nodes." + }, + { + "author": "shinich39", + "title": "connect-from-afar [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-connect-from-afar", + "files": [ + "https://github.com/shinich39/comfyui-connect-from-afar" + ], + "install_type": "git-clone", + "description": "Connect a new link from out of screen." + }, + { + "author": "shinich39", + "title": "comfyui-local-db [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-local-db", + "files": [ + "https://github.com/shinich39/comfyui-local-db" + ], + "install_type": "git-clone", + "description": "Store text to Key-Values pair json." + }, + { + "author": "shinich39", + "title": "comfyui-model-db [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-model-db", + "files": [ + "https://github.com/shinich39/comfyui-model-db" + ], + "install_type": "git-clone", + "description": "Store settings by model." + }, + { + "author": "shinich39", + "title": "comfyui-target-search [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-target-search", + "files": [ + "https://github.com/shinich39/comfyui-target-search" + ], + "install_type": "git-clone", + "description": "Move canvas to target on dragging connection." + }, + { + "author": "chrisgoringe", + "title": "Image chooser [DEPRECATED]", + "id": "image-chooser", + "reference": "https://github.com/chrisgoringe/cg-image-picker", + "files": [ + "https://github.com/chrisgoringe/cg-image-picker" + ], + "install_type": "git-clone", + "description": "A custom node that pauses the flow while you choose which image (or latent) to pass on to the rest of the workflow." + }, + { + "author": "weilin9999", + "title": "WeiLin-ComfyUI-prompt-all-in-one [DEPRECATED]", + "id": "prompt-all-in-one", + "reference": "https://github.com/weilin9999/WeiLin-ComfyUI-prompt-all-in-one", + "files": [ + "https://github.com/weilin9999/WeiLin-ComfyUI-prompt-all-in-one" + ], + "install_type": "git-clone", + "description": "Write prompt words like WebUI" + }, + { + "author": "svetozarov", + "title": "AS_GeminiCaptioning Node [REMOVED]", + "reference": "https://github.com/svetozarov/AS_GeminiCaptioning", + "files": [ + "https://github.com/svetozarov/AS_GeminiCaptioning" + ], + "install_type": "git-clone", + "description": "A ComfyUI node that combines an image with simple text parameters to create a prompt, sends it to the Google Gemini API via the google-generativeai SDK, and returns the generated text response along with the original prompt and an execution log" + }, + { + "author": "shinich39", + "title": "comfyui-load-image-in-seq [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-load-image-in-seq", + "files": [ + "https://github.com/shinich39/comfyui-load-image-in-seq" + ], + "install_type": "git-clone", + "description": "This node is load png image sequentially with metadata. Only supported for PNG format that has been created by ComfyUI.[w/renamed from comfyui-load-image-39. You need to remove previous one and reinstall to this.]" + }, + { + "author": "shinich39", + "title": "comfyui-model-metadata [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-model-metadata", + "files": [ + "https://github.com/shinich39/comfyui-model-metadata" + ], + "install_type": "git-clone", + "description": "Print model metadata on note node" + }, + { + "author": "shinich39", + "title": "comfyui-view-recommendations [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-view-recommendations", + "files": [ + "https://github.com/shinich39/comfyui-view-recommendations" + ], + "install_type": "git-clone", + "description": "Load model generation data from civitai." + }, + { + "author": "jonstreeter", + "title": "Comfyui-PySceneDetect [REMOVED]", + "reference": "https://github.com/jonstreeter/Comfyui-PySceneDetect", + "files": [ + "https://github.com/jonstreeter/Comfyui-PySceneDetect" + ], + "install_type": "git-clone", + "description": "NODES: PySceneDetect Video Processor" + }, + { + "author": "muxueChen", + "title": "ComfyUI-NTQwen25-VL [REMOVED]", + "reference": "https://github.com/muxueChen/ComfyUI-NTQwen25-VL", + "files": [ + "https://github.com/muxueChen/ComfyUI-NTQwen25-VL" + ], + "install_type": "git-clone", + "description": "Qwen25-VL is a plugin for ComfyU" + }, + { + "author": "Makki_Shizu", + "title": "ComfyUI-SaveAnimatedGIF [DEPRECATED]", + "id": "SaveAnimatedGIF", + "reference": "https://github.com/MakkiShizu/ComfyUI-SaveAnimatedGIF", + "files": [ + "https://github.com/MakkiShizu/ComfyUI-SaveAnimatedGIF" + ], + "install_type": "git-clone", + "description": "Save animated GIF format nodes in ComfyUI" + }, + { + "author": "l1yongch1", + "title": "ComfyUI_PhiCaption [REMOVED]", + "reference": "https://github.com/l1yongch1/ComfyUI_PhiCaption", + "files": [ + "https://github.com/l1yongch1/ComfyUI_PhiCaption" + ], + "install_type": "git-clone", + "description": "In addition to achieving conventional single-image, single-round reverse engineering, it can also achieve single-image multi-round and multi-image single-round reverse engineering. Moreover, the Phi model has a better understanding of prompts." + }, + { + "author": "nova-florealis", + "title": "comfyui-alien [REMOVED]", + "reference": "https://github.com/nova-florealis/comfyui-alien", + "files": [ + "https://github.com/nova-florealis/comfyui-alien" + ], + "install_type": "git-clone", + "description": "NODES: Text to Text (LLM), Text Output, Convert to Markdown, List Display (Debug)" + }, + { + "author": "PluMaZero", + "title": "ComfyUI-SpaceFlower [REMOVED]", + "reference": "https://github.com/PluMaZero/ComfyUI-SpaceFlower", + "files": [ + "https://github.com/PluMaZero/ComfyUI-SpaceFlower" + ], + "install_type": "git-clone", + "description": "Nodes: SpaceFlower_Prompt, SpaceFlower_HangulPrompt, ..." + }, + { + "author": "vahidzxc", + "title": "ComfyUI-My-Handy-Nodes [REMOVED]", + "reference": "https://github.com/vahidzxc/ComfyUI-My-Handy-Nodes", + "files": [ + "https://github.com/vahidzxc/ComfyUI-My-Handy-Nodes" + ], + "install_type": "git-clone", + "description": "NODES:VahCropImage" + }, + { + "author": "Samulebotin", + "title": "ComfyUI-FreeVC_wrapper [REMOVED]", + "reference": "https://github.com/Samulebotin/ComfyUI-FreeVC_wrapper", + "files": [ + "https://github.com/Samulebotin/ComfyUI-FreeVC_wrapper" + ], + "install_type": "git-clone", + "description": "A voice conversion extension node for ComfyUI based on FreeVC, enabling high-quality voice conversion capabilities within the ComfyUI framework." + }, + { + "author": "GoingAI1998", + "title": "ComfyUI Web Canvas Node [REMOVED]", + "reference": "https://github.com/GoingAI1998/Comfyui_imgcanvas", + "files": [ + "https://github.com/GoingAI1998/Comfyui_imgcanvas" + ], + "install_type": "git-clone", + "description": "ComfyUI_imgcanvas At present, I have not used the useful comfyui custom node about layer mixing, and I have written a comfyui runtime automatic pop-up window for layer editing node" + }, + { + "author": "807502278", + "title": "ComfyUI_TensorRT_Merge [REMOVED]", + "reference": "https://github.com/807502278/ComfyUI_TensorRT_Merge", + "files": [ + "https://github.com/807502278/ComfyUI_TensorRT_Merge" + ], + "install_type": "git-clone", + "description": "Non diffusion models supported by TensorRT, merged Comfyui plugin, added onnx automatic download and trt model conversion nodes." + }, + { + "author": "logtd", + "title": "ComfyUI-LTXTricks [DEPRECATED]", + "reference": "https://github.com/logtd/ComfyUI-LTXTricks", + "files": [ + "https://github.com/logtd/ComfyUI-LTXTricks" + ], + "install_type": "git-clone", + "description": "A set of nodes that provide additional controls for the LTX Video model" + }, + { + "author": "JichaoLiang", + "title": "Immortal_comfyUI [REMOVED]", + "reference": "https://github.com/JichaoLiang/Immortal_comfyUI", + "files": [ + "https://github.com/JichaoLiang/Immortal_comfyUI" + ], + "install_type": "git-clone", + "description": "NODES:ImNewNode, ImAppendNode, MergeNode, SetProperties, SaveToDirectory, batchNodes, redirectToNode, SetEvent, ..." + }, + { + "author": "Rvage0815", + "title": "ComfyUI-RvTools [REMOVED]", + "reference": "https://github.com/Rvage0815/ComfyUI-RvTools", + "files": [ + "https://github.com/Rvage0815/ComfyUI-RvTools" + ], + "install_type": "git-clone", + "description": "this node contains a lot of small little helpers like switches, passers and selectors that i use a lot to build my workflows." + }, + { + "author": "Rvage0815", + "title": "RvTComfyUI-RvTools_v2 [REMOVED]", + "reference": "https://github.com/Rvage0815/ComfyUI-RvTools_v2", + "files": [ + "https://github.com/Rvage0815/ComfyUI-RvTools_v2" + ], + "install_type": "git-clone", + "description": "this node contains a lot of small little helpers like switches, passers and selectors that i use a lot to build my workflows." + }, + { + "author": "scottmudge", + "title": "ComfyUI_BiscuitNodes [REMOVED]", + "reference": "https://github.com/scottmudge/ComfyUI_BiscuitNodes", + "files": [ + "https://github.com/scottmudge/ComfyUI_BiscuitNodes" + ], + "install_type": "git-clone", + "description": "Load Image From Path Using File Selector" + }, + { + "author": "thanhduong0213929", + "title": "ComfyUI-DeepUnlock [REMOVED]", + "reference": "https://github.com/thanhduong0213929/ComfyUI-DeepUnlock", + "files": [ + "https://github.com/thanhduong0213929/ComfyUI-DeepUnlock" + ], + "install_type": "git-clone", + "description": "DeepFuze is a state-of-the-art deep learning tool that seamlessly integrates with ComfyUI to revolutionize facial transformations, lipsyncing, video generation, voice cloning, face swapping, and lipsync translation. Leveraging advanced algorithms, DeepFuze enables users to combine audio and video with unparalleled realism, ensuring perfectly synchronized facial movements. This innovative solution is ideal for content creators, animators, developers, and anyone seeking to elevate their video editing projects with sophisticated AI-driven features." + }, + { + "author": "pathway8-sudo", + "title": "RMBG [REMOVED]", + "reference": "https://github.com/pathway8-sudo/RMBG", + "files": [ + "https://github.com/pathway8-sudo/RMBG" + ], + "install_type": "git-clone", + "description": "This repository provides a custom node for ComfyUI, leveraging the BriaRMBG model to remove backgrounds from images and output a transparent PNG." + }, + { + "author": "iris-Neko", + "title": "ComfyUI_ascii_art [REMOVED]", + "reference": "https://github.com/iris-Neko/ComfyUI_ascii_art", + "files": [ + "https://github.com/iris-Neko/ComfyUI_ascii_art" + ], + "install_type": "git-clone", + "description": "ComfyUI node for [a/ASCII art controlnet](https://civitai.com/models/986392)" + }, + { + "author": "apesplat", + "title": "ezXY scripts and nodes [NOT MAINTAINED]", + "id": "ezxy", + "reference": "https://github.com/GMapeSplat/ComfyUI_ezXY", + "files": [ + "https://github.com/GMapeSplat/ComfyUI_ezXY" + ], + "install_type": "git-clone", + "description": "Extensions/Patches: Enables linking float and integer inputs and ouputs. Values are automatically cast to the correct type and clamped to the correct range. Works with both builtin and custom nodes.[w/NOTE: This repo patches ComfyUI's validate_inputs and map_node_over_list functions while running. May break depending on your version of ComfyUI. Can be deactivated in config.yaml.]Nodes: A collection of nodes for facilitating the generation of XY plots. Capable of plotting changes over most primitive values.[w/Does not work with current version of Comfyui]" + }, + { + "author": "mie", + "title": "ComfyUI_JanusProCaption [REMOVED]", + "reference": "https://github.com/MieMieeeee/ComfyUI-JanusProCaption", + "files": [ + "https://github.com/MieMieeeee/ComfyUI-JanusProCaption" + ], + "install_type": "git-clone", + "description": "Describe image or create caption files using Janus Pro Model" + }, + { + "author": "Njbx", + "title": "ComfyUI-blockswap [REMOVED]", + "reference": "https://github.com/Njbx/ComfyUI-blockswap", + "files": [ + "https://github.com/Njbx/ComfyUI-blockswap" + ], + "install_type": "git-clone", + "description": "NODES: Block Swap" + }, + { + "author": "T8star1984", + "title": "comfyui-purgevram [REMOVED]", + "reference": "https://github.com/T8star1984/comfyui-purgevram", + "files": [ + "https://github.com/T8star1984/comfyui-purgevram" + ], + "install_type": "git-clone", + "description": "NODES:PurgeVRAM.\nCan be added after any node to clean up vram and memory" + }, + { + "author": "zmwv823", + "title": "ComfyUI-VideoDiffusion [REMOVED]", + "reference": "https://github.com/zmwv823/ComfyUI-VideoDiffusion", + "files": [ + "https://github.com/zmwv823/ComfyUI-VideoDiffusion" + ], + "install_type": "git-clone", + "description": "[a/LatentSync](https://github.com/bytedance/LatentSync) and [a/Sonic](https://github.com/jixiaozhong/Sonic). [w/Just for study purpose. It's not for directly use, u should know how to fix issues.]" + }, + { + "author": "NyaamZ", + "title": "Get Booru Tag ExtendeD [REMOVED]", + "reference": "https://github.com/NyaamZ/ComfyUI-GetBooruTag-ED", + "files": [ + "https://github.com/NyaamZ/ComfyUI-GetBooruTag-ED" + ], + "description": "Get tag from Booru site.", + "install_type": "git-clone" + }, + { + "author": "lingha", + "title": "comfyui_kj [REMOVED]", + "id": "comfyui_kj", + "reference": "https://github.com/XieChengYuan/comfyui_kj", + "files": [ + "https://github.com/XieChengYuan/comfyui_kj" + ], + "install_type": "git-clone", + "description": "comfyui_kj, A tool that can package workflows into projects and publish them to a WeChat Mini Program named Kaji, allowing charges to be collected from users." + }, + { + "author": "myAiLemon", + "title": "MagicGetPromptAutomatically [REMOVED]", + "reference": "https://github.com/myAiLemon/MagicGetPromptAutomatically", + "files": [ + "https://github.com/myAiLemon/MagicGetPromptAutomatically" + ], + "install_type": "git-clone", + "description": "A plug-in that can automatically generate pictures and save txt files in comfyui" + }, + { + "author": "ryanontheinside", + "title": "ComfyUI_ScavengerHunt [REMOVED]", + "reference": "https://github.com/ryanontheinside/ComfyUI_ScavengerHunt", + "files": [ + "https://github.com/ryanontheinside/ComfyUI_ScavengerHunt" + ], + "install_type": "git-clone", + "description": "NODES: Compare Image Similarity (ResNet), Compare Image Similarity (CLIP), Compare Image Types\nNOTE: The files in the repo are not organized." + }, + { + "author": "vpakarinen", + "title": "ComfyUI-GenerationTimer [REMOVED]", + "reference": "https://github.com/vpakarinen/ComfyUI-GenerationTimer", + "files": [ + "https://github.com/vpakarinen/ComfyUI-GenerationTimer" + ], + "install_type": "git-clone", + "description": "NODES: Generation Timer, Image Timer, Timer Display" + }, + { + "author": "RedRayz", + "title": "ComfyUI-Danbooru-To-WD [REMOVED]", + "id": "danbooru2wd", + "reference": "https://github.com/RedRayz/ComfyUI-Danbooru-To-WD", + "files": [ + "https://github.com/RedRayz/ComfyUI-Danbooru-To-WD" + ], + "install_type": "git-clone", + "description": "Converts booru tags to a format suitable for Waifu Diffusion(or Danbooru based models)." + }, + { + "author": "alexgenovese", + "title": "comfyui_CfgPlusPlus [REMOVED]", + "id": "cfgpp", + "reference": "https://gitea.com/NotEvilGirl/cfgpp", + "files": [ + "https://gitea.com/NotEvilGirl/cfgpp" + ], + "install_type": "git-clone", + "description": "CFG++ implemented according to [a/https://cfgpp-diffusion.github.io](https://cfgpp-diffusion.github.io). Basically modified DDIM sampler that makes sampling work at low CFG values (0 ~ 2). Read the CFG++ paper for more details" + }, + { + "author": "hosterosi", + "title": "ComfyUI OpenAI Node", + "reference": "https://github.com/hosterosi/ComfyUI_OpenAI [REMOVED]", + "files": [ + "https://github.com/hosterosi/ComfyUI_OpenAI" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI allows users to input multiline text and select a specific line by its number. The node processes the input and returns the selected line along with its index." + }, + { + "author": "Gourieff", + "title": "ReActor Node for ComfyUI [DISABLED]", + "id": "reactor", + "reference": "https://github.com/Gourieff/comfyui-reactor-node", + "files": [ + "https://github.com/Gourieff/comfyui-reactor-node" + ], + "install_type": "git-clone", + "description": "The Fast and Simple 'roop-like' Face Swap Extension Node for ComfyUI, based on ReActor (ex Roop-GE) SD-WebUI Face Swap Extension" + }, + { + "author": "prismwastaken", + "title": "prism-tools [REMOVED]", + "reference": "https://github.com/prismwastaken/prism-comfyui-tools", + "files": [ + "https://github.com/prismwastaken/prism-comfyui-tools" + ], + "install_type": "git-clone", + "description": "prism-tools" + }, + { + "author": "42lux", + "title": "ComfyUI-safety-checker [DEPRECATED]", + "reference": "https://github.com/42lux/ComfyUI-safety-checker", + "files": [ + "https://github.com/42lux/ComfyUI-safety-checker" + ], + "install_type": "git-clone", + "description": "A NSFW/Safety Checker Node for ComfyUI." + }, + { + "author": "riverolls", + "title": "ComfyUI-FJDH", + "reference": "https://github.com/riverolls/ComfyUI-FJDH [REMOVED]", + "files": [ + "https://github.com/riverolls/ComfyUI-FJDH" + ], + "install_type": "git-clone", + "description": "bbox tools, image tools, mask generators, point tools" + }, + { + "author": "jetchopper", + "title": "ComfyUI-GeneraNodes", + "id": "genera", + "reference": "https://github.com/evolox/ComfyUI-GeneraNodes [REMOVED]", + "files": [ + "https://github.com/evolox/ComfyUI-GeneraNodes" + ], + "install_type": "git-clone", + "description": "Genera custom nodes and extensions" + }, + { + "author": "Pos13", + "title": "Cyclist [DEPRECATED]", + "id": "cyclist", + "reference": "https://github.com/Pos13/comfyui-cyclist", + "files": [ + "https://github.com/Pos13/comfyui-cyclist" + ], + "install_type": "git-clone", + "description": "This extension provides tools to iterate generation results between runs. In general, it's for cycles." + }, + { + "author": "leiweiqiang", + "title": "ComfyUI-TRA", + "id": "tra", + "reference": "https://github.com/leiweiqiang/ComfyUI-TRA", + "files": [ + "https://github.com/leiweiqiang/ComfyUI-TRA" + ], + "install_type": "git-clone", + "description": "Nodes:TCL EbSynth, TCL Extract Frames (From File), TCL Extract Frames (From Video), TCL Combine Frames, TCL Save Video (From Frames)" + }, + { + "author": "ai-business-hql", + "title": "comfyUIAgent [REMOVED]", + "reference": "https://github.com/ai-business-hql/comfyUIAgent", + "files": [ + "https://github.com/ai-business-hql/comfyUIAgent" + ], + "install_type": "git-clone", + "description": "test" + }, + { + "author": "daqingliu", + "title": "ComfyUI-SaveImageOSS [REMOVED]", + "reference": "https://github.com/daqingliu/ComfyUI-SaveImageOSS", + "files": [ + "https://github.com/daqingliu/ComfyUI-SaveImageOSS" + ], + "install_type": "git-clone", + "description": "Save images directly to URL, e.g., OSS. Just input the url in the text box!" + }, + { + "author": "shinich39", + "title": "comfyui-textarea-keybindings [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-textarea-keybindings", + "files": [ + "https://github.com/shinich39/comfyui-textarea-keybindings" + ], + "install_type": "git-clone", + "description": "Add keybindings to textarea." + }, + { + "author": "shinich39", + "title": "comfyui-load-image-with-cmd [REMOVED]", + "reference": "https://github.com/shinich39/comfyui-load-image-with-cmd", + "files": [ + "https://github.com/shinich39/comfyui-load-image-with-cmd" + ], + "install_type": "git-clone", + "description": "Load image and partially workflow with javascript." + }, + { + "author": "neuratech-ai", + "title": "ComfyUI-MultiGPU [NOT MAINTAINED]", + "reference": "https://github.com/neuratech-ai/ComfyUI-MultiGPU", + "files": [ + "https://github.com/neuratech-ai/ComfyUI-MultiGPU" + ], + "install_type": "git-clone", + "description": "Experimental nodes for using multiple GPUs in a single ComfyUI workflow.\nThis extension adds new nodes for model loading that allow you to specify the GPU to use for each model. It monkey patches the memory management of ComfyUI in a hacky way and is neither a comprehensive solution nor a well-tested one. Use at your own risk.\nNote that this does not add parallelism. The workflow steps are still executed sequentially just on different GPUs. Any potential speedup comes from not having to constantly load and unload models from VRAM." + }, + { + "author": "jefferyharrell", + "title": "ComfyUI-JHXMP [REMOVED]", + "reference": "https://github.com/jefferyharrell/ComfyUI-JHXMP", + "files": [ + "https://github.com/jefferyharrell/ComfyUI-JHXMP" + ], + "install_type": "git-clone", + "description": "NODES: Save Image With XMP Metadata" + }, + { + "author": "viperyl", + "title": "ComfyUI-BiRefNet [NOT MAINTAINED]", + "id": "comfyui-birefnet", + "reference": "https://github.com/viperyl/ComfyUI-BiRefNet", + "files": [ + "https://github.com/viperyl/ComfyUI-BiRefNet" + ], + "install_type": "git-clone", + "description": "Bilateral Reference Network achieves SOTA result in multi Salient Object Segmentation dataset, this repo pack BiRefNet as ComfyUI nodes, and make this SOTA model easier use for everyone." + }, + { + "author": "asagi4", + "title": "ComfyUI prompt control (LEGACY VERSION)", + "reference": "https://github.com/asagi4/comfyui-prompt-control-legacy", + "files": [ + "https://github.com/asagi4/comfyui-prompt-control-legacy" + ], + "install_type": "git-clone", + "description": "WARNING: These nodes exist only to reproduce old workflows. They are unmaintained See https://github.com/asagi4/comfyui-prompt-control for the revised, current version of prompt control." + }, + { + "author": "doomy23", + "title": "ComfyUI-D00MYsNodes [REMOVED]", + "reference": "https://github.com/doomy23/ComfyUI-D00MYsNodes", + "files": [ + "https://github.com/doomy23/ComfyUI-D00MYsNodes" + ], + "install_type": "git-clone", + "description": "Nodes: Images_Converter, Show_Text, Strings_From_List, Save_Text, Random_Images, Load_Images_From_Paths, JSPaint." + }, + { + "author": "kadirnar", + "title": "comfyui_hub [REMOVED]", + "reference": "https://github.com/kadirnar/comfyui_hub", + "files": [ + "https://github.com/kadirnar/comfyui_hub" + ], + "install_type": "git-clone", + "description": "A collection of nodes randomly selected and gathered, related to noise. NOTE: SD-Advanced-Noise, noise_latent_perlinpinpin, comfy-plasma" + }, + { + "author": "SaltAI", + "title": "SaltAI_AudioViz [REMOVED]", + "id": "saltai-audioviz", + "reference": "https://github.com/get-salt-AI/SaltAI_AudioViz", + "files": [ + "https://github.com/get-salt-AI/SaltAI_AudioViz" + ], + "install_type": "git-clone", + "description": "SaltAI AudioViz contains ComfyUI nodes for generating complex audio reactive visualizations" + }, + { + "author": "SaltAI", + "title": "SaltAI-Open-Resources [REMOVED]", + "id": "saltai-open-resource", + "reference": "https://github.com/get-salt-AI/SaltAI", + "pip": ["numba"], + "files": [ + "https://github.com/get-salt-AI/SaltAI" + ], + "install_type": "git-clone", + "description": "This repository is a collection of open-source nodes and workflows for ComfyUI, a dev tool that allows users to create node-based workflows often powered by various AI models to do pretty much anything.\nOur mission is to seamlessly connect people and organizations with the world’s foremost AI innovations, anywhere, anytime. Our vision is to foster a flourishing AI ecosystem where the world’s best developers can build and share their work, thereby redefining how software is made, pushing innovation forward, and ensuring as many people as possible can benefit from the positive promise of AI technologies.\nWe believe that ComfyUI is a powerful tool that can help us achieve our mission and vision, by enabling anyone to explore the possibilities and limitations of AI models in a visual and interactive way, without coding if desired.\nWe hope that by sharing our nodes and workflows, we can inspire and empower more people to create amazing AI-powered content with ComfyUI." + }, + { + "author": "SaltAI", + "title": "SaltAI_Language_Toolkit [REMOVED]", + "id": "saltai_language_toolkit", + "reference": "https://github.com/get-salt-AI/SaltAI_Language_Toolkit", + "files": [ + "https://github.com/get-salt-AI/SaltAI_Language_Toolkit" + ], + "install_type": "git-clone", + "description": "The project integrates the Retrieval Augmented Generation (RAG) tool [a/Llama-Index](https://www.llamaindex.ai/), [a/Microsoft's AutoGen](https://microsoft.github.io/autogen/), and [a/LlaVA-Next](https://github.com/LLaVA-VL/LLaVA-NeXT) with ComfyUI's adaptable node interface, enhancing the functionality and user experience of the platform." + }, + { + "author": "zmwv823", + "title": "ComfyUI-Sana [DEPRECATED]", + "reference": "https://github.com/zmwv823/ComfyUI-Sana", + "files": [ + "https://github.com/zmwv823/ComfyUI-Sana" + ], + "install_type": "git-clone", + "description": "Unofficial custom-node for [a/SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer](https://github.com/NVlabs/Sana)\n[w/A init node with lots of bugs, do not try unless interested.]" + }, + { + "author": "ACE-innovate", + "title": "seg-node [REMOVED]", + "reference": "https://github.com/ACE-innovate/seg-node", + "files": [ + "https://github.com/ACE-innovate/seg-node" + ], + "install_type": "git-clone", + "description": "hf cloth seg custom node for comfyui\nNOTE: The files in the repo are not organized." + }, + { + "author": "zefu-lu", + "title": "ComfyUI_InstantX_SD35_Large_IPAdapter [REMOVED]", + "id": "comfyui-instantx-sd3-5-large-ipadapter", + "reference": "https://github.com/zefu-lu/ComfyUI-InstantX-SD3_5-Large-IPAdapter", + "files": [ + "https://github.com/zefu-lu/ComfyUI-InstantX-SD3_5-Large-IPAdapter" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for using InstantX SD3.5-Large IPAdapter" + }, + { + "author": "HentaiGirlfriendDotCom", + "title": "comfyui-highlight-connections [REMOVED]", + "reference": "https://github.com/HentaiGirlfriendDotCom/comfyui-highlight-connections", + "files": [ + "https://github.com/HentaiGirlfriendDotCom/comfyui-highlight-connections" + ], + "install_type": "git-clone", + "description": "A node that can be dropped into a group. When a node is then clicked within that group, all nodes and connections in that group get greyed out and the connections from the clicked node go bright red." + }, + { + "author": "huangyangke", + "title": "ComfyUI-Kolors-IpadapterFaceId [DEPRECATED]", + "reference": "https://github.com/huangyangke/ComfyUI-Kolors-IpadapterFaceId", + "files": [ + "https://github.com/huangyangke/ComfyUI-Kolors-IpadapterFaceId" + ], + "install_type": "git-clone", + "description": "NODES:kolors_ipadapter_faceid\nNOTE: The files in the repo are not organized." + }, + { + "author": "zmwv823", + "title": "ComfyUI_Ctrlora [DEPRECATED]", + "reference": "https://github.com/zmwv823/ComfyUI_Ctrlora", + "files": [ + "https://github.com/zmwv823/ComfyUI_Ctrlora" + ], + "install_type": "git-clone", + "description": "Unofficial custom_node for [a/xyfJASON/ctrlora](https://github.com/xyfJASON/ctrlora)." + }, + { + "author": "Fannovel16", + "title": "ComfyUI Loopchain [DEPRECATED]", + "id": "loopchain", + "reference": "https://github.com/Fannovel16/ComfyUI-Loopchain", + "files": [ + "https://github.com/Fannovel16/ComfyUI-Loopchain" + ], + "install_type": "git-clone", + "description": "A collection of nodes which can be useful for animation in ComfyUI. The main focus of this extension is implementing a mechanism called loopchain. A loopchain in this case is the chain of nodes only executed repeatly in the workflow. If a node chain contains a loop node from this extension, it will become a loop chain." + }, + { + "author": "DonBaronFactory", + "title": "ComfyUI-Cre8it-Nodes [DEPRECATED]", + "reference": "https://github.com/DonBaronFactory/ComfyUI-Cre8it-Nodes", + "files": [ + "https://github.com/DonBaronFactory/ComfyUI-Cre8it-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:CRE8IT Serial Prompter, CRE8IT Apply Serial Prompter, CRE8IT Image Sizer. A few simple nodes to facilitate working wiht ComfyUI Workflows" + }, + { + "author": "thecooltechguy", + "title": "ComfyUI-ComfyRun [DEPRECATED/UNSAFE]", + "reference": "https://github.com/thecooltechguy/ComfyUI-ComfyRun", + "files": [ + "https://github.com/thecooltechguy/ComfyUI-ComfyRun" + ], + "install_type": "git-clone", + "description": "The easiest way to run & share any ComfyUI workflow [a/https://comfyrun.com](https://comfyrun.com)\nNOTE: Vulnerability discovered. Not being managed." + }, + { + "author": "Cardoso-topdev", + "title": "comfyui_meshanything_v1 [REMOVED]", + "reference": "https://github.com/Cardoso-topdev/comfyui_meshanything_v1", + "files": [ + "https://github.com/Cardoso-topdev/comfyui_meshanything_v1" + ], + "install_type": "git-clone", + "description": "MeshAnything V2: Artist-Created Mesh Generation With Adjacent Mesh Tokenization" + }, + { + "author": "palant", + "title": "Extended Save Image for ComfyUI [DEPRECATED]", + "reference": "https://github.com/palant/extended-saveimage-comfyui", + "files": [ + "https://github.com/palant/extended-saveimage-comfyui" + ], + "install_type": "git-clone", + "description": "This custom node is largely identical to the usual Save Image but allows saving images also in JPEG and WEBP formats, the latter with both lossless and lossy compression. Metadata is embedded in the images as usual, and the resulting images can be used to load a workflow." + }, + { + "author": "1038lab", + "title": "ComfyUI-GPT2P [REMOVED]", + "id": "gpt2p", + "reference": "https://github.com/1038lab/ComfyUI-GPT2P", + "files": [ + "https://github.com/1038lab/ComfyUI-GPT2P" + ], + "install_type": "git-clone", + "description": "ComfyUI Node - Hugging Face repositories GTP2 Prompt" + }, + { + "author": "yushan777", + "title": "Y7 Nodes for ComfyUI [REMOVED]", + "id": "y7nodes", + "reference": "https://github.com/yushan777/ComfyUI-Y7Nodes", + "files": [ + "https://github.com/yushan777/ComfyUI-Y7Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Count_Tokens_(Y7)" + }, + { + "author": "city96", + "title": "SD-Advanced-Noise [DEPRECATED]", + "id": "adv-noise", + "reference": "https://github.com/city96/SD-Advanced-Noise", + "files": [ + "https://github.com/city96/SD-Advanced-Noise" + ], + "install_type": "git-clone", + "description": "Nodes: LatentGaussianNoise, MathEncode. An experimental custom node that generates latent noise directly by utilizing the linear characteristics of the latent space." + }, + { + "author": "shockz0rz", + "title": "InterpolateEverything [DEPRECATED]", + "id": "interpolate-everything", + "reference": "https://github.com/shockz0rz/ComfyUI_InterpolateEverything", + "files": [ + "https://github.com/shockz0rz/ComfyUI_InterpolateEverything" + ], + "install_type": "git-clone", + "description": "Nodes: Interpolate Poses, Interpolate Lineart, ... Custom nodes for interpolating between, well, everything in the Stable Diffusion ComfyUI." + }, + { + "author": "svdC1", + "title": "LoRa Dataset Tools [REMOVED]", + "reference": "https://github.com/svdC1/comfy-ui-lora-dataset-tools", + "files": [ + "https://github.com/svdC1/comfy-ui-lora-dataset-tools" + ], + "install_type": "git-clone", + "description": "NODES:Directory Loader, Filter Images Without Faces, Detect Faces and Draw Detection Box" + }, + { + "author": "MiddleKD", + "title": "ComfyUI-default-workflow-setter [REMOVED]", + "reference": "https://github.com/MiddleKD/ComfyUI-default-workflow-setter", + "files": [ + "https://github.com/MiddleKD/ComfyUI-default-workflow-setter" + ], + "install_type": "git-clone", + "description": "Default workflow setter" + }, + { + "author": "Firetheft", + "title": "ComfyUI-Flux-Prompt-Tools [REMOVED]", + "reference": "https://github.com/Firetheft/ComfyUI-Flux-Prompt-Tools", + "files": [ + "https://github.com/Firetheft/ComfyUI-Flux-Prompt-Tools" + ], + "install_type": "git-clone", + "description": "NODES:Flux Prompt Enhance, Flux Prompt Gemini Flash, Flux Prompt Generator, MiniCPM V2.6 Int4" + }, + { + "author": "jtydhr88", + "title": "ComfyUI Unique3D [DEPRECATED]", + "id": "unique3d", + "reference": "https://github.com/jtydhr88/ComfyUI-Unique3D", + "files": [ + "https://github.com/jtydhr88/ComfyUI-Unique3D" + ], + "install_type": "git-clone", + "description": "ComfyUI Unique3D is custom nodes that running AiuniAI/Unique3D into ComfyUI[w/Please follow readme to install with ComfyUI embedded python.]" + }, + { + "author": "mpiquero7164", + "title": "SaveImgPrompt [DEPRECATED]", + "id": "save-imgprompt", + "reference": "https://github.com/mpiquero7164/ComfyUI-SaveImgPrompt", + "files": [ + "https://github.com/mpiquero7164/ComfyUI-SaveImgPrompt" + ], + "install_type": "git-clone", + "description": "Save a png or jpeg and option to save prompt/workflow in a text or json file for each image in Comfy + Workflow loading." + }, + { + "author": "guoyk93", + "title": "y.k.'s ComfyUI node suite [DEPRECATED]", + "id": "yks", + "reference": "https://github.com/yankeguo-deprecated/yk-node-suite-comfyui", + "files": [ + "https://github.com/yankeguo-deprecated/yk-node-suite-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes: YKImagePadForOutpaint, YKMaskToImage" + }, + { + "author": "adityathiru", + "title": "ComfyUI LLMs [REMOVED]", + "reference": "https://github.com/adityathiru/ComfyUI-LLMs", + "files": [ + "https://github.com/adityathiru/ComfyUI-LLMs" + ], + "install_type": "git-clone", + "description": "Goal: To enable folks to rapidly build complex workflows with LLMs\nNOTE:☠️ This is experimental and not recommended to use in a production environment (yet!)" + }, + { + "author": "DannyStone1999", + "title": "ComfyUI-Depth2Mask [REMOVED]", + "reference": "https://github.com/DannyStone1999/ComfyUI-Depth2Mask", + "files": [ + "https://github.com/DannyStone1999/ComfyUI-Depth2Mask/raw/main/Depth2Mask.py" + ], + "install_type": "copy", + "description": "Nodes:Depth2Mask" + }, + { + "author": "syaofox", + "title": "ComfyUI_FoxTools [REMOVED]", + "reference": "https://github.com/syaofox/ComfyUI_FoxTools", + "files": [ + "https://github.com/syaofox/ComfyUI_FoxTools" + ], + "install_type": "git-clone", + "description": "Nodes:BatchImageFromList, Load Face Occlusion Model, Create Face Mask, Simple FaceAlign, Cacul FaceAlign, Gen Blurbord, Face Align, Face Rotate, ImageAdd, LoadImageList, SaveImage Plus, RegTextFind" + }, + { + "author": "AIFSH", + "title": "SeedVC-ComfyUI [REMOVED]", + "reference": "https://github.com/AIFSH/SeedVC-ComfyUI", + "files": [ + "https://github.com/AIFSH/SeedVC-ComfyUI" + ], + "install_type": "git-clone", + "description": "a custom node for [a/seed-vc](https://github.com/Plachtaa/seed-vc)" + }, + { + "author": "jazhang00", + "title": "ComfyUI Node for Slicedit [REMOVED]", + "reference": "https://github.com/jazhang00/ComfyUI-Slicedit", + "files": [ + "https://github.com/jazhang00/ComfyUI-Slicedit" + ], + "install_type": "git-clone", + "description": "Slicedit main page: [a/https://matankleiner.github.io/slicedit/](https://matankleiner.github.io/slicedit/). Use Slicedit with ComfyUI." + }, + { + "author": "rklaffehn", + "title": "rk-comfy-nodes [REMOVED]", + "id": "rknodes", + "reference": "https://github.com/rklaffehn/rk-comfy-nodes", + "files": [ + "https://github.com/rklaffehn/rk-comfy-nodes" + ], + "install_type": "git-clone", + "description": "Nodes: RK_CivitAIMetaChecker, RK_CivitAIAddHashes." + }, + { + "author": "Extraltodeus", + "title": "CLIP-Token-Injection [REMOVED]", + "reference": "https://github.com/Extraltodeus/CLIP-Token-Injection", + "files": [ + "https://github.com/Extraltodeus/CLIP-Token-Injection" + ], + "install_type": "git-clone", + "description": "These nodes are to edit the text vectors of CLIP models, so to customize how the prompts will be interpreted. You could see it as either customisation, 'one token prompt' up to some limitation and a way to mess with how the text will be interpreted. The edited CLIP can then be saved, or as well the edited tokens themselves. The shared example weights does not contain any image-knowledge but the text vector of the words affected." + }, + { + "author": "openart", + "title": "openart-comfyui-deploy [REMOVED]", + "id": "openart-comfyui-deploy", + "reference": "https://github.com/kulsisme/openart-comfyui-deploy", + "files": [ + "https://github.com/kulsisme/openart-comfyui-deploy" + ], + "install_type": "git-clone", + "description": "NODES: External Boolean (ComfyUI Deploy), External Checkpoint (ComfyUI Deploy), External Image (ComfyUI Deploy), External Video (ComfyUI Deploy x VHS), OpenArt Text, Image Websocket Output (ComfyDeploy), ..." + }, + { + "author": "mittimi", + "title": "ComfyUI_mittimiLoadPreset [DEPRECATED]", + "id": "comfyui-mittimi-load-preset", + "reference": "https://github.com/mittimi/ComfyUI_mittimiLoadPreset", + "files": [ + "https://github.com/mittimi/ComfyUI_mittimiLoadPreset" + ], + "install_type": "git-clone", + "description": "The system selects and loads preset." + }, + { + "author": "jinljin", + "title": "ComfyUI-Talking-Head [REMOVED]", + "reference": "https://github.com/jinljin/ComfyUI-ElevenlabsAndDID-Combine", + "files": [ + "https://github.com/jinljin/ComfyUI-ElevenlabsAndDID-Combine" + ], + "install_type": "git-clone", + "description": "ComfyUI-Talking-Head" + }, + { + "author": "jh-leon-kim", + "title": "ComfyUI-JHK-utils [REMOVED]", + "id": "jhk", + "reference": "https://github.com/jh-leon-kim/ComfyUI-JHK-utils", + "files": [ + "https://github.com/jh-leon-kim/ComfyUI-JHK-utils" + ], + "install_type": "git-clone", + "description": "Nodes:JHK_Utils_LoadEmbed, JHK_Utils_string_merge, JHK_Utils_ImageRemoveBackground" + }, + { + "author": "ilovejohnwhite", + "title": "TatToolkit [REMOVED]", + "reference": "https://github.com/ilovejohnwhite/UncleBillyGoncho", + "files": [ + "https://github.com/ilovejohnwhite/UncleBillyGoncho" + ], + "install_type": "git-clone", + "description": "Nodes:UWU TTK Preprocessor, Pixel Perfect Resolution, Generation Resolution From Image, Generation Resolution From Latent, Enchance And Resize Hint Images, ..." + }, + { + "author": "hzchet", + "title": "ComfyUI_QueueGeneration [REMOVED]", + "reference": "https://github.com/hzchet/ComfyUI_QueueGeneration", + "files": [ + "https://github.com/hzchet/ComfyUI_QueueGeneration" + ], + "install_type": "git-clone", + "description": "NODES:Queue Img2Vid Generation" + }, + { + "author": "ader47", + "title": "ComfyUI-MeshHamer [REMOVED]", + "reference": "https://github.com/ader47/comfyui_meshhamer", + "files": [ + "https://github.com/ader47/comfyui_meshhamer" + ], + "install_type": "git-clone", + "description": "Nodes:MeshHamer Hand Refiner. See also: [a/HaMeR: Hand Mesh Recovery](https://github.com/geopavlakos/hamer/tree/main)" + }, + { + "author": "SEkINVR", + "title": "ComfyUI-Animator", + "reference": "https://github.com/SEkINVR/ComfyUI-Animator [REMOVED]", + "files": [ + "https://github.com/SEkINVR/ComfyUI-Animator" + ], + "install_type": "git-clone", + "description": "This custom node for ComfyUI provides full-body animation capabilities, including facial rigging, various lighting styles, and green screen output." + }, + { + "author": "ZHO-ZHO-ZHO", + "title": "ComfyUI-AnyText [NOT MAINTAINED]", + "reference": "https://github.com/ZHO-ZHO-ZHO/ComfyUI-AnyText", + "files": [ + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-AnyText" + ], + "install_type": "git-clone", + "description": "Unofficial implementation of [a/AnyText](https://github.com/tyxsspa/AnyText/tree/825bcc54687206b15bd7e28ba1a8b095989d58e3) for ComfyUI（EXP）" + }, + { + "author": "shinich39", + "title": "comfyui-pkg39 [DEPRECATED]", + "reference": "https://github.com/shinich39/comfyui-pkg39", + "files": [ + "https://github.com/shinich39/comfyui-pkg39" + ], + "install_type": "git-clone", + "description": "This package has created for generate image from generated image and embedded workflow." + }, + { + "author": "dnl13", + "title": "ComfyUI-dnl13-seg [DEPRECATED]", + "reference": "https://github.com/dnl13/ComfyUI-dnl13-seg", + "files": [ + "https://github.com/dnl13/ComfyUI-dnl13-seg" + ], + "install_type": "git-clone", + "description": "After discovering @storyicon implementation here of Segment Anything, I realized its potential as a powerful tool for ComfyUI if implemented correctly. I delved into the SAM and Dino models. The following is my own adaptation of sam_hq for ComfyUI." + }, + { + "author": "1038lab", + "title": "ComfyUI-latentSizeSelector [REMOVED]", + "id": "ComfyUI-latentSizeSelector", + "reference": "https://github.com/1038lab/ComfyUI_LatentSizeSelector", + "files": [ + "https://github.com/1038lab/ComfyUI_LatentSizeSelector" + ], + "install_type": "git-clone", + "description": "You'll get a new node Latent Size Selector, you can pick the x and y sizes from a list." + }, + { + "author": "hy134300", + "title": "ComfyUI-PhotoMaker-V2 [REMOVED]", + "reference": "https://github.com/hy134300/ComfyUI-PhotoMaker-V2", + "files": [ + "https://github.com/hy134300/ComfyUI-PhotoMaker-V2" + ], + "install_type": "git-clone", + "description": "Nodes for PhotoMaker-V2" + }, + { + "author": "neverbiasu", + "title": "ComfyUI ImageCaptioner [REMOVED]", + "reference": "https://github.com/neverbiasu/ComfyUI-ImageCaptioner", + "files": [ + "https://github.com/neverbiasu/ComfyUI-ImageCaptioner" + ], + "install_type": "git-clone", + "description": "A ComfyUI extension for generating captions for your images. Runs on your own system, no external services used, no filter." + }, + { + "author": "mingqizhang", + "title": "ComfyUI_InSPyResNet_zmq [REMOVED]", + "id": "inspy", + "reference": "https://github.com/mingqizhang/ComfyUI_InSPyResNet_zmq", + "files": [ + "https://github.com/mingqizhang/ComfyUI_InSPyResNet_zmq" + ], + "install_type": "git-clone", + "description": "Nodes:INSPY removebg ModelLoader, INSPY RMBG" + }, + { + "author": "mingqizhang", + "title": "ComfyUI_AEMatter_zmq [REMOVED]", + "id": "aematter", + "reference": "https://github.com/mingqizhang/ComfyUI_AEMatter_zmq", + "files": [ + "https://github.com/mingqizhang/ComfyUI_AEMatter_zmq" + ], + "install_type": "git-clone", + "description": "Nodes:AEMatter_ModelLoader, Create_Trimap, AEMatter_Apply, Mask_Transfor, Replace_Background, Gaussian_Filter, Guide_Filter, Improved_Aplha_Composite" + }, + { + "author": "bradsec", + "title": "ComfyUI_StringTools [REMOVED]", + "id": "stringtools", + "reference": "https://github.com/bradsec/ComfyUI_StringTools", + "files": [ + "https://github.com/bradsec/ComfyUI_StringTools" + ], + "install_type": "git-clone", + "description": "Some simple string tools to modify text and strings in ComfyUI." + }, + { + "author": "Millyarde", + "title": "Pomfy - Photoshop and ComfyUI 2-way sync [REMOVED]", + "reference": "https://github.com/Millyarde/Pomfy", + "files": [ + "https://github.com/Millyarde/Pomfy" + ], + "install_type": "git-clone", + "description": "Photoshop custom nodes inside of ComfyUi, send and get data via Photoshop UXP plugin for cross platform support" + }, + { + "author": "turkyden", + "title": "ComfyUI-Sticker [REMOVED]", + "reference": "https://github.com/turkyden/ComfyUI-Sticker", + "files": [ + "https://github.com/turkyden/ComfyUI-Sticker" + ], + "install_type": "git-clone", + "description": "image to sticker" + }, + { + "author": "turkyden", + "title": "ComfyUI-Comic [REMOVED]", + "id": "comic", + "reference": "https://github.com/turkyden/ComfyUI-Comic", + "files": [ + "https://github.com/turkyden/ComfyUI-Comic" + ], + "install_type": "git-clone", + "description": "a comfyui plugin for image to comic" + }, + { + "author": "turkyden", + "title": "ComfyUI-Avatar [REMOVED]", + "id": "avatar", + "reference": "https://github.com/turkyden/ComfyUI-Avatar", + "files": [ + "https://github.com/turkyden/ComfyUI-Avatar" + ], + "install_type": "git-clone", + "description": "a comfyui plugin for image to avatar" + }, + { + "author": "bvhari", + "title": "LatentToRGB [DEPRECATED]", + "id": "latent2rgb", + "reference": "https://github.com/bvhari/ComfyUI_LatentToRGB", + "files": [ + "https://github.com/bvhari/ComfyUI_LatentToRGB" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node to convert latent to RGB.\nNOTE:This repo has been archived because ComfyUI natively has similar functionality now" + }, + { + "author": "Kaharos94", + "title": "ComfyUI-Saveaswebp [DEPRECATED]", + "id": "save-webp", + "reference": "https://github.com/Kaharos94/ComfyUI-Saveaswebp", + "files": [ + "https://github.com/Kaharos94/ComfyUI-Saveaswebp" + ], + "install_type": "git-clone", + "description": "Save a picture as Webp file in Comfy + Workflow loading" + }, + { + "author": "udi0510", + "title": "comfyui-slicer [REMOVED]", + "id": "slicer", + "reference": "https://github.com/udi0510/comfyui-slicer", + "files": [ + "https://github.com/udi0510/comfyui-slicer" + ], + "install_type": "git-clone", + "description": "Nodes:SlicerNode" + }, + { + "author": "logtd", + "title": "ComfyUI-FLATTEN [REMOVED]", + "id": "flatten", + "reference": "https://github.com/logtd/ComfyUI-FlattenFlow", + "files": [ + "https://github.com/logtd/ComfyUI-FlattenFlow" + ], + "install_type": "git-clone", + "description": "An alternate trajectory processor for ComfyUI-FLATTEN\nNOTE:When using this trajectory type FLATTEN will use roughly 1/4 VRAM and be ~20% faster at the cost of some consistency (especially when injection_steps are low)." + }, + { + "author": "MackinationsAi", + "title": "ComfyUi_Stuctured-Outputs [REMOVED]", + "id": "struct-output", + "reference": "https://github.com/MackinationsAi/ComfyUi_Stuctured-Outputs", + "files": [ + "https://github.com/MackinationsAi/ComfyUi_Stuctured-Outputs" + ], + "install_type": "git-clone", + "description": "This repository contains a custom node for ComfyUI that allows users to save generative image outputs with custom filenames and folder structures. The filenames are padded to four digits, and the positive and negative prompts are embedded in the image metadata." + }, + { + "author": "laksjdjf", + "title": "attention-couple-ComfyUI [DEPRECATED]", + "id": "attention-couple", + "reference": "https://github.com/laksjdjf/attention-couple-ComfyUI", + "files": [ + "https://github.com/laksjdjf/attention-couple-ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes:Attention couple. This is a custom node that manipulates region-specific prompts. While vanilla ComfyUI employs an area specification method based on latent couples, this node divides regions using attention layers within UNet.\nNOTE: This has been integrated with cgem156-ComfyUI." + }, + { + "author": "phineas-pta", + "title": "comfy-trt-test [DEPRECATED]", + "reference": "https://github.com/phineas-pta/comfy-trt-test", + "files": [ + "https://github.com/phineas-pta/comfy-trt-test" + ], + "install_type": "git-clone", + "description": "Test project for ComfyUI TensorRT Support.\nNOT WORKING YET.\nnot automatic yet, do not use ComfyUI-Manager to install !!!.\nnot beginner-friendly yet, still intended to technical users\nNOTE: The reason for registration in the Manager is for guidance, and for detailed installation instructions, please visit the repository.\nNOTE: Use 'TensorRT Node for ComfyUI' instead of this." + }, + { + "author": "dezi-ai", + "title": "ComfyUI Animate LCM [NOT MAINTAINED]", + "reference": "https://github.com/dezi-ai/ComfyUI-AnimateLCM", + "files": [ + "https://github.com/dezi-ai/ComfyUI-AnimateLCM" + ], + "install_type": "git-clone", + "description": "ComfyUI implementation for [a/AnimateLCM](https://animatelcm.github.io/) [[a/paper](https://arxiv.org/abs/2402.00769)].\b[w/This extension includes a large number of nodes imported from the existing custom nodes, increasing the likelihood of conflicts.]" + }, + { + "author": "christian-byrne", + "title": "elimination-nodes [REMOVED]", + "reference": "https://github.com/christian-byrne/elimination-nodes", + "files": [ + "https://github.com/christian-byrne/elimination-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Paste Cutout on Base Image" + }, + { + "author": "Levy1417", + "title": "Universal-Data-Processing-Kit [UNSAFE] [REMOVED]", + "reference": "https://github.com/Levy1417/Universal-Data-Processing-Kit", + "files": [ + "https://github.com/Levy1417/Universal-Data-Processing-Kit" + ], + "install_type": "git-clone", + "description": "Nodes:DPK - Any Eval, DPK - Extract Array, DPK - Run External Program, DPK - Any Literals, DPK - Set Node States, DPK - Realtime Text Preview, DPK - Dynamic Action, DPK - Object To Json, DPK - Json To Object\n[w/This extension includes the ability to execute arbitrary code and programs.]" + }, + { + "author": "liusida", + "title": "ComfyUI-Sida-Remove-Image [UNSAFE] [REMOVED]", + "reference": "https://github.com/liusida/ComfyUI-Sida-Remove-Image", + "files": [ + "https://github.com/liusida/ComfyUI-Sida-Remove-Image" + ], + "install_type": "git-clone", + "description": "Nodes: LoadImageWithPrivacy, RemoveImage.[w/This extension is not secure because it provides the capability to delete files from arbitrary paths.]" + }, + { + "author": "88IO", + "title": "ComfyUI Image Reordering Plugins [REMOVED]", + "reference": "https://github.com/88IO/ComfyUI-ImageReorder", + "files": [ + "https://github.com/88IO/ComfyUI-ImageReorder" + ], + "install_type": "git-clone", + "description": "A custom node reorder multiple image frames based on indexes or curves." + }, + { + "author": "jtydhr88", + "title": "ComfyUI-InstantMesh [DEPRECATED]", + "id": "instant-mesh", + "reference": "https://github.com/jtydhr88/ComfyUI-InstantMesh", + "files": [ + "https://github.com/jtydhr88/ComfyUI-InstantMesh" + ], + "install_type": "git-clone", + "description": "ComfyUI InstantMesh is custom nodes that running TencentARC/InstantMesh into ComfyUI, this extension depends on ComfyUI-3D-Pack. Please refer to Readme carefully to install.\nNOTE: This repo is archived due to ComfyUI-3D-Pack supports InstantMesh, please check 3D-Pack directly if you need it" + }, + { + "author": "biegert", + "title": "CLIPSeg [NOT MAINTAINED]", + "id": "clipseg", + "reference": "https://github.com/biegert/ComfyUI-CLIPSeg", + "files": [ + "https://github.com/biegert/ComfyUI-CLIPSeg/raw/main/custom_nodes/clipseg.py" + ], + "install_type": "copy", + "description": "The CLIPSeg node generates a binary mask for a given input image and text prompt." + }, + { + "author": "tankucc1no", + "title": "ComfyUI-Dragdiffusion [REMOVED]", + "id": "dragdiffusion", + "reference": "https://github.com/tankucc1no/ComfyUI-Dragdiffusion", + "files": [ + "https://github.com/tankucc1no/ComfyUI-Dragdiffusion" + ], + "install_type": "git-clone", + "description": "Implementation of [a/Dragdiffusion](https://github.com/Yujun-Shi/DragDiffusion) in ComfyUI." + }, + { + "author": "wibur0620", + "title": "ComfyUI Ollama (wibur) [REMOVED]", + "id": "ollama-wibur", + "reference": "https://github.com/wibur0620/comfyui-ollama-wibur", + "files": [ + "https://github.com/wibur0620/comfyui-ollama-wibur" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI Nodes for interacting with [a/Ollama](https://ollama.com/) using the ollama python client.\nIntegrate the power of LLMs into ComfyUI workflows easily or just experiment with GPT.\nNOTE: To use this properly, you would need a running Ollama server reachable from the host that is running ComfyUI." + }, + { + "author": "IKHOR", + "title": "ikhor-nodes [REMOVED]", + "reference": "https://github.com/IKHOR/ComfyUI-IKHOR-Jam-Nodes", + "files": [ + "https://github.com/IKHOR/ComfyUI-IKHOR-Jam-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:LoadFromS3, LoadBatchFromS3, SaveToS3, SaveBatchToS3" + }, + { + "author": "kijai", + "title": "ComfyUI wrapper nodes for IC-light [DEPRECATED]", + "reference": "https://github.com/kijai/ComfyUI-IC-Light-Wrapper", + "files": [ + "https://github.com/kijai/ComfyUI-IC-Light-Wrapper" + ], + "install_type": "git-clone", + "description": "Stopped. Original repo: [a/https://github.com/lllyasviel/IC-Light](https://github.com/lllyasviel/IC-Light)" + }, + { + "author": "thedyze", + "title": "Save Image Extended for ComfyUI", + "reference": "https://github.com/thedyze/save-image-extended-comfyui", + "files": [ + "https://github.com/thedyze/save-image-extended-comfyui" + ], + "install_type": "git-clone", + "description": "Customize the information saved in file- and folder names. Use the values of sampler parameters as part of file or folder names. Save your positive & negative prompt as entries in a JSON (text) file, in each folder.\n[w/This custom node has not been maintained for a long time. Please use an alternative node from the default channel.]" + }, + { + "author": "ExponentialML", + "title": "ComfyUI_ELLA [DEPRECATED]", + "reference": "https://github.com/ExponentialML/ComfyUI_ELLA", + "files": [ + "https://github.com/ExponentialML/ComfyUI_ELLA" + ], + "install_type": "git-clone", + "description": "ComfyUI Implementaion of ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.[w/Officially implemented here: [a/https://github.com/TencentQQGYLab/ComfyUI-ELLA](https://github.com/TencentQQGYLab/ComfyUI-ELLA)]" + }, + { + "author": "shinich39", + "title": "comfyui-text-pipe-39 [DEPRECATED]", + "reference": "https://github.com/shinich39/comfyui-text-pipe-39", + "files": [ + "https://github.com/shinich39/comfyui-text-pipe-39" + ], + "install_type": "git-clone", + "description": "Modify text by condition." + }, + { + "author": "Big Idea Technology", + "title": "Image Text Overlay Node for ComfyUI [DEPRECATED]", + "reference": "https://github.com/Big-Idea-Technology/ComfyUI_Image_Text_Overlay", + "files": [ + "https://github.com/Big-Idea-Technology/ComfyUI_Image_Text_Overlay" + ], + "install_type": "git-clone", + "description": "Please note that the ImageTextOverlay project is no longer supported and has been moved to a new repository. For ongoing developments, contributions, and issues, please refer to the new repository at: [a/https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools](https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools)" + }, + { + "author": "mlinmg", + "title": "LaMa Preprocessor [DEPRECATED]", + "reference": "https://github.com/mlinmg/ComfyUI-LaMA-Preprocessor", + "files": [ + "https://github.com/mlinmg/ComfyUI-LaMA-Preprocessor" + ], + "install_type": "git-clone", + "description": "A LaMa prerocessor for ComfyUI. This preprocessor finally enable users to generate coherent inpaint and outpaint prompt-free. The best results are given on landscapes, not so much in drawings/animation." + }, + { + "author": "CapsAdmin", + "title": "ComfyUI-Euler-Smea-Dyn-Sampler [DEPRECATED]", + "reference": "https://github.com/CapsAdmin/ComfyUI-Euler-Smea-Dyn-Sampler", + "files": [ + "https://github.com/CapsAdmin/ComfyUI-Euler-Smea-Dyn-Sampler" + ], + "install_type": "git-clone", + "description": "Just a comfyui version of [a/Euler Smea Dyn Sampler](https://github.com/Koishi-Star/Euler-Smea-Dyn-Sampler). It adds the sampler directly to existing samplers." + }, + { + "author": "BlakeOne", + "title": "ComfyUI FastImageListToImageBatch [REMOVED]", + "reference": "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch", + "files": [ + "https://github.com/BlakeOne/ComfyUI-FastImageListToImageBatch" + ], + "install_type": "git-clone", + "description": "Quickly convert a list of images to a batch of images. All images must be the same size. Great for long videos." + }, + { + "author": "ggpid", + "title": "idpark_custom_node [REMOVED]", + "reference": "https://github.com/ggpid/idpark_custom_node", + "files": [ + "https://github.com/ggpid/idpark_custom_node" + ], + "install_type": "git-clone", + "description": "Nodes:Load Image from S3, Save Image to S3, Generate SAM, Generate FastSAM, Cut by Mask fixed" + }, + { + "author": "Davemane42", + "title": "Visual Area Conditioning / Latent composition [DEPRECATED]", + "reference": "https://github.com/Davemane42/ComfyUI_Dave_CustomNode", + "files": [ + "https://github.com/Davemane42/ComfyUI_Dave_CustomNode" + ], + "install_type": "git-clone", + "description": "This tool provides custom nodes that allow visualization and configuration of area conditioning and latent composite." + }, + { + "author": "laksjdjf", + "title": "LoRA-Merger-ComfyUI [DEPRECATED]", + "reference": "https://github.com/laksjdjf/LoRA-Merger-ComfyUI", + "files": [ + "https://github.com/laksjdjf/LoRA-Merger-ComfyUI" + ], + "install_type": "git-clone", + "description": "Nodes:Load LoRA Weight Only, Load LoRA from Weight, Merge LoRA, Save LoRA. This extension provides nodes for merging LoRA." + }, + { + "author": "kinfolk0117", + "title": "TiledIPAdapter [DEPRECATED]", + "reference": "https://github.com/kinfolk0117/ComfyUI_TiledIPAdapter", + "files": [ + "https://github.com/kinfolk0117/ComfyUI_TiledIPAdapter" + ], + "install_type": "git-clone", + "description": "Proof of concent on how to use IPAdapter to control tiled upscaling. NOTE: You need to have 'ComfyUI_IPAdapter_plus' installed." + }, + { + "author": "XINZHANG-ops", + "title": "comfyui-xin-nodes [REMOVED]", + "reference": "https://github.com/XINZHANG-ops/comfyui-xin-nodes", + "files": [ + "https://github.com/XINZHANG-ops/comfyui-xin-nodes" + ], + "install_type": "git-clone", + "description": "Nodes:ImageSizeClassifer, RandomInt, ShowValue" + }, + { + "author": "ssitu", + "title": "NestedNodeBuilder [DEPRECATED]", + "reference": "https://github.com/ssitu/ComfyUI_NestedNodeBuilder", + "files": [ + "https://github.com/ssitu/ComfyUI_NestedNodeBuilder" + ], + "install_type": "git-clone", + "description": "This extension provides the ability to combine multiple nodes into a single node.\nNOTE:An identical feature now exists in ComfyUI. Additionally, this extension is largely broken with the recent versions of the codebase, so please use the built-in feature for group nodes." + }, + { + "author": "ccvv804", + "title": "ComfyUI StableCascade using diffusers for Low VRAM [DEPRECATED]", + "reference": "https://github.com/ccvv804/ComfyUI-DiffusersStableCascade-LowVRAM", + "files": [ + "https://github.com/ccvv804/ComfyUI-DiffusersStableCascade-LowVRAM" + ], + "install_type": "git-clone", + "description": "Works with RTX 4070ti 12GB.\nSimple quick wrapper for [a/https://huggingface.co/stabilityai/stable-cascade](https://huggingface.co/stabilityai/stable-cascade)\nComfy is going to implement this properly soon, this repo is just for quick testing for the impatient!" + }, + { + "author": "kijai", + "title": "ComfyUI StableCascade using diffusers [DEPRECATED]", + "reference": "https://github.com/kijai/ComfyUI-DiffusersStableCascade", + "files": [ + "https://github.com/kijai/ComfyUI-DiffusersStableCascade" + ], + "install_type": "git-clone", + "description": "Simple quick wrapper for [a/https://huggingface.co/stabilityai/stable-cascade](https://huggingface.co/stabilityai/stable-cascade)\nComfy is going to implement this properly soon, this repo is just for quick testing for the impatient!" + }, + { + "author": "solarpush", + "title": "comfyui_sendimage_node [REMOVED]", + "reference": "https://github.com/solarpush/comfyui_sendimage_node", + "files": [ + "https://github.com/solarpush/comfyui_sendimage_node" + ], + "install_type": "git-clone", + "description": "Send images to the pod." + }, + { + "author": "azazeal04", + "title": "ComfyUI-Styles", + "reference": "https://github.com/azazeal04/ComfyUI-Styles", + "files": [ + "https://github.com/azazeal04/ComfyUI-Styles" + ], + "install_type": "git-clone", + "description": "Nodes:Anime_Styler, Fantasy_Styler, Gothic_Styler, Line_Art_Styler, Movie_Poster_Styler, Punk_Styler, Travel_Poster_Styler. This extension offers 8 art style nodes, each of which includes approximately 50 individual style variations.\n\nNOTE: Due to the dynamic nature of node name definitions, ComfyUI-Manager cannot recognize the node list from this extension. The Missing nodes and Badge features are not available for this extension.\nNOTE: This extension is removed. Users who were previously using this node should install ComfyUI-styles-all instead." + }, + { + "author": "hnmr293", + "title": "ComfyUI-nodes-hnmr", + "reference": "https://github.com/hnmr293/ComfyUI-nodes-hnmr", + "files": [ + "https://github.com/hnmr293/ComfyUI-nodes-hnmr" + ], + "install_type": "git-clone", + "description": "Provide various custom nodes for Latent, Sampling, Model, Loader, Image, Text" + }, + { + "author": "bvhari", + "title": "ComfyUI_PerpNeg [WIP]", + "reference": "https://github.com/bvhari/ComfyUI_PerpNeg", + "files": [ + "https://github.com/bvhari/ComfyUI_PerpNeg" + ], + "install_type": "git-clone", + "description": "Nodes: KSampler (Advanced + Perp-Neg). Implementation of [a/Perp-Neg](https://perp-neg.github.io/)\nIncludes Tonemap and CFG Rescale optionsComfyUI custom node to convert latent to RGB.[w/WARNING: Experimental code, might have incompatibilities and edge cases.]\nNOTE: In the latest version of ComfyUI, this extension is included as built-in." + }, + { + "author": "laksjdjf", + "title": "IPAdapter-ComfyUI", + "reference": "https://github.com/laksjdjf/IPAdapter-ComfyUI", + "files": [ + "https://github.com/laksjdjf/IPAdapter-ComfyUI" + ], + "install_type": "git-clone", + "description": "This custom nodes provides loader of the IP-Adapter model.[w/NOTE: To use this extension node, you need to download the [a/ip-adapter_sd15.bin](https://huggingface.co/h94/IP-Adapter/resolve/main/models/ip-adapter_sd15.bin) file and place it in the %%**custom_nodes/IPAdapter-ComfyUI/models**%% directory. Additionally, you need to download the 'Clip vision model' from the 'Install models' menu as well.]\nNOTE: Use ComfyUI_IPAdapter_plus instead of this." + }, + { + "author": "RockOfFire", + "title": "CR Animation Nodes", + "reference": "https://github.com/RockOfFire/CR_Animation_Nodes", + "files": [ + "https://github.com/RockOfFire/CR_Animation_Nodes" + ], + "install_type": "git-clone", + "description": "A comprehensive suite of nodes to enhance your animations. These nodes include some features similar to Deforum, and also some new ideas.
    NOTE: This node is merged into Comfyroll Custom Nodes." + }, + { + "author": "tkoenig89", + "title": "Load Image with metadata", + "reference": "https://github.com/tkoenig89/ComfyUI_Load_Image_With_Metadata", + "files": [ + "https://github.com/tkoenig89/ComfyUI_Load_Image_With_Metadata" + ], + "install_type": "git-clone", + "description": "A custom node for comfy ui to read generation data from images (prompt, seed, size...). This could be used when upscaling generated images to use the original prompt and seed." + }, + { + "author": "LucianoCirino", + "title": "Efficiency Nodes for ComfyUI [LEGACY]", + "reference": "https://github.com/LucianoCirino/efficiency-nodes-comfyui", + "files": [ + "https://github.com/LucianoCirino/efficiency-nodes-comfyui" + ], + "install_type": "git-clone", + "description": "A collection of ComfyUI custom nodes to help streamline workflows and reduce total node count.
    NOTE: This repository is the original repository but is no longer maintained. Please use the forked version by jags." + }, + { + "author": "GeLi1989", + "title": "roop nodes for ComfyUI", + "reference": "https://github.com/GeLi1989/GK-beifen-ComfyUI_roop", + "files": [ + "https://github.com/GeLi1989/GK-beifen-ComfyUI_roop" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for the roop A1111 webui script. NOTE: Need to download model to use this node. NOTE: This is removed." + }, + { + "author": "ProDALOR", + "title": "comfyui_u2net", + "reference": "https://github.com/ProDALOR/comfyui_u2net", + "files": [ + "https://github.com/ProDALOR/comfyui_u2net" + ], + "install_type": "git-clone", + "description": "Nodes: Load U2Net model, U2Net segmentation, To mask, Segmentation to mask, U2NetBaseNormalization, U2NetMaxNormalization. NOTE: This is removed." + }, + { + "author": "FizzleDorf", + "title": "AIT", + "reference": "https://github.com/FizzleDorf/AIT", + "files": [ + "https://github.com/FizzleDorf/AIT" + ], + "install_type": "git-clone", + "description": "Nodes: Load AITemplate, Load AITemplate (ControlNet), VAE Decode (AITemplate), VAE Encode (AITemplate), VAE Encode (AITemplate, Inpaint). Experimental usage of AITemplate. NOTE: This is deprecated extension. Use ComfyUI-AIT instead of this." + }, + { + "author": "chenbaiyujason", + "title": "sc-node-comfyui", + "reference": "https://github.com/chenbaiyujason/sc-node-comfyui", + "files": [ + "https://github.com/chenbaiyujason/sc-node-comfyui" + ], + "install_type": "git-clone", + "description": "Nodes for GPT interaction and text manipulation" + }, + { + "author": "asd417", + "title": "CheckpointTomeLoader", + "reference": "https://github.com/asd417/tomeSD_for_Comfy", + "files": [ + "https://github.com/ltdrdata/ComfyUI-tomeSD-installer" + ], + "install_type": "git-clone", + "description": "tomeSD(https://github.com/dbolya/tomesd) applied to ComfyUI stable diffusion UI using custom node. Note:In vanilla ComfyUI, the TomePatchModel node is provided as a built-in feature." + }, + { + "author": "gamert", + "title": "ComfyUI_tagger", + "reference": "https://github.com/gamert/ComfyUI_tagger", + "pip": ["gradio"], + "files": [ + "https://github.com/gamert/ComfyUI_tagger" + ], + "install_type": "git-clone", + "description": "Nodes: CLIPTextEncodeTaggerDD, ImageTaggerDD.

    WARNING: Installing the current version is causing an issue where ComfyUI fails to start.

    " + }, + { + "author": "Fannovel16", + "title": "ControlNet Preprocessors", + "reference": "https://github.com/Fannovel16/comfy_controlnet_preprocessors", + "files": [ + "https://github.com/Fannovel16/comfy_controlnet_preprocessors" + ], + "install_type": "git-clone", + "description": "ControlNet Preprocessors. (To use this extension, you need to download the required model file from Install Models)

    NOTE: Please uninstall this custom node and instead install 'ComfyUI's ControlNet Auxiliary Preprocessors' from the default channel.
    To use nodes belonging to controlnet v1 such as Canny_Edge_Preprocessor, MIDAS_Depth_Map_Preprocessor, Uniformer_SemSegPreprocessor, etc., you need to copy the config.yaml.example file to config.yaml and change skip_v1: True to skip_v1: False.

    " + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments/sampler_tonemap", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments/raw/master/sampler_tonemap.py" + ], + "install_type": "copy", + "description": "ModelSamplerTonemapNoiseTest a node that makes the sampler use a simple tonemapping algorithm to tonemap the noise. It will let you use higher CFG without breaking the image. To using higher CFG lower the multiplier value. Similar to Dynamic Thresholding extension of A1111. " + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments/sampler_rescalecfg", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments/raw/master/sampler_rescalecfg.py" + ], + "install_type": "copy", + "description": "RescaleClassifierFreeGuidance improves the problem of images being degraded by high CFG.To using higher CFG lower the multiplier value. Similar to Dynamic Thresholding extension of A1111. (reference paper)

    It is recommended to use the integrated custom nodes in the default channel for update support rather than installing individual nodes.

    " + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments/advanced_model_merging", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments/raw/master/advanced_model_merging.py" + ], + "install_type": "copy", + "description": "This provides a detailed model merge feature based on block weight. ModelMergeBlock, in vanilla ComfyUI, allows for adjusting the ratios of input/middle/output layers, but this node provides ratio adjustments for all blocks within each layer.

    It is recommended to use the integrated custom nodes in the default channel for update support rather than installing individual nodes.

    " + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments/sdxl_model_merging", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments/raw/master/sdxl_model_merging.py" + ], + "install_type": "copy", + "description": "These nodes provide the capability to merge SDXL base models.

    It is recommended to use the integrated custom nodes in the default channel for update support rather than installing individual nodes.

    " + }, + { + "author": "comfyanonymous", + "title": "ComfyUI_experiments/reference_only", + "reference": "https://github.com/comfyanonymous/ComfyUI_experiments", + "files": [ + "https://github.com/comfyanonymous/ComfyUI_experiments/raw/master/reference_only.py" + ], + "install_type": "copy", + "description": "This node provides functionality corresponding to Reference only in Controlnet.

    It is recommended to use the integrated custom nodes in the default channel for update support rather than installing individual nodes.

    " + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/legacy/extension-node-map.json b/custom_nodes/ComfyUI-Manager/node_db/legacy/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/legacy/extension-node-map.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/legacy/model-list.json b/custom_nodes/ComfyUI-Manager/node_db/legacy/model-list.json new file mode 100644 index 0000000000000000000000000000000000000000..1f870f11f31e0ea8162e386a9e61ad0f6ddb64d4 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/legacy/model-list.json @@ -0,0 +1,148 @@ +{ + "models": [ + { + "name": "Inswapper-fp16 (face swap) [REMOVED]", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface", + "description": "Checkpoint of the insightface swapper model\n(used by ComfyUI-FaceSwap, comfyui-reactor-node, CharacterFaceSwap,\nComfyUI roop and comfy_mtb)", + "reference": "https://github.com/facefusion/facefusion-assets", + "filename": "inswapper_128_fp16.onnx", + "url": "https://github.com/facefusion/facefusion-assets/releases/download/models/inswapper_128_fp16.onnx", + "size": "277.7MB" + }, + { + "name": "Inswapper (face swap) [REMOVED]", + "type": "insightface", + "base": "inswapper", + "save_path": "insightface", + "description": "Checkpoint of the insightface swapper model\n(used by ComfyUI-FaceSwap, comfyui-reactor-node, CharacterFaceSwap,\nComfyUI roop and comfy_mtb)", + "reference": "https://github.com/facefusion/facefusion-assets", + "filename": "inswapper_128.onnx", + "url": "https://github.com/facefusion/facefusion-assets/releases/download/models/inswapper_128.onnx", + "size": "555.3MB" + }, + { + "name": "pfg-novel-n10.pt", + "type": "PFG", + "base": "SD1.5", + "save_path": "custom_nodes/pfg-ComfyUI/models", + "description": "Pressing 'install' directly downloads the model from the pfg-ComfyUI/models extension node. (Note: Requires ComfyUI-Manager V0.24 or above)", + "reference": "https://huggingface.co/furusu/PFG", + "filename": "pfg-novel-n10.pt", + "url": "https://huggingface.co/furusu/PFG/resolve/main/pfg-novel-n10.pt", + "size": "23.6MB" + }, + { + "name": "pfg-wd14-n10.pt", + "type": "PFG", + "base": "SD1.5", + "save_path": "custom_nodes/pfg-ComfyUI/models", + "description": "Pressing 'install' directly downloads the model from the pfg-ComfyUI/models extension node. (Note: Requires ComfyUI-Manager V0.24 or above)", + "reference": "https://huggingface.co/furusu/PFG", + "filename": "pfg-wd14-n10.pt", + "url": "https://huggingface.co/furusu/PFG/resolve/main/pfg-wd14-n10.pt", + "size": "31.5MB" + }, + { + "name": "pfg-wd15beta2-n10.pt", + "type": "PFG", + "base": "SD1.5", + "save_path": "custom_nodes/pfg-ComfyUI/models", + "description": "Pressing 'install' directly downloads the model from the pfg-ComfyUI/models extension node. (Note: Requires ComfyUI-Manager V0.24 or above)", + "reference": "https://huggingface.co/furusu/PFG", + "filename": "pfg-wd15beta2-n10.pt", + "url": "https://huggingface.co/furusu/PFG/resolve/main/pfg-wd15beta2-n10.pt", + "size": "31.5MB" + }, + { + "name": "shape_predictor_68_face_landmarks.dat [Face Analysis]", + "type": "Shape Predictor", + "base": "DLIB", + "save_path": "custom_nodes/comfyui_faceanalysis/dlib", + "description": "To use the Face Analysis for ComfyUI custom node, installation of this model is needed.", + "reference": "https://huggingface.co/matt3ounstable/dlib_predictor_recognition/tree/main", + "filename": "shape_predictor_68_face_landmarks.dat", + "url": "https://huggingface.co/matt3ounstable/dlib_predictor_recognition/resolve/main/shape_predictor_68_face_landmarks.dat", + "size": "99.7MB" + }, + { + "name": "dlib_face_recognition_resnet_model_v1.dat [Face Analysis]", + "type": "Face Recognition", + "base": "DLIB", + "save_path": "custom_nodes/comfyui_faceanalysis/dlib", + "description": "To use the Face Analysis for ComfyUI custom node, installation of this model is needed.", + "reference": "https://huggingface.co/matt3ounstable/dlib_predictor_recognition/tree/main", + "filename": "dlib_face_recognition_resnet_model_v1.dat", + "url": "https://huggingface.co/matt3ounstable/dlib_predictor_recognition/resolve/main/dlib_face_recognition_resnet_model_v1.dat", + "size": "22.5MB" + }, + { + "name": "ID-Animator/animator.ckpt", + "type": "ID-Animator", + "base": "SD1.5", + "save_path": "custom_nodes/comfyui_id_animator/models", + "description": "ID-Animator checkpoint", + "reference": "https://huggingface.co/spaces/ID-Animator/ID-Animator", + "filename": "animator.ckpt", + "url": "https://huggingface.co/spaces/ID-Animator/ID-Animator/resolve/main/animator.ckpt", + "size": "247.3MB" + }, + { + "name": "ID-Animator/mm_sd_v15_v2.ckpt", + "type": "ID-Animator", + "base": "SD1.5", + "save_path": "custom_nodes/comfyui_id_animator/models/animatediff_models", + "description": "AnimateDiff checkpoint for ID-Animator", + "reference": "https://huggingface.co/spaces/ID-Animator/ID-Animator", + "filename": "mm_sd_v15_v2.ckpt", + "url": "https://huggingface.co/spaces/ID-Animator/ID-Animator/resolve/main/mm_sd_v15_v2.ckpt", + "size": "1.82GB" + }, + { + "name": "ID-Animator/image_encoder", + "type": "ID-Animator", + "base": "SD1.5", + "save_path": "custom_nodes/comfyui_id_animator/models/image_encoder", + "description": "CLIP Image encoder for ID-Animator", + "reference": "https://huggingface.co/spaces/ID-Animator/ID-Animator", + "filename": "model.safetensors", + "url": "https://huggingface.co/spaces/ID-Animator/ID-Animator/resolve/main/image_encoder/model.safetensors", + "size": "2.53GB" + }, + { + "name": "Doubiiu/ToonCrafter model checkpoint", + "type": "checkpoint", + "base": "ToonCrafter", + "save_path": "custom_nodes/comfyui-tooncrafter/ToonCrafter/checkpoints/tooncrafter_512_interp_v1", + "description": "ToonCrafter checkpoint model for ComfyUI-ToonCrafter", + "reference": "https://huggingface.co/Doubiiu/ToonCrafter/tree/main", + "filename": "model.ckpt", + "url": "https://huggingface.co/Doubiiu/ToonCrafter/resolve/main/model.ckpt", + "size": "10.5GB" + }, + + { + "name": "BAAI/SegGPT", + "type": "SegGPT", + "base": "SegGPT", + "save_path": "custom_nodes/comfyui-seggpt", + "description": "SegGPT", + "reference": "https://huggingface.co/BAAI/SegGPT", + "filename": "seggpt_vit_large.pth", + "url": "https://huggingface.co/BAAI/SegGPT/resolve/main/seggpt_vit_large.pth", + "size": "1.48GB" + }, + { + "name": "kohya-ss/ControlNet-LLLite: SDXL Canny Anime", + "type": "controlnet", + "base": "SDXL", + "save_path": "custom_nodes/ControlNet-LLLite-ComfyUI/models", + "description": "An extremely compactly designed controlnet model (a.k.a. ControlNet-LLLite). Note: The model structure is highly experimental and may be subject to change in the future.", + "reference": "https://huggingface.co/kohya-ss/controlnet-lllite", + "filename": "controllllite_v01032064e_sdxl_canny_anime.safetensors", + "url": "https://huggingface.co/kohya-ss/controlnet-lllite/resolve/main/controllllite_v01032064e_sdxl_canny_anime.safetensors", + "size": "46.2MB" + } + ] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/new/alter-list.json b/custom_nodes/ComfyUI-Manager/node_db/new/alter-list.json new file mode 100644 index 0000000000000000000000000000000000000000..072c3bb5e8bd05b6f14f6df25386dc1e1010a137 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/new/alter-list.json @@ -0,0 +1,4 @@ +{ + "items": [ + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/new/custom-node-list.json b/custom_nodes/ComfyUI-Manager/node_db/new/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..d48c4ef33f2171e4c08ead2ca5f366c2538779f7 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/new/custom-node-list.json @@ -0,0 +1,847 @@ +{ + "custom_nodes": [ + { + "author": "HappyOnigiri", + "title": "ComfyUI-Meld", + "reference": "https://github.com/HappyOnigiri/ComfyUI-Meld", + "files": [ + "https://github.com/HappyOnigiri/ComfyUI-Meld" + ], + "install_type": "git-clone", + "description": "The ultimate Image Manager & Gallery for ComfyUI. Automatically catalog generations, track lineage, and restore workflows with a single click." + }, + { + "author": "robomello", + "title": "ComfyUI Prompt Saver", + "id": "prompt-saver", + "reference": "https://github.com/robomello/comfyui-prompt-saver", + "files": [ + "https://github.com/robomello/comfyui-prompt-saver" + ], + "install_type": "git-clone", + "description": "Saves images with prompt reference cards - thumbnail + formatted prompt side-by-side with JSON syntax highlighting for easy browsing and organization." + }, + { + "author": "boredcoderyt", + "title": "Fibo Edit Node for ComfyUI", + "id": "fiboedit", + "reference": "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit", + "files": [ + "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for BriaAI Fibo Edit image model." + }, + { + "author": "zavatmotion", + "title": "ComfyUI Workflow Backup", + "reference": "https://github.com/zavatmotion/ComfyUI-Workflow-Backup", + "files": [ + "https://github.com/zavatmotion/ComfyUI-Workflow-Backup" + ], + "install_type": "git-clone", + "description": "A ComfyUI Custom Node to backup workflows and their required models locally." + }, + { + "author": "DVA", + "title": "DVA_Qwen_TTS", + "reference": "https://github.com/SLVGITHUB/QWEN3_TTS_DVA", + "files": [ + "https://github.com/SLVGITHUB/QWEN3_TTS_DVA" + ], + "install_type": "git-clone", + "description": "High-quality multilingual TTS with voice cloning, emotion control, and support for Qwen3-TTS models (CustomVoice, VoiceDesign, Base)." + }, + { + "author": "smthemex", + "title": "ComfyUI_InteractAvatar", + "reference": "https://github.com/smthemex/ComfyUI_InteractAvatar", + "files": [ + "https://github.com/smthemex/ComfyUI_InteractAvatar" + ], + "install_type": "git-clone", + "description": "Making Avatars InteractTowards Text-Driven Human-Object Interaction for Controllable Talking Avatars" + }, + { + "author": "DN2048", + "title": "dn_little_helpers", + "reference": "https://github.com/DN2048/dn_little_helpers", + "files": [ + "https://github.com/DN2048/dn_little_helpers" + ], + "install_type": "git-clone", + "description": "A collection of little custom nodes for ComfyUI to help in simple/specific tasks" + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-CrosshairGuidelines", + "reference": "https://github.com/SparknightLLC/ComfyUI-CrosshairGuidelines", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-CrosshairGuidelines" + ], + "install_type": "git-clone", + "description": "Crosshair guidelines to help align nodes and groups while moving or resizing." + }, + { + "author": "cosmicbuffalo", + "title": "ComfyUI Mobile Frontend", + "id": "comfyui-mobile-frontend", + "reference": "https://github.com/cosmicbuffalo/comfyui-mobile-frontend", + "files": [ + "https://github.com/cosmicbuffalo/comfyui-mobile-frontend" + ], + "install_type": "git-clone", + "description": "A mobile-friendly user interface for ComfyUI mounted in parallel with the main frontend at /mobile/." + }, + { + "author": "FearL0rd", + "title": "ComfyUI-ParallelAnything", + "reference": "https://github.com/FearL0rd/ComfyUI-ParallelAnything", + "files": [ + "https://github.com/FearL0rd/ComfyUI-ParallelAnything" + ], + "install_type": "git-clone", + "description": "This suite of nodes unlocks high-performance parallel processing in ComfyUI by utilizing **Model Replication**. Unlike standard offloading which moves a single model instance between devices, these nodes create independent replicas of the model on each selected GPU/CPU, allowing for true simultaneous batch processing." + }, + { + "author": "1038lab", + "title": "ComfyUI-Youtu-VL", + "reference": "https://github.com/1038lab/ComfyUI-Youtu-VL", + "files": [ + "https://github.com/1038lab/ComfyUI-Youtu-VL" + ], + "install_type": "git-clone", + "description": "ComfyUI custom nodes for Tencent Youtu-VL vision-language model" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-DJZ-Offsquare", + "reference": "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that creates optimized image collages from batches of 2-6 images" + }, + { + "author": "ttulttul", + "title": "ComfyUI-Taylor-Attention", + "reference": "https://github.com/ttulttul/ComfyUI-Taylor-Attention", + "files": [ + "https://github.com/ttulttul/ComfyUI-Taylor-Attention" + ], + "install_type": "git-clone", + "description": "ComfyUI Taylor attention custom node" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI_PromptExtractor_nodes", + "reference": "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes", + "files": [ + "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes" + ], + "install_type": "git-clone", + "description": "Custom nodes for ComfyUI that extract text prompts from PNG image metadata" + }, + + { + "author": "Meisoftcoltd", + "title": "ComfyUI-Demucs-AudioSeparator", + "reference": "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator", + "files": [ + "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node for audio source separation using Meta Demucs v4 technology to extract voices, drums, bass, and other instruments with high fidelity. (Description by CC)" + }, + { + "author": "franciscotorrado", + "title": "ComfyUI-Automation", + "reference": "https://github.com/franciscotorrado/ComfyUI-Automation", + "files": [ + "https://github.com/franciscotorrado/ComfyUI-Automation" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI designed to facilitate complex looping and iteration workflows, specialized in media batch processing." + }, + { + "author": "Mexes1978", + "title": "comfyui-comfysketch", + "reference": "https://github.com/Mexes1978/comfyui-comfysketch", + "files": [ + "https://github.com/Mexes1978/comfyui-comfysketch" + ], + "install_type": "git-clone", + "description": "A drawing and sketching node for ComfyUI with layers, multiple brush types, and a focused, professional interface." + }, + { + "author": "neurodanzelus-cmd", + "title": "ComfyUI-TeleStyle", + "reference": "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle", + "files": [ + "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle" + ], + "install_type": "git-clone", + "description": "An unofficial, streamlined, and highly optimized ComfyUI implementation of TeleStyle for video style transfer. (Description by CC)" + }, + { + "author": "kreonxv", + "title": "ComfyUI-Whiteboard", + "reference": "https://github.com/kreonxv/ComfyUI-Whiteboard", + "files": [ + "https://github.com/kreonxv/ComfyUI-Whiteboard" + ], + "install_type": "git-clone", + "description": "A simple ComfyUI node that creates a white canvas for freehand drawing and automatically runs inference for sketch-to-image workflows." + }, + { + "author": "kreonxv", + "title": "ComfyUI-GroupBypasser", + "reference": "https://github.com/kreonxv/ComfyUI-GroupBypasser", + "files": [ + "https://github.com/kreonxv/ComfyUI-GroupBypasser" + ], + "install_type": "git-clone", + "description": "A small ComfyUI custom node that provides a lightweight bypass for grouped nodes." + }, + { + "author": "kreonxv", + "title": "ComfyUI-ForgeAPI", + "reference": "https://github.com/kreonxv/ComfyUI-ForgeAPI", + "files": [ + "https://github.com/kreonxv/ComfyUI-ForgeAPI" + ], + "install_type": "git-clone", + "description": "Lightweight custom nodes that integrate ComfyUI with ForgeUI-style samplers and provide convenient ControlNet and LoRA stack helpers." + }, + { + "author": "kreonxv", + "title": "ComfyUI-LoraControls", + "reference": "https://github.com/kreonxv/ComfyUI-LoraControls", + "files": [ + "https://github.com/kreonxv/ComfyUI-LoraControls" + ], + "install_type": "git-clone", + "description": "A set of ComfyUI custom nodes to control LoRA (Low-Rank Adaptation) strength programmatically during the sampling process." + }, + { + "author": "xufengbo1993", + "title": "ComfyUI-ZFL-JSON-Extractor", + "reference": "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor", + "files": [ + "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor" + ], + "install_type": "git-clone", + "description": "A powerful tool for AI dynamic comic creators and scriptwriters extracting up to 4 specific keys from JSON scripts." + }, + { + "author": "ohmygoobness", + "title": "ComfyUI-ImageResolutionFixer", + "reference": "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer", + "files": [ + "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI node that intelligently rounds image dimensions to compatible resolutions using smart reflection mirroring." + }, + { + "author": "AnastasiyaW", + "title": "ComfyUI-SmartScreenshotCleaner", + "reference": "https://github.com/AnastasiyaW/ComfyUI-SmartScreenshotCleaner", + "files": [ + "https://github.com/AnastasiyaW/ComfyUI-SmartScreenshotCleaner" + ], + "install_type": "git-clone", + "description": "Nodes for removing UI elements from screenshots by detecting and masking icons, buttons, and text. (Description by CC)" + }, + { + "author": "kreonxv", + "title": "ComfyUI-T2I_StyleApply", + "reference": "https://github.com/kreonxv/ComfyUI-T2I_StyleApply", + "files": [ + "https://github.com/kreonxv/ComfyUI-T2I_StyleApply" + ], + "install_type": "git-clone", + "description": "Simple node for ComfyUI that applies a text-to-image (T2I) style to an image or embedding with support for start/end frame control and a weight parameter." + }, + { + "author": "luoq24", + "title": "ydem_nodes", + "reference": "https://github.com/luoq24/ydem_nodes", + "files": [ + "https://github.com/luoq24/ydem_nodes" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node collection including face direction detection, image processing, and example nodes. (Description by CC)" + }, + { + "author": "Devourer56", + "title": "ComfyUI-Impact-BIGdetector-BBOX-SEGS", + "reference": "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS", + "files": [ + "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS" + ], + "install_type": "git-clone", + "description": "A ComfyUI node implementing cascade object detection system (bbox/segm) using YOLO models with multi-stage processing. (Description by CC)" + }, + { + "author": "sugarkwork", + "title": "comfyui-trtools", + "reference": "https://github.com/sugarkwork/comfyui-trtools", + "files": [ + "https://github.com/sugarkwork/comfyui-trtools" + ], + "install_type": "git-clone", + "description": "TensorRT Tools for ComfyUI" + }, + { + "author": "LDNKS094", + "title": "ComfyUI-Painter-I2V-AIO", + "reference": "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO", + "files": [ + "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO" + ], + "install_type": "git-clone", + "description": "All-in-One collection of Painter's ComfyUI nodes for video generation" + }, + { + "author": "Nakamura2828", + "title": "ComfyUI-JK-ToRetro", + "reference": "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro", + "files": [ + "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro" + ], + "install_type": "git-clone", + "description": "Retro graphics converter node for ComfyUI. Converts modern images to authentic retro computing styles (VGA, EGA, CGA, PC-98) with proper color palettes, dithering, and resolution constraints." + }, + + { + "author": "kana112233", + "title": "ComfyUI-kaola-ace-step", + "reference": "https://github.com/kana112233/ComfyUI-kaola-ace-step", + "files": [ + "https://github.com/kana112233/ComfyUI-kaola-ace-step" + ], + "install_type": "git-clone", + "description": "ACE-Step 1.5 music generation nodes for ComfyUI - Generate high-quality music from text" + }, + + { + "author": "MechaBabyAi", + "title": "ComfyUI-MechaBaby-WorkflowTracer", + "reference": "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-WorkflowTracer", + "files": [ + "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-WorkflowTracer" + ], + "install_type": "git-clone", + "description": "An enhanced extension for ComfyUI that records, visualizes, and extracts the actual execution path of a workflow." + }, + { + "author": "pytraveler", + "title": "comfyui-darkil-nodes", + "reference": "https://github.com/pytraveler/comfyui-darkil-nodes", + "files": [ + "https://github.com/pytraveler/comfyui-darkil-nodes" + ], + "install_type": "git-clone", + "description": "Various custom nodes for improved usability." + }, + { + "author": "kadevin", + "title": "ComfyUI-Active-Node-Highlighter", + "reference": "https://github.com/kadevin/ComfyUI-Active-Node-Highlighter", + "files": [ + "https://github.com/kadevin/ComfyUI-Active-Node-Highlighter" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI extension that highlights the currently executing node by inverting its colors." + }, + { + "author": "JamesDanielDoss", + "title": "JamesDossAI-EnhancedLinks", + "reference": "https://github.com/JamesDanielDoss/JamesDossAI-EnhancedLinks", + "files": [ + "https://github.com/JamesDanielDoss/JamesDossAI-EnhancedLinks" + ], + "install_type": "git-clone", + "description": "Simple animated arrows traveling along workflow links (input → output)" + }, + { + "author": "Shan2L", + "title": "ComfyUI-Simple-Profiler", + "reference": "https://github.com/Shan2L/ComfyUI-Simple-Profiler", + "files": [ + "https://github.com/Shan2L/ComfyUI-Simple-Profiler" + ], + "install_type": "git-clone", + "description": "A pure backend custom node/plugin for ComfyUI that records execution time for each node in a workflow and maximum device usage statistics." + }, + { + "author": "Malkalypse", + "title": "ComfyUI-MouseCoords", + "id": "mousecoords", + "reference": "https://github.com/Malkalypse/ComfyUI-MouseCoords", + "files": [ + "https://github.com/Malkalypse/ComfyUI-MouseCoords" + ], + "install_type": "git-clone", + "description": "Display real-time mouse coordinates in graph space. Shows the current mouse position in the top-right corner of the canvas, useful for positioning nodes precisely, debugging layouts, and measuring distances." + }, + { + "author": "MechaBabyAi", + "title": "ComfyUI-MechaBaby-NodeLayout", + "reference": "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-NodeLayout", + "files": [ + "https://github.com/MechaBabyAi/ComfyUI-MechaBaby-NodeLayout" + ], + "install_type": "git-clone", + "description": "A node layout helper extension for ComfyUI. Assists in arranging and aligning nodes on the canvas without modifying workflow files — all operations are frontend-only." + }, + { + "author": "kreonxv", + "title": "ComfyUI-Infinity-Canvas", + "reference": "https://github.com/kreonxv/ComfyUI-Infinity-Canvas", + "files": [ + "https://github.com/kreonxv/ComfyUI-Infinity-Canvas" + ], + "install_type": "git-clone", + "description": "A powerful infinite canvas inpainting extension for ComfyUI inspired by InvokeAI Canvas and Painthua.com, enabling boundless painting and seamless iterative workflows." + }, + + { + "author": "kaushiknishchay", + "title": "ComfyUI-Qwen3-ASR", + "reference": "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR", + "files": [ + "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR" + ], + "install_type": "git-clone", + "description": "ComfyUI nodes for Qwen3-ASR (0.6B/1.7B) and ForcedAligner. Supports high-accuracy ASR and language identification for 52 languages/dialects, including 22 Chinese dialects and various English accents. Features word-level timestamps, long audio transcription, and VRAM-optimized inference." + }, + { + "author": "SparknightLLC", + "title": "ComfyUI-MakeSeamlessTexture", + "reference": "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture", + "files": [ + "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture" + ], + "install_type": "git-clone", + "description": "Turn images into seamless textures and build tiled previews. Unique radial mask method available." + }, + { + "author": "1038lab", + "title": "ComfyUI-QwenASR", + "reference": "https://github.com/1038lab/ComfyUI-QwenASR", + "files": [ + "https://github.com/1038lab/ComfyUI-QwenASR" + ], + "install_type": "git-clone", + "description": "A lightweight ComfyUI custom node pack for Qwen3-ASR, providing simple speech‑to‑text workflows with local model caching and optional timestamp output. Supports Qwen/Qwen3‑ASR‑1.7B and 0.6B, with HuggingFace/ModelScope download options and clean integration for ComfyUI pipelines." + }, + { + "author": "Ugleh", + "title": "ComfyUI-ugleh-OpenAI", + "reference": "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI", + "files": [ + "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI" + ], + "install_type": "git-clone", + "description": "Minimal OpenAI API nodes for ComfyUI." + }, + { + "author": "remingtonspaz", + "title": "Reference Chain Conditioning", + "reference": "https://github.com/remingtonspaz/ComfyUI-ReferenceChain", + "files": [ + "https://github.com/remingtonspaz/ComfyUI-ReferenceChain" + ], + "install_type": "git-clone", + "description": "Chain multiple images as reference conditionings for Flux Klein, Kontext etc. with one node" + }, + { + "author": "SidDays", + "title": "ComfyUI-YuGiOh", + "reference": "https://github.com/SidDays/ComfyUI-YuGiOh", + "files": [ + "https://github.com/SidDays/ComfyUI-YuGiOh" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes to help with creating custom Yu-Gi-Oh! cards and modding the video games" + }, + { + "author": "facok", + "title": "comfyui-meancache-z", + "reference": "https://github.com/facok/comfyui-meancache-z", + "files": [ + "https://github.com/facok/comfyui-meancache-z" + ], + "install_type": "git-clone", + "description": "MeanCache: Training-free inference acceleration for Z-Image Flow Matching models" + }, + + + { + "author": "NidAll", + "title": "ComfyUI_PromptStyler", + "reference": "https://github.com/NidAll/ComfyUI_PromptStyler", + "files": [ + "https://github.com/NidAll/ComfyUI_PromptStyler" + ], + "install_type": "git-clone", + "description": "PromptStyler is a custom ComfyUI node that helps you keep your prompts consistent by applying a selected style template to your positive prompt, then outputting CONDITIONING for KSampler." + }, + { + "author": "peter119lee", + "title": "ComfyUI-BananaForge", + "reference": "https://github.com/peter119lee/ComfyUI-BananaForge", + "files": [ + "https://github.com/peter119lee/ComfyUI-BananaForge" + ], + "install_type": "git-clone", + "description": "Gemini-powered image generation for ComfyUI supporting text-to-image, image-to-image, and batch processing with flexible API configuration. (Description by CC)" + }, + { + "author": "petmycat", + "title": "ComfyUI-gen2", + "reference": "https://github.com/petmycat/ComfyUI-gen2", + "files": [ + "https://github.com/petmycat/ComfyUI-gen2" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI nodes for QwenImage ControlNet achieving 100% output compatibility with VideoX-Fun's diffusers pipeline while leveraging ComfyUI's efficient model loading system." + }, + { + "author": "aligjahed", + "title": "comfy-flow", + "reference": "https://github.com/aligjahed/comfy-flow", + "files": [ + "https://github.com/aligjahed/comfy-flow" + ], + "install_type": "git-clone", + "description": "Comfy Flow - A flow manager for ComfyUI. (Description by CC)" + }, + { + "author": "shumoLR", + "title": "Comfyui_SynVow_TeleStyle", + "reference": "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle", + "files": [ + "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle" + ], + "install_type": "git-clone", + "description": "ComfyUI video style transfer plugin based on TeleStyle for applying reference image styles to source videos. (Description by CC)" + }, + { + "author": "bkpaine1", + "title": "HALO Debug Pack", + "id": "halo-pack", + "reference": "https://github.com/bkpaine1/halo_pack", + "files": [ + "https://github.com/bkpaine1/halo_pack" + ], + "install_type": "git-clone", + "description": "AMD ROCm bf16 diagnostic tools for ComfyUI. Fixes black image issues caused by numpy's lack of bfloat16 support. Includes FP32 VAE decode/encode and debug nodes for latent, conditioning, and model inspection. Useful for AMD Strix Halo, older NVIDIA cards, Apple Silicon, and unified memory systems." + }, + { + "author": "shootthesound", + "title": "comfyui-wan-i2v-control", + "reference": "https://github.com/shootthesound/comfyui-wan-i2v-control", + "files": [ + "https://github.com/shootthesound/comfyui-wan-i2v-control" + ], + "install_type": "git-clone", + "description": "A user-friendly way to selectively transform parts of your starting image in WAN Image-to-Video generation with advanced masking and person detection." + }, + { + "author": "harishcmgit", + "title": "comfyui_ds", + "reference": "https://github.com/harishcmgit/comfyui_ds", + "files": [ + "https://github.com/harishcmgit/comfyui_ds" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that implements advanced document scanning with automatic perspective correction and multiple enhancement options." + }, + { + "author": "errew", + "title": "ComfyUI-Wireless", + "reference": "https://github.com/errew/ComfyUI-Wireless", + "files": [ + "https://github.com/errew/ComfyUI-Wireless" + ], + "install_type": "git-clone", + "description": "A clean, lightweight ComfyUI plugin to transmit data wirelessly between nodes using a global key-value store." + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-HSWQ-Quantizer", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer" + ], + "install_type": "git-clone", + "description": "Unofficial ComfyUI reference implementation of Hybrid Sensitivity Weighted Quantization (HSWQ) for model optimization." + }, + { + "author": "domprosys", + "title": "ComfyUI-LTXVideo-Extra", + "reference": "https://github.com/domprosys/ComfyUI-LTXVideo-Extra", + "files": [ + "https://github.com/domprosys/ComfyUI-LTXVideo-Extra" + ], + "install_type": "git-clone", + "description": "Extra nodes for LTX-2 video generation in ComfyUI." + }, + { + "author": "sugarkwork", + "title": "comfyui_smart_character_detailer", + "reference": "https://github.com/sugarkwork/comfyui_smart_character_detailer", + "files": [ + "https://github.com/sugarkwork/comfyui_smart_character_detailer" + ], + "install_type": "git-clone", + "description": "Extended ComfyUI node with WD14 Tagger-based image analysis and automatic character identification to apply optimized prompts dynamically. (Description by CC)" + }, + { + "author": "engineer6980", + "title": "ComfyUI-Image-Cipher", + "reference": "https://github.com/engineer6980/ComfyUI-Image-Cipher", + "files": [ + "https://github.com/engineer6980/ComfyUI-Image-Cipher" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node for image privacy protection using RGB channel independent differential bit-shifting encryption. (Description by CC)" + }, + { + "author": "MushroomFleet", + "title": "ComfyUI-Zero2JSON", + "reference": "https://github.com/MushroomFleet/ComfyUI-Zero2JSON", + "files": [ + "https://github.com/MushroomFleet/ComfyUI-Zero2JSON" + ], + "install_type": "git-clone", + "description": "ZeroPrompt integration for FLUX2-JSON providing deterministic, profile-based procedural text generation for structured prompt building." + }, + { + "author": "thezveroboy", + "title": "ComfyUI-klein4-9multiangle", + "reference": "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle", + "files": [ + "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle" + ], + "install_type": "git-clone", + "description": "Klein4&9 MultiAngle Prompt is a ComfyUI node that lets you quickly set the camera angle and distance to the subject in your prompt without typing long descriptions manually." + }, + { + "author": "huyl3-cpu", + "title": "ComfyUI-PyTorch210Patcher", + "reference": "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher", + "files": [ + "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher" + ], + "install_type": "git-clone", + "description": "Auto-fixes WanVideoModel for PyTorch 2.10.0+ compatibility by automatically patching the model class to work with both PyTorch 2.9.0 and 2.10.0+." + }, + { + "author": "DanPli", + "title": "ComfyUI-Flux2LatentPresets", + "reference": "https://github.com/DanPli/ComfyUI-Flux2LatentPresets", + "files": [ + "https://github.com/DanPli/ComfyUI-Flux2LatentPresets" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that provides Flux 2–recommended resolution presets for quickly creating empty latents, without manually entering width and height values." + }, + { + "author": "SnJake", + "title": "SnJake_Sapsan-VFI", + "reference": "https://github.com/SnJake/SnJake_Sapsan-VFI", + "files": [ + "https://github.com/SnJake/SnJake_Sapsan-VFI" + ], + "install_type": "git-clone", + "description": "SnJake Sapsan-VFI is a custom ComfyUI node for x2 video frame interpolation. It inserts one in-between frame for every input pair, doubling the FPS." + }, + { + "author": "knishika62", + "title": "ComfyUI-DualLoraStack", + "reference": "https://github.com/knishika62/ComfyUI-DualLoraStack", + "files": [ + "https://github.com/knishika62/ComfyUI-DualLoraStack" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node that applies the same Lora to two models while sharing a CLIP, supporting up to 6 Lora models with independent strength control. (Description by CC)" + }, + { + "author": "Shiba-2-shiba", + "title": "ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer", + "reference": "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer", + "files": [ + "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer" + ], + "install_type": "git-clone", + "description": "Unofficial reference implementation of Hybrid Sensitivity Weighted Quantization (HSWQ) for ComfyUI, providing calibration and FP8 conversion nodes for model optimization." + }, + + { + "author": "filliptm", + "title": "ComfyUI-FL-DiffVSR", + "reference": "https://github.com/filliptm/ComfyUI-FL-DiffVSR", + "files": [ + "https://github.com/filliptm/ComfyUI-FL-DiffVSR" + ], + "install_type": "git-clone", + "description": "FL DiffVSR - Diffusion-based video super-resolution nodes for ComfyUI. Features 4x upscaling with temporal coherence using Stream-DiffVSR for smooth, artifact-free video enhancement. Supports text-guided upscaling, chunked processing for memory efficiency, and automatic model downloading from HuggingFace." + }, + { + "author": "molbal", + "title": "ComfyUI-LLM-CLIP", + "reference": "https://github.com/molbal/ComfyUI-LLM-CLIP", + "files": [ + "https://github.com/molbal/ComfyUI-LLM-CLIP" + ], + "install_type": "git-clone", + "description": "These nodes allow you to use a distilled Qwen3-4B model as your text encoder in Stable Diffusion XL." + }, + { + "author": "relhamdi", + "title": "ComfyUI-RE-CustomUtils", + "reference": "https://github.com/relhamdi/ComfyUI-RE-CustomUtils", + "files": [ + "https://github.com/relhamdi/ComfyUI-RE-CustomUtils" + ], + "install_type": "git-clone", + "description": "A collection of custom nodes for ComfyUI." + }, + { + "author": "tritant", + "title": "ComfyUI_Kitchen_nvfp4_Converter", + "reference": "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter", + "files": [ + "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter" + ], + "install_type": "git-clone", + "description": "Convert to nvfp4, support Z-image-turbo, flux.1 and more" + }, + { + "author": "PozzettiAndrea", + "title": "ComfyUI-CameraPack", + "reference": "https://github.com/PozzettiAndrea/ComfyUI-CameraPack", + "files": [ + "https://github.com/PozzettiAndrea/ComfyUI-CameraPack" + ], + "install_type": "git-clone", + "description": "Camera utilities for ComfyUI. Convert between camera formats (DA3 extrinsics/intrinsics to Load3DCamera for Preview3D)." + }, + { + "author": "BobRandomNumber", + "title": "ComfyUI-Calculator", + "reference": "https://github.com/BobRandomNumber/ComfyUI-Calculator", + "files": [ + "https://github.com/BobRandomNumber/ComfyUI-Calculator" + ], + "install_type": "git-clone", + "description": "Calculator" + }, + { + "author": "D-Ogi", + "title": "ComfyUI-Attention-Optimizer", + "reference": "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer", + "files": [ + "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer" + ], + "install_type": "git-clone", + "description": "Automatically benchmark and optimize attention in diffusion models. 1.5-2x speedup on RTX 4090, up to 4x on video models." + }, + { + "author": "capitan01R", + "title": "ComfyUI-ZImageTurbo-FlowSampler", + "reference": "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler", + "files": [ + "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler" + ], + "install_type": "git-clone", + "description": "Rectified-flow samplers for Z-Image-Turbo. Clean interpolation formula without sigma division, linear schedulers, higher-order variants. Fixes built-in euler/euler_ancestral instability issues" + }, + { + "author": "DevDuckFace", + "title": "KsamplerDF", + "reference": "https://github.com/DevDuckFace/KsamplerDF", + "files": [ + "https://github.com/DevDuckFace/KsamplerDF" + ], + "install_type": "git-clone", + "description": "A custom ComfyUI node that splits sampling steps between a main sampler and a refiner sampler, with independent denoise control for each phase, with upscalers now" + }, + { + "author": "rockerBOO", + "title": "pixel-sorting", + "reference": "https://github.com/rockerBOO/pixel-sorting", + "files": [ + "https://github.com/rockerBOO/pixel-sorting" + ], + "install_type": "git-clone", + "description": "ASDF-style pixel sorting implementation in Python with extended features" + }, + + { + "author": "xela-io", + "title": "ComfyUI-HairDetailer", + "reference": "https://github.com/xela-io/ComfyUI-HairDetailer", + "files": [ + "https://github.com/xela-io/ComfyUI-HairDetailer" + ], + "install_type": "git-clone", + "description": "Comprehensive custom node pack for detecting hair regions, creating precise masks, and enhancing hair details in images with 6 specialized nodes for various hair processing workflows. (Description by CC)" + }, + { + "author": "kakachiex2", + "title": "comfyui-ltx2-efficient", + "reference": "https://github.com/kakachiex2/comfyui-ltx2-efficient", + "files": [ + "https://github.com/kakachiex2/comfyui-ltx2-efficient" + ], + "install_type": "git-clone", + "description": "High-performance custom node for LTX2 video generation designed to reduce GPU usage, VRAM requirements, and temperature on consumer GPUs." + }, + { + "author": "SlothHole", + "title": "Imitatoes", + "reference": "https://github.com/SlothHole/Imitatoes", + "files": [ + "https://github.com/SlothHole/Imitatoes" + ], + "install_type": "git-clone", + "description": "Build a ComfyUI \"self-improving\" workflow where each render is evaluated by a local vision LLM, which then edits the prompt/parameters and triggers another run." + }, + { + "author": "BobJohnson24", + "title": "ComfyUI-Flux2-INT8", + "reference": "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8", + "files": [ + "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8" + ], + "install_type": "git-clone", + "description": "This node speeds up Flux2, Chroma, Z-Image in ComfyUI by using INT8 quantization, delivering ~2x faster inference on my 3090, but it should work on any NVIDIA GPU with enough INT8 TOPS." + }, + { + "author": "smartvain", + "title": "ComfyUI-PromptComment", + "reference": "https://github.com/smartvain/ComfyUI-PromptComment", + "files": [ + "https://github.com/smartvain/ComfyUI-PromptComment" + ], + "install_type": "git-clone", + "description": "Custom ComfyUI node providing comment stripping functionality for prompts with multiple marker styles. (Description by CC)" + }, + { + "author": "kayorlian", + "title": "ComfyuiSmartColorMatch", + "reference": "https://github.com/kayorlian/ComfyuiSmartColorMatch", + "files": [ + "https://github.com/kayorlian/ComfyuiSmartColorMatch" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI that performs color matching between reference and generated images with support for masking." + } + ] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/new/extension-node-map.json b/custom_nodes/ComfyUI-Manager/node_db/new/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..57cd8e12fb48ad4fd15cb79815e4665ce8c7cd79 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/new/extension-node-map.json @@ -0,0 +1,59442 @@ +{ + "https://gist.githubusercontent.com/alkemann/7361b8eb966f29c8238fd323409efb68/raw/f9605be0b38d38d3e3a2988f89248ff557010076/alkemann.py": [ + [ + "Int to Text", + "Save A1 Image", + "Seed With Text" + ], + { + "title_aux": "alkemann nodes" + } + ], + "https://git.mmaker.moe/mmaker/sd-webui-color-enhance": [ + [ + "MMakerColorBlend", + "MMakerColorEnhance" + ], + { + "title_aux": "mmaker/Color Enhance" + } + ], + "https://github.com/0nikod/ComfyUI-Metadata-Tools": [ + [ + "ImageGetMetadata", + "ImageSetMetadata", + "LoadImageWithMetadata", + "SaveImageWithMetadata" + ], + { + "title_aux": "ComfyUI-Metadata-Tools" + } + ], + "https://github.com/0nikod/ComfyUI-Simple-Prompt": [ + [ + "SimplePrompt" + ], + { + "title_aux": "ComfyUI-Simple-Prompt" + } + ], + "https://github.com/0x-jerry/comfyui-rembg": [ + [ + "Load Rembg Model", + "Rembg Remove background" + ], + { + "title_aux": "0x-jerry/Rembg Background Removal Node for ComfyUI" + } + ], + "https://github.com/0xRavenBlack/ComfyUI-OOP": [ + [ + "OOPAnimalNode", + "OOPClothingNode", + "OOPEnvironmentNode", + "OOPEyesNode", + "OOPHairNode", + "OOPLocationNode", + "OOPMouthNode", + "OOPNode", + "OOPPersonNode", + "OOPPoseNode", + "OOPStyleNode", + "OOPViewNode" + ], + { + "title_aux": "ComfyUI-OOP" + } + ], + "https://github.com/0xbitches/ComfyUI-LCM": [ + [ + "LCM_Sampler", + "LCM_Sampler_Advanced", + "LCM_img2img_Sampler", + "LCM_img2img_Sampler_Advanced" + ], + { + "title_aux": "Latent Consistency Model for ComfyUI" + } + ], + "https://github.com/1038lab/ComfyUI-EdgeTTS": [ + [ + "EdgeTTS", + "Save_Audio", + "WhisperSTT" + ], + { + "title_aux": "ComfyUI-EdgeTTS" + } + ], + "https://github.com/1038lab/ComfyUI-FireRedTTS": [ + [ + "FireRedTTS2MonologueNode", + "FireRedTTS2_Dialogue" + ], + { + "title_aux": "ComfyUI-FireRedTTS" + } + ], + "https://github.com/1038lab/ComfyUI-FlashVSR": [ + [ + "AILab_FlashVSR", + "AILab_FlashVSR_Advanced" + ], + { + "title_aux": "ComfyUI-FlashVSR" + } + ], + "https://github.com/1038lab/ComfyUI-JoyCaption": [ + [ + "CaptionSaver", + "ImageBatchPath", + "JC", + "JC_ExtraOptions", + "JC_GGUF", + "JC_GGUF_adv", + "JC_adv" + ], + { + "title_aux": "ComfyUI-JoyCaption" + } + ], + "https://github.com/1038lab/ComfyUI-LBM": [ + [ + "LBM_DepthNormal", + "LBM_Relighting" + ], + { + "title_aux": "ComfyUI-LBM" + } + ], + "https://github.com/1038lab/ComfyUI-MegaTTS": [ + [ + "MegaTTS3", + "MegaTTS3S", + "MegaTTS_VoiceMaker" + ], + { + "title_aux": "ComfyUI-MegaTTS" + } + ], + "https://github.com/1038lab/ComfyUI-MiniCPM": [ + [ + "AILab_MiniCPM_V", + "AILab_MiniCPM_V_Advanced", + "AILab_MiniCPM_V_GGUF", + "AILab_MiniCPM_V_GGUF_Advanced" + ], + { + "title_aux": "ComfyUI-MiniCPM" + } + ], + "https://github.com/1038lab/ComfyUI-MiniMax-Remover": [ + [ + "ImageSizeAdjuster", + "MinimaxImageRemover", + "MinimaxModelLoader", + "MinimaxVideoLoader", + "MinimaxVideoRemover" + ], + { + "title_aux": "ComfyUI-MiniMax-Remover" + } + ], + "https://github.com/1038lab/ComfyUI-Mosaic": [ + [ + "MosaicCreator", + "MosaicDetector" + ], + { + "title_aux": "ComfyUI-Mosaic" + } + ], + "https://github.com/1038lab/ComfyUI-OmniGen": [ + [ + "ailab_OmniGen" + ], + { + "title_aux": "ComfyUI-OmniGen" + } + ], + "https://github.com/1038lab/ComfyUI-QwenASR": [ + [ + "AILab_Qwen3ASR", + "AILab_Qwen3ASRSubtitle" + ], + { + "title_aux": "ComfyUI-QwenASR" + } + ], + "https://github.com/1038lab/ComfyUI-QwenVL": [ + [ + "AILab_QwenVL", + "AILab_QwenVL_Advanced", + "AILab_QwenVL_GGUF", + "AILab_QwenVL_GGUF_Advanced", + "AILab_QwenVL_GGUF_PromptEnhancer", + "AILab_QwenVL_PromptEnhancer" + ], + { + "title_aux": "ComfyUI-QwenVL" + } + ], + "https://github.com/1038lab/ComfyUI-RMBG": [ + [ + "AILab_ColorInput", + "AILab_ColorToMask", + "AILab_CropObject", + "AILab_Florence2", + "AILab_Florence2ToCoordinates", + "AILab_ICLoRAConcat", + "AILab_ImageCombiner", + "AILab_ImageCompare", + "AILab_ImageCrop", + "AILab_ImageMaskConvert", + "AILab_ImageMaskToList", + "AILab_ImagePreview", + "AILab_ImageResize", + "AILab_ImageStitch", + "AILab_ImageToList", + "AILab_LamaRemover", + "AILab_LoadImage", + "AILab_LoadImageAdvanced", + "AILab_LoadImageBatch", + "AILab_LoadImageSimple", + "AILab_MaskCombiner", + "AILab_MaskEnhancer", + "AILab_MaskExtractor", + "AILab_MaskOverlay", + "AILab_MaskPreview", + "AILab_MaskToList", + "AILab_Preview", + "AILab_ReferenceLatentMask", + "AILab_SDMatte", + "AILab_UnbatchImages", + "AILab_YoloV8", + "AILab_YoloV8Adv", + "BiRefNetRMBG", + "BodySegment", + "ClothesSegment", + "FaceSegment", + "FashionSegmentAccessories", + "FashionSegmentClothing", + "RMBG", + "SAM2Segment", + "SAM3Segment", + "Segment", + "SegmentV2" + ], + { + "title_aux": "ComfyUI-RMBG" + } + ], + "https://github.com/1038lab/ComfyUI-ReduxFineTune": [ + [ + "ClipVisionStyleLoader", + "ReduxFineTune", + "ReduxFineTuneAdvanced" + ], + { + "title_aux": "ComfyUI-ReduxFineTune" + } + ], + "https://github.com/1038lab/ComfyUI-SparkTTS": [ + [ + "SparkTTS_AdvVoiceClone", + "SparkTTS_AudioRecorder", + "SparkTTS_VoiceClone", + "SparkTTS_VoiceCreator" + ], + { + "title_aux": "Comfyui-Spark-TTS" + } + ], + "https://github.com/1038lab/ComfyUI-VoxCPMTTS": [ + [ + "AILab_VoxCPMTTS", + "AILab_VoxCPMTTS_Advanced" + ], + { + "title_aux": "ComfyUI-VoxCPMTTS" + } + ], + "https://github.com/1038lab/ComfyUI-WildPromptor": [ + [ + "CustomListManager", + "KeywordPicker", + "PromptBuilder", + "PromptConcat", + "WildPromptor_AllInOne", + "WildPromptor_AllInOneList", + "WildPromptor_DataToPromptList", + "WildPromptor_Enhancer", + "WildPromptor_Generator", + "WildPromptor_Minicpm", + "WildPromptor_ShowPrompt", + "WildPromptor_TextInput" + ], + { + "title_aux": "ComfyUI-WildPromptor" + } + ], + "https://github.com/1038lab/ComfyUI-Youtu-VL": [ + [ + "AILab_YoutuVL", + "AILab_YoutuVL_Advanced", + "AILab_YoutuVL_GGUF", + "AILab_YoutuVL_GGUF_Advanced" + ], + { + "title_aux": "ComfyUI-Youtu-VL" + } + ], + "https://github.com/111496583yzy/comfyui-PuzzleCrack-Effect": [ + [ + "MyJigsawPuzzleEffect", + "MyRegionBoundaryEffect" + ], + { + "title_aux": "Jigsaw Puzzle Effect Plugin" + } + ], + "https://github.com/11dogzi/CYBERPUNK-STYLE-DIY": [ + [ + "CYBERPUNKHT" + ], + { + "title_aux": "CYBERPUNK-STYLE-DIY" + } + ], + "https://github.com/11dogzi/ComfUI-EGAdapterMadAssistant": [ + [ + "EGIPAdapter_Mad_Assistant", + "EGIPAdapter_Mad_AssistantV1", + "EGIPAdapter_Mad_AssistantV2", + "EGIPAdapter_Mad_AssistantV3", + "EGIPAdapter_Mad_AssistantV4", + "EGIPAdapter_Mad_AssistantV5", + "EGIPAdapter_Mad_AssistantV6" + ], + { + "title_aux": "ComfUI-EGAdapterMadAssistant" + } + ], + "https://github.com/11dogzi/Comfyui-HYPIR": [ + [ + "HYPIRAdvancedRestoration" + ], + { + "title_aux": "HYPIR ComfyUI Plugin" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-Nodes": [ + [ + "EG-YSZT-ZT", + "EG_CPSYTJ", + "EG_FX_BDAPI", + "EG_HT_YSTZ", + "EG_JF_ZZSC", + "EG_JXFZ_node", + "EG_K_LATENT", + "EG_RY_HT", + "EG_SCQY_BHDQY", + "EG_SCQY_QBQY", + "EG_SCQY_SXQY", + "EG_SJ", + "EG_SJPJ_Node", + "EG_SS_RYZH", + "EG_SZ_JDYS", + "EG_TC_Node", + "EG_TSCDS_CJ", + "EG_TSCDS_DG", + "EG_TSCDS_FG", + "EG_TSCDS_JT", + "EG_TSCDS_QT", + "EG_TSCDS_RW", + "EG_TSCDS_WP", + "EG_TSCDS_ZL", + "EG_TSCMB_GL", + "EG_TXZZ_ZH", + "EG_TX_CCHQ", + "EG_TX_CJPJ", + "EG_TX_JZRY", + "EG_TX_LJ", + "EG_TX_LJBC", + "EG_TX_SFBLS", + "EG_TX_WHLJ", + "EG_WB_KSH", + "EG_WXZ_QH", + "EG_XZ_QH", + "EG_YSQY_BBLLD", + "EG_YSQY_BLLD", + "EG_ZY_WBK", + "EG_ZZHBCJ", + "EG_ZZKZ_HT_node", + "EG_ZZ_BSYH", + "EG_ZZ_BYYH", + "EG_ZZ_HSYH", + "EG_ZZ_MHHT", + "EG_ZZ_SSKZ", + "ER_JBCH", + "ER_TX_ZZCJ" + ], + { + "title_aux": "Comfyui-ergouzi-Nodes" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-kaiguan": [ + [ + "ALLty", + "EGRWGL", + "EGRYDZQHNode", + "EGSEED", + "GroupSwitchNode", + "GroupSwitchNodee", + "GroupSwitchNodeee", + "GroupSwitchNodeeee", + "GroupSwitchNodi", + "hulue", + "jinyong" + ], + { + "title_aux": "Comfyui-ergouzi-kaiguan" + } + ], + "https://github.com/11dogzi/Comfyui-ergouzi-samplers": [ + [ + "EGBYZZCYQ", + "EGCYQJB", + "EGCYQJBCJ" + ], + { + "title_aux": "Comfyui-ergouzi-samplers" + } + ], + "https://github.com/18yz153/ComfyUI-Persona-Director": [ + [ + "PersonaDirector", + "PersonaDirectorNode" + ], + { + "title_aux": "ComfyUI-Persona-Director" + } + ], + "https://github.com/1hew/ComfyUI-1hewNodes": [ + [ + "1hew_AnyEmptyBool", + "1hew_AnyEmptyInt", + "1hew_AnySwitchBool", + "1hew_AnySwitchInt", + "1hew_AudioDuration", + "1hew_DetectGuideLine", + "1hew_DetectYolo", + "1hew_GetFileCount", + "1hew_ImageAddLabel", + "1hew_ImageBBoxOverlayByMask", + "1hew_ImageBatchExtract", + "1hew_ImageBatchGroup", + "1hew_ImageBatchRange", + "1hew_ImageBatchSplit", + "1hew_ImageBatchToList", + "1hew_ImageBlendModeByAlpha", + "1hew_ImageBlendModeByCSS", + "1hew_ImageCropSquare", + "1hew_ImageCropWithBBoxMask", + "1hew_ImageEdgeCropPad", + "1hew_ImageEditStitch", + "1hew_ImageGridSplit", + "1hew_ImageHLFreqCombine", + "1hew_ImageHLFreqSeparate", + "1hew_ImageHLFreqTransform", + "1hew_ImageListAppend", + "1hew_ImageListToBatch", + "1hew_ImageMainStitch", + "1hew_ImageMaskBlend", + "1hew_ImageMaskCrop", + "1hew_ImagePasteByBBoxMask", + "1hew_ImagePingPong", + "1hew_ImagePlot", + "1hew_ImageResizeFluxKontext", + "1hew_ImageResizeJimeng", + "1hew_ImageResizeQwenImage", + "1hew_ImageResizeUniversal", + "1hew_ImageRotateWithMask", + "1hew_ImageSolid", + "1hew_ImageStrokeByMask", + "1hew_ImageTileMerge", + "1hew_ImageTileSplit", + "1hew_IntImageSideLength", + "1hew_IntImageSize", + "1hew_IntMaskSideLength", + "1hew_IntSplit", + "1hew_IntWan", + "1hew_ListCustomFloat", + "1hew_ListCustomInt", + "1hew_ListCustomSeed", + "1hew_ListCustomString", + "1hew_LoadImage", + "1hew_LoadVideo", + "1hew_LoadVideoToImage", + "1hew_MaskBatchMathOps", + "1hew_MaskBatchRange", + "1hew_MaskBatchSplit", + "1hew_MaskBatchToList", + "1hew_MaskCropByBBoxMask", + "1hew_MaskFillHole", + "1hew_MaskListToBatch", + "1hew_MaskMathOps", + "1hew_MaskPasteByBBoxMask", + "1hew_MaskRepeat", + "1hew_MaskToSam3Box", + "1hew_MatchBrightnessContrast", + "1hew_MultiImageBatch", + "1hew_MultiImageStitch", + "1hew_MultiMaskBatch", + "1hew_MultiStringJoin", + "1hew_RangeMapping", + "1hew_SaveImage", + "1hew_SaveVideo", + "1hew_SaveVideoByImage", + "1hew_StringCoordinateToBBoxMask", + "1hew_StringCoordinateToBBoxes", + "1hew_StringFilter", + "1hew_StringJoinMulti", + "1hew_TextCustomExtract", + "1hew_TextEncodeQwenImageEdit", + "1hew_TextListToString", + "1hew_TextPrefixSuffix", + "1hew_TextToAny", + "1hew_URLToVideo", + "1hew_VideoCutGroup", + "1hew_WorkflowName" + ], + { + "title_aux": "ComfyUI 1hewNodes" + } + ], + "https://github.com/1mckw/Comfyui-Gelbooru": [ + [ + "Gelbooru (ID)", + "Gelbooru (Random)", + "GelbooruID", + "GelbooruRandom", + "UrlsToImage" + ], + { + "title_aux": "Comfyui-Gelbooru" + } + ], + "https://github.com/1x1r/comfyui-upscale-by-model": [ + [ + "UpscaleImageByUsingModel" + ], + { + "title_aux": "comfyui-upscale-by-model" + } + ], + "https://github.com/1zhangyy1/comfyui-vidu-nodes": [ + [ + "Character2Video", + "Image2Video", + "StartEnd2Video", + "Text2Video", + "UpscaleVideo", + "VideoDownloader" + ], + { + "title_aux": "ComfyUI VIDU" + } + ], + "https://github.com/2frames/ComfyUI-AQnodes": [ + [ + "AQ_BatchAverageImage", + "AQ_BlendImages", + "AQ_CLIPSetLastLayer", + "AQ_ColorMatchImage", + "AQ_Gemini", + "AQ_Gemini_acstep15", + "AQ_ImageMaskSwitch", + "AQ_Image_DetailTransfer", + "AQ_Image_Pad", + "AQ_Increment", + "AQ_LoadImageBase64", + "AQ_MasksAndImagesAsList", + "AQ_OpenAI_acstep15", + "AQ_Qwen", + "AQ_QwenLoader", + "AQ_Random", + "AQ_SaveImageWebpReturnBase64", + "AQ_SendImageToAPI", + "AQ_TextEncodeQwenImageEdit", + "AQ_TextEncodeQwenImageEditPlus", + "AQ_multiface_ApplyPulidFlux" + ], + { + "title_aux": "AQnodes for ComfyUI" + } + ], + "https://github.com/2kpr/ComfyUI-PMRF": [ + [ + "PMRF" + ], + { + "title_aux": "ComfyUI-PMRF" + } + ], + "https://github.com/2kpr/ComfyUI-UltraPixel": [ + [ + "UltraPixelLoad", + "UltraPixelProcess" + ], + { + "author": "italo", + "title_aux": "ComfyUI-UltraPixel" + } + ], + "https://github.com/311-code/ComfyUI-MagicClip_Strength": [ + [ + "CLIPTextEncodeSDXL_311_code" + ], + { + "title_aux": "ComfyUI MagicClip_Strength for SDXL" + } + ], + "https://github.com/31702160136/ComfyUI-GrsAI": [ + [ + "GPTImage_ImageToImage", + "GPTImage_TextToImage", + "GrsaiFluxKontext_ImageToImage", + "GrsaiFluxKontext_MultiImageToImage", + "GrsaiFluxKontext_TextToImage", + "Grsai_NanoBanana" + ], + { + "title_aux": "GrsAI api in ComfyUI" + } + ], + "https://github.com/3R3BOS/ComfyUI-3R3BOS-Pack": [ + [ + "Aspect Ratio Master (3R3BOS)", + "Batch Selector (3R3BOS)", + "Image Comparer (3R3BOS)" + ], + { + "title_aux": "ComfyUI-3R3BOS-Pack" + } + ], + "https://github.com/3dgopnik/comfyui-arena-suite": [ + [ + "Arena_MakeTilesSegs", + "\ud83c\udd70\ufe0f Arena AutoCache v6.1.2" + ], + { + "title_aux": "ComfyUI Arena Suite" + } + ], + "https://github.com/438443467/ComfyUI-GPT4V-Image-Captioner": [ + [ + "GPT4VCaptioner" + ], + { + "title_aux": "ComfyUI-GPT4V-Image-Captioner" + } + ], + "https://github.com/45uee/ComfyUI-Color_Transfer": [ + [ + "ColorPalette", + "ColorTransferReinhard", + "ExtractPalette", + "PaletteOptimalTransportTransfer", + "PaletteRbfTransfer", + "PaletteTransfer", + "PaletteTransferReinhard", + "PalleteTransferClustering", + "PalletteSoftTransfer" + ], + { + "title_aux": "ComfyUI-Color_Transfer" + } + ], + "https://github.com/54rt1n/ComfyUI-DareMerge": [ + [ + "DM_AdvancedDareModelMerger", + "DM_AdvancedModelMerger", + "DM_AttentionGradient", + "DM_BlockGradient", + "DM_BlockModelMerger", + "DM_DareClipMerger", + "DM_DareModelMergerBlock", + "DM_DareModelMergerElement", + "DM_DareModelMergerMBW", + "DM_GradientEdit", + "DM_GradientOperations", + "DM_GradientReporting", + "DM_InjectNoise", + "DM_LoRALoaderTags", + "DM_LoRAReporting", + "DM_MBWGradient", + "DM_MagnitudeMasker", + "DM_MaskEdit", + "DM_MaskOperations", + "DM_MaskReporting", + "DM_ModelReporting", + "DM_NormalizeModel", + "DM_QuadMasker", + "DM_ShellGradient", + "DM_SimpleMasker" + ], + { + "title_aux": "ComfyUI-DareMerge" + } + ], + "https://github.com/552023587/comfyui_character_selector": [ + [ + "CharacterSelector" + ], + { + "title_aux": "comfyui_character_selector" + } + ], + "https://github.com/5agado/ComfyUI-Sagado-Nodes": [ + [ + "SGD_Call_Ollama", + "SGD_Film_Grain", + "SGD_Get_Num_Frames", + "SGD_Get_Resolution", + "SGD_Image_Loader", + "SGD_Video_Loader" + ], + { + "title_aux": "Sagado Nodes for ComfyUI" + } + ], + "https://github.com/5x00/ComfyUI-PiAPI-Faceswap": [ + [ + "Face Swapper" + ], + { + "title_aux": "ComfyUI-PiAPI-Faceswap" + } + ], + "https://github.com/5x00/ComfyUI-VLM-Captions": [ + [ + "Image To Caption" + ], + { + "title_aux": "ComfyUI-VLM_Captions" + } + ], + "https://github.com/6174/comflowy-nodes": [ + [ + "Comflowy_Clarity_Upscale", + "Comflowy_Extract_JSON", + "Comflowy_Flux", + "Comflowy_Flux_Dev_Lora", + "Comflowy_Flux_Pro_Ultra", + "Comflowy_Hailuo", + "Comflowy_Http_Request", + "Comflowy_Ideogram", + "Comflowy_Kling", + "Comflowy_LLM", + "Comflowy_Load_JSON", + "Comflowy_Luma", 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"MaskToCenterPoint" + ], + { + "title_aux": "ComfyUI Mask to Center Point Nodes" + } + ], + "https://github.com/9nate-drake/ComfyUI-PanoTools": [ + [ + "CameraCalibration", + "Perspective2Panorama" + ], + { + "title_aux": "ComfyUI-PanoTools" + } + ], + "https://github.com/9nate-drake/Comfyui-SecNodes": [ + [ + "CoordinatePlotter", + "SeCModelLoader", + "SeCVideoSegmentation" + ], + { + "title_aux": "Comfyui-SecNodes" + } + ], + "https://github.com/A043-studios/ComfyUI-ASDF-Pixel-Sort-Nodes": [ + [ + "PixelSortAdvancedNode", + "PixelSortNode" + ], + { + "title_aux": "ComfyUI ASDF Pixel Sort Nodes" + } + ], + "https://github.com/A043-studios/ComfyUI-OmniSVG": [ + [ + "OmniSVG Image to SVG", + "OmniSVG Model Loader", + "OmniSVG Text to SVG", + "SVG Saver", + "SVG to Image" + ], + { + "title_aux": "ComfyUI OmniSVG Nodes" + } + ], + "https://github.com/A043-studios/ComfyUI_HunyuanWorldnode": [ + [ + "HunyuanWorldHybridNode", + "HunyuanWorldImageTo3D", + "HunyuanWorldModelLoader", + 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"https://github.com/AIExplorer25/ComfyUI_ChatGptHelper": [ + [ + "ChatGptHelper" + ], + { + "title_aux": "ComfyUI_ChatGptHelper" + } + ], + "https://github.com/AIExplorer25/ComfyUI_ImageCaptioner": [ + [ + "CheckImageCaptionsData", + "ImageCaptioner", + "ImageCaptionerPostProcessing", + "Quen3Helper", + "Quen3HelperGGUF", + "SingleImageCaptioner" + ], + { + "title_aux": "ComfyUI_ImageCaptioner" + } + ], + "https://github.com/AIFSH/AniTalker-ComfyUI": [ + [ + "AniTalkerNode", + "PreViewVideo" + ], + { + "title_aux": "AniTalker-ComfyUI" + } + ], + "https://github.com/AIFSH/ComfyUI-3d-photo-inpainting": [ + [ + "LoadImagePath", + "PreViewVideo", + "TreeDNode" + ], + { + "title_aux": "ComfyUI-3d-photo-inpainting" + } + ], + "https://github.com/AIFSH/ComfyUI-AuraSR": [ + [ + "AuraSRNode" + ], + { + "title_aux": "AIFSH/ComfyUI-AuraSR" + } + ], + "https://github.com/AIFSH/ComfyUI-DiffSynth-Studio": [ + [ + "ControlNetPathLoader", + "DiffTextNode", + "DiffutoonNode", + "ExVideoNode", + 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"https://github.com/AIFSH/CosyVoice-ComfyUI": [ + [ + "CosyVoiceDubbingNode", + "CosyVoiceNode", + "LoadSRT", + "TextNode" + ], + { + "title_aux": "CosyVoice-ComfyUI" + } + ], + "https://github.com/AIFSH/DHLive-ComfyUI": [ + [ + "CombineVideo", + "DHLIVELoadVideo", + "DHLiveNode", + "PreViewVideo", + "StaticVideo" + ], + { + "title_aux": "DHLive-ComfyUI" + } + ], + "https://github.com/AIFSH/DiffMorpher-ComfyUI": [ + [ + "DiffMorpherNode", + "PreViewGIF", + "TextNode" + ], + { + "title_aux": "DiffMorpher-ComfyUI" + } + ], + "https://github.com/AIFSH/DiffSynth-ComfyUI": [ + [ + "CogVideoNode", + "DownloadModelsNode", + "LoadVideo", + "PreViewVideo", + "TextEncode" + ], + { + "title_aux": "DiffSynth-ComfyUI" + } + ], + "https://github.com/AIFSH/EchoMimicV2-ComfyUI": [ + [ + "EchoMimicV2Node", + "EchoMimicV2PoseNode" + ], + { + "title_aux": "EchoMimicV2-ComfyUI" + } + ], + "https://github.com/AIFSH/EzAudio-ComfyUI": [ + [ + "EzAudioControlNetNode", + "EzAudioEditNode", + "EzAudioNode", + "TextPromptNode" + ], + { + "title_aux": "EzAudio-ComfyUI" + } + ], + "https://github.com/AIFSH/F5-TTS-ComfyUI": [ + [ + "F5TTSNode" + ], + { + "title_aux": "F5-TTS-ComfyUI" + } + ], + "https://github.com/AIFSH/FancyVideo-ComfyUI": [ + [ + "FancyVideoI2VNode", + "FancyVideoV2VNode" + ], + { + "title_aux": "FancyVideo-ComfyUI" + } + ], + "https://github.com/AIFSH/FireRedTTS-ComfyUI": [ + [ + "FireRedTTSNode" + ], + { + "title_aux": "FireRedTTS-ComfyUI" + } + ], + "https://github.com/AIFSH/GSTTS-ComfyUI": [ + [ + "ASRNode", + "AudioSlicerNode", + "ConfigGPTNode", + "ConfigSoVITSNode", + "DatasetNode", + "ExperienceNode", + "GSFinetuneNone", + "GSVTTSNode", + "LoadSRT", + "PreViewSRT", + "TSCY_Node", + "TextDictNode" + ], + { + "title_aux": "GSTTS-ComfyUI" + } + ], + "https://github.com/AIFSH/HivisionIDPhotos-ComfyUI": [ + [ + "AddBackgroundNode", + "AddWaterMarkNode", + "ENHivisionParamsNode", + "HivisionLayOutNode", + "HivisionNode", + "LaterProcessNode", + "ZHHivisionParamsNode" + ], + { + "author": "cuny", + "description": "", + "title_aux": "HivisionIDPhotos-ComfyUI" + } + ], + "https://github.com/AIFSH/IMAGDressing-ComfyUI": [ + [ + "IMAGDressingNode", + "TextNode" + ], + { + "title_aux": "IMAGDressing-ComfyUI" + } + ], + "https://github.com/AIFSH/JoyHallo-ComfyUI": [ + [ + "JoyHalloNode" + ], + { + "title_aux": "JoyHallo-ComfyUI" + } + ], + "https://github.com/AIFSH/MaskGCT-ComfyUI": [ + [ + "MaskGCTNode" + ], + { + "title_aux": "MaskGCT-ComfyUI" + } + ], + "https://github.com/AIFSH/MiniMates-ComfyUI": [ + [ + "MiniMatesNode" + ], + { + "title_aux": "MiniMates-ComfyUI" + } + ], + "https://github.com/AIFSH/OmniGen-ComfyUI": [ + [ + "OmniGenLoader", + "OmniGenNode" + ], + { + "title_aux": "OmniGen-ComfyUI" + } + ], + "https://github.com/AIFSH/PyramidFlow-ComfyUI": [ + [ + "PyramidFlowNode" + ], + { + "title_aux": "PyramidFlow-ComfyUI" + } + ], + "https://github.com/AIFSH/RealisDance-ComfyUI": [ + [ + "LoadFile", + "LoadVideo", + "PreViewVideo", + "RealisDanceNode" 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"ComfyUI_kkTranslator_nodes" + } + ], + "https://github.com/AIGODLIKE/Blender-IO": [ + [ + "BlenderInputs", + "BlenderOutputs", + "ComfyUIInputs" + ], + { + "title_aux": "Blender-IO" + } + ], + "https://github.com/AIGODLIKE/ComfyUI-CUP": [ + [ + "Mask", + "OpenPose", + "OpenPoseCanny", + "OpenPoseDepth", + "OpenPoseFace", + "OpenPoseFull", + "OpenPoseFullExtraLimb", + "OpenPoseHand", + "OpenPoseKeyPose", + "OpenPoseLineart", + "OpenPoseMediaPipeFace", + "PreviewAudio", + "SaveAudioBL", + "SaveModel", + "\u5b58\u50a8", + "\u622a\u56fe", + "\u6750\u8d28\u56fe", + "\u8f93\u5165\u56fe\u50cf", + "\u9884\u89c8" + ], + { + "title_aux": "ComfyUI-CUP" + } + ], + "https://github.com/AIGODLIKE/ComfyUI-ToonCrafter": [ + [ + "ToonCrafterNode", + "ToonCrafterWithSketch" + ], + { + "title_aux": "ComfyUI-ToonCrafter" + } + ], + "https://github.com/AIPOQUE/ComfyUI-APQNodes": [ + [ + "ColorPalette|AIPOQUE" + ], + { + "title_aux": "ComfyUI-APQNodes" + } + ], + "https://github.com/AIToldMeTo/comfyui-cache-cleaner": [ + [ + "CacheCleaner" + ], + { + "title_aux": "ComfyUI Cache Cleaner Node" + } + ], + "https://github.com/AIWarper/ComfyUI-DAViD": [ + [ + "DAViDDepthVisualizer", + "DAViDMultiTask", + "DAViDNormalToLight" + ], + { + "title_aux": "ComfyUI-DAViD" + } + ], + "https://github.com/AIWarper/ComfyUI-NormalCrafterWrapper": [ + [ + "DetailTransfer", + "NormalCrafterNode" + ], + { + "title_aux": "NormalCrafterWrapper" + } + ], + "https://github.com/AIWarper/ComfyUI-WarperNodes": [ + [ + "AspectRatioMatchToBase_Warper", + "AspectRatioMatchToStandardResolution_Warper", + "AspectRatioResolution_Warper", + "CombinePrompts_Warper", + "CropAndRestore_Warper", + "DWPoseScalerNode_Warper", + "FacialPartMaskFromPose_Warper", + "FlowVisualizerNode_Warper", + "GetBatchByIndex_Warper", + "LoadPromptsFromDirectory_Warper", + "LoadSinglePromptByIndex_Warper", + "MouthMaskFromPose_Warper", + "PreprocessForTarget_Warper", + "SmartOverlappingBatcher_Warper", + "SmartVideoBatcher_Warper", + "TextFileIteratorWithInfo_Warper", + "TextFileIterator_Warper" + ], + { + "title_aux": "ComfyUI Warper Nodes" + } + ], + "https://github.com/AInseven/ComfyUI-fastblend": [ + [ + "FillDarkMask", + "InterpolateKeyFrame", + "MaskListcaptoBatch", + "Merge_Image_List", + "MyOpenPoseNode", + "SmoothVideo", + "alert_when_finished", + "reBatchImage" + ], + { + "title_aux": "ComfyUI-fastblend" + } + ], + "https://github.com/AIrjen/OneButtonPrompt": [ + [ + "AutoNegativePrompt", + "CreatePromptVariant", + "OneButtonArtify", + "OneButtonFlufferize", + "OneButtonPreset", + "OneButtonPrompt", + "OneButtonSuperPrompt", + "SavePromptToFile" + ], + { + "title_aux": "One Button Prompt" + } + ], + "https://github.com/AJO-reading/ComfyUI-AjoNodes": [ + [ + "AJO_AudioCollectAndConcat", + "AJO_VfiSkipListCalculator" + ], + { + "title_aux": "ComfyUI-AjoNodes" + } + ], + "https://github.com/AJbeckliy/SynVow-Comfyui-Nanoapi": [ + [ + "SynVowNano2_I2I", + "SynVowNano2_T2I" + ], + { + "title_aux": "SynVow-Comfyui-Nanoapi" + } + ], + "https://github.com/AKharytonchyk/ComfyUI-telegram-bot-node": [ + [ + "SaveToTelegram", + "TelegramListener", + "author", + "description", + "files", + "install_type", + "keywords", + "license", + "name", + "nodename_pattern", + "pip", + "reference", + "version" + ], + { + "title_aux": "ComfyUI-telegram-bot-node" + } + ], + "https://github.com/ALatentPlace/ComfyUI_yanc": [ + [ + "> Bloom", + "> Blur", + "> Brightness", + "> Clear Text", + "> Combine Channels", + "> Contrast", + "> Divide Channels", + "> Edge Enhance", + "> Film Grain", + "> Float to Int", + "> Fog", + "> Get Mean Color", + "> HUE", + "> Int", + "> Int to Text", + "> Layer Weights (for IPAMS)", + "> Lens Distortion", + "> Light Source Mask", + "> Load Image", + "> Load Image From Folder", + "> Mask Curves", + "> NIKSampler", + "> Noise From Image", + "> Normal Map Lighting", + "> RGB Color", + "> RGB Shift", + "> 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"APZmediaGenerateFilePath", + "APZmediaImageFilename", + "APZmediaReadWidget", + "APZmediaStandardFilenameBuilder", + "CleanFileNameNode" + ], + { + "title_aux": "APZmedia Naming Tools" + } + ], + "https://github.com/APZmedia/ComfyUI-Dreamlight": [ + [ + "DreamLightNode" + ], + { + "title_aux": "ComfyUI DreamLight Node" + } + ], + "https://github.com/APZmedia/ComfyUI-color-tools": [ + [ + "AdvancedOcioColorTransform", + "BrightnessContrast", + "ColorBalance", + "ColorConverterAdvanced", + "ColorHarmony", + "ColorHistogram", + "ColorPalette", + "ColorProfileConvert", + "ColorProfileReader", + "ColorSimilarity", + "ColorSpaceAnalyzer", + "ColorSpaceConverter", + "ColorTemperature", + "DominantColors", + "GammaCompare", + "GammaCorrection", + "HueShift", + "LittleCMSColorProfileConverter", + "OCIOColorSpaceConverter", + "OCIOConfigInfo", + "QuickColorSpaceFix", + "Saturation", + "TestPatternGenerator", + "VectorScope" + ], + { + "title_aux": "ComfyUI Color Profile Reader" + } + ], + "https://github.com/APZmedia/Comfyui-LightDirection-estimation": [ + [ + "EnhancedLightEstimator", + "IREShadowAnalyzer", + "IREShadowComparison", + "LightDistributionAnalyzer", + "LightImageProcessor", + "NormalMapLightEstimator" + ], + { + "title_aux": "NormalMapLightEstimator" + } + ], + "https://github.com/ARM64-EC/ComfyUI-LongCatPlugin": [ + [ + "LoadLongCatModel", + "LongCatCLIPLoader", + "LongCatImageResizer", + "LongCatSampler", + "LongCatSizePicker", + "LongCatVAELoader", + "TextEncodeLongCatImage", + "TextEncodeLongCatImageEdit" + ], + { + "title_aux": "ComfyUI-LongCatPlugin" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA": [ + [ + "CachingCLIPTextEncode", + "CachingCLIPTextEncodeFlux", + "CachingCLIPTextEncodeFlux|ARZUMATA", + "CachingCLIPTextEncode|ARZUMATA", + "ImageCacher", + "ImageLoaderWithPath|ARZUMATA", + "JDC_ImageLoader", + "Sampler Selector|ARZUMATA", + "Scheduler Selector|ARZUMATA", + "UniversalDeviceOverride" + ], + { + "title_aux": "ComfyUI-ARZUMATA" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-PixelIt": [ + [ + "PixelIt" + ], + { + "title_aux": "ComfyUI-ARZUMATA-PixelIt" + } + ], + "https://github.com/ARZUMATA/ComfyUI-ARZUMATA-Qwen2": [ + [ + "Image2Base64", + "Qwen2ModelLoader", + "Qwen2ModelRunInference" + ], + { + "title_aux": "ComfyUI-Qwen2" + } + ], + "https://github.com/Aaalice233/ComfyUI-Danbooru-Gallery": [ + [ + "CharacterFeatureSwapNode", + "GlobalTextCacheGet", + "GroupExecutorManager", + "GroupExecutorTrigger", + "GroupIsEnabled", + "GroupMuteManager", + "ImageCacheGet", + "MultiCharacterEditorNode", + "PromptCleaningMaid", + "PromptSelector", + "ResolutionMasterSimplify", + "SimpleImageCompare" + ], + { + "title_aux": "ComfyUI-Danbooru-Gallery" + } + ], + "https://github.com/Aaron-CHM/ComfyUI-z-a1111-sd-webui-DanTagGen": [ + [ + "DanTagGen" + ], + { + "title_aux": "z-a1111-sd-webui-DanTagGen" + } + ], + "https://github.com/AbdullahAlfaraj/Comfy-Photoshop-SD": [ + [ + "APS_LatentBatch", + "APS_Seed", + "ContentMaskLatent", + "ControlNetScript", + "ControlnetUnit", + "GaussianLatentImage", + "GetConfig", + "LoadImageBase64", + "LoadImageWithMetaData", + "LoadLorasFromPrompt", + "MaskExpansion" + ], + { + "title_aux": "Comfy-Photoshop-SD" + } + ], + "https://github.com/AbstractEyes/comfyui-lycoris": [ + [ + "ABS_ConcatPrompts", + "ABS_PromptNode", + "LycorisLoaderNode" + ], + { + "title_aux": "comfyui-lycoris" + } + ], + "https://github.com/AbyssBadger0/ComfyUI_BadgerTools": [ + [ + "ApplyMaskToImage-badger", + "CropImageByMask-badger", + "ExpandImageWithColor-badger", + "FindThickLinesFromCanny-badger", + "Find_closest_factors-badger", + "FloatToInt-badger", + "FloatToString-badger", + "FrameToVideo-badger", + "GETRequset-badger", + "GarbageCollect-badger", + "GetColorFromBorder-badger", + "GetDirName-badger", + "GetUUID-badger", + "IdentifyBorderColorToMask-badger", + "IdentifyColorToMask-badger", + "ImageNormalization-badger", + "ImageOverlap-badger", + "ImageScaleToSide-badger", + "IntToString-badger", + "IntToStringAdvanced-badger", + "LoadImageAdvanced-badger", + "LoadImagesFromDirListAdvanced-badger", + "MapColorsToPalette-badger", + "NormalizationNumber-badger", + "ReduceColors-badger", + "RotateImageWithPadding-badger", + "SegmentToMaskByPoint-badger", + "SimpleBoolean-badger", + "StringToFizz-badger", + "TextListToString-badger", + "ToPixel-badger", + "ToPixelV2-badger", + "TrimTransparentEdges-badger", + "VideoCutFromDir-badger", + "VideoToFrame-badger", + "deleteDir-badger", + "findCenterOfMask-badger", + "getImageSide-badger", + "getParentDir-badger", + "mkdir-badger" + ], + { + "title_aux": "ComfyUI_BadgerTools" + } + ], + "https://github.com/AbyssBadger0/ComfyUI_Kolors_awesome_prompts": [ + [ + "KolorsAwesomePrompts" + ], + { + "title_aux": "Kolors Awesome Prompts" + } + ], + "https://github.com/AcademiaSD/comfyui_AcademiaSD": [ + [ + "AcademiaSD_BatchLoader", + "AcademiaSD_Gemini_Node", + "AcademiaSD_SaveCaption", + "IntegerBypasser", + "LoopCounterToFile", + "PaddedFileName", + "PromptBatchSelector", + "ResetCounterFile" + ], + { + "title_aux": "comfyui_AcademiaSD" + } + ], + "https://github.com/Acly/comfyui-inpaint-nodes": [ + [ + "INPAINT_ApplyFooocusInpaint", + "INPAINT_DenoiseToCompositingMask", + "INPAINT_ExpandMask", + "INPAINT_InpaintWithModel", + "INPAINT_LoadFooocusInpaint", + "INPAINT_LoadInpaintModel", + "INPAINT_MaskedBlur", + "INPAINT_MaskedFill", + "INPAINT_ShrinkMask", + "INPAINT_StabilizeMask", + "INPAINT_VAEEncodeInpaintConditioning" + ], + { + "title_aux": "ComfyUI Inpaint Nodes" + } + ], + "https://github.com/Acly/comfyui-tooling-nodes": [ + [ + "ETN_ApplyMaskToImage", + "ETN_ApplyReferenceImages", + "ETN_AttentionMask", + "ETN_BackgroundRegion", + "ETN_DefineRegion", + "ETN_ExtractImageTile", + "ETN_ExtractMaskTile", + "ETN_GenerateTileMask", + "ETN_KritaCanvas", + "ETN_KritaImageLayer", + "ETN_KritaMaskLayer", + "ETN_KritaOutput", + "ETN_KritaSelection", + "ETN_KritaSendText", + "ETN_KritaStyle", + "ETN_KritaStyleAndPrompt", + "ETN_ListRegionMasks", + "ETN_LoadImageBase64", + "ETN_LoadImageCache", + "ETN_LoadMaskBase64", + "ETN_MergeImageTile", + "ETN_NSFWFilter", + "ETN_Parameter", + "ETN_ReferenceImage", + "ETN_SaveImageCache", + "ETN_SendImageWebSocket", + "ETN_TileLayout", + "ETN_Translate" + ], + { + "title_aux": "ComfyUI Nodes for External Tooling" + } + ], + "https://github.com/AconexOfficial/ComfyUI_GOAT_Nodes": [ + [ + "Advanced_Color_Correction", + "Advanced_Latent_Noise", + "Advanced_Sharpen", + "Advanced_Upscale_Image_Using_Model", + "Capped_Float_Positive", + "Capped_Int_Positive", + "Embedding_Selector", + "Fast_Color_Match", + "Fast_Film_Grain", + "Get_Side_Length_Of_Image", + "Image_Crop", + "Image_Dimensions", + "Image_Stitch", + "Image_Tiler", + "Image_Untiler", + "Int_Divide_Rounded", + "SamplerTiledContextAdvanced", + "Sampler_Settings", + "Smart_Seed", + "Triple_Prompt" + ], + { + "title_aux": "ComfyUI GOAT Nodes" + } + ], + "https://github.com/Ada123-a/ComfyUI-Kandinsky": [ + [ + "EmptyKandinskyV5_Latent", + "KandinskyV5_ImageToVideoLatent", + "KandinskyV5_Loader", + "KandinskyV5_PruneFrames", + "KandinskyV5_QwenLoader", + "KandinskyV5_Sampler", + "KandinskyV5_TextEncode", + "KandinskyV5_VAEDecode", + "KandinskyV5_VAELoader" + ], + { + "title_aux": "ComfyUI-Kandinsky" + } + ], + "https://github.com/AdamShuo/ComfyUI_Switch": [ + [ + "SwitchAny" + ], + { + "title_aux": "ComfyUI Switch Any Node" + } + ], + "https://github.com/Aero-Ex/ComfyUI-Vision-LLM-Analyzer": [ + [ + "VisionLLMNode" + ], + { + "title_aux": "ComfyUI Vision LLM Analyzer Node" + } + ], + "https://github.com/Aerse/ComfyUI-Seed-Nodes": [ + [ + "Seed-Nodes: ImagePixelator", + "Seed-Nodes: ImageTo3D", + "Seed-Nodes: ImageTransparencyCrop", + "Seed-Nodes: LoadImage", + "Seed-Nodes: LoadMultipleImages", + "Seed-Nodes: QwenVLAPI", + "Seed-Nodes: SLICPixelator", + "Seed-Nodes: ScreenModeRemoveBlack", + "Seed-Nodes: SeedSaveAudio", + "Seed-Nodes: SiliconFlowVLAPI" + ], + { + "title_aux": "ComfyUI-Seed-Nodes" + } + ], + "https://github.com/AgencyMind/ComfyUI-GPU-Preprocessor-Wrapper": [ + [ + "CannyEdgePreprocessorWrapper", + "DWPreprocessorWrapper", + "DepthAnythingV2Wrapper", + "MidasDepthMapWrapper", + "OpenposePreprocessorWrapper" + ], + { + "title_aux": "ComfyUI-GPU-Preprocessor-Wrapper" + } + ], + "https://github.com/AgencyMind/ComfyUI-Satori": [ + [ + "TemporalInvestigator", + "WhyDidItBreak" + ], + { + "title_aux": "ComfyUI-Satori" + } + ], + "https://github.com/AhBumm/ComfyUI_BillBum_APIset_Nodes": [ + [ + "BillBum_Modified_Base64_Url2Img_Node", + "BillBum_Modified_Dalle_API_Node", + "BillBum_Modified_DropoutToken_Node", + "BillBum_Modified_Flux_API_with_imgInput", + "BillBum_Modified_GPTImage1_API_Node", + "BillBum_Modified_Ideogram_API_Node", + "BillBum_Modified_Image_API_Call_Node", + "BillBum_Modified_LLM_API_Node", + "BillBum_Modified_LLM_ForceStream_Mode", + "BillBum_Modified_Recraft_API_Node", + "BillBum_Modified_RegText_Node", + "BillBum_Modified_SD3_API_Node", + "BillBum_Modified_VisionLM_API_Node", + "BillBum_Modified_img2b64_url_Node", + "BillBum_NonSysPrompt_VLM_API_Node", + "Input_Text", + "Text_Concat", + "billbum_modified_stream_response_llm_api", + "doubao_seedance_api_node", + "doubao_seedream_api_node", + "hyprlab_image_api_node", + "load_video_from_url", + "load_video_from_url_comfy_core", + "reg_tuzi_chat_response", + "url2image" + ], + { + "nodename_pattern": "\\(BillBum\\)$", + "title_aux": "Customizable API Call Nodes by BillBum" + } + ], + "https://github.com/AhBumm/ComfyUI_UnfakePy_Warpper": [ + [ + "ForceDetectPixelateScale", + "ImageScaleDownByFactor", + "ImageUpscaleByInt", + "ImagesToRGB", + "NearestImageScaleDown", + "PixelUpscale2Target", + "RemoveBackgroundPixel", + "Unfake_PixelateTools" + ], + { + "title_aux": "ComfyUI_UnfakePy_Warpper" + } + ], + "https://github.com/AiMiDi/ComfyUI-Aimidi-nodes": [ + [ + "Add Tag", + "Clear Tag", + "Load Images Pair Batch", + "Merge Tag", + "Move Tag To Top", + "Reserve Tag", + "Save Images Pair" + ], + { + "title_aux": "ComfyUI-Aimidi-nodes" + } + ], + "https://github.com/Aishor/comfyui-meta-sampler-guiado": [ + [ + "MetaSamplerGuiado" + ], + { + "title_aux": "Meta-Sampler Guiado (Seed-WAN)" + } + ], + "https://github.com/AkashKarnatak/ComfyUI_faishme": [ + [ + "Faishme Debug", + "Faishme Gemini", + "Faishme Load Image from Glob", + "Faishme Mannequin to Model Loader", + "Faishme Memory Debug", + "Faishme Moondream", + "Faishme Repeat BBOX", + "Faishme Repeat Image Batch", + "Faishme Repeat Latent Batch", + "Faishme Repeat Tensor Batch", + "Faishme Save Image", + "Faishme Split", + "Faishme Stack Images", + "Faishme Stack Latents", + "Faishme Unstack Images", + "Faishme Unstack Latents", + "Load Fashion Model" + ], + { + "title_aux": "ComfyUI_faishme" + } + ], + "https://github.com/Akkisdiary/ComfyUI-AnyLLM": [ + [ + "AnyLLMVisionChat", + "GetEnvVar", + "GoogleGemini" + ], + { + "title_aux": "ComfyUI-AnyLLM" + } + ], + "https://github.com/Aksaz/comfyui-seamless-clone": [ + [ + "Seamless Clone" + ], + { + "title_aux": "seamless-clone-comfyui" + } + ], + "https://github.com/AlcAI-AnimeHaven/AlcAI-nodes": [ + [ + "RandomResSDXL" + ], + { + "title_aux": "AlcAI Nodes for ComfyUI" + } + ], + "https://github.com/Alectriciti/comfyui-adaptiveprompts": [ + [ + "NormalizeLoraTags", + "PromptAliasSwap", + "PromptCleanup", + "PromptContextMerge", + "PromptGenerator", + "PromptGeneratorAdvanced", + "PromptMixer", + "PromptRepack", + "PromptReplace", + "PromptSequencer", + "PromptShuffle", + "PromptShuffleAdvanced", + "PromptSplitter", + "RandomFloats", + "RandomIntegers", + "SaveImageAndText", + "ScaledSeedGenerator", + "StringAppend3", + "StringAppend8", + "StringSplit", + "TagCounter", + "WeightLifter" + ], + { + "title_aux": "comfyui-adaptiveprompts" + } + ], + "https://github.com/AlexXia007/AIYang_TripleAPI": [ + [ + "NanoBananaGenerate", + "TripleAPIGenerate" + ], + { + "title_aux": "AIYang_TripleAPI" + } + ], + "https://github.com/Alexankharin/camera-comfyUI": [ + [ + "CameraInterpolationNode", + "CameraMotionNode", + "CameraTrajectoryNode", + "CombineDepthsNode", + "DepthEstimatorNode", + "DepthFramesToVideo", + "DepthRenormalizer", + "DepthToImageNode", + "DepthToPointCloud", + "FisheyeDepthEstimator", + "LoadPointCloud", + "LoadTrajectory", + "OutpaintAnyProjection", + "PointCloudCleaner", + "PointCloudUnion", + "PointcloudTrajectoryEnricher", + "ProjectAndClean", + "ProjectPointCloud", + "ReprojectDepth", + "ReprojectImage", + "SavePointCloud", + "SaveTrajectory", + "TransformPointCloud", + "TransformToMatrix", + "TransformToMatrixManual", + "VideoCameraMotionSequence", + "VideoMetricDepthEstimate", + "ZDepthToRayDepthNode" + ], + { + "title_aux": "camera-comfyUI" + } + ], + "https://github.com/Aljnk/ComfyUI-JNK-Tiny-Nodes": [ + [ + "Add Layer Overlay JNK", + "AddLayerOverlay_JNK", + "AlphaImageNode_JNK", + "Ask Google Gemini JNK", + 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"title_aux": "ReadCSV_ComfyUI" + } + ], + "https://github.com/Art-xmaster/comfyui-AGSoft": [ + [ + "AGSoft Loop Lora Strengths", + "AGSoft Show Text", + "AGSoft Text Input Switch X2", + "AGSoft Text Input Switch X4", + "AGSoft Text Input Switch X8", + "AGSoft Text Multiline", + "AGSoft Text Operation", + "AGSoft Text Overlay", + "AGSoft Text Replace", + "AGSoftLoadVideo", + "AGSoftSaveImage", + "AGSoftTextConcatenateX2", + "AGSoftTextConcatenateX4", + "AGSoftTextConcatenateX8", + "AGSoftTextSplit", + "AGSoftVideoFrameExtractor", + "AGSoft_Draw_Mask_On_Image", + "AGSoft_Empty_Latent", + "AGSoft_Empty_Latent_Flux2", + "AGSoft_Empty_Latent_QwenImage", + "AGSoft_Image_Concatenate", + "AGSoft_Image_Concatenate_From_Batch", + "AGSoft_Image_Crop", + "AGSoft_Image_Mask_Resize", + "AGSoft_Image_Mask_Resize_Adv", + "AGSoft_Image_Resize_Base", + "AGSoft_Image_Resize_Plus", + "AGSoft_Image_Rotate", + "AGSoft_Image_Stitch", + "AGSoft_Img_Pad", + "AGSoft_Img_Pad_Adv", + "AGSoft_Img_Res", + 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"easy_prompt_selector_for_comfyui" + } + ], + "https://github.com/AugustusLXIII/ComfyUI_CustomResolution_I2V": [ + [ + "CustomResolutionI2V" + ], + { + "title_aux": "Custom Resolution I2V" + } + ], + "https://github.com/AuroBit/ComfyUI-AnimateAnyone-reproduction": [ + [ + "AnimateAnyone" + ], + { + "title_aux": "ComfyUI-AnimateAnyone-reproduction" + } + ], + "https://github.com/AuroBit/ComfyUI-OOTDiffusion": [ + [ + "LoadOOTDPipeline", + "LoadOOTDPipelineHub", + "OOTDGenerate" + ], + { + "title_aux": "ComfyUI OOTDiffusion" + } + ], + "https://github.com/Austat/ComfyUI-DownsampleFPS": [ + [ + "DownsampleFPSNode" + ], + { + "title_aux": "ComfyUI-DownsampleFPS" + } + ], + "https://github.com/Austat/ComfyUI-RemacriScale": [ + [ + "RemacriOnnxUpscaleNode" + ], + { + "title_aux": "ComfyUI-RemacriScale" + } + ], + "https://github.com/AustinMroz/ComfyUI-DynamicOversampling": [ + [ + "DynamicSampler", + "MeasuredSampler", + "ResolveMaskPromise" + ], + { + "title_aux": "DynamicOversampling" + } 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"ConcatKDFHash_Derive", + "ConcatKDFHash_Verify", + "ConstantTimeCompare", + "EdDSAPrivateKeyFormat", + "EdDSAPublicKeyFormat", + "EdDSASignature", + "EdDSAVerify", + "FernetKeygenSimple", + "FernetSimple", + "Foursquare", + "Gronsfeld", + "HKDFExpand_Derive", + "HKDFExpand_Verify", + "HKDF_Derive", + "HKDF_Verify", + "Hex2String", + "IMWatermarkDecode", + "IMWatermarkEncode", + "KBKDF_Derive", + "KBKDF_Verify", + "Keyword", + "MD5", + "MorseCode", + "MyszkowskiTransposition", + "Nihilist", + "PBKDF2HMAC_Derive", + "PBKDF2HMAC_Verify", + "Padding", + "Playfair", + "Polybius", + "Porta", + "Rot13", + "Rot18", + "Rot47", + "Rot5", + "SHA1", + "SHA2", + "SHA3", + "SHAKE", + "SM3", + "Scrypt_Derive", + "Scrypt_Verify", + "Scytale", + "SimpleSubstitution", + "SteganoAnalysis", + "SteganoLSBDecode", + "SteganoLSBEncode", + "String2Base64", + "String2Binary", + "String2Hex", + "StringLooper", + "SymmetricEncryptDecrypt", + "SystemRandom", + "ThreeSquare", + "Trifid", + "TwoSquare", + "Vic", + "Vigenere", + "X963KDF_Derive", + "X963KDF_Verify", + "XExchange", + "XPrivateKeyFormat", + "XPublicKeyFormat", + "Zigzag" + ], + { + "title_aux": "ComfyUI ARG Toolkit" + } + ], + "https://github.com/Azornes/Comfyui-LayerForge": [ + [ + "LayerForgeNode" + ], + { + "title_aux": "Comfyui-LayerForge" + } + ], + "https://github.com/Azornes/Comfyui-Resolution-Master": [ + [ + "ResolutionMaster" + ], + { + "title_aux": "Comfyui-Resolution-Master" + } + ], + "https://github.com/BAIKEMARK/ComfyUI-Civitai-Recipe": [ + [ + "CivitaiModelAnalyzerCKPT", + "CivitaiModelAnalyzerLORA", + "CivitaiParameterUnpacker", + "CivitaiRecipeGallery", + "LoraTriggerWords", + "MarkdownPresenter", + "RecipeParamsParser" + ], + { + "title_aux": "Civitai Recipe Finder" + } + ], + "https://github.com/BAIKEMARK/ComfyUI-Civitai-Toolkit": [ + [ + "CivitaiModelAnalyzerCKPT", + "CivitaiModelAnalyzerLORA", + "CivitaiParameterUnpacker", + "CivitaiRecipeGallery", + "LoraTriggerWords", + "MarkdownPresenter", + "RecipeParamsParser" + ], + { + "title_aux": "Civitai Toolkit" + } + ], + "https://github.com/BAIKEMARK/ComfyUI_Civitai_Prompt_Stats": [ + [ + "CivitaiPromptStatsCKPT", + "CivitaiPromptStatsLORA" + ], + { + "title_aux": "Civitai Prompt Stats Node" + } + ], + "https://github.com/BAIS1C/ComfyUI_RSS_Feed_Reader": [ + [ + "RSSFeedNode" + ], + { + "title_aux": "ComfyUI_RSS_Feed_Reader" + } + ], + "https://github.com/BEIBEI-star661/SJ_sweepEffect_Comfyui": [ + [ + "SJ_sweepEffect" + ], + { + "title_aux": "SJ_sweepEffect_Comfyui" + } + ], + "https://github.com/BIMer-99/ComfyUI_FishSpeech_EX": [ + [ + "AudioToPrompt", + "LoadVQGAN", + "Prompt2Semantic", + "SaveAudioToMp3", + "Semantic2Audio" + ], + { + "title_aux": "ComfyUI_FishSpeech_EX" + } + ], + "https://github.com/BIMer-99/Comfyui_Hunyuan3D_EX": [ + [ + "GenerateSixViews", + "Hunyuan3DNode", + "RemoveBackground", + "SquareImage", + "TriMeshViewer" + ], + { + "title_aux": "Comfyui_Hunyuan3D_EX" + } + ], + "https://github.com/BNP1111/comfyui_flux_corrector": [ + [ + "FLUXCorrector" + ], + { + "title_aux": "comfyui_flux_corrector" + } + ], + "https://github.com/BWDrum/ComfyUI-RandomWildcardLoader": [ + [ + "RandomWildcardLoader", + "RandomWildcardLoaderAdvanced" + ], + { + "title_aux": "ComfyUI Random Wildcard Loader" + } + ], + "https://github.com/BXYMartin/ComfyUI-InstantIDUtils": [ + [ + "ListOfImages", + "MultiControlNetConverter", + "NHWC2NCHWTensor", + "NHWCTensor2PIL", + "PIL2NHWCTensor" + ], + { + "title_aux": "ComfyUI-InstantIDUtils" + } + ], + "https://github.com/BZcreativ/ComfyUI-FLUX-TOGETHER-API": [ + [ + "FluxDev_TOGETHER", + "FluxPro11_TOGETHER", + "FluxPro_TOGETHER" + ], + { + "title_aux": "ComfyUI-FLUX-TOGETHER-API" + } + ], + "https://github.com/BadCafeCode/masquerade-nodes-comfyui": [ + [ + "Blur", + "Change Channel Count", + "Combine Masks", + "Constant Mask", + "Convert Color Space", + "Create QR Code", + "Create Rect Mask", + "Cut By Mask", + "Get Image Size", + "Image To Mask", + "Make Image Batch", + "Mask By Text", + "Mask Morphology", + "Mask To Region", + "MasqueradeIncrementer", + "Mix Color By Mask", + "Mix Images By Mask", + "Paste By Mask", + "Prune By Mask", + "Separate Mask Components", + "Unary Image Op", + "Unary Mask Op" + ], + { + "title_aux": "Masquerade Nodes" + } + ], + "https://github.com/BahaC/ComfyUI-ZonosTTS": [ + [ + "ZonosTextToSpeech" + ], + { + "title_aux": "ComfyUI Zonos TTS Node" + } + ], + "https://github.com/Baldwinzc/ComfyUI-ProductPromptGenerator": [ + [ + "ProductPromptGeneratorSimple" + ], + { + "title_aux": "ComfyUI-ProductPromptGenerator" + } + ], + "https://github.com/Baverne/comfyUI-TiledWan": [ + [ + "TiledWanImageStatistics", + "TiledWanImageToMask", + "TiledWanInpaintCropImproved", + "TiledWanInpaintStitchImproved", + "TiledWanMaskStatistics", + "TiledWanVideoVACEpipe" + ], + { + "title_aux": "comfyUI-TiledWan" + } + ], + "https://github.com/Beinsezii/bsz-cui-extras": [ + [ + "BSZAbsoluteHires", + "BSZAspectHires", + "BSZColoredLatentImageXL", + "BSZCombinedHires", + "BSZHueChromaXL", + "BSZInjectionKSampler", + "BSZLatentDebug", + "BSZLatentFill", + "BSZLatentGradient", + "BSZLatentHSVAImage", + "BSZLatentOffsetXL", + "BSZLatentRGBAImage", + "BSZLatentbuster", + "BSZPixelbuster", + "BSZPixelbusterHelp", + "BSZPrincipledConditioning", + "BSZPrincipledSampler", + "BSZPrincipledScale", + "BSZStrangeResample" + ], + { + "title_aux": "bsz-cui-extras" + } + ], + "https://github.com/Bellzs/ComfyUI-LoRA-Assistant": [ + [ + "LoRATriggerLocal" + ], + { + "title_aux": "ComfyUI-LoRA-Assistant" + } + ], + "https://github.com/BenNarum/ComfyUI_CAS": [ + [ + "AttentionToSigmas", + "AttenuatorNode", + "BasicCFGGuider", + "CELU", + "CustomAdvancedSampler", + "CustomLCMCFGPP", + "CustomModelSamplingDiscreteDistilledAncestralCFGPP", + "CustomModelSamplingDiscreteDistilledCFGPP", + "CustomX0AncestralCFGPP", + "CustomX0CFGPP", + "ELU", + "EPSCFGPPScheduler", + "GELU", + "GLU", + "HardTanhScheduler", + "Hardshrink", + "Hardsigmoid", + "Hardswish", + "Hardtanh", + "LatentActivation", + "LatentChannelPresets", + "LatentConvolution", + "LatentFFT", + "LatentFrequencyPresets", + "LatentGlitch", + "LatentMath", + "LatentMathFormulaBuilder", + "LatentMosaic", + "LatentNoisePresets", + "LatentPixelSort", + "LatentSelfAttention", + "LatentTwist", + "LatentValuePresets", + "LatentWarpPresets", + "LeakyReLU", + "LogSigmoid", + "LogSoftmax", + "Mish", + "PReLU", + "RReLU", + "ReLU", + "ReLU6", + "SELU", + "SamplerCustomLCMCFGPP", + "SamplerCustomModelSamplingDiscreteDistilledAncestralCFGPP", + "SamplerCustomModelSamplingDiscreteDistilledCFGPP", + "SamplerCustomX0AncestralCFGPP", + "SamplerCustomX0CFGPP", + "SamplerDPMCFGPP", + "SamplerDynamicCFGPP", + "SamplerEulerAttnCFGPP", + "SamplerEulerStepControlAncestralCFGPP", + "SamplerHeunCFGPP", + "SamplerLCMUpscaleW", + "SamplerLCMUpscaleWCFGPP", + "SamplerLCMUpscaleWGPU", + "SamplerStepSizeControlCFGPP", + "SamplerWeightedCFGPP", + "SiLU", + "Softmax", + "Softmax2D", + "SoftmaxScheduler", + "Softmin", + "Softplus", + "Softshrink", + "Softsign", + "Tanh", + "Tanhshrink", + "Threshold", + "tcd_euler_a_w", + "tcd_w" + ], + { + "title_aux": "ComfyUI_CAS" + } + ], + "https://github.com/BenNarum/SigmaWaveFormNode": [ + [ + "AttenuatorNode", + "FourierFilterNode", + "PhaseLockedLoopNode", + "SigmaWaveFormNode", + "SigmaWaveFormNodeAdvanced", + "SigmaWaveFormNodeSimple" + ], + { + "title_aux": "SigmaWaveFormNodes" + } + ], + "https://github.com/BennyDaBall930/ComfyUI-Z-Engineer": [ + [ + "ZEngineer" + ], + { + "title_aux": "ComfyUI-Z-Engineer" + } + ], + "https://github.com/BennyKok/comfyui-deploy": [ + [ + "ComfyDeployOutputEXR", + "ComfyDeployOutputFile", + "ComfyDeployOutputImage", + "ComfyDeployOutputText", + "ComfyDeployWebscoketImageInput", + "ComfyDeployWebscoketImageOutput", + "ComfyUIDeployExternalAudio", + "ComfyUIDeployExternalBoolean", + "ComfyUIDeployExternalCheckpoint", + "ComfyUIDeployExternalEXR", + "ComfyUIDeployExternalFaceModel", + "ComfyUIDeployExternalFile", + "ComfyUIDeployExternalImage", + "ComfyUIDeployExternalImageAlpha", + "ComfyUIDeployExternalImageBatch", + "ComfyUIDeployExternalLora", + "ComfyUIDeployExternalNumber", + "ComfyUIDeployExternalNumberInt", + "ComfyUIDeployExternalNumberSlider", + "ComfyUIDeployExternalNumberSliderInt", + "ComfyUIDeployExternalSeed", + "ComfyUIDeployExternalText", + "ComfyUIDeployExternalTextAny", + "ComfyUIDeployExternalVid", + "ComfyUIDeployExternalVideo", + "ComfyUIDeployStringCombine" + ], + { + "author": "BennyKok", + "description": "", + "nickname": "Comfy Deploy", + "title": "comfyui-deploy", + "title_aux": "ComfyUI Deploy" + } + ], + "https://github.com/BetaDoggo/ComfyUI-Cloud-APIs": [ + [ + "FalAddLora", + "FalAuraFlowAPI", + "FalFluxAPI", + "FalFluxI2IAPI", + "FalFluxLoraAPI", + "FalLLaVAAPI", + "FalSoteDiffusionAPI", + "FalStableCascadeAPI", + "FalVeo2ImagetoVideo", + "FluxResolutionPresets", + "LoadVideoFromURL", + "ReplicateFluxAPI", + "RunWareAPI", + "RunwareAddLora", + "SplitImages" + ], + { + "title_aux": "ComfyUI-Cloud-APIs" + } + ], + "https://github.com/BetaDoggo/ComfyUI-FastSDCPU": [ + [ + "fastsdcpu", + "fastsdcpu_lcm_models", + "fastsdcpu_loadModel", + "fastsdcpu_vino_models" + ], + { + "title_aux": "ComfyUI-FastSDCPU" + } + ], + "https://github.com/BetaDoggo/ComfyUI-Gatcha-Embedding": [ + [ + "GatchaEmbedding" + ], + { + "title_aux": "Gatcha Embeddings" + } + ], + "https://github.com/BetaDoggo/ComfyUI-VideoPlayer": [ + [ + "AllInOnePlayer", + "ImageToEmoji", + "LoadFrame", + "LoadJPGFrame", + "LoadVideoFrame" + ], + { + "title_aux": "ComfyUI Video Player" + } + ], + "https://github.com/BetaDoggo/ComfyUI-WDV-Nodes": [ + [ + "ModelSamplingWaifuDiffusionV" + ], + { + "title_aux": "neggles/ComfyUI-WDV-Nodes [gist-wrapper]" + } + ], + "https://github.com/BetaDoggo/ComfyUI-YetAnotherSafetyChecker": [ + [ + "YetAnotherSafetyChecker" + ], + { + "title_aux": "ComfyUI YetAnotherSafetyChecker" + } + ], + "https://github.com/Big-Idea-Technology/ComfyUI-Book-Tools": [ + [ + "BTDownloadFont", + "BTEndQueue", + "BTImageTextOverlay", + "BTLoop", + "BTLoopEnd", + "BTLoopStart", + "BTPromptSchedule", + "BTPromptSelector", + "BTRandomTextOverlay", + "BTTextGrowth", + "BTTextToImage" + ], + { + "title_aux": "ComfyUI-Book-Tools Nodes for ComfyUI" + } + ], + "https://github.com/Big-Idea-Technology/ComfyUI_LLM_Node": [ + [ + "AdvOptions_Node", + "CodingOptionsNode", + "LLM_Node", + "Output_Node", + "QuantizationConfig_Node" + ], + { + "title_aux": "LLM Node for ComfyUI" + } + ], + "https://github.com/BigStationW/ComfyUi-ConditioningNoiseInjection": [ + [ + "ConditioningNoiseInjection" + ], + { + "title_aux": "ComfyUi-ConditioningNoiseInjection" + } + ], + "https://github.com/BigStationW/ComfyUi-ConditioningTimestepSwitch": [ + [ + "ConditioningTimestepSwitch" + ], + { + "title_aux": "ComfyUi-ConditioningTimestepSwitch" + } + ], + "https://github.com/BigStationW/ComfyUi-DisplayAllSteps": [ 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"https://github.com/BigStationW/Comfyui-AD-Image-Concatenation-Advanced": [ + [ + "AD_image-concat-advanced" + ], + { + "title_aux": "Comfyui-AD-Image-Concatenation-Advanced" + } + ], + "https://github.com/BigWhiteFly/ComfyUI-ImageConcat": [ + [ + "ImageConcatenateBatchWithTxt" + ], + { + "title_aux": "ComfyUI-ImageConcat" + } + ], + "https://github.com/Billius-AI/ComfyUI-Path-Helper": [ + [ + "Add File Name Prefix", + "Add File Name Prefix Advanced", + "Add Folder", + "Add Folder Advanced", + "Create Project Root", + "Join Variables", + "Show Path", + "Show String" + ], + { + "title_aux": "ComfyUI-Path-Helper" + } + ], + "https://github.com/Bin-sam/DynamicPose-ComfyUI": [ + [ + "DynamicPose_Sampler", + "Load_Pose_Guider", + "Load_denoising_unet", + "Load_reference_unet", + "Pose_Guider_Encode", + "align", + "load_pose_model", + "pose_extraction" + ], + { + "title_aux": "DynamicPose-ComfyUI" + } + ], + "https://github.com/BizaNator/ComfyUI_PromptIterator": [ + [ + "PromptIterator", + "PromptIteratorAdvanced", + "PromptIteratorDynamic" + ], + { + "title_aux": "ComfyUI Prompt Iterator Extension" + } + ], + "https://github.com/BlackSnowSkill/wd14_batch_tagger": [ + [ + "BSS_LoadImagesFolder", + "BSS_WD14BatchTagger" + ], + { + "title_aux": "BSS WD14 Batch Tagger" + } + ], + "https://github.com/BlackVortexAI/bv_nodepack": [ + [ + "BV Control Center", + "BV Dynamic Combo", + "BV Hex Color To Int", + "BV Latent Random Aspect Ratio", + "BV Latent Random Rotate 90", + "BV Pipe", + "BV Pipe Config", + "BV Prompt AST Debug", + "BV Prompt Category Switch", + "BV Prompt Decode", + "BV Prompt Encode", + "BV Subgraph Divider", + "BV Subgraph Heading", + "BV Subgraph Spacer" + ], + { + "title_aux": "BV Node Pack" + } + ], + "https://github.com/BlakeOne/ComfyUI-CustomScheduler": [ + [ + "CustomScheduler" + ], + { + "title_aux": "ComfyUI CustomScheduler" + } + ], + "https://github.com/BlakeOne/ComfyUI-SchedulerMixer": [ + [ + "SchedulerMixer" + ], + { + "title_aux": "ComfyUI SchedulerMixer" + } + ], + "https://github.com/BlenderNeko/ComfyUI_ADV_CLIP_emb": [ + [ + "BNK_AddCLIPSDXLParams", + "BNK_AddCLIPSDXLRParams", + "BNK_CLIPTextEncodeAdvanced", + "BNK_CLIPTextEncodeSDXLAdvanced" + ], + { + "title_aux": "Advanced CLIP Text Encode" + } + ], + "https://github.com/BlenderNeko/ComfyUI_Cutoff": [ + [ + "BNK_CutoffBasePrompt", + "BNK_CutoffRegionsToConditioning", + "BNK_CutoffRegionsToConditioning_ADV", + "BNK_CutoffSetRegions" + ], + { + "title_aux": "ComfyUI Cutoff" + } + ], + "https://github.com/BlenderNeko/ComfyUI_Noise": [ + [ + "BNK_GetSigma", + "BNK_InjectNoise", + "BNK_NoisyLatentImage", + "BNK_SlerpLatent", + "BNK_Unsampler" + ], + { + "title_aux": "ComfyUI Noise" + } + ], + "https://github.com/BlenderNeko/ComfyUI_SeeCoder": [ + [ + "ConcatConditioning", + "SEECoderImageEncode" + ], + { + "title_aux": "SeeCoder [WIP]" + } + ], + "https://github.com/BlenderNeko/ComfyUI_TiledKSampler": [ + [ + "BNK_TiledKSampler", + "BNK_TiledKSamplerAdvanced" + ], + { + "title_aux": "Tiled sampling for ComfyUI" + } + ], + "https://github.com/BlueprintCoding/ComfyUI_AIDocsClinicalTools": [ + [ + "Multi Float", + "Multi Int", + "Multi Text", + "MultiFloatNodeAID", + "MultiInt", + "MultiText" + ], + { + "title_aux": "The AI Doctors Clinical Tools" + } + ], + "https://github.com/BobJohnson24/ComfyUI-Flux2-INT8": [ + [ + "INT8DynamicLoraLoader", + "INT8DynamicLoraStack", + "INT8LoraLoader", + "INT8LoraLoaderStack", + "OTUNetLoaderW8A8" + ], + { + "title_aux": "ComfyUI-Flux2-INT8" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-BasicOllama": [ + [ + "BasicOllama" + ], + { + "title_aux": "ComfyUI-BasicOllama" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-Calculator": [ + [ + "Calculator" + ], + { + "title_aux": "ComfyUI-Calculator" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-DiaTTS": [ + [ + "DiaGenerate", + "DiaLoader" + ], + { + "title_aux": "ComfyUI-DiaTTS" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-KyutaiTTS": [ + [ + "KyutaiTTS" + ], + { + "title_aux": "ComfyUI-KyutaiTTS" + } + ], + "https://github.com/BobRandomNumber/ComfyUI-TLBVFI": [ + [ + "TLBVFI_VFI" + ], + { + "title_aux": "ComfyUI-TLBVFI" + } + ], + "https://github.com/Boba-svg/ComfyUI-PromptSwitch": [ + [ + "PromptSwitch" + ], + { + "title_aux": "ComfyUI-PromptSwitch" + } + ], + "https://github.com/BobsBlazed/Bobs-Lora-Loader": [ + [ + "BobsLoraLoaderFlux", + "BobsLoraLoaderSdxl" + ], + { + "title_aux": "Bobs_LoRA_Loader" + } + ], + "https://github.com/BobsBlazed/Bobs_Latent_Optimizer": [ + [ + "Bobs-Advanced-Latent-Optimizer", + "Bobs-Latent-Optimizer", + "BobsLatentNode", + "BobsLatentNodeAdvanced" + ], + { + "title_aux": "Bobs_Latent_Optimizer" + } + ], + "https://github.com/BoyuanJiang/FitDiT-ComfyUI": [ + [ + "FitDiTLoader", + "FitDiTMaskGenerator", + "FitDiTTryOn" + ], + { + "title_aux": "FitDiT[official] - High-fidelity Virtual Try-on" + } + ], + "https://github.com/Braeden90000/comfyui-load-image-url": [ + [ + "LoadImageFileOrURL" 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"ShotByImageManualPadding", + "ShotByImageManualPlacement", + "ShotByImageOriginal", + "ShotByTextAutomatic", + "ShotByTextAutomaticAspectRatio", + "ShotByTextCustomCoordinates", + "ShotByTextManualPadding", + "ShotByTextManualPlacement", + "ShotByTextOriginal", + "TailoredModelInfoNode", + "TailoredPortraitNode", + "Text2ImageBaseNode", + "Text2ImageFastNode", + "Text2ImageHDNode", + "VideoEraseElementsNode", + "VideoIncreaseResolutionNode", + "VideoMaskByKeyPointsNode", + "VideoMaskByPromptNode", + "VideoSolidColorBackgroundNode" + ], + { + "title_aux": "BRIA AI API nodes" + } + ], + "https://github.com/BuffMcBigHuge/ComfyUI-Google-AI-Studio": [ + [ + "GoogleAIStudioImageGen", + "GoogleAIStudioMultiSpeakerTTS", + "GoogleAIStudioTTS", + "GoogleAIStudioTextGen" + ], + { + "title_aux": "ComfyUI-Google-AI-Studio" + } + ], + "https://github.com/BuffMcBigHuge/ComfyUI-Zonos": [ + [ + "ZonosEmotion", + "ZonosGenerate" + ], + { + "title_aux": "ComfyUI-Zonos" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BETA-Cropnodes": [ + [ + "BETACrop", + "BETASceneDetect", + "BETAStitch", + "IndexedLoRALoader_BETA", + "LoadTextFromIndex", + "SaveAudioAdvanced_BETA", + "SelectSharpestFrames", + "SharpestFrameClipper", + "TextLineCount", + "WANResolutionCalculator" + ], + { + "title_aux": "ComfyUI-BETA-Cropnodes" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BETA-Helpernodes": [ + [ + "BETACrop", + "BETASceneDetect", + "BETAStitch", + "IndexedLoRALoader_BETA", + "LoadTextFromIndex", + "SaveAudioAdvanced_BETA", + "SelectSharpestFrames", + "SharpestFrameClipper", + "TextLineCount", + "WANResolutionCalculator" + ], + { + "title_aux": "ComfyUI-BETA-Helpernodes" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BS-Textchop": [ + [ + "BSTextChop" + ], + { + "title_aux": "ComfyUI-BS-Textchop" + } + ], + "https://github.com/Burgstall-labs/ComfyUI-BS_Kokoro-onnx": [ + [ + "Kokoro TTS" + ], + { + "title_aux": "ComfyUI-BS_Kokoro-onnx" + } + ], + "https://github.com/Bzbaozi/ComfyUI-YK-Banana2-Batch": [ + [ + "YKNanoBananaProNode" + ], + { + "title_aux": "ComfyUI-YK-Banana2-Batch" + } + ], + "https://github.com/CC-BryanOttho/ComfyUI_API_Manager": [ + [ + "APIRequestNode", + "PostImageToAPI", + "TextPromptCombinerNode" + ], + { + "title_aux": "ComfyUI_API_Manager" + } + ], + "https://github.com/CC-SUN6/ccsun_node": [ + [ + "Image Editing", + "Single Image", + "resize to 8", + "several images" + ], + { + "title_aux": "ccsun_node" + } + ], + "https://github.com/CHAOSEA/ComfyUI_FaceAlignPaste": [ + [ + "FaceAlignDouble", + "FaceAlignSingle", + "FaceAutoFitDouble", + "FaceAutoFitSingle", + "GenderRecognitionNode", + "ImageRotateCHAOS", + "PromptSelectorDoubleCHAOS", + "PromptSelectorSingleCHAOS" + ], + { + "title_aux": "ComfyUI_FaceAlignPaste" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-FramePack-HY": [ + [ + "CreateKeyframes_HY", + "FramePackBucketResize_HY", + "FramePackDiffusersSampler_HY", + 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"JanusModelLoader" + ], + { + "title_aux": "ComfyUI-Janus-Pro" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-Plus": [ + [ + "MiniCPM3_4B", + "MiniCPM3_4B_GPTQ_Int4", + "MiniCPM_V_2_6", + "MiniCPM_V_2_6_Int4", + "TextDisplay" + ], + { + "author": "CY-CHENYUE", + "description": "Custom nodes for MiniCPM language models in ComfyUI", + "nickname": "MiniCPM-Plus", + "title": "MiniCPM-Plus", + "title_aux": "ComfyUI-MiniCPM-Plus" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-MiniCPM-o": [ + [ + "Load MiniCPM Model", + "MiniCPM Image Chat", + "MiniCPMImageAnalyzer" + ], + { + "title_aux": "ComfyUI-MiniCPM-o" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Molmo": [ + [ + "Molmo7BDbnb" + ], + { + "title_aux": "ComfyUI-Molmo" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-OmniGenX": [ + [ + "LoadOmniGen" + ], + { + "title_aux": "ComfyUI-OmniGenX" + } + ], + "https://github.com/CY-CHENYUE/ComfyUI-Redux-Prompt": [ + [ + "ReduxPromptStyler" + ], + { + "title_aux": "ComfyUI-Redux-Prompt" + } + ], + "https://github.com/CYBERLOOM-INC/ComfyUI-nodes-hnmr": [ + [ + "CLIPIter", + "Dict2Model", + "GridImage", + "ImageBlend2", + "KSamplerOverrided", + "KSamplerSetting", + "KSamplerXYZ", + "LatentToHist", + "LatentToImage", + "ModelIter", + "RandomLatentImage", + "SaveStateDict", + "SaveText", + "StateDictLoader", + "StateDictMerger", + "StateDictMergerBlockWeighted", + "StateDictMergerBlockWeightedMulti", + "VAEDecodeBatched", + "VAEEncodeBatched", + "VAEIter" + ], + { + "title_aux": "ComfyUI-nodes-hnmr" + } + ], + "https://github.com/CallMe1101/ComfyUI_OmniAvatar": [ + [ + "OmniAvatar All-in-One (14B)" + ], + { + "title_aux": "ComfyUI_OmniAvatar" + } + ], + "https://github.com/Candlehead/Candlehead-Comfy-Nodez": [ + [ + "AspectToRes", + "ImageInfo", + "StyleChooser", + "TextProcessor" + ], + { + "title_aux": "Candlehead-Comfy-Nodez" + } + ], + "https://github.com/Carasibana/ComfyUI-PolyMask": [ + [ + "PolyMaskNode", + "PolyMaskNodeMulti" + ], + { + "title_aux": "ComfyUI-PolyMask" + } + ], + "https://github.com/Chan-0312/ComfyUI-EasyDeforum": [ + [ + "Easy2DDeforum" + ], + { + "title_aux": "ComfyUI-EasyDeforum" + } + ], + "https://github.com/Chan-0312/ComfyUI-IPAnimate": [ + [ + "IPAdapterAnimate" + ], + { + "title_aux": "ComfyUI-IPAnimate" + } + ], + "https://github.com/Chan-0312/ComfyUI-Prompt-Preview": [ + [ + "SDXLPromptStylerAdvancedPreview", + "SDXLPromptStylerPreview" + ], + { + "title_aux": "ComfyUI-Prompt-Preview" + } + ], + "https://github.com/ChangeTheConstants/SeedVarianceEnhancer": [ + [ + "SeedVarianceEnhancer" + ], + { + "title_aux": "SeedVarianceEnhancer" + } + ], + "https://github.com/ChaosHL/Marvelous-Box-Comfyui": [ + [ + "MarvelousBox", + "MarvelousText", + "Multi Lora Loader" + ], + { + "title_aux": "Marvelous-Box-Comfyui" + } + ], + "https://github.com/Chaoses-Ib/ComfyUI_Ib_CustomNodes": [ + [ + "ImageToPIL", + "LoadImageFromPath", + "LoadImageFromPathEnhanced", + "PILToImage", + "PILToMask" + ], + { + "title_aux": "ComfyUI_Ib_CustomNodes" + } + ], + "https://github.com/Charlweed/image_transceiver": [ + [ + "ImageTransceiver" + ], + { + "title_aux": "ImageTransceiver - ComfyUI" + } + ], + "https://github.com/Charonartist/comfyui-auto-lora-v2": [ + [ + "AutoLoRANode", + "LoRABrowserNode", + "LoRAManagerNode" + ], + { + "title_aux": "ComfyUI Auto LoRA" + } + ], + "https://github.com/Charonartist/comfyui-last-frame-extractor": [ + [ + "LastFrameExtractorNode" + ], + { + "title_aux": "comfyui-last-frame-extractor" + } + ], + "https://github.com/Charonartist/comfyui-lmstudio-conversation": [ + [ + "LMStudioConversation", + "LMStudioConversationClear", + "LMStudioTextGen" + ], + { + "title_aux": "comfyui-lmstudio-conversation" + } + ], + "https://github.com/Charonartist/comfyui-smart-resize-node": [ + [ + "SmartResizeNode" + ], + { + "title_aux": "ComfyUI Smart Resize Node" + } + ], + "https://github.com/Charonartist/comfyui-tag-remover": [ + [ + "TagRemoverNode" + ], + { + "title_aux": "ComfyUI Tag Remover" + } + ], + "https://github.com/CheNing233/ComfyUI_Image_Pin": [ + [ + "ImagePin" + ], + { + "title_aux": "ComfyUI_Image_Pin" + } + ], + "https://github.com/ChenDarYen/ComfyUI-NAG": [ + [ + "KSamplerWithNAG", + "KSamplerWithNAG (Advanced)", + "NAGCFGGuider", + "NAGGuider", + "SamplerCustomWithNAG" + ], + { + "title_aux": "ComfyUI-NAG" + } + ], + "https://github.com/ChenDarYen/ComfyUI-TimestepShiftModel": [ + [ + "Timestep Shift Model" + ], + { + "title_aux": "ComfyUI-TimestepShiftModel" + } + ], + "https://github.com/Chengym2023/ComfyUI-DeepSeek_Online": [ + [ + "DeepSeekOnline", + "SiliconCloud" + ], + { + "title_aux": "ComfyUI-DeepSeek_Online" + } + ], + "https://github.com/ChrisColeTech/ComfyUI-Elegant-Resource-Monitor": [ + [ + "Resource Monitor" + ], + { + "title_aux": "ComfyUI-Elegant-Resource-Monitor" + } + ], + "https://github.com/ChrisColeTech/ComfyUI-Line-counter": [ + [ + "Directory File Counter", + "Simple Number Counter", + "Text File Line Counter", + "Text File Line Reader" + ], + { + "title_aux": "ComfyUI-Line-counter" + } + ], + "https://github.com/Chrisvenator/ComfyUI-Painting-by-colors-generator": [ + [ + "EnhancedPaintByNumbersNode", + "HexStackNode", + "NumbersOverlayAdvancedNode", + "NumbersOverlayNode", + "PaintByNumbersNode", + "PaintByNumbersPaletteNode", + "PaintByNumbersTemplateNode" + ], + { + "title_aux": "painting-by-colors-generator" + } + ], + "https://github.com/ClownsharkBatwing/RES4LYF": [ + [ + "AdvancedNoise", + "Base64ToConditioning", + "BongSampler", + "CLIPTextEncodeFluxUnguided", + "ClownGuide_AdaIN_MMDiT_Beta", + "ClownGuide_AttnInj_MMDiT_Beta", + "ClownGuide_Beta", + "ClownGuide_FrequencySeparation", + "ClownGuide_Mean_Beta", + "ClownGuide_StyleNorm_Advanced_HiDream", + "ClownGuide_Style_Beta", + "ClownGuide_Style_EdgeWidth", + "ClownGuide_Style_TileSize", + "ClownGuidesAB_Beta", + "ClownGuides_Beta", + "ClownGuides_Sync", + "ClownGuides_Sync_Advanced", + "ClownInpaint", + "ClownInpaintSimple", + "ClownModelLoader", + "ClownOptions_Automation_Beta", + "ClownOptions_Combine", + "ClownOptions_Cycles_Beta", + "ClownOptions_DetailBoost_Beta", + "ClownOptions_ExtraOptions_Beta", + "ClownOptions_FlowGuide", + "ClownOptions_FrameWeights", + "ClownOptions_Frameweights", + "ClownOptions_ImplicitSteps_Beta", + "ClownOptions_Momentum_Beta", + "ClownOptions_SDE_Beta", + "ClownOptions_SDE_Mask_Beta", + "ClownOptions_SDE_Noise", + "ClownOptions_SigmaScaling_Beta", + "ClownOptions_StepSize_Beta", + "ClownOptions_SwapSampler_Beta", + "ClownOptions_Tile_Advanced_Beta", + "ClownOptions_Tile_Beta", + "ClownRegionalConditioning", + "ClownRegionalConditioning2", + "ClownRegionalConditioning3", + "ClownRegionalConditioning_AB", + "ClownRegionalConditioning_ABC", + "ClownRegionalConditionings", + "ClownSampler", + "ClownSamplerAdvanced", + "ClownSamplerAdvanced_Beta", + "ClownSamplerSelector_Beta", + "ClownSampler_Beta", + "ClownScheduler", + "ClownStyle_Attn_MMDiT", + "ClownStyle_Attn_UNet", + "ClownStyle_Block_MMDiT", + "ClownStyle_Block_UNet", + "ClownStyle_Boost", + "ClownStyle_MMDiT", + "ClownStyle_ResBlock_UNet", + "ClownStyle_SpatialBlock_UNet", + "ClownStyle_TransformerBlock_UNet", + "ClownStyle_UNet", + "ClownpileModelWanVideo", + "ClownsharKSampler", + "ClownsharKSamplerAutomation", + "ClownsharKSamplerAutomation_Advanced", + "ClownsharKSamplerGuide", + "ClownsharKSamplerGuides", + "ClownsharKSamplerOptions", + "ClownsharKSampler_Beta", + "ClownsharkChainsampler_Beta", + "Conditioning Recast FP64", + "ConditioningAdd", + "ConditioningAverageScheduler", + "ConditioningBatch4", + "ConditioningBatch8", + "ConditioningDownsample (T5)", + "ConditioningMultiply", + "ConditioningOrthoCollin", + "ConditioningToBase64", + "ConditioningTruncate", + "ConditioningZeroAndTruncate", + "Constant Scheduler", + "CrossAttn_EraseReplace_HiDream", + "EmptyLatentImage64", + "EmptyLatentImageCustom", + "Film Grain", + "FluxGuidanceDisable", + "FluxLoader", + "FluxOrthoCFGPatcher", + "Frame Select", + "Frame Select Latent", + "Frame Select Latent Raw", + "Frames Concat", + "Frames Concat Latent", + "Frames Concat Latent Raw", + "Frames Concat Masks", + "Frames Latent ReverseOrder", + "Frames Masks Uninterpolate", + "Frames Masks ZeroOut", + "Frames Slice", + "Frames Slice Latent", + "Frames Slice Latent Raw", + "Frequency Separation Hard Light", + "Frequency Separation Hard Light LAB", + "Frequency Separation Linear Light", + "Image Channels LAB", + "Image Crop Location Exact", + "Image Gaussian Blur", + "Image Get Color Swatches", + "Image Grain Add", + "Image Median Blur", + "Image Pair Split", + "Image Repeat Tile To Size", + "Image Sharpen FS", + "Latent Batcher", + "Latent Channels From To", + "Latent Clear State Info", + "Latent Display State Info", + "Latent Get Channel Means", + "Latent Match Channelwise", + "Latent Normalize Channels", + "Latent Replace State Info", + "Latent Transfer State Info", + "Latent TrimVideo State Info", + "Latent to Cuda", + "Latent to RawX", + "LatentBatch_channels", + "LatentBatch_channels_16", + "LatentNoiseBatch_fractal", + "LatentNoiseBatch_gaussian", + "LatentNoiseBatch_gaussian_channels", + "LatentNoiseBatch_perlin", + "LatentNoiseList", + "LatentNoised", + "LatentPhaseMagnitude", + "LatentPhaseMagnitudeMultiply", + "LatentPhaseMagnitudeOffset", + "LatentPhaseMagnitudePower", + "LatentUpscaleWithVAE", + "LayerPatcher", + "Legacy_ClownSampler", + "Legacy_ClownsharKSampler", + "Legacy_ClownsharKSamplerGuides", + "Legacy_SharkSampler", + "Linear Quadratic Advanced", + "Mask Bounding Box Aspect Ratio", + "Mask Sketch", + "MaskEdge", + "MaskFloatToBoolean", + "MaskToggle", + "Masks From Color Swatches", + "Masks From Colors", + "Masks Unpack 16", + "Masks Unpack 4", + "Masks Unpack 8", + "ModelSamplingAdvanced", + "ModelSamplingAdvancedResolution", + "ModelTimestepPatcher", + "PrepForUnsampling", + "ReAuraPatcher", + "ReAuraPatcherAdvanced", + "ReChromaPatcher", + "ReChromaPatcherAdvanced", + "ReFluxPatcher", + "ReFluxPatcherAdvanced", + "ReHiDreamPatcher", + "ReHiDreamPatcherAdvanced", + "ReLTXVPatcher", + "ReLTXVPatcherAdvanced", + "ReReduxPatcher", + "ReSD35Patcher", + "ReSD35PatcherAdvanced", + "ReSDPatcher", + "ReWanPatcher", + "ReWanPatcherAdvanced", + "SD35Loader", + "SamplerOptions_GarbageCollection", + "SamplerOptions_TimestepScaling", + "SeedGenerator", + "Set Precision", + "Set Precision Advanced", + "Set Precision Universal", + "SetImageSize", + "SetImageSizeWithScale", + "SharkChainsampler_Beta", + "SharkOptions_Beta", + "SharkOptions_GuideCond_Beta", + "SharkOptions_GuideConds_Beta", + "SharkOptions_GuiderInput", + "SharkOptions_StartStep_Beta", + "SharkOptions_UltraCascade_Latent_Beta", + "SharkSampler", + "SharkSamplerAdvanced_Beta", + "SharkSampler_Beta", + "Sigmas Abs", + "Sigmas AdaptiveNoiseFloor", + "Sigmas AdaptiveStep", + "Sigmas Add", + "Sigmas Append", + "Sigmas ArcCosine", + "Sigmas ArcSine", + "Sigmas ArcTangent", + "Sigmas Attractor", + "Sigmas CNFInverse", + "Sigmas CatmullRom", + "Sigmas Chaos", + "Sigmas Cleanup", + "Sigmas CollatzIteration", + "Sigmas Concat", + "Sigmas ConwaySequence", + "Sigmas Count", + "Sigmas CrossProduct", + "Sigmas DeleteBelowFloor", + "Sigmas DeleteDuplicates", + "Sigmas DotProduct", + "Sigmas Easing", + "Sigmas Fmod", + "Sigmas Frac", + "Sigmas From Text", + "Sigmas GammaBeta", + "Sigmas Gaussian", + "Sigmas GaussianCDF", + "Sigmas GilbreathSequence", + "Sigmas HarmonicDecay", + "Sigmas Hyperbolic", + "Sigmas If", + "Sigmas InvLerp", + "Sigmas Iteration Karras", + "Sigmas Iteration Polyexp", + "Sigmas KernelSmooth", + "Sigmas LambertW", + "Sigmas LangevinDynamics", + "Sigmas Lerp", + "Sigmas LinearSine", + "Sigmas Logarithm2", + "Sigmas Math1", + "Sigmas Math3", + "Sigmas Modulus", + "Sigmas Mult", + "Sigmas Noise Inversion", + "Sigmas NormalizingFlows", + "Sigmas Pad", + "Sigmas Percentile", + "Sigmas PersistentHomology", + "Sigmas Power", + "Sigmas QuantileNorm", + "Sigmas Quotient", + "Sigmas ReactionDiffusion", + "Sigmas Recast", + "Sigmas Resample", + "Sigmas Rescale", + "Sigmas RiemannianFlow", + "Sigmas SetFloor", + "Sigmas Sigmoid", + "Sigmas SmoothStep", + "Sigmas Split", + "Sigmas Split Value", + "Sigmas SquareRoot", + "Sigmas Start", + "Sigmas StepwiseMultirate", + "Sigmas TimeStep", + "Sigmas Truncate", + "Sigmas Unpad", + "Sigmas Variance Floor", + "Sigmas ZetaEta", + "Sigmas2 Add", + "Sigmas2 Mult", + "SigmasPreview", + "SigmasSchedulePreview", + "StableCascade_StageB_Conditioning64", + "StableCascade_StageC_VAEEncode_Exact", + "StyleModelApplyStyle", + "Tan Scheduler", + "Tan Scheduler 2", + "Tan Scheduler 2 Simple", + "TemporalCrossAttnMask", + "TemporalMaskGenerator", + "TemporalSplitAttnMask", + "TemporalSplitAttnMask (Midframe)", + "TextBox1", + "TextBox2", + "TextBox3", + "TextBoxConcatenate", + "TextConcatenate", + "TextLoadFile", + "TextShuffle", + "TextShuffleAndTruncate", + "TextTruncateTokens", + "TorchCompileModelAura", + "TorchCompileModelFluxAdv", + "TorchCompileModelSD35", + "TorchCompileModels", + "UNetSave", + "UltraSharkSampler", + "UltraSharkSampler Tiled", + "VAEEncodeAdvanced", + "VAEStyleTransferLatent" + ], + { + "title_aux": "RES4LYF" + } + ], + "https://github.com/Clybius/ComfyUI-ClybsChromaNodes": [ + [ + "ClybGuidance", + "InverseSquaredScheduler", + "PrintSigmas", + "SamplerClyb_BDF" + ], + { + "title_aux": "ComfyUI-ClybsChromaNodes" + } + ], + "https://github.com/Clybius/ComfyUI-Extra-Samplers": [ + [ + "GeometricCFGGuider", + "ImageAssistedCFGGuider", + "MegaCFGGuider", + "SamplerCLYB_4M_SDE_Momentumized", + "SamplerCustomModelMixtureDuo", + "SamplerCustomNoise", + "SamplerCustomNoiseDuo", + "SamplerDPMPP_3M_SDE_DynETA", + "SamplerDPMPP_DualSDE_Momentumized", + "SamplerEulerAncestralDancing_Experimental", + "SamplerLCMCustom", + "SamplerRES_Momentumized", + "SamplerSupreme", + "SamplerTTM", + "ScaledCFGGuider", + "SimpleExponentialScheduler", + "WarmupDecayCFGGuider" + ], + { + "title_aux": "ComfyUI Extra Samplers" + } + ], + "https://github.com/Clybius/ComfyUI-Latent-Modifiers": [ + [ + "Latent Diffusion Mega Modifier" + ], + { + "title_aux": "ComfyUI-Latent-Modifiers" + } + ], + "https://github.com/CoiiChan/ComfyUI-Depth-Visualization-Advanced": [ + [ + "DepthViewerAndQuilts" + ], + { + "title_aux": "ComfyUI-Depth-Visualization-advanced" + } + ], + "https://github.com/CoiiChan/ComfyUI-FuncAsTexture-CoiiNode": [ + [ + "Add", + "Ceil", + "Chroma_Key_Alpha", + "Clamp", + "Contant3Vector", + "CustomScriptNumpy", + "DDX", + "Desaturation", + "Distance", + "Divided", + "Dot", + "HueShift", + "InverseUVMapGenerator", + "Lerp", + "Max", + "Min", + "Multiply", + "Oneminus", + "Outline", + "Panner", + "Power", + "Rotator", + "Sine", + "Subtraction", + "TextureSampler", + "UVCoordinateGen", + "ifFunction" + ], + { + "title_aux": "ComfyUI-FuncAsTexture-CoiiNode" + } + ], + "https://github.com/CoiiChan/comfyui-every-person-seg-coii": [ + [ + "EveryPersonSegDetail", + "EveryPersonSegSimple" + ], + { + "title_aux": "comfyui-every-person-seg-coii" + } + ], + "https://github.com/Comfy-Org/NIMnodes": [ + [ + "Get_HFToken", + "InstallNIMNode", + "LoadNIMNode", + "NIMFLUXNode" + ], + { + "title_aux": "NVIDIA FLUX NIM" + } + ], + "https://github.com/ComfyAssets/ComfyUI-KikoStats": [ + [ + "ResourceMonitor" + ], + { + "title_aux": "ComfyUI-KikoStats" + } + ], + "https://github.com/ComfyAssets/ComfyUI-KikoTools": [ + [ + "BatchPrompts", + "DisplayAny", + "DisplayText", + "EmptyLatentBatch", + "FluxSamplerParams", + "GeminiPrompt", + "GlifConsistencyDecoder", + "GlifPatchConsistencyDecoderTiled", + "GlifVariable", + "HFHubEmbeddingLoader", + "HFHubLoraLoader", + "ImageScaleDownBy", + "ImageToMultipleOf", + "KikoFilmGrain", + "KikoLocalImageLoader", + "KikoModelDownloader", + "KikoPurgeVRAM", + "KikoSaveImage", + "KikoWorkflowTimer", + "LoRAFolderBatch", + "PlotParameters+", + "ResolutionCalculator", + "SDXLAspectRatio", + "SamplerCombo", + "SamplerComboCompact", + "SamplerSelectHelper", + "SchedulerSelectHelper", + "SeedHistory", + "TextEncodeSamplerParams", + "TextInput", + "WidthHeightSelector", + "WidthHeightToVec2" + ], + { + "title_aux": "ComfyUI-KikoTools" + } + ], + "https://github.com/ComfyAssets/ComfyUI_PromptManager": [ + [ + "PromptManager", + "PromptManagerText", + "PromptSearchList" + ], + { + "title_aux": "ComfyUI_PromptManager" + } + ], + "https://github.com/ComfyAssets/ComfyUI_Selectors": [ + [ + "HeightNode", + "SamplerSelector", + "SchedulerSelector", + "SeedHistory", + "WidthHeightNode", + "WidthNode" + ], + { + "title_aux": "ComfyUI_Selectors" + } + ], + "https://github.com/ComfyUI-JH/ComfyUI-JH-Misc-Nodes": [ + [ + "JHDaisyChainableStringConstantNode", + "JHPreviewImage", + "JHThreeWaySwitchNode", + "JHTwoWaySwitchNode" + ], + { + "title_aux": "JH Misc. Nodes" + } + ], + "https://github.com/ComfyUI-JH/ComfyUI-JH-XMP-Metadata-Nodes": [ + [ + "JHFormatMetadataNode", + "JHGetWidgetValueFloatNode", + "JHGetWidgetValueIntNode", + "JHGetWidgetValueStringNode", + "JHLoadImageWithXMPMetadataNode", + "JHPathToStemNode", + "JHSaveImageWithXMPMetadata" + ], + { + "title_aux": "JH XMP Metadata Nodes" + } + ], + "https://github.com/ComfyUI-WanVideoWrapper/QQ.copied": [ + [ + "ImageBlend_GPU", + "ImageRadialZoomBlur_GPU", + "LoraExtractKJv2", + "PowerLoraLoaderV2", + "VideoMergeABC", + "WanScaleAB", + "WanVideoCacheSamples", + "WanVideoCacheVideos", + "WanVideoEmptyEmbeds_v2", + "WanVideoFlowmapDistortion", + "WanVideoImageToVideoEncode_v2", + "WanVideoMotionToFlowmap", + "WanVideoPowerLoraLoader" + ], + {} + ], + "https://github.com/ComfyUI/Base64_IO": [ + [ + "AnyToBase64", + "Base64ToAny", + "Base64ToConditioning", + "Base64ToLatent" + ], + {} + ], + "https://github.com/ComfyUI/Eagleshadow": [ + [ + "Batch 12 Images", + "Batch12Images", + "Detect Transparency", + "DetectTransparency", + "Fix Checkpoint Name", + "FixCheckpointName", + "ImageLinearGammaCompositeMasked", + "KSampler Same Noise", + "MaskGlow", + "OffsetImage", + "Round Float to String", + "RoundFloat2String", + "SaveImageToFolder", + "Select ControlNet", + "Select Model 20", + "SelectControlNet", + "SelectModel20", + "Simple Load Image Batch", + "SimpleLoadImageBatch" + ], + {} + ], + "https://github.com/ComfyUI/RH_Qwen-Image": [ + [ + "QwenImageModelLoader", + "RH_QwenImageGenerator", + "RH_QwenImagePromptEnhancer" + ], + {} + ], + "https://github.com/ComfyUI/ResolutionSelector": [ + [ + "ResolutionSelector" + ], + {} + ], + "https://github.com/ComfyUI/SequentialGroupController": [ + [ + "SequentialGroupController", + "SequentialGroupControllerV2" + ], + {} + ], + "https://github.com/ComfyUI/subjectselector": [ + [ + "ComfyUI_subjectselector" + ], + {} + ], + "https://github.com/ComplexRobot/ComfyUI-Simple-VFI": [ + [ + "Simple_Frame_Interpolation" + ], + { + "title_aux": "ComfyUI-Simple-VFI" + } + ], + "https://github.com/Conor-Collins/ComfyUI-CoCoTools_IO": [ + [ + "ColorspaceNode", + "CryptomatteLayer", + "ImageLoader", + "LoadExr", + "LoadExrLayerByName", + "LoadExrSequence", + "SaverNode", + "ZNormalizeNode" + ], + { + "title_aux": "ComfyUI-CoCoTools_IO" + } + ], + "https://github.com/ConstantlyGrowup/ComfyUI_Qwen_chat_models": [ + [ + "qwen_VL_model", + "qwen_chat_model" + ], + { + "title_aux": "ComfyUI_Qwen_chat_models" + } + ], + "https://github.com/CoreyCorza/ComfyUI-CRZnodes": [ + [ + "CRZBooleanToggle", + "CRZCompare", + "CRZCustomDropdown", + "CRZDashboardNode", + "CRZDropdown", + "CRZExecuteBlock", + "CRZExecuteSwitch", + "CRZFloatSlider", + "CRZFloatToInt", + "CRZImageSelector", + "CRZIntToFloat", + "CRZIntegerSlider", + "CRZLabel", + "CRZMapDropdown", + "CRZPassthrough", + "CRZStringNode", + "CRZSwitch" + ], + { + "title_aux": "ComfyUI-CRZnodes" + } + ], + "https://github.com/Cornmeister/ComfyUI-CornmeisterNL-PowerPack": [ + [ + "CornmeisterNL_PowerDiffusionModelLoader", + "CornmeisterNL_PowerLoraConfigurator", + "CornmeisterNL_PowerLoraSelector", + "CornmeisterNL_PowerPromptBuilder", + "CornmeisterNL_PowerRes", + "CornmeisterNL_PowerSaveImage", + "CornmeisterNL_PowerTextConcat" + ], + { + "title_aux": "CornmeisterNL PowerPack" + } + ], + "https://github.com/CosmicLaca/ComfyUI_Primere_Nodes": [ + [ + "DebugToFile", + "PrimereAestheticCKPTScorer", + "PrimereAnyDetailer", + "PrimereAnyOutput", + "PrimereCKPT", + "PrimereCKPTLoader", + "PrimereCLIPEncoder", + "PrimereClearNetworkTagsPrompt", + "PrimereConceptDataTuple", + "PrimereDiTPurifyPrompt", + "PrimereDynamicParser", + "PrimereEmbedding", + "PrimereEmbeddingHandler", + "PrimereEmbeddingKeywordMerger", + "PrimereEmotionsStyles", + "PrimereFaceAnalyzer", + "PrimereFastSeed", + "PrimereHypernetwork", + "PrimereImageSegments", + "PrimereImgToPrompt", + "PrimereKSampler", + "PrimereLLMEnhancer", + "PrimereLLMEnhancerOptions", + "PrimereLORA", + "PrimereLYCORIS", + "PrimereLatentNoise", + "PrimereLensStyles", + "PrimereLoraKeywordMerger", + "PrimereLoraStackMerger", + "PrimereLycorisKeywordMerger", + "PrimereLycorisStackMerger", + "PrimereMetaCollector", + "PrimereMetaDistributor", + "PrimereMetaDistributorStage2", + "PrimereMetaHandler", + "PrimereMetaSave", + "PrimereMetaTupleCollector", + "PrimereMidjourneyStyles", + "PrimereModelConceptSelector", + "PrimereModelKeyword", + "PrimereMultiImage", + "PrimereNetworkDataCollector", + "PrimereNetworkTagLoader", + "PrimerePreviewImage", + "PrimerePrompt", + "PrimerePromptOrganizer", + "PrimerePromptOrganizerCSV", + "PrimerePromptSwitch", + "PrimereRefinerPrompt", + "PrimereResolution", + "PrimereResolutionCoordinatorMPX", + "PrimereResolutionMultiplierMPX", + "PrimereSamplersSteps", + "PrimereSeed", + "PrimereStyleLoader", + "PrimereStylePile", + "PrimereTextOutput", + "PrimereUpscaleModel", + "PrimereVAE", + "PrimereVAELoader", + "PrimereVisualCKPT", + "PrimereVisualEmbedding", + "PrimereVisualHypernetwork", + "PrimereVisualLORA", + "PrimereVisualLYCORIS", + "PrimereVisualPromptOrganizerCSV", + "PrimereVisualStyle" + ], + { + "title_aux": "Primere nodes for ComfyUI" + } + ], + "https://github.com/CpreForEver/CFE_comfyui": [ + [ + "CFE Aspect Ratio", + "CFE FLUX Guidance", + "CFE FLUX Sampler", + "CFE FLUX Sampler (Pipe)", + "CFE Flux In Pipe", + "CFE Flux Out Pipe", + "CFE Lora Params", + "CFE Scheduler", + "CFE Sigma Sampler", + "CFE Sigma Sampler Strings", + "CFE_Aspect_Ratio", + "CFE_FLUX_Pipe_Sampler", + "CFE_FLUX_Sampler", + "CFE_Flux_Guidance", + "CFE_Flux_In_Pipe", + "CFE_Flux_Out_Pipe", + "CFE_Lora_Params", + "CFE_Scheduler", + "CFE_Sigma_Sampler_Strings", + "CFE_Sigma_Scheduler" + ], + { + "title_aux": "CFE_comfyui" + } + ], + "https://github.com/CraftBlack/ComfyUI-Resolution-Divider": [ + [ + "ResolutionDividerNode" + ], + { + "title_aux": "ComfyUI-Resolution-Divider" + } + ], + "https://github.com/CrateTools/comfyui-preview-video-monitor": [ + [ + "PreviewVideoMonitorPro" + ], + { + "title_aux": "Preview Video Monitor Pro" + } + ], + "https://github.com/Creditas-labs/ComfyUI_Adforge": [ + [ + "LoadVideoGCS", + "VertexVeoExtendVideoNode", + "VertexVeoFirstLastFrameToVideoNode", + "VertexVeoImageToVideoNode", + "VertexVeoInsertContentNode", + "VertexVeoRemoveContentNode", + "VertexVeoTextToVideoNode", + "VertexVeoVideoToVideoNode", + "VertexVeoVideoWithReferenceNode" + ], + { + "title_aux": "ComfyUI_Adforge" + } + ], + "https://github.com/Creeper-MZ/comfyui_nai_api": [ + [ + "NovelAI", + "NovelAI_Declutter_Preprocessor", + "NovelAI_Lineart_Processor", + "NovelAI_Prompt", + "NovelAI_Sketch_Processor", + "NovelAI_VIBE" + ], + { + "title_aux": "comfyui_nai_api" + } + ], + "https://github.com/Creepybits/ComfyUI-Creepy_nodes": [ + [ + "ArtAnalyst", + "AudioKeywordExtractor", + "CLIPSwitch", + "Categorizer", + "CharacterSelect (Creepybits)", + "CharacterVault", + "CollectAndDistributeText", + "Coloring", + "ConditionalLoRAApplierCreepybits", + "CreepyDirector'sSlate", + "CustomNodeManager", + "DelayNode", + "DelayTextNode", + "DynamicClipswitch", + "DynamicConditioning", + "DynamicDelayText", + "DynamicImageSwitch", + "DynamicLatentSwitch", + "DynamicModelswitch", + "DynamicStartIndex (Creepybits)", + "DynamicVAESwitch", + "EmptyFolderCleaner", + "EvaluaterNode", + "FallbackTextSwitch", + "FileSorterNode", + "FilterImages", + "GeminiAPICreepybits", + "GeminiAudioAnalyzer", + "IMGToIMGConditioning", + "ImageFormatConverter", + "KeywordExtractor", + "LoadBatchFromDir", + "LoadBatchImagesDir", + "LoadLatentFromPath", + "LoadLatentFromPathCreepy", + "LoraDBBuilder", + "LoraTriggerLookup", + "MasterKey", + "MediaMigratorNode", + "Modelswitch", + "PeopleEvaluationNode", + "QWENPrompt", + "QwenAspectRatioCreepy", + "RandomAudioSegment", + "RandomGreekMyth", + "RandomScripture", + "SanitizeFilename", + "SaveRawLatent", + "SaveRawLatentCreepy", + "SceneDirector", + "SummaryWriter", + "SystemPromp", + "Textswitch", + "TriggerNextWorkflow", + "VAESwitch", + "WanPrompter", + "WorldWeaverPrompt" + ], + { + "title_aux": "ComfyUI-Creepy_nodes" + } + ], + "https://github.com/Creepybits/ComfyUI-Save_To_GDrive": [ + [ + "SaveImageToGoogleDrive" + ], + { + "title_aux": "Save Image To Google Drive" + } + ], + "https://github.com/Creepybits/ComfyUI-Save_To_OneDrive": [ + [ + "SaveImageToOneDrive_CreepyBits" + ], + { + "title_aux": "Comfyui-Save_To_OneDrive" + } + ], + "https://github.com/Creepybits/World_weaver": [ + [ + "WW_CharacterSelect", + "WW_CharacterVault", + "WW_ConditionalLoRAApplierCreepybits", + "WW_DelayTextNode", + "WW_GeminiAPI", + "WW_MasterKey", + "WW_QwenAspectRatioCreepy", + "WW_SceneDirector", + "WW_WorldWeaverPrompt" + ], + { + "title_aux": "world weaver" + } + ], + "https://github.com/Cryptyox/anaglyphTool-Comfyui": [ + [ + "AnaglyphTool", + "CrossEyeTool", + "StereogramTool" + ], + { + "author": "Timon", + "description": "Provides CUDA GPU accelerated nodes for creating 3D images (Anaglyph, Cross-Eye, Stereogram).", + "nickname": "StereoTools", + "title": "Stereo Tools (CUDA)", + "title_aux": "anaglyphTool-Comfyui" + } + ], + "https://github.com/Curt-Park/human-parser-comfyui-node-in-pure-python": [ + [ + "Cozy Human Parser ATR", + "Cozy Human Parser LIP", + "Cozy Human Parser Pascal" + ], + { + "title_aux": "Cozy Human Parser in pure Python" + } + ], + "https://github.com/CyanAutumn/ComfyUi_Random_Manage_Cyan": [ + [ + "Random Prompt Cyan", + "Remove Prompt Cyan" + ], + { + "title_aux": "ComfyUi Random Manage Cyan" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI-Image-Vector": [ + [ + "Vector" + ], + { + "title_aux": "ComfyUI-Image-Vector" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI-MoneyMaker": [ + [ + "Black and white", + "Image Judgment", + "Image Resize MM", + "ImageMinusMask", + "Light or Dark", + "Load Random Images", + "Mask Preprocess Morphology", + "Mask To Gray", + "Number", + "PhotoShop Transfer", + "SomethingShow", + "TensorShow" + ], + { + "title_aux": "ComfyUI-Yuan" + } + ], + "https://github.com/Cyber-BlackCat/ComfyUI_Auto_Caption": [ + [ + "Auto Caption", + "Auto_Caption2", + "ExtraOptionsSet", + "Joy Model load", + "Joy_Model2_load", + "LoadManyImages" + ], + { + "title_aux": "ComfyUI_Auto_Caption" + } + ], + "https://github.com/Cyberschorsch/ComfyUI-checkpoint-config-loader": [ + [ + "Checkpoint Loader Config" + ], + { + "title_aux": "ComfyUI Checkpoint Loader Config" + } + ], + "https://github.com/CypherNaught-0x/ComfyUI_resolution_presets": [ + [ + "ResolutionPresets", + "ResolutionPresetsAdvanced" + ], + { + "title_aux": "ComfyUI_resolution_presets" + } + ], + "https://github.com/Cyrostar/Artha-Gemini": [ + [ + "Gemini Backdrop", + "Gemini Body", + "Gemini Camera", + "Gemini Cloth", + "Gemini Compose", + "Gemini Condense", + "Gemini Face", + "Gemini Form", + "Gemini Imagen", + "Gemini Instruct", + "Gemini Light", + "Gemini Makeup", + "Gemini Markdown", + "Gemini Motion", + "Gemini Operation", + "Gemini Portrait", + "Gemini Prompter", + "Gemini Question", + "Gemini Response", + "Gemini Scenery", + "Gemini Speech", + "Gemini Style", + "Gemini Subject", + "Gemini Translate", + "Gemini Vision" + ], + { + "title_aux": "Artha-Gemini" + } + ], + "https://github.com/Cyrostar/Artha-Projekt": [ + [ + "Project Pause", + "Project Prefix", + "Project Seed", + "Project Setup" + ], + { + "title_aux": "Artha-Projekt" + } + ], + "https://github.com/Cyrostar/ComfyUI-Artha-Nodes": [ + [ + "ArthaFlowPause", + "ArthaGeminiBody", + "ArthaGeminiCamera", + "ArthaGeminiCloth", + "ArthaGeminiCompose", + "ArthaGeminiCondense", + "ArthaGeminiFace", + "ArthaGeminiForm", + "ArthaGeminiImagen", + "ArthaGeminiInstruct", + "ArthaGeminiLight", + "ArthaGeminiMakeup", + "ArthaGeminiMarkdown", + "ArthaGeminiMotion", + "ArthaGeminiOperation", + "ArthaGeminiPortrait", + "ArthaGeminiPrompter", + "ArthaGeminiQuestion", + "ArthaGeminiResponse", + "ArthaGeminiScenery", + "ArthaGeminiSpeech", + "ArthaGeminiStyle", + "ArthaGeminiSubject", + "ArthaGeminiTranslate", + "ArthaGeminiVision", + "ArthaImageColorMatch", + "ArthaImagePreview", + "ArthaImageSave", + "ArthaImageTransform", + "ArthaInputSelector", + "ArthaLogicBasic", + "ArthaLogicCompare", + "ArthaLogicGate", + "ArthaLogicPassthru", + "ArthaLogicPrint", + "ArthaMathF2I", + "ArthaMathFloat", + "ArthaMathI2F", + "ArthaMathInteger", + "ArthaMathNumber", + "ArthaMathOperation", + "ArthaMathRandom", + "ArthaProjectPrefix", + "ArthaProjectSeed", + "ArthaProjectSetup" + ], + { + "title_aux": "ComfyUI-Artha-Nodes" + } + ], + "https://github.com/D-Ogi/ComfyUI-Attention-Optimizer": [ + [ + "AttentionOptimizer" + ], + { + "title_aux": "ComfyUI-Attention-Optimizer" + } + ], + "https://github.com/DJ-Tribefull/Comfyui_FOCUS_nodes": [ + [ + "Control Pipe (Focus Nodes)", + "FOCUS Upscale (Focus Nodes)", + "Global Seed Controller (Focus Nodes)", + "KSampler Settings (Focus Nodes)", + "Model Unloader (Focus Nodes)", + "Prompt Box (Focus Nodes)", + "SDXL All-In-One (Focus Nodes)", + "SDXL Control Module (Focus Nodes)", + "SDXL Preprocess (Focus Nodes)", + "Style Injector (Focus Nodes)", + "Style Selector (Focus Nodes)", + "Text Display (Focus Nodes)", + "Wildcard Processor (Focus Nodes)" + ], + { + "title_aux": "Comfyui FOCUS nodes" + } + ], + "https://github.com/DN2048/dn_little_helpers": [ + [ + "DNLHBooleanToOther", + "DNLHIsGroupActive" + ], + { + "title_aux": "dn_little_helpers" + } + ], + "https://github.com/DaLongZhuaZi/ComfyUI-Gemini-Prompt-Studio": [ + [ + "GeminiPromptStudio_T2I_I2V" + ], + { + "title_aux": "ComfyUI-Gemini-Prompt-Studio" + } + ], + "https://github.com/DanPli/ComfyUI-Flux2LatentPresets": [ + [ + "Flux2EmptyLatentPresets" + ], + { + "title_aux": "ComfyUI-Flux2LatentPresets" + } + ], + "https://github.com/Danand/ComfyUI-ComfyCouple": [ + [ + "Attention couple", + "Comfy Couple" + ], + { + "author": "Rei D.", + "description": "If you want to draw two different characters together without blending their features, so you could try to check out this custom node.", + "nickname": "Danand", + "title": "Comfy Couple", + "title_aux": "Comfy Couple" + } + ], + "https://github.com/DanielHabib/ComfyUI-Voxels": [ + [ + "ImageBatchToImageList", + "MaskBatchToMaskList", + "MeshToVoxel", + "VoxelBlockLoader", + "VoxelBlockSaver", + "VoxelBlocksIntoVoxelVideo", + "VoxelVideoAPIInputNode", + "VoxelVideoLoader", + "VoxelVideoPreview", + "VoxelVideoViewer", + "VoxelViewer", + "VoxelizeMesh" + ], + { + "title_aux": "ComfyUI-Voxels" + } + ], + "https://github.com/DanielPFlorian/ComfyUI-WorkflowGenerator": [ + [ + "NodeValidator", + "WG_Pipeline", + "WG_UpdateNodeCatalog", + "WorkflowBuilder", + "WorkflowGenerator" + ], + { + "title_aux": "ComfyUI-WorkflowGenerator" + } + ], + "https://github.com/DaniilVdovin/ComfyUI-prompt-templating": [ + [ + "PromptTemplateGetManyRandomTemplates", + "PromptTemplateJson", + "PromptTemplateJsonConstructor", + "PromptTemplateKeyValue" + ], + { + "title_aux": "ComfyUI Prompt Template" + } + ], + "https://github.com/DanrisiUA/ComfyUI-ZImage-LoRA-Merger": [ + [ + "ZImageLoRAMergeToSingle", + "ZImageLoRAMerger", + "ZImageLoRAStack", + "ZImageLoRAStackApply", + "ZImageLoRATrueMerge" + ], + { + "title_aux": "ComfyUI-ZImage-LoRA-Merger" + } + ], + "https://github.com/Daohoi123/ComfyUI-Gemini3": [ + [ + "Gemini3ProImageNode" + ], + { + "title_aux": "ComfyUI-Gemini3" + } + ], + "https://github.com/DareFail/ComfyUI-Roboflow": [ + [ + "CustomWorkflow_1image", + "LabelEmotions", + "RemoveBackground" + ], + { + "title_aux": "ComfyUI-Roboflow" + } + ], + "https://github.com/DarioFT/ComfyUI-VideoDirCombiner": [ + [ + "VideoDirCombiner" + ], + { + "title_aux": "ComfyUI-VideoDirCombiner" + } + ], + "https://github.com/DataCTE/prompt_injection": [ + [ + "AdvancedPromptInjection", + "AdvancedSD15PromptInjection", + "PromptInjection", + "SD15PromptInjection", + "SimplePromptInjection", + "SimpleSD15PromptInjection" + ], + { + "title_aux": "Prompt Injection Node for ComfyUI" + } + ], + "https://github.com/DavidPiazza/network_bending": [ + [ + "InvertedPruning", + "LatentFormatConverter", + "ModelMixer", + "NetworkBending", + "NetworkBendingAdvanced", + "VAEChannelManipulator", + "VAELatentBending", + "VAEMixer", + "VAENetworkBending" + ], + { + "title_aux": "Network Bending for ComfyUI" + } + ], + "https://github.com/Daxamur/DaxNodes": [ + [ + "DaxGetStringByIndex", + "DaxStringSplitter", + "FaceFrameDetector", + "ResolutionPickerFLF2V", + "ResolutionPickerI2V", + "ResolutionPickerT2V", + "RuntimeGenerationLengthSet", + "TrimBatch", + "VideoColorCorrectV3", + "VideoPreview", + "VideoSave", + "VideoSegmentCombinerV2", + "VideoSegmentSaverV2", + "VideoSegmentStateLoader", + "VideoStreamRIFEVFI", + "VideoStreamUpscaler", + "WANResolutionPicker" + ], + { + "title_aux": "DaxNodes" + } + ], + "https://github.com/Dayuppy/ComfyUI-DiscordWebhook": [ + [ + "DiscordPostViaWebhook", + "DiscordSetWebhook", + "Set Discord Webhook", + "Use Discord Webhook" + ], + { + "author": "Dayuppy", + "description": "A very simple Discord webhook integration node for ComfyUI that lets you post images and text.", + "nickname": "DiscordWebhook", + "title": "Discord Webhook", + "title_aux": "Discord Webhook" + } + ], + "https://github.com/DazzleNodes/ComfyUI-Smart-Resolution-Calc": [ + [ + "SmartResolutionCalc" + ], + { + "title_aux": "Smart Resolution Calculator" + } + ], + "https://github.com/DazzleNodes/DazzleNodes": [ + [ + "FitMaskToImage", + "JDC_AutoContrast", + "JDC_BlendImages", + "JDC_BrownNoise", + "JDC_Contrast", + "JDC_EqualizeGrey", + "JDC_GaussianBlur", + "JDC_GreyNoise", + "JDC_Greyscale", + "JDC_ImageLoader", + "JDC_ImageLoaderMeta", + "JDC_OmniNoise", + "JDC_PinkNoise", + "JDC_Plasma", + "JDC_PlasmaSampler", + "JDC_PowerImage", + "JDC_RandNoise", + "JDC_ResizeFactor", + "PreviewBridgeExtended", + "SmartResolutionCalc" + ], + { + "author": "djdarcy", + "description": "Collection of productivity custom nodes for ComfyUI workflows", + "nickname": "DazzleNodes", + "title": "DazzleNodes", + "title_aux": "DazzleNodes Collection" + } + ], + "https://github.com/DazzleNodes/fit-mask-to-image": [ + [ + "FitMaskToImage" + ], + { + "title_aux": "ComfyUI Fit Mask to Image" + } + ], + "https://github.com/De-Zoomer/ComfyUI-DeZoomer-Nodes": [ + [ + "CaptionRefinement", + "VideoCaptioning" + ], + { + "title_aux": "ComfyUI-DeZoomer-Nodes" + } + ], + "https://github.com/DeJoker/pipeline-parallel-comfy": [ + [ + "PipelineParallel" + ], + { + "title_aux": "Pipeline Parallel ComfyUI" + } + ], + "https://github.com/Deathspike/ComfyUI-MyOriginalWaifu": [ + [ + "MyOriginalWaifu", + "MyOriginalWaifuCLIP" + ], + { + "title_aux": "ComfyUI-MyOriginalWaifu" + } + ], + "https://github.com/DebugPadawan/DebugPadawans-ComfyUI-Essentials": [ + [ + "DebugPadawan_ConditionalString", + "DebugPadawan_DebugPrint", + "DebugPadawan_ListInfo", + "DebugPadawan_TextJoiner", + "DebugPadawan_TextSplitter", + "DebugPadawan_TextToJSON", + "DebugPadawan_WaitNode" + ], + { + "title_aux": "DebugPadawan's ComfyUI Essentials" + } + ], + "https://github.com/DecartAI/Lucy-Edit-ComfyUI": [ + [ + "LucyConditionConcatNode", + "LucyEditProAPINode" + ], + { + "title_aux": "Lucy-Edit-ComfyUI" + } + ], + "https://github.com/DeemosTech/ComfyUI-Rodin": [ + [ + "LoadRodinAPIKEY", + "Rodin3D_bbox_controlnet", + "mRodin3D_Detail", + "mRodin3D_Gen2", + "mRodin3D_Regular", + "mRodin3D_Sketch", + "mRodin3D_Smooth" + ], + { + "title_aux": "ComfyUI-Rodin" + } + ], + "https://github.com/Deep-Neko/ComfyUI_ascii_art": [ + [ + "AsciiGenerator" + ], + { + "author": "DeepNeko ", + "title_aux": "ascii-art-comfyui" + } + ], + "https://github.com/Dehypnotic/comfyui-aspect-ratio-advanced": [ + [ + "AspectRatioAdvanced" + ], + { + "title_aux": "AspectRatioAdvanced" + } + ], + "https://github.com/Dehypnotic/comfyui-dehypnotic-save-nodes": [ + [ + "SaveAudioMP3Dehypnotic", + "SaveImagesDehypnotic", + "SaveVideoDehypnotic" + ], + { + "title_aux": "Dehypnotic Save nodes" + } + ], + "https://github.com/Dehypnotic/comfyui-numbered-text": [ + [ + "NumberedText" + ], + { + "title_aux": "NumberedText" + } + ], + "https://github.com/Dehypnotic/comfyui-range-to-string": [ + [ + "RangeToString" + ], + { + "title_aux": "RangeToString" + } + ], + "https://github.com/DemonAlone/SimpeStringGenerator_ComfyUI": [ + [ + "AnyAdapterNode", + "AnyConcatNode", + "CheckpointSelectorNode", + "ClipSkipSliderNode", + "DA_Base_KSampler", + "DA_Enhanced_KSampler", + "DiffusionModelGeneratorNode", + "DiffusionModelSelectorNode", + "ImageResizeNode", + "LORASelectorNode", + "LoadImageWithMetadataNode", + "MaskDebugNode", + "ModelGeneratorNode", + "OptionalCondMergeNode", + "PonyPrefixesNode", + "ResizeInterpolationControlNode", + "ResizeMethodControl", + "ResizeMethodControlNode", + "SamplerGeneratorNode", + "ScaleImageAspectNode", + "SchedulerGeneratorNode", + "ShiftSliderNode", + "StringToFloatNode", + "StringToIntNode", + "TextConcatNode", + "TextEncoderGeneratorNode", + "TextEncoderSelectorNode", + "VAEGeneratorNode", + "VAESelectorNode", + "\u0421heckpointSelectorNode" + ], + { + "title_aux": "SimpeStringGenerator_ComfyUI" + } + ], + "https://github.com/DemonNCoding/PromptGenerator12Columns": [ + [ + "PromptGenerator12Columns_Empty", + "PromptGenerator12Columns_Prefilled", + "PromptGenerator12Columns_PrefilledNSFW" + ], + { + "title_aux": "PromptGenerator 12-Columns" + } + ], + "https://github.com/DenRakEiw/ComfyUI-nearest-qwen-resolution": [ + [ + "NearestQwenResolution" + ], + { + "title_aux": "ComfyUI-nearest-qwen-resolution" + } + ], + "https://github.com/DenRakEiw/Latent_Nodes": [ + [ + "LatentColorMatch", + "LatentColorMatchSimple", + "LatentImageAdjust" + ], + { + "title_aux": "ComfyUI Latent Color Tools" + } + ], + "https://github.com/DenRakEiw/WAN_NN_Latent_Upscale": [ + [ + "UniversalNNLatentUpscale" + ], + { + "title_aux": "Universal NN Latent Upscaler for ComfyUI" + } + ], + "https://github.com/Derfuu/Derfuu_ComfyUI_ModdedNodes": [ + [], + { + "author": "Derfuu", + "description": "Pack of simple (or not) and modded nodes for scaling images/latents, editing numbers or text. Automate calculations depending on image sizes or any other thing you want. Or randomize any number in your workflow. Debug node included.", + "nickname": "Derfuu simple/modded Nodes", + "nodename_pattern": "^DF_", + "title": "Derfuu simple/modded Nodes", + "title_aux": "Derfuu_ComfyUI_ModdedNodes" + } + ], + "https://github.com/DesertPixelAi/ComfyUI-DP-Ideogram-Character": [ + [ + "DP_IdeogramCharacter" + ], + { + "title_aux": "ComfyUI DP Ideogram Character Node" + } + ], + "https://github.com/DesertPixelAi/ComfyUI-Desert-Pixel-Nodes": [ + [ + "DP 10 Images Switch Or Batch", + "DP 10 String Switch Or Connect", + "DP 2 String Switch", + "DP 3 Images Switch Or Batch", + "DP 3 String Switch Or Connect", + "DP 5 Find And Replace", + "DP 5 Image And Mask Switch", + "DP 5 Images Switch Or Batch", + "DP 5 String Switch Or Connect", + "DP Add Background To Png", + "DP Add Weight To String Sdxl", + "DP Advanced Sampler", + "DP Advanced Weight String Sdxl", + "DP Animation Calculator 10 Inputs", + "DP Animation Calculator 5 Inputs", + "DP Art Style Generator", + "DP Aspect Ratio Picker", + "DP Big Letters", + "DP Broken Token", + "DP Clean Prompt", + "DP Clean Prompt Travel", + "DP Condition Switch", + "DP ControlNet Apply Advanced", + "DP Crazy Prompt Mixer", + "DP Create Json File", + "DP Custom Aspect Ratio", + "DP Diff Int 8step Selector", + "DP Draggable Floats 1", + "DP Draggable Floats 2", + "DP Draggable Floats 3", + "DP Draggable Int 1step", + "DP Draggable Int 4step", + "DP Draggable Int 8step", + "DP Extract Mask", + "DP Fast Slow Motion", + "DP Five Lora", + "DP Five Lora Random", + "DP Float Stepper", + "DP Get Seed From Image", + "DP IF Int Condition", + "DP Image And String Pairs Switch", + "DP Image Color Analyzer", + "DP Image Color Analyzer Small", + "DP Image Color Effect", + "DP Image Effect Processor", + "DP Image Effect Processor Small", + "DP Image Empty Latent Switch Flux", + "DP Image Empty Latent Switch SDXL", + "DP Image Grid To Image", + "DP Image Slice To Grid", + "DP Image Slide Show", + "DP Image Strip", + "DP Image To Pixelgrid", + "DP Int 0 1000", + "DP Latent Split", + "DP Line Cycler", + "DP Load Checkpoint With Info", + "DP Load Controlnet Model With Name", + "DP Load Dual CLIP With Info", + "DP Load Image Effects", + "DP Load Image Effects Small", + "DP Load Image Folder", + "DP Load Image Minimal", + "DP Load Image V2", + "DP Load Image With Seed", + "DP Load UNET With Info", + "DP Logo Animator", + "DP Lora Random Strength Controller", + "DP Lora Strength Controller", + "DP Mask Settings", + "DP Place Image", + "DP Prompt Inverter", + "DP Prompt Manager Small", + "DP Prompt Mode Controller", + "DP Prompt Styler", + "DP Prompt Token Compressor", + "DP Prompt Travel Prompt", + "DP Quick Model Link", + "DP Random Character", + "DP Random Crazy Prompt Generator", + "DP Random Logo Style Generator", + "DP Random Min Max", + "DP Random Mode Controller", + "DP Random Mode Switch", + "DP Random Psychedelic Punk Generator", + "DP Random Superhero Prompt Generator", + "DP Random Vehicle Generator", + "DP Resize Image And Mask", + "DP Sampler With Info", + "DP Save Image V2", + "DP Save Preview Image", + "DP Stitch 2 Images", + "DP String Text", + "DP String Text With Sdxl Weight", + "DP Strip Edge Masks", + "DP Switch Controller", + "DP Text Preview", + "DP Transition Frames Selector", + "DP Versatile Prompt Subjects Generator", + "DP Video Effect Receiver", + "DP Video Effect Sender", + "DP Video Flicker", + "DP Video Looper", + "DP Video Transition", + "DP Words", + "DP_Crazy_Prompt_Mixer", + "DP_Float_Stepper", + "DP_Image_To_Pixelgrid", + "DP_Prompt_Inverter" + ], + { + "title_aux": "ComfyUI-Desert-Pixel-Nodes" + } + ], + "https://github.com/DesertPixelAi/comfyui-dp-them-styler": [ + [ + "DP_Add_Logo_Banner", + "DP_Advanced_Sampler_Modified", + "DP_Dynamic_Random_Styler", + "DP_Gender_Age_Detector" + ], + { + "title_aux": "ComfyUI DP Dynamic Random Styler" + } + ], + "https://github.com/DevDuckFace/KsamplerDF": [ + [ + "KsamplerDF" + ], + { + "title_aux": "KsamplerDF" + } + ], + "https://github.com/Devourer56/ComfyUI-Impact-BIGdetector-BBOX-SEGS": [ + [ + "CascadeDetectorAdvanced" + ], + { + "title_aux": "ComfyUI-Impact-BIGdetector-BBOX-SEGS" + } + ], + "https://github.com/DiaoDaiaChan/ComfyUI_API_Request": [ + [ + "Character_Prompt_Select", + "NovelAI_Request", + "NovelAI_Request_Payload", + "SDWebUI_Request", + "SDWebUI_Request_Payload", + "SDWebUI_Request_PayloadExtend" + ], + { + "title_aux": "Comfyui SDAPI Request / NovelAI" + } + ], + "https://github.com/DiffusionLight/DiffusionLight-ComfyUI": [ + [ + "DiffusionLightBall2Envmap", + "DiffusionLightChromeballMask", + "DiffusionLightExposure2HDR", + "DiffusionLightExposureBracket", + "DiffusionLightPadBlackBorder", + "DiffusionLightPercentileToPixelValueTonemap", + "DiffusionLightSaveHDR" + ], + { + "title_aux": "DiffusionLight-ComfyUI" + } + ], + "https://github.com/Diohim/ComfyUI-Unusual-Tools": [ + [ + "AdjustCrop", + "AutoImageResize", + "BatchLoadLatentImage", + "BatchSaveLatentImage", + "FillMaskWithColor" + ], + { + "title_aux": "ComfyUI Unusual Tools" + } + ], + "https://github.com/Dobidop/ComfyStereo": [ + [ + "NativeStereoImageViewer", + "NativeStereoVideoViewer", + "NativeVRStatus", + "StereoDiffusion", + "StereoImageNode" + ], + { + "title_aux": "Dobidop ComfyStereo" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-BEN": [ + [ + "BackgroundEraseNetwork" + ], + { + "title_aux": "ComfyUI BEN - Background Erase Network" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-MediaMixer": [ + [ + "FinalFrameSelector", + "FirstFrameSelector", + "PromptJournal", + "ReverseFrameSequence", + "VideoMerge", + "YouTubeVideoDownloader" + ], + { + "title_aux": "MediaMixer" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-Schedulizer": [ + [ + "prompt_schedule_converter", + "whisper_node" + ], + { + "title_aux": "Schedulizer" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-SnakeOil": [ + [ + "NegativeLoRALoader" + ], + { + "title_aux": "ComfyUI-SnakeOil" + } + ], + "https://github.com/DoctorDiffusion/ComfyUI-basic-pitch": [ + [ + "AudioToMidi", + "SaveMidi" + ], + { + "title_aux": "ComfyUI-basic-pitch" + } + ], + "https://github.com/Dontdrunk/ComfyUI-DD-Nodes": [ + [ + "DD-AdvancedFusion", + "DD-AspectRatioSelector", + "DD-ConditionSwitcher", + "DD-DimensionCalculator", + "DD-ImageSizeLimiter", + "DD-ImageSplitter", + "DD-ImageStroke", + "DD-ImageToVideo", + "DD-ImageUniformSize", + "DD-LatentSwitcher", + "DD-MaskUniformSize", + "DD-ModelOptimizer", + "DD-ModelSwitcher", + "DD-QwenMTTranslator", + "DD-SimpleLatent", + "DD-TxtFileMerger", + "DD-VideoFrameExtractor" + ], + { + "title_aux": "ComfyUI-DD-Nodes" + } + ], + "https://github.com/DrMWeigand/ComfyUI-StereoVision": [ + [ + "AutostereogramGenerator", + "StereoCrafterInpainter", + "StereoscopicGenerator", + "StereoscopicGeneratorMax", + "StereoscopicGeneratorPro" + ], + { + "title_aux": "StereoVision Plugin for ComfyUI" + } + ], + "https://github.com/DrMWeigand/ComfyUI_ColorImageDetection": [ + [ + "ColorDetection", + "LABColorDetection", + "RGBColorDetection" + ], + { + "title_aux": "ComfyUI Color Detection Nodes" + } + ], + "https://github.com/DrStone71/ComfyUI-Prompt-Translator": [ + [ + "AT_CLIPTextTranslate", + "AT_CLIPTextTranslateAdvanced", + "AT_CombineConditioning", + "AT_ConditionalTranslate", + "AT_LanguagePackageManager", + "AT_PromptTextTranslate", + "AT_TextTranslate", + "AT_UniversalTextTranslate", + "CLIP Text Encode (Translate)", + "CLIP Text Translate Advanced", + "Combine Conditioning", + "Conditional Translate", + "Language Package Manager", + "Prompt Text (Translate)", + "Text Translate", + "Universal Text Translate" + ], + { + "title_aux": "ComfyUI-Prompt-Translator" + } + ], + "https://github.com/DraconicDragon/ComfyUI-RyuuNoodles": [ + [ + "Ryuu_CleanStringAdvanced", + "Ryuu_ColorMatch", + "Ryuu_ExtractAndSaveLora", + "Ryuu_FallbackPassthrough", + "Ryuu_FallbackSwitchAny", + "Ryuu_FallbackSwitchImage", + "Ryuu_FallbackSwitchLatent", + "Ryuu_FloatPlain", + "Ryuu_FloatPlainLarger", + "Ryuu_FloatSlider", + "Ryuu_IntSlider", + "Ryuu_IsMultipleOf", + "Ryuu_ScaleToMultiple", + "Ryuu_ScaleToMultipleAdvanced", + "Ryuu_ScaleToMultipleLatentSizePicker", + "Ryuu_TextEncoderDiffCheck", + "Ryuu_TokenCountTextBox", + "Ryuu_WaitNode" + ], + { + "title_aux": "ComfyUI-RyuuNoodles" + } + ], + "https://github.com/DraconicDragon/ComfyUI-Venice-API": [ + [ + "CharCountTextBox", + "GenerateImage_VENICE", + "GenerateSpeech_VENICE", + "GenerateTextAdvanced_VENICE", + "GenerateTextVeniceParameters_VENICE", + "GenerateText_VENICE", + "I2IEnhanceUpscale_VENICE" + ], + { + "title_aux": "ComfyUI-Venice-API" + } + ], + "https://github.com/Draek2077/comfyui-draekz-nodez": [ + [ + "Draekz Flux Resolutions", + "Draekz JoyCaption", + "Draekz Resolution Multiply", + "Draekz Resolutions By Ratio", + "DraekzJsonGetValue", + "DraekzLLMOptions", + "DraekzLLMPrompt", + "DraekzLoraLoader", + "DraekzResolutionMultiply", + "DraekzResolutions", + "DraekzResolutionsByRatio", + "DraekzSeed" + ], + { + "title_aux": "comfyui-draekz-nodez" + } + ], + "https://github.com/DragonDiffusionbyBoyo/BoyoSupercoolWrapper": [ + [ + "BoyoSuperCoolWrapper" + ], + { + "title_aux": "BoyoSupercoolWrapper" + } + ], + "https://github.com/DragonDiffusionbyBoyo/Boyonodes": [ + [ + "BoyoApplyIPAdapterZImage", + "BoyoAssetGrabberAdvanced", + "BoyoAssetGrabberSimple", + "BoyoAudioDurationAnalyzer", + "BoyoAudioEval", + "BoyoAudioPadder", + "BoyoChainBastardLoops", + "BoyoChatterboxTurboGenerate", + "BoyoChatterboxTurboLoader", + "BoyoCompare", + "BoyoExecutionBarrier", + "BoyoForLoopEnd", + "BoyoForLoopStart", + "BoyoFrameCounter", + "BoyoFramePackLoRA", + "BoyoIPAdapterZImageLoader", + "BoyoImageCrop", + "BoyoImageGrab", + "BoyoIncontextSaver", + "BoyoLatentCacheUpdater", + "BoyoLatentPassthrough", + "BoyoLatentSwitch", + "BoyoLoRAConfigInspector", + "BoyoLoRAConfigProcessor", + "BoyoLoRAJSONBuilder", + "BoyoLoRAPairedLoader", + "BoyoLoRAPathForwarder", + "BoyoLoadImageList", + "BoyoLoopCollector", + "BoyoLoopCounter", + "BoyoLoopImageSaver", + "BoyoLoopReset", + "BoyoLorainforsender", + "BoyoMathInt", + "BoyoOverlapSwitch", + "BoyoPainterSVI", + "BoyoPairedImageSaver", + "BoyoPairedSaver", + "BoyoPromptInjector", + "BoyoPromptLoop", + "BoyoQwenVLGrounding", + "BoyoResolutionCalc", + "BoyoSaver", + "BoyoStoryboardJsonParser", + "BoyoStoryboardOutput", + "BoyoStoryboardPrompt", + "BoyoTiledVAEDecode", + "BoyoVACEInjector", + "BoyoVACEViewer", + "BoyoVAEDecode", + "BoyoVideoClipper", + "BoyoVideoCutter", + "BoyoVideoLengthCalculator", + "BoyoVideoPairedSaver", + "BoyoVideoSaver", + "BoyoVision", + "BoyoVoiceEnhancer", + "BoyoWhileLoopEnd", + "BoyoWhileLoopStart", + "Boyolatent", + "MandelbrotVideo" + ], + { + "title_aux": "Boyonodes" + } + ], + "https://github.com/Dream-Pixels-Forge/ComfyUI-Mzikart-Mixer": [ + [ + "ArrangementEnforcer", + "AudioPostProcessor", + "CompressorNode", + "LimiterNode", + "MasteringEffects" + ], + { + "title_aux": "ComfyUI Mzikart Mixer" + } + ], + "https://github.com/Duanyll/comfyui_functional": [ + [ + "CallClosure", + "CallClosureRemote", + "HighLevelComap", + "HighLevelFold", + "HighLevelMap", + "HighLevelMapIndexed", + "HighLevelNest", + "HighLevelNestWhile", + "HighLevelSelect", + "HighLevelTakeWhile", + "IfCondition", + "Latch", + "LogicalAnd", + "LogicalOr", + "Sleep", + "__CreateClosure__", + "__Deserialize__", + "__FunctionEnd__", + "__FunctionParam__", + "__InspectImpl__", + "__InspectPassthru__", + "__Inspect__", + "__IntermidiateCoroutine__", + "__Reap__", + "__RecoverList__", + "__Serialize__", + "__Sow__" + ], + { + "title_aux": "ComfyUI Functional" + } + ], + "https://github.com/Duanyll/duanyll_nodepack": [ + [ + "AsAny", + "BBoxCrop", + "BBoxImageStitcher", + "BBoxesToImpactPackSegs", + "ChannelIncrementalConstrainedCFGGuiderNode", + "CoverWordsWithRectangles", + "CreateArkClient", + "CreateS3Client", + "DiffusersFluxScheduler", + "DiffusersRandomNoise", + "DownloadImageFromUrl", + "DrawBBox", + "DrawBBoxMask", + "DrawTextInBBox", + "DumpJson", + "ExpandBBoxByRatio", + "FillBBoxWithImage", + "FluxKontextTrue3DPE", + "FluxTextLoraLoader", + "GetTextBBoxWithAnchor", + "HfCheckpointLoader", + "HfClipLoader", + "HfDiffusionModelLoader", + "HfDualClipLoader", + "HfLoraLoader", + "HfLoraLoaderModelOnly", + "HfQuadrupleClipLoader", + "HfTripleClipLoader", + "HfVaeLoader", + "ImageCropFromPadded", + "ImageDifferenceCmap", + "ImageLinstretch", + "ImagePadToResolution", + "InsightFaceSimilarity", + "JsonPathQuery", + "JsonPathQuerySingle", + "JsonPathUpdate", + "LaplacianVariance", + "LlmChatAddMessage", + "LlmChatCompletion", + "LlmClientSetSeed", + "LlmCreateChat", + "LlmCreateClient", + "MaskLinstretch", + "MaskToBBox", + "MergeBBoxes", + "ParseBBoxQwenVL", + "ParseJson5", + "ParseLlmJsonOutput", + "PhotoDoddleConditioning", + "QwenImageClipEnforceBfloat16", + "ReadTextFile", + "SeedEditNode", + "StringFormat", + "TextContainsChinese", + "UploadImageToS3", + "VllmHunyuanImage3Node" + ], + { + "title_aux": "Duanyll Nodepack" + } + ], + "https://github.com/EMkrtchyan/ComfyUI-NormalsToDepth": [ + [ + "DepthMathCombiner", + "FrankotChellappa", + "PoissonReconstruction" + ], + { + "title_aux": "ComfyUI-NormalsToDepth" + } + ], + "https://github.com/Eagle-CN/ComfyUI-Addoor": [ + [ + "AD_AnyFileList", + "AD_BatchImageLoadFromDir", + "AD_CSVPromptStyler", + "AD_CSVReader", + "AD_CSVTranslator", + "AD_DeleteLocalAny", + "AD_FluxTrainStepMath", + "AD_HFDownload", + "AD_ImageDrawRectangleSimple", + "AD_ImageIndexer", + "AD_ImageSaver", + "AD_LoadImageAdvanced", + "AD_PromptReplace", + "AD_TextIndexer", + "AD_TextListToString", + "AD_TextSaver", + "AD_TxtToCSVCombiner", + "AD_ZipSave", + "AD_advanced-padding", + "AD_color-image", + "AD_image-concat", + "AD_image-resize", + "AD_mockup-maker", + "AD_poster-maker", + "AD_prompt-saver", + "ImageCaptioner", + "ImageResize", + "Incrementer \ud83e\udeb4", + "TextAppendNode", + "Width and height for scaling image to ideal resolution \ud83e\udeb4", + "Width and height from aspect ratio \ud83e\udeb4", + "YANC.MultilineString", + "comfyui-easy-padding", + "image concat mask" + ], + { + "author": "ComfyUI Addoor", + "description": "Save prompts to CSV file with customizable naming pattern", + "title": "ComfyUI-PromptSaver", + "title_aux": "ComfyUI-Addoor" + } + ], + "https://github.com/Easymode-ai/ComfyUI-BPT": [ + [ + "TrimeshBPT", + "TrimeshLoad", + "TrimeshPreview", + "TrimeshSave" + ], + { + "title_aux": "ComfyUI-BPT" + } + ], + "https://github.com/Easymode-ai/ComfyUI-FlexPainter": [ + [ + "ContinueFromRGBNode", + "FlexPainter" + ], + { + "title_aux": "FlexPainter ComfyUI Wrapper" + } + ], + "https://github.com/Easymode-ai/ComfyUI-ShadowR": [ + [ + "ShadowRModelLoader", + "ShadowRShadowRemover" + ], + { + "title_aux": "ComfyUI-ShadowR" + } + ], + "https://github.com/EeroHeikkinen/ComfyUI-eesahesNodes": [ + [ + "InstantX Flux Union ControlNet Loader" + ], + { + "author": "eesahe", + "description": "InstantX's Flux union ControlNet loader and implementation", + "nickname": "eesahesNodes", + "title": "eesahe's Nodes", + "title_aux": "ComfyUI-eesahesNodes" + } + ], + "https://github.com/Elaine-chennn/comfyui-overlay-media": [ + [ + "OverlayMediaNode", + "VideoUpload" + ], + { + "title_aux": "ComfyUI Overlay Media Node" + } + ], + "https://github.com/Electrofried/ComfyUI-OpenAINode": [ + [ + "OpenAINode" + ], + { + "title_aux": "OpenAINode" + } + ], + "https://github.com/EllangoK/ComfyUI-post-processing-nodes": [ + [ + "ArithmeticBlend", + "AsciiArt", + "Blend", + "Blur", + "CannyEdgeMask", + "ChromaticAberration", + "ColorCorrect", + "ColorTint", + "Dissolve", + "Dither", + "DodgeAndBurn", + "FilmGrain", + "Glow", + "HSVThresholdMask", + "KMeansQuantize", + "KuwaharaBlur", + "Parabolize", + "PencilSketch", + "PixelSort", + "Pixelize", + "Quantize", + "Sharpen", + "SineWave", + "Solarize", + "Vignette" + ], + { + "title_aux": "ComfyUI-post-processing-nodes" + } + ], + "https://github.com/EmAySee/ComfyUI_EmAySee_CustomNodes": [ + [ + "EmAySee_AnyPassthrough", + "EmAySee_CalculateAspectRatio", + "EmAySee_CheckboxFloatNode", + "EmAySee_ConditionalResize", + "EmAySee_DateTimeStringNode", + "EmAySee_DimensionSwapper", + "EmAySee_DynamicRangeSlider", + "EmAySee_DynamicStringSelectorNode", + "EmAySee_FloatToText", + "EmAySee_GeminiImageGen", + "EmAySee_GetModelPath", + "EmAySee_GreaterThanNode", + "EmAySee_HostPinger", + "EmAySee_ImageGetSize", + "EmAySee_ImagePassthrough", + "EmAySee_ImagePreviewPassthrough", + "EmAySee_IntegerStringSelectorNode", + "EmAySee_IntegerStringSelectorNodeDynamic", + "EmAySee_LLMOutputCleaner", + "EmAySee_LatentSwitch", + "EmAySee_LoRA Metadata Extractor TagDrop", + "EmAySee_LoRAMetadataExtractor", + "EmAySee_LoRAMetadataExtractorTagDrop", + "EmAySee_LoraApplier", + "EmAySee_LoraFilePicker", + "EmAySee_LoraLoaderFromInput", + "EmAySee_LoraNameSelector", + "EmAySee_LoraProcessor", + "EmAySee_LoraSelector", + "EmAySee_LoraStacker20", + "EmAySee_MathExpression", + "EmAySee_MetadataFormatter", + "EmAySee_MultiMaskToBBOX", + "EmAySee_MultiplierNode", + "EmAySee_NineChoiceSelector", + "EmAySee_PadImageForOutpainting", + "EmAySee_ProbabilityStringSelectorNode", + "EmAySee_QwenPixelAligner", + "EmAySee_RandomIntFromList", + "EmAySee_RandomIntegerFromListNode", + "EmAySee_RandomIntegerFromTogglesNode_PremadeLabels", + "EmAySee_RandomLoraLoader", + "EmAySee_RandomStringSelector", + "EmAySee_RandomStringSelectorNode", + "EmAySee_RandomStringSelectorNodeFourChoice", + "EmAySee_RandomStringSelectorNodeThreeChoice", + "EmAySee_RemoveDuplicateCSV", + "EmAySee_RemoveDuplicatesFromString", + "EmAySee_RemoveDuplicatesFromStringV2", + "EmAySee_RemoveWordsFromText", + "EmAySee_RepaintKSampler", + "EmAySee_SaveImage", + "EmAySee_SaveTextToFile", + "EmAySee_StringDetector", + "EmAySee_StringPoseSelectorNode", + "EmAySee_StringTupleInputNode", + "EmAySee_SubmitToOobaboogaAPI", + "EmAySee_SubmitToOobaboogaAPIWithKey", + "EmAySee_SubmitToOobaboogaAPIWithKeyThinker", + "EmAySee_SubmitToOobaboogaAPIWithKey_WithThinkParse", + "EmAySee_SubmitToOobaboogaAPIWithKey_test", + "EmAySee_TagPruner", + "EmAySee_TextCombiner", + "EmAySee_ToggleIntNode", + "EmAySee_VAECompatibleAspectRatioCalculator", + "EmAySee_VarTextReplacer", + "EmAySee_VeryUniqueStringSelectorNode", + "EmAySee_WD14TagFilter", + "f" + ], + { + "title_aux": "ComfyUI_EmAySee_CustomNodes" + } + ], + "https://github.com/Enashka/ComfyUI-nhknodes": [ + [ + "AddHeadroom", + "Bookmark", + "ConditionalRouter", + "ConditionalRouterDual", + "ConditionalSplitter", + "ConditionalStop", + "CyclingSwitch", + "DoubleSwitch", + "DoubleSwitchOut", + "EditWithKrita", + "ExecutionCounter", + "ExtractGridPanel", + "GeminiImageChat", + "ImageEvaluator", + "ImageGridBatch", + "ImageGridComposite", + "ImageLoaderWithPreviews", + "IntervalGate", + "LLMChat", + "ListSelector", + "Load2x2GridSeries", + "Load3x3GridSeries", + "LoadImageSeries", + "LoadImageSeriesWithPrompts", + "OllamaChat", + "PlaySound", + "PreviewImagePassthrough", + "SaveImagePassthrough", + "SimpleTextInput", + "SizePicker", + "TextCombiner", + "TextDisplay", + "TextEncodeFlux2ImageEdit", + "TextTemplate", + "TextTemplateExtended", + "VisualResizer" + ], + { + "title_aux": "ComfyUI-nhknodes" + } + ], + "https://github.com/Enemyx-net/VibeVoice-ComfyUI": [ + [ + "LoadTextFromFileNode", + "VibeVoice Free Memory", + "VibeVoice LoRA", + "VibeVoice Load Text From File", + "VibeVoice Multiple Speakers", + "VibeVoice Single Speaker", + "VibeVoiceFreeMemoryNode", + "VibeVoiceLoRANode", + "VibeVoiceMultipleSpeakersNode", + "VibeVoiceSingleSpeakerNode" + ], + { + "title_aux": "VibeVoice ComfyUI" + } + ], + "https://github.com/Enferlain/ComfyUI-A1111-cond": [ + [ + "A1111Prompt", + "A1111PromptNegative" + ], + { + "title_aux": "ComfyUI-A1111-cond" + } + ], + "https://github.com/EnragedAntelope/ComfyUI-ConstrainResolution": [ + [ + "ConstrainResolution" + ], + { + "title_aux": "ComfyUI-ConstrainResolution" + } + ], + "https://github.com/EnragedAntelope/ComfyUI-EACloudNodes": [ + [ + "GroqNode", + "OpenRouterModels", + "OpenrouterNode" + ], + { + "title_aux": "ComfyUI-EACloudNodes" + } + ], + "https://github.com/EnragedAntelope/ComfyUI_EasyRegion": [ + [ + "EasyRegionMask", + "EasyRegionSimple" + ], + { + "title_aux": "ComfyUI_EasyRegion" + } + ], + "https://github.com/EnragedAntelope/comfy-modelopt": [ + [ + "ModelOptCalibrationHelper", + "ModelOptQuantizeUNet", + "ModelOptSaveQuantized", + "ModelOptUNetLoader" + ], + { + "title_aux": "comfy-modelopt" + } + ], + "https://github.com/EnragedAntelope/comfyui-relight": [ + [ + "ReLight" + ], + { + "title_aux": "ComfyUI-ReLight" + } + ], + "https://github.com/EnragedAntelope/comfyui-sdnq": [ + [ + "SDNQModelQuantizer", + "SDNQSampler" + ], + { + "title_aux": "comfyui-sdnq" + } + ], + "https://github.com/Erehr/ComfyUI-EreNodes": [ + [ + "ErePromptCloud", + "ErePromptFilter", + "ErePromptGallery", + "ErePromptLoraStack", + "ErePromptMultiSelect", + "ErePromptMultiline", + "ErePromptRandomizer", + "ErePromptToggle" + ], + { + "title_aux": "ComfyUI-EreNodes" + } + ], + "https://github.com/EricRollei/AAA_Metadata_System": [ + [ + "AspectRatio2StepLatent", + "CheckpointBatchInfoSetter_v074", + "CheckpointInfoSetter_v074", + "CheckpointInfoViewer_v074", + "CheckpointParamsLoader_v074", + "CheckpointTester_v074", + "ColorNameToRGB_v01", + "ColorSelector", + "CulturalColorPaletteGenerator_v01", + "EnhancedMetadataFilterNode_V2", + "EricCivitaiPromptExtractor", + "EricCivitaiPromptExtractorAutoLoader", + "EricLoadImageExtended", + "EricLoadImageWithLayers", + "EricSaveTrueSVGImage", + "Eric_Color_Palette_Analyzer_v3", + "Eric_Duplicate_Image_Finder_v04", + "Eric_Metadata_Debugger_V2", + "Eric_Metadata_Entry_V2", + "Eric_Metadata_Filter_V2", + "Eric_Metadata_Query_V3", + "Eric_Workflow_Toolkit_v2", + "EricsWordCloudNode", + "FileOrganizer", + "FlattenNestedFiles_v2", + "LoRABatchInfoSetter_v03", + "LoRABulkOperations_v03", + "LoRADatabaseMaintenance_v03", + "LoRADatabaseStats_v03", + "LoRAGalleryDisplay_v03", + "LoRAGalleryWithEdit_v03", + "LoRAInfoSetter_v03", + "LoRAInfoViewer_v03", + "LoRAParamsLoader_v03", + "LoRAQuickFeedback_v03", + "LoRATester_v03", + "MetadataAwareSaveImage_Simple", + "MetadataAwareSaveImage_v099d", + "MetadataConsolidatorNode_V2", + "Multi-LoRA Loader Flux", + "Multi-LoRA Loader Model-Only", + "Multi-LoRA Loader Qwen", + "Multi-LoRA Loader Wan-i2v", + "Multi-LoRA Loader Wan-t2v", + "Multi-LoRA Loader Z-Image", + "Multi-LoRA Loader [PLATFORM_NAME]", + "Multi-LoRA Loader v02", + "MyCustomNode", + "PngInfoDiagnosticV3", + "PngMetadataExtractorV3", + "SmartImageCropper", + "SplitWorkflowExtractorNode_V2", + "TextOverlayNode_v04", + "TriggerWordManager_v03", + "Wan22AspectRatioHelper", + "Wan22_Size_Preset" + ], + { + "nodename_pattern": "^(MetadataAwareSaveImage|Multi_LoRA_Loader|LoadImageLayers)", + "title_aux": "AAA Metadata System" + } + ], + "https://github.com/EricRollei/Comfy_HunyuanImage3": [ + [ + "HunyuanImage3ClearDownstream", + "HunyuanImage3ForceUnload", + "HunyuanImage3FullGPULoader", + "HunyuanImage3FullLoader", + "HunyuanImage3Generate", + "HunyuanImage3GenerateLarge", + "HunyuanImage3GenerateLargeBudget", + "HunyuanImage3GenerateLowVRAM", + "HunyuanImage3GenerateLowVRAMBudget", + "HunyuanImage3GenerateTelemetry", + "HunyuanImage3Int8Loader", + "HunyuanImage3Int8LoaderBudget", + "HunyuanImage3NF4LoaderLowVRAMBudget", + "HunyuanImage3QuantizedLoader", + "HunyuanImage3SoftUnload", + "HunyuanImage3Unload", + "HunyuanPromptRewriter" + ], + { + "title_aux": "Comfy_HunyuanImage3" + } + ], + "https://github.com/EricRollei/Download_Tools": [ + [ + "EricWebFileScraper_v082", + "GalleryDLDownloader", + "YtDlpDownloader" + ], + { + "nodename_pattern": "(Gallery-dl|Yt-dlp|Web.*Scraper)", + "title_aux": "Download Tools for ComfyUI" + } + ], + "https://github.com/EricRollei/Emu35-Comfyui-Nodes": [ + [ + "Emu35ClearCache", + "Emu35EmergencyReset", + "Emu35InterleavedGenerator", + "Emu35Loader", + "Emu35LoaderV2", + "Emu35MemoryManager", + "Emu35OfficialT2I", + "Emu35Sampler", + "Emu35T2ISamplerV2", + "Emu35VQA", + "Emu35VRAMCleanup", + "Emu35X2ISampler" + ], + { + "title_aux": "Emu35-Comfyui-Nodes" + } + ], + "https://github.com/EricRollei/Eric_Image_Processing_Nodes": [ + [ + "AdaptiveFrequencyFilter", + "AdaptiveImageEnhancement", + "AdvancedFilmGrainNode", + "AutoDenoiseComparisonNode", + "AutoDenoiseNode", + "BM3D Film Grain Denoising", + "BM3DComparisonNode", + "BM3DDeblurNode", + "BM3DDenoiseNode", + "BatchImageProcessing", + "ComprehensiveComparison", + "DeepImagePriorNode", + "DiffBIRRestorationNode", + "DnCNNDenoiseNode", + "FGANNFilmGrainDenoiseNode", + "FilmGrainAnalysis", + "FilmGrainAnalysisNode", + "FilmGrainProcessing", + "FrequencyEnhancementPresets", + "GPUWaveletDenoiseNode", + "HomomorphicFilter", + "ImageQualityAssessment", + "LB-CLAHE", + "LightweightCNNDenoiseNode", + "MemoryOptimization", + "Multi-Scale Retinex", + "MultiscaleFFTEnhancement", + "NAFNetDenoiseNode", + "Noise2VoidNode", + "NoiseDABatchNode", + "NoiseDANode", + "NonLocalMeans", + "NonLocalMeansSimple", + "PhasePreservingEnhancement", + "ProfessionalRestorationPipeline", + "RealBM3DDeblurNode", + "RealBM3DNode", + "RestormerRestorationNode", + "RichardsonLucy", + "RichardsonLucyGPU", + "RichardsonLucySimple", + "SCUNetBatchRestoration", + "SCUNetRestoration", + "Smart Sharpening", + "SmartWorkflowNode", + "StationaryWaveletDenoise", + "SwinIRBatch", + "SwinIRRestoration", + "SwinIRSharpnessBoostNode", + "WaveletDenoise", + "WienerFilter", + "WienerFilterCompare", + "WienerFilterSNR" + ], + { + "title_aux": "Eric_Image_Processing_Nodes" + } + ], + "https://github.com/EricRollei/HYPIR-ComfyUI": [ + [ + "HyperComfyUIHYPIRRestore" + ], + { + "nodename_pattern": "HYPIR", + "title_aux": "HYPIR Image Restoration for ComfyUI" + } + ], + "https://github.com/EricRollei/Local_LLM_Prompt_Enhancer": [ + [ + "DeepSeekChat", + "DeepSeekPromptRewriter", + "EricImageToImagePromptExpander", + "EricImageToVideoPromptExpander", + "EricTextToImagePromptEnhancer", + "EricVideoPromptExpander", + "EricVideoPromptExpanderAdvanced" + ], + { + "title_aux": "Eric's Prompt Enhancers for ComfyUI" + } + ], + "https://github.com/EricRollei/PDF-Tools": [ + [ + "EnhancedLayoutParser", + "EnhancedLayoutParser_v02", + "EnhancedLayoutParser_v03", + "EnhancedLayoutParser_v04", + "EnhancedLayoutParser_v05", + "EnhancedLayoutParser_v06_Streamlined", + "EnhancedPDFExtractor_v08", + "EnhancedPDFExtractor_v09", + "Eric_PDF_Extractor_Enhanced_V04", + "Eric_PDF_Extractor_Enhanced_V06", + "Eric_PDF_Extractor_Enhanced_V07", + "Eric_PDF_Extractor_Enhanced_v05", + "Florence2ImageCropper", + "Florence2ModelInfo", + "Florence2RectangleDetector", + "Florence2RegionVisualizer", + "GalleryDLDownloader", + "LayoutLMv3DocumentAnalysisNode", + "LayoutLMv3QuestionAnsweringNode", + "PaddleOCRVLRemoteNode", + "SafeLayoutLMv3Node", + "SimplePDFImageExtractor", + "SuryaLayoutOCRHybrid", + "SuryaOCR", + "SuryaOCRLayout", + "SuryaOCR_v02" + ], + { + "title_aux": "PDF Tools - Advanced PDF Processing & OCR" + } + ], + "https://github.com/EricRollei/Qwen_Layers_Diffuser_Pipeline_Comfyui": [ + [ + "EricQwenAddAlpha", + "EricQwenBatchToVideo", + "EricQwenDecompose", + "EricQwenEncode", + "EricQwenLatentCutToBatch", + "EricQwenLayerComposite", + "EricQwenLayerDescribe", + "EricQwenLayerExtract", + "EricQwenLayerInfo", + "EricQwenLayerLoad", + "EricQwenLayerPrompts", + "EricQwenLayerReorder", + "EricQwenLayerSave", + "EricQwenLayerSelector", + "EricQwenMultiLatent", + "EricQwenRGBAVAELoader", + "EricQwenStringJoin", + "EricQwenUnloadModel" + ], + { + "title_aux": "Qwen Layers Diffuser Pipeline" + } + ], + "https://github.com/EricRollei/comfyui-refocus": [ + [ + "BokehNetApply", + "ComputeDefocusMap", + "DeblurNetApply", + "DepthMetricToInverse", + "DepthMetricToRelative", + "DepthProEstimate", + "DepthProModelLoader", + "FocalMMtoPX", + "FocalPXtoMM", + "FocusPointFromMask", + "GenfocusBokeh", + "GenfocusBokehNative", + "GenfocusCondition", + "GenfocusDeblur", + "GenfocusDeblurLoader", + "GenfocusDeblurNative", + "GenfocusDefocusMapCondition", + "GenfocusGenerate", + "GenfocusLoRALoader", + "GenfocusModelLoader", + "GenfocusSwitchAdapter", + "GenfocusUnloadModels", + "SelectFocusPoint" + ], + { + "title_aux": "Refocus - Generative Refocusing" + } + ], + "https://github.com/EricRorich/ComfyUI-face-shaper": [ + [ + "RORICH-AI.COM", + "Rorich" + ], + { + "title_aux": "ComfyUI-face-shaper" + } + ], + "https://github.com/EuphoricPenguin/resemble-enhance-comfyui": [ + [ + "ResembleEnhance" + ], + { + "title_aux": "ComfyUI Resemble Enhance" + } + ], + "https://github.com/EvilBT/ComfyUI_SLK_joy_caption_two": [ + [ + "Batch_joy_caption_two", + "Batch_joy_caption_two_advanced", + "Joy_caption_two", + "Joy_caption_two_advanced", + "Joy_caption_two_load", + "Joy_extra_options" + ], + { + "title_aux": "JoyCaptionAlpha Two for ComfyUI" + } + ], + "https://github.com/Excidos/ComfyUI-Documents": [ + [ + "ChunkRouter", + "DocumentLoader", + "ImageSelector", + "PDFPageSplitter", + "PDFToImage", + "TextChunker" + ], + { + "title_aux": "ComfyUI-Documents" + } + ], + "https://github.com/Excidos/ComfyUI-Lumina-Next-SFT-DiffusersWrapper": [ + [ + "LuminaDiffusersNode" + ], + { + "title_aux": "ComfyUI-Lumina-Next-SFT-DiffusersWrapper" + } + ], + "https://github.com/ExoticArts/comfyui-ea-nodes": [ + [ + "EAImageCompare", + "EAImageCompare3Way", + "EAImageCompare4Way", + "EA_AutoTrimPingPong", + "EA_FilenameCombine", + "EA_LightningMotionBias", + "EA_ListVideos", + "EA_ManifestIndex", + "EA_PingPong", + "EA_PowerLora", + "EA_PowerLora_CLIP", + "EA_PowerLora_WanVideo", + "EA_TrimFrames", + "EA_TrimWindow", + "EA_VideoLoad", + "EA_VideoSaveIdempotent" + ], + { + "title_aux": "comfyui-ea-nodes" + } + ], + "https://github.com/ExponentialML/ComfyUI_ModelScopeT2V": [ + [ + "ModelScopeT2VLoader" + ], + { + "title_aux": "ComfyUI_ModelScopeT2V" + } + ], + "https://github.com/ExponentialML/ComfyUI_Native_DynamiCrafter": [ + [ + "DynamiCrafterLoader", + "DynamiCrafterProcessor" + ], + { + "title_aux": "ComfyUI - Native DynamiCrafter" + } + ], + "https://github.com/ExponentialML/ComfyUI_VisualStylePrompting": [ + [ + "ApplyVisualStyle" + ], + { + "title_aux": "ComfyUI_VisualStylePrompting" + } + ], + "https://github.com/ExterminanzHS/Gecco-Discord-Autosend": [ + [ + "GeccoAutosend", + "GeccoImageSave", + "GeccoSelectchannel" + ], + { + "title_aux": "Gecco Discord Autosend" + } + ], + "https://github.com/Extraltodeus/ComfyUI-AutomaticCFG": [ + [ + "Automatic CFG", + "Automatic CFG - Advanced", + "Automatic CFG - Attention modifiers", + "Automatic CFG - Attention modifiers tester", + "Automatic CFG - Custom attentions", + "Automatic CFG - Excellent attention", + "Automatic CFG - Negative", + "Automatic CFG - Post rescale only", + "Automatic CFG - Preset Loader", + "Automatic CFG - Unpatch function", + "Automatic CFG - Warp Drive" + ], + { + "title_aux": "ComfyUI-AutomaticCFG" + } + ], + "https://github.com/Extraltodeus/DistanceSampler": [ + [ + "SamplerDistance", + "SamplerDistanceAdvanced" + ], + { + "title_aux": "DistanceSampler" + } + ], + "https://github.com/Extraltodeus/LoadLoraWithTags": [ + [ + "LoraLoaderTagsQuery" + ], + { + "title_aux": "LoadLoraWithTags" + } + ], + "https://github.com/Extraltodeus/Negative-attention-for-ComfyUI-": [ + [ + "Negative cross attention", + "Negative cross attention concatenate" + ], + { + "title_aux": "Negative-attention-for-ComfyUI-" + } + ], + "https://github.com/Extraltodeus/Skimmed_CFG": [ + [ + "CFG_Skimming_Single_Scale_Pre_CFG", + "ConstantSkimPreCFG", + "DifferenceCFG_PreCFG", + "SkimFlipPreCFG", + "SkimReplacePreCFG", + "SkimmedCFG_LinInterp_CFG_PreCFG", + "SkimmedCFG_LinInterp_DualScales_CFG_PreCFG" + ], + { + "title_aux": "Skimmed_CFG" + } + ], + "https://github.com/Extraltodeus/Stable-Diffusion-temperature-settings": [ + [ + "CLIP Temperature", + "Unet Temperature" + ], + { + "title_aux": "Stable-Diffusion-temperature-settings" + } + ], + "https://github.com/Extraltodeus/Uncond-Zero-for-ComfyUI": [ + [ + "Conditioning combine positive and negative", + "Conditioning crop or fill", + "Uncond Zero", + "interrupt on NaN" + ], + { + "title_aux": "Uncond-Zero-for-ComfyUI" + } + ], + "https://github.com/Extraltodeus/Vector_Sculptor_ComfyUI": [ + [ + "CLIP Vector Sculptor text encode", + "Conditioning (Average keep magnitude)", + "Conditioning (Slerp)", + "Conditioning SDXL merge clip_g / clip_l", + "Conditioning normalize magnitude to empty" + ], + { + "title_aux": "Vector_Sculptor_ComfyUI" + } + ], + "https://github.com/Extraltodeus/noise_latent_perlinpinpin": [ + [ + "NoisyLatentPerlin", + "NoisyLatentPerlin16ch" + ], + { + "title_aux": "noise latent perlinpinpin" + } + ], + "https://github.com/Extraltodeus/sigmas_tools_and_the_golden_scheduler": [ + [ + "Aligned Scheduler", + "Gaussian Tail Scheduler", + "Get sigmas as float", + "Graph sigmas", + "Manual scheduler", + "Merge many sigmas by average", + "Merge sigmas by average", + "Merge sigmas gradually", + "Multiply sigmas", + "Output min/max sigmas", + "Split and concatenate sigmas", + "The Golden Scheduler" + ], + { + "title_aux": "sigmas_tools_and_the_golden_scheduler" + } + ], + "https://github.com/FaberVS/MultiModel": [ + [ + "ActiveModel", + "DenoiseSelector", + "KSamplerPipe", + "ListSelector", + "ModelParamsPipe", + "MySwitchIndex", + "ParamsPipeUnpack", + "PromptBuilder" + ], + { + "title_aux": "MultiModel" + } + ], + "https://github.com/Faildes/ComfyUI-NegativeFold": [ + [ + "FoldNegativeIntoPositiveConditioning" + ], + { + "title_aux": "ComfyUI-NegativeFold" + } + ], + "https://github.com/Faildes/ComfyUI-TC_ADV_ZPrompt": [ + [ + "TC_ADV_ZPrompt" + ], + { + "title_aux": "ComfyUI-TC_ADV_ZPrompt" + } + ], + "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation": [ + [ + "AMT VFI", + "CAIN VFI", + "FILM VFI", + "FLAVR VFI", + "GMFSS Fortuna VFI", + "IFRNet VFI", + "IFUnet VFI", + "KSampler Gradually Adding More Denoise (efficient)", + "M2M VFI", + "Make Interpolation State List", + "RIFE VFI", + "STMFNet VFI", + "Sepconv VFI", + "VFI FloatToInt" + ], + { + "title_aux": "ComfyUI Frame Interpolation" + } + ], + "https://github.com/Fannovel16/ComfyUI-MagickWand": [ + [ + "ImageMagick Adaptive Blur", + "ImageMagick Adaptive Resize", + "ImageMagick Adaptive Sharpen", + "ImageMagick Adaptive Threshold", + "ImageMagick Auto Gamma", + "ImageMagick Auto Level", + "ImageMagick Auto Orient", + "ImageMagick Auto Threshold", + "ImageMagick Blue Shift", + "ImageMagick Blur", + "ImageMagick Brightness Contrast", + "ImageMagick Canny", + "ImageMagick Charcoal", + "ImageMagick Chop", + "ImageMagick Clahe", + "ImageMagick Clamp", + "ImageMagick Coalesce", + "ImageMagick Color Decision List", + "ImageMagick Color Matrix", + "ImageMagick Combine", + "ImageMagick Concat", + "ImageMagick Contrast", + "ImageMagick Contrast Stretch", + "ImageMagick Crop", + "ImageMagick Cycle Color Map", + "ImageMagick Decipher", + "ImageMagick Despeckle", + "ImageMagick Distort", + "ImageMagick Edge", + "ImageMagick Emboss", + "ImageMagick Encipher", + "ImageMagick Enhance", + "ImageMagick Equalize", + "ImageMagick Evaluate", + "ImageMagick Extent", + "ImageMagick Flip", + "ImageMagick Flop", + "ImageMagick Forward Fourier Transform", + "ImageMagick Function", + "ImageMagick Gamma", + "ImageMagick Gaussian Blur", + "ImageMagick Hough Lines", + "ImageMagick Implode", + "ImageMagick Kmeans", + "ImageMagick Kuwahara", + "ImageMagick Level", + "ImageMagick Levelize", + "ImageMagick Linear Stretch", + "ImageMagick Liquid Rescale", + "ImageMagick Local Contrast", + "ImageMagick Magnify", + "ImageMagick Mean Shift", + "ImageMagick Merge Layers", + "ImageMagick Mode", + "ImageMagick Modulate", + "ImageMagick Morphology", + "ImageMagick Motion Blur", + "ImageMagick Negate", + "ImageMagick Noise", + "ImageMagick Normalize", + "ImageMagick Oil Paint", + "ImageMagick Ordered Dither", + "ImageMagick Polynomial", + "ImageMagick Posterize", + "ImageMagick Quantize", + "ImageMagick Random Threshold", + "ImageMagick Range Threshold", + "ImageMagick Resample", + "ImageMagick Resize", + "ImageMagick Roll", + "ImageMagick Rotational Blur", + "ImageMagick Sample", + "ImageMagick Scale", + "ImageMagick Selective Blur", + "ImageMagick Sepia Tone", + "ImageMagick Shade", + "ImageMagick Shadow", + "ImageMagick Sharpen", + "ImageMagick Shave", + "ImageMagick Sigmoidal Contrast", + "ImageMagick Sketch", + "ImageMagick Smush", + "ImageMagick Solarize", + "ImageMagick Splice", + "ImageMagick Spread", + "ImageMagick Statistic", + "ImageMagick Swirl", + "ImageMagick Threshold", + "ImageMagick Thumbnail", + "ImageMagick Transform", + "ImageMagick Transform Colorspace", + "ImageMagick Transparentize", + "ImageMagick Transpose", + "ImageMagick Transverse", + "ImageMagick Unsharp Mask", + "ImageMagick Vignette", + "ImageMagick Wave", + "ImageMagick Wavelet Denoise", + "ImageMagick White Balance" + ], + { + "title_aux": "ComfyUI-MagickWand" + } + ], + "https://github.com/Fannovel16/ComfyUI-MotionDiff": [ + [ + "EmptyMotionData", + "ExportSMPLTo3DSoftware", + "Export_SMPLMultipleSubjects_To_3DSoftware", + "Human4D_Img2SMPL", + "Humans4DLoader", + "MotionCLIPTextEncode", + "MotionDataVisualizer", + "MotionDiffLoader", + "MotionDiffSimpleSampler", + "RenderMultipleSubjectsSMPLMesh", + "RenderSMPLMesh", + "Render_OpenPose_From_SMPL_Mesh_Multiple_Subjects", + "SMPLLoader", + "SMPLShapeParameters", + "SaveSMPL", + "SmplifyMotionData", + "SpectreFaceReconLoader", + "SpectreImg2SMPL", + "mgpt_model_loader", + "mgpt_t2m" + ], + { + "title_aux": "ComfyUI MotionDiff" + } + ], + "https://github.com/Fannovel16/ComfyUI-Video-Matting": [ + [ + "BRIAAI Matting", + "Robust Video Matting" + ], + { + "title_aux": "ComfyUI-Video-Matting" + } + ], + "https://github.com/Fannovel16/comfyui_controlnet_aux": [ + [ + "AIO_Preprocessor", + "AnimalPosePreprocessor", + "AnimeFace_SemSegPreprocessor", + "AnimeLineArtPreprocessor", + "AnyLineArtPreprocessor_aux", + "BAE-NormalMapPreprocessor", + "BinaryPreprocessor", + "CannyEdgePreprocessor", + "ColorPreprocessor", + "ControlNetAuxSimpleAddText", + "ControlNetPreprocessorSelector", + "DSINE-NormalMapPreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "DepthAnythingPreprocessor", + "DepthAnythingV2Preprocessor", + "DiffusionEdge_Preprocessor", + "ExecuteAllControlNetPreprocessors", + "FacialPartColoringFromPoseKps", + "FakeScribblePreprocessor", + "HEDPreprocessor", + "HintImageEnchance", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "ImageIntensityDetector", + "ImageLuminanceDetector", + "InpaintPreprocessor", + "LeReS-DepthMapPreprocessor", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "M-LSDPreprocessor", + "Manga2Anime_LineArt_Preprocessor", + "MaskOptFlow", + "MediaPipe-FaceMeshPreprocessor", + "MeshGraphormer+ImpactDetector-DepthMapPreprocessor", + "MeshGraphormer-DepthMapPreprocessor", + "Metric3D-DepthMapPreprocessor", + "Metric3D-NormalMapPreprocessor", + "MiDaS-DepthMapPreprocessor", + "MiDaS-NormalMapPreprocessor", + "OneFormer-ADE20K-SemSegPreprocessor", + "OneFormer-COCO-SemSegPreprocessor", + "OpenposePreprocessor", + "PiDiNetPreprocessor", + "PixelPerfectResolution", + "PyraCannyPreprocessor", + "RenderAnimalKps", + "RenderPeopleKps", + "SAMPreprocessor", + "SavePoseKpsAsJsonFile", + "ScribblePreprocessor", + "Scribble_PiDiNet_Preprocessor", + "Scribble_XDoG_Preprocessor", + "SemSegPreprocessor", + "ShufflePreprocessor", + "TEEDPreprocessor", + "TEED_Preprocessor", + "TTPlanet_TileGF_Preprocessor", + "TTPlanet_TileSimple_Preprocessor", + "TilePreprocessor", + "UniFormer-SemSegPreprocessor", + "Unimatch_OptFlowPreprocessor", + "UpperBodyTrackingFromPoseKps", + "Zoe-DepthMapPreprocessor", + "Zoe_DepthAnythingPreprocessor" + ], + { + "preemptions": [ + "AIO_Preprocessor", + "AnimalPosePreprocessor", + "AnimeFace_SemSegPreprocessor", + "AnimeLineArtPreprocessor", + "BAE-NormalMapPreprocessor", + "BinaryPreprocessor", + "CannyEdgePreprocessor", + "ColorPreprocessor", + "DSINE-NormalMapPreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "DepthAnythingPreprocessor", + "DiffusionEdge_Preprocessor", + "FacialPartColoringFromPoseKps", + "FakeScribblePreprocessor", + "HEDPreprocessor", + "HintImageEnchance", + "ImageGenResolutionFromImage", + "ImageGenResolutionFromLatent", + "ImageIntensityDetector", + "ImageLuminanceDetector", + "InpaintPreprocessor", + "LeReS-DepthMapPreprocessor", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "M-LSDPreprocessor", + "Manga2Anime_LineArt_Preprocessor", + "MaskOptFlow", + "MediaPipe-FaceMeshPreprocessor", + "MeshGraphormer-DepthMapPreprocessor", + "MiDaS-DepthMapPreprocessor", + "MiDaS-NormalMapPreprocessor", + "OneFormer-ADE20K-SemSegPreprocessor", + "OneFormer-COCO-SemSegPreprocessor", + "OpenposePreprocessor", + "PiDiNetPreprocessor", + "PixelPerfectResolution", + "SAMPreprocessor", + "SavePoseKpsAsJsonFile", + "ScribblePreprocessor", + "Scribble_XDoG_Preprocessor", + "SemSegPreprocessor", + "ShufflePreprocessor", + "TEEDPreprocessor", + "TilePreprocessor", + "UniFormer-SemSegPreprocessor", + "Unimatch_OptFlowPreprocessor", + "Zoe-DepthMapPreprocessor", + "Zoe_DepthAnythingPreprocessor" + ], + "title_aux": "ComfyUI's ControlNet Auxiliary Preprocessors" + } + ], + "https://github.com/Fantaxico/ComfyUI-GCP-Storage": [ + [ + "GCPStorageNode" + ], + { + "title_aux": "ComfyUI-GCP-Storage" + } + ], + "https://github.com/FaraamFide/ComfyUI-ParamNodes": [ + [ + "HelperModelSwitch", + "ParamBoolean", + "ParamFloat", + "ParamImage", + "ParamInt", + "ParamString", + "ParamUniversal" + ], + { + "title_aux": "ComfyUI-ParamNodes" + } + ], + "https://github.com/FearL0rd/ComfyUI-AnyDeviceOffload": [ + [ + "AnyDeviceOffload" + ], + { + "title_aux": "ComfyUI Any-Device Offload" + } + ], + "https://github.com/FearL0rd/ComfyUI-MaskAIFingerprint": [ + [ + "MaskAIFingerprint" + ], + { + "title_aux": "ComfyUI MaskAIFingerprint" + } + ], + "https://github.com/FearL0rd/ComfyUI-ParallelAnything": [ + [ + "ParallelAnything", + "ParallelDevice", + "ParallelDeviceList" + ], + { + "title_aux": "ComfyUI-ParallelAnything" + } + ], + "https://github.com/FeiMao-326/Comfyui-General-API-Node": [ + [ + "FeiMao_326_GeneralAPINode", + "FeiMao_326_GetListElement", + "FeiMao_326_JsonParser", + "FeiMao_326_TextBatchReplace", + "FeiMao_326_TextIterator", + "FeiMao_326_TextSplitByDelimiter", + "ShowTextNode", + "SimpleTextNode" + ], + { + "title_aux": "Comfyui-General-API-Node" + } + ], + "https://github.com/Feidorian/feidorian-ComfyNodes": [ + [], + { + "nodename_pattern": "^Feidorian_", + "title_aux": "feidorian-ComfyNodes" + } + ], + "https://github.com/FemReiyaDev/ComfyUI-ReiyaNodes": [ + [ + "ReiImageStitch" + ], + { + "title_aux": "ComfyUI-ReiyaNodes" + } + ], + "https://github.com/Ferocit/comfyui-feroccustomnodes": [ + [ + "LoadDescriptionNode", + "RandomLineFromText" + ], + { + "title_aux": "comfyui-feroccustomnodes" + } + ], + "https://github.com/FewBox/fewbox-outfit-comfyui": [ + [ + "FewBoxInContextLora", + "FewBoxLab", + "FewBoxSaveImage", + "FewBoxWatermark", + "FewBoxWebDAV" + ], + { + "title_aux": "fewbox-outfit-comfyui" + } + ], + "https://github.com/Fictiverse/ComfyUI_Fictiverse": [ + [ + "Add Margin With Color", + "Any to Int/Float/String", + "Audio Duration", + "Clamp Images To Megapixels", + "Clean Style From Caption", + "Essential Params", + "Essential Params Expand", + "FV Get Image Half Size", + "Get Last Output Video Path", + "If Image Valid", + "Image Params", + "Image Params Expand", + "Is Image Valid ?", + "LoRA Enable With Prefix", + "Math Operation", + "None if same Image", + "Prompt Assembler", + "Resize Images To Megapixels", + "Resize To Megapixels", + "Text Enable With Prefix", + "Video Params", + "Video Params Expand", + "WaveformDevice" + ], + { + "title_aux": "ComfyUI Fictiverse Nodes" + } + ], + "https://github.com/Fihade/IC-Light-ComfyUI-Node": [ + [ + "LoadICLightUnetDiffusers", + "diffusers_model_loader", + "iclight_diffusers_sampler" + ], + { + "title_aux": "IC-Light-ComfyUI-Node" + } + ], + "https://github.com/FinetunersAI/ComfyUI_Finetuners_Suite": [ + [ + "AutoImageResize", + "GroupLink", + "ModelListNode", + "VariablesInjector", + "VariablesLogicNode" + ], + { + "title_aux": "ComfyUI_Finetuners_Suite" + } + ], + "https://github.com/Firetheft/ComfyUI_Civitai_Gallery": [ + [ + "CivitaiGalleryNode", + "CivitaiModelsGalleryNode" + ], + { + "title_aux": "ComfyUI Civitai Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Local_Lora_Gallery": [ + [ + "LocalLoraGallery", + "LocalLoraGalleryModelOnly", + "LocalLoraGalleryStackApply", + "LocalLoraGalleryStacker" + ], + { + "title_aux": "ComfyUI_Local_Lora_Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Pixabay_Gallery": [ + [ + "PixabayImageNode", + "PixabayVideoNode" + ], + { + "title_aux": "ComfyUI_Pixabay_Gallery" + } + ], + "https://github.com/Firetheft/ComfyUI_Simple_Web_Browser": [ + [ + "WebViewerNode" + ], + { + "title_aux": "ComfyUI_Simple_Web_Browser" + } + ], + "https://github.com/FizzleDorf/ComfyUI-AIT": [ + [ + "AIT_Unet_Loader" + ], + { + "title_aux": "ComfyUI-AIT" + } + ], + "https://github.com/FizzleDorf/ComfyUI_FizzNodes": [ + [ + "AbsCosWave", + "AbsSinWave", + "BatchPromptSchedule", + "BatchPromptScheduleEncodeSDXL", + "BatchPromptScheduleLatentInput", + "BatchPromptScheduleSDXLLatentInput", + "BatchStringSchedule", + "BatchValueSchedule", + "BatchValueScheduleLatentInput", + "CalculateFrameOffset", + "ConcatStringSingle", + "CosWave", + "FizzFrame", + "FizzFrameConcatenate", + "ImageBatchFromValueSchedule", + "ImagesFromBatchSchedule", + "Init FizzFrame", + "InvCosWave", + "InvSinWave", + "Lerp", + "PromptSchedule", + "PromptScheduleEncodeSDXL", + "PromptScheduleNodeFlow", + "PromptScheduleNodeFlowEnd", + "SawtoothWave", + "SelectFrameNumber", + "SinWave", + "SquareWave", + "StringConcatenate", + "StringSchedule", + "TriangleWave", + "ValueSchedule", + "convertKeyframeKeysToBatchKeys" + ], + { + "title_aux": "FizzNodes" + } + ], + "https://github.com/Flow-two/ComfyUI-WanStartEndFramesNative": [ + [ + "GetImagesFromBatchRanged_F2", + "WanImageToVideo_F2", + "WanSkipEndFrameImages_F2" + ], + { + "title_aux": "ComfyUI-WanStartEndFramesNative" + } + ], + "https://github.com/FloyoAI/ComfyUI-Seed-API": [ + [ + "ResolutionHelper", + "SeedChat", + "SeedEditImageToImage", + "SeedanceLiteFirstLastFrame", + "SeedanceLiteImageToVideo", + "SeedanceLiteReferenceImages", + "SeedanceLiteTextToVideo", + "SeedancePro15Video", + "SeedanceProTextImageToVideo", + "Seedream4BatchGeneration", + "Seedream4ImageToImage", + "Seedream4MultiImageBlending", + "Seedream4TextToImage", + "Seedream4Unified", + "SeedreamTextToImage", + "VideoToFrames" + ], + { + "title_aux": "ComfyUI Seed API Integration" + } + ], + "https://github.com/FlyingFireCo/tiled_ksampler": [ + [ + "Asymmetric Tiled KSampler", + "Circular VAEDecode", + "Tiled KSampler" + ], + { + "title_aux": "tiled_ksampler" + } + ], + "https://github.com/ForeignGods/ComfyUI-Mana-Nodes": [ + [ + "Canvas Properties", + "Combine Video", + "Font Properties", + "Generate Audio", + "Preset Color Animations", + "Save/Preview Text", + "Scheduled Values", + "Speech Recognition", + "Split Video", + "Text to Image Generator" + ], + { + "title_aux": "ComfyUI-Mana-Nodes" + } + ], + "https://github.com/FortunaCournot/comfyui_stereoscopic": [ + [ + "CalculateDimensions", + "ColorCorrectBatch", + "DecryptWatermark", + "EncryptWatermark", + "GetResolutionForVR", + "GradeVariant", + "ImageVRConverter", + "JoinVariantProperties", + "LinearFade", + "LoadImageAdvanced", + "RegexSubstitute", + "SaveAudioSimple", + "SaveStrippedUTF8File", + "ScaleByFactor", + "ScaleToResolution", + "SpecVariants", + "StripXML", + "VRwearePause", + "VRwearePauseLatent", + "VRweareResume", + "VariantPromptBuilder", + "strftime" + ], + { + "title_aux": "Stereoscopic" + } + ], + "https://github.com/Fossiel/ComfyUI-Fossiel-QoL-Nodes": [ + [ + "FossielCentralControlLite", + "FossielCentralControl_v2", + "FossielLevelMatchmaker", + "FossielSequenceWrangler", + "FossielWebPWrangler", + "Fossiel_Qwen_Size_Stabilizer", + "Fossiel_Sensor_KSampler_Switch", + "Fossiel_Sensor_Switch_Clip", + "Fossiel_Sensor_Switch_Conditioning", + "Fossiel_Sensor_Switch_Image", + "Fossiel_Sensor_Switch_Latent", + "Fossiel_Sensor_Switch_Mask", + "Fossiel_Sensor_Switch_Model", + "Fossiel_Sensor_Switch_VAE" + ], + { + "title_aux": "ComfyUI-Fossiel-QoL-Nodes" + } + ], + "https://github.com/Fossiel/ComfyUI-Fossiel-WAN-Additional-Tilers": [ + [ + "Wan22AnimateToVideoTiled", + "Wan22FirstMiddleLastFrameToVideoTiled", + "Wan22FunControlToVideoTiled", + "Wan22PainterFLF2VTiled", + "Wan22PainterI2VTiled", + "Wan22PainterLongVideoTiled", + "Wan22SoundImageToVideoExtendTiled", + "Wan22SoundImageToVideoTiled" + ], + { + "title_aux": "ComfyUI-Fossiel-WAN-Additional-Tilers" + } + ], + "https://github.com/Franck-Demongin/NX_HuggingFace_Flux": [ + [ + "HFFlux" + ], + { + "title_aux": "NX_HuggingFace_Flux" + } + ], + "https://github.com/Franck-Demongin/NX_PromptStyler": [ + [ + "NX_PromptStyler" + ], + { + "title_aux": "NX_PromptStyler" + } + ], + "https://github.com/Franck-Demongin/NX_Translator": [ + [ + "Nx_Translator" + ], + { + "title_aux": "NX_Translator" + } + ], + "https://github.com/FranckyB/ComfyUI-Prompt-Manager": [ + [ + "AudioMonoToStereo", + "LoadLatentFile", + "PromptApplyLora", + "PromptExtractor", + "PromptGenOptions", + "PromptGenerator", + "PromptManager", + "PromptManagerAdvanced", + "SaveVideoH26x" + ], + { + "title_aux": "ComfyUI-Prompt-Manager" + } + ], + "https://github.com/Franklyc/comfyui-lora-adain-patcher-node": [ + [ + "LoraAdaLNPatcher" + ], + { + "title_aux": "ComfyUI LoRA adaLN Patcher Node" + } + ], + "https://github.com/Frief84/ComfyUI-LoRAWeightAxisXY": [ + [ + "XY Input: LoRA Weight (simple)" + ], + { + "title_aux": "ComfyUI-LoRAWeightAxisXY" + } + ], + "https://github.com/FunnyFinger/ComfyUi-RadarWeightNode": [ + [ + "RadarWeightsNode" + ], + { + "title_aux": "Radar Weights Node" + } + ], + "https://github.com/FuouM/ComfyUI-EbSynth": [ + [ + "ES_Guides7", + "ES_Translate", + "ES_VideoTransfer", + "ES_VideoTransferExtra" + ], + { + "author": "Fuou Marinas", + "description": "Run EbSynth in ComfyUI.", + "nickname": "EbSynth", + "title": "ComfyUI-EbSynth", + "title_aux": "ComfyUI-EbSynth" + } + ], + "https://github.com/FuouM/ComfyUI-FirstOrderMM": [ + [ + "Articulate_Runner", + "FOMM_Partswap", + "FOMM_Runner", + "FOMM_Seg10Chooser", + "FOMM_Seg15Chooser", + "FOMM_Seg5Chooser", + "FSRT_Runner", + "MRFA_Runner", + "Spline_Runner" + ], + { + "author": "Fuou Marinas", + "description": "ComfyUI-native nodes to run First Order Motion Model for Image Animation and its non-diffusion-based successors.", + "nickname": "FOMM", + "title": "ComfyUI-FirstOrderMM", + "title_aux": "ComfyUI-FirstOrderMM" + } + ], + "https://github.com/FuouM/ComfyUI-MatAnyone": [ + [ + "MatAnyone", + "SolidColorBatched" + ], + { + "author": "Fuou Marinas", + "description": "A collection of nodes.", + "nickname": "FM_nodes", + "title": "FM Nodes", + "title_aux": "ComfyUI-MatAnyone" + } + ], + "https://github.com/FuouM/ComfyUI-StyleTransferPlus": [ + [ + "AESFA", + "AesFAStyleBlend", + "AesPA", + "CAST", + "CoralColorTransfer", + "EFDM", + "MicroAST", + "NeuralNeighbor", + "TSSAT", + "UniST", + "UniST_Video" + ], + { + "author": "ZJU", + "description": "A collection of style transfer nodes.", + "nickname": "StyleTransferPlus", + "title": "ComfyUI-StyleTransferPlus", + "title_aux": "ComfyUI-StyleTransferPlus" + } + ], + "https://github.com/FuouM/FM_nodes": [ + [ + "CoLIE_LowLight_Enhance", + "ConvIR_DeHaze", + "ConvIR_DeRain", + "ConvIR_DeSnow", + "ConvIR_DefocusDeblur", + "ConvIR_MotionDeBlur", + "ProPIH_Harmonizer", + "RealViFormerSR", + "StabStitch", + "StabStitch_Crop_Resize", + "StabStitch_Stabilize", + "VFI_MAMBA", + "WFEN" + ], + { + "author": "Fuou Marinas", + "description": "A collection of nodes.", + "nickname": "FM_nodes", + "title": "FM Nodes", + "title_aux": "FM_nodes" + } + ], + "https://github.com/FuryNocturn/ComfyUI-Dummy_Node_Pack": [ + [ + "ACN_AdvancedControlNetApply_v2", + "ACN_ControlNetLoaderAdvanced", + "ECHOCheckpointLoaderSimple", + "KSampler_A1111" + ], + { + "title_aux": "ComfyUI-Dummy_Node_Pack" + } + ], + "https://github.com/FuryNocturn/ComfyUI-Studio-Fury": [ + [ + "SF_ActionAnimator", + "SF_AddEntity", + "SF_AssetLoader", + "SF_DirectorEngine", + "SF_FurySampler", + "SF_ProjectManager", + "SF_SceneComposer", + "SF_SmartSaver", + "StudioFury_AdvancedPrompt", + "StudioFury_EmbeddingsSelector" + ], + { + "title_aux": "ComfyUI-Studio-Fury" + } + ], + "https://github.com/Fuwuffyi/ComfyUI-VisualArea-Nodes": [ + [ + "VisualAreaPrompt", + "VisualAreaPromptAdvanced" + ], + { + "author": "Fuwuffy", + "description": "This is a collection of nodes created to aid when managing area conditionings.", + "nickname": "comfy-visual-area", + "title": "ComfyUI Visual Area Nodes", + "title_aux": "ComfyUI-VisualArea-Nodes" + } + ], + "https://github.com/G-370/ComfyUI-SD3-Powerlab": [ + [ + "G370SD3PowerLab_AttentionToImage", + "G370SD3PowerLab_ImageIntoAttention", + "G370SD3PowerLab_ImageIntoLayer", + "G370SD3PowerLab_LayerToImage", + "G370SD3PowerLab_RenderAttention" + ], + { + "title_aux": "ComfyUI-SD3-Powerlab" + } + ], + "https://github.com/GACLove/ComfyUI-VFI": [ + [ + "CalculateLoadedFPS", + "RIFEInterpolation" + ], + { + "title_aux": "ComfyUI-VFI" + } + ], + "https://github.com/GENKAIx/PixelArt-Processing-Nodes-for-ComfyUI": [ + [ + "PixelArtDownscaleNode", + "PixelArtNode" + ], + { + "title_aux": "PixelArt Processing Nodes" + } + ], + "https://github.com/GHOSTLXH/ComfyUI-Counternodes": [ + [ + "AlternatingOutput", + "AlternatingOutputB", + "ImageCounter", + "IntervalCounter", + "IntervalCounterB", + "LoadPromptFromTXT" + ], + { + "title_aux": "ComfyUI-Counternodes" + } + ], + "https://github.com/GTSuya-Studio/ComfyUI-Gtsuya-Nodes": [ + [ + "Danbooru (ID)", + "Danbooru (Random)", + "DanbooruID", + "DanbooruRandom", + "Random File From Path", + "RandomFileFromPath", + "Replace Strings", + "ReplaceStrings", + "Simple Wildcards", + "Simple Wildcards (Dir.)", + "SimpleWildcards", + "SimpleWildcardsDir", + "Wildcards Nodes", + "WildcardsNodes" + ], + { + "title_aux": "ComfyUI-GTSuya-Nodes" + } + ], + "https://github.com/GZK1108/Comfyui-QwenLoraLoaderSelective": [ + [ + "LoadLoraQwenImage" + ], + { + "title_aux": "Comfyui-QwenLoraLoaderSelective" + } + ], + "https://github.com/GadzoinksOfficial/comfyui_gprompts": [ + [ + "GPrompts", + "GPrompts Save Image" + ], + { + "author": "gadzoinksofficial", + "description": "Another dynamic prompt node, designed to be easy to use and support wildcards", + "nickname": "Gprompts", + "title": "Gprompts", + "title_aux": "Gprompts" + } + ], + "https://github.com/GadzoinksOfficial/gadzoinks_ComfyUI": [ + [ + "Gadzoinks" + ], + { + "author": "gadzoinksofficial", + "description": "Custom node for integrating with gadzoinks iPhone app", + "nickname": "Gadzoinks", + "title": "Gadzoinks", + "title_aux": "Gadzoinks" + } + ], + "https://github.com/GamingDaveUk/daves_nodes": [ + [ + "davesTextToList" + ], + { + "title_aux": "Daves Nodes" + } + ], + "https://github.com/Gary-yeh/ComfyUI-WebPrompter": [ + [ + "ContentFetcher (WebPrompter)", + "LLMNewsScriptGenerator (WebPrompter)" + ], + { + "title_aux": "ComfyUI-WebPrompter" + } + ], + "https://github.com/Gary-yeh/comfyui-super-captioner": [ + [ + "SuperCaptioner" + ], + { + "title_aux": "comfyui-super-captioner" + } + ], + "https://github.com/GavChap/ComfyUI-SD3LatentSelectRes": [ + [ + "SD3LatentSelectRes", + "SD3LatentSelectResV2" + ], + { + "title_aux": "ComfyUI-SD3LatentSelectRes" + } + ], + "https://github.com/GavChap/ComfyUI_ExtractLora": [ + [ + "ExtractLoRA" + ], + { + "title_aux": "ComfyUI_ExtractLora" + } + ], + "https://github.com/GeekatplayStudio/ComfyUI-Text2Speech": [ + [ + "HttpTTSToAudio", + "TTSServerStatus" + ], + { + "title_aux": "ComfyUI-Text2Speech" + } + ], + "https://github.com/GeekatplayStudio/comfyui-hitem3d": [ + [ + "DynamicValueGenerator", + "HTMLPreviewer", + "HiTem3DConfigNode", + "HiTem3DDownloaderNode", + "HiTem3DHistoryNode", + "HiTem3DNode", + "HiTem3DPreviewNode", + "TextTemplate" + ], + { + "title_aux": "ComfyUI HiTem3D Integration" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Geeky-Kokoro-TTS": [ + [ + "GeekyKokoroAdvancedVoice", + "GeekyKokoroTTS" + ], + { + "title_aux": "ComfyUI-Geeky-Kokoro-TTS" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Geeky-LatentSyncWrapper": [ + [ + "GeekyLatentSyncNode", + "GeekyVideoLengthAdjuster" + ], + { + "title_aux": "ComfyUI-Geeky-LatentSyncWrapper 1.5" + } + ], + "https://github.com/GeekyGhost/ComfyUI-GeekyRemB": [ + [ + "GeekyRemB" + ], + { + "title_aux": "ComfyUI-GeekyRemB" + } + ], + "https://github.com/GeekyGhost/ComfyUI-Image-Segmenting-Loader": [ + [ + "GeekyQwenCompositor", + "GeekyQwenEffects", + "GeekyQwenSegmentLoader" + ], + { + "title_aux": "ComfyUI-Image-Segmenting-Loader" + } + ], + "https://github.com/GeekyGhost/ComfyUI_Geeky_AudioMixer": [ + [ + "GeekyAudioMixer" + ], + { + "title_aux": "ComfyUI Geeky AudioMixer" + } + ], + "https://github.com/GegenDenTag/ComfyUI-multi-area-condition-node": [ + [ + "MultiAreaConditioning" + ], + { + "title_aux": "Multi Area Conditioning" + } + ], + "https://github.com/GeneralShan/comfyui-zimage-sdnq": [ + [ + "ZImageSDNQCannyPreprocess", + "ZImageSDNQClearCaches", + "ZImageSDNQControlLoRAApply", + "ZImageSDNQControlPipelineLoader", + "ZImageSDNQDepthPreprocess", + "ZImageSDNQLoRAApply", + "ZImageSDNQPipelineLoader", + "ZImageSDNQSamplerControl", + "ZImageSDNQSamplerI2I", + "ZImageSDNQSamplerInpaint", + "ZImageSDNQSamplerT2I" + ], + { + "title_aux": "comfyui-zimage-sdnq" + } + ], + "https://github.com/GentlemanHu/ComfyUI-SunoAI": [ + [ + "GentlemanHu_SunoAI", + "GentlemanHu_SunoAI_NotSafe" + ], + { + "title_aux": "ComfyUI Suno API" + } + ], + "https://github.com/Geo1230/ComfyUI-DeepseekOCR": [ + [ + "DeepSeekOCR_Load", + "DeepSeekOCR_Run" + ], + { + "title_aux": "ComfyUI-DeepseekOCR" + } + ], + "https://github.com/GeraldWie/ComfyUI-I2I-slim": [ + [ + "Color Transfer Slim", + "Combine and Paste Slim", + "Inpaint Segments Slim", + "Mask Ops Slim" + ], + { + "author": "GeraldWie", + "title": "ComfyI2I-lite", + "title_aux": "ComfyUI-I2I-slim" + } + ], + "https://github.com/Gipphe/comfyui-metadata-statistics": [ + [ + "RecordModels" + ], + { + "title_aux": "ComfyUI Metadata Statistics" + } + ], + "https://github.com/GiusTex/ComfyUI-DiffusersImageOutpaint": [ + [ + "DiffusersImageOutpaint", + "EncodeDiffusersOutpaintPrompt", + "LoadDiffuserControlnet", + "LoadDiffuserModel", + "PadImageForDiffusersOutpaint" + ], + { + "title_aux": "ComfyUI-DiffusersImageOutpaint" + } + ], + "https://github.com/GiusTex/ComfyUI-MoreEfficientSamplers": [ + [ + "SamplerCustomAdvanced_Efficient", + "SamplerCustomUltraAdvancedEfficient", + "SamplerCustomUltraAdvancedPlusEfficient" + ], + { + "title_aux": "ComfyUI-MoreEfficientSamplers" + } + ], + "https://github.com/GiusTex/ComfyUI-Wan-TimeToMove": [ + [ + "CFGFloatListScheduler", + "EncodeWanVideo", + "TTMLatentAdd", + "TimeToMoveGuider" + ], + { + "title_aux": "ComfyUI-Wan-TimeToMove" + } + ], + "https://github.com/GizmoR13/PG-Nodes": [ + [ + "PgCheckpointSelect", + "PgClipSelect", + "PgClipVisionSelect", + "PgControlNetSelect", + "PgCpSwitch", + "PgCreateHookLoraBoth", + "PgCreateHookLoraClipOnly", + "PgCreateHookLoraModelOnly", + "PgDiffusionSelect", + "PgIPAdapterSelect", + "PgJustSaveImage", + "PgJustSaveImageOut", + "PgLORASelect", + "PgLazyPrompt", + "PgLazyPromptExt", + "PgLazyPromptMini", + "PgLoraBridgeLoader", + "PgMergeLoraBoth", + "PgMergeLoraClipOnly", + "PgMergeLoraModelOnly", + "PgPercentFloat", + "PgSamplerSelect", + "PgSamplerSelectCombo", + "PgSchedulerSelect", + "PgSchedulerSelectCombo", + "PgSetClipHooks", + "PgSetHookKeyframes", + "PgSetModelHooks", + "PgSwapCFGGuidance", + "PgUniCheckpointSelect", + "PgUniClipSelect", + "PgUniClipVisionSelect", + "PgUniControlNetSelect", + "PgUniDiffusionSelect", + "PgUniIPAdapterSelect", + "PgUniLORASelect", + "PgUniUpscaleSelect", + "PgUniVAESelect", + "PgUnifiedLoader", + "PgUnifiedLoaderMini", + "PgUpscaleSelect", + "PgVAESelect", + "PgXorDualToggle" + ], + { + "title_aux": "PG Nodes" + } + ], + "https://github.com/Glidias/mask2sam": [ + [ + "MaskToBBoxes", + "MaskToPoints" + ], + { + "title_aux": "mask2sam" + } + ], + "https://github.com/Goktug/comfyui-saveimage-plus": [ + [ + "SaveImagePlus" + ], + { + "title_aux": "Save Image Plus for ComfyUI" + } + ], + "https://github.com/GonDesign/ComfyUI-HaoranWanxImageEdit": [ + [ + "HaoranWanxAPILoader", + "HaoranWanxImageEdit", + "HaoranWanxPromptHelper" + ], + { + "title_aux": "ComfyUI-HaoranWanxImageEdit" + } + ], + "https://github.com/GoogleCloudPlatform/comfyui-google-genmedia-custom-nodes": [ + [ + "Gemini25FlashImage", + "Gemini3ProImage", + "GeminiNode25", + "Imagen3TextToImageNode", + "Imagen4TextToImageNode", + "Lyria2TextToMusicNode", + "Veo2GcsUriImageToVideoNode", + "Veo2ImageToVideoNode", + "Veo2TextToVideoNode", + "Veo3GcsUriImageToVideoNode", + "Veo3ImageToVideoNode", + "Veo3ReferenceToVideo", + "Veo3TextToVideoNode", + "VeoVideoSaveAndPreview", + "VeoVideoToVHSNode", + "VirtualTryOn" + ], + { + "title_aux": "comfyui-google-genmedia-custom-nodes" + } + ], + "https://github.com/Goshe-nite/comfyui-gps-supplements": [ + [ + "KSampler to Image Saver", + "Lora Prompt Concatenation", + "Lora to String", + "Model to String", + "gpsdebugger" + ], + { + "title_aux": "GPS' Supplements for ComfyUI" + } + ], + "https://github.com/Gourieff/ComfyUI-ReActor": [ + [ + "ImageRGBA2RGB", + "ReActorBuildFaceModel", + "ReActorFaceBoost", + "ReActorFaceSwap", + "ReActorFaceSwapOpt", + "ReActorImageDublicator", + "ReActorLoadFaceModel", + "ReActorMakeFaceModelBatch", + "ReActorMaskHelper", + "ReActorOptions", + "ReActorRestoreFace", + "ReActorRestoreFaceAdvanced", + "ReActorSaveFaceModel", + "ReActorSetWeight", + "ReActorUnload" + ], + { + "title_aux": "comfyui-reactor-node" + } + ], + "https://github.com/GraftingRayman/Border-Distance-Mapper": [ + [ + "BorderDistanceMapper" + ], + { + "title_aux": "Border Distance Mapper" + } + ], + "https://github.com/GraftingRayman/ComfyUI-Dimension-Selector": [ + [ + "DimensionSelector" + ], + { + "title_aux": "ComfyUI Visual Dimension Selector" + } + ], + "https://github.com/GraftingRayman/ComfyUI-Games": [ + [ + "ArkanoidNode", + "CheckersNode", + "PacManNode", + "SnakeNode", + "TetrisNode", + "TicTacToeNode" + ], + { + "title_aux": "ComfyUI-Games" + } + ], + "https://github.com/GraftingRayman/ComfyUI-PuLID-Flux-GR": [ + [ + "GRApplyPulidFlux", + "GRPulidFluxEvaClipLoader", + "GRPulidFluxInsightFaceLoader", + "GRPulidFluxModelLoader" + ], + { + "title_aux": "ComfyUI-PuLID-Flux-GR" + } + ], + "https://github.com/GraftingRayman/ComfyUI_GraftingRayman": [ + [ + "GR BLIP 2 Caption Generator", + "GR BLIP 2 Text Expander", + "GR Background Remover REMBG", + "GR Checkered Board", + "GR Counter", + "GR Filename", + "GR Flip Tile Random Inverted", + "GR Flip Tile Random Red Ring", + "GR Florence 2 Caption Generator", + "GR INT Incremetor", + "GR Image Details Displayer", + "GR Image Details Saver", + "GR Image Multiplication", + "GR Image Multiplier", + "GR Image Paste", + "GR Image Paste With Mask", + "GR Image Resize", + "GR Image Resize Methods", + "GR Image Size", + "GR Image/Depth Mask", + "GR Lora Randomizer", + "GR Mask", + "GR Mask Create", + "GR Mask Create Random", + "GR Mask Create Random Multi", + "GR Mask Resize", + "GR Multi Mask Create", + "GR Onomatopoeia", + "GR Pan Or Zoom", + "GR Prompt Generator", + "GR Prompt Generator Extended", + "GR Prompt Generator1", + "GR Prompt HUB", + "GR Prompt Selector", + "GR Prompt Selector Multi", + "GR Prompty", + "GR Scroller", + "GR Sigma Presets", + "GR Sigmas", + "GR Stack Image", + "GR Text Overlay", + "GR Tile and Border Image", + "GR Tile and Border Image Random Flip", + "GRAudioSelector", + "GRImageSelector", + "GRLoraLoader", + "GRMenuHook", + "GRPromptViewer" + ], + { + "title_aux": "GraftingRayman" + } + ], + "https://github.com/GraftingRayman/ComfyUI_QueueTube": [ + [ + "GR QueueTube" + ], + { + "title_aux": "ComfyUI QueueTube" + } + ], + "https://github.com/GraftingRayman/Unified-Vision-Prompt-Generator": [ + [ + "UnifiedVisionPromptGenerator" + ], + { + "title_aux": "Unfied Vision Prompt Generator" + } + ], + "https://github.com/GrailGreg/images_base64": [ + [ + "SaveImage64", + "ShowText64" + ], + { + "title_aux": "Image Saving and Base64 Encoding Script" + } + ], + "https://github.com/Granddyser/wan-video-extender": [ + [ + "WanVideoExtenderLowHigh", + "WanVideoExtenderNative" + ], + { + "title_aux": "Wan-video-extender" + } + ], + "https://github.com/GreenLandisaLie/AuraSR-ComfyUI": [ + [ + "AuraSR.AuraSRUpscaler" + ], + { + "title_aux": "AuraSR-ComfyUI" + } + ], + "https://github.com/GreenLandisaLie/ComfyUI-BooruBrowser": [ + [ + "SILVER_FL_BooruBrowser", + "SILVER_Online_Video_Frame_Extractor" + ], + { + "title_aux": "ComfyUI-BooruBrowser" + } + ], + "https://github.com/GreenLandisaLie/ComfyUI-RichText_BasicDynamicPrompts": [ + [ + "SILVER_BasicDynamicPrompts" + ], + { + "title_aux": "ComfyUI-RichText_BasicDynamicPrompts" + } + ], + "https://github.com/GroxicTinch/EasyUI-ComfyUI": [ + [ + "UINode" + ], + { + "title_aux": "EasyUI" + } + ], + "https://github.com/GrvBdgr/comfyui-negativewildcardsprocessor": [ + [ + "custom_token_processor", + "neg_wildcard_processor" + ], + { + "title_aux": "Negative Wildcard Processor Node for ComfyUI" + } + ], + "https://github.com/GuardSkill/ComfyUI-VoiceSep": [ + [ + "ClearVoiceModelLoader", + "ClearVoiceSpeechSeparation" + ], + { + "title_aux": "ComfyUI-VoiceSep" + } + ], + "https://github.com/Gue-e/ComfyUI-PanoCard": [ + [ + "PanoCardViewer", + "PanoCondAllBatch", + "PanoCondFaceBatch", + "PanoCondFaceClamp", + "PanoCondFaceDetailerHook", + "PanoCondFaceUnPack", + "PanoImage2FaceSplit", + "PanoImageAdjust", + "PanoImageEqu2Equ", + "PanoImageEqu2Face", + "PanoImageEqu2Pic", + "PanoImageFace2Equ", + "PanoImageFaceClamp", + "PanoImageFaceToLong", + "PanoImageHeightPad", + "PanoImagePad", + "PanoImagePic2Equ", + "PanoImageRoll", + "PanoImageUnPack", + "PanoImageWidthPad", + "PanoLongMaskSplit", + "PanoMaskUnPack", + "PanoPipe", + "PanoPromptSplit", + "PanoRegionalPrompt" + ], + { + "title_aux": "ComfyUI-PanoCard" + } + ], + "https://github.com/Guillaume-Fgt/ComfyUI_StableCascadeLatentRatio": [ + [ + "StableCascadeLatentRatio" + ], + { + "title_aux": "ComfyUI_StableCascadeLatentRatio" + } + ], + "https://github.com/HAL41/ComfyUI-aichemy-nodes": [ + [ + "aichemyYOLOv8Segmentation" + ], + { + "title_aux": "ComfyUI aichemy nodes" + } + ], + "https://github.com/HECer/ComfyUI-FilePathCreator": [ + [ + "FilePathCreator", + "FilePathExtractor" + ], + { + "title_aux": "ComfyUI-FilePathCreator" + } + ], + "https://github.com/HJH-AILab/ComfyUI_CosyVoice2": [ + [ + "CosyVoiceModel", + "CosyVoiceNode", + "HJHCosyVoiceSaveAudio" + ], + { + "title_aux": "ComfyUI_CosyVoice2" + } + ], + "https://github.com/HJH-AILab/ComfyUI_Facefusion": [ + [ + "FacefusionFaceEnhancerProcessor", + "FacefusionFaceSwapperProcessor", + "FacefusionFrameEnhancerProcessor", + "FacefusionLipSyncerProcessor", + "FacefusionOptionsNode", + "FacefusionProcesserOptionsNode", + "FacefusionProcessingNode" + ], + { + "title_aux": "ComfyUI_Facefusion" + } + ], + "https://github.com/HJH-AILab/ComfyUI_StableAnimator": [ + [ + "StableAnimatorDWPoseDetectorAlignedModels", + "StableAnimatorLoadFramesFromFolderNode", + "StableAnimatorModels", + "StableAnimatorNode", + "StableAnimatorSkeletonNode" + ], + { + "title_aux": "ComfyUI_StableAnimator" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_APICall": [ + [ + "RH_AudioUploader", + "RH_BatchImages", + "RH_ExecuteNode", + "RH_ExtractImage", + "RH_ImageUploaderNode", + "RH_NodeInfoListNode", + "RH_SettingsNode", + "RH_Utils", + "RH_VideoUploader" + ], + { + "title_aux": "ComfyUI_RH_APICall" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_DMOSpeech2": [ + [ + "RunningHub DMOSpeech2" + ], + { + "title_aux": "ComfyUI DMOSpeech2 Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_DreamOmni2": [ + [ + "RunningHub DreamOmni2 Edit Pipeline", + "RunningHub DreamOmni2 Editor", + "RunningHub DreamOmni2 Gen Pipeline", + "RunningHub DreamOmni2 Generator" + ], + { + "title_aux": "ComfyUI DreamOmni2 Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_FramePack": [ + [ + "RunningHub_FramePack", + "RunningHub_FramePack_F1" + ], + { + "title_aux": "ComfyUI_RH_FramePack" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_ICCustom": [ + [ + "RunningHub ICCustom Loader", + "RunningHub ICCustom Sampler" + ], + { + "title_aux": "ComfyUI IC-Custom Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_LLM_API": [ + [ + "RH_LLMAPI_NODE" + ], + { + "title_aux": "ComfyUI_RH_LLM_API" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_OminiControl": [ + [ + "RunningHub_Omini_Fill", + "RunningHub_Omini_Spatial", + "RunningHub_Omini_Subject" + ], + { + "title_aux": "ComfyUI_RH_OminiControl" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_OneReward": [ + [ + "RunningHub OneReward Eraser", + "RunningHub OneReward Loader", + "RunningHub OneReward Sampler" + ], + { + "title_aux": "ComfyUI OneReward Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_Ovi": [ + [ + "RunningHub Ovi Image to Video", + "RunningHub Ovi Model Loader", + "RunningHub Ovi Text to Video" + ], + { + "title_aux": "ComfyUI Ovi Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_QwenImageI2L": [ + [ + "RunningHub_ImageQwenI2L_Loader(CFB)", + "RunningHub_ImageQwenI2L_Loader(Style)", + "RunningHub_ImageQwenI2L_LoraGenerator" + ], + { + "title_aux": "ComfyUI_RH_QwenImageI2L" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_SeedXPro": [ + [ + "RunningHub SeedXPro Translator" + ], + { + "title_aux": "ComfyUI SeedXPro Translation Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_Step1XEdit": [ + [ + "RunningHub_Step1XEdit" + ], + { + "title_aux": "ComfyUI_RH_Step1XEdit" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_UNO": [ + [ + "RunningHub_UNO_Loadmodel", + "RunningHub_UNO_Sampler" + ], + { + "title_aux": "ComfyUI_RH_UNO" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_USO": [ + [ + "RunningHub USO Loader", + "RunningHub USO Sampler" + ], + { + "title_aux": "ComfyUI USO Node" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_VideoAsPrompt": [ + [ + "RunningHub VideoAsPrompt Loader", + "RunningHub VideoAsPrompt Sampler(CogVideoX)" + ], + { + "title_aux": "ComfyUI_RH_VideoAsPrompt" + } + ], + "https://github.com/HM-RunningHub/ComfyUI_RH_mammothmoda": [ + [ + "RunningHub Mammothmoda Loader", + "RunningHub Mammothmoda T2I Sampler" + ], + { + "title_aux": "ComfyUI_RH_mammothmoda" + } + ], + "https://github.com/HMG-Fiverr/ComfyUI-RandomNumberButton": [ + [ + "RandomNumberButton" + ], + { + "title_aux": "Random Number Button" + } + ], + "https://github.com/HSDHCdev/ComfyUI-AI-Pixel-Art-Enhancer": [ + [ + "AIPixelArtEnhancer" + ], + { + "title_aux": "AI Pixel Art Enhancer for ComfyUI" + } + ], + "https://github.com/HWDigi/Factory-Prompts_comfyui": [ + [ + "FactoryPromptsNegative", + "FactoryPromptsNegativeCategorized", + "FactoryPromptsNegativeToggle", + "FactoryPromptsPositive" + ], + { + "title_aux": "Factory Prompt Generator" + } + ], + "https://github.com/Hahihula/ComfyUI-batching-nodes": [ + [ + "BatchImageLoaderNode", + "ImageFromBatchNode", + "PromptFromListNode", + "PromptLoopNode" + ], + { + "title_aux": "ComfyUI-batching-nodes" + } + ], + "https://github.com/Haiper-ai/ComfyUI-HaiperAI-API": [ + [ + "HaiperImage2Video", + "HaiperKeyframeConditioning", + "HaiperText2Image", + "HaiperText2Video" + ], + { + "title_aux": "ComfyUI-HaiperAI-API" + } + ], + "https://github.com/HallettVisual/ComfyUI-Qwen-Camera-Selector": [ + [ + "QwenCameraPromptBuilder" + ], + { + "title_aux": "ComfyUI-Qwen-Camera-Selector" + } + ], + "https://github.com/Hangover3832/ComfyUI_Hangover-Utils": [ + [ + "Get Workflow Data", + "Image Clipboard Copy", + "Image Clipboard Paster", + "Image Scale Bounding Box", + "Make Inpaint Model", + "Save Image w/o Metadata", + "Sympy Math Interpreter", + "Text Encode Wildcards" + ], + { + "author": "AlexL", + "description": "Scales an input image into a given box size, whereby the aspect ratio keeps retained.", + "nickname": "Hangover-Image_Scale_Bouning_Box", + "title": "ComfyUI-Hangover-Image_Scale_Bouning_Box", + "title_aux": "ComfyUI_Hangover-Utils" + } + ], + "https://github.com/HannibalP/comfyui-HannibalPack": [ + [ + "HannibalLoraLoader" + ], + { + "title_aux": "comfyui-HannibalPack" + } + ], + "https://github.com/Haoming02/comfyui-diffusion-cg": [ + [ + "Diffusion CG", + "Disable CG" + ], + { + "title_aux": "Diffusion CG" + } + ], + "https://github.com/Haoming02/comfyui-floodgate": [ + [ + "FloodGate" + ], + { + "title_aux": "Floodgate" + } + ], + "https://github.com/Haoming02/comfyui-resharpen": [ + [ + "ReSharpen" + ], + { + "title_aux": "ComfyUI ReSharpen" + } + ], + "https://github.com/HappyOnigiri/ComfyUI-Meld": [ + [ + "MeldAutoExposure", + "MeldImageLoader", + "MeldImageLoaderBatch", + "MeldPatternHeart", + "MeldPixelate", + "MeldPromptConstructor", + "MeldSaveImage", + "MeldSettingsUnpacker", + "MeldUnifiedFluxLoader", + "MeldUnifiedLoader" + ], + { + "title_aux": "ComfyUI-Meld" + } + ], + "https://github.com/HappyXY/ComfyUI-AmazonBedrock": [ + [ + "Amazon Bedrock - Nova Canvas Background Prompt Replace", + "Amazon Bedrock - Nova Canvas Generate Image", + "Amazon Bedrock - Nova Canvas Generate Variations", + "Amazon Bedrock - Nova Canvas Remove Object", + "Amazon Bedrock - Nova Reel Video", + "Bedrock - Claude", + "Bedrock - Claude Multimodal", + "Bedrock - Nova", + "Bedrock - SDXL" + ], + { + "title_aux": "ComfyUI-AmazonBedrock" + } + ], + "https://github.com/Hasasasa/ComfyUI_DashuaiTools": [ + [ + "API_PromptHelper", + "API_caption", + "Batch_API_caption", + "Gemini_API_Image", + "ImageComparisonGIF", + "Load64image", + "LoadImageList", + "LoadTextList", + "MinimumFilter", + "SaveImageWithName", + "XY_Image", + "ZImageLoraModelOnly", + "getImageRetio", + "qwenMultiAngles" + ], + { + "title_aux": "ComfyUI DashuaiTools" + } + ], + "https://github.com/HavocsCall/comfyui_HavocsCall_Custom_Nodes": [ + [ + "Clip Switch", + "Combine String", + "Conditioning Switch", + "Float Selector", + "Float to Integer", + "Float to String", + "Image Switch", + "Integer Selector", + "Integer to Float", + "Integer to String", + "Latent Switch", + "Load Image", + "Logic Compare", + "Math Operation", + "Model Switch", + "Prompt Combiner", + "Prompt Styler", + "Sampler Config", + "Save Image", + "String Switch", + "String to Float", + "String to Integer", + "Text Box", + "VAE Switch" + ], + { + "title_aux": "HavocsCall's Custom ComfyUI Nodes" + } + ], + "https://github.com/HaydenReeve/ComfyUI-Better-Strings": [ + [ + "BetterString" + ], + { + "title_aux": "ComfyUI Better Strings" + } + ], + "https://github.com/Hazukiaoi/ComfyUI-LM_Studio_Tools": [ + [ + "LMS_APIConfig", + "LMS_GetAssistantMessage", + "LMS_Request", + "LMS_SelectModel", + "LMS_SystemPrompt", + "LMS_UnloadModel", + "LMS_UserPrompt" + ], + { + "title_aux": "LM Studio Tools for ComfyUI" + } + ], + "https://github.com/HeadshotPro/ComfyUI-HeadshotPro": [ + [ + "[HSP] Download Dreambooth Checkpoint", + "[HSP] Download Flux Lora", + "[HSP] Get Random Value From List", + "[HSP] Load Canny Pose Face", + "[HSP] Transparent to White Background" + ], + { + "title_aux": "ComfyUI-HeadshotPro" + } + ], + "https://github.com/Hearmeman24/ComfyUI-LoRAPlotNode": [ + [ + "LoRAPlotImageSaver", + "LoRAPlotNode" + ], + { + "title_aux": "ComfyUI-LoRAPlotNode" + } + ], + "https://github.com/Hearmeman24/ComfyUI-Pinecone": [ + [ + "PineconePromptUpserter" + ], + { + "title_aux": "ComfyUI Pinecone Prompt Upserter" + } + ], + "https://github.com/HebelHuber/comfyui-enhanced-save-node": [ + [ + "EnhancedSaveNode" + ], + { + "title_aux": "comfyui-enhanced-save-node" + } + ], + "https://github.com/HellerCommaA/ComfyUI-VideoResolutions": [ + [ + "HunyuanResolutions" + ], + { + "title_aux": "Hunyuan Video Resolutions" + } + ], + "https://github.com/HellerCommaA/ComfyUI-ZImageLatent": [ + [ + "ZImageLatent" + ], + { + "title_aux": "ComfyUI-ZImageLatent" + } + ], + "https://github.com/Hellfiredragon/comfyui-image-manipulation": [ + [ + "AlphaApplyMaskToImage", + "CreateMaskFromColorsNode" + ], + { + "title_aux": "comfyui-image-manipulation" + } + ], + "https://github.com/HelloVision/ComfyUI_HelloMeme": [ + [ + "GetExpression", + "GetExpression2", + "GetFaceLandmarks", + "GetHeadPose", + "HMFaceToolkitsLoader", + "HMImagePipelineLoader", + "HMPipelineImage", + "HMPipelineVideo", + "HMVideoPipelineLoader" + ], + { + "title_aux": "ComfyUI_HelloMeme" + } + ], + "https://github.com/Hellrunner2k/ComfyUI-HellrunnersMagicalNodes": [ + [ + "AdjustMojo", + "BufferedEncoder", + "LoRABox", + "LoadMaskMap", + "MagicalSaveNode", + "MaskMapPrompt", + "MaskMapPromptMix", + "MojoLoader", + "MojoMaker", + "SaveMojo", + "TEAce", + "ThermalLatenator" + ], + { + "title_aux": "Hellrunner's Magical Nodes" + } + ], + "https://github.com/HenkDz/nd-super-nodes": [ + [ + "NdSuperLoraLoader" + ], + { + "title_aux": "nd-super-nodes" + } + ], + "https://github.com/HighDoping/ComfyUI_ASSSSA": [ + [ + "ASSSubtitleReader", + "ASSSubtitleSave", + "FFMpegSettings", + "MultilineTextInput", + "SubtitleEmbedding", + "SubtitleExtraction", + "VideoTranscoding" + ], + { + "title_aux": "ComfyUI-ASSSSA" + } + ], + "https://github.com/HoangYell/comfyui-hoangyell-video": [ + [ + "AddIntroImage" + ], + { + "title_aux": "comfyui-hoangyell-video-edit" + } + ], + "https://github.com/Holasyb918/Ghost2_Comfyui": [ + [ + "AlignPipeline", + "BlenderPipeline", + "FaceAnalysisePipeline", + "FaceParsingPipeline", + "LoadAlignerModel", + "LoadBlenderModel", + "LoadFaceAnalysisModel", + "LoadFaceParsingModel", + "LoadInpainterModel", + "LoadStyleMatteModel" + ], + { + "title_aux": "Ghost2_Comfyui" + } + ], + "https://github.com/Hopping-Mad-Games/ComfyUI_LiteLLM": [ + [ + "AgentMemoryProvider", + "AgentNode", + "BasicRecursionFilterNode", + "Completion Enhancement Filter", + "Document Chunk Processor", + "DocumentChunkRecursionFilterNode", + "DocumentProcessor", + "Iterative Completion Agent", + "LinuxMemoryDirectory", + "QueryNode" + ], + { + "description": "Nodes for interfacing with LiteLLM", + "nickname": "Tasha", + "title": "ComfyUI_LiteLLM", + "title_aux": "ComfyUI_LiteLLM" + } + ], + "https://github.com/HowToSD/ComfyUI-Data-Analysis": [ + [ + "CDAFloatCreate", + "CDAIntCreate", + "CDAJSONCreate", + "CDAShowFloat", + "CDAShowInt", + "CDAStringCreate", + "CDATextCreate", + "MPLBar", + "MPLLine", + "MPLPieChart", + "MPLScatter", + "NumpyFloatCreate", + "NumpyIntCreate", + "NumpyShow", + "NumpySqueeze", + "PandasAdd", + "PandasAddScalarFloat", + "PandasAddScalarInt", + "PandasAddSeries", + "PandasAsFloat", + "PandasAsInt", + "PandasAsString", + "PandasAtDatetime", + "PandasAtFloat", + "PandasAtInt", + "PandasAtSetDatetime", + "PandasAtSetFloat", + "PandasAtSetInt", + "PandasAtSetString", + "PandasAtString", + "PandasBooleanIndex", + "PandasColumns", + "PandasCorr", + "PandasCos", + "PandasCount", + "PandasCov", + "PandasCreate", + "PandasCreateFromDict", + "PandasCreateFromDictIndexList", + "PandasCreateFromMultipleDict", + "PandasCreateFromNumpy", + "PandasCreateFromTensor", + "PandasCreateSeriesFromDict", + "PandasCreateSeriesFromList", + "PandasCreateSeriesFromListIndexList", + "PandasCreateWithIndex", + "PandasCrosstab", + "PandasCummax", + "PandasCummin", + "PandasCumprod", + "PandasCumsum", + "PandasDiv", + "PandasDivScalarFloat", + "PandasDivScalarInt", + "PandasDivSeries", + "PandasDropDuplicates", + "PandasDropNA", + "PandasEq", + "PandasEqScalarFloat", + "PandasEqScalarInt", + "PandasExcelFileSheetNames", + "PandasExp", + "PandasFeatureSplitToNumpy", + "PandasFeatureSplitToPt", + "PandasFillNAScalarFloat", + "PandasFillNAScalarInt", + "PandasGe", + "PandasGeScalarFloat", + "PandasGeScalarInt", + "PandasGroupBy", + "PandasGt", + "PandasGtScalarFloat", + "PandasGtScalarInt", + "PandasHead", + "PandasHorizontalConcat", + "PandasHorizontalSplit", + "PandasIatDatetime", + "PandasIatFloat", + "PandasIatInt", + "PandasIatSetDatetime", + "PandasIatSetFloat", + "PandasIatSetInt", + "PandasIatSetString", + "PandasIatString", + "PandasIlocRowSeries", + "PandasIlocRowsDataFrame", + "PandasIlocRowsSliceDataFrame", + "PandasIndex", + "PandasIndexToString", + "PandasIsNA", + "PandasJoin", + "PandasKurtosis", + "PandasLe", + "PandasLeScalarFloat", + "PandasLeScalarInt", + "PandasLoadCSV", + "PandasLoadCSVWithEncoding", + "PandasLoadCSVWithIndex", + "PandasLoadExcel", + "PandasLoadHTML", + "PandasLoadJSON", + "PandasLocCellString", + "PandasLocRowMultiIndexDataFrame", + "PandasLocRowSeries", + "PandasLog", + "PandasLt", + "PandasLtScalarFloat", + "PandasLtScalarInt", + "PandasMax", + "PandasMean", + "PandasMedian", + "PandasMelt", + "PandasMin", + "PandasMode", + "PandasMul", + "PandasMulScalarFloat", + "PandasMulScalarInt", + "PandasMulSeries", + "PandasNe", + "PandasNeScalarFloat", + "PandasNeScalarInt", + "PandasPivot", + "PandasPow", + "PandasPowScalarFloat", + "PandasPowScalarInt", + "PandasPowSeries", + "PandasRename", + "PandasRenameAdvanced", + "PandasReplace", + "PandasReplaceAdvanced", + "PandasSaveCSV", + "PandasSaveJSON", + "PandasSelectColumnAsSeries", + "PandasSelectColumns", + "PandasSelectRows", + "PandasSeriesToDataFrame", + "PandasSeriesToString", + "PandasSetIndex", + "PandasShowDataFrame", + "PandasShowIndex", + "PandasShowSeries", + "PandasShowText", + "PandasSin", + "PandasSkew", + "PandasSort", + "PandasStd", + "PandasStrftime", + "PandasSub", + "PandasSubScalarFloat", + "PandasSubScalarInt", + "PandasSubSeries", + "PandasSum", + "PandasSummary", + "PandasTan", + "PandasToDatetime", + "PandasToNumpy", + "PandasToString", + "PandasTranspose", + "PandasValueCounts", + "PandasVar", + "PandasVerticalConcat", + "PandasVerticalSplit", + "PandasXs", + "PyDatetimeToString", + "PyFloatToString", + "PyIntToString", + "PyKvFloatCreate", + "PyKvIntCreate", + "PyKvStringCreate", + "PyListToString", + "PyStringToDatetime", + "PyStringToDict", + "PyStringToFloat", + "PyStringToInt", + "PyStringToList", + "SNSBar", + "SNSBarPt", + "SNSBoxplot", + "SNSHeatmap", + "SNSHistogram", + "SNSHistogramPt", + "SNSLine", + "SNSLinePt", + "SNSPairplot", + "SNSScatter", + "SNSScatterPt" + ], + { + "title_aux": "ComfyUI-Data-Analysis" + } + ], + "https://github.com/HowToSD/ComfyUI-Pt-Wrapper": [ + [ + "HfTokenizerEncode", + "PtAbs", + "PtAcos", + "PtAdd", + "PtApplyFunction", + "PtArange", + "PtArgmax", + "PtArgmin", + "PtAsin", + "PtAtan", + "PtBitwiseAnd", + "PtBitwiseLeftShift", + "PtBitwiseNot", + "PtBitwiseOr", + "PtBitwiseRightShift", + "PtBitwiseXor", + "PtBmm", + "PtBoolCreate", + "PtComputeLoss", + "PtConcat", + "PtCos", + "PtCosh", + "PtCrop", + "PtDataLoader", + "PtDataLoaderFromTensors", + "PtDiv", + "PtEinsum", + "PtEq", + "PtEvaluateClassificationModel", + "PtExp", + "PtFlatten", + "PtFloatCreate", + "PtFloorDiv", + "PtFromImage", + "PtFromImageTranspose", + "PtFromLatent", + "PtFromNumpy", + "PtFull", + "PtGather", + "PtGe", + "PtGt", + "PtIndexSelect", + "PtIntCreate", + "PtInterpolateByScaleFactor", + "PtInterpolateToSize", + "PtLe", + "PtLinspace", + "PtLoadModel", + "PtLog", + "PtLogicalAnd", + "PtLogicalNot", + "PtLogicalOr", + "PtLogicalXor", + "PtLt", + "PtMaskedSelect", + "PtMatMul", + "PtMax", + "PtMean", + "PtMedian", + "PtMin", + "PtMm", + "PtMul", + "PtNe", + "PtNeg", + "PtOnes", + "PtPad", + "PtPermute", + "PtPow", + "PtPredictClassificationModel", + "PtPredictRegressionModel", + "PtProd", + "PtRand", + "PtRandInt", + "PtRandn", + "PtRemainder", + "PtReshape", + "PtSaveModel", + "PtScatter", + "PtShowSize", + "PtShowText", + "PtSin", + "PtSinh", + "PtSize", + "PtSizeCreate", + "PtSizeToNumpy", + "PtSizeToString", + "PtSqrt", + "PtSqueeze", + "PtStack", + "PtStd", + "PtSub", + "PtSum", + "PtTan", + "PtTanh", + "PtToBfloat16", + "PtToFloat16", + "PtToFloat32", + "PtToFloat64", + "PtToImage", + "PtToImageTranspose", + "PtToInt16", + "PtToInt32", + "PtToInt64", + "PtToInt8", + "PtToLatent", + "PtToNumpy", + "PtToRgbTensors", + "PtToUint8", + "PtTokenizer", + "PtTrainClassificationModel", + "PtTrainClassificationModelLr", + "PtTrainClassificationTransformerModel", + "PtTrainFineTuneClassificationTransformerModel", + "PtTrainModel", + "PtTrainRNNModel", + "PtTrainRegressionModel", + "PtUnsqueeze", + "PtVar", + "PtView", + "PtWhere", + "PtZeros", + "PtdBernoulli", + "PtdBeta", + "PtdBinomial", + "PtdCategorical", + "PtdChi2", + "PtdExponential", + "PtdGamma", + "PtdNormal", + "PtdPoisson", + "PtdStudentT", + "PtdUniform", + "PtdmCdf", + "PtdmCdfTensor", + "PtdmIcdf", + "PtdmIcdfTensor", + "PtdmLogProb", + "PtdmLogProbTensor", + "PtdmPdf", + "PtdmPdfTensor", + "PtdmPmf", + "PtdmPmfTensor", + "PtdmSample", + "PtfGELU", + "PtfLeakyReLU", + "PtfLogSoftmax", + "PtfReLU", + "PtfSiLU", + "PtfSigmoid", + "PtfSoftmax", + "PtfSoftplus", + "PtfTanh", + "PtnAvgPool2d", + "PtnBCELoss", + "PtnBCEWithLogitsLoss", + "PtnBatchNorm2d", + "PtnChainedModel", + "PtnChainedModelWithAttentionMask", + "PtnConv2d", + "PtnConvModel", + "PtnCrossEntropyLoss", + "PtnEmbedding", + "PtnEmbeddingRNNLinear", + "PtnEmbeddingTransformerLinear", + "PtnGRU", + "PtnGRULinear", + "PtnHfFineTunedClassificationModel", + "PtnHfLoraClassificationModel", + "PtnHuberLoss", + "PtnInstanceNorm2d", + "PtnKLDivLoss", + "PtnL1Loss", + "PtnLSTM", + "PtnLSTMLinear", + "PtnLayerNorm", + "PtnLinear", + "PtnLinearModel", + "PtnMSELoss", + "PtnMaskedMeanPooling", + "PtnMaxPool2d", + "PtnModelWithClosure", + "PtnMultiheadAttention", + "PtnMultiheadAttentionCustom", + "PtnNLLLoss", + "PtnPreAddChannelAxis", + "PtnPreFlatten", + "PtnRNN", + "PtnRNNLinear", + "PtnResidualConnectionModel", + "PtnResidualConnectionModelWithAttentionMask", + "PtnResnetModel", + "PtnSmoothL1Loss", + "PtoAdam", + "PtoAdamW", + "PtoLrSchedulerCosineAnnealing", + "PtoLrSchedulerReduceOnPlateau", + "PtoLrSchedulerStep", + "PtoSGD", + "PtoSimple", + "PtvDataset", + "PtvDatasetLen", + "PtvDatasetLoader", + "PtvHfDatasetWithTokenEncode", + "PtvHfGloveDataset", + "PtvHfLocalDataset", + "PtvImageFolderDataset", + "PtvSequentialTensorDataset", + "PtvTransformsDataAugment", + "PtvTransformsResize", + "PtvTransformsToTensor", + "SpEncode", + "SpLoadModel" + ], + { + "title_aux": "ComfyUI-Pt-Wrapper" + } + ], + "https://github.com/Hullabalo/ComfyUI-Loop": [ + [ + "ImageCropLoop", + "ImagePasteLoop", + "LoopAny", + "SaveAny" + ], + { + "title_aux": "ComfyUI-Loop" + } + ], + "https://github.com/I-ShadowStar/L2UC": [ + [ + "CLIPTextEncodeLumina2Unchained" + ], + { + "title_aux": "L2UC" + } + ], + "https://github.com/IAMCCS/IAMCCS-nodes": [ + [ + "IAMCCS_AutoLinkArguments", + "IAMCCS_AutoLinkConverter", + "IAMCCS_GGUF_accelerator", + "IAMCCS_GetAutoLink", + "IAMCCS_HWProbeRecommendations", + "IAMCCS_HwSupporter", + "IAMCCS_HwSupporterAny", + "IAMCCS_LTX2_ControlPreprocess", + "IAMCCS_LTX2_EnsureFrames8nPlus1", + "IAMCCS_LTX2_ExtensionModule", + "IAMCCS_LTX2_ExtensionModule_simple", + "IAMCCS_LTX2_FrameCountValidator", + "IAMCCS_LTX2_FrameRateSync", + "IAMCCS_LTX2_GetImageFromBatch", + "IAMCCS_LTX2_ImageBatchCropByPad", + "IAMCCS_LTX2_ImageBatchPadReflect", + "IAMCCS_LTX2_LoRAStack", + "IAMCCS_LTX2_LoRAStackModelIO", + "IAMCCS_LTX2_LoRAStackSegmented6", + "IAMCCS_LTX2_LoRAStackStaged", + "IAMCCS_LTX2_ModelWithLoRA_Segmented6", + "IAMCCS_LTX2_ReferenceImageSwitch", + "IAMCCS_LTX2_ReferenceStartFramesInjector", + "IAMCCS_LTX2_TimeFrameCount", + "IAMCCS_LTX2_Validator", + "IAMCCS_ModelWithLoRA", + "IAMCCS_ModelWithLoRA_LTX2", + "IAMCCS_ModelWithLoRA_LTX2_Staged", + "IAMCCS_MultiSwitch", + "IAMCCS_SamplerAdvancedVersion1", + "IAMCCS_SetAutoLink", + "IAMCCS_VAEDecodeTiledSafe", + "IAMCCS_VAEDecodeToDisk", + "IAMCCS_VRAMCleanup", + "IAMCCS_WanImageMotion", + "IAMCCS_WanLoRAStack", + "IAMCCS_WanLoRAStackModelIO", + "IAMCCS_bus_group", + "iamccs_ltx2_lora_stack" + ], + { + "title_aux": "IAMCCS-nodes" + } + ], + "https://github.com/IDGallagher/ComfyUI-IG-Motion-I2V": [ + [ + "MI2V Flow Animator", + "MI2V Flow Predictor", + "MI2V PauseNode", + "MotionPainter" + ], + { + "author": "IDGallagher", + "description": "Custom nodes to aid in the exploration of Latent Space", + "nickname": "IG Interpolation Nodes", + "title": "IG Interpolation Nodes", + "title_aux": "ComfyUI-IG-Motion-I2V" + } + ], + "https://github.com/IDGallagher/ComfyUI-IG-Nodes": [ + [ + "IG Analyze SSIM", + "IG Cross Fade Images", + "IG Explorer", + "IG Float", + "IG Float List", + "IG Folder", + "IG Image Crop", + "IG Int", + "IG Interpolate", + "IG Load Image", + "IG Load Images", + "IG MotionPredictor", + "IG Multiply", + "IG Path Join", + "IG PointCloud From Cylindrical", + "IG PointCloud From Depth", + "IG Save PLY PointCloud", + "IG Simple Translate Stitcher", + "IG Stitch Depth Tiles", + "IG Stitch Images CV2", + "IG String", + "IG String List", + "IG Tile Image", + "IG ZFill", + "SM Video Base", + "SM Video Base Control" + ], + { + "author": "IDGallagher", + "description": "Custom nodes to aid in the exploration of Latent Space", + "nickname": "IG Interpolation Nodes", + "title": "IG Interpolation Nodes", + "title_aux": "IG Interpolation Nodes" + } + ], + "https://github.com/IDGallagher/MotionVideoSearch": [ + [ + "IG Motion Video Frame", + "IG Motion Video Search" + ], + { + "author": "IDGallagher", + "description": "Search an index of videos by motion image", + "nickname": "IG Motion Video Search", + "title": "IG Motion Video Search", + "title_aux": "IG-Motion-Search" + } + ], + "https://github.com/IIEleven11/ComfyUI-FairyTaler": [ + [ + "FairyTalerStoryboard", + "SceneParser", + "SceneToConditioning", + "StoryboardCompositor", + "ThreeSceneGenerator" + ], + { + "author": "Eleven", + "description": "Turn your AI roleplay into AI generated scenes from every response. Visualize what you read!", + "nickname": "ComfyUI FairyTaler", + "title": "ComfyUI FairyTaler Storyboard Nodes", + "title_aux": "ComfyUI-FairyTaler" + } + ], + "https://github.com/IIs-fanta/ComfyUI-FANTA-GameBox": [ + [ + "BilliardsGameNode", + "BrickBreakerNode", + "FlappyBirdNode", + "SnakeGameNode" + ], + { + "title_aux": "ComfyUI-FANTA-GameBox" + } + ], + "https://github.com/INuBq8/ComfyUI-NotificationBridge": [ + [ + "DiscordNotifyNode", + "WhatsAppNotifyNodeTwilio" + ], + { + "title_aux": "Notification Bridge" + } + ], + "https://github.com/IRCSS/comfyUI-blender-wrapper": [ + [ + "BlenderGenericNode", + "CV2InpaintTexture", + "DownloadAndLoadHy3DDelightModel", + "DownloadAndLoadHy3DPaintModel", + "Hy3DApplyTexture", + "Hy3DBPT", + "Hy3DBakeFromMultiview", + "Hy3DCameraConfig", + "Hy3DDelightImage", + "Hy3DDiffusersSchedulerConfig", + "Hy3DExportMesh", + "Hy3DFastSimplifyMesh", + "Hy3DGenerateMesh", + "Hy3DGenerateMeshMultiView", + "Hy3DGetMeshPBRTextures", + "Hy3DIMRemesh", + "Hy3DLoadMesh", + "Hy3DMeshInfo", + "Hy3DMeshUVWrap", + "Hy3DMeshVerticeInpaintTexture", + "Hy3DModelLoader", + "Hy3DNvdiffrastRenderer", + "Hy3DPostprocessMesh", + "Hy3DRenderMultiView", + "Hy3DRenderMultiViewDepth", + "Hy3DRenderSingleView", + "Hy3DSampleMultiView", + "Hy3DSetMeshPBRAttributes", + "Hy3DSetMeshPBRTextures", + "Hy3DTorchCompileSettings", + "Hy3DUploadMesh", + "Hy3DVAEDecode", + "Hy3DVAELoader", + "Hy3D_2_1SimpleMeshGen", + "MESHToTrimesh", + "TrimeshToMESH" + ], + { + "title_aux": "comfyUI-blender-wrapper" + } + ], + "https://github.com/ITurchenko/ComfyUI-SizeFromArray": [ + [ + "SizeFromArray" + ], + { + "title_aux": "ComfyUI-SizeFromArray" + } + ], + "https://github.com/IXIWORKS-KIMJUNGHO/ComfyUI-VideoDescription": [ + [ + "BatchStartMarker", + "BuildCharacterPromptNode", + "BuildPromptNode", + "Bypass", + "ConcatStrings", + "ControlNetPreprocessor", + "CropAndResize", + "DiffSynthControlnetAdvanced", + "EmptyLatentRatio", + "ImageToList", + "JsonParserNode", + "LoadImageList", + "LoraLoaderAdvanced", + "MergeStringsNode", + "ModelProgressTracker", + "PromptPoseFilter", + "PromptStyleFilter", + "SaveText", + "SelectIndexNode", + "StringToList", + "SwitchBoolean", + "SwitchCase", + "VideoDescriptionQwen3VL" + ], + { + "title_aux": "ComfyUI-VideoDescription" + } + ], + "https://github.com/IamCreateAI/ComfyUI-Animon": [ + [ + "AnimonImageToVideoNode", + "AnimonKeyNode", + "AnimonStartEndToVideoNode", + "AnimonUploadImageFromFileNode", + "AnimonUploadImageFromTensorNode", + "AnimonUploadVideoFromBytesNode", + "AnimonUploadVideoFromFileNode", + "AnimonUploadVideoFromTensorNode", + "AnimonUpscaleVideoNode" + ], + { + "title_aux": "ComfyUI-Animon" + } + ], + "https://github.com/IamCreateAI/Ruyi-Models": [ + [ + "Ruyi_EnhanceAVideo", + "Ruyi_I2VSampler", + "Ruyi_LoadLora", + "Ruyi_LoadModel", + "Ruyi_TeaCache" + ], + { + "title_aux": "ComfyUI-Ruyi" + } + ], + "https://github.com/Ian2073/ComfyUI-MyLLMnode": [ + [ + "GemmaLLMNode", + "LlamaLLMNode", + "MistralLLMNode", + "PhiLLMNode", + "QwenLLMNode", + "YiLLMNode" + ], + { + "title_aux": "ComfyUI-MyLLMNode" + } + ], + "https://github.com/IcelandicCenterArtificialIntelligence/ComfyUI-SamplerSchedulerMetricsTester": [ + [ + "SamplerSchedulerMetricsTester" + ], + { + "title_aux": "Sampler Scheduler Metrics Tester for ComfyUI" + } + ], + "https://github.com/Icyman86/ComfyUI_AnimeCharacterSelect": [ + [ + "ActionPromptNode", + "CharacterPromptNode", + "CombinePromptStringsNode", + "EnhancedCharacterPromptNode", + "MinimalCharacterActionPrompt" + ], + { + "title_aux": "ComfyUI_AnimeCharacterSelect" + } + ], + "https://github.com/IgalOgonov/ComfyUI_Simple_String_Repository": [ + [ + "SimpleStringRepository", + "SimpleStringRepositoryCompact", + "SimpleStringRepositoryLarge", + "SimpleStringRepositoryLargeCompact", + "SimpleStringRepositorySmall", + "SimpleStringRepositorySmallCompact" + ], + { + "title_aux": "Simple String Repository" + } + ], + "https://github.com/ImagineerNL/ComfyUI-IMGNR-Utils": [ + [ + "CatchEditTextNode", + "DIYNodeWriter", + "PreviewImageAdHocSaveNode", + "PreviewImageBase64Node" + ], + { + "title_aux": "ComfyUI-IMGNR-Utils" + } + ], + "https://github.com/ImagineerNL/ComfyUI-ToSVG-Potracer": [ + [ + "PotracerVectorize", + "SaveAsSVG Potracer (Temporary Fix)" + ], + { + "title_aux": "ComfyUI-ToSVG-Potracer" + } + ], + "https://github.com/Immac/ComfyUI-CoreVideoMocks": [ + [ + "CoreVideoMocks:AV1Codec", + "CoreVideoMocks:BatchAudioStreams", + "CoreVideoMocks:BatchSubtitlesStreams", + "CoreVideoMocks:BatchVideoStreams", + "CoreVideoMocks:CodecFromVideoStream", + "CoreVideoMocks:CombineVideo", + "CoreVideoMocks:DecodeVideoStream", + "CoreVideoMocks:EncodeVideoStream", + "CoreVideoMocks:GetAudioStream", + "CoreVideoMocks:GetSubtitleStream", + "CoreVideoMocks:GetVideoStream", + "CoreVideoMocks:LoadVideo", + "CoreVideoMocks:PreviewVideo", + "CoreVideoMocks:SaveVideo", + "CoreVideoMocks:SplitVideo", + "CoreVideoMocks:VP9Codec", + "CoreVideoMocks:VideoStreamData" + ], + { + "title_aux": "ComfyUI Core Video Nodes" + } + ], + "https://github.com/ImmortalPie/ComfyUI-PonySwitch": [ + [ + "PonySwitch" + ], + { + "title_aux": "PonySwitch Node" + } + ], + "https://github.com/InstantStudioAI/ComfyUI-InstantStudio": [ + [ + "HuggingFace Classify", + "Moondream", + "UploadImagesToInstantStudio" + ], + { + "title_aux": "ComfyUI-InstantStudio" + } + ], + "https://github.com/Intersection98/ComfyUI_MX_post_processing-nodes": [ + [ + "MX_AlphaBlend", + "MX_Blend", + "MX_Blur", + "MX_Canny", + "MX_ChromaticAberration", + "MX_ColorCorrect", + "MX_ColorMatch", + "MX_ColorTint", + "MX_Glow", + "MX_HSVThresholdMask", + "MX_KuwaharaBlur(Cartoon)", + "MX_LUT", + "MX_LensBokeh", + "MX_LensOpticAxis", + "MX_LensZoomBurst", + "MX_Mosaic", + "MX_Noise", + "MX_Posterize", + "MX_SineWave", + "MX_Solarize", + "MX_Vignette" + ], + { + "title_aux": "ComfyUI-MX-post-processing-nodes" + } + ], + "https://github.com/Inzaniak/comfyui-ranbooru": [ + [ + "LockSeed", + "PromptBackground", + "PromptLimit", + "PromptMix", + "PromptRandomWeight", + "PromptRemove", + "Ranbooru", + "RanbooruURL", + "RandomPicturePath", + "TimestampFileName" + ], + { + "title_aux": "Ranbooru for ComfyUI" + } + ], + "https://github.com/Irsalistic/comfyui-dam-object-extractor": [ + [ + "DAMObjectNameNode", + "DAMVisualizeNode" + ], + { + "title_aux": "ComfyUI DAM Object Extractor" + } + ], + "https://github.com/IsItDanOrAi/ComfyUI-Stereopsis": [ + [ + "Dan_FrameDelay", + "Dan_Stereopsis" + ], + { + "title_aux": "ComfyUI-Stereopsis" + } + ], + "https://github.com/IsItDanOrAi/ComfyUI-exLoadout": [ + [ + "dropdowns", + "exCheckpointLoader", + "exLoadoutCheckpointLoader", + "exLoadoutEditCell", + "exLoadoutReadColumn", + "exLoadoutSeg", + "exLoadoutSeg2", + "exLoadoutSelector", + "exSeg", + "exSeg2" + ], + { + "title_aux": "exLoadout: Excel-Based Model & Settings Loader" + } + ], + "https://github.com/Isi-dev/ComfyUI-Animation_Nodes_and_Workflows": [ + [ + "CLIPTextEncodeStyles", + "ComputePadding", + "JoinVideos", + "MakeDrivingVideoForLivePortrait", + "MakePortraitWalk", + "MoveInOrOut", + "MoveLeftOrRight", + "MoveUpOrDown", + "Replace_Img_or_Vid_Bg_Assistant" + ], + { + "title_aux": "ComfyUI-Animation_Nodes_and_Workflows" + } + ], + "https://github.com/Isi-dev/ComfyUI-Img2DrawingAssistants": [ + [ + "LineArt_Assistant", + "LineArt_Assistant_2", + "Sketch_Assistant", + "Sketch_Assistant_grayScale" + ], + { + "title_aux": "ComfyUI-Img2DrawingAssistants" + } + ], + "https://github.com/Isi-dev/ComfyUI-Img2PaintingAssistant": [ + [ + "Painting", + "ProcessInspyrenetRembg" + ], + { + "title_aux": "Image to Painting and Inspyrenet Assistant Nodes" + } + ], + "https://github.com/Isi-dev/ComfyUI-UniAnimate-W": [ + [ + "Animate_X_Image", + "Animate_X_Image_Long", + "Animate_X_Image_v2", + "Animate_X_ReposeImage", + "Animate_X_ReposeImage_v2", + "Gen_align_pose", + "Gen_align_pose2", + "ReposeImage", + "UniAnimateImage", + "UniAnimateImageLong" + ], + { + "title_aux": "ComfyUI-UniAnimate-W" + } + ], + "https://github.com/Isi-dev/ComfyUI_DeleteModelPassthrough": [ + [ + "ControlledCLIPTextEncode", + "ControlledControlNetLoader", + "ControlledModelPatchLoader", + "ControlledUNETLoader", + "ControlledUnetLoaderGGUF", + "ControlledVAELoader", + "DeleteModelPassthrough", + "DeleteModelPassthroughLight", + "SmartClipDeleter" + ], + { + "title_aux": "ComfyUI_DeleteModelPassthrough" + } + ], + "https://github.com/Isulion/ComfyUI_Isulion": [ + [ + "CustomTextNode", + "CustomTextNode \u2328\ufe0f", + "CustomTextNode.py", + "DisplayImageFromURL", + "IsuCollage_Node", + "Isulion Civitai Image Display", + "Isulion Civitai Model Explorer", + "Isulion Civitai Trending", + "IsulionActionGenerator", + "IsulionAlienWorldGenerator", + "IsulionAnimalBehaviorGenerator", + "IsulionAnimalRandom", + "IsulionArtStyleGenerator", + "IsulionArtifactGenerator", + "IsulionCivitaiImageDisplay", + "IsulionCivitaiModelExplorer", + "IsulionCivitaiTrending", + "IsulionClothingGenerator", + "IsulionCuteAnimalRandom", + "IsulionEmotionGenerator", + "IsulionEpochGenerator", + "IsulionFantasyRaceGenerator", + "IsulionHabitatGenerator", + "IsulionLoadImagesNode", + "IsulionMagicalEffectGenerator", + "IsulionMegaPromptV3", + "IsulionMultiplePromptGenerator", + "IsulionMythicalLocationGenerator", + "IsulionNegativePromptGenerator", + "IsulionProfessionGenerator", + "IsulionPromptEnhancer", + "IsulionPromptGenerator", + "IsulionSceneComposition", + "IsulionSpacecraftGenerator", + "IsulionStyleMixer", + "IsulionTechGenerator", + "IsulionTimeOfDayGenerator", + "IsulionVideoPromptGenerator", + "IsulionWeatherGenerator", + "MegaPromptV3", + "\u29c9 IsulionOverlay", + "\ud83d\udca4 IsulionShutdown", + "\ud83e\udde9 IsulionQRCode" + ], + { + "title_aux": "ComfyUI_Isulion Random Prompt Generator" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-4_5": [ + [ + "DisplayText", + "MiniCPM_VQA", + "MiniCPM_VQA_Polished", + "MultipleImagesInput" + ], + { + "title_aux": "ComfyUI_MiniCPM-V-4_5" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_Qwen2-Audio-7B-Instruct-Int4": [ + [ + "AudioLoader", + "AudioPreviewer", + "Qwen2_AQA" + ], + { + "title_aux": "ComfyUI_Qwen2-Audio-7B-Instruct-Int4" + } + ], + "https://github.com/IuvenisSapiens/ComfyUI_Qwen3-VL-Instruct": [ + [ + "ImageLoader", + "MultiplePathsInput", + "Qwen3_VQA", + "VideoLoader", + "VideoLoaderPath" + ], + { + "title_aux": "Comfyui_Qwen3-VL-Instruct" + } + ], + "https://github.com/J-ChenX/ComfyUI-NIX": [ + [ + "NIX_ImageComposite", + "NIX_ImageInference", + "NIX_ImageTile", + "NIX_ImageUpscaleProportionally", + "NIX_MaskCrop", + "NIX_MaskNull", + "NIX_PathLoading", + "NIX_RotateCrop", + "NIX_RotateImage", + "NIX_SaveImage", + "NIX_StringMatch", + "NIX_StringMatcher", + "NIX_SwitchAnything", + "NIX_XYGridMapper" + ], + { + "title_aux": "NIX ComfyUI Plugin" + } + ], + "https://github.com/JEONG-JIWOO/ComfyUI_Eugene_Nodes": [ + [ + "DictBus", + "DictBusEdit", + "DictBusUnpack", + "DictMultilineSelect", + "DictTemplate", + "DictUpdate1", + "DictUpdate10", + "DictUpdate5", + "LoraPresetListLoader", + "LoraPresetLoader", + "LoraPresetSaver", + "LoraPresetSelector" + ], + { + "title_aux": "ComfyUI_Eugene_Nodes" + } + ], + "https://github.com/JPS-GER/ComfyUI_JPS-Nodes": [ + [ + "CLIPTextEncode SDXL Plus (JPS)", + "Conditioning Switch (JPS)", + "ControlNet Switch (JPS)", + "Crop Image Pipe (JPS)", + "Crop Image Settings (JPS)", + "Crop Image Square (JPS)", + "Crop Image TargetSize (JPS)", + "CtrlNet CannyEdge Pipe (JPS)", + "CtrlNet CannyEdge Settings (JPS)", + "CtrlNet MiDaS Pipe (JPS)", + "CtrlNet MiDaS Settings (JPS)", + "CtrlNet OpenPose Pipe (JPS)", + "CtrlNet OpenPose Settings (JPS)", + "CtrlNet ZoeDepth Pipe (JPS)", + "CtrlNet ZoeDepth Settings (JPS)", + "Disable Enable Switch (JPS)", + "Enable Disable Switch (JPS)", + "Generation TXT IMG Settings (JPS)", + "Get Date Time String (JPS)", + "Get Image Size (JPS)", + "IP Adapter Settings (JPS)", + "IP Adapter Settings Pipe (JPS)", + "IP Adapter Tiled Settings (JPS)", + "IP Adapter Tiled Settings Pipe (JPS)", + "IPA Switch (JPS)", + "Image Prepare Pipe (JPS)", + "Image Prepare Settings (JPS)", + "Image Switch (JPS)", + "ImageToImage Pipe (JPS)", + "ImageToImage Settings (JPS)", + "Images Masks MultiPipe (JPS)", + "InstantID Mask Prepare Pipe (JPS)", + "InstantID Mask Prepare Settings (JPS)", + "InstantID Pipe (JPS)", + "InstantID Pose Prepare Pipe (JPS)", + "InstantID Pose Prepare Settings (JPS)", + "InstantID Settings (JPS)", + "InstantID Source Prepare Pipe (JPS)", + "InstantID Source Prepare Settings (JPS)", + "Integer Switch (JPS)", + "Largest Int (JPS)", + "Latent Switch (JPS)", + "Lora Loader (JPS)", + "Mask Switch (JPS)", + "Model Switch (JPS)", + "Multiply Float Float (JPS)", + "Multiply Int Float (JPS)", + "Multiply Int Int (JPS)", + "Prepare Image (JPS)", + "Prepare Image Plus (JPS)", + "Prepare Image Tiled IPA (JPS)", + "Resolution Multiply (JPS)", + "Revision Settings (JPS)", + "Revision Settings Pipe (JPS)", + "SDXL Basic Settings (JPS)", + "SDXL Basic Settings Pipe (JPS)", + "SDXL Fundamentals MultiPipe (JPS)", + "SDXL Prompt Handling (JPS)", + "SDXL Prompt Handling Plus (JPS)", + "SDXL Prompt Styler (JPS)", + "SDXL Recommended Resolution Calc (JPS)", + "SDXL Resolutions (JPS)", + "SDXL Settings (JPS)", + "SDXL Settings Pipe (JPS)", + "Sampler Scheduler Settings (JPS)", + "Save Images Plus (JPS)", + "Substract Int Int (JPS)", + "Text Concatenate (JPS)", + "Text Prompt (JPS)", + "Text Prompt Combo (JPS)", + "Time Seed (JPS)", + "VAE Switch (JPS)" + ], + { + "author": "JPS", + "description": "Various nodes to handle SDXL Resolutions, SDXL Basic Settings, IP Adapter Settings, Revision Settings, SDXL Prompt Styler, Crop Image to Square, Crop Image to Target Size, Get Date-Time String, Resolution Multiply, Largest Integer, 5-to-1 Switches for Integer, Images, Latents, Conditioning, Model, VAE, ControlNet", + "nickname": "JPS Custom Nodes", + "title": "JPS Custom Nodes for ComfyUI", + "title_aux": "JPS Custom Nodes for ComfyUI" + } + ], + "https://github.com/JPrevots/ComfyUI-PhyCV": [ + [ + "PAGE", + "PST", + "PhyCV_PST", + "PhyCV_Page", + "PhyCV_Vevid", + "VEVID" + ], + { + "title_aux": "ComfyUI-PhyCV" + } + ], + "https://github.com/JTriggerFish/ComfyLatentTools": [ + [ + "DownsampledLatentGuidance", + "GenericAttentionGuidance", + "LatentNormalizedLanczosResize" + ], + { + "title_aux": "Comfy Latent Tools" + } + ], + "https://github.com/JVsup/ComfyUI-SettingsToText": [ + [ + "SettingsToText" + ], + { + "title_aux": "ComfyUI-SettingsToText" + } + ], + "https://github.com/JackEllie/ComfyUI_AI_Assistant": [ + [ + "apply_lighting_effects", + "clean_prompt_tags", + "noline_process", + "prompt_blacklist", + "prompt_sorting", + "resize_image_sdxl_ratio" + ], + { + "title_aux": "ComfyUI-AI-Assistant" + } + ], + "https://github.com/Jacky-MYQ/comfyui-DataCleaning": [ + [ + "CleanData" + ], + { + "title_aux": "comfyui-DataCleaning" + } + ], + "https://github.com/Jacky-MYQ/comfyui-rgb2cmyk": [ + [ + "RGB2CMYK" + ], + { + "title_aux": "RGB to CMYK for ComfyUI (Save as tif)" + } + ], + "https://github.com/Jairodaniel-17/ComfyUI-translate-offline": [ + [ + "CLIPTextTranslateNode", + "PromptTextTranslateNode" + ], + { + "title_aux": "ComfyUI-translate-offline" + } + ], + "https://github.com/Jaminanim/ComfyUI-Random-Int-Divisor-Node": [ + [ + "RandomIntegerNodeEfficient", + "RandomIntegerNodeEfficientAdvanced", + "RandomIntegerNodeList" + ], + { + "title_aux": "ComfyUI-Random-Int-Divisor-Node" + } + ], + "https://github.com/Jannchie/ComfyUI-J": [ + [ + "DiffusersCompelPromptEmbedding", + "DiffusersControlnetLoader", + "DiffusersControlnetUnit", + "DiffusersControlnetUnitStack", + "DiffusersDecoder", + "DiffusersGenerator", + "DiffusersPipeline", + "DiffusersPrepareLatents", + "DiffusersTextureInversionLoader", + "DiffusersXLPipeline", + "GetAverageColorFromImage", + "GetFilledColorImage" + ], + { + "title_aux": "ComfyUI-J" + } + ], + "https://github.com/Jannled/owl-vit-comfyui": [ + [ + "OWL_BBox_Visualizer", + "OWL_Load_Model", + "OWL_Objectness_Inference" + ], + { + "title_aux": "OWL-ViT ComfyUI" + } + ], + "https://github.com/Jarcis-cy/ComfyUI-HunyuanVideoFoley": [ + [ + "HunyuanVideoFoleyGenerateAudio", + "VideoAudioMerger" + ], + { + "title_aux": "HunyuanVideo-Foley Audio Generator" + } + ], + "https://github.com/JaredTherriault/ComfyUI-JNodes": [ + [ + "JNodes_AddOrSetMetaDataKey", + "JNodes_AddOrSetPngInfoKey", + "JNodes_AnyToString", + "JNodes_AppendReversedFrames", + "JNodes_AudioInputOptions", + "JNodes_BooleanSelectorWithString", + "JNodes_BreakMediaInfo", + "JNodes_CacheGlobalParameters", + "JNodes_CheckpointSelectorWithString", + "JNodes_ConditioningInOut", + "JNodes_CreateStereoscopicImageFromDepth", + "JNodes_DiffusionModelSelector", + "JNodes_EmptyCudaCache", + "JNodes_FloatLiteral", + "JNodes_GetCleanFilename", + "JNodes_GetComfyDirectory", + "JNodes_GetLeafDirectory", + "JNodes_GetOutputDirectory", + "JNodes_GetParameterFromList", + "JNodes_GetParameterFromTable", + "JNodes_GetTempDirectory", + "JNodes_ImageFormatSelector", + "JNodes_ImageSizeSelector", + "JNodes_IntLiteral", + "JNodes_JoinVideosInDirectory", + "JNodes_LoadVideo", + "JNodes_LoadVisualMediaFromPath", + "JNodes_LoadVisualMediaFromPath_Batch", + "JNodes_LoadVisualMediaFromPath_List", + "JNodes_LoraExtractor", + "JNodes_MakeParameterTable", + "JNodes_MediaInfoToString", + "JNodes_ModelInOut", + "JNodes_OutVideoInfo", + "JNodes_ParseDynamicPrompts", + "JNodes_ParseWildcards", + "JNodes_PromptBuilderSingleSubject", + "JNodes_RemoveCommentedText", + "JNodes_RemoveMetaDataKey", + "JNodes_RemoveParseableDataForInference", + "JNodes_SamplerSelectorWithString", + "JNodes_SaveImageWithOutput", + "JNodes_SaveVideo", + "JNodes_SaveVideoWithOptions", + "JNodes_SchedulerSelectorWithString", + "JNodes_SearchAndReplace", + "JNodes_SearchAndReplaceFromFile", + "JNodes_SearchAndReplaceFromList", + "JNodes_SelectRandomFileFromDirectory", + "JNodes_SeparateStringByDelimiters", + "JNodes_SetMetadataA1111", + "JNodes_SetNegativePromptInMetaData", + "JNodes_SetPositivePromptInMetaData", + "JNodes_SplitAndJoin", + "JNodes_StringLiteral", + "JNodes_SubdirectorySelector", + "JNodes_SyncedStringLiteral", + "JNodes_TextManager", + "JNodes_TokenCounter", + "JNodes_TrimAndStrip", + "JNodes_UploadVideo", + "JNodes_UploadVisualMedia", + "JNodes_VaeSelectorWithString" + ], + { + "title_aux": "ComfyUI-JNodes" + } + ], + "https://github.com/Jash-Vora/ComfyUI-GarmentDiT": [ + [ + "GarmentEnhancementNode" + ], + { + "title_aux": "FitDiT" + } + ], + "https://github.com/JasonHoku/ComfyUI-Ultimate-Auto-Sampler-Config-Grid-Testing-Suite": [ + [ + "SamplerGridTester", + "SmartJSONText", + "UltimateConfigBuilder", + "UltimateGridDashboard", + "UltimateSamplerGrid" + ], + { + "title_aux": "ComfyUI Ultimate Auto Sampler Config Grid Testing Suite" + } + ], + "https://github.com/JayLyu/blender-in-comfyui": [ + [ + "BL_Camera_Creator", + "BL_Export_Model", + "BL_Model_Merger", + "BL_Model_Param", + "BL_Render", + "BL_Save_Mesh", + "BL_Scene_Composer" + ], + { + "title_aux": "blender-in-comfyui" + } + ], + "https://github.com/JcandZero/ComfyUI_GLM4Node": [ + [ + "GLM3_turbo_CHAT", + "GLM4_CHAT", + "GLM4_Vsion_IMGURL" + ], + { + "title_aux": "ComfyUI_GLM4Node" + } + ], + "https://github.com/Jcd1230/rembg-comfyui-node": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Rembg Background Removal Node for ComfyUI" + } + ], + "https://github.com/Jelosus2/comfyui-vae-reflection": [ + [ + "AddReflectionToVAE" + ], + { + "title_aux": "ComfyUI VAE Reflection" + } + ], + "https://github.com/JerryOrbachJr/ComfyUI-RandomSize": [ + [ + "JOJR_RandomSize" + ], + { + "author": "JerryOrbachJr", + "description": "A ComfyUI custom node that randomly selects a height and width pair from a list in a config file", + "nickname": "Random Size", + "title": "Random Size", + "title_aux": "Random Size" + } + ], + "https://github.com/JettHu/ComfyUI-TCD": [ + [ + "TCDModelSamplingDiscrete" + ], + { + "title_aux": "ComfyUI-TCD" + } + ], + "https://github.com/JettHu/ComfyUI_TGate": [ + [ + "TGateApply", + "TGateApplyAdvanced", + "TGateApplySimple" + ], + { + "title_aux": "ComfyUI_TGate" + } + ], + "https://github.com/JiSenHua/ComfyUI-TD": [ + [ + "AudiotoTD", + "Comfy3DPacktoTD", + "GaussianSplattingtoTD", + "Hy3DtoTD", + "ImagetoTD", + "ImagetoTD(JPEG)", + "LoadTDImage", + "Tripo3DtoTD", + "TripoSRtoTD", + "VideotoTD" + ], + { + "title_aux": "ComfyUI-TD" + } + ], + "https://github.com/Jint8888/Comfyui_JTnodes": [ + [ + "JT Find Text From Excel", + "JT Read From Excel", + "JTBrightness", + "JTImagesavetopath", + "JTSaveTextToExcel", + "JTSaveTextToFile", + "JTcounter", + "SiliconflowFree" + ], + { + "title_aux": "Comfyui_JTnodes" + } + ], + "https://github.com/JoeNavark/comfyui_custom_sigma_editor": [ + [ + "CustomSplineSigma", + "SigmaJoiner" + ], + { + "title_aux": "Custom Graph Sigma for ComfyUI" + } + ], + "https://github.com/JohanK66/ComfyUI-WebhookImage": [ + [ + "Notif-Webhook" + ], + { + "title_aux": "ComfyUI WebhookImage" + } + ], + "https://github.com/JohnDoeSmithee/ComfyUI-SoX-Mixdown": [ + [ + "SoxMixNode" + ], + { + "title_aux": "ComfyUI-SoX-Mixdown" + } + ], + "https://github.com/Jokimbe/ComfyUI-DrawThings-gRPC": [ + [ + "DrawThingsControlNet", + "DrawThingsHints", + "DrawThingsLoRA", + "DrawThingsNegative", + "DrawThingsPositive", + "DrawThingsPrompt", + "DrawThingsRefiner", + "DrawThingsSampler", + "DrawThingsUpscaler" + ], + { + "title_aux": "ComfyUI-DrawThings-gRPC" + } + ], + "https://github.com/Jonseed/ComfyUI-Detail-Daemon": [ + [ + "DetailDaemonGraphSigmasNode", + "DetailDaemonSamplerNode", + "LyingSigmaSampler", + "MultiplySigmas" + ], + { + "title_aux": "ComfyUI-Detail-Daemon" + } + ], + "https://github.com/Jordach/comfy-plasma": [ + [ + "JDC_AutoContrast", + "JDC_BlendImages", + "JDC_BrownNoise", + "JDC_Contrast", + "JDC_EqualizeGrey", + "JDC_GaussianBlur", + "JDC_GreyNoise", + "JDC_Greyscale", + "JDC_ImageLoader", + "JDC_ImageLoaderMeta", + "JDC_PinkNoise", + "JDC_Plasma", + "JDC_PlasmaSampler", + "JDC_PowerImage", + "JDC_RandNoise", + "JDC_ResizeFactor" + ], + { + "title_aux": "comfy-plasma" + } + ], + "https://github.com/JosefKuchar/ComfyUI-AdvancedTiling": [ + [ + "AdvancedTiling", + "AdvancedTilingSettings", + "AdvancedTilingVAEDecode" + ], + { + "title_aux": "ComfyUI-AdvancedTiling" + } + ], + "https://github.com/JosephThomasParker/ComfyUI-DrawThingsWrapper": [ + [ + "DrawThingsGenerateFromPipeline", + "DrawThingsImg2Img", + "DrawThingsImg2ImgPipeline", + "DrawThingsPipelineAddControl", + "DrawThingsPipelineAddCustom", + "DrawThingsPipelineAddLora", + "DrawThingsTxt2Img", + "DrawThingsTxt2ImgPipeline" + ], + { + "title_aux": "ComfyUI-DrawThingsWrapper" + } + ], + "https://github.com/JuanBerta/comfyui_ollama_vl_prompt": [ + [ + "Ollama VL Prompt" + ], + { + "title_aux": "comfyui_ollama_vl_prompt" + } + ], + "https://github.com/Julian-adv/WildDivide": [ + [ + "Attention couple wild divide", + "Comfy Divide", + "WildPromptGenerator", + "WildcardDivide", + "WildcardEncode" + ], + { + "author": "Julian Adventurer.", + "description": "This node is used to encode a wildcard string.", + "nickname": "WildDivide", + "title": "Wild Divide", + "title_aux": "Wild Divide" + } + ], + "https://github.com/Junst/ComfyUI-Concept-Diffusion": [ + [ + "ConceptAttentionNode", + "ConceptAttentionVisualizerNode", + "ConceptSaliencyMapNode", + "ConceptSegmentationNode" + ], + { + "title_aux": "ComfyUI-Concept-Diffusion" + } + ], + "https://github.com/JustLateNightAI/KeywordImageBlocker": [ + [ + "TagKeywordBlocker" + ], + { + "title_aux": "KeywordImageBlocker" + } + ], + "https://github.com/Juste-Leo2/Canary-ComfyUI": [ + [ + "Canary180mFlashASRNode", + "Canary180mFlashTranslateFromENNode", + "Canary180mFlashTranslateToENNode", + "CanaryASRNode", + "CanaryFlashASRNode", + "CanaryFlashTranslateFromENNode", + "CanaryFlashTranslateToENNode", + "CanaryModelLoader", + "CanaryTranslateFromENNode", + "CanaryTranslateToENNode" + ], + { + "title_aux": "Canary-ComfyUI" + } + ], + "https://github.com/Juste-Leo2/USO_ComfyUI": [ + [ + "USOLoader", + "USOSampler" + ], + { + "title_aux": "USO Nodes for ComfyUI" + } + ], + "https://github.com/Justify87/ComfyUI-Multi-Analysis-Heatmaps": [ + [ + "MultiAnalysisNode" + ], + { + "title_aux": "ComfyUI Multi-Analysis Heatmaps" + } + ], + "https://github.com/JustinMatters/comfyUI-JMNodes": [ + [ + "JMBinaryNot", + "JMIntegerToBooleans", + "JMNumberList", + "JMSWitchablePrompt", + "JMSwitchablePrompt" + ], + { + "title_aux": "ComfyUI JMNodes" + } + ], + "https://github.com/K3NK3/ComfyUI-K3NKImageGrab": [ + [ + "K3NKImageGrab", + "K3NKImageLoaderWithBlending" + ], + { + "title_aux": "ComfyUI-K3NKImageGrab" + } + ], + "https://github.com/K3nt3L/ComfyUI-S1Z35": [ + [ + "S1Z35_Custom1", + "S1Z35_Custom2", + "S1Z35_Flux1", + "S1Z35_Flux2", + "S1Z35_Hunyuan", + "S1Z35_Qwen", + "S1Z35_SDXL", + "S1Z35_ZIT" + ], + { + "title_aux": "ComfyUI-S1Z35" + } + ], + "https://github.com/KAVVATARE/ComfyUI-Light-N-Color": [ + [ + "ControlNetSwitch", + "FluxLightingAndColor", + "FluxSamplerPuLID", + "ImageSwitch", + "LatentSwitch", + "LoadInputOutputImage" + ], + { + "title_aux": " ComfyUI-Light-N-Color" + } + ], + "https://github.com/KAVVATARE/ComfyUI_RightEyeDisparity": [ + [ + "RightEyeImageNode", + "VideoRightEyeNode" + ], + { + "title_aux": "RightEyeDisparity" + } + ], + "https://github.com/KAVVATARE/ComfyUI_SimpleGoogleTranslate": [ + [ + "SimpleGoogleTranslateTextNode" + ], + { + "title_aux": "ComfyUI_SimpleGoogleTranslate" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Float_Animator": [ + [ + "Float_Animator" + ], + { + "title_aux": "ComfyUI_Float_Animator" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Simple_Executor": [ + [ + "NodeAutoSampler", + "NodeImagePre", + "NodeImageResize" + ], + { + "title_aux": "NodeSimpleExecutor" + } + ], + "https://github.com/KERRY-YUAN/ComfyUI_Spark_TTS": [ + [ + "Spark_TTS_Clone", + "Spark_TTS_Creation" + ], + { + "title_aux": "ComfyUI_Spark_TTS" + } + ], + "https://github.com/KLL535/ComfyUI_SimpleButcher": [ + [ + "Simple Auto Bypass", + "Simple Extract Lora From Text", + "Simple Image Saver (as Forge)", + "Simple Load Image With Metadata", + "Simple Load Images From Dir", + "Simple Load Images from Dir", + "Simple Load Line From Text File", + "Simple Lora Loader", + "Simple Remove Think" + ], + { + "title_aux": "ComfyUI_SimpleButcher" + } + ], + "https://github.com/KLL535/ComfyUI_Simple_Qwen3-VL-gguf": [ + [ + "SimpleCameraSelector", + "SimpleMasterPromptLoader", + "SimpleMasterPromptLoaderAdvanced", + "SimpleModelPresetLoaderAdvanced", + "SimpleQwenVLgguf", + "SimpleQwenVLggufV2", + "SimpleStyleSelector" + ], + { + "title_aux": "ComfyUI_Simple_Qwen3-VL-gguf" + } + ], + "https://github.com/KY-2000/ComfyUI_PuLID_Flux_ll_FaceNet": [ + [ + "ApplyPulidFlux", + "FixPulidFluxPatch", + "PulidFluxEvaClipLoader", + "PulidFluxFaceDetector", + "PulidFluxFaceNetLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader", + "PulidFluxOptions" + ], + { + "title_aux": "ComfyUI_PuLID_Flux_ll_FaceNet" + } + ], + "https://github.com/KY-2000/RES4LYF-tester-loop": [ + [ + "DoubleFloatRangeLoop", + "DoubleIntRangeLoop", + "RES4LYFComboLoop", + "RES4LYFSamplerLoop", + "RES4LYFSchedulerLoop", + "SingleFloatLoop", + "SingleIntLoop" + ], + { + "title_aux": "RES4LYF-tester-loop" + } + ], + "https://github.com/KY-2000/comfyui-ksampler-tester-loop": [ + [ + "AllParametersLoop", + "AllParametersLoopAdvanced", + "FloatRangeLoop", + "ParametersRangeLoop", + "SamplerLoop", + "SamplerLoopAdvanced", + "SamplerSchedulerLoop", + "SamplerSchedulerLoopAdvanced", + "SchedulerLoop" + ], + { + "title_aux": "comfyui-ksampler-tester-loop" + } + ], + "https://github.com/KY-2000/comfyui-save-image-enhanced": [ + [ + "SaveImageEnhancedNode" + ], + { + "title_aux": "comfyui-save-image-enhanced" + } + ], + "https://github.com/Kaleidia/KaleidiaNodes": [ + [ + "DynamicPromptNode", + "DynamicPromptNodeEXT", + "FormatIntToString", + "GetFileCountInOutputFolder", + "LoadCSV", + "RandomFloatToString", + "RandomIntToString" + ], + { + "title_aux": "KaleidiaNodes" + } + ], + "https://github.com/Kangkang625/ComfyUI-paint-by-example": [ + [ + "PaintbyExamplePipeLoader", + "PaintbyExampleSampler" + ], + { + "title_aux": "ComfyUI-Paint-by-Example" + } + ], + "https://github.com/KarmaSwint/ComfyUI-KarmaNodes": [ + [ + "Karma-Film-Grain", + "Karma-KSampler-Cycle", + "Karma-Kolors", + "Karma_Film_Grain", + "Karma_Kolors" + ], + { + "title_aux": "KarmaNodes" + } + ], + "https://github.com/Kayarte/AudioDriven-Latent-Space-Tools-for-ComfyUI": [ + [ + "AdvancedNoisePatterns", + "AudioNoiseMapper", + "LibrosaAnalysisNode", + "NoiseToLatentConverter" + ], + { + "title_aux": "AudioDriven-Latent-Space-Tools-for-ComfyUI" + } + ], + "https://github.com/Kayarte/GeoNodes": [ + [ + "GISDetectionNode", + "YOLOInferenceNode", + "YOLOTrainNode" + ], + { + "title_aux": "GeoNodes" + } + ], + "https://github.com/Kazama-Suichiku/ComfyUI-Meshy": [ + [ + "MeshyAPIKey", + "MeshyImageTo3D", + "MeshyTextTo3DPreview", + "MeshyTextTo3DRefine" + ], + { + "title_aux": "ComfyUI-Meshy" + } + ], + "https://github.com/Kebolder/ComfyUI-Jax-Nodes": [ + [ + "JAX_ConditionalSelect", + "JAX_EasyPrompt", + "JAX_EasyPromptSimple", + "JAX_ImageSizeMultiplier", + "JAX_KritaPipeIn", + "JAX_KritaStrength", + "JAX_SamplerPipeOut" + ], + { + "title_aux": "ComfyUI-Jax-Nodes" + } + ], + "https://github.com/Kesin11/ComfyUI-list-filter": [ + [ + "list_filter_FilterImageListByIndexList", + "list_filter_FilterStringListByIndexList", + "list_filter_FindAnyStrings", + "list_filter_FindNotAnyStrings", + "list_filter_StringToIndex", + "random_normal_dist" + ], + { + "title_aux": "ComfyUI-list-filter" + } + ], + "https://github.com/KewkLW/ComfyUI-kewky_tools": [ + [ + "CLIPInterrogator", + "FormattedPromptNode", + "ImageBatcher", + "LoadImagePlus", + "LoadVideoPlus", + "TensorDebugPlus", + "TextAppendNode", + "TextSearchNode", + "VRAM_Debug_Plus" + ], + { + "title_aux": "ComfyUI-kewky_tools" + } + ], + "https://github.com/Kidev/ComfyUI-FaceFilter": [ + [ + "FaceFilterNode", + "MergeImageBatches" + ], + { + "title_aux": "ComfyUI-FaceFilter" + } + ], + "https://github.com/Kidev/ComfyUI-Fisheye-effects": [ + [ + "Defisheye", + "Fisheye" + ], + { + "title_aux": "ComfyUI Fisheye Effects Nodes" + } + ], + "https://github.com/Kishor900/comfyui-wanv2v-video-stitcher": [ + [ + "MixColorByMaskBatched", + "NumberedBatchDebugger", + "VideoToImages", + "WanV2VIterControlGroup", + "WanV2VMergeDeOverlap", + "WanV2VUpscaler" + ], + { + "title_aux": "ComfyUI WANv2v Video Stitcher" + } + ], + "https://github.com/KohakuBlueleaf/HDM-ext": [ + [ + "HDMCameraParam", + "HDMLoader", + "HDMTreadGamma" + ], + { + "title_aux": "HDM-ext" + } + ], + "https://github.com/KohakuBlueleaf/z-tipo-extension": [ + [ + "TIPO", + "TIPOFormat", + "TIPOOperation" + ], + { + "title_aux": "TIPO-extension" + } + ], + "https://github.com/Koko-boya/Comfyui-GeminiWeb": [ + [ + "GeminiWeb" + ], + { + "title_aux": "Comfyui-GeminiWeb" + } + ], + "https://github.com/Koko-boya/Comfyui-Z-Image-Utilities": [ + [ + "Z_ImageAPIConfig", + "Z_ImageClearSessions", + "Z_ImageIntegratedKSampler", + "Z_ImageOptions", + "Z_ImagePromptEnhancer", + "Z_ImageUnloadModels" + ], + { + "title_aux": "Comfyui-Z-Image-Utilities" + } + ], + "https://github.com/Koratahiu/ComfyUI-Diff2Flow": [ + [ + "Diff2FlowODESampler" + ], + { + "author": "Koratahiu", + "description": "Unofficial Implementation of Diff2Flow Method for ComfyUI.", + "nickname": "ComfyUI-Diff2Flow", + "title": "ComfyUI-Diff2Flow", + "title_aux": "ComfyUI-Diff2Flow" + } + ], + "https://github.com/KoreTeknology/ComfyUI-Nai-Production-Nodes-Pack": [ + [ + "Brightness Image", + "ColorMatch2", + "Contrast Image", + "Get Text", + "Image Difference", + "ImageConcatenate", + "ImageDesaturate", + "ImageExtend", + "ImageFlip", + "ImageRotate", + "LoadImageNai", + "Math Operation", + "NoteAdvanced", + "Set Text" + ], + { + "title_aux": "ComfyUI Production Nodes Pack" + } + ], + "https://github.com/KoreTeknology/ComfyUI-Universal-Styler": [ + [ + "LoadScriptsFromDatabase", + "SaveScriptToDatabase", + "SetMainChannel", + "\ud83d\udee1\ufe0f Load Scripts from Database", + "\ud83d\udee1\ufe0f Save Script to Database (In progress)", + "\ud83d\udee1\ufe0f Set Main Channel" + ], + { + "title_aux": "ComfyUI Universal Styler" + } + ], + "https://github.com/Kosinkadink/ComfyUI-Advanced-ControlNet": [ + [ + "ACN_AdvancedControlNetApply", + "ACN_AdvancedControlNetApplySingle", + "ACN_AdvancedControlNetApplySingle_v2", + "ACN_AdvancedControlNetApply_v2", + "ACN_ControlNet++InputNode", + "ACN_ControlNet++LoaderAdvanced", + "ACN_ControlNet++LoaderSingle", + "ACN_ControlNetLoaderAdvanced", + "ACN_CtrLoRALoader", + "ACN_CustomControlNetWeightsFlux", + "ACN_CustomControlNetWeightsSD15", + "ACN_CustomT2IAdapterWeights", + "ACN_DefaultUniversalWeights", + "ACN_DiffControlNetLoaderAdvanced", + "ACN_ExtrasMiddleMult", + "ACN_ReferenceControlNet", + "ACN_ReferenceControlNetFinetune", + "ACN_ReferencePreprocessor", + "ACN_ScaledSoftControlNetWeights", + "ACN_SoftControlNetWeightsSD15", + "ACN_SoftT2IAdapterWeights", + "ACN_SparseCtrlIndexMethodNode", + "ACN_SparseCtrlLoaderAdvanced", + "ACN_SparseCtrlMergedLoaderAdvanced", + "ACN_SparseCtrlRGBPreprocessor", + "ACN_SparseCtrlSpreadMethodNode", + "ACN_SparseCtrlWeightExtras", + "ACN_TimestepKeyframeFromStrengthList", + "ACN_TimestepKeyframeInterpolation", + "ControlNetLoaderAdvanced", + "CustomControlNetWeights", + "CustomT2IAdapterWeights", + "DiffControlNetLoaderAdvanced", + "LatentKeyframe", + "LatentKeyframeBatchedGroup", + "LatentKeyframeGroup", + "LatentKeyframeTiming", + "LoadImagesFromDirectory", + "ScaledSoftControlNetWeights", + "ScaledSoftMaskedUniversalWeights", + "SoftControlNetWeights", + "SoftT2IAdapterWeights", + "TimestepKeyframe" + ], + { + "title_aux": "ComfyUI-Advanced-ControlNet" + } + ], + "https://github.com/Kosinkadink/ComfyUI-AnimateDiff-Evolved": [ + [ + "ADBlockComboNode", + "ADBlockIndivNode", + "ADE_AdjustPEFullStretch", + "ADE_AdjustPEManual", + "ADE_AdjustPESweetspotStretch", + "ADE_AdjustWeightAllAdd", + "ADE_AdjustWeightAllMult", + "ADE_AdjustWeightIndivAdd", + "ADE_AdjustWeightIndivAttnAdd", + "ADE_AdjustWeightIndivAttnMult", + "ADE_AdjustWeightIndivMult", + "ADE_AncestralOptions", + "ADE_AnimateDiffCombine", + "ADE_AnimateDiffKeyframe", + "ADE_AnimateDiffLoRALoader", + "ADE_AnimateDiffLoaderGen1", + "ADE_AnimateDiffLoaderV1Advanced", + "ADE_AnimateDiffLoaderWithContext", + "ADE_AnimateDiffModelSettings", + "ADE_AnimateDiffModelSettingsAdvancedAttnStrengths", + "ADE_AnimateDiffModelSettingsSimple", + "ADE_AnimateDiffModelSettings_Release", + "ADE_AnimateDiffSamplingSettings", + "ADE_AnimateDiffSettings", + "ADE_AnimateDiffUniformContextOptions", + "ADE_AnimateDiffUnload", + "ADE_ApplyAnimateDiffModel", + "ADE_ApplyAnimateDiffModelSimple", + "ADE_ApplyAnimateDiffModelWithCameraCtrl", + "ADE_ApplyAnimateDiffModelWithPIA", + "ADE_ApplyAnimateLCMI2VModel", + "ADE_AttachLoraHookToCLIP", + "ADE_AttachLoraHookToConditioning", + "ADE_BatchedContextOptions", + "ADE_CFGExtrasPAG", + "ADE_CFGExtrasPAGSimple", + "ADE_CFGExtrasRescaleCFG", + "ADE_CFGExtrasRescaleCFGSimple", + "ADE_CameraCtrlAnimateDiffKeyframe", + "ADE_CameraManualPoseAppend", + "ADE_CameraPoseAdvanced", + "ADE_CameraPoseBasic", + "ADE_CameraPoseCombo", + "ADE_CombineLoraHooks", + "ADE_CombineLoraHooksEight", + "ADE_CombineLoraHooksFour", + "ADE_ConditioningCombine", + "ADE_ConditioningSetMask", + "ADE_ConditioningSetMaskAndCombine", + "ADE_ConditioningSetUnmaskedAndCombine", + "ADE_ContextExtras_ContextRef", + "ADE_ContextExtras_ContextRef_Keyframe", + "ADE_ContextExtras_ContextRef_KeyframeFromList", + "ADE_ContextExtras_ContextRef_KeyframeInterpolation", + "ADE_ContextExtras_ContextRef_ModeFirst", + "ADE_ContextExtras_ContextRef_ModeIndexes", + "ADE_ContextExtras_ContextRef_ModeSliding", + "ADE_ContextExtras_ContextRef_TuneAttn", + "ADE_ContextExtras_ContextRef_TuneAttnAdain", + "ADE_ContextExtras_NaiveReuse", + "ADE_ContextExtras_NaiveReuse_Keyframe", + "ADE_ContextExtras_NaiveReuse_KeyframeFromList", + "ADE_ContextExtras_NaiveReuse_KeyframeInterpolation", + "ADE_ContextExtras_Set", + "ADE_CustomCFG", + "ADE_CustomCFGKeyframe", + "ADE_CustomCFGKeyframeFromList", + "ADE_CustomCFGKeyframeInterpolation", + "ADE_CustomCFGKeyframeSimple", + "ADE_CustomCFGSimple", + "ADE_EmptyLatentImageLarge", + "ADE_InjectI2VIntoAnimateDiffModel", + "ADE_InjectPIAIntoAnimateDiffModel", + "ADE_InputPIA_Multival", + "ADE_InputPIA_PaperPresets", + "ADE_IterationOptsDefault", + "ADE_IterationOptsFreeInit", + "ADE_LoadAnimateDiffModel", + "ADE_LoadAnimateDiffModelWithCameraCtrl", + "ADE_LoadAnimateLCMI2VModel", + "ADE_LoadCameraPoses", + "ADE_LoadCameraPosesFromPath", + "ADE_LoopedUniformContextOptions", + "ADE_LoopedUniformViewOptions", + "ADE_LoraHookKeyframe", + "ADE_LoraHookKeyframeFromStrengthList", + "ADE_LoraHookKeyframeInterpolation", + "ADE_MultivalConvertToMask", + "ADE_MultivalDynamic", + "ADE_MultivalDynamicFloatInput", + "ADE_MultivalDynamicFloats", + "ADE_MultivalScaledMask", + "ADE_NoiseCalibration", + "ADE_NoiseLayerAdd", + "ADE_NoiseLayerAddWeighted", + "ADE_NoiseLayerNormalizedSum", + "ADE_NoiseLayerReplace", + "ADE_NoisedImageInjectOptions", + "ADE_NoisedImageInjection", + "ADE_PIA_AnimateDiffKeyframe", + "ADE_PairedConditioningCombine", + "ADE_PairedConditioningSetMask", + "ADE_PairedConditioningSetMaskAndCombine", + "ADE_PairedConditioningSetUnmaskedAndCombine", + "ADE_PerturbedAttentionGuidanceMultival", + "ADE_RawSigmaSchedule", + "ADE_RegisterLoraHook", + "ADE_RegisterLoraHookModelOnly", + "ADE_RegisterModelAsLoraHook", + "ADE_RegisterModelAsLoraHookModelOnly", + "ADE_ReplaceCameraParameters", + "ADE_ReplaceOriginalPoseAspectRatio", + "ADE_RescaleCFGMultival", + "ADE_SetLoraHookKeyframe", + "ADE_SigmaSchedule", + "ADE_SigmaScheduleSplitAndCombine", + "ADE_SigmaScheduleToSigmas", + "ADE_SigmaScheduleWeightedAverage", + "ADE_SigmaScheduleWeightedAverageInterp", + "ADE_StandardStaticContextOptions", + "ADE_StandardStaticViewOptions", + "ADE_StandardUniformContextOptions", + "ADE_StandardUniformViewOptions", + "ADE_TimestepsConditioning", + "ADE_UpscaleAndVAEEncode", + "ADE_UseEvolvedSampling", + "ADE_ViewsOnlyContextOptions", + "ADE_VisualizeContextOptionsK", + "ADE_VisualizeContextOptionsKAdv", + "ADE_VisualizeContextOptionsSCustom", + "AddValuesReplaceNode", + "AnimateDiffLoaderV1", + "CheckpointLoaderSimpleWithNoiseSelect", + "ConditionExtractionNode", + "FloatToFloatsNode", + "PerBlockHighLevelNode", + "PerBlock_SD15_FromFloatsNode", + "PerBlock_SD15_LowLevelNode", + "PerBlock_SD15_MidLevelNode", + "PerBlock_SDXL_FromFloatsNode", + "PerBlock_SDXL_LowLevelNode", + "PerBlock_SDXL_MidLevelNode", + "PromptSchedulingLatentsNode", + "PromptSchedulingNode", + "ValueSchedulingLatentsNode", + "ValueSchedulingNode" + ], + { + "title_aux": "AnimateDiff Evolved" + } + ], + "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite": [ + [ + "VHS_AudioToVHSAudio", + "VHS_BatchManager", + "VHS_DuplicateImages", + "VHS_DuplicateLatents", + "VHS_DuplicateMasks", + "VHS_GetImageCount", + "VHS_GetLatentCount", + "VHS_GetMaskCount", + "VHS_LoadAudio", + "VHS_LoadAudioUpload", + "VHS_LoadImagePath", + "VHS_LoadImages", + "VHS_LoadImagesPath", + "VHS_LoadVideo", + "VHS_LoadVideoFFmpeg", + "VHS_LoadVideoFFmpegPath", + "VHS_LoadVideoPath", + "VHS_MergeImages", + "VHS_MergeLatents", + "VHS_MergeMasks", + "VHS_PruneOutputs", + "VHS_SelectEveryNthImage", + "VHS_SelectEveryNthLatent", + "VHS_SelectEveryNthMask", + "VHS_SelectFilename", + "VHS_SelectImages", + "VHS_SelectLatents", + "VHS_SelectLatest", + "VHS_SelectMasks", + "VHS_SplitImages", + "VHS_SplitLatents", + "VHS_SplitMasks", + "VHS_Unbatch", + "VHS_VAEDecodeBatched", + "VHS_VAEEncodeBatched", + "VHS_VHSAudioToAudio", + "VHS_VideoCombine", + "VHS_VideoInfo", + "VHS_VideoInfoLoaded", + "VHS_VideoInfoSource" + ], + { + "title_aux": "ComfyUI-VideoHelperSuite" + } + ], + "https://github.com/Koushakur/ComfyUI-DenoiseChooser": [ + [ + "DenoiseChooser|Koushakur" + ], + { + "title_aux": "ComfyUI-DenoiseChooser" + } + ], + "https://github.com/KunmyonChoi/ComfyUI_S3_direct": [ + [ + "CKM Direct Load Image From S3", + "CKM Direct Save Image To S3", + "Direct Load Image From S3", + "Direct Save Image To S3", + "Save VHS Video to S3" + ], + { + "title_aux": "ComfyUI_S3_direct" + } + ], + "https://github.com/Kurdknight/Kurdknight_comfycheck": [ + [ + "SystemCheck", + "SystemViz" + ], + { + "title_aux": "KurdKnight ComfyUI System Check Node" + } + ], + "https://github.com/KursatAs/KrsNodes": [ + [ + "CropPadAdvancedKrs", + "QwenImageEditLatentKrs", + "TextEncodeQwenImageEditKrsAdvanced", + "TextEncodeQwenImageEditKrsSimple" + ], + { + "title_aux": "Comfyui Krs Nodes" + } + ], + "https://github.com/KwaiVGI/ComfyUI-KLingAI-API": [ + [ + "Client", + "Effects", + "Image Expander", + "Image Generator", + "Image2Video", + "KLingAI Preview Audio", + "KLingAI Preview Video", + "Lip Sync", + "Lip Sync Audio Input", + "Lip Sync Text Input", + "Text2Audio", + "Text2Video", + "Video Extender", + "Video2Audio", + "Virtual Try On" + ], + { + "title_aux": "ComfyUI-KLingAI-API" + } + ], + "https://github.com/Ky11le/draw_tools": [ + [ + "DetectInnerBox", + "PasteIntoFrame", + "TextBoxAutoWrap" + ], + { + "title_aux": "draw_tools" + } + ], + "https://github.com/KytraScript/ComfyUI_KytraWebhookHTTP": [ + [ + "SendToDiscordWebhook" + ], + { + "title_aux": "ComfyUI_KytraWebhookHTTP" + } + ], + "https://github.com/KytraScript/ComfyUI_MatAnyone_Kytra": [ + [ + "Kytra_Images_To_RGB", + "MatAnyoneVideoMatting" + ], + { + "title_aux": "ComfyUI_MatAnyone_Kytra" + } + ], + "https://github.com/L-Hugh/ComfyUI-Lumina-DiMOO": [ + [ + "Generator_I2I", + "Generator_T2I", + "ImageTokens_I2I", + "ImageTokens_Inpainting", + "ImageTokens_T2I", + "LoadModel", + "PromptBuilder", + "VQDecode" + ], + { + "title_aux": "ComfyUI-Lumina-DiMOO" + } + ], + "https://github.com/L33chKing/ComfyUI-danbooru-FAISS-search": [ + [ + "DanbooruLookupAndDownload", + "GetDanbooru", + "StyleSimilarity", + "TagPrompt" + ], + { + "title_aux": "Danbooru FAISS Search Nodes" + } + ], + "https://github.com/L33chKing/ComfyUI_Channel_Ops": [ + [ + "ChannelOpsNode", + "LayerBlendingNode" + ], + { + "title_aux": "ComfyUI Channel Ops" + } + ], + "https://github.com/L33chKing/comfyui-tag-frequency-weighter": [ + [ + "TagFrequencyWeighter" + ], + { + "title_aux": "Tag Frequency Weighter for ComfyUI" + } + ], + "https://github.com/LAOGOU-666/ComfyUI-LG_HotReload": [ + [ + "HotReload_Terminal" + ], + { + "title_aux": "ComfyUI-LG_HotReload" + } + ], + "https://github.com/LAOGOU-666/ComfyUI-LG_SamplingUtils": [ + [ + "LGNoiseInjection", + "LGNoiseInjectionLatent", + "ModelSamplingZImage", + "SigmasEditor", + "ZImageTimestepNoise" + ], + { + "title_aux": "ComfyUI-LG_SamplingUtils" + } + ], + "https://github.com/LAOGOU-666/ComfyUI_LG_FFT": [ + [ + "LG_FFTNode", + "LG_IFFTNode" + ], + { + "title_aux": "ComfyUI_LG_FFT" + } + ], + "https://github.com/LAOGOU-666/Comfyui-LG_GroupExecutor": [ + [ + "GroupExecutorRepeater", + "GroupExecutorSender", + "GroupExecutorSingle", + "ImageListRepeater", + "ImageListSplitter", + "LG_AccumulatePreview", + "LG_ClearAccumulatedValues", + "LG_ConcatVideoFiles", + "LG_CreateAndSaveVideo", + "LG_FastPreview", + "LG_ImageReceiver", + "LG_ImageSender", + "LG_SaveAudioGetPath", + "LG_ValueReceiver", + "LG_ValueSender", + "MaskListRepeater", + "MaskListSplitter" + ], + { + "title_aux": "Comfyui-LG_GroupExecutor" + } + ], + "https://github.com/LAOGOU-666/Comfyui-LG_Relight": [ + [ + "LG_Relight", + "LG_Relight_Basic", + "LG_Relight_Ultra" + ], + { + "title_aux": "Comfyui-LG_Relight" + } + ], + "https://github.com/LAOGOU-666/Comfyui-Memory_Cleanup": [ + [ + "RAMCleanup", + "VRAMCleanup" + ], + { + "title_aux": "Comfyui-Memory_Cleanup" + } + ], + "https://github.com/LAOGOU-666/Comfyui_LG_Tools": [ + [ + "AFL2:ImageRestoreNodeV2", + "AFL2:MaskBoxCropNodeV2", + "AFL2_PSD_Layer", + "AFL2_Save_PSD", + "BridgePreviewNode", + "CachePreviewBridge", + "ColorAdjustment", + "ComboSetter", + "FastCanvas", + "FastCanvasComposite", + "FastCanvasTool", + "GroupSwitcher", + "ImageCropper", + "ImageSelector", + "ImageSizeAdjustment", + "InspyrenetRembgLoader", + "InspyrenetRembgProcess", + "LG_Counter", + "LG_FloatRange", + "LG_ImageLoaderWithCounter", + "LG_InstallDependencies", + "LG_LatentBatchToList", + "LG_LoadImage", + "LG_MaskBatchMerge", + "LG_MaskHoleFiller", + "LG_Noise", + "LG_PipManager", + "LG_SaveImage", + "LazySwitch1way", + "LazySwitch2way", + "MuterSwitcher", + "TransformDataFromString" + ], + { + "title_aux": "Comfyui_LG_Tools" + } + ], + "https://github.com/LDNKS094/ComfyUI-Painter-I2V-AIO": [ + [ + "PainterI2V", + "PainterI2VAdvanced", + "PainterI2VExtend", + "PainterSampler", + "PainterSamplerAdvanced" + ], + { + "title_aux": "ComfyUI-Painter-I2V-AIO" + } + ], + "https://github.com/LEv145/images-grid-comfy-plugin": [ + [ + "GridAnnotation", + "ImageCombine", + "ImagesGridByColumns", + "ImagesGridByRows", + "LatentCombine" + ], + { + "title_aux": "ImagesGrid" + } + ], + "https://github.com/LK-168/comfyui_imgutils": [ + [ + "BBoxFilter", + "BBoxToMaskNode", + "CensorWithMask", + "ImgutilsAutoSegmenter", + "ImgutilsBBoxSegmenter", + "ImgutilsGenericDetector", + "MaskAttributeNodeLK", + "MaskCombineNodeLK", + "MaskEdgeNodeLK", + "MaskHelperLK", + "MaskInfoNodeLK", + "MaskMorphologyNodeLK", + "MaskToBBoxNode", + "SAMLoaderLK", + "SAMPredictorNode" + ], + { + "title_aux": "comfyui_imgutils" + } + ], + "https://github.com/LKbaba/ComfyUI-TuZi-Flux-Kontext": [ + [ + "FluxKontext_ImageToImage", + "FluxKontext_MultiImageToImage", + "FluxKontext_TextToImage" + ], + { + "title_aux": "ComfyUI-TuZi-Flux-Kontext" + } + ], + "https://github.com/LaVie024/comfyui-lopi999-llm": [ + [ + "CanaryQwenASR", + "LLMNode(lopi999)" + ], + { + "title_aux": "comfyui-lopi999-llm" + } + ], + "https://github.com/Lakonik/ComfyUI-piFlow": [ + [ + "Load pi-Flow Model", + "Load pi-Flow Model (GGUF)", + "ModelSamplingPiFlow", + "pi-Flow Sampler" + ], + { + "title_aux": "ComfyUI-piFlow" + } + ], + "https://github.com/LamEmil/ComfyUI_ASCIIArtNode": [ + [ + "ASCIIAnimationGenerator", + "ASCIIArtGenerator", + "ColorASCIIAnimationGenerator", + "RealisticColorASCIIAnimationGenerator", + "SequentialTwoPassTypingColorASCIIAnimation", + "TwoPassTypingColorASCIIAnimation", + "VideoToColorStaticASCIIArt", + "VideoToDynamicColorASCIIArt" + ], + { + "title_aux": "ComfyUI ASCII Art Nodes" + } + ], + "https://github.com/LaoMaoBoss/ComfyUI-WBLESS": [ + [ + "Inversed Switch", + "RunningHUB API", + "Switch" + ], + { + "title_aux": "ComfyUI-WBLESS" + } + ], + "https://github.com/LarryJane491/Image-Captioning-in-ComfyUI": [ + [ + "LoRA Caption Load", + "LoRA Caption Save" + ], + { + "title_aux": "Image-Captioning-in-ComfyUI" + } + ], + "https://github.com/LarryJane491/Lora-Training-in-Comfy": [ + [ + "Lora Training in Comfy (Advanced)", + "Lora Training in ComfyUI", + "Tensorboard Access" + ], + { + "title_aux": "Lora-Training-in-Comfy" + } + ], + "https://github.com/LatentSpaceDirective/ComfyUI-Texturaizer": [ + [ + "Texturaizer_ApplyControlNets", + "Texturaizer_ApplyStyleToPrompt", + "Texturaizer_CachedCNLoader", + "Texturaizer_CachedCheckpointLoader", + "Texturaizer_CircularVAEDecode", + "Texturaizer_ClipEncodeSwitchVersion", + "Texturaizer_CombinedConditioningFromColors", + "Texturaizer_ExtractCNData", + "Texturaizer_GenerateNoise", + "Texturaizer_GetCNData", + "Texturaizer_GetClipModelName", + "Texturaizer_GetFluxGuidance", + "Texturaizer_GetIPAdapterData", + "Texturaizer_GetImageData", + "Texturaizer_GetJsonData", + "Texturaizer_GetKontextData", + "Texturaizer_GetLoraData", + "Texturaizer_GetMaterialTileData", + "Texturaizer_GetModelName", + "Texturaizer_GetPromptData", + "Texturaizer_GetRenderData", + "Texturaizer_GetSamplerData", + "Texturaizer_GetSegData", + "Texturaizer_GetStyleData", + "Texturaizer_GetVAEName", + "Texturaizer_IPAdapterEmbeds", + "Texturaizer_KSamplerAdvanced", + "Texturaizer_Placeholder", + "Texturaizer_PowerLoraLoader", + "Texturaizer_SeamlessTilingPatch", + "Texturaizer_SendImage", + "Texturaizer_SetGlobalDir", + "Texturaizer_SigmasSelector", + "Texturaizer_SwitchAny", + "Texturaizer_SwitchLazy", + "Texturaizer_SwitchSmart", + "Texturaizer_UseSDXL" + ], + { + "title_aux": "ComfyUI-Texturaizer" + } + ], + "https://github.com/Laurent2916/comfyui-piq": [ + [ + "ContentScore", + "DISTS", + "DSS", + "FSIM", + "GMSD", + "HaarPSI", + "IW-SSIM", + "LPIPS", + "MDSI", + "MS-SSIM", + "MSGMSD", + "PSNR", + "PieAPP", + "SRSIM", + "SSIM", + "StyleScore", + "VIFp" + ], + { + "title_aux": "comfyui-piq" + } + ], + "https://github.com/Lavah000/ComfyUI-AdvGenPack": [ + [ + "AGP_Bloom_Glow_FX", + "AGP_Checkpoint_Mask_Generator", + "AGP_Checkpoint_Merger_Advanced", + "AGP_Checkpoint_Merger_Blockwise", + "AGP_Checkpoint_Merger_DARE", + "AGP_Chromatic_Aberration", + "AGP_Color_Grading_Preset", + "AGP_Curves_And_Levels", + "AGP_Denoise_Suite", + "AGP_Film_Grain_Noise", + "AGP_HSV_Shifter", + "AGP_Histogram_Equalizer", + "AGP_Keyframe_Extractor", + "AGP_LUT_3D_Loader", + "AGP_LoRA_DARE_Merger", + "AGP_LoRA_Multi_Merger", + "AGP_LoRA_Strength_Scheduler", + "AGP_Motion_Prediction_Sampler", + "AGP_Optical_Flow_Interpolator", + "AGP_Sharpening_Filter", + "AGP_Temporal_Consistency_Enforcer", + "AGP_WAN_Boundary_Optimizer", + "AGP_WAN_Lightning_Hybrid", + "AGP_WAN_Multi_Expert_Sampler", + "AGP_WAN_Noise_Mixer_Expert", + "AGP_White_Balance_Corrector" + ], + { + "title_aux": "ComfyUI Advanced Generation Pack (AGP)" + } + ], + "https://github.com/Layer-norm/comfyui-lama-remover": [ + [ + "LamaRemover", + "LamaRemoverIMG" + ], + { + "title_aux": "Comfyui lama remover" + } + ], + "https://github.com/LeanModels/ComfyUI-DFloat11": [ + [ + "DFloat11ModelLoader" + ], + { + "title_aux": "ComfyUI-DFloat11" + } + ], + "https://github.com/Legorobotdude/ComfyUI-VariationLab": [ + [ + "CFGExplorer", + "CheckpointExplorer", + "StepExplorer" + ], + { + "title_aux": "ComfyUI-VariationLab" + } + ], + "https://github.com/LeonQ8/ComfyUI-Dynamic-Lora-Scheduler": [ + [ + "AdaptiveLoraScheduler", + "LoadWanVideoClipTextEncoder", + "LoadWanVideoT5TextEncoder", + "WanVideoBlockSwap", + "WanVideoExtraModelSelect", + "WanVideoLoraBlockEdit", + "WanVideoLoraSelect", + "WanVideoLoraSelectByName", + "WanVideoLoraSelectMulti", + "WanVideoModelLoader", + "WanVideoSetLoRAs", + "WanVideoTinyVAELoader", + "WanVideoTorchCompileSettings", + "WanVideoVACEModelSelect", + "WanVideoVAELoader", + "WanVideoVRAMManagement" + ], + { + "title_aux": "ComfyUI-Dynamic-Lora-Scheduler" + } + ], + "https://github.com/Lerc/canvas_tab": [ + [ + "Canvas_Tab", + "Send_To_Editor" + ], + { + "author": "Lerc", + "description": "This extension provides a full page image editor with mask support. There are two nodes, one to receive images from the editor and one to send images to the editor.", + "nickname": "Canvas Tab", + "title": "Canvas Tab", + "title_aux": "Canvas Tab" + } + ], + "https://github.com/LevelPixel/ComfyUI-LevelPixel": [ + [ + "AnyToText|LP", + "BoolToInt|LP", + "BoolToString|LP", + "CLIP Text Encode Translate [LP]", + "CLIPTextEncodeTranslate|LP", + "Calculate Target Size By Mask [LP]", + "CalculateTargetSizeByMask|LP", + "ComboToText|LP", + "Convert Any To Text [LP]", + "Convert Bool To Int [LP]", + "Convert Bool To String [LP]", + "Convert Combo To Text [LP]", + "Convert Float To Int [LP]", + "Convert Float To String [LP]", + "Convert Int To Bool [LP]", + "Convert Int To Float [LP]", + "Convert Int To String [LP]", + "Convert String To Bool [LP]", + "Convert String To Combo [LP]", + "Convert String To Float [LP]", + "Convert String To Int [LP]", + "Convert String To Number [LP]", + "Count Objects [LP]", + "CountObjects|LP", + "Cropped Aspect Size Parameters [LP]", + "Cropped Forsed Size Parameters [LP]", + "Cropped Free Size Parameters [LP]", + "Cropped Ranged Size Parameters [LP]", + "CroppedAspectSizeParameters|LP", + "CroppedForsedSizeParameters|LP", + "CroppedFreeSizeParameters|LP", + "CroppedRangedSizeParameters|LP", + "Delay [LP]", + "Delay|LP", + "Extend Factor Parameters [LP]", + "ExtendFactorParameters|LP", + "Fast Checker Pattern [LP]", + "FastCheckerPattern|LP", + "File Counter [LP]", + "FileCounter|LP", + "Find Value From File [LP]", + "FindValueFromFile|LP", + "FloatToInt|LP", + "FloatToString|LP", + "Get ComfyUI Folder Path [LP]", + "Get ComfyUI HTTP Folder Path [LP]", + "Get Filename By Index In Folder [LP]", + "Get Iterator Data From Image Folders [LP]", + "Get Iterator Data From Videos [LP]", + "GetComfyUIFolderPath|LP", + "GetComfyUIHttpFolderPath|LP", + "GetFilenameByIndexInFolder|LP", + "GetIteratorDataImageFolders|LP", + "GetIteratorDataVideos|LP", + "Hard Unload All Models [LP]", + "HardModelUnloader|LP", + "HundredthsSimpleFloatSlider|LP", + "Image Data Iterator [LP]", + "Image Loader From Path [LP]", + "Image Overlay [LP]", + "ImageDataIterator|LP", + "ImageLoaderFromPath|LP", + "ImageOverlay|LP", + "Inpaint Crop [LP]", + "Inpaint Stitch [LP]", + "InpaintCrop|LP", + "InpaintStitch|LP", + "IntToBool|LP", + "IntToFloat|LP", + "IntToString|LP", + "Iterator [LP]", + "Iterator|LP", + "Keep Only English Tags [LP]", + "Keep Only English Words [LP]", + "KeepOnlyEnglishTags|LP", + "KeepOnlyEnglishWords|LP", + "Load Image [LP]", + "Load LoRA Tag [LP]", + "LoadImage|LP", + "LoraTagLoader|LP", + "ModelUnloader|LP", + "Override CLIP Device [LP]", + "Override CLIP Vision Device [LP]", + "Override VAE Device [LP]", + "OverrideCLIPDevice|LP", + "OverrideCLIPVisionDevice|LP", + "OverrideVAEDevice|LP", + "Pipe In [LP]", + "Pipe Out [LP]", + "Pipe [LP]", + "PipeIn|LP", + "PipeOut|LP", + "Pipe|LP", + "Preview Image Bridge [LP]", + "PreviewImageForConditions|LP", + "Remove Banned Tags From Tags [LP]", + "Remove Banned Tags From Text [LP]", + "Remove Duplicate Tags [LP]", + "RemoveBannedTagsFromTags|LP", + "RemoveBannedTagsFromText|LP", + "RemoveDuplicateTags|LP", + "Resize Image To Target Size [LP]", + "Resize Image and Masks [LP]", + "ResizeImageAndMasks|LP", + "ResizeImageToTargetSize|LP", + "Resorting Tags [LP]", + "ResortingTags|LP", + "Seed [LP]", + "Seed|LP", + "Show Text Bridge [LP]", + "Show Text [LP]", + "ShowTextBridge|LP", + "ShowText|LP", + "Simple Float Slider - Hundredths Step [LP]", + "Simple Float Slider - Tenths Step [LP]", + "Simple Float Slider [LP]", + "SimpleFloatSlider|LP", + "Soft Full Clean RAM and VRAM [LP]", + "Soft Unload Models Data [LP]", + "SoftFullCleanRAMAndVRAM|LP", + "SoftModelUnloader|LP", + "Split Compound Text [LP]", + "SplitCompoundText|LP", + "String Cycler [LP]", + "String [LP]", + "StringCycler|LP", + "StringToBool|LP", + "StringToCombo|LP", + "StringToFloat|LP", + "StringToInt|LP", + "StringToNumber|LP", + "String|LP", + "Tag Category Filter [LP]", + "Tag Category Keeper [LP]", + "Tag Category Remover [LP]", + "Tag Category [LP]", + "Tag Merger [LP]", + "Tag Remover [LP]", + "Tag Replace [LP]", + "Tag Switcher [LP]", + "TagCategoryFilter|LP", + "TagCategoryKeeper|LP", + "TagCategoryRemover|LP", + "TagCategory|LP", + "TagMerger|LP", + "TagRemover|LP", + "TagReplace|LP", + "TagSwitcher|LP", + "TenthsSimpleFloatSlider|LP", + "Text Choice Parser [LP]", + "Text Replace [LP]", + "Text To List [LP]", + "Text Translate [LP]", + "Text [LP]", + "TextChoiceParser|LP", + "TextReplace|LP", + "TextToList|LP", + "TextTranslateManualAll|LP", + "TextTranslateManual|LP", + "TextTranslate|LP", + "Text|LP", + "Unload Model [LP]" + ], + { + "title_aux": "ComfyUI Level Pixel" + } + ], + "https://github.com/LevelPixel/ComfyUI-LevelPixel-Advanced": [ + [ + "Autotagger [LP]", + "Autotagger|LP", + "Color Input [LP]", + "ColorInput|LP", + "Image Remove Background (BiRefNet) [LP]", + "Image Remove Background (RMBG) [LP]", + "Image Remove Background (rembg) [LP]", + "ImageRemoveBackgroundBiRefNet|LP", + "ImageRemoveBackgroundRMBG|LP", + "ImageRemoveBackground|LP", + "LLM Advanced [LP]", + "LLM Loader [LP]", + "LLM Sampler [LP]", + "LLMAdvanced|LP", + "LLMLoader|LP", + "LLMSampler|LP", + "LLava Advanced [LP]", + "LLava Clip Loader [LP]", + "LLava Loader [LP]", + "LLava Sampler Advanced [LP]", + "LLava Sampler Simple [LP]", + "LLava Simple [LP]", + "LLavaAdvanced|LP", + "LLavaClipLoader|LP", + "LLavaLoader|LP", + "LLavaSamplerAdvanced|LP", + "LLavaSamplerSimple|LP", + "LLavaSimple|LP", + "Multimodal Generator Advanced [LP]", + "MultimodalGeneratorAdvanced|LP", + "Recognize Anything (RAM) [LP]", + "RecognizeAnything(RAM)|LP" + ], + { + "title_aux": "ComfyUI Level Pixel Advanced" + } + ], + "https://github.com/Lex-DRL/ComfyUI-BestResolution": [ + [ + "BestResolutionFromArea", + "BestResolutionFromAreaUpscale", + "BestResolutionFromAspectRatio", + "BestResolutionPrimCropPadStrategy", + "BestResolutionPrimResPriority", + "BestResolutionScale", + "BestResolutionSimple", + "BestResolutionUpscaledCropPad", + "ImageUpscaleByWithModel" + ], + { + "title_aux": "Best Resolution" + } + ], + "https://github.com/Lex-DRL/ComfyUI-StringConstructor": [ + [ + "StringConstructorDictAddAny", + "StringConstructorDictAddString", + "StringConstructorDictExtractString", + "StringConstructorDictFromText", + "StringConstructorDictPreview", + "StringConstructorFormatter", + "StringConstructorValidateKeys" + ], + { + "title_aux": "String Constructor (Text-Formatting)" + } + ], + "https://github.com/Lhyejin/ComfyUI-Fill-Image-for-Outpainting": [ + [ + "FillImageForOutpainting" + ], + { + "title_aux": "ComfyUI-Fill-Image-for-Outpainting" + } + ], + "https://github.com/LiJT/ComfyUI-Gemini-Prompt-Generator-JT": [ + [ + "GeminiPromptGeneratorJT" + ], + { + "title_aux": "Gemini prompt generator JT version" + } + ], + "https://github.com/Light-x02/ComfyUI-Civitai-Discovery-Hub": [ + [ + "CivitaiDiscoveryHubNode", + "ClearLoraName" + ], + { + "title_aux": "ComfyUI-Civitai-Discovery-Hub" + } + ], + "https://github.com/Light-x02/ComfyUI-FluxSettingsNode": [ + [ + "DisableNoise", + "FluxSettingsNode" + ], + { + "title_aux": "Flux Settings Node" + } + ], + "https://github.com/Light-x02/ComfyUI-Lightx02-Nodes": [ + [ + "FluxPipeUnpack", + "FluxSettingsPipe", + "ImageMetadataLoader", + "ImageMetadataSaver", + "LMMExtractPromptsNode", + "LatentSettings", + "Loraloadertotext", + "PipeHub", + "PreviewMask", + "UniversalLatentSettings", + "cropImage" + ], + { + "title_aux": "Light-x02 Nodes" + } + ], + "https://github.com/Light-x02/ComfyUI-checkpoint-Discovery-Hub": [ + [ + "CheckpointDiscoveryHub" + ], + { + "title_aux": "ComfyUI-checkpoint-Discovery-Hub" + } + ], + "https://github.com/LightSketch-ai/ComfyUI-LivePortraitNode": [ + [ + "LightSketch Live Portrait", + "Preview Video" + ], + { + "title_aux": "ComfyUI-LivePortraitNode (Replicate API)" + } + ], + "https://github.com/Lightricks/ComfyUI-LTXVideo": [ + [ + "AddLatentGuide", + "DynamicConditioning", + "GemmaAPITextEncode", + "GuiderParameters", + "ImageToCPU", + "LTXAddImageGuide", + "LTXAddVideoICLoRAGuide", + "LTXAttentioOverride", + "LTXAttentionBank", + "LTXAttnOverride", + "LTXFetaEnhance", + "LTXFlowEditCFGGuider", + "LTXFlowEditSampler", + "LTXForwardModelSamplingPred", + "LTXICLoRALoaderModelOnly", + "LTXPerturbedAttention", + "LTXPrepareAttnInjections", + "LTXQ8Patch", + "LTXRFForwardODESampler", + "LTXRFReverseODESampler", + "LTXReverseModelSamplingPred", + "LTXVAdainLatent", + "LTXVAddGuideAdvanced", + "LTXVAddLatentGuide", + "LTXVApplySTG", + "LTXVBaseSampler", + "LTXVExtendSampler", + "LTXVGemmaCLIPModelLoader", + "LTXVGemmaEnhancePrompt", + "LTXVImgToVideoConditionOnly", + "LTXVInContextSampler", + "LTXVLinearOverlapLatentTransition", + "LTXVLoadConditioning", + "LTXVLoopingSampler", + "LTXVMultiPromptProvider", + "LTXVNormalizingSampler", + "LTXVPatcherVAE", + "LTXVPerStepAdainPatcher", + "LTXVPerStepStatNormPatcher", + "LTXVPreprocessMasks", + "LTXVPromptEnhancer", + "LTXVPromptEnhancerLoader", + "LTXVQ8LoraModelLoader", + "LTXVSaveConditioning", + "LTXVSelectLatents", + "LTXVSetVideoLatentNoiseMasks", + "LTXVStatNormLatent", + "LTXVTiledSampler", + "LTXVTiledVAEDecode", + "LowVRAMAudioVAELoader", + "LowVRAMCheckpointLoader", + "LowVRAMLatentUpscaleModelLoader", + "ModifyLTXModel", + "MultimodalGuider", + "STGAdvancedPresets", + "STGGuiderAdvanced", + "STGGuiderNode", + "Set VAE Decoder Noise" + ], + { + "title_aux": "ComfyUI-LTXVideo" + } + ], + "https://github.com/Limbicnation/ComfyUI-PromptGenerator": [ + [ + "PromptGenerator", + "StyleApplier" + ], + { + "title_aux": "ComfyUI-PromptGenerator" + } + ], + "https://github.com/Limbicnation/ComfyUI-RandomSeedGenerator": [ + [ + "AdvancedSeedGenerator" + ], + { + "title_aux": "ComfyUI-RandomSeedGenerator" + } + ], + "https://github.com/Limbicnation/ComfyUI-TransparencyBackgroundRemover": [ + [ + "AutoGrabCutRemover", + "GrabCutRefinement", + "TransparencyBackgroundRemover", + "TransparencyBackgroundRemoverBatch" + ], + { + "title_aux": "Transparency Background Remover" + } + ], + "https://github.com/Limbicnation/ComfyUIDepthEstimation": [ + [ + "DepthEstimationNode" + ], + { + "title_aux": "Depth Estimation Node" + } + ], + "https://github.com/Limbicnation/ComfyUI_FaceDetectionNode": [ + [ + "FaceDetectionNode", + "custom_nodes" + ], + { + "nodename_pattern": "FaceDetectionNode", + "title_aux": "ComfyUI Face Detection Node" + } + ], + "https://github.com/Limitex/ComfyUI-Calculation": [ + [ + "CenterCalculation", + "CreateQRCode" + ], + { + "title_aux": "ComfyUI-Calculation" + } + ], + "https://github.com/Limitex/ComfyUI-Diffusers": [ + [ + "CreateIntListNode", + "DiffusersClipTextEncode", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSampler", + "DiffusersSchedulerLoader", + "DiffusersVaeLoader", + "LcmLoraLoader", + "StreamDiffusionCreateStream", + "StreamDiffusionFastSampler", + "StreamDiffusionSampler", + "StreamDiffusionWarmup" + ], + { + "title_aux": "ComfyUI-Diffusers" + } + ], + "https://github.com/Ling-APE/ComfyUI-PixelResolutionCalculator": [ + [ + "LatentSizeToPixelSize", + "PixelResolutionCalculator" + ], + { + "title_aux": "ComfyUI-PixelResolutionCalculator" + } + ], + "https://github.com/LingSss9/comfyui-merge": [ + [ + "LoadLoRAMenu", + "MergeLoRAsKohyaSSLike", + "OnlyLoadLoRAsModel", + "SaveLoRAModels" + ], + { + "author": "cyberblackcat", + "description": "This extension provides some nodes to support merge lora, adjust Lora Block Weight.", + "nickname": "CBC", + "title": "merge", + "title_aux": "comfyui-merge" + } + ], + "https://github.com/Loewen-Hob/rembg-comfyui-node-better": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Rembg Background Removal Node for ComfyUI (Better)" + } + ], + "https://github.com/LonicaMewinsky/ComfyUI-MakeFrame": [ + [ + "BreakFrames", + "BreakGrid", + "GetKeyFrames", + "MakeGrid", + "RandomImageFromDir" + ], + { + "title_aux": "ComfyBreakAnim" + } + ], + "https://github.com/LonicaMewinsky/ComfyUI-RawSaver": [ + [ + "SaveTifImage" + ], + { + "title_aux": "ComfyUI-RawSaver" + } + ], + "https://github.com/LoveEatCandy/COMFYUI-ReplacePartOfImage": [ + [ + "ReplacePartOfImage" + ], + { + "title_aux": "COMFYUI-ReplacePartOfImage" + } + ], + "https://github.com/Lovzu/ComfyUI-KittenTTS": [ + [ + "KittenTTS" + ], + { + "title_aux": "KittenTTS Node for Voice Generation" + } + ], + "https://github.com/Ltamann/ComfyUI-FastVLM-7B": [ + [ + "FastVLM7BNode" + ], + { + "title_aux": "FastVLM-7B ComfyUI Node" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-ETUR": [ + [ + "ApplyRegionalConds", + "ConfigureModifiedFlux", + "CreateRegionalCond", + "EdgePadNode", + "FlowEditForwardSampler", + "FlowEditGuider", + "FlowEditReverseSampler", + "FlowEditSampler", + "FluxAttnOverride", + "FluxDeGuidance", + "FluxForwardODESampler", + "FluxInverseSampler", + "FluxKontextResolution", + "FluxNoiseMixer", + "FluxReverseODESampler", + "ImageComplexityMap", + "InFluxFlipSigmas", + "InFluxModelSamplingPred", + "IncrementBatch", + "MaskConditionalPaint", + "MaskGrayValueScaler", + "MaskMultiplyAdvanced", + "MaskMultiplyZeroWins", + "MaskToDenoiseInterpolator", + "MaskUpdateInpaintFromConditioning", + "OutFluxModelSamplingPred", + "PAGAttention", + "PrepareAttnBank", + "QwenEditResolution", + "RFDoubleBlocksOverride", + "RFSingleBlocksOverride", + "RegionalStyleModelApply", + "SEGAttention", + "TBG_masked_attention" + ], + { + "title_aux": "TBG_Enhanced Tiled Upscaler & Refiner FLUX PRO" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-SAM3": [ + [ + "TBGLoadSAM3Model", + "TBGSAM3DepthMap", + "TBGSAM3ModelLoaderAdvanced", + "TBGSAM3PromptCollector", + "TBGSam3Segmentation", + "TBGSam3SegmentationBatch" + ], + { + "title_aux": "ComfyUI-TBG-SAM3" + } + ], + "https://github.com/Ltamann/ComfyUI-TBG-Takeaways": [ + [ + "BasicSchedulerNormalized", + "FLUX2JSONPromptGenerator", + "HexConeDenoiseMask", + "LogSigmaSamplerNode", + "LogSigmaStepSamplerNode", + "ModelSamplingFluxGradual", + "PolyExponentialSigmaAdder", + "PromptBatchGenerator", + "TBGDifferenceMask", + "TBGDualModelSampler", + "TBGKSamplerAdvancedSplitAware", + "TBG_FluxKontextStabilizer", + "TBG_Preview_Sender_WebSocked", + "VAEDecodeColorFix" + ], + { + "title_aux": "TBG\u2019s ComfyUI Development Takeaways" + } + ], + "https://github.com/LucipherDev/ComfyUI-AniDoc": [ + [ + "AniDocLoader", + "AniDocSampler", + "GetAniDocControlnetImages", + "LoadCoTracker" + ], + { + "title_aux": "ComfyUI-AniDoc" + } + ], + "https://github.com/LucipherDev/ComfyUI-Golden-Noise": [ + [ + "GoldenNoise" + ], + { + "title_aux": "ComfyUI-Golden-Noise" + } + ], + "https://github.com/LucipherDev/ComfyUI-TangoFlux": [ + [ + "TangoFluxLoader", + "TangoFluxSampler", + "TangoFluxVAEDecodeAndPlay" + ], + { + "title_aux": "ComfyUI-TangoFlux" + } + ], + "https://github.com/Ludobico/ComfyUI-ScenarioPrompt": [ + [ + "ScenarioPrompt" + ], + { + "title_aux": "ComfyUI-ScenarioPrompt" + } + ], + "https://github.com/LukeCoulson1/Comfyui_LoraCombine": [ + [ + "CombineLoras", + "LoraInfo" + ], + { + "title_aux": "ComfyUI LoRA Combine Node" + } + ], + "https://github.com/LuqP2/ImageMetaHub-ComfyUI-Save": [ + [ + "MetaHubSaveNode", + "MetaHubSaveVideoNode", + "MetaHubTimerNode" + ], + { + "title_aux": "Image MetaHub Save Node" + } + ], + "https://github.com/LyazS/comfyui-anime-seg": [ + [ + "Anime Character Seg" + ], + { + "title_aux": "Anime Character Segmentation node for comfyui" + } + ], + "https://github.com/LyazS/comfyui-nettools": [ + [ + "NTL_LoadImagesBase64", + "NTL_SendImagesWebSocket" + ], + { + "title_aux": "net tool node for comfyui" + } + ], + "https://github.com/Lysthan/ComfyUI-LYSTHAN-PPS": [ + [ + "LYSTHAN_PPS" + ], + { + "title_aux": "ComfyUI-LYSTHAN-PPS" + } + ], + "https://github.com/M1kep/ComfyLiterals": [ + [ + "Checkpoint", + "Float", + "Int", + "KepStringLiteral", + "Lora", + "Operation", + "String" + ], + { + "title_aux": "ComfyLiterals" + } + ], + "https://github.com/M1kep/ComfyUI-KepOpenAI": [ + [ + "KepOpenAI_ImageWithPrompt" + ], + { + "title_aux": "ComfyUI-KepOpenAI" + } + ], + "https://github.com/M1kep/ComfyUI-OtherVAEs": [ + [ + "OtherVAE_Taesd" + ], + { + "title_aux": "ComfyUI-OtherVAEs" + } + ], + "https://github.com/M1kep/Comfy_KepKitchenSink": [ + [ + "KepRotateImage" + ], + { + "title_aux": "Comfy_KepKitchenSink" + } + ], + "https://github.com/M1kep/Comfy_KepListStuff": [ + [ + "Empty Images", + "Image Overlay", + "ImageListLoader", + "Join Float Lists", + "Join Image Lists", + "KepStringList", + "KepStringListFromNewline", + "Kep_JoinListAny", + "Kep_RepeatList", + "Kep_ReverseList", + "Kep_VariableImageBuilder", + "List Length", + "Range(Num Steps) - Float", + "Range(Num Steps) - Int", + "Range(Step) - Float", + "Range(Step) - Int", + "Stack Images", + "XYAny", + "XYImage" + ], + { + "title_aux": "Comfy_KepListStuff" + } + ], + "https://github.com/M1kep/Comfy_KepMatteAnything": [ + [ + "MatteAnything_DinoBoxes", + "MatteAnything_GenerateVITMatte", + "MatteAnything_InitSamPredictor", + "MatteAnything_LoadDINO", + "MatteAnything_LoadVITMatteModel", + "MatteAnything_SAMLoader", + "MatteAnything_SAMMaskFromBoxes", + "MatteAnything_ToTrimap" + ], + { + "title_aux": "Comfy_KepMatteAnything" + } + ], + "https://github.com/M1kep/KepPromptLang": [ + [ + "Build Gif", + "Special CLIP Loader" + ], + { + "title_aux": "KepPromptLang" + } + ], + "https://github.com/MDMAchine/ComfyUI_MD_Nodes": [ + [ + "ACE_LatentVisualizer", + "APGGuiderForked", + "AceT5ConditioningAnalyzer", + "AceT5ConditioningScheduled", + "AceT5ModelLoader", + "AdvancedAudioPreviewAndSave", + "AdvancedMediaSave", + "AdvancedTextNode", + "Aesthetic_Transformer_Node_MD", + "AutoLayoutOptimizer", + "EnhancedAnnotationNode", + "EnhancedSeedSaver", + "FilenameCounterNode", + "FilenameTokenReplacer", + "GPUTemperatureProtectionEnhanced", + "HybridAdaptiveSigmas", + "LLMVRAMManager", + "MD_ApplyTPG", + "MD_AudioAutoEQ", + "MD_AutoMasterNode", + "MD_CLIPTokenFinder", + "MD_CustomNoiseGenerator", + "MD_EmptyLatentRatioSelector", + "MD_GlobalUpdateManager", + "MD_InitNoiseOptimizer", + "MD_Mastering_Compressor", + "MD_Mastering_EQ", + "MD_Mastering_Gain", + "MD_Mastering_Limiter", + "MD_MultiNoiseBlender", + "MD_OptimizerSelector", + "MD_Qwen_Image_Edit_Object_Replacer_Node", + "MD_RepoMaintenance", + "MD_SamplerDebug", + "MD_SelfCrossGuider", + "MD_WorkflowContextBus", + "MasteringChainNode", + "NoiseDecayScheduler_Custom", + "PingPongSamplerNodeFBG", + "PingPongSampler_Custom_Lite", + "SceneGeniusAutocreator", + "SigmaConcatenate", + "SigmaSmooth", + "SmartColorPaletteManager", + "SmartFilenameBuilder", + "TextFileLoader", + "UniversalGuardian", + "UniversalRoutingHubAdvanced", + "VLM_Confirmation_Gate_Node_MD", + "WildcardPromptBuilder", + "WorkflowSectionOrganizer" + ], + { + "title_aux": "MD Nodes" + } + ], + "https://github.com/MNeMoNiCuZ/ComfyUI-mnemic-nodes": [ + [ + "AudioVisualizer", + "ColorfulStartingImage", + "LiteralBool", + "LiteralFloat", + "LiteralInt", + "LiteralString", + "LoadImageAdvanced", + "LoadImagesFromPath", + "LoadRandomCheckpoint", + "LoraTagLoader", + "PromptPropertyExtractor", + "RandomBool", + "RandomColor", + "RandomFloatInRange", + "RandomIntInRange", + "RandomSeed", + "RandomString", + "ResolutionSelector", + "StringCleaning", + "StringConcat", + "StringTextExtractor", + "StringTextSplitter", + "TiktokenTokenizer", + "WildcardProcessor", + "\u2699\ufe0f Prompt Property Extractor", + "\u26d4 Generate Negative Prompt", + "\u2702\ufe0f String Text Extractor", + "\u2702\ufe0f String Text Splitter", + "\u270f\ufe0f Literal Bool", + "\u270f\ufe0f Literal Float", + "\u270f\ufe0f Literal Int", + "\u270f\ufe0f Literal String", + "\u2728\ud83d\udcac Groq LLM API", + "\u2728\ud83d\udcdd Groq ALM API - Transcribe", + "\u2728\ud83d\udcf7 Groq VLM API", + "\ud83c\udfa8 Colorful Starting Image", + "\ud83c\udfb2 Load Random Checkpoint", + "\ud83c\udfb2 Random Bool", + "\ud83c\udfb2 Random Color", + "\ud83c\udfb2 Random Float in Range", + "\ud83c\udfb2 Random Int in Range", + "\ud83c\udfb2 Random Seed", + "\ud83c\udfb2 Random String", + "\ud83c\udfb5\ud83d\udcca Audio Visualizer", + "\ud83c\udff7\ufe0f LoRA Loader Prompt Tags", + "\ud83d\udcbe Save Text File With Path", + "\ud83d\udcc1 Get File Path", + "\ud83d\udcc2 Load Images From Path", + "\ud83d\udcc5 Format Date Time", + "\ud83d\udcd0 Resolution Image Size Selector", + "\ud83d\udcdd Wildcard Processor", + "\ud83d\udd17 String Concat / Append", + "\ud83d\udd20 Tiktoken Tokenizer Info", + "\ud83d\uddbc\ufe0f Download Image from URL", + "\ud83d\uddbc\ufe0f Load Image Advanced", + "\ud83d\uddbc\ufe0f+\ud83d\udcdd Load Text-Image Pair (Single)", + "\ud83d\uddbc\ufe0f+\ud83d\udcdd Load Text-Image Pairs (List)", + "\ud83d\uddbc\ufe0f\ud83d\udcca Metadata Extractor (List)", + "\ud83d\uddbc\ufe0f\ud83d\udcca Metadata Extractor (Single)", + "\ud83e\uddf9 String Cleaning" + ], + { + "title_aux": "ComfyUI-mnemic-nodes" + } + ], + "https://github.com/Maenvaeru/comfyui-vram-overlay": [ + [ + "MVU_VramOverlay" + ], + { + "title_aux": "comfyui-vram-overlay" + } + ], + "https://github.com/MajoorWaldi/ComfyUI-Majoor-ImageOps": [ + [ + "ImageOpsBlur", + "ImageOpsClamp", + "ImageOpsColorAjust", + "ImageOpsInvert", + "ImageOpsMerge", + "ImageOpsPreview", + "ImageOpsTransform" + ], + { + "title_aux": "ComfyUI-Majoor-ImageOps" + } + ], + "https://github.com/Makeezi/ComfyUI-promptLAB": [ + [ + "PromptLAB" + ], + { + "title_aux": "ComfyUI-promptLAB" + } + ], + "https://github.com/MakkiShizu/ComfyUI-MakkiTools": [ + [ + "AnyImageStitch_makki", + "AnyImagetoConditioning_flux_kontext_makki", + "AutoLoop_create_pseudo_loop_video_makki", + "BatchLoraLoader_makki", + "BooleanSplitter_makki", + "Environment_INFO_makki", + "GetImageNthCount_makki", + "ImageChannelSeparate_makki", + "ImageCountConcatenate_makki", + "ImageHeigthStitch_makki", + "ImageTPSWarp_makki", + "ImageWidthStitch_makki", + "Image_Resize_makki", + "MergeImageChannels_makki", + "Prism_Mirage_makki", + "UniversalInstaller_makki", + "get_folder_info_makki", + "int_calculate_statistics_makki", + "random_any_makki", + "show_type_makki", + "timer_makki", + "translator_m2m100_makki", + "translators_makki" + ], + { + "title_aux": "ComfyUI-MakkiTools" + } + ], + "https://github.com/MakkiShizu/ComfyUI-Prompt-Wildcards": [ + [ + "makitextwildcards", + "makiwildcards", + "makiwildcards_Advanced", + "textconcatenate", + "textconcatenate_v2" + ], + { + "title_aux": "ComfyUI-Prompt-Wildcards" + } + ], + "https://github.com/MakkiShizu/ComfyUI-Qwen2_5-VL": [ + [ + "BatchImageLoaderToLocalFiles", + "DownloadAndLoadQwen2_5_VLModel", + "Qwen2_5_VL_Run", + "Qwen2_5_VL_Run_Advanced" + ], + { + "title_aux": "ComfyUI-Qwen2_5-VL" + } + ], + "https://github.com/MakkiShizu/ComfyUI-animetimm": [ + [ + "AnimeTimmNode" + ], + { + "title_aux": "ComfyUI-animetimm" + } + ], + "https://github.com/MakkiShizu/comfyui_reimgsize": [ + [ + "Cropimg", + "Reimgsize", + "Resizebyratio" + ], + { + "title_aux": "comfyui_reimgsize" + } + ], + "https://github.com/Malte0621/hordeai-comfy": [ + [ + "AIHordeImageGenerate", + "AIHordeLora", + "AIHordeModelList", + "AIHordeTextualInversion" + ], + { + "title_aux": "HordeAI" + } + ], + "https://github.com/Mamaaaamooooo/batchImg-rembg-ComfyUI-nodes": [ + [ + "Image Remove Background (rembg)" + ], + { + "title_aux": "Batch Rembg for ComfyUI" + } + ], + "https://github.com/ManglerFTW/ComfyI2I": [ + [ + "Color Transfer", + "Combine and Paste", + "Inpaint Segments", + "Mask Ops" + ], + { + "author": "ManglerFTW", + "title": "ComfyI2I", + "title_aux": "ComfyI2I" + } + ], + "https://github.com/MarcusNyne/m9-prompts-comfyui": [ + [ + "ScramblePrompts_m9", + "TweakWeights_m9" + ], + { + "title_aux": "m9-prompts-comfyui" + } + ], + "https://github.com/MariusKM/ComfyUI-BadmanNodes": [ + [ + "BadmanBrightness", + "BadmanCLIPTextEncodeSDXLRegion", + "BadmanDesaturate", + "BadmanDilateErodeMask", + "BadmanIO", + "BadmanInjectLatentNoiseMasked", + "BadmanIntUtil", + "BadmanMaskBlur", + "BadmanSelectFromList", + "BadmanStringSelect", + "BadmanStringToInteger", + "BadmanWanOutpaintFrameCalculator", + "BadmanWanThreeFrameToVideo", + "BadmanWildCardProcessor", + "Badman_Blend", + "Badman_ColorTransferLab", + "Badman_Concat_String", + "Badman_HexGenerator", + "Badman_IO", + "Badman_PalletteGenerator", + "Badman_Print", + "Badman_String" + ], + { + "title_aux": "ComfyUI-BadmanNodes" + } + ], + "https://github.com/MarkoCa1/ComfyUI-Text": [ + [ + "CombinationText", + "PlaceholderText", + "ReplaceText", + "ShowText" + ], + { + "title_aux": "ComfyUI-Text" + } + ], + "https://github.com/MarkoCa1/ComfyUI_Segment_Mask": [ + [ + "AutomaticMask(segment anything)" + ], + { + "title_aux": "ComfyUI_Segment_Mask" + } + ], + "https://github.com/Marksusu/ComfyUI_MTCLIPEncode": [ + [ + "MTCLIPEncode" + ], + { + "title_aux": "ComfyUI_MTCLIPEncode" + } + ], + "https://github.com/Markus-Pasanen/batch_whisper_extension": [ + [ + "BatchWhisperNode" + ], + { + "title_aux": "batch_whisper_extension" + } + ], + "https://github.com/MartinDeanMoriarty/ComfyUI-DeanLogic": [ + [ + "ImageCount", + "ImageInputSwitch", + "ImageOutputSwitch", + "Int Compare" + ], + { + "title_aux": "ComfyUI-DeanLogic" + } + ], + "https://github.com/MartinDeanMoriarty/ComfyUI-NumberToText": [ + [ + "NumberToTextNode" + ], + { + "title_aux": "ComfyUI-NumberToText" + } + ], + "https://github.com/MaruPelkar/comfyui-conditioning-resizer": [ + [ + "ConditioningResizer" + ], + { + "title_aux": "ComfyUI Conditioning Resizer" + } + ], + "https://github.com/Mason-McGough/ComfyUI-Mosaica": [ + [ + "ApplyLUTToLabelImage", + "KMeans", + "LoadLUTFromMatplotlib", + "MeanShift", + "RandomLUT", + "Watershed" + ], + { + "title_aux": "Mosaica" + } + ], + "https://github.com/MasterDenis/VAE-Decode-Switch": [ + [ + "VAEDecodeSwitcher" + ], + { + "title_aux": "VAE Decode Switch for ComfyUI" + } + ], + "https://github.com/Mattabyte/ComfyUI-SecureApiCall": [ + [ + "SaveLatentToS3", + "SaveVideoFilesS3", + "SecureAPI-SecureAPI", + "SecureAPI-SecureAPI-AWS" + ], + { + "title_aux": "ComfyUI Secure API Call" + } + ], + "https://github.com/Maxed-Out-99/ComfyUI-MaxedOut": [ + [ + "CombineVideos_MXD", + "Crop Image By Mask", + "Dummy Node MXD", + "Flux 2 Empty Latent Image", + "Flux Empty Latent Image", + "Flux Image Scale To Total Pixels (Flux Safe)", + "Flux Resolution Selector", + "FluxResolutionMatcher", + "Frames_Remove_From_Start_MXD", + "Frames_Select_StartEnd_MXD", + "Get Latent Size", + "GroupVideoFramesMXD", + "Grow Blur Mask MXD", + "Image Scale To Total Pixels (SDXL Safe)", + "LatentHalfMasks", + "Load Image Batch MXD", + "LoadImageWithPromptsMXD", + "LoadLatent_I2V_MXD", + "LoadLatent_WithParams", + "LoadLatents_FromFolder_I2V_MXD", + "LoadLatents_FromFolder_WithParams", + "LoadVideoMXD", + "MxdImageComparerSave", + "Place Image By Mask", + "PreviewVideoMXD", + "Prompt With Guidance (Flux)", + "QwenImageEditSingleMXD", + "QwenImageEditTripleMXD", + "SDXLResolutionMatcher", + "Save Image MXD", + "SaveLatentMXD", + "SaveLatent_I2V_MXD", + "SaveVideoMXD", + "Sdxl Empty Latent Image", + "WAN22_I2V_Image_Scaler_MXD", + "Wan22FirstLastImageToVideoMXD", + "Wan22ImageToVideoMXD", + "Wan2_2EmptyLatentImageMXD", + "ZImageTurboEmptyLatentImage", + "wan22EmptyHunyuanLatentVideoMXD" + ], + { + "title_aux": "ComfyUI-MaxedOut" + } + ], + "https://github.com/Maxed-Out-99/ComfyUI-SmartModelLoaders-MXD": [ + [ + "CLIPLoaderUnified", + "DualCLIPLoaderUnified", + "QuadrupleCLIPLoaderUnified", + "TripleCLIPLoaderUnified", + "UNETLoaderUnified" + ], + { + "title_aux": "ComfyUI-SmartModelLoaders-MXD" + } + ], + "https://github.com/McKlinton2/comfyui-mcklinton-pack": [ + [ + "ColormaskNode", + "LoadFilteredImageBatch", + "MultiLayerComposeNode", + "SaveTextArrayToFiles" + ], + { + "title_aux": "ComfyUI McKlinton Pack \u2014 Mask Node" + } + ], + "https://github.com/Mcmillian/ComfyUI-SimpleToolsNodes": [ + [ + "GetModelStep", + "GlmPromptNode" + ], + { + "title_aux": "SimpleToolsNodes" + } + ], + "https://github.com/Me-gumin/MeComfyuiEncrypt": [ + [ + "ChaosDecrypt", + "ChaosEncrypt", + "PNGDecryptNode", + "PNGEncryptNode" + ], + { + "title_aux": "MeComfyuiEncrypt" + } + ], + "https://github.com/MeeeyoAI/ComfyUI_StringOps": [ + [ + "AddPrefixSuffix", + "AddPrefixSuffixToLines", + "BatchReplaceStrings", + "CheckSubstringPresence", + "CompareInt", + "ConditionalTextOutput", + "CountOccurrences", + "CustomCrop", + "DecodePreview", + "ExtractAndCombineLines", + "ExtractBeforeAfter", + "ExtractLinesByIndex", + "ExtractSpecificData", + "ExtractSpecificLines", + "ExtractSubstring", + "ExtractSubstringByIndices", + "FileCopyCutNode", + "FileDeleteNode", + "FileListAndSuffix", + "FileNameReplacer", + "FilterLinesBySubstrings", + "FilterLinesByWordCount", + "FindExcelData", + "FindFirstLineContent", + "FloatToInteger", + "GenerateNumbers", + "GenerateVideoPrompt", + "GenericImageLoader", + "GetCurrentTime", + "GetFloatParam", + "GetIntParam", + "GetRandomIntegerInRange", + "ImageAdjuster", + "ImageOverlayAlignment", + "LoadAndAdjustImage", + "MultiParamInputNode", + "NumberExtractor", + "ProcessString", + "RandomLineFromText", + "ReadExcelData", + "ReadExcelRowOrColumnDiff", + "ReadWebNode", + "RemoveContentBetweenChars", + "ReplaceMultiple", + "ReplaceNthOccurrence", + "SaveImagEX", + "SelectionParameter", + "ShuffleTextLines", + "SimpleRandomSeed", + "SimpleTextReplacer", + "SingleTextInput", + "SplitAndExtractText", + "SplitStringByDelimiter", + "TextConcatenation", + "TextConcatenator", + "TextConditionCheck", + "TextToImage", + "TextToList", + "WriteExcelData", + "WriteExcelImage", + "WriteToTxtFile" + ], + { + "title_aux": "ComfyUI_StringOps" + } + ], + "https://github.com/Meettya/ComfyUI-OneForOne": [ + [ + "OFO Image Fit" + ], + { + "title_aux": "ComfyUI-OneForOne" + } + ], + "https://github.com/Meisoftcoltd/ComfyUI-Demucs-AudioSeparator": [ + [ + "DemucsAudioSeparator" + ], + { + "title_aux": "ComfyUI-Demucs-AudioSeparator" + } + ], + "https://github.com/Meisoftcoltd/comfyui-sequential-batcher": [ + [ + "CombineJobs", + "EnumerateJob", + "GetJobStep", + "JobToList", + "MakeJob" + ], + { + "title_aux": "comfyui-sequential-batcher" + } + ], + "https://github.com/MergeBlockWeighted/fo_ComfyUI": [ + [ + "MergeBlockWeighted" + ], + {} + ], + "https://github.com/Merserk/ComfyUI-Flow-Assistor": [ + [ + "AddDelay", + "AnyPassthrough1to6", + "AnyPassthrough6to1", + "BypassControl", + "CLIPTextEncodePromptEnrichment", + "CameraAngleControl", + "DetailEnhanceSamplerNode", + "DetailEnhanceSigmasNode", + "DisplayText", + "ImageLatentResolutionExtractorNode", + "ImageResolutionExtractorNode", + "ImageResolutionFitNode", + "LoRAOnlineNode", + "MultiplicationNode", + "OutputAnyDebugDataNode", + "PromptQueue", + "PromptQueueFromFolder", + "ResolutionSelectNode", + "TileCompositor", + "TileManager", + "UltimateDetailSamplerNode", + "UltimateDetailSigmasNode", + "VRAMRAMCleanerNode", + "VisualMarqueeSelection" + ], + { + "title_aux": "ComfyUI-Flow-Assistor" + } + ], + "https://github.com/MetaGLM/ComfyUI-ZhipuAI-Platform": [ + [ + "VideoReportData", + "VideoReportGenerate", + "VideoReportPull" + ], + { + "title_aux": "ComfyUI ZhipuAI Platform" + } + ], + "https://github.com/Mexes1978/comfyui-comfysketch": [ + [ + "ComfySketch" + ], + { + "title_aux": "comfyui-comfysketch" + } + ], + "https://github.com/MichaelMaxAgent/comfyui_ML_nodes": [ + [ + "MLFrameRateResampler", + "MLFrameRateResampler_GPU", + "MLVideoRateConverter", + "RemovePoseHead", + "SaveImageCleanMetadata", + "SaveImageNoMetadata", + "SaveVideoNoMetadata" + ], + { + "title_aux": "ComfyUI ML Nodes" + } + ], + "https://github.com/MicheleGuidi/ComfyUI-Contextual-SAM2": [ + [ + "Sam2ContextSegmentation", + "Sam2TiledSegmentation" + ], + { + "title_aux": "ComfyUI-Computer-Vision" + } + ], + "https://github.com/MiddleKD/ComfyUI-denoise-mask-scheduler": [ + [ + "ApplyDenoiseMaskSchedulerWithSigma", + "ApplyDenoiseMaskSchedulerWithStep", + "DynamicImageResize" + ], + { + "title_aux": "ComfyUI-denoise-mask-scheduler" + } + ], + "https://github.com/MiddleKD/ComfyUI-mem-safe-wrapper": [ + [ + "MakeModelMemorySafe-safewrapper", + "ResetModelPatcher-safewrapper", + "SimpleDummyModel-safewrapper", + "SimpleDummyRun-safewrapper" + ], + { + "title_aux": "ComfyUI-mem-safe-wrapper" + } + ], + "https://github.com/MiddleKD/ComfyUI-productfix": [ + [ + "ApplyLatentInjection", + "DetailTransferAdd", + "DetailTransferLatentAdd", + "DynamicImageResize", + "GetTextMask", + "ResetModelPatcherCalculateWeight", + "VQDecoder", + "VQEncoder", + "VQLoader" + ], + { + "title_aux": "ComfyUI-productfix" + } + ], + "https://github.com/MijnSpam/ComfyUI_SwapAndScale": [ + [ + "SwapAndScale" + ], + { + "title_aux": "Comfy swap and scale" + } + ], + "https://github.com/MijnSpam/UploadToPushOver": [ + [ + "UploadToPushOver" + ], + { + "title_aux": "Upload to PushOver" + } + ], + "https://github.com/MilitantHitchhiker/MilitantHitchhiker-SwitchbladePack": [ + [ + "ARC Scheduler", + "FluxModelSave_v2", + "FluxQuantNode", + "GOD Sampler (Advanced)", + "GOD Sampler (Advanced) Ext.", + "GOD Scheduler (Advanced)", + "GroqAPIPromptEnhancer", + "IntegratedRandomPromptGenerator", + "ModelAnalyserNode", + "ODE-EMA Sampler", + "TextAppender_v2" + ], + { + "author": "Militant Hitchhiker", + "description": "Militant Hitchhiker's multi-function nodes.", + "nickname": "Switchblade", + "title": "Switchblade Pack", + "title_aux": "MilitantHitchhiker-SwitchbladePack" + } + ], + "https://github.com/MilleN2ium/ComfyUI-CutomizableSave": [ + [ + "MyOtherNode" + ], + { + "title_aux": "ComfyUI-CutomizableSave" + } + ], + "https://github.com/Mintbeer96/ComfyUI-KerasOCR": [ + [ + "KerasOCR" + ], + { + "title_aux": "ComfyUI-KerasOCR" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-CogVideoX-MZ": [ + [ + "MZ_CogVideoXLoader" + ], + { + "title_aux": "ComfyUI-CogVideoX-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Flux1Quantize-MZ": [ + [ + "MZ_Flux1QuantizeUNETLoader" + ], + { + "title_aux": "ComfyUI-Flux1Quantize-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-FluxExt-MZ": [ + [ + "MZ_Flux1CheckpointLoaderNF4_cpuDynOffload", + "MZ_Flux1CheckpointLoader_cpuDynOffload", + "MZ_Flux1PartialLoad_Patch", + "MZ_Flux1UnetLoader_cpuDynOffload" + ], + { + "title_aux": "ComfyUI-FluxExt-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Kolors-MZ": [ + [ + "MZ_ApplyCUDAGenerator", + "MZ_ApplySDXLSamplingSettings", + "MZ_ChatGLM3", + "MZ_ChatGLM3Embeds2Conditioning", + "MZ_ChatGLM3Loader", + "MZ_ChatGLM3_Advance_V2", + "MZ_ChatGLM3_V2", + "MZ_FakeCond", + "MZ_IPAdapterAdvancedKolors", + "MZ_IPAdapterFaceID", + "MZ_IPAdapterInsightFaceLoader", + "MZ_IPAdapterModelLoaderKolors", + "MZ_KolorsCLIPVisionLoader", + "MZ_KolorsCheckpointLoaderSimple", + "MZ_KolorsControlNetLoader", + "MZ_KolorsControlNetPatch", + "MZ_KolorsUNETLoader", + "MZ_KolorsUNETLoaderV2" + ], + { + "title_aux": "ComfyUI-Kolors-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-Prompt-MZ": [ + [ + "MZ_BaseLLamaCPPCLIPTextEncode", + "MZ_BaseLLavaImageInterrogator", + "MZ_CustomizeInstruct", + "MZ_Florence2CLIPTextEncode", + "MZ_Florence2Captioner", + "MZ_ImageCaptionerConfig", + "MZ_ImageInterrogatorCLIPTextEncode", + "MZ_ImageInterrogatorModelConfig_DownloaderSelect", + "MZ_ImageInterrogatorModelConfig_ManualSelect", + "MZ_LLama3CLIPTextEncode", + "MZ_LLamaCPPCLIPTextEncode", + "MZ_LLamaCPPModelConfig_DownloaderSelect", + "MZ_LLamaCPPModelConfig_ManualSelect", + "MZ_LLamaCPPOptions", + "MZ_LLavaImageInterrogator", + "MZ_OllamaModelConfig_ManualSelect", + "MZ_OpenAIApiCLIPTextEncode", + "MZ_PaliGemmaCLIPTextEncode", + "MZ_PaliGemmaCaptioner", + "MZ_Phi3CLIPTextEncode" + ], + { + "title_aux": "ComfyUI-Prompt-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-StylizePhoto-MZ": [ + [ + "MZ_StylizePhotoControlNetApply", + "MZ_StylizePhotoKSamplerNode" + ], + { + "title_aux": "ComfyUI-StylizePhoto-MZ" + } + ], + "https://github.com/MinusZoneAI/ComfyUI-TrainTools-MZ": [ + [ + "MZ_HYDiTAdvConfig", + "MZ_HYDiTDatasetConfig", + "MZ_HYDiTInitWorkspace", + "MZ_HYDiTSimpleT2I", + "MZ_HYDiTTrain", + "MZ_ImagesCopyWorkspace", + "MZ_KohyaSSAdvConfig", + "MZ_KohyaSSControlnetTrain", + "MZ_KohyaSSDatasetConfig", + "MZ_KohyaSSInitWorkspace", + "MZ_KohyaSSLoraTrain", + "MZ_KohyaSSTrain", + "MZ_KohyaSSUseConfig", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDInitWorkspace", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDLoraTrain", + "MZ_KohyaSS_KohakuBlueleaf_HYHiDSimpleT2I", + "MZ_LoadImagesFromDirectoryPath", + "MZ_TrainToolsDebug" + ], + { + "title_aux": "ComfyUI-TrainTools-MZ" + } + ], + "https://github.com/Miosp/ComfyUI-FBCNN": [ + [ + "JPEG artifacts removal FBCNN" + ], + { + "title_aux": "ComfyUI-FBCNN" + } + ], + "https://github.com/Mister-Link/link-comfy-nodes": [ + [ + "Add Image to Batch", + "AdvancedStringConcat", + "Auto Cropper", + "BatchImageSave", + "Concat", + "ConvertToPixelArt", + "Crop to Content", + "Farthest Color", + "Fast Image Preview", + "Hex or 24 Bit Color", + "Image Rotator", + "Match Color Palette", + "Native Wan Pose Strength", + "Pixelation Dimensions", + "Pose Image Setup", + "PreviewAnimation", + "PreviewAsMarkdown", + "PreviewImageAlpha", + "Remove Background", + "ReplaceAlpha", + "Resize Image and Mask by Side", + "Save Folder as ZIP", + "Save To Zip", + "SaveFolderAsZip", + "Spritesheet Builder", + "Spritesheet Preview", + "Stabilizer Trim", + "Video Detailer", + "VideoMaskEditor", + "WAN Frame Calculator", + "WAN Frames to Add & Cut" + ], + { + "title_aux": "Link Comfy Nodes" + } + ], + "https://github.com/MitoshiroPJ/ComfyUI_save_image_sdli": [ + [ + "PreviewSdlImage", + "SaveSdlImage" + ], + { + "title_aux": "ComfyUI SaveImage SDLI" + } + ], + "https://github.com/MitoshiroPJ/comfyui_nearsighted_attention": [ + [ + "NearSightedAttention", + "NearSightedAttentionSimple", + "NearSightedTile", + "SlothfulAttention" + ], + { + "title_aux": "ComfyUI Nearsighted Attention" + } + ], + "https://github.com/Miyuutsu/comfyui-save-vpred": [ + [ + "CheckpointSaveVpred" + ], + { + "author": "miyuu", + "description": "Used to save SDXL V-Prediction models directly with correct tensors.", + "nickname": "vpred-save", + "title": "vpred-save", + "title_aux": "comfyui-save-vpred" + } + ], + "https://github.com/ModelTC/ComfyUI-LightVAE": [ + [ + "Lightx2v-VAEDecode", + "Lightx2v-VAEDecoderLoader" + ], + { + "title_aux": "ComfyUI-LightVAE" + } + ], + "https://github.com/ModelTC/ComfyUI-Lightx2vWrapper": [ + [ + "LightX2VConfigCombiner", + "LightX2VConfigCombinerV2", + "LightX2VConfigCombinerV3", + "LightX2VInferenceConfig", + "LightX2VLoRALoader", + "LightX2VMemoryOptimization", + "LightX2VModularInference", + "LightX2VModularInferenceV2", + "LightX2VQuantization", + "LightX2VTalkObjectInput", + "LightX2VTalkObjectsCombiner", + "LightX2VTalkObjectsFromFiles", + "LightX2VTalkObjectsFromJSON", + "LightX2VTeaCache" + ], + { + "title_aux": "ComfyUI-Lightx2vWrapper" + } + ], + "https://github.com/Moeblack/ComfyUI-SimpleChat": [ + [ + "GeminiImageEdit", + "GeminiImageGen", + "SimpleChatAnimaPromptRouter", + "SimpleChatAnimaPromptXYMatrix", + "SimpleChatConfig", + "SimpleChatImage", + "SimpleChatImageGrid", + "SimpleChatJsonParse", + "SimpleChatJsonParse16", + "SimpleChatJsonToVars", + "SimpleChatMarkdownPreview", + "SimpleChatMustacheRender", + "SimpleChatMustacheVar", + "SimpleChatNoASS", + "SimpleChatPromptJsonUnpack", + "SimpleChatText", + "SimpleChatTextInput", + "SimpleChatTextList", + "SimpleChatXYCellPrefix", + "SimpleChatXYPlot" + ], + { + "title_aux": "ComfyUI-SimpleChat" + } + ], + "https://github.com/MohammadAboulEla/ComfyUI-iTools": [ + [ + "iToolsAddOverlay", + "iToolsCheckerBoard", + "iToolsCompareImage", + "iToolsCropImage", + "iToolsDomNode", + "iToolsFreeChat", + "iToolsFreeSchnell", + "iToolsGridFiller", + "iToolsKSampler", + "iToolsLineLoader", + "iToolsLoadImagePlus", + "iToolsLoadImages", + "iToolsLoadRandomImage", + "iToolsPaintNode", + "iToolsPreviewImage", + "iToolsPreviewText", + "iToolsPromptLoader", + "iToolsPromptRecord", + "iToolsPromptSaver", + "iToolsPromptStyler", + "iToolsPromptStylerExtra", + "iToolsRegexNode", + "iToolsTestNode", + "iToolsTextReplacer", + "iToolsVaePreview" + ], + { + "title_aux": "ComfyUI-iTools" + } + ], + "https://github.com/MokkaBoss1/ComfyUI_Mokkaboss1": [ + [ + "AnimeCosplayDir", + "AspectRatioCondition", + "ChooseImage", + "Colors", + "CombinedCrop", + "ConnectFloat", + "ConnectImage", + "ConnectInteger", + "ConnectInteger2", + "ConnectLatent", + "ConnectString", + "CycleInteger", + "DirSelector", + "DoubleClipTextEncode", + "DoubleConditioningMixer", + "EmbeddingLoader", + "FilmCharDir", + "FlexEmptyLatent", + "FloatEvaluate", + "FuseImages", + "FuseImages2", + "HashText", + "HueSatLum", + "HueShift", + "ImageDimensions", + "ImageDimensionsBatch", + "ImageOverlayResized", + "ImageResizeLong", + "ImageZigzag", + "IndoorBackgrounds", + "IndoorDir", + "IntEvaluate", + "IntFloatDict", + "IntStringDict", + "JsonSearch", + "KillWorkflow", + "LandscapeBackgrounds", + "LandscapeDir", + "LinEqEval", + "MakeupStylesDir", + "Mbsampler", + "OptimalCrop", + "Overlay", + "PhotomontageA", + "PhotomontageB", + "PhotomontageC", + "PostSamplerCrop", + "PresetLoad", + "PresetRemove", + "PresetSave", + "PromptSwitcher", + "QuadClipTextEncode", + "RandomString", + "SDXLEmptyLatent", + "SavePrompt", + "SaveWithMetaData", + "SaveWithMetaData2", + "SearchReplace", + "SimplePrompts", + "SpecificStylesDir", + "SplitImages", + "StringJoin", + "TimeStamp", + "TintnShift", + "TricolorComposition", + "WorkflowSettings", + "WrapText", + "X_In_a_Dress", + "X_In_a_Suit", + "X_In_a_Suit)", + "ZoomCrop", + "imageborder" + ], + { + "title_aux": "Node Pack mostly for manipulating strings and integers" + } + ], + "https://github.com/MontagenAI/ComfyUI-Montagen": [ + [ + "MontagenAudioAdapter", + "MontagenAudioConvertResourceAdapter", + "MontagenAudioListAdapter", + "MontagenCreateTimeline", + "MontagenEdgeTTSNode", + "MontagenFishAudioCloneNode", + "MontagenFishAudioTTSNode", + "MontagenHumandigitalNode", + "MontagenImageAdapter", + "MontagenImageListAdapter", + "MontagenRenderTimeline", + "MontagenResourceConvertAudioAdapter", + "MontagenSRTListParser", + "MontagenStickerAdapter", + "MontagenTextAdapter", + "MontagenTextListAdapter", + "MontagenVideoAdapter", + "MontagenVideoListAdapter" + ], + { + "title_aux": "ComfyUI-Montagen" + } + ], + "https://github.com/MoonHugo/ComfyUI-BAGEL-Hugo": [ + [ + "BagelByHugo" + ], + { + "title_aux": "ComfyUI-BAGEL-Hugo" + } + ], + "https://github.com/MoonHugo/ComfyUI-BiRefNet-Hugo": [ + [ + "BiRefNet_Hugo" + ], + { + "title_aux": "ComfyUI-BiRefNet-Hugo" + } + ], + "https://github.com/MoonHugo/ComfyUI-FFmpeg": [ + [ + "AddAudio", + "AddImgWatermark", + "AddTextWatermark", + "ExtractAudio", + "Frames2Video", + "ImageCopy", + "ImagePath2Tensor", + "ImagesSave", + "LoadImageFromDir", + "MergingVideoByPlenty", + "MergingVideoByTwo", + "MultiCuttingVideo", + "PipVideo", + "SingleCuttingVideo", + "StitchingVideo", + "Video2Frames", + "VideoFlip", + "VideoPlayback", + "VideoTransition" + ], + { + "title_aux": "ComfyUI-FFmpeg" + } + ], + "https://github.com/MoonHugo/ComfyUI-StableAudioOpen": [ + [ + "Text2Audio" + ], + { + "title_aux": "ComfyUI-StableAudioOpen" + } + ], + "https://github.com/MoonMoon82/ClipVision_Tools": [ + [ + "CalcEmbeds", + "CompareEmbeds", + "Cond2Embeds", + "DBLoader", + "EditDB", + "EditResults", + "EmbedsInfo", + "FolderScores", + "GenerateDB", + "ImageSearcher", + "LoadDB", + "ResultBrowser", + "ResultBrowserAdvanced", + "ResultCombiner", + "ResultSubtract", + "ScaleEmbeds" + ], + { + "title_aux": "ClipVision_Tools" + } + ], + "https://github.com/MovieLabs/comfyui-movielabs-util": [ + [ + "PublishAsset", + "PublishBlender" + ], + { + "title_aux": "MovieLabs ComfyUI Nodes for Publishing Workflow" + } + ], + "https://github.com/MrForExample/ComfyUI-3D-Pack": [ + [], + { + "nodename_pattern": "^\\[Comfy3D\\]", + "title_aux": "ComfyUI-3D-Pack" + } + ], + "https://github.com/MrForExample/ComfyUI-AnimateAnyone-Evolved": [ + [], + { + "nodename_pattern": "^\\[AnimateAnyone\\]", + "title_aux": "ComfyUI-AnimateAnyone-Evolved" + } + ], + "https://github.com/MrSamSeen/ComfyUI_SSBeforeAfterNode": [ + [ + "SSBeforeAndAfterVideo", + "SSBeforeAndAfterVideoWithDepthMap" + ], + { + "title_aux": "ComfyUI_SSBeforeAfterNode" + } + ], + "https://github.com/MrSamSeen/ComfyUI_SSStereoscope": [ + [ + "SBS_External_Depthmap_by_SamSeen", + "SBS_Image_Uploader", + "SBS_V2_by_SamSeen", + "SBS_VR_Panorama_by_SamSeen", + "SBS_Video_Combiner", + "SBS_Video_Uploader" + ], + { + "title_aux": "SideBySide_Stereoscope" + } + ], + "https://github.com/Munkyfoot/ComfyUI-TextOverlay": [ + [ + "Text Overlay" + ], + { + "title_aux": "ComfyUI-TextOverlay" + } + ], + "https://github.com/MushroomFleet/ComfyUI-DJZ-Offsquare": [ + [ + "DJZ_Offsquare", + "DJZ_Offsquare_V2" + ], + { + "title_aux": "ComfyUI-DJZ-Offsquare" + } + ], + "https://github.com/MushroomFleet/ComfyUI-DJZ-POML": [ + [ + "ZenkaiPOMLProcessor", + "ZenkaiPOMLTemplate" + ], + { + "title_aux": "Zenkai-POML for ComfyUI" + } + ], + "https://github.com/MushroomFleet/ComfyUI-FLUX2-JSON": [ + [ + "FLUX2_CameraRig", + "FLUX2_ColorPalette", + "FLUX2_ColorPalettePreset", + "FLUX2_PromptAssembler", + "FLUX2_SceneBuilder", + "FLUX2_StyleSelector", + "FLUX2_SubjectArray", + "FLUX2_SubjectCreator" + ], + { + "title_aux": "ComfyUI-FLUX2-JSON" + } + ], + "https://github.com/MushroomFleet/ComfyUI-Variationator": [ + [ + "PromptActionModifier", + "PromptBatchVariation", + "PromptCameraModifier", + "PromptColorGrading", + "PromptCombiner", + "PromptComposition", + "PromptDetailModifier", + "PromptDistanceModifier", + "PromptEraModifier", + "PromptLightingModifier", + "PromptLocationModifier", + "PromptModifierInfo", + "PromptMoodModifier", + "PromptMultiStyle", + "PromptPresetCollection", + "PromptRandomModifier", + "PromptSeasonalModifier", + "PromptSmartVariation", + "PromptStyleTransform", + "PromptWeatherModifier" + ], + { + "title_aux": "ComfyUI-Variationator" + } + ], + "https://github.com/MushroomFleet/ComfyUI-Zero2JSON": [ + [ + "Z2J_Background", + "Z2J_BatchGenerator", + "Z2J_CameraAngle", + "Z2J_CameraDistance", + "Z2J_CameraDoF", + "Z2J_CameraFocus", + "Z2J_Composition", + "Z2J_Lighting", + "Z2J_Mood", + "Z2J_ProfileInfo", + "Z2J_Scene", + "Z2J_SeedMixer", + "Z2J_Style", + "Z2J_SubjectAction", + "Z2J_SubjectDescription", + "Z2J_SubjectPose", + "Z2J_SubjectPosition" + ], + { + "title_aux": "ComfyUI-Zero2JSON" + } + ], + "https://github.com/MushroomFleet/ComfyUI_PromptExtractor_nodes": [ + [ + "DJZ_PromptExtractor", + "DJZ_PromptExtractorBatch", + "DJZ_PromptExtractorFromPath", + "DJZ_PromptExtractorV2", + "DJZ_PromptExtractorV2_Batch", + "DJZ_PromptExtractorV2_StringNavigator" + ], + { + "title_aux": "ComfyUI_PromptExtractor_nodes" + } + ], + "https://github.com/MushroomFleet/DJZ-Pedalboard": [ + [ + "DJZ_Pedalboard" + ], + { + "title_aux": "DJZ-Pedalboard" + } + ], + "https://github.com/MuziekMagie/ComfyUI-Matchering": [ + [ + "Matchering", + "MatcheringAdvanced", + "MatcheringLimiterConfig" + ], + { + "title_aux": "ComfyUI-Matchering" + } + ], + "https://github.com/MzMaXaM/ComfyUi-MzMaXaM": [ + [ + "KSamplerWithVAE", + "SelectLatentSize1MP", + "SelectLatentSize2MP", + "TextEncode3in1", + "UpscaleImageBy1_5x", + "UpscaleLatentBy1_5x", + "selectLatentSizePlus" + ], + { + "title_aux": "ComfyUi-MzMaXaM" + } + ], + "https://github.com/N3rd00d/ComfyUI-Paint3D-Nodes": [ + [ + "3D_GenerateDepthImage", + "3D_GenerateInpaintMask", + "3D_GenerateInpaintUVMapMask", + "3D_GeneratePreviewVideo", + "3D_LoadMeshModel", + "3D_Projection", + "3D_SaveUVMapImage", + "3D_TrainConfig", + "3D_TrainConfigPipe" + ], + { + "title_aux": "ComfyUI-Paint3D-Nodes" + } + ], + "https://github.com/NHLStenden/ComfyUI-ImageBag": [ + [ + "EnhancedImageColourTransferNode", + "FilmGrainNoiseNode" + ], + { + "title_aux": "ComfyUI-ImageBag" + } + ], + "https://github.com/NMWave/ComfyUI-Nader-Tagging": [ + [ + "Load Text List", + "Shorten Sentences", + "Split Sentences", + "Split Tags", + "Tag Alternating Combiner", + "Tag Duplicate Remover", + "Token Counter" + ], + { + "title_aux": "Image Captioning and Tagging Assistor Nodes" + } + ], + "https://github.com/NOLABEL-VFX/ComfyUI-NL_Nodes": [ + [ + "NLConstantColor", + "NLContextDebug", + "NLRead", + "NLWanVideoImageToVideoEncodeV2", + "NLWorkflowFPS", + "NLWorkflowFrameRange", + "NLWorkflowProjectPath", + "NLWorkflowResolution", + "NLWrite" + ], + { + "title_aux": "ComfyUI-NL_Nodes" + } + ], + "https://github.com/NVIDIAGameWorks/ComfyUI-RTX-Remix": [ + [ + "RTXRemixCloseProject", + "RTXRemixCreateLayer", + "RTXRemixDefineLayerId", + "RTXRemixDeleteFile", + "RTXRemixDownloadModel", + "RTXRemixEndContext", + "RTXRemixGetDefaultDirectory", + "RTXRemixGetEditTarget", + "RTXRemixGetLayers", + "RTXRemixGetLoadedProject", + "RTXRemixGetTextures", + "RTXRemixIngestTexture", + "RTXRemixInvertBool", + "RTXRemixLayerType", + "RTXRemixLayerTypes", + "RTXRemixMuteLayer", + "RTXRemixOpenProject", + "RTXRemixRemoveLayer", + "RTXRemixRestAPIDetails", + "RTXRemixSaveLayer", + "RTXRemixSaveTexture", + "RTXRemixSetEditTarget", + "RTXRemixSetTexture", + "RTXRemixStartContext", + "RTXRemixStrToList", + "RTXRemixStringConcatenate", + "RTXRemixStringConstant", + "RTXRemixSwitch", + "RTXRemixTextureTypeToUSDAttribute", + "RTXRemixTexturesType", + "RTXRemixTexturesTypes" + ], + { + "title_aux": "ComfyUI-RTX-Remix" + } + ], + "https://github.com/Nakamura2828/ComfyUI-JK-TextTools": [ + [ + "JK_BBoxToMask", + "JK_BBoxToSAM3Query", + "JK_BBoxesToMask", + "JK_DetectionQuery", + "JK_DetectionToBBox", + "JK_JSONPrettyPrinter", + "JK_JSONToBBox", + "JK_ListIndexSelector", + "JK_MaskToBBox", + "JK_SEGsToMask", + "JK_SEGsToSAM3Query", + "JK_StringIndexSelector", + "JK_StringJoiner", + "JK_StringSplitter" + ], + { + "title_aux": "ComfyUI-JK-TextTools" + } + ], + "https://github.com/Nakamura2828/ComfyUI-JK-ToRetro": [ + [ + "JK_ImageToRetro" + ], + { + "title_aux": "ComfyUI-JK-ToRetro" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-ManySliders": [ + [ + "NS_ManySliders" + ], + { + "title_aux": "ComfyUI-NS-ManySliders" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-PromptList": [ + [ + "NS-PromptList" + ], + { + "title_aux": "ComfyUI-PromptList" + } + ], + "https://github.com/NakamuraShippo/ComfyUI-NS-Util": [ + [ + "AlbedoMapGenerator", + "NS-FlexPreset", + "NS-ManySliders", + "NS-PromptList", + "NS-ToonFilter", + "SimpleLLMAddDocument", + "SimpleLLMAddMemory", + "SimpleLLMAgent", + "SimpleLLMAgentToTool", + "SimpleLLMAgentWithRules", + "SimpleLLMChainOfThought", + "SimpleLLMConfigClaude", + "SimpleLLMConfigGemini", + "SimpleLLMConfigOllama", + "SimpleLLMConfigOpenAI", + "SimpleLLMDisplayText", + "SimpleLLMLoadWorkflow", + "SimpleLLMMemoryBank", + "SimpleLLMMergeText", + "SimpleLLMRAGQuery", + "SimpleLLMRunPrompt", + "SimpleLLMStringViewer", + "SimpleLLMTextInput", + "SimpleLLMTextOutput", + "SimpleLLMVectorStore" + ], + { + "title_aux": "ComfyUI-NS-Util" + } + ], + "https://github.com/NeoDroleDeGueule/NDDG_Great_Nodes": [ + [ + "GreatConditioningModifier", + "GreatMultiplySigmas", + "GreatRandomOrganicGradientNode", + "ImageBlendNode", + "InteractiveOrganicGradientNode" + ], + { + "title_aux": "NDDG_Great_Nodes" + } + ], + "https://github.com/NeoGriever/ComfyUI-NeoGriever": [ + [ + "NGs_BetterCLIPTextEncode", + "NGs_Checkerboard_Generator", + "NGs_Create_Solid_Color", + "NGs_Discord_Webhook", + "NGs_Fill_with_Color", + "NGs_Image_Progress_Bar", + "NGs_Multimask_Read", + "NGs_Multimask_Write", + "NGs_ResolutionProvider", + "NGs_Sliders_FLOAT", + "NGs_Sliders_INT", + "NGs_Sliders_PERCENTAGECUT", + "NGs_String_Operator", + "NGs_String_Squisher", + "NGs_Tag_Source", + "NGs_TextBox_JOIN", + "NGs_TextBox_SIMPLE", + "NGs_TextBox_x2", + "NGs_TextBox_x3", + "NGs_Text_Cut_String" + ], + { + "title_aux": "ComfyUI - NeoGriever" + } + ], + "https://github.com/NeonLightning/neonllama": [ + [ + "OllamaPromptFromIdea" + ], + { + "title_aux": "neonllama" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-Dimensional-Latent-Perlin": [ + [ + "NoisyLatentPerlinD" + ], + { + "title_aux": "Dimensional Latent Perlin for ComfyUI" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-FluxPseudoNegativePrompt": [ + [ + "FluxPseudoNegativeNode" + ], + { + "title_aux": "FluxPseudoNegative" + } + ], + "https://github.com/NeuralSamurAI/ComfyUI-PromptJSON": [ + [ + "PromptJSON" + ], + { + "title_aux": "PromptJSON Node for ComfyUI" + } + ], + "https://github.com/NeuralSamurAI/Comfyui-Superprompt-Unofficial": [ + [ + "SuperPrompterNode" + ], + { + "title_aux": "SuperPrompter Node for ComfyUI" + } + ], + "https://github.com/NeuroSenko/ComfyUI_LLM_SDXL_Adapter": [ + [ + "ApplyLLMToSDXLAdapter", + "LLMAdapterLoader", + "LLMAdapterLoaderCustom", + "LLMGGUFModelLoader", + "LLMModelLoader", + "LLMTextEncoder", + "T5GEMMALoader", + "T5GEMMATextEncoder", + "t5gemmaApplyLLMToSDXLAdapter" + ], + { + "title_aux": "ComfyUI LLM SDXL Adapter" + } + ], + "https://github.com/NewBieAI-Lab/ComfyUI-MltoXml": [ + [ + "MltoXml" + ], + { + "title_aux": "ComfyUI-MltoXml" + } + ], + "https://github.com/NewLouwa/ComfyUI-Model_preset_Pilot": [ + [ + "KSamplerHelper", + "ModelPresetManager", + "PresetKSampler", + "PresetToKSampler", + "PreviewImage" + ], + { + "title_aux": "ComfyUI Model Preset Pilot" + } + ], + "https://github.com/NewNoviceChen/ComfyUI-Simple-IndexTTs": [ + [ + "AutoLoadModelNode", + "BatchTTsNode", + "EmotionFromAudioNode", + "EmotionFromTensorNode", + "EmotionFromTextNode", + "MergeEmotionNode", + "TTsNode" + ], + { + "title_aux": "ComfyUI-Simple-IndexTTs" + } + ], + "https://github.com/NewNoviceChen/ComfyUI-XingLiu": [ + [ + "Image2ImageByAlpha", + "Image2ImageCustom", + "Image2ImageCustomAlpha", + "Image2ImageF1ContentNode", + "Image2VideoKlingNode(can`t use)", + "MakeAuth", + "MakeControlNet", + "MakeHiResFix", + "MakeLora", + "MergeControlNet", + "MergeImageListNode", + "MergeLora", + "Text2ImageByAlpha", + "Text2ImageCustom", + "Text2ImageCustomAlpha", + "Text2ImageF1ContentNode", + "Text2VideoKlingNode", + "UploadLibLib" + ], + { + "title_aux": "ComfyUI-XingLiu" + } + ], + "https://github.com/NexusEast/ComfyUI_ContactSheet_Auto": [ + [ + "SimpleGridImage", + "VideoIntervalCalculator" + ], + { + "title_aux": "ComfyUI_ContactSheet_Auto" + } + ], + "https://github.com/NguynHungNguyen/Segment-Bedroom-Interior": [ + [ + "BedroomFurnitureMask" + ], + { + "title_aux": "Segment Any Bedroom Interior" + } + ], + "https://github.com/NicholasMcCarthy/ComfyUI_TravelSuite": [ + [ + "LatentTravel" + ], + { + "title_aux": "ComfyUI_TravelSuite" + } + ], + "https://github.com/NickPittas/ComfyUI_CameraAngleSelector": [ + [ + "CameraAngleSelector" + ], + { + "title_aux": "ComfyUI_CameraAngleSelector" + } + ], + "https://github.com/NidAll/ComfyUI_PromptStyler": [ + [ + "PromptStylerConditioning" + ], + { + "title_aux": "ComfyUI_PromptStyler" + } + ], + "https://github.com/Nikosis/ComfyUI-Nikosis-Nodes": [ + [ + "AspectRatioNikosis", + "PromptCameraAngleSelectorNikosis", + "PromptMultipleStylesSelectorNikosis", + "TextConcatenateNikosis" + ], + { + "title_aux": "ComfyUI-Nikosis-Nodes" + } + ], + "https://github.com/Nikosis/ComfyUI-Nikosis-Preprocessors": [ + [ + "DepthAnythingV2Nikosis", + "EdgePreprocessorNikosis", + "LaplacianPreprocessorNikosis", + "LineArtPreprocessorNikosis", + "LineArtSketchPreprocessorNikosis" + ], + { + "title_aux": "ComfyUI-Nikosis-Preprocessors" + } + ], + "https://github.com/NimaNzrii/comfyui-photoshop": [ + [ + "ClipPass", + "PhotoshopConnection", + "PhotoshopToComfyUI", + "SendToPhotoshop", + "modelPass", + "\ud83d\udd39 Photoshop RemoteConnection", + "\ud83d\udd39ClipPass", + "\ud83d\udd39Photoshop ComfyUI Plugin", + "\ud83d\udd39SendTo Photoshop Plugin", + "\ud83d\udd39modelPass" + ], + { + "title_aux": "comfyui-photoshop" + } + ], + "https://github.com/NimaNzrii/comfyui-popup_preview": [ + [ + "PreviewPopup" + ], + { + "title_aux": "comfyui-popup_preview" + } + ], + "https://github.com/Niutonian/ComfyUi-NoodleWebcam": [ + [ + "WebcamNode" + ], + { + "title_aux": "ComfyUi-NoodleWebcam" + } + ], + "https://github.com/Niutonian/comfyui-niutonian-smart-image": [ + [ + "SmartBatchProcessor", + "SmartBorderFrame", + "SmartCollageMaker", + "SmartGridStitch", + "SmartImageSplitter", + "SmartImageStitch", + "SmartPanoramaStitch" + ], + { + "title_aux": "comfyui-niutonian-smart-image" + } + ], + "https://github.com/Niutonian/comfyui_Niutonian_GLM_4_6V": [ + [ + "NiutonianGLM46VAgenticSampler", + "NiutonianGLM46VDescriber", + "NiutonianGLM46VLoader", + "NiutonianGLM46VPromptGenerator" + ], + { + "title_aux": "comfyui_Niutonian_GLM_4_6V" + } + ], + "https://github.com/Njbx/ComfyUI-LTX13B-Blockswap": [ + [ + "LTXBlockswap" + ], + { + "title_aux": "ComfyUI-LTX13B-Blockswap" + } + ], + "https://github.com/Nlar/ComfyUI_CartoonSegmentation": [ + [ + "AnimeSegmentation", + "KenBurnsConfigLoader", + "KenBurns_Processor", + "LoadImageFileName", + "LoadImageFilename" + ], + { + "author": "Nels Larsen", + "description": "This extension offers a front end to the Cartoon Segmentation Project (https://github.com/CartoonSegmentation/CartoonSegmentation)", + "nickname": "CfyCS", + "title": "ComfyUI_CartoonSegmentation", + "title_aux": "ComfyUI_CartoonSegmentation" + } + ], + "https://github.com/No-22-Github/ComfyUI_RWKV_Studio": [ + [ + "RWKV_ModelLoader_V7", + "RWKV_Translator_Node", + "RWKV_Translator_Node_DE_CPU", + "RWKV_Translator_Node_DE_CUDA" + ], + { + "title_aux": "ComfyUI_RWKV_Studio" + } + ], + "https://github.com/Nojahhh/ComfyUI_GLM4_Wrapper": [ + [ + "GLM-4 Inferencing", + "GLM-4 Model Loader", + "GLM-4 Prompt Enhancer", + "GLM-4Inference", + "GLM-4ModelLoader", + "GLM-4PromptEnhancer" + ], + { + "title_aux": "ComfyUI GLM-4 Wrapper" + } + ], + "https://github.com/Noma-Machiko/ComfyUI-ToDevice": [ + [ + "ToCPU", + "ToGPU" + ], + { + "title_aux": "ComfyUI-ToDevice" + } + ], + "https://github.com/NotHarroweD/Harronode": [ + [ + "Harronode" + ], + { + "author": "HarroweD and quadmoon (https://github.com/traugdor)", + "description": "This extension to ComfyUI will build a prompt for the Harrlogos LoRA for SDXL.", + "nickname": "Harronode", + "nodename_pattern": "Harronode", + "title": "Harrlogos Prompt Builder Node", + "title_aux": "Harrlogos Prompt Builder Node" + } + ], + "https://github.com/Nourepide/ComfyUI-Allor": [ + [ + "AlphaChanelAdd", + "AlphaChanelAddByMask", + "AlphaChanelAsMask", + "AlphaChanelRemove", + "AlphaChanelRestore", + "ClipClamp", + "ClipVisionClamp", + "ClipVisionOutputClamp", + "ConditioningClamp", + "ControlNetClamp", + "GligenClamp", + "ImageBatchCopy", + "ImageBatchFork", + "ImageBatchGet", + "ImageBatchJoin", + "ImageBatchPermute", + "ImageBatchRemove", + "ImageClamp", + "ImageCompositeAbsolute", + "ImageCompositeAbsoluteByContainer", + "ImageCompositeRelative", + "ImageCompositeRelativeByContainer", + "ImageContainer", + "ImageContainerInheritanceAdd", + "ImageContainerInheritanceMax", + "ImageContainerInheritanceScale", + "ImageContainerInheritanceSum", + "ImageDrawArc", + "ImageDrawArcByContainer", + "ImageDrawChord", + "ImageDrawChordByContainer", + "ImageDrawEllipse", + "ImageDrawEllipseByContainer", + "ImageDrawLine", + "ImageDrawLineByContainer", + "ImageDrawPieslice", + "ImageDrawPiesliceByContainer", + "ImageDrawPolygon", + "ImageDrawRectangle", + "ImageDrawRectangleByContainer", + "ImageDrawRectangleRounded", + "ImageDrawRectangleRoundedByContainer", + "ImageEffectsAdjustment", + "ImageEffectsGrayscale", + "ImageEffectsLensBokeh", + "ImageEffectsLensChromaticAberration", + "ImageEffectsLensOpticAxis", + "ImageEffectsLensVignette", + "ImageEffectsLensZoomBurst", + "ImageEffectsNegative", + "ImageEffectsSepia", + "ImageFilterBilateralBlur", + "ImageFilterBlur", + "ImageFilterBoxBlur", + "ImageFilterContour", + "ImageFilterDetail", + "ImageFilterEdgeEnhance", + "ImageFilterEdgeEnhanceMore", + "ImageFilterEmboss", + "ImageFilterFindEdges", + "ImageFilterGaussianBlur", + "ImageFilterGaussianBlurAdvanced", + "ImageFilterMax", + "ImageFilterMedianBlur", + "ImageFilterMin", + "ImageFilterMode", + "ImageFilterRank", + "ImageFilterSharpen", + "ImageFilterSmooth", + "ImageFilterSmoothMore", + "ImageFilterStackBlur", + "ImageNoiseBeta", + "ImageNoiseBinomial", + "ImageNoiseBytes", + "ImageNoiseGaussian", + "ImageSegmentation", + "ImageSegmentationCustom", + "ImageSegmentationCustomAdvanced", + "ImageText", + "ImageTextMultiline", + "ImageTextMultilineOutlined", + "ImageTextOutlined", + "ImageTransformCropAbsolute", + "ImageTransformCropCorners", + "ImageTransformCropRelative", + "ImageTransformPaddingAbsolute", + "ImageTransformPaddingRelative", + "ImageTransformResizeAbsolute", + "ImageTransformResizeClip", + "ImageTransformResizeRelative", + "ImageTransformRotate", + "ImageTransformTranspose", + "LatentClamp", + "MaskClamp", + "ModelClamp", + "StyleModelClamp", + "UpscaleModelClamp", + "VaeClamp" + ], + { + "title_aux": "Allor Plugin" + } + ], + "https://github.com/NudeJS-dev/ComfyUI-NudeJS-Image2Prompt": [ + [ + "Image2Prompt", + "Text2Prompt" + ], + { + "title_aux": "ComfyUI-NudeJS-Image2Prompt" + } + ], + "https://github.com/Nuked88/ComfyUI-N-Nodes": [ + [ + "CLIPTextEncodeAdvancedNSuite [n-suite]", + "DynamicPrompt [n-suite]", + "Float Variable [n-suite]", + "FrameInterpolator [n-suite]", + "GPT Loader Simple [n-suite]", + "GPT Sampler [n-suite]", + "ImagePadForOutpaintAdvanced [n-suite]", + "Integer Variable [n-suite]", + "Llava Clip Loader [n-suite]", + "LoadFramesFromFolder [n-suite]", + "LoadImageFromFolder [n-suite]", + "LoadVideo [n-suite]", + "SaveVideo [n-suite]", + "SetMetadataForSaveVideo [n-suite]", + "String Variable [n-suite]" + ], + { + "title_aux": "ComfyUI-N-Nodes" + } + ], + "https://github.com/NyaFuP/ComfyUI_Preview_Selector": [ + [ + "NFPreviewSelector" + ], + { + "title_aux": "NF Preview Selector" + } + ], + "https://github.com/NyaamZ/efficiency-nodes-ED": [ + [ + "Context To BasicPipe", + "Context To DetailerPipe", + "Detailer (SEGS) \ud83d\udcacED", + "Efficient Loader \ud83d\udcacED", + "Embedding Stacker \ud83d\udcacED", + "Ext Model Input \ud83d\udcacED", + "FaceDetailer \ud83d\udcacED", + "Get Booru Tag \ud83d\udcacED", + "Int Holder \ud83d\udcacED", + "KSampler (Efficient) \ud83d\udcacED", + "KSampler Text \ud83d\udcacED", + "LoRA Stacker \ud83d\udcacED", + "Load Image \ud83d\udcacED", + "MaskDetailer \ud83d\udcacED", + "Refiner Script \ud83d\udcacED", + "Regional Processor \ud83d\udcacED", + "Regional Script \ud83d\udcacED", + "Regional Stacker \ud83d\udcacED", + "SUPIR Model Loader \ud83d\udcacED", + "SUPIR Sampler \ud83d\udcacED", + "Save Image \ud83d\udd14ED", + "Simple Text \ud83d\udcacED", + "TIPO Script \ud83d\udcacED", + "Ultimate SD Upscale \ud83d\udcacED", + "Wildcard Encode \ud83d\udcacED" + ], + { + "author": "NyaamZ", + "description": "Expansion of Efficiency Nodes for ComfyUI. Significant UX improvements.", + "nickname": "Efficiency Nodes ED", + "title": "Efficiency Nodes ExtendeD", + "title_aux": "Efficiency Nodes ExtendeD" + } + ], + "https://github.com/Nynxz/ComfyUI-NynxzNodes": [ + [ + "nynxz.CompareVideo.Options", + "nynxz.Create.CompareVideo.Fade", + "nynxz.Create.CompareVideo.Wipe", + "nynxz.Parse.StringTemplate" + ], + { + "title_aux": "ComfyUI-NynxzNodes" + } + ], + "https://github.com/OKIE5/ComfyUI-CN-Pre": [ + [ + "CN Pre+Loaders: Segmentation", + "Image: Levels" + ], + { + "title_aux": "ComfyUI-CN-Pre" + } + ], + "https://github.com/Off-Live/ComfyUI-off-suite": [ + [ + "Apply CLAHE", + "Cached Image Load From URL", + "CalcMaskBound", + "Crop Center wigh SEGS", + "Crop Center with SEGS", + "Dilate Mask for Each Face", + "GW Number Formatting", + "Grid Image from batch (OFF)", + "Image Crop Fit", + "Image Resize Fit", + "OFF SEGS to Image", + "Paste Face Segment to Image", + "Query Gender and Age", + "RandomSeedfromList", + "SEGS to Face Crop Data", + "Safe Mask to Image", + "VAE Encode For Inpaint V2", + "Watermarking" + ], + { + "title_aux": "ComfyUI-off-suite" + } + ], + "https://github.com/OhSeongHyeon/comfyui-watdafox-nodes": [ + [ + "BFParameters", + "BFParametersSimple", + "CheckpointComboParameter", + "CheckpointLoaderWithOuputDirByModelName", + "CyclicInteger", + "DetailerSchedulerComboParameter", + "KsamplerSamplersComboParameter", + "KsamplerSchedulersComboParameter", + "OuputDirByModelName", + "RandomImageSizeAdvanced", + "RandomImageSizeAdvancedYAML", + "RandomInteger", + "UnetComboParameter", + "UniqueStringList", + "UniqueStringListAdvanced", + "VAEComboParameter" + ], + { + "title_aux": "comfyui-watdafox-nodes" + } + ], + "https://github.com/OneThingAI/ComfyUI_Onething_CV": [ + [ + "OneThingAI ImageToText" + ], + { + "title_aux": "ComfyUI OneThing CV Node" + } + ], + "https://github.com/OneThingAI/ComfyUI_Onething_Image": [ + [ + "OneThingAILoader", + "OnethingAIFlux", + "OnethingAIImageGemini", + "OnethingAIImageHunyuan", + "OnethingAIImageOpenAI", + "OnethingAIImageSeedream", + "OnethingAIImageWanxiang" + ], + { + "title_aux": "ComfyUI OneThing AI Node" + } + ], + "https://github.com/Onionman61/ComfyUI-ModelScope-Kontext": [ + [ + "ModelScopeUniversalAPI" + ], + { + "title_aux": "ComfyUI ModelScope Kontext API Node" + } + ], + "https://github.com/OpalSky-AI/OpalSky_Nodes": [ + [ + "PromptAssistantOpalSky", + "StringSwitchOpalSky", + "string_switch_opalsky" + ], + { + "title_aux": "OpalSky Nodes" + } + ], + "https://github.com/OpenAssetIO/OpenAssetIO-ComfyUI": [ + [ + "OpenAssetIOPublishImage", + "OpenAssetIOResolveImage" + ], + { + "title_aux": "OpenAssetIO" + } + ], + "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex": [ + [ + "Prompt Tidy", + "Text Switch 2 Way", + "Text With Context" + ], + { + "title_aux": "ComfyUI-Simple-Of-Complex" + } + ], + "https://github.com/OwlvChirotha/ComfyUI-MultiTranslator": [ + [ + "ChatGPTServiceConnectorNode", + "DeepSeekServiceConnectorNode", + "GeminiServiceConnectorNode", + "GeneralLLMServiceConnectorNode", + "KimiServiceConnectorNode", + "LLMLocalModelLoaderNode", + "LLMTranslatorNode", + "OllamaLLMConnectorNode", + "SiliconFlowServiceConnectorNode", + "TranslatorNode", + "ZhiPuServiceConnectorNode" + ], + { + "title_aux": "ComfyUI-MultiTranslator" + } + ], + "https://github.com/OwlvChirotha/ComfyUI-Owlv_Nodes": [ + [ + "AddCustomKontextPreset", + "KontextTextEncode", + "RemoveCustomKontextPreset", + "SaveImageDir" + ], + { + "title_aux": "ComfyUI-Owlv_Nodes" + } + ], + "https://github.com/PCMonsterx/ComfyUI-CSV-Loader": [ + [ + "ArtistsCSVLoader", + "ArtmovementsCSVLoader", + "CharactersCSVLoader", + "ColorsCSVLoader", + "CompositionCSVLoader", + "LightingCSVLoader", + "Load Artists CSV", + "Load Artmovements CSV", + "Load Characters CSV", + "Load Colors CSV", + "Load Composition CSV", + "Load Lighting CSV", + "Load Negative CSV", + "Load Positive CSV", + "Load Settings CSV", + "Load Styles CSV", + "NegativeCSVLoader", + "PositiveCSVLoader", + "SettingsCSVLoader", + "StylesCSVLoader" + ], + { + "title_aux": "ComfyUI-CSV-Loader" + } + ], + "https://github.com/PICOPON/ComfyUI-API-OpenAI-Node": [ + [ + "OpenAINode" + ], + { + "title_aux": "ComfyUI OpenAI Node" + } + ], + "https://github.com/PROJECTMAD/PROJECT-MAD-NODES": [ + [ + "MultiScheduledLoraLoader", + "VisualPromptGallery" + ], + { + "title_aux": "PROJECT-MAD-NODES" + } + ], + "https://github.com/Pablerdo/ComfyUI-MultiCutAndDrag": [ + [ + "BatchImageToMask", + "LoadImageFromBase64", + "LoadImagesFromBase64Array", + "MapTrajectoriesToSegmentedMasks", + "MultiCutAndDragOnPath" + ], + { + "title_aux": "ComfyUI-MultiCutAndDrag" + } + ], + "https://github.com/Pablerdo/ComfyUI-ResizeZeptaPayload": [ + [ + "ResizeImageBatch", + "ResizeTrajectories" + ], + { + "title_aux": "ComfyUI-ResizeZeptaPayload" + } + ], + "https://github.com/Pablerdo/ComfyUI-StableVirtualCameraWrapper": [ + [ + "SVCFly", + "SVCFly_Bash" + ], + { + "title_aux": "Stable Virtual Camera" + } + ], + "https://github.com/Pablerdo/ComfyUI-ZeptaframePromptMerger": [ + [ + "MergePrompts" + ], + { + "title_aux": "ComfyUI-ZeptaframePromptMerger" + } + ], + "https://github.com/Paddel87/ComfyUI_fal_image": [ + [ + "FALContextStore", + "FALImage2Image", + "FALModelSelectImage", + "FALText2Image" + ], + { + "title_aux": "ComfyUI_fal_image" + } + ], + "https://github.com/PanicTitan/ComfyUI-Fooocus-V2-Expansion": [ + [ + "FooocusV2Expansion" + ], + { + "title_aux": "ComfyUI-Fooocus-V2-Expansion" + } + ], + "https://github.com/PanicTitan/ComfyUI-Gallery": [ + [ + "GalleryNode" + ], + { + "title_aux": "ComfyUI-Gallery" + } + ], + "https://github.com/Parameshvadivel/ComfyUI-SVGview": [ + [ + "SVGPreview" + ], + { + "title_aux": "ComfyUI-SVGview" + } + ], + "https://github.com/ParisNeo/lollms_nodes_suite": [ + [ + "Artbot", + "Lollms", + "Lollms_Text_Gen", + "Lollms_Text_Saver", + "RandomizeVideo" + ], + { + "title_aux": "lollms_nodes_suite" + } + ], + "https://github.com/ParmanBabra/ComfyUI-Malefish-Custom-Scripts": [ + [ + "CSVPromptsLoader", + "CombinePrompt", + "MultiLoraLoader", + "RandomPrompt" + ], + { + "title_aux": "ComfyUI-Malefish-Custom-Scripts" + } + ], + "https://github.com/PatrickBorkowicz/ComfyUI-ImmichUploader": [ + [ + "ImmichUpload" + ], + { + "title_aux": "ComfyUI-ImmichUploader" + } + ], + "https://github.com/PauldeLavallaz/ComfyUI-CartesiaTTS": [ + [ + "CartesiaTTSNode" + ], + { + "title_aux": "ComfyUI-CartesiaTTS" + } + ], + "https://github.com/PauldeLavallaz/comfyui_claude_prompt_generator": [ + [ + "ClaudeCustomPrompt" + ], + { + "title_aux": "Claude Prompt Generator" + } + ], + "https://github.com/Pedreiro-Digital-Studio-Ltda/ComfyUI-PromptPerfect": [ + [ + "PromptPerfectGPT" + ], + { + "title_aux": "ComfyUI-PromptPerfect" + } + ], + "https://github.com/PenguinTeo/Comfyui-GeminiBanana": [ + [ + "Gemini3ImageNode" + ], + { + "title_aux": "GeminiBanana for ComfyUI" + } + ], + "https://github.com/PenguinTeo/Comfyui-TextEditor-Penguin": [ + [ + "PenguinTextOnImage" + ], + { + "title_aux": "Comfyui-TextEditor-Penguin" + } + ], + "https://github.com/Pfaeff/pfaeff-comfyui": [ + [ + "AstropulsePixelDetector", + "BackgroundRemover", + "ImagePadForBetterOutpaint", + "Inpainting", + "InpaintingPipelineLoader" + ], + { + "title_aux": "pfaeff-comfyui" + } + ], + "https://github.com/Phando/ComfyUI-PhandoNodes": [ + [ + "SearchBySubstring", + "TextConcatenateDynamic" + ], + { + "title_aux": "ComfyUI-PhandoNodes" + } + ], + "https://github.com/Pheat-AI/Remade_nodes": [ + [ + "Batch Enlarged Overlay", + "Batch Image Blend by Mask", + "Batch Image Overlay", + "CannyImageCropper", + "MaskBoundingBox", + "Place Canny On Canvas", + "REMADE Batch Color Blend", + "REMADE Batch Image Blend", + "REMADE Batch Image Composite Masked", + "REMADE Batch Image Select Channel", + "Remove Black To Transparent", + "Shrink Canny Image" + ], + { + "title_aux": "Remade_nodes" + } + ], + "https://github.com/PiePieDesign/PiePieTweaks": [ + [ + "PiePiePreviewImage", + "PiePieResolutionFromMegapixels", + "PiePieResolutionPicker", + "PiePieTextConcatenate", + "PiePie_Lucidflux" + ], + { + "title_aux": "PiePieTweaks" + } + ], + "https://github.com/PiggyDance/ComfyUI_OpenCV": [ + [ + "OpenCV_CvtColor", + "OpenCV_GaussianBlur", + "OpenCV_MedianBlur" + ], + { + "title_aux": "ComfyUI_OpenCV" + } + ], + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-SaveMP3": [ + [ + "SaveAudioAsMP3" + ], + { + "title_aux": "ComfyUI-LikeSpiderAI-SaveMP3" + } + ], + "https://github.com/Pigidiy/ComfyUI-LikeSpiderAI-UI": [ + [ + "AudioExport" + ], + { + "title_aux": "ComfyUI-LikeSpiderAI-UI" + } + ], + "https://github.com/Pirog17000/Pirogs-Nodes": [ + [ + "BatchCropFromMaskSimple", + "BatchUncropSimple", + "BlendImages", + "BlurByMask", + "BlurMask", + "CLIPTextEncodeFluxMultiple", + "CLIPTextEncodeMultiple", + "CropImage", + "CropMaskByBBox", + "DSLRNoise", + "GetImageSize", + "GradientMaskGenerator", + "ImageBlendByMask", + "ImageScalePro", + "InvertMask", + "KSamplerMultiSeed", + "KSamplerMultiSeedPlus", + "LMStudioQuery", + "LMStudioUnloadModel", + "LensSimulatedBloom", + "PreviewImageQueue", + "PromptRandomizer", + "StringCombine", + "TestResetButton", + "Watermark" + ], + { + "title_aux": "Pirog's Nodes for ComfyUI" + } + ], + "https://github.com/PixWizardry/ComfyUI_PixQwenImageEditEnhanced": [ + [ + "PixQwenImageEditEnhanced" + ], + { + "title_aux": "ComfyUI_PixQwenImageEditEnhanced" + } + ], + "https://github.com/PixelFunAI/ComfyUI_PixelFun": [ + [ + "HunyuanLoadAndEditLoraBlocks", + "HunyuanLoadFromBlockCache", + "HunyuanLoraFromJson", + "HunyuanLoraFromPrompt" + ], + { + "title_aux": "Hunyuan LoRA Loader Nodes" + } + ], + "https://github.com/PixelML/ComfyUI-PixelML-CustomNodes": [ + [ + "AgenticflowAIVariable", + "BooleanInput_PixelML", + "FloatInput_PixelML", + "IntegerInput_PixelML", + "LoadImageFromURL_PixelML", + "SaveImage_PixelML", + "StringInput_PixelML" + ], + { + "title_aux": "PixelML ComfyUI Nodes" + } + ], + "https://github.com/Pixelailabs/Joy_Caption_Two_PixelaiLabs": [ + [ + "SimpleLLMCaption", + "SimpleLLMCaptionAdvanced", + "SimpleLLMCaptionBatch", + "SimpleLLMCaptionLoader" + ], + { + "title_aux": "Joy Caption Two - PixelaiLabs Edition" + } + ], + "https://github.com/PnthrLeo/comfyUI-PL-data-tools": [ + [ + "AreasGenerator", + "BatchImageGetter", + "CloseImagesSearcher" + ], + { + "title_aux": "comfyUI-PL-data-tools" + } + ], + "https://github.com/Polygoningenieur/ComfyUI-IC-Light-Video": [ + [ + "BackgroundScaler", + "CalculateNormalsFromImages", + "DetailTransfer", + "ICLightConditioning", + "ICLightVideo", + "LightSource", + "LoadAndApplyICLightUnet", + "LoadHDRImage" + ], + { + "title_aux": "ComfyUI-IC-Light-Video" + } + ], + "https://github.com/Pondowner857/comfy_Pond_Nodes_V2": [ + [ + "RemoteWorkflowExecutor" + ], + { + "title_aux": "ComfyUI Remote Workflow Executor" + } + ], + "https://github.com/Poseidon-fan/ComfyUI-RabbitMQ-Publisher": [ + [ + "Publish Image To RabbitMQ" + ], + { + "title_aux": "ComfyUI-RabbitMQ-Publisher" + } + ], + "https://github.com/Positliver/comfyui-zegr": [ + [ + "ZEGR_ALI_UF", + "ZEGR_LF", + "ZEGR_WD" + ], + { + "title_aux": "comfyui-zegr" + } + ], + "https://github.com/Poukpalaova/ComfyUI-FRED-Nodes_v2": [ + [ + "FRED_AutoCropImage_Native_Ratio", + "FRED_AutoImageTile_from_Mask", + "FRED_AutoLoraLoader_5_stacks_simple", + "FRED_AutoLoraLoader_Dynamic", + "FRED_CheckpointLoaderWithName", + "FRED_CropFace", + "FRED_ExecutionTime", + "FRED_ExtractKSampler_parameter", + "FRED_ExtractLora_parameter", + "FRED_ImageLoad", + "FRED_ImageQualityInspector", + "FRED_ImageSaver", + "FRED_ImageSaver_v2", + "FRED_ImageUncropFromBBox", + "FRED_Image_Sharpening_Blur_Level", + "FRED_JpegArtifact_Simulator", + "FRED_Multi_Linear_Slider", + "FRED_RestoreFaceWithMask", + "FRED_Save_Text_File", + "FRED_Simplified_Parameters_Panel", + "FRED_Text_to_XMP", + "FRED_UNETLoaderWithName", + "FRED_WildcardConcat_Dynamic" + ], + { + "title_aux": "ComfyUI FRED Nodes v2" + } + ], + "https://github.com/PowerHouseMan/ComfyUI-AdvancedLivePortrait": [ + [ + "AdvancedLivePortrait", + "ExpData", + "ExpressionEditor", + "LoadExpData", + "PrintExpData:", + "SaveExpData" + ], + { + "title_aux": "ComfyUI-AdvancedLivePortrait" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-BGPSeg": [ + [ + "BGPSegSegmentation", + "LoadBGPSegModels" + ], + { + "title_aux": "ComfyUI-BGPSeg" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Cadrille": [ + [ + "CADRecodeInference", + "CadQueryExecute", + "CadrilleImageInference", + "CadrilleInference", + "CadrilleTextInference", + "LoadCADRecodeModel", + "LoadCadrilleModel" + ], + { + "title_aux": "ComfyUI-Cadrille" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-CameraPack": [ + [ + "CreateLoad3DCamera", + "DA3ToLoad3DCamera" + ], + { + "title_aux": "ComfyUI-CameraPack" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-DepthAnythingV3": [ + [ + "DA3_CreateCameraParams", + "DA3_EnableTiledProcessing", + "DA3_FilterGaussians", + "DA3_MultiViewPointCloud", + "DA3_ParseCameraPose", + "DA3_PreviewPointCloud", + "DA3_Save3DGaussians", + "DA3_SavePointCloud", + "DA3_To3DGaussians", + "DA3_ToMesh", + "DA3_ToPointCloud", + "DepthAnythingV3_3D", + "DepthAnythingV3_Advanced", + "DepthAnythingV3_MultiView", + "DepthAnything_V3", + "DownloadAndLoadDepthAnythingV3Model" + ], + { + "title_aux": "ComfyUI-DepthAnythingV3" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-GeometryPack": [ + [ + "GeomPackAddNormalsToPointCloud", + "GeomPackAlphaWrap", + "GeomPackBackdraftView", + "GeomPackBooleanBlender", + "GeomPackBooleanCGAL", + "GeomPackCheckNormals", + "GeomPackCombineMeshes", + "GeomPackCombineMeshesBatch", + "GeomPackComputeNormals", + "GeomPackConnectedComponents", + "GeomPackCreatePrimitive", + "GeomPackDegenerateFaces", + "GeomPackDepthNormalsToMesh", + "GeomPackDetectSelfIntersections", + "GeomPackExtractSkeleton", + "GeomPackFillHoles", + "GeomPackFixNormals", + "GeomPackFixSelfIntersectionsByPerturbation", + "GeomPackFixSelfIntersectionsByRemoval", + "GeomPackGetMeshFilename", + "GeomPackLoadMesh", + "GeomPackLoadMeshBatch", + "GeomPackLoadMeshBlend", + "GeomPackLoadMeshFBX", + "GeomPackLoadMeshGlob", + "GeomPackLoadMeshPath", + "GeomPackMergeVertices", + "GeomPackMeshFix", + "GeomPackMeshFromSkeleton", + "GeomPackMeshInfo", + "GeomPackMeshQuality", + "GeomPackMeshToMeshDistance", + "GeomPackMeshToPointCloud", + "GeomPackNormalizeMeshToBBox", + "GeomPackOpenEdges", + "GeomPackPointToMeshDistance", + "GeomPackPreviewGaussian", + "GeomPackPreviewMesh", + "GeomPackPreviewMeshAnalysis", + "GeomPackPreviewMeshDual", + "GeomPackPreviewMeshMulti", + "GeomPackPreviewMeshUV", + "GeomPackPreviewMeshVTK", + "GeomPackPreviewMeshVTKBatch", + "GeomPackReconstructSurface", + "GeomPackRemesh", + "GeomPackRemeshBlender", + "GeomPackRemeshCGAL", + "GeomPackRemeshGPU", + "GeomPackRemeshSelfIntersections", + "GeomPackRemeshWithTexture", + "GeomPackRemoveDegenerateFaces", + "GeomPackSaveMesh", + "GeomPackSaveMeshBatch", + "GeomPackSplitByField", + "GeomPackSubsamplePointCloud", + "GeomPackTextureToGeometry", + "GeomPackTransformMesh", + "GeomPackUVUnwrap", + "GeomPackVisualizeNormalField", + "RefineMesh", + "ScrambleIntField" + ], + { + "title_aux": "ComfyUI libigl" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Grounding": [ + [ + "BatchCropAndPadFromMask", + "BboxVisualizer", + "DownLoadSAM2Model", + "GroundingDetector", + "GroundingMaskDetector", + "GroundingMaskModelLoader", + "GroundingModelLoader", + "Sam2Segment" + ], + { + "title_aux": "ComfyUI-Grounding" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-HunyuanX": [ + [ + "HunyuanX_ApplyAndSaveTexturedMesh", + "HunyuanX_BakeMultiViews", + "HunyuanX_BakeMultiviewTextures", + "HunyuanX_CameraConfig", + "HunyuanX_DecodeLatents", + "HunyuanX_EncodeDINO", + "HunyuanX_ExportMesh", + "HunyuanX_GenerateLatents", + "HunyuanX_GenerateMultiviewPBR", + "HunyuanX_ImageToLatents", + "HunyuanX_ImageWithAlphaInput", + "HunyuanX_InPaint", + "HunyuanX_InpaintTextures", + "HunyuanX_LoadDiT", + "HunyuanX_LoadDinoModel", + "HunyuanX_LoadImageWithTransparency", + "HunyuanX_LoadMesh", + "HunyuanX_LoadMultiViewModel", + "HunyuanX_LoadVAE", + "HunyuanX_MeshGenerator", + "HunyuanX_MeshUVWrap", + "HunyuanX_MultiViewsGenerator", + "HunyuanX_PostprocessMesh", + "HunyuanX_PrepareImageForDINO", + "HunyuanX_PreviewTrimesh", + "HunyuanX_RenderConditioningMaps", + "HunyuanX_RenderRGBMultiview", + "HunyuanX_VAEDecode", + "HunyuanX_VAELoader" + ], + { + "title_aux": "ComfyUI-HunyuanX" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-MIDI3D": [ + [ + "CombineMasksToInstance", + "DownloadAndLoadMIDI3DModel", + "MIDI3DLoadTextureModels", + "MIDI3DPreprocess", + "MIDI3DPreprocessFromFiles", + "MIDI3DProcess", + "MIDI3DSceneToTrimesh", + "MIDI3DTexture", + "RGBToInstanceMask" + ], + { + "title_aux": "ComfyUI-MIDI3D" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-MeshCraft": [ + [ + "HunyuanX_ApplyAndSaveTexturedMesh", + "HunyuanX_BakeMultiViews", + "HunyuanX_BakeMultiviewTextures", + "HunyuanX_CameraConfig", + "HunyuanX_DecodeLatents", + "HunyuanX_EncodeDINO", + "HunyuanX_ExportMesh", + "HunyuanX_GenerateLatents", + "HunyuanX_GenerateMultiviewPBR", + "HunyuanX_ImageToLatents", + "HunyuanX_ImageWithAlphaInput", + "HunyuanX_InPaint", + "HunyuanX_InpaintTextures", + "HunyuanX_LoadDiT", + "HunyuanX_LoadDinoModel", + "HunyuanX_LoadImageWithTransparency", + "HunyuanX_LoadMesh", + "HunyuanX_LoadMultiViewModel", + "HunyuanX_LoadVAE", + "HunyuanX_MeshGenerator", + "HunyuanX_MeshUVWrap", + "HunyuanX_MultiViewsGenerator", + "HunyuanX_PostprocessMesh", + "HunyuanX_PrepareImageForDINO", + "HunyuanX_PreviewTrimesh", + "HunyuanX_RenderConditioningMaps", + "HunyuanX_RenderRGBMultiview", + "HunyuanX_VAEDecode", + "HunyuanX_VAELoader" + ], + { + "title_aux": "ComfyUI-MeshCraft" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-NeurCADRecon": [ + [ + "LoadNeurCADReconModel", + "NeurCADReconInference", + "NeurCADReconLoadCheckpoint", + "NeurCADReconTrain" + ], + { + "title_aux": "ComfyUI-NeurCADRecon" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SAM3": [ + [ + "LoadSAM3Model", + "SAM3BBoxCollector", + "SAM3CombineBoxes", + "SAM3CombinePoints", + "SAM3CreateBox", + "SAM3CreatePoint", + "SAM3Grounding", + "SAM3MultiRegionCollector", + "SAM3MultipromptSegmentation", + "SAM3PointCollector", + "SAM3Propagate", + "SAM3Segmentation", + "SAM3VideoOutput", + "SAM3VideoSegmentation" + ], + { + "title_aux": "ComfyUI-SAM3" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SAM3DBody": [ + [ + "LoadSAM3DBodyModel", + "SAM3DBodyAddMeshToSkeleton", + "SAM3DBodyExportFBX", + "SAM3DBodyExportMesh", + "SAM3DBodyExportMultipleFBX", + "SAM3DBodyGetVertices", + "SAM3DBodyLoadMesh", + "SAM3DBodyLoadSkeleton", + "SAM3DBodyPreviewRiggedMesh", + "SAM3DBodyProcess", + "SAM3DBodyProcessAdvanced", + "SAM3DBodyProcessMultiple", + "SAM3DBodySaveSkeleton", + "SAM3DBodySelectMesh", + "SAM3DBodyVisualize" + ], + { + "title_aux": "ComfyUI-SAM3DBody" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-SECADNET": [ + [ + "LoadSECADNetModel", + "MeshToVoxel", + "SECADNetFinetune", + "SECADNetInference", + "SECADNetLatentToMesh" + ], + { + "title_aux": "ComfyUI-SECADNET" + } + ], + "https://github.com/PozzettiAndrea/ComfyUI-Sharp": [ + [ + "LoadImageWithExif", + "LoadSharpModel", + "SharpPredict" + ], + { + "title_aux": "ComfyUI-Sharp" + } + ], + "https://github.com/PressWagon/ComfyUI-StringsAndThings": [ + [ + "DebugString", + "FormatConcatStrings", + "FormattingSingle", + "FourierAnalysisNode", + "ImageDifference", + "MosaicEffectNode", + "PWLoraNameCollector", + "PWLoraSelector", + "TextEmbeddingsInterrogator" + ], + { + "title_aux": "ComfyUI-StringsAndThings" + } + ], + "https://github.com/ProGamerGov/ComfyUI_preview360panorama": [ + [ + "PanoramaVideoViewerNode", + "PanoramaViewerNode" + ], + { + "title_aux": "Preview 360 Panorama for ComfyUI" + } + ], + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert": [ + [ + "Apply Circular Padding Model", + "Apply Circular Padding VAE", + "Create 180 To 360 Mask", + "Create Pole Mask", + "Create Seam Mask", + "Crop 360 to 180 Equirectangular", + "Crop Image with Coords", + "Crop Stereo to Monoscopic", + "Cubemap to Equirectangular", + "Equirectangular Mask to Face", + "Equirectangular Rotation", + "Equirectangular to Cubemap", + "Equirectangular to Face", + "Equirectangular to Perspective", + "Face Mask to Equirectangular", + "Face to Equirectangular", + "Mask Equirectangular Rotation", + "Masked Diff C2E", + "Merge Monoscopic into Stereo", + "Pad 180 to 360 Equirectangular", + "Paste Image with Coords", + "Roll Image Axes", + "Roll Mask Axes", + "Split Cubemap Faces", + "Stack Cubemap Faces" + ], + { + "title_aux": "ComfyUI_pytorch360convert" + } + ], + "https://github.com/ProGamerGov/ComfyUI_pytorch360convert_video": [ + [ + "Create 360 Sweep Frames", + "Create 360 Sweep Frames Tensor", + "Create360SweepVideoFramesNode", + "Create360SweepVideoFramesTensorNode" + ], + { + "title_aux": "ComfyUI_pytorch360convert_video" + } + ], + "https://github.com/PrunaAI/ComfyUI_pruna": [ + [ + "CacheModelAdaptive", + "CacheModelAuto", + "CacheModelPeriodic", + "PrunaCompileModel" + ], + { + "title_aux": "Pruna nodes for ComfyUI" + } + ], + "https://github.com/Pseudotools/Pseudocomfy": [ + [ + "PseudoApplyDenseDiffusionSDXL", + "PseudoApplyIPAdaperSDXL", + "PseudoConcatStrings", + "PseudoFloatToInt", + "PseudoIPAdapterUnifiedLoaderClone", + "PseudoLoadModelSnapshot", + "PseudoMaskAggregate", + "PseudoMaskBlur", + "PseudoMaskClamp", + "PseudoMaskInvert", + "PseudoMaskRemap", + "PseudoMaskReshape", + "PseudoPreviewStrings", + "PseudoProcessEnvironmentalPrompts", + "PseudoProcessImagePrompt", + "PseudoProcessMaterialPrompts", + "PseudoRemapNormalizedFloat", + "PseudoSaveImageWithEmbeddedMasks", + "PseudoUnpackModelSnapshot" + ], + { + "title_aux": "Pseudocomfy" + } + ], + "https://github.com/Pun0110/ComfyUI-CSV-Styler": [ + [ + "PT.CSV Styler" + ], + { + "title_aux": "CSV Styler" + } + ], + "https://github.com/Q-Bug4/Comfyui-Qb-DateNodes": [ + [ + "DateTimeFormatterNode" + ], + { + "title_aux": "Comfyui-Qb-Date-Nodes" + } + ], + "https://github.com/Q-Bug4/Comfyui-Simple-Json-Node": [ + [ + "JSONArrayIteratorNode", + "JSONGeneratorNode", + "JSONKeyCheckerNode", + "JSONLengthNode", + "JSONMergeNode", + "JSONModifierNode", + "JSONObjectIteratorNode", + "JSONParserNode", + "JSONStringifierNode", + "RandomJSONValueNode" + ], + { + "title_aux": "Simple JSON Parser Node for ComfyUI" + } + ], + "https://github.com/Q-Bug4/comfyui-qbug-batch": [ + [ + "CrossJoinSelector", + "ListFiles", + "NoPreviewSaveImage" + ], + { + "title_aux": "comfyui-qbug-batch" + } + ], + "https://github.com/QL-boy/ComfyUI-Advanced-Tile-Processing": [ + [ + "CustomTileMerger", + "CustomTileSplitter" + ], + { + "title_aux": "ComfyUI-Advanced-Tile-Processing" + } + ], + "https://github.com/QaisMalkawi/ComfyUI-QaisHelper": [ + [ + "Bool Binary Operation", + "Bool Unary Operation", + "Item Debugger", + "Item Switch", + "Nearest SDXL Resolution", + "SDXL Resolution", + "Size Swapper" + ], + { + "title_aux": "ComfyUI-Qais-Helper" + } + ], + "https://github.com/QijiTec/ComfyUI-RED-UNO": [ + [ + "REDUNOGenerate", + "REDUNOModelLoader" + ], + { + "title_aux": "ComfyUI-RED-UNO" + } + ], + "https://github.com/QuackPhuc/ComfyUI-FisheyeTransform": [ + [ + "FisheyeRedistort", + "FisheyeStrengthEstimate", + "FisheyeUndistort" + ], + { + "title_aux": "ComfyUI-FisheyeTransform" + } + ], + "https://github.com/QuietNoise/comfyui_queue_manager": [ + [ + "Workflow Name" + ], + { + "title_aux": "ComfyUI Queue Manager" + } + ], + "https://github.com/R5-Revo/llm-node-comfyui": [ + [ + "UniversalLLMNode" + ], + { + "title_aux": "Universal LLM Node for ComfyUI" + } + ], + "https://github.com/RCAKangle/ComfyUI_LLM_Embeder": [ + [ + "ChatHistoryViewer", + "ChatNode", + "LLMConfigNode" + ], + { + "title_aux": "ComfyUI_LLM_Embeder" + } + ], + "https://github.com/RUiNtheExtinct/comfyui-save-file-extended": [ + [ + "LoadAudioExtended", + "LoadImageExtended", + "LoadVideoExtended", + "SaveAudioExtended", + "SaveAudioMP3Extended", + "SaveAudioOpusExtended", + "SaveImageExtended", + "SaveVideoExtended", + "SaveWEBMExtended", + "SaveWorkflowExtended" + ], + { + "title_aux": "comfyui-save-file-extended" + } + ], + "https://github.com/Raapys/ComfyUI-LatentGC_Aggressive": [ + [ + "LatentGC" + ], + { + "title_aux": "LatentGC Aggressive" + } + ], + "https://github.com/RainyN0077/ComfyUI-PromptSE": [ + [ + "PromptSE" + ], + { + "title_aux": "ComfyUI-PromptSE" + } + ], + "https://github.com/RamonGuthrie/ComfyUI-RBG-ImageStitchPlus": [ + [ + "RBGImageStitchPlus", + "RBGPadPro" + ], + { + "title_aux": "ComfyUI-RBG-ImageStitchPlus" + } + ], + "https://github.com/RamonGuthrie/ComfyUI-RBG-SmartSeedVariance": [ + [ + "RBG_Smart_Seed_Variance" + ], + { + "title_aux": "ComfyUI-RBG-SmartSeedVariance" + } + ], + "https://github.com/Randy420Marsh/civitai-api-url-resolver": [ + [ + "CivitaiShareToDirectURL" + ], + { + "title_aux": "Civitai URL Resolver for ComfyUI" + } + ], + "https://github.com/Rathius-Saranoth/Rathius_ComfyNodes": [ + [ + "LoadTextFile_Rathius", + "SimpleTextMixer" + ], + { + "title_aux": "Rathius_ComfyNodes" + } + ], + "https://github.com/Raykosan/ComfyUI_RS-SaturationNode": [ + [ + "RS_SaturationSwitch" + ], + { + "title_aux": "ComfyUI_RS-SaturationNode" + } + ], + "https://github.com/Raykosan/ComfyUI_RaykoStudio": [ + [ + "RS_RusTextOverlay" + ], + { + "title_aux": "ComfyUI_RaykoStudio" + } + ], + "https://github.com/RaymondProduction/comfyui-zerna-pack": [ + [ + "CLIPDynamicPromptEncoder //Zerna Pack", + "DynamicPromptInjector //Zerna Pack", + "LastImage //Zerna Pack", + "UnzipPrompt //Zerna Pack" + ], + { + "author": "Raymond", + "description": "A set of nodes for batch processing of text and images.", + "nickname": "Zerna Pack", + "title": "Zerna Pack", + "title_aux": "Zerna Pack" + } + ], + "https://github.com/ReBeating/ComfyUI-Artist-Selector": [ + [ + "ArtistLoader", + "LoadArtistTag" + ], + { + "title_aux": "ComfyUI-Artist-Selector" + } + ], + "https://github.com/RegulusAlpha/ComfyUI-DynPromptSimplified": [ + [ + "DynPromptExpand" + ], + { + "title_aux": "ComfyUI Dynamic Prompting Simplified" + } + ], + "https://github.com/ReinerBforartists/comfyui_auto_prompt_schedule": [ + [ + "AutoPromptSchedule" + ], + { + "title_aux": "Auto Prompt Schedule" + } + ], + "https://github.com/ReinerBforartists/comfyui_text_line_combine": [ + [ + "CombineTextLines" + ], + { + "title_aux": "ComfyUI_Text_Line_Combine" + } + ], + "https://github.com/Reithan/negative_rejection_steering": [ + [ + "NRS" + ], + { + "title_aux": "Negative Rejection Steering" + } + ], + "https://github.com/RenderRift/ComfyUI-RenderRiftNodes": [ + [ + "AnalyseMetadata", + "DateIntegerNode", + "DisplayMetaOptions", + "LoadImageWithMeta", + "MetadataOverlayNode", + "VideoPathMetaExtraction" + ], + { + "title_aux": "ComfyUI-RenderRiftNodes" + } + ], + "https://github.com/Revmagi/DDM_bundle": [ + [ + "DDM_GetNode", + "DDM_SetNode" + ], + { + "title_aux": "DDM Bundle - ComfyUI Custom Nodes" + } + ], + "https://github.com/RhizoNymph/ComfyUI-CLIPSlider": [ + [ + "CLIPSlider" + ], + { + "title_aux": "ComfyUI-CLIPSlider" + } + ], + "https://github.com/RhizoNymph/ComfyUI-ColorWheel": [ + [ + "AccurateColorWheelNode" + ], + { + "title_aux": "ComfyUI-ColorWheel" + } + ], + "https://github.com/RhizoNymph/ComfyUI-Latte": [ + [ + "LatteVideoGenerator" + ], + { + "title_aux": "ComfyUI-Latte" + } + ], + "https://github.com/Rhovanx/wan_vace_auto_joiner": [ + [ + "WanVaceAutoJoiner", + "WanVaceAutoJoinerFinalize", + "WanVaceAutoJoinerSave" + ], + { + "title_aux": "Wan Vace Auto Joiner" + } + ], + "https://github.com/RiceRound/ComfyUI_CryptoCat": [ + [ + "CryptoCatImage", + "DecodeCryptoNode", + "ExcuteCryptoNode", + "RandomSeedNode", + "SaveCryptoBridgeNode", + "SaveCryptoNode" + ], + { + "title_aux": "ComfyUI Compression and Encryption Node" + } + ], + "https://github.com/RiceRound/ComfyUI_RiceRound": [ + [ + "RiceRoundAdvancedChoiceNode", + "RiceRoundBooleanNode", + "RiceRoundDecryptNode", + "RiceRoundDownloadImageAndMaskNode", + "RiceRoundDownloadImageNode", + "RiceRoundDownloadMaskNode", + "RiceRoundEncryptNode", + "RiceRoundFloatNode", + "RiceRoundImageBridgeNode", + "RiceRoundImageNode", + "RiceRoundImageUrlNode", + "RiceRoundInputTextNode", + "RiceRoundIntNode", + "RiceRoundMaskBridgeNode", + "RiceRoundOutputBooleanNode", + "RiceRoundOutputFloatNode", + "RiceRoundOutputImageBridgeNode", + "RiceRoundOutputImageNode", + "RiceRoundOutputIntNode", + "RiceRoundOutputMaskBridgeNode", + "RiceRoundOutputTextNode", + "RiceRoundRandomSeedNode", + "RiceRoundSimpleChoiceNode", + "RiceRoundSimpleImageNode", + "RiceRoundStrToBooleanNode", + "RiceRoundStrToFloatNode", + "RiceRoundStrToIntNode", + "RiceRoundUploadImageNode" + ], + { + "title_aux": "RiceRound Cloud Node" + } + ], + "https://github.com/Rinsanga1/comfyui-florence2xy": [ + [ + "Florence2toCoordinatesButxy", + "LoadImageWithName" + ], + { + "title_aux": "comfyui-florence2xy" + } + ], + "https://github.com/Rizzlord/ComfyUI-RizzNodes": [ + [ + "BatchImagesToGrid", + "CreateImage", + "LoadMultiviewImages", + "Quadremesh", + "RizzAlphaMargin", + "RizzAudioMixer", + "RizzBatchImageLoader", + "RizzBlur", + "RizzChannelPack", + "RizzChannelSplit", + "RizzClean", + "RizzCropAndScaleFromMask", + "RizzDynamicPromptGenerator", + "RizzEditClips", + "RizzEditImage", + "RizzExtractAllFrames", + "RizzExtractFrames", + "RizzGDSPatcher", + "RizzImageEffects", + "RizzLoadAudio", + "RizzLoadImage", + "RizzLoadLatestImage", + "RizzLoadLatestMesh", + "RizzLoadVideo", + "RizzMakeTileable", + "RizzModelBatchLoader", + "RizzPasteAndUnscale", + "RizzPreviewAudio", + "RizzPreviewImage", + "RizzPreviewTiling", + "RizzPreviewVideo", + "RizzSaveAudio", + "RizzSaveImage", + "RizzSaveVideo", + "RizzSeparateVideoAudio", + "RizzTextcombine", + "RizzUpscaleImageBatch", + "RizzVideoEffects", + "SaveMultiviewImages", + "SimplifyMesh", + "SplitImageBatch", + "VideoSecondsToLength" + ], + { + "title_aux": "ComfyUI-RizzNodes" + } + ], + "https://github.com/RodrigoSKohl/ComfyUI-Panoramic-ImgStitcher": [ + [ + "Image Stitching Node" + ], + { + "title_aux": "Panoramic Image Stitcher" + } + ], + "https://github.com/RodrigoSKohl/InteriorDesign-for-ComfyUI": [ + [ + "Control Items", + "Image Normalize", + "Interior Design Segmentator" + ], + { + "title_aux": "Interior Design for Comfyui" + } + ], + "https://github.com/RodrigoSKohl/comfyui-tryoff-anyone": [ + [ + "TryOffAnyoneNode" + ], + { + "title_aux": "TryOff Anyone" + } + ], + "https://github.com/RomanKuschanow/ComfyUI-Advanced-Latent-Control": [ + [ + "LatentAddTransform", + "LatentInterpolateTransform", + "LatentMirror", + "LatentNormalize", + "LatentShift", + "MirrorTransform", + "MultiplyTransform", + "OffsetCombine", + "OneTimeLatentAddTransform", + "OneTimeLatentInterpolateTransform", + "OneTimeMirrorTransform", + "OneTimeMultiplyTransform", + "OneTimeShiftTransform", + "ShiftTransform", + "TransformHijack", + "TransformOffset", + "TransformSampler", + "TransformSamplerAdvanced", + "TransformsCombine" + ], + { + "title_aux": "Advanced Latent Control" + } + ], + "https://github.com/Ron-Digital/ComfyUI-SceneGenerator": [ + [ + "Scene Generator" + ], + { + "title_aux": "ComfyUI-SceneGenerator" + } + ], + "https://github.com/RunningOverGlowies/ComfyUI-PromptUtils": [ + [ + "FilenameGenerator", + "PromptWildcards" + ], + { + "title_aux": "ComfyUI-PromptUtils" + } + ], + "https://github.com/Runware/ComfyUI-Runware": [ + [ + "Runware 3D Inference", + "Runware 3D Inference Inputs", + "Runware API Manager", + "Runware Accelerator Options", + "Runware Alibaba Provider Settings", + "Runware Audio Inference", + "Runware Audio Inference Inputs", + "Runware Audio Inputs Combine", + "Runware Audio Model Search", + "Runware Audio Sections", + "Runware Background Removal", + "Runware BlackForest Labs Provider Settings", + "Runware Bria Provider Mask", + "Runware Bria Provider Settings", + "Runware Bytedance Provider Settings", + "Runware ControlNet", + "Runware ControlNet Combine", + "Runware ControlNet PreProcessor", + "Runware ElevenLabs Provider Settings", + "Runware ElevenLabs Provider Settings Sections", + "Runware Embedding Search", + "Runware Embeddings Combine", + "Runware Frame Images", + "Runware Google Provider Settings", + "Runware IPAdapter", + "Runware IPAdapters Combine", + "Runware Image Caption", + "Runware Image Inference", + "Runware Image Inference Inputs", + "Runware Image Inference Ultralytics", + "Runware Image Masking", + "Runware Image Upscaler", + "Runware Imagen Inference", + "Runware Input Audios", + "Runware KlingAI Provider Settings", + "Runware Kontext Inference", + "Runware Lightricks Provider Settings", + "Runware Lora Combine", + "Runware Lora Search", + "Runware Luma Provider Settings", + "Runware Media Upload", + "Runware Midjourney Provider Settings", + "Runware MiniMax Provider Settings", + "Runware Mirelo Provider Settings", + "Runware Model Search", + "Runware Multi Inference", + "Runware OpenAI Provider Settings", + "Runware Outpaint", + "Runware PhotoMaker V2", + "Runware Pixverse Provider Settings", + "Runware Reference Images", + "Runware Reference Videos", + "Runware Reference Voices", + "Runware Refiner", + "Runware Runway Provider Settings", + "Runware Safety Inputs", + "Runware Save 3D", + "Runware Save Image", + "Runware Settings", + "Runware Speech Inputs Combine", + "Runware Sync Provider Settings", + "Runware Sync Segment", + "Runware VAE Search", + "Runware Vectorize", + "Runware Video Advanced Feature Inputs", + "Runware Video Audio Input", + "Runware Video Background Removal", + "Runware Video Inference", + "Runware Video Inference Inputs", + "Runware Video Inference Outputs", + "Runware Video Inputs Frame Images", + "Runware Video Inputs References", + "Runware Video Model Search", + "Runware Video Speech Input", + "Runware Video Transcription", + "Runware Video Upscaler", + "Runware Vidu Provider Settings", + "Runware Wan Animate Advanced Feature Settings", + "Runware xAI Provider Settings", + "Runware3DInference", + "Runware3DInferenceInputs", + "RunwareAlibabaProviderSettings", + "RunwareAudioInferenceInputs", + "RunwareAudioInput", + "RunwareAudioInputCombine", + "RunwareBlackForestProviderSettings", + "RunwareBriaProviderMask", + "RunwareBriaProviderSettings", + "RunwareBytedanceProviderSettings", + "RunwareFrameImages", + "RunwareGoogleProviderSettings", + "RunwareKlingProviderSettings", + "RunwareLightricksProviderSettings", + "RunwareLumaProviderSettings", + "RunwareMidjourneyProviderSettings", + "RunwareMiniMaxProviderSettings", + "RunwareMireloProviderSettings", + "RunwareOpenAIProviderSettings", + "RunwarePixverseProviderSettings", + "RunwareRunwayProviderSettings", + "RunwareSafetyInputs", + "RunwareSave3D", + "RunwareSettings", + "RunwareSpeechInput", + "RunwareSpeechInputCombine", + "RunwareSyncProviderSettings", + "RunwareSyncSegment", + "RunwareUltralyticsInputs", + "RunwareUltralyticsProviderSettings", + "RunwareVectorize", + "RunwareVideoAdvancedFeatureInputs", + "RunwareVideoBgRemoval", + "RunwareVideoInferenceOutputs", + "RunwareVideoInputsFrameImages", + "RunwareVideoInputsReferences", + "RunwareVideoUpscaler", + "RunwareWanAnimateAdvancedFeatureSettings", + "RunwareXAIProviderSettings", + "txt2vid" + ], + { + "title_aux": "Runware.ai ComfyUI Inference API Integration" + } + ], + "https://github.com/RyukoMatoiFan/ComfyUI-STARFlow": [ + [ + "STARFlowCheckpointLoader", + "STARFlowSampler", + "STARFlowT5TextEncode", + "STARFlowVAEDecode" + ], + { + "title_aux": "ComfyUI-STARFlow" + } + ], + "https://github.com/RyukoMatoiFan/ComfyUI-Switti": [ + [ + "SwittiCheckpointLoader", + "SwittiDualCLIPLoader", + "SwittiPipelineBuilder", + "SwittiSampler", + "SwittiVAECheckpointLoader" + ], + { + "title_aux": "ComfyUI-Switti" + } + ], + "https://github.com/Ryuukeisyou/comfyui_face_parsing": [ + [ + "BBoxDecompose(FaceParsing)", + "BBoxDetect(FaceParsing)", + "BBoxDetectorLoader(FaceParsing)", + "BBoxListItemSelect(FaceParsing)", + "BBoxResize(FaceParsing)", + "ColorAdjust(FaceParsing)", + "FaceParse(FaceParsing)", + "FaceParsingModelLoader(FaceParsing)", + "FaceParsingProcessorLoader(FaceParsing)", + "FaceParsingResultsParser(FaceParsing)", + "GuidedFilter(FaceParsing)", + "ImageCropWithBBox(FaceParsing)", + "ImageCropWithBBoxList(FaceParsing)", + "ImageInsertWithBBox(FaceParsing)", + "ImageListSelect(FaceParsing)", + "ImagePadWithBBox(FaceParsing)", + "ImageResizeCalculator(FaceParsing)", + "ImageResizeWithBBox(FaceParsing)", + "ImageSize(FaceParsing)", + "MaskBatchComposite(FaceParsing)", + "MaskBlackOut(FaceParsing)", + "MaskBorderDissolve(FaceParsing)", + "MaskBorderDissolveAdvanced(FaceParsing)", + "MaskComposite(FaceParsing)", + "MaskCropWithBBox(FaceParsing)", + "MaskInsertWithBBox(FaceParsing)", + "MaskListSelect(FaceParsing)", + "MaskToBBoxList(FaceParsing)" + ], + { + "title_aux": "comfyui_face_parsing" + } + ], + "https://github.com/Ryuukeisyou/comfyui_io_helpers": [ + [ + "ImageLoadAsMaskByPath(IOHelpers)", + "ImageLoadByPath(IOHelpers)", + "ImageLoadFromBase64(IOHelpers)", + "ImageSaveAsBase64(IOHelpers)", + "ImageSaveToPath(IOHelpers)", + "TypeConversion(IOHelpers)", + "VHSFileNamesToStrings(IOHelpers)" + ], + { + "title_aux": "comfyui_io_helpers" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-Prepack": [ + [ + "PrepackCalculator", + "PrepackCondArea", + "PrepackGetPipe", + "PrepackKsampler", + "PrepackKsamplerAdvanced", + "PrepackLoras", + "PrepackLorasAndMSSD3", + "PrepackModelDualCLIP", + "PrepackModelSingleCLIP", + "PrepackNumberTypeConverter", + "PrepackSeed", + "PrepackSetPipe", + "\ud83d\udc80Prepack Calculator", + "\ud83d\udc80Prepack Int Combine", + "\ud83d\udc80Prepack Int Split", + "\ud83d\udc80Prepack Logic Int", + "\ud83d\udc80Prepack Logic String", + "\ud83d\udc80Prepack Merge Selector", + "\ud83d\udc80Prepack Number Type Converter", + "\ud83d\udc80Prepack Save By File Name" + ], + { + "title_aux": "ComfyUI Prepack" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-PromptsO": [ + [ + "\ud83d\udc80S4AnyToString", + "\ud83d\udc80S4ImageWithGemini", + "\ud83d\udc80S4ImageWithGrok", + "\ud83d\udc80S4PromptsCombine", + "\ud83d\udc80S4PromptsFromJanusPro", + "\ud83d\udc80S4PromptsInput", + "\ud83d\udc80S4PromptsReplace", + "\ud83d\udc80S4PromptsSplit", + "\ud83d\udc80S4TextWithDeepseek", + "\ud83d\udc80S4TextWithGemini", + "\ud83d\udc80S4TextWithGrok", + "\ud83d\udc80S4TextWithOpenAI" + ], + { + "title_aux": "ComfyUI-PromptsO" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Motion": [ + [ + "\ud83d\udc80Motion Config", + "\ud83d\udc80Motion Distortion", + "\ud83d\udc80Motion Mask", + "\ud83d\udc80Motion Opacity", + "\ud83d\udc80Motion Position", + "\ud83d\udc80Motion Position On Path", + "\ud83d\udc80Motion Rotation", + "\ud83d\udc80Motion Scale", + "\ud83d\udc80Motion Shake", + "\ud83d\udc80Video Combine", + "\ud83d\udc80Video Crop", + "\ud83d\udc80Video Frames", + "\ud83d\udc80Video Info", + "\ud83d\udc80Video Resize" + ], + { + "title_aux": "ComfyUI S4Motion" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Image": [ + [ + "ImageAdjustment", + "ImageAdjustmentColor", + "ImageBlendWithAlpha", + "ImageBoard", + "ImageColor", + "ImageColorPicker", + "ImageCombine", + "ImageCropToFit", + "ImageFromBase64", + "ImageFromFolder", + "ImageFromFolderByIndex", + "ImageFromURL", + "ImageGetColor", + "ImageMaskExpand", + "ImageOverlay", + "ImagePalette", + "ImagePalette631", + "ImagePaletteContrary", + "ImagePrimaryColor", + "ImageRMBG", + "ImageRemoveAlpha", + "ImageResize", + "ImageSAM", + "ImageSAM2", + "ImageTilingPattern", + "ImageToBase64" + ], + { + "title_aux": "ComfyUI S4Tool Image" + } + ], + "https://github.com/S4MUEL-404/ComfyUI-S4Tool-Text": [ + [ + "S4Tools Text Basic", + "S4Tools Text Font Base64", + "S4Tools Text Font URL", + "S4Tools Text Font file", + "S4Tools Text Style" + ], + { + "title_aux": "ComfyUI S4Tool Text" + } + ], + "https://github.com/SEkINVR/ComfyUI-SaveAs": [ + [ + "ComfyUISaveAs" + ], + { + "title_aux": "ComfyUI SaveAS" + } + ], + "https://github.com/SKBv0/ComfyUI_BlendPack": [ + [ + "BlendJoiner", + "BlendVideoCombine" + ], + { + "title_aux": "ComfyUI_BlendPack" + } + ], + "https://github.com/SKBv0/ComfyUI_SKBundle": [ + [ + "AspectRatioAdvanced", + "DisplayEverything", + "ImageComparer", + "LensFlare", + "MultiFloat", + "MultiTextNode", + "PaintPro", + "SKB_AnySwitch", + "SeamlessTexture", + "TextBox", + "TitlePlus" + ], + { + "title_aux": "ComfyUI SKBundle" + } + ], + "https://github.com/SKBv0/ComfyUI_SpideyReroute": [ + [ + "SpideyReroute" + ], + { + "title_aux": "ComfyUI_SpideyReroute" + } + ], + "https://github.com/SKFRMSEHF/comfyui_SK_Loader": [ + [ + "SK_CheckpointLoader", + "SK_CheckpointLoaderSimple", + "SK_LoraLoader", + "SK_PowerLoraLoader", + "SK_UNETLoader", + "SK_VAELoader", + "SK_unCLIPCheckpointLoader" + ], + { + "title_aux": "SK-ComfyUI-FolderingLoader" + } + ], + "https://github.com/SLAPaper/ComfyUI-Image-Selector": [ + [ + "ImageDuplicator", + "ImageSelector", + "LatentDuplicator", + "LatentSelector" + ], + { + "title_aux": "ComfyUI-Image-Selector" + } + ], + "https://github.com/SLVGITHUB/QWEN3_TTS_DVA": [ + [ + "QwenTTSAudioSaver", + "QwenTTSBatchGenerate", + "QwenTTSEmotionMixer", + "QwenTTSGenerate", + "QwenTTSModelLoader", + "QwenTTSVoiceClone" + ], + { + "title_aux": "DVA_Qwen_TTS" + } + ], + "https://github.com/SOELexicon/ComfyUI-LexMSDBNodes": [ + [ + "MSSqlSelectNode", + "MSSqlTableNode" + ], + { + "title_aux": "LexMSDBNodes" + } + ], + "https://github.com/SOELexicon/ComfyUI-LexTools": [ + [ + "AesthetlcScoreSorter", + "AgeClassifierNode", + "ArtOrHumanClassifierNode", + "CalculateAestheticScore", + "DocumentClassificationNode", + "FoodCategoryClassifierNode", + "ImageAspectPadNode", + "ImageCaptioning", + "ImageFilterByFloatScoreNode", + "ImageFilterByIntScoreNode", + "ImageQualityScoreNode", + "ImageRankingNode", + "ImageScaleToMin", + "LoadAesteticModel", + "MD5ImageHashNode", + "NSFWClassifierNode", + "SamplerPropertiesNode", + "ScoreConverterNode", + "SeedIncrementerNode", + "SegformerNode", + "SegformerNodeMasks", + "SegformerNodeMergeSegments", + "StepCfgIncrementNode", + "WatermarkDetectionNode" + ], + { + "title_aux": "ComfyUI-LexTools" + } + ], + "https://github.com/SS-snap/ComfyUI-Ad_scheduler": [ + [ + "AD_Scheduler" + ], + { + "title_aux": "ComfyUI-Ad-scheduler" + } + ], + "https://github.com/SS-snap/ComfyUI-LBW_flux": [ + [ + "LoraBlockWeight_Flux" + ], + { + "title_aux": "ComfyUI-LBW_flux" + } + ], + "https://github.com/SS-snap/ComfyUI-Snap_Processing": [ + [ + "AreaCalculator", + "PyQtCanvasNode", + "Snapload" + ], + { + "title_aux": "Snap Processing for Comfyui" + } + ], + "https://github.com/SS-snap/Comfyui_SSsnap_pose-Remapping": [ + [ + "ApplyPoseScalesToFrames", + "CalculatePoseScales", + "ConvertPoseToStandardFormat", + "RenderKps" + ], + { + "title_aux": "Comfyui_SSsnap_pose-Remapping" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen": [ + [ + "Qwen2_Chat_Zho", + "Qwen2_ModelLoader_Zho", + "Qwen2_Zho" + ], + { + "title_aux": "ComfyUI-Qwen" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen-Omni": [ + [ + "QwenOmniCombined", + "VideoUploader" + ], + { + "title_aux": "ComfyUI-Qwen-Omni" + } + ], + "https://github.com/SXQBW/ComfyUI-Qwen-VL": [ + [ + "QwenVisionParser" + ], + { + "title_aux": "ComfyUI-Qwen-VL" + } + ], + "https://github.com/SaTaNoob/ComfyUI-Z-Image-Turbo-Resolutions": [ + [ + "ZImageTurboResolutions" + ], + { + "title_aux": "ComfyUI-Z-Image-Turbo-Resolutions" + } + ], + "https://github.com/Saganaki22/ComfyUI-Maya1_TTS": [ + [ + "Maya1TTS_Barebones", + "Maya1TTS_Combined" + ], + { + "title_aux": "Maya1 TTS" + } + ], + "https://github.com/Saganaki22/ComfyUI-Seedream4_Replicate": [ + [ + "Seedream4_Replicate" + ], + { + "title_aux": "Seedream4 Replicate" + } + ], + "https://github.com/Saganaki22/ComfyUI-Step_Audio_EditX_TTS": [ + [ + "StepAudio_AudioEdit", + "StepAudio_VoiceClone" + ], + { + "title_aux": "Step Audio EditX TTS" + } + ], + "https://github.com/Saganaki22/ComfyUI-dotWaveform": [ + [ + "DottedWaveformVisualizer" + ], + { + "title_aux": "dotWaveform" + } + ], + "https://github.com/SamKhoze/ComfyUI-DeepFuze": [ + [ + "DeepFuze Save", + "DeepFuzeAdavance", + "DeepFuzeFaceSwap", + "DeepfuzePreview", + "LLM_node", + "PlayBackAudio", + "TTS_generation" + ], + { + "title_aux": "DeepFuze" + } + ], + "https://github.com/SamLiu1000/ComfyUI_Rabbit-Camera-Perspective": [ + [ + "RabbitCameraSelector" + ], + { + "title_aux": "ComfyUI_Rabbit-Camera-Perspective" + } + ], + "https://github.com/SamLiu1000/ComfyUI_Resolution-and-Ratio": [ + [ + "ResolutionAndRatio" + ], + { + "title_aux": "ComfyUI_Resolution-and-Ratio" + } + ], + "https://github.com/SamTyurenkov/comfyui-vace-preprocessors": [ + [ + "CombineLayoutTracksNode", + "VideoLayoutTrackAnnotatorNode" + ], + { + "title_aux": "comfyui_vace_preprocessors" + } + ], + "https://github.com/SamTyurenkov/comfyui_chatgpt": [ + [ + "BananaImageEditNode", + "BananaImageGenerationNode", + "ChatGPTImageEditNode", + "ChatGPTImageGenerationNode", + "ImageToBase64" + ], + { + "title_aux": "comfyui_chatgpt" + } + ], + "https://github.com/Sampkao/ComfyUI-Amage": [ + [ + "Amage All in One", + "Amage FPS Converter", + "Amage STT", + "Amage Text" + ], + { + "title_aux": "ComfyUI-Amage" + } + ], + "https://github.com/San4itos/ComfyUI-Save-Images-as-Video": [ + [ + "ConvertVideoFFmpeg_san4itos", + "LoadVideoByPath_san4itos", + "SaveFramesToVideoFFmpeg_san4itos" + ], + { + "title_aux": "Save Images to Video (FFmpeg) for ComfyUI" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-DeepStereo": [ + [ + "ColorPickerNode", + "DepthMapProcessor", + "ImageEffectsTransformer", + "ImageResizeAndTransform", + "MiDaSDepthEstimator", + "ProceduralTextureGenerator", + "RandomDotStereogramGenerator", + "RandomNoiseGenerator", + "StereogramGenerator", + "TextureTransformer" + ], + { + "title_aux": "ComfyUI-DeepStereo" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-Kontext-API": [ + [ + "FalKontextMaxMultiImageNode", + "KontextAPINode" + ], + { + "title_aux": "ComfyUI-Kontext-API" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-SaveAudioMP3": [ + [ + "SaveAudioMP3" + ], + { + "title_aux": "ComfyUI-SaveAudioMP3" + } + ], + "https://github.com/SanDiegoDude/ComfyUI-Soprano-TTS": [ + [ + "SopranoTTS" + ], + { + "title_aux": "ComfyUI-Soprano-TTS" + } + ], + "https://github.com/SanDiegoDude/SCG_LocalVLM": [ + [ + "Qwen", + "Qwen2.5", + "Qwen2.5VL", + "QwenVL" + ], + { + "title_aux": "SCG_LocalVLM" + } + ], + "https://github.com/Santat2023/ComfyUiRagNodes": [ + [ + "MyNodesForDB", + "MyNodesForLLM", + "MyNodesForRAG" + ], + { + "title_aux": "ComfyUiRagCustomNodes" + } + ], + "https://github.com/Santodan/santodan-custom-nodes-comfyui": [ + [ + "ExcludedLoras", + "ExtractAndApplyLoRAs", + "ListSelector", + "LoRACachePreloader", + "LoraMetadataHub", + "ModelAssembler", + "PromptListWithTemplates", + "RandomLoRACustom", + "RandomLoRACustomModel", + "RandomLoRAFolder", + "RandomLoRAFolderModel", + "Save Workflow & Shutdown", + "SaveWorkflowAndShutdown", + "SplitBatchWithPrefix", + "WildcardManager" + ], + { + "title_aux": "Santodan Random LoRA Node" + } + ], + "https://github.com/Saquib764/omini-kontext": [ + [ + "NunchakuOminiKontextPatch", + "OminiKontextConditioning", + "OminiKontextEditor", + "OminiKontextModelPatch", + "OminiQwenImageEditModelPatch" + ], + { + "title_aux": "Omini Kontext" + } + ], + "https://github.com/SatadalAI/SATA_UtilityNode": [ + [ + "Latent Machine", + "Latent_Machine", + "Preview Machine", + "Preview_Machine", + "Prompt Autocomplete", + "Prompt Machine", + "PromptAutocomplete", + "Prompt_Machine", + "Resolution Machine", + "Resolution_Machine", + "Save Machine", + "Save_Machine", + "Upscale Machine", + "Upscale_Machine" + ], + { + "title_aux": "SATA UtilityNode Node for ComfyUI" + } + ], + "https://github.com/SaturMars/ComfyUI-NVVFR": [ + [ + "NVVFR" + ], + { + "title_aux": "ComfyUI-NVVFR" + } + ], + "https://github.com/SaturMars/ComfyUI-QwenImageLoraConverter": [ + [ + "QwenLoraConverterNode" + ], + { + "title_aux": "ComfyUI Qwen LoRA Converter Node" + } + ], + "https://github.com/SayanoAI/Comfy-RVC": [ + [ + "Any2ListNode", + "AudioBatchValueNode", + "AudioInfoNode", + "AudioTranscriptionNode", + "BatchedTranscriptionEncoderNode", + "DownloadAudio", + "ImageRepeatInterleavedNode", + "LatentRepeatInterleavedNode", + "List2AnyNode", + "LoadHubertModel", + "LoadPitchExtractionParams", + "LoadRVCModelNode", + "LoadWhisperModelNode", + "MergeAudioNode", + "MergeImageBatches", + "MergeLatentBatches", + "MuseAudioFeatureExtractionNode", + "MuseImageFeatureExtractionNode", + "MuseTalkNode", + "ProcessAudioNode", + "RVC-Studio.LoadAudio", + "RVC-Studio.PreviewAudio", + "RVCNode", + "RVCProcessDatasetNode", + "RVCTrainModelNode", + "RVCTrainParamsNode", + "SimpleMathNode", + "SliceNode", + "SortImagesNode", + "UVR5Node", + "ZipNode" + ], + { + "title_aux": "Comfy-RVC" + } + ], + "https://github.com/Sayene/comfyui-base64-to-image-size": [ + [ + "LoadImageFromBase64Size" + ], + { + "title_aux": "comfyui-base64-to-image-size" + } + ], + "https://github.com/Scholar01/ComfyUI-Keyframe": [ + [ + "KeyframeApply", + "KeyframeInterpolationPart", + "KeyframePart" + ], + { + "title_aux": "SComfyUI-Keyframe" + } + ], + "https://github.com/Scorpinaus/ComfyUI-DiffusersLoader": [ + [ + "CombinedDiffusersLoader", + "DiffusersClipLoader", + "DiffusersUNETLoader", + "DiffusersVAELoader" + ], + { + "title_aux": "ComfyUI-DiffusersLoader" + } + ], + "https://github.com/Scorpiosis0/ComfyUI-WtlNodes": [ + [ + "Brightness", + "CameraDepthDOF", + "Contrast", + "DepthDOF", + "Dither", + "DualEaseCosineScheduler", + "EmptyLatent", + "Exposure", + "HighlightShadow", + "Hue", + "ImageResize", + "ImageRotate", + "ImageRotation", + "ImageTranslation", + "ImageZoom", + "LatentNoise", + "MaskFilter", + "MaskProcessor", + "MaskResize", + "MaskRotation", + "MaskTranslation", + "MaskZoom", + "RAMImageCompare", + "RAMPreviewImage", + "Saturation", + "SigmaVisualizer", + "Temperature" + ], + { + "title_aux": "WtlNodes" + } + ], + "https://github.com/ScreamingHawk/comfyui-ollama-prompt-encode": [ + [ + "OllamaCLIPTextEncode", + "OllamaPromptGenerator" + ], + { + "author": "Michael Standen", + "description": "Use AI to generate prompts and perform CLIP text encoding", + "nickname": "Ollama Prompt Encode", + "title": "Ollama Prompt Encode", + "title_aux": "Ollama Prompt Encode" + } + ], + "https://github.com/SeaArtLab/ComfyUI-Long-CLIP": [ + [ + "LongCLIPTextEncodeFlux", + "SeaArtLongClip", + "SeaArtLongXLClipMerge" + ], + { + "title_aux": "ComfyUI-Long-CLIP" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Get-Line": [ + [ + "Get Line" + ], + { + "title_aux": "ComfyUI-Get-Line" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Image-Compare": [ + [ + "ImageCompareNode" + ], + { + "title_aux": "ComfyUI Image Compare" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Remove-Background": [ + [ + "SBCODERemoveBackground" + ], + { + "title_aux": "Remove Background" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Sonic": [ + [ + "SONICSampler", + "SONICTLoader", + "SONIC_PreData" + ], + { + "title_aux": "ComfyUI-Sonic" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Video-Reverse": [ + [ + "VideoReverseNode" + ], + { + "title_aux": "ComfyUI Video Reverse" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Virtual-Webcam": [ + [ + "VirtualCamNode" + ], + { + "title_aux": "ComfyUI Virtual Webcam" + } + ], + "https://github.com/Sean-Bradley/ComfyUI-Voice-Clone": [ + [ + "DetectWatermarkNode", + "VoiceCloneNode", + "VoiceReplaceNode" + ], + { + "title_aux": "ComfyUI Voice Clone" + } + ], + "https://github.com/SeanScripts/ComfyUI-PixtralLlamaMolmoVision": [ + [ + "AutoVisionModelLoader", + "JoinString", + "LlamaVisionGenerateText", + "LlamaVisionModelLoader", + "MolmoGenerateText", + "MolmoModelLoader", + "ParseBoundingBoxes", + "ParsePoints", + "PixtralGenerateText", + "PixtralModelLoader", + "PlotPoints", + "RegexFindAll", + "RegexSearch", + "RegexSplitString", + "RegexSubstitution", + "SelectIndex", + "SliceList" + ], + { + "title_aux": "ComfyUI-PixtralLlamaMolmoVision" + } + ], + "https://github.com/SeanScripts/ComfyUI-Unload-Model": [ + [ + "UnloadAllModels", + "UnloadModel" + ], + { + "title_aux": "ComfyUI-Unload-Model" + } + ], + "https://github.com/SeargeDP/ComfyUI_Searge_LLM": [ + [ + "Searge_AdvOptionsNode", + "Searge_LLM_Node", + "Searge_Output_Node" + ], + { + "title_aux": "Searge-LLM for ComfyUI v1.0" + } + ], + "https://github.com/SeargeDP/SeargeSDXL": [ + [ + "SeargeAdvancedParameters", + "SeargeCheckpointLoader", + "SeargeConditionMixing", + "SeargeConditioningMuxer2", + "SeargeConditioningMuxer5", + "SeargeConditioningParameters", + "SeargeControlnetAdapterV2", + "SeargeControlnetModels", + "SeargeCustomAfterUpscaling", + "SeargeCustomAfterVaeDecode", + "SeargeCustomPromptMode", + "SeargeDebugPrinter", + "SeargeEnablerInputs", + "SeargeFloatConstant", + "SeargeFloatMath", + "SeargeFloatPair", + "SeargeFreeU", + "SeargeGenerated1", + "SeargeGenerationParameters", + "SeargeHighResolution", + "SeargeImage2ImageAndInpainting", + "SeargeImageAdapterV2", 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Nodes" + } + ], + "https://github.com/Semper-Sursum/HF-Flux-ComfyUI": [ + [ + "HuggingFaceTextToImage" + ], + { + "title_aux": "HF-Flux-ComfyUI" + } + ], + "https://github.com/SergPoletaev/ComfyUI-SPoletNodes": [ + [ + "EnhancedVideoPreview", + "GetImageSizeWithPreview", + "Save Images & Preview", + "UltimateMemoryCleaner", + "Video Concat (FFmpeg)", + "VideoBatchCrossfade" + ], + { + "title_aux": "ComfyUI-SPoletNodes" + } + ], + "https://github.com/ServiceStack/comfy-asset-downloader": [ + [ + "AssetDownloader" + ], + { + "title_aux": "ComfyUI Asset Downloader" + } + ], + "https://github.com/SethRobinson/comfyui-workflow-to-api-converter-endpoint": [ + [ + "WorkflowToAPIConverter" + ], + { + "title_aux": "Workflow to API Converter Endpoint" + } + ], + "https://github.com/Shadowwalker0P/CryptoNoise-Ksampler": [ + [ + "CryptoNoise_KSampler" + ], + { + "title_aux": "CryptoNoise-Ksampler" + } + ], + "https://github.com/Shakker-Labs/ComfyUI-IPAdapter-Flux": [ + [ + "ApplyIPAdapterFlux", + 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"SaveImageToRemote", + "SaveVideoToRemote" + ], + { + "title_aux": "comfyui_remote_media_io" + } + ], + "https://github.com/SherryXieYuchen/ComfyUI-Image-Inpainting": [ + [ + "CropImageByRect", + "INPAINT_ColorCorrection", + "INPAINT_CropImage", + "INPAINT_InpaintingWithModel", + "INPAINT_LoadModel", + "INPAINT_PasteBackCropImage", + "INPAINT_VAEDecode", + "INPAINT_VAEEncode", + "ImagePostprocess", + "ImagePreprocess" + ], + { + "title_aux": "ComfyUI-Image-Inpainting" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-HSWQ-Quantizer": [ + [ + "HSWQAdvancedBenchmark", + "HSWQFP8ConverterNodeLegacy", + "SDXLHSWQCalibrationNode", + "SDXLHSWQFP8QuantizerNode" + ], + { + "title_aux": "ComfyUI-HSWQ-Quantizer" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-Magcache-for-SDXL": [ + [ + "MagCacheSDXL", + "MagCacheSDXLCalibration" + ], + { + "title_aux": "ComfyUI-Magcache-for-SDXL" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer": [ + [ + "HSWQAdvancedBenchmark", + "HSWQFP8ConverterNodeLegacy", + "SDXLHSWQCalibrationNode", + "SDXLHSWQFP8QuantizerNode" + ], + { + "title_aux": "ComfyUI-Unofficial-HSWQ-QuantizerHSWQ-Quantizer" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_DiffusionModel_fp8_converter": [ + [ + "ClipFP8ConverterNode", + "ModelFP8ConverterNode" + ], + { + "title_aux": "ComfyUI_DiffusionModel_fp8_converter" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_advanced": [ + [ + "FreeU_B_Scaling", + "FreeU_S_Scaling_AdaptiveCap", + "FreeU_V2_timestepadd" + ], + { + "title_aux": "ComfyUI_FreeU_V2_advanced" + } + ], + "https://github.com/Shiba-2-shiba/ComfyUI_FreeU_V2_timestepadd": [ + [ + "FreeU_B_Scaling", + "FreeU_S_Scaling_AdaptiveCap", + "FreeU_V2_timestepadd" + ], + { + "title_aux": "ComfyUI_FreeU_V2_timestepadd" + } + ], + "https://github.com/Shiba-2-shiba/comfyui-color-ascii-art-node": [ + [ + "ASCIIArtNodeV3" + ], + { + "title_aux": "ComfyUI-color-ascii-art-node" + } + ], + "https://github.com/Shibiko-AI/ShibikoAI-ComfyUI-Tools": [ + [ + "BboxInsertImage", + "BboxSplit", + "Cascade", + "ImageFilters", + "LMS_VisionController", + "Luts", + "LutsAdvanced", + "RemoveAreaByMask", + "RemoveBackground", + "RemoveNoise", + "SeedGenerator", + "Waifu2x" + ], + { + "title_aux": "Shibiko AI ComfyUI Tools" + } + ], + "https://github.com/ShinChven/sc-comfy-nodes": [ + [ + "Aspect Ratio", + "Rescale Node", + "Width & Height" + ], + { + "title_aux": "ShinChven's Custom Nodes Package" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Apply_Style_Model_Adjust": [ + [ + "ApplyStyleModelAdjust" + ], + { + "title_aux": "Apply Style Model Adjust for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-AstralAnimator": [ + [ + "AstralAnimator" + ], + { + "title_aux": "ComfyUI-AstralAnimator" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Audio_Quality_Enhancer": [ + [ + "AudioQualityEffects", + "AudioQualityEnhancer" + ], + { + "title_aux": 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"FreeMemoryCLIP", + "FreeMemoryImage", + "FreeMemoryLatent", + "FreeMemoryModel", + "FreeMemoryString" + ], + { + "title_aux": "ComfyUI-FreeMemory" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-FreeVC_wrapper": [ + [ + "FreeVC Voice Conversion" + ], + { + "title_aux": "ComfyUI-FreeVC_wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Gemini_Flash_2.0_Exp": [ + [ + "AudioRecorder", + "GeminiFlash" + ], + { + "title_aux": "ComfyUI-Gemini_Flash_2.0_Exp" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Gemini_TTS": [ + [ + "GeminiTTS" + ], + { + "title_aux": "ComfyUI-Gemini_TTS" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-HiggsAudio_Wrapper": [ + [ + "HiggsAudio", + "LoadHiggsAudioModel", + "LoadHiggsAudioPrompt", + "LoadHiggsAudioSystemPrompt", + "LoadHiggsAudioTokenizer" + ], + { + "title_aux": "ComfyUI-HiggsAudio_Wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-HunyuanVideoSamplerSave": [ + [ + "EmptyVideoLatentForHunyuan", + "HunyuanVideoSamplerSave", 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"ComfyUI_NanoBanana" + ], + { + "title_aux": "ComfyUI-NanoBanano" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Orpheus-TTS": [ + [ + "OrpheusAudioEffects", + "OrpheusGenerate", + "OrpheusModelLoader" + ], + { + "title_aux": "ComfyUI-Orpheus-TTS" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-PS_Flatten_Image": [ + [ + "FlattenImage" + ], + { + "title_aux": "ComfyUI-PS_Flatten_Image" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-PixArt_XL": [ + [ + "PA_BaseModelLoader_fromhub", + "PA_Generation" + ], + { + "title_aux": "ComfyUI-PixArt_XL" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-SVDResizer": [ + [ + "SVDResizer", + "SVDRsizer" + ], + { + "title_aux": "ComfyUI-SVDResizer" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-ThinkSound_Wrapper": [ + [ + "ThinkSoundFeatureUtilsLoader", + "ThinkSoundModelLoader", + "ThinkSoundSampler" + ], + { + "title_aux": "ComfyUI-ThinkSound_Wrapper" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-Veo2-Experimental": [ + [ + "VeoTextToVideo", + "VeoToVHS", + "VeoVideoPreview" + ], + { + "title_aux": "ComfyUI-Veo2-Experimental" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-VideoUpscale_WithModel": [ + [ + "Free_Video_Memory", + "Video_Upscale_With_Model" + ], + { + "title_aux": "ComfyUI-VideoUpscale_WithModel" + } + ], + "https://github.com/ShmuelRonen/ComfyUI-WanVideoKsampler": [ + [ + "WanVideoKsampler" + ], + { + "title_aux": "ComfyUI-WanVideoKsampler" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_ChatterBox_Voice": [ + [ + "ChatterBoxVoiceCapture", + "ChatterBoxVoiceTTS", + "ChatterBoxVoiceVC" + ], + { + "title_aux": "ComfyUI_ChatterBox_Voice" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_Gemini_Flash": [ + [ + "Gemini_Flash_002" + ], + { + "title_aux": "ComfyUI_Gemini_Flash" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_Hedra": [ + [ + "HedraImageToVideo" + ], + { + "title_aux": "ComfyUI Hedra Node" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_pixtral_large": [ + [ + "ComfyUIPixtralLarge", + "MultiImagesInput", + "preview_text" + ], + { + "title_aux": "ComfyUI Pixtral Large Extension" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_pixtral_vision": [ + [ + "ComfyUIPixtralVision", + "MultiImagesInput", + "preview_text" + ], + { + "title_aux": "ComfyUI_pixtral_vision" + } + ], + "https://github.com/ShmuelRonen/ComfyUI_wav2lip": [ + [ + "LoadAudio", + "Wav2Lip" + ], + { + "title_aux": "Wav2Lip Node for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/DJ_VideoAudioMixer": [ + [ + "DJ_VideoAudioMixer" + ], + { + "title_aux": "DJ_VideoAudioMixer" + } + ], + "https://github.com/ShmuelRonen/FluxKontextCreator": [ + [ + "FluxKontextCreator", + "FluxKontextCreatorExperimental" + ], + { + "title_aux": "Flux Kontext Creator for ComfyUI" + } + ], + "https://github.com/ShmuelRonen/comfyui-openai_fm": [ + [ + "OpenAIFMNode" + ], + { + "title_aux": "comfyui-openai_fm" + } + ], + "https://github.com/ShmuelRonen/flux_pro_integrative": [ + [ + 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"WanSelectiveLoRALoader", + "ZImageSelectiveLoRALoader" + ], + { + "title_aux": "Realtime LoRA Trainer" + } + ], + "https://github.com/Shraknard/ComfyUI-Remover": [ + [ + "Remover" + ], + { + "title_aux": "ComfyUI-Remover" + } + ], + "https://github.com/Siberpone/lazy-pony-prompter": [ + [ + "LPP_Danbooru", + "LPP_Deleter", + "LPP_Derpibooru", + "LPP_E621", + "LPP_Loader_Danbooru", + "LPP_Loader_Derpibooru", + "LPP_Loader_E621", + "LPP_Saver" + ], + { + "title_aux": "Lazy Pony Prompter" + } + ], + "https://github.com/SidDays/ComfyUI-YuGiOh": [ + [ + "YuGiOhCardGenerator" + ], + { + "title_aux": "ComfyUI-YuGiOh" + } + ], + "https://github.com/SiegeKeebsOffical/comfyui-lmstudio": [ + [ + "LMStudioConnectivityV2", + "LMStudioGenerate", + "LMStudioGenerateAdvance", + "LMStudioGenerateV2", + "LMStudioOptionsV2", + "LMStudioSequentialPrompt", + "LMStudioSequentialPromptAdvanced", + "LMStudioVision" + ], + { + "title_aux": "comfyui-lmstudio" + } + ], + "https://github.com/Siempreflaco/ComfyUI-NCNodes": [ + [ + "Load3DMesh", + "NCAudioRecorderNode", + "NCImageProcessor", + "NCIncrementINT", + "NCLineCounter" + ], + { + "title_aux": "ComfyUI-NCNodes" + } + ], + "https://github.com/Sieyalixnet/ComfyUI_Textarea_Loaders": [ + [ + "CheckPointLoader_Text", + "EmptyLatentImage_Text", + "LoRALoader_Text", + "LoadImage_Text" + ], + { + "title_aux": "ComfyUI_Textarea_Loaders" + } + ], + "https://github.com/SignalCha1n/comfyui-ComfySnap": [ + [ + "FaceAvoidRandomY", + "LowQualityDigitalLook", + "SnapBasicFilters", + "SnapTextOverlay" + ], + { + "title_aux": "Snap Style Nodes for ComfyUI" + } + ], + "https://github.com/SijieMei/ComfyUI-promptHistory": [ + [ + "PromptHistory" + ], + { + "title_aux": "ComfyUI-Prompt-History" + } + ], + "https://github.com/SilentZhang/comfyui-encrypt": [ + [ + "RSAEncryptNode", + "RSAKeyGeneratorNode" + ], + { + "title_aux": "comfyui-encrypt" + } + ], + "https://github.com/SilverAndJade/comfyui-silver-nodes": [ + [ + "SilverCivitAILoader", + "SilverFileTextLoader", + "SilverFlickrRandomImage", + "SilverFolderFilePathLoader", + "SilverFolderImageLoader", + "SilverFolderVideoLoader", + "SilverLoraModelLoader", + "SilverRandomFromList", + "SilverStringReplacer", + "SilverUrlImageLoader", + "SilverWebImageLoader" + ], + { + "title_aux": "ComfyUI Silver Nodes" + } + ], + "https://github.com/Simlym/comfyui-prompt-helper": [ + [ + "PromptProcessor" + ], + { + "title_aux": "ComfyUI Prompt Helper" + } + ], + "https://github.com/SimonHeese/ComfyUI_AnimationNodes/raw/refs/heads/main/animated_offset_pad.py": [ + [ + "AnimatedOffsetPadding" + ], + { + "title_aux": "ComfyUI_AnimationNodes" + } + ], + "https://github.com/Sinphaltimus/comfyui_fedcoms_node_pack": [ + [ + "EnhancedModelMetadataReader", + "ModelDataExtractor", + "ModelMetadataReader" + ], + { + "title_aux": "comfyui_fedcoms_node_pack" + } + ], + "https://github.com/SipherAGI/comfyui-animatediff": [ + [ + "AnimateDiffCombine", + "AnimateDiffLoraLoader", + "AnimateDiffModuleLoader", + "AnimateDiffSampler", + "AnimateDiffSlidingWindowOptions", + "ImageSizeAndBatchSize", + "LoadVideo" + ], + { + "title_aux": "AnimateDiff" + } + ], + "https://github.com/SleeeepyZhou/ComfyUI-CNtranslator": [ + [ + "CNtranslator", + "TextShow" + ], + { + "title_aux": "CNtranslator" + } + ], + "https://github.com/Slickytail/ComfyUI-InstantX-IPAdapter-SD3": [ + [ + "ApplyIPAdapterSD3", + "IPAdapterSD3Loader" + ], + { + "title_aux": "ComfyUI-InstantX-IPAdapter-SD3" + } + ], + "https://github.com/Slickytail/ComfyUI-RegionalAdaptiveSampling": [ + [ + "RegionalAdaptiveSampling" + ], + { + "title_aux": "ComfyUI-RegionalAdaptiveSampling" + } + ], + "https://github.com/SlothHole/Imitatoes": [ + [ + "ImitatoesSelfImprovingPrompt" + ], + { + "title_aux": "Imitatoes" + } + ], + "https://github.com/Smirnov75/ComfyUI-mxToolkit": [ + [ + "mxSeed", + "mxSlider", + "mxSlider2D", + "mxStop" + ], + { + "title_aux": "ComfyUI-mxToolkit" + } + ], + "https://github.com/Smuzzies/comfyui_meme_maker": [ + [ + "MemeMaker" + ], + { + "title_aux": "comfyui_meme_maker" + } + ], + "https://github.com/SnJake/SnJake_Baikal_Swin_Anime": [ + [ + "SnJakeAnimeUpscaleCheckpointLoader", + "SnJakeAnimeUpscaleInference" + ], + { + "title_aux": "SnJake_Baikal_Swin_Anime" + } + ], + "https://github.com/SnJake/SnJake_JPG_Artifacts_Noise_Cleaner": [ + [ + "SnJakeArtifactsRemover" + ], + { + "title_aux": "JPG & Noise Remover for ComfyUI" + } + ], + "https://github.com/SnJake/SnJake_Sapsan-VFI": [ + [ + "SnJakeSapsanVFICheckpointLoader", + "SnJakeSapsanVFIInterpolate" + ], + { + "title_aux": "SnJake_Sapsan-VFI" + } + ], + "https://github.com/SofianeAlla/ComfyUI-BespokeAI-3D": [ + [ + "BespokeAI3DGeneration", + "BespokeAI3DGenerationFromURL", + "BespokeAI3DPreview" + ], + { + "title_aux": "ComfyUI-BespokeAI-3D" + } + ], + "https://github.com/SoftMeng/ComfyUI-DeepCache-Fix": [ + [ + "DeepCache_Fix" + ], + { + "title_aux": "ComfyUI-DeepCache-Fix" + } + ], + "https://github.com/SoftMeng/ComfyUI-PIL": [ + [ + "PIL Effects (Mexx)", + "PIL Merge Image (Mexx)", + "PIL Remove Black Dots (Mexx)", + "PIL TITLE (Mexx)", + "PIL_Effects", + "PIL_MergeImage", + "PIL_RemoveBlackDots", + "PIL_TITLE" + ], + { + "title_aux": "ComfyUI-PIL" + } + ], + "https://github.com/SoftMeng/ComfyUI_ImageToText": [ + [ + "ComfyUI_ImageToText" + ], + { + "title_aux": "ComfyUI_ImageToText" + } + ], + "https://github.com/SoftMeng/ComfyUI_Mexx_Poster": [ + [ + "ComfyUI_Mexx_Poster" + ], + { + "title_aux": "ComfyUI_Mexx_Poster" + } + ], + "https://github.com/SoftMeng/ComfyUI_Mexx_Styler": [ + [ + "MexxSDXLPromptStyler", + "MexxSDXLPromptStylerAdvanced" + ], + { + "title_aux": "ComfyUI_Mexx_Styler" + } + ], + "https://github.com/SongGuo11/ComfyUI-SaveAnything-SG11": [ + [ + "SG11_SaveAnything" + ], + { + "title_aux": "ComfyUI SaveAnything Node (SG11)" + } + ], + "https://github.com/Sorcerio/MBM-Music-Visualizer": [ + [ + "mbmAudioFeatureCalculator", + "mbmAudioLoader", + "mbmImageConcat", + "mbmPromptSequenceBuilder", + "mbmPromptSequenceBuilderAdv", + "mbmPromptSequenceInterpolator", + "mbmPromptSequenceLoader", + "mbmPromptSequenceRenderer" + ], + { + "title_aux": "MBM's Music Visualizer" + } + ], + "https://github.com/SorenWeile/ComfyUI_MetaSaver": [ + [ + "MetaSaver", + "MetaSaverDynamic" + ], + { + "title_aux": "ComfyUI_MetaSaver" + } + ], + "https://github.com/SozeInc/ComfyUI-Mobile": [ + [ + "Send Notification (Mobile)", + "Send_Notification", + "Settings Launcher (Mobile)", + "Settings_Launcher", + "Ultimate Concat (Mobile)", + "Ultimate_Concat" + ], + { + "title_aux": "ComfyUI-Mobile" + } + ], + "https://github.com/SozeInc/ComfyUI_Soze": [ + [ + "Append To Text File", + "CSV Reader", + "CSV Reader X Checkpoint", + "CSV Reader X Lora", + "CSV Writer", + "Checkpoint File Loader", + "ComfyDeploy API Boolean Parameters", + "ComfyDeploy API Float Parameters", + "ComfyDeploy API Image Parameters", + "ComfyDeploy API Int Parameters", + "ComfyDeploy API Mixed Parameters", + "ComfyDeploy API Node", + "ComfyDeploy API String Parameters", + "Create Image Batch From JSON Array", + "ElevenLabs Voice Retriever", + "Empty Images", + "File Loader", + "Get Most Common Image Colors", + "Image Batch Process Switch", + "Image List Loader", + "Image Overlay", + "Image Resize With Aspect Correction", + "Is String Empty", + "JSON Array Iterator", + "JSON File Loader", + "JSON Value Parser", + "Load Files From Folder", + "Load Image", + "Load Image From URL", + "Load Images From Filepath", + "Load Images From Folder", + "Load Images From Folder X Lora", + "Load Images From JSONArray", + "Lora File Loader", + "Multi Find And Replace", + "Multi Image Batch", + "Multiline Concatenate Strings", + "Output Filename", + "Pad Mask", + "Prompt Cache", + "Prompt X Lora", + "Range(Num Steps) - Float", + "Range(Num Steps) - Int", + "Range(Step) - Float", + "Range(Step) - Int", + "Shrink Image", + "Simple JSON Parser", + "Special Character Replacer", + "String Functions", + "Text Contains (Return Bool)", + "Text Contains (Return String)", + "Variable Image Builder", + "XY Any", + "XY Image" + ], + { + "title_aux": "Quality of Life Nodes for ComfyUI" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ConditionalInterrupt": [ + [ + "Conditional Interrupt", + "ConditionalInterrupt" + ], + { + "title_aux": "ComfyUI-ConditionalInterrupt" + } + ], + "https://github.com/SparknightLLC/ComfyUI-GPENO": [ + [ + "GPENO Face Restoration" + ], + { + "author": "yangxy (yangtao9009@gmail.com)", + "title_aux": "ComfyUI-GPENO" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ImageAutosize": [ + [ + "ImageAutosize" + ], + { + "title_aux": "ComfyUI-ImageAutosize" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ImageAutotone": [ + [ + "ImageAutotone" + ], + { + "title_aux": "ComfyUI-ImageAutotone" + } + ], + "https://github.com/SparknightLLC/ComfyUI-LatentClamp": [ + [ + "LatentClamp" + ], + { + "title_aux": "ComfyUI-LatentClamp" + } + ], + "https://github.com/SparknightLLC/ComfyUI-LatentOrientation": [ + [ + "LatentOrient" + ], + { + "title_aux": "ComfyUI-LatentOrientation" + } + ], + "https://github.com/SparknightLLC/ComfyUI-MakeSeamlessTexture": [ + [ + "SeamlessTextureHalfShift", + "SeamlessTextureMirroredCollage", + "SeamlessTexturePreProcessor", + "SeamlessTextureRadialMask", + "SeamlessTextureTiledPreview" + ], + { + "title_aux": "ComfyUI-MakeSeamlessTexture" + } + ], + "https://github.com/SparknightLLC/ComfyUI-MaskArbiter": [ + [ + "GroundingDinoSAM2SegmentList", + "MaskArbiter" + ], + { + "title_aux": "ComfyUI-MaskArbiter" + } + ], + "https://github.com/SparknightLLC/ComfyUI-ModelSamplingSD3Advanced": [ + [ + "ModelSamplingSD3Advanced" + ], + { + "title_aux": "ComfyUI-ModelSamplingSD3Advanced" + } + ], + "https://github.com/SparknightLLC/ComfyUI-SpectralVAEDetailer": [ + [ + "LatentDetailer", + "SpectralVAEDetailer" + ], + { + "title_aux": "ComfyUI-SpectralVAEDetailer" + } + ], + "https://github.com/SparknightLLC/ComfyUI-WeightedRandomChoice": [ + [ + "WeightedRandomChoice" + ], + { + "title_aux": "ComfyUI-WeightedRandomChoice" + } + ], + "https://github.com/SpenserCai/ComfyUI-FunAudioLLM": [ + [ + "CosyVoiceCrossLingualNode", + "CosyVoiceInstructNode", + "CosyVoiceLoadSpeakerModelFromUrlNode", + "CosyVoiceLoadSpeakerModelNode", + "CosyVoiceSFTNode", + "CosyVoiceSaveSpeakerModelNode", + "CosyVoiceZeroShotNode", + "SenseVoiceNode" + ], + { + "title_aux": "ComfyUI-FunAudioLLM" + } + ], + "https://github.com/Spin256/spin256-comfyui": [ + [ + "Spin256IntSelector", + "Spin256SizeSelector", + "Spin256StringSelector" + ], + { + "title_aux": "spin256-comfyui" + } + ], + "https://github.com/SquirrelRat/MultiString-Prompts": [ + [ + "MultiStringPrompts", + "MultiStringPromptsEncode" + ], + { + "title_aux": "MultiString Prompts" + } + ], + "https://github.com/SquirrelRat/WanVideoLooper": [ + [ + "WanVideoLooper", + "WanVideoLooperPrompts", + "WanVideoLoraSequencer" + ], + { + "title_aux": "WanVideoLooper" + } + ], + "https://github.com/SshunWang/ComfyUI_CosyVoice": [ + [ + "CosyVoice2Node", + "CosyVoiceDubbingNode", + "CosyVoiceNode", + "TextNode" + ], + { + "title_aux": "ComfyUI for CosyVoice" + } + ], + "https://github.com/Stability-AI/ComfyUI-SAI_API": [ + [ + "Stability Conservative Upscale", + "Stability Control Sketch", + "Stability Control Structure", + "Stability Control Style", + "Stability Creative Upscale", + "Stability Erase", + "Stability Fast Upscale", + "Stability Image Core", + "Stability Image Ultra", + "Stability Inpainting", + "Stability Outpainting", + "Stability Remove Background", + "Stability Replace Background and Relight", + "Stability SD3", + "Stability Search And Recolor", + "Stability Search and Replace" + ], + { + "title_aux": "Stability API nodes for ComfyUI" + } + ], + "https://github.com/Stability-AI/stability-ComfyUI-nodes": [ + [ + "ColorBlend", + "ControlLoraSave", + "GetImageSize" + ], + { + "title_aux": "stability-ComfyUI-nodes" + } + ], + "https://github.com/StableLlama/ComfyUI-basic_data_handling": [ + [ + "Basic data handling: Boolean And", + "Basic data handling: Boolean Nand", + "Basic data handling: Boolean Nor", + "Basic data handling: Boolean Not", + "Basic data handling: Boolean Or", + "Basic data handling: Boolean Xor", + "Basic data handling: CastToBoolean", + "Basic data handling: CastToDict", + "Basic data handling: CastToFloat", + "Basic data handling: CastToInt", + "Basic data handling: CastToList", + "Basic data handling: CastToSet", + "Basic data handling: CastToString", + "Basic data handling: CompareLength", + "Basic data handling: ContinueFlow", + "Basic data handling: DataListAll", + "Basic data handling: DataListAny", + "Basic data handling: DataListAppend", + "Basic data handling: DataListContains", + "Basic data handling: DataListCount", + "Basic data handling: DataListCreate", + "Basic data handling: DataListCreateFromBoolean", + "Basic data handling: DataListCreateFromFloat", + "Basic data handling: DataListCreateFromInt", + "Basic data handling: DataListCreateFromString", + "Basic data handling: DataListEnumerate", + "Basic data handling: DataListExtend", + "Basic data handling: DataListFilter", + "Basic data handling: DataListFilterSelect", + "Basic data handling: DataListFirst", + "Basic data handling: DataListGetItem", + "Basic data handling: DataListIndex", + "Basic data handling: DataListInsert", + "Basic data handling: DataListLast", + "Basic data handling: DataListLength", + "Basic data handling: DataListListCreate", + "Basic data handling: DataListMax", + "Basic data handling: DataListMin", + "Basic data handling: DataListPop", + "Basic data handling: DataListPopRandom", + "Basic data handling: DataListRange", + "Basic data handling: DataListRemove", + "Basic data handling: DataListReverse", + "Basic data handling: DataListSetItem", + "Basic data handling: DataListShuffle", + "Basic data handling: DataListSlice", + "Basic data handling: DataListSort", + "Basic data handling: DataListSum", + "Basic data handling: DataListToList", + "Basic data handling: DataListToSet", + "Basic data handling: DataListZip", + "Basic data handling: DictCompare", + "Basic data handling: DictContainsKey", + "Basic data handling: DictCreate", + "Basic data handling: DictCreateFromBoolean", + "Basic data handling: DictCreateFromFloat", + "Basic data handling: DictCreateFromInt", + "Basic data handling: DictCreateFromItemsDataList", + "Basic data handling: DictCreateFromItemsList", + "Basic data handling: DictCreateFromLists", + "Basic data handling: DictCreateFromString", + "Basic data handling: DictExcludeKeys", + "Basic data handling: DictFilterByKeys", + "Basic data handling: DictFromKeys", + "Basic data handling: DictGet", + "Basic data handling: DictGetKeysValues", + "Basic data handling: DictGetMultiple", + "Basic data handling: DictInvert", + "Basic data handling: DictItems", + "Basic data handling: DictKeys", + "Basic data handling: DictLength", + "Basic data handling: DictMerge", + "Basic data handling: DictPop", + "Basic data handling: DictPopItem", + "Basic data handling: DictPopRandom", + "Basic data handling: DictRemove", + "Basic data handling: DictSet", + "Basic data handling: DictSetDefault", + "Basic data handling: DictUpdate", + "Basic data handling: DictValues", + "Basic data handling: Equal", + "Basic data handling: ExecutionOrder", + "Basic data handling: FloatAdd", + "Basic data handling: FloatAsIntegerRatio", + "Basic data handling: FloatCreate", + "Basic data handling: FloatDivide", + "Basic data handling: FloatDivideSafe", + "Basic data handling: FloatFromHex", + "Basic data handling: FloatHex", + "Basic data handling: FloatIsInteger", + "Basic data handling: FloatMultiply", + "Basic data handling: FloatPower", + "Basic data handling: FloatRound", + "Basic data handling: FloatSubtract", + "Basic data handling: FlowSelect", + "Basic data handling: ForceCalculation", + "Basic data handling: Generic And", + "Basic data handling: Generic Or", + "Basic data handling: GreaterThan", + "Basic data handling: GreaterThanOrEqual", + "Basic data handling: IfElifElse", + "Basic data handling: IfElse", + "Basic data handling: IntAdd", + "Basic data handling: IntBitCount", + "Basic data handling: IntBitLength", + "Basic data handling: IntCreate", + "Basic data handling: IntCreateWithBase", + "Basic data handling: IntDivide", + "Basic data handling: IntDivideSafe", + "Basic data handling: IntFromBytes", + "Basic data handling: IntModulus", + "Basic data handling: IntMultiply", + "Basic data handling: IntPower", + "Basic data handling: IntSubtract", + "Basic data handling: IntToBytes", + "Basic data handling: IsConnected", + "Basic data handling: IsNull", + "Basic data handling: LessThan", + "Basic data handling: LessThanOrEqual", + "Basic data handling: ListAll", + "Basic data handling: ListAny", + "Basic data handling: ListAppend", + "Basic data handling: ListContains", + "Basic data handling: ListCount", + "Basic data handling: ListCreate", + "Basic data handling: ListCreateFromBoolean", + "Basic data handling: ListCreateFromFloat", + "Basic data handling: ListCreateFromInt", + "Basic data handling: ListCreateFromString", + "Basic data handling: ListEnumerate", + "Basic data handling: ListExtend", + "Basic data handling: ListFirst", + "Basic data handling: ListGetItem", + "Basic data handling: ListIndex", + "Basic data handling: ListInsert", + "Basic data handling: ListLast", + "Basic data handling: ListLength", + "Basic data handling: ListMax", + "Basic data handling: ListMin", + "Basic data handling: ListPop", + "Basic data handling: ListPopRandom", + "Basic data handling: ListRange", + "Basic data handling: ListRemove", + "Basic data handling: ListReverse", + "Basic data handling: ListSetItem", + "Basic data handling: ListShuffle", + "Basic data handling: ListSlice", + "Basic data handling: ListSort", + "Basic data handling: ListSum", + "Basic data handling: ListToDataList", + "Basic data handling: ListToSet", + "Basic data handling: MathAbs", + "Basic data handling: MathAcos", + "Basic data handling: MathAsin", + "Basic data handling: MathAtan", + "Basic data handling: MathAtan2", + "Basic data handling: MathCeil", + "Basic data handling: MathCos", + "Basic data handling: MathDegrees", + "Basic data handling: MathE", + "Basic data handling: MathExp", + "Basic data handling: MathFloor", + "Basic data handling: MathFormula", + "Basic data handling: MathLog", + "Basic data handling: MathLog10", + "Basic data handling: MathMax", + "Basic data handling: MathMin", + "Basic data handling: MathPi", + "Basic data handling: MathRadians", + "Basic data handling: MathSin", + "Basic data handling: MathSqrt", + "Basic data handling: MathTan", + "Basic data handling: NotEqual", + "Basic data handling: NumberInRange", + "Basic data handling: PathAbspath", + "Basic data handling: PathBasename", + "Basic data handling: PathCommonPrefix", + "Basic data handling: PathDirname", + "Basic data handling: PathExists", + "Basic data handling: PathExpandVars", + "Basic data handling: PathGetCwd", + "Basic data handling: PathGetExtension", + "Basic data handling: PathGetSize", + "Basic data handling: PathGlob", + "Basic data handling: PathInputDir", + "Basic data handling: PathIsAbsolute", + "Basic data handling: PathIsDir", + "Basic data handling: PathIsFile", + "Basic data handling: PathJoin", + "Basic data handling: PathListDir", + "Basic data handling: PathLoadImageRGB", + "Basic data handling: PathLoadImageRGBA", + "Basic data handling: PathLoadMaskFromAlpha", + "Basic data handling: PathLoadMaskFromGreyscale", + "Basic data handling: PathLoadStringFile", + "Basic data handling: PathNormalize", + "Basic data handling: PathOutputDir", + "Basic data handling: PathRelative", + "Basic data handling: PathSaveImageRGB", + "Basic data handling: PathSaveImageRGBA", + "Basic data handling: PathSaveStringFile", + "Basic data handling: PathSetExtension", + "Basic data handling: PathSplit", + "Basic data handling: PathSplitExt", + "Basic data handling: RegexFindallDataList", + "Basic data handling: RegexFindallList", + "Basic data handling: RegexGroupDict", + "Basic data handling: RegexSearchGroupsDataList", + "Basic data handling: RegexSearchGroupsList", + "Basic data handling: RegexSplitDataList", + "Basic data handling: RegexSplitList", + "Basic data handling: RegexSub", + "Basic data handling: RegexTest", + "Basic data handling: SetAdd", + "Basic data handling: SetAll", + "Basic data handling: SetAny", + "Basic data handling: SetContains", + "Basic data handling: SetCreate", + "Basic data handling: SetCreateFromBoolean", + "Basic data handling: SetCreateFromFloat", + "Basic data handling: SetCreateFromInt", + "Basic data handling: SetCreateFromString", + "Basic data handling: SetDifference", + "Basic data handling: SetDiscard", + "Basic data handling: SetEnumerate", + "Basic data handling: SetIntersection", + "Basic data handling: SetIsDisjoint", + "Basic data handling: SetIsSubset", + "Basic data handling: SetIsSuperset", + "Basic data handling: SetLength", + "Basic data handling: SetPop", + "Basic data handling: SetPopRandom", + "Basic data handling: SetRemove", + "Basic data handling: SetSum", + "Basic data handling: SetSymmetricDifference", + "Basic data handling: SetToDataList", + "Basic data handling: SetToList", + "Basic data handling: SetUnion", + "Basic data handling: StringCapitalize", + "Basic data handling: StringCasefold", + "Basic data handling: StringCenter", + "Basic data handling: StringComparison", + "Basic data handling: StringConcat", + "Basic data handling: StringCount", + "Basic data handling: StringDataListJoin", + "Basic data handling: StringDecode", + "Basic data handling: StringEncode", + "Basic data handling: StringEndswith", + "Basic data handling: StringEscape", + "Basic data handling: StringExpandtabs", + "Basic data handling: StringFind", + "Basic data handling: StringFormatMap", + "Basic data handling: StringIn", + "Basic data handling: StringIsAlnum", + "Basic data handling: StringIsAlpha", + "Basic data handling: StringIsAscii", + "Basic data handling: StringIsDecimal", + "Basic data handling: StringIsDigit", + "Basic data handling: StringIsIdentifier", + "Basic data handling: StringIsLower", + "Basic data handling: StringIsNumeric", + "Basic data handling: StringIsPrintable", + "Basic data handling: StringIsSpace", + "Basic data handling: StringIsTitle", + "Basic data handling: StringIsUpper", + "Basic data handling: StringLength", + "Basic data handling: StringListJoin", + "Basic data handling: StringLjust", + "Basic data handling: StringLower", + "Basic data handling: StringLstrip", + "Basic data handling: StringRemoveprefix", + "Basic data handling: StringRemovesuffix", + "Basic data handling: StringReplace", + "Basic data handling: StringRfind", + "Basic data handling: StringRjust", + "Basic data handling: StringRsplitDataList", + "Basic data handling: StringRsplitList", + "Basic data handling: StringRstrip", + "Basic data handling: StringSplitDataList", + "Basic data handling: StringSplitList", + "Basic data handling: StringSplitlinesDataList", + "Basic data handling: StringSplitlinesList", + "Basic data handling: StringStartswith", + "Basic data handling: StringStrip", + "Basic data handling: StringSwapcase", + "Basic data handling: StringTitle", + "Basic data handling: StringUnescape", + "Basic data handling: StringUpper", + "Basic data handling: StringZfill", + "Basic data handling: SwitchCase", + "Basic data handling: TimeAddDelta", + "Basic data handling: TimeDelta", + "Basic data handling: TimeDifference", + "Basic data handling: TimeExtract", + "Basic data handling: TimeFormat", + "Basic data handling: TimeNow", + "Basic data handling: TimeNowUTC", + "Basic data handling: TimeParse", + "Basic data handling: TimeSubtractDelta", + "Basic data handling: TimeToUnix", + "Basic data handling: UnixToTime", + "TensorBinaryOp", + "TensorCreate", + "TensorInfo", + "TensorJoin", + "TensorPermute", + "TensorReshape", + "TensorSlice", + "TensorUnaryOp" + ], + { + "title_aux": "Basic data handling" + } + ], + "https://github.com/StarAsh042/ComfyUI_RollingArtist": [ + [ + "RollingArtist" + ], + { + "title_aux": "ComfyUI_RollingArtist" + } + ], + "https://github.com/StarIICraft/ComfyUI-Simple-Selector": [ + [ + "SimpleSelectorInt" + ], + { + "title_aux": "ComfyUI-Simple-Selector" + } + ], + "https://github.com/StarMagicAI/comfyui_tagger": [ + [ + "DownloadAndLoadFlorence2Lora_jsonL", + "DownloadAndLoadFlorence2Model_jsonL", + "Florence2ModelLoader_jsonL", + "Florence2Run_jsonL", + "batch_save_file_jsonL", + "batch_text_save_jsonL" + ], + { + "title_aux": "ComfyUI-tagger" + } + ], + "https://github.com/Starnodes2024/ComfyUI_StarNodes": [ + [ + "AdaptiveDetailEnhancement", + "DetailStarDaemon", + "FluxFillSampler", + "FluxStartSettings", + "Fluxstarsampler", + "OllamaModelChooser", + "QwenImageStartSettings", + "SD35StartSettings", + "SDXLStartSettings", + "SDstarsampler", + "Star Face Loader", + "Star3LoRAs", + "StarAdvanvesRatioLatent", + "StarApplyInfiniteYou", + "StarApplyOverlayDepth", + "StarBlackWhite", + "StarConditioningLoader", + "StarConditioningSaver", + "StarDeleteSamplerSettings", + "StarDenoiseSlider", + "StarDistilledOptimizerZIT", + "StarDivisibleDimension", + "StarDuplicateModelFinder", + "StarDynamicLora", + "StarDynamicLoraModelOnly", + "StarEasyTextStorage", + "StarFP8Converter", + "StarFP8ModelPatchLoader", + "StarFiveWildcards", + "StarFlowMatchOption", + "StarFlux2Condition", + "StarFrameFromVideo", + "StarGeminiRefiner", + "StarGridCaptionsBatcher", + "StarGridComposer", + "StarGridImageBatcher", + "StarHDREffects", + "StarIconExporter", + "StarImageEditQwenKontext", + "StarImageLoader1by1", + "StarImageLoop", + "StarImageSwitch", + "StarImageSwitch2", + "StarInfiniteYouAdvancedPatchMaker", + "StarInfiniteYouApply", + "StarInfiniteYouFaceCombine", + "StarInfiniteYouFaceSwap", + "StarInfiniteYouFaceSwapMod", + "StarInfiniteYouPatch", + "StarInfiniteYouPatchCombine", + "StarInfiniteYouSaver", + "StarLatentResize", + "StarLatentSwitch", + "StarLatentSwitch2", + "StarLoadImagePlus", + "StarLoadSamplerSettings", + "StarLoraWeightNormalizer", + "StarMetaInjector", + "StarModelPacker", + "StarNanoBanana", + "StarNewsScraper", + "StarOllamaSysprompterJC", + "StarPSDSaver", + "StarPSDSaver2", + "StarPSDSaverAdvLayers", + "StarPaletteExtractor", + "StarPromptPicker", + "StarQwenEditEncoder", + "StarQwenEditPlusConditioner", + "StarQwenImageEditInputs", + "StarQwenImageRatio", + "StarQwenRebalancePrompter", + "StarQwenRegionalPrompter", + "StarQwenWanRatio", + "StarRadialBlur", + "StarRandomImageLoader", + "StarSDUpscaleRefiner", + "StarSDUpscaleRefinerAdvanced", + "StarSampler", + "StarSaveFolderString", + "StarSavePanoramaJPEG", + "StarSaveSamplerSettings", + "StarSimpleFilters", + "StarSpecialFilters", + "StarStopAndGo", + "StarTextFilter", + "StarTextInput", + "StarTextStorage", + "StarVideoLoop", + "StarWatermark", + "StarWildcardsAdvanced", + "StarWildsAdv", + "Star_Image2Latent", + "Star_Show_Last_Frame", + "Starnodes_Aspect_Ratio", + "Starnodes_Aspect_Ratio_Advanced", + "Starnodes_Aspect_Video_Ratio", + "Starupscale", + "\u2b50 Star Save Image+" + ], + { + "title_aux": "ComfyUI_StarNodes" + } + ], + "https://github.com/Starnodes2024/comfyui_Starnodes_DyPE": [ + [ + "StarDyPEModelPatcher" + ], + { + "title_aux": "ComfyUI Star DyPE" + } + ], + "https://github.com/StartHua/ComfyUI_OOTDiffusion_CXH": [ + [ + "Ood_CXH" + ], + { + "title_aux": "ComfyUI_OOTDiffusion_CXH" + } + ], + "https://github.com/StartHua/ComfyUI_PCDMs": [ + [ + "PCDMS_CXH" + ], + { + "title_aux": "ComfyUI_PCDMs" + } + ], + "https://github.com/StartHua/ComfyUI_Seg_VITON": [ + [ + "segformer_agnostic", + "segformer_clothes", + "segformer_remove_bg", + "stabel_vition" + ], + { + "title_aux": "ComfyUI_Seg_VITON" + } + ], + "https://github.com/StartHua/Comfyui_CXH_DeepLX": [ + [ + "CXH_DeepLX_Free", + "CXH_DeepLX_translate" + ], + { + "title_aux": "Comfyui_CXH_DeepLX" + } + ], + "https://github.com/StartHua/Comfyui_CXH_FluxLoraMerge": [ + [ + "CXH_Lora_Merge" + ], + { + "title_aux": "Comfyui_CXH_FluxLoraMerge" + } + ], + "https://github.com/StartHua/Comfyui_CXH_Phi_3.5": [ + [ + "CXH_Phi_Run", + "CXH_Phi_chat_load", + "CXH_Phi_chat_min", + "CXH_Phi_load" + ], + { + "title_aux": "Comfyui_CXH_Phi_3.5" + } + ], + "https://github.com/StartHua/Comfyui_Gemini2": [ + [ + "CXH_Gemini2_TX", + "CXH_Gemini2_Vision", + "CXH_Local_Prompt" + ], + { + "title_aux": "Comfyui_Gemini2" + } + ], + "https://github.com/StartHua/Comfyui_joytag": [ + [ + "CXH_JoyTag" + ], + { + "title_aux": "Comfyui_joytag" + } + ], + "https://github.com/StartHua/Comfyui_segformer_b2_clothes": [ + [ + "segformer_b2_clothes", + "segformer_b3_fashion" + ], + { + "title_aux": "comfyui_segformer_b2_clothes" + } + ], + "https://github.com/Steudio/ComfyUI_Steudio": [ + [ + "Combine Tiles", + "Display UI", + "Divide Image and Select Tile", + "Divide and Conquer Algorithm", + "Load Images into List", + "Ratio Calculator", + "Ratio to Size", + "Seed Shifter", + "Sequence Generator", + "Simple Config" + ], + { + "title_aux": "ComfyUI Steudio" + } + ], + "https://github.com/Style-Mosaic/dino-x-comfyui-node": [ + [ + "DinoxDetector" + ], + { + "title_aux": "ComfyUI DINO-X Detector Node" + } + ], + "https://github.com/SuLU-K/comfyui-easy-sam3-tools": [ + [ + "ConvertPoseDataToPosePoint", + "PosePointSelector", + "Sam3DrawBBox", + "Sam3InteractiveBBoxEditor", + "Sam3MaskRangeSelector", + "SimpleMultiple" + ], + { + "title_aux": "comfyui-easy-sam3-tools" + } + ], + "https://github.com/SuperBeastsAI/ComfyUI-SuperBeasts": [ + [ + "Deflicker", + "Deflicker - Experimental (SuperBeasts.AI)", + "HDR Effects (SuperBeasts.AI)", + "HDREffects", + "Image Batch Manager (SuperBeasts.AI)", + "ImageBatchManagement", + "Make Resized Mask Batch (SuperBeasts.AI)", + "MakeResizedMaskBatch", + "Mask Batch Manager (SuperBeasts.AI)", + "MaskBatchManagement", + "Pixel Deflicker - Experimental (SuperBeasts.AI)", + "PixelDeflicker", + "SB Load Model (SuperBeasts.AI)", + "SBLoadModel", + "String List Manager (SuperBeasts.AI)", + "StringListManager", + "Super Pop Color Adjustment (SuperBeasts.AI)", + "Super Pop Residual Blend (SuperBeasts.AI)", + "SuperPopColorAdjustment", + "SuperPopResidualBlend" + ], + { + "title_aux": "ComfyUI-SuperBeasts" + } + ], + "https://github.com/SuperMasterBlasterLaser/ComfyUI_YOLO_Classifiers": [ + [ + "YOLO Classifier Model Loader", + "YOLO Classify" + ], + { + "title_aux": "ComfyUI_YOLO_Classifiers" + } + ], + "https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes": [ + [ + "CR 8 Channel In", + "CR 8 Channel Out", + "CR Apply ControlNet", + "CR Apply LoRA Stack", + "CR Apply Model Merge", + "CR Apply Multi Upscale", + "CR Apply Multi-ControlNet", + "CR Arabic Text RTL", + "CR Aspect Ratio", + "CR Aspect Ratio Banners", + "CR Aspect Ratio SDXL", + "CR Aspect Ratio Social Media", + "CR Batch Images From List", + "CR Batch Process Switch", + "CR Binary Pattern", + "CR Binary To Bit List", + "CR Bit Schedule", + "CR Central Schedule", + "CR Checker Pattern", + "CR Clamp Value", + "CR Clip Input Switch", + "CR Color Bars", + "CR Color Gradient", + "CR Color Panel", + "CR Color Tint", + "CR Combine Prompt", + "CR Combine Schedules", + "CR Comic Panel Templates", + "CR Composite Text", + "CR Conditioning Input Switch", + "CR Conditioning Mixer", + "CR ControlNet Input Switch", + "CR Current Frame", + "CR Cycle Images", + "CR Cycle Images Simple", + "CR Cycle LoRAs", + "CR Cycle Models", + "CR Cycle Text", + "CR Cycle Text Simple", + "CR Data Bus In", + "CR Data Bus Out", + "CR Debatch Frames", + "CR Diamond Panel", + "CR Draw Perspective Text", + "CR Draw Pie", + "CR Draw Shape", + "CR Draw Text", + "CR Encode Scheduled Prompts", + "CR Feathered Border", + "CR Float Range List", + "CR Float To Integer", + "CR Float To String", + "CR Font File List", + "CR Get Parameter From Prompt", + "CR Gradient Float", + "CR Gradient Integer", + "CR Half Drop Panel", + "CR Halftone Filter", + "CR Halftone Grid", + "CR Hires Fix Process Switch", + "CR Image Border", + "CR Image Grid Panel", + "CR Image Input Switch", + "CR Image Input Switch (4 way)", + "CR Image List", + "CR Image List Simple", + "CR Image Output", + "CR Image Panel", + "CR Image Pipe Edit", + "CR Image Pipe In", + "CR Image Pipe Out", + "CR Image Size", + "CR Img2Img Process Switch", + "CR Increment Float", + "CR Increment Integer", + "CR Index", + "CR Index Increment", + "CR Index Multiply", + "CR Index Reset", + "CR Input Text List", + "CR Integer Multiple", + "CR Integer Range List", + "CR Integer To String", + "CR Interpolate Latents", + "CR Intertwine Lists", + "CR Keyframe List", + "CR Latent Batch Size", + "CR Latent Input Switch", + "CR LoRA List", + "CR LoRA Stack", + "CR Load Animation Frames", + "CR Load Flow Frames", + "CR Load GIF As List", + "CR Load Image List", + "CR Load Image List Plus", + "CR Load LoRA", + "CR Load Prompt Style", + "CR Load Schedule From File", + "CR Load Scheduled ControlNets", + "CR Load Scheduled LoRAs", + "CR Load Scheduled Models", + "CR Load Text List", + "CR Load Value List", + "CR Mask Text", + "CR Math Operation", + "CR Model Input Switch", + "CR Model List", + "CR Model Merge Stack", + "CR Module Input", + "CR Module Output", + "CR Module Pipe Loader", + "CR Multi Upscale Stack", + "CR Multi-ControlNet Stack", + "CR Multiline Text", + "CR Output Flow Frames", + "CR Output Schedule To File", + "CR Overlay Text", + "CR Overlay Transparent Image", + "CR Page Layout", + "CR Pipe Switch", + "CR Polygons", + "CR Prompt List", + "CR Prompt List Keyframes", + "CR Prompt Scheduler", + "CR Prompt Text", + "CR Radial Gradient", + "CR Random Hex Color", + "CR Random LoRA Stack", + "CR Random Multiline Colors", + "CR Random Multiline Values", + "CR Random Panel Codes", + "CR Random RGB", + "CR Random RGB Gradient", + "CR Random Shape Pattern", + "CR Random Weight LoRA", + "CR Repeater", + "CR SD1.5 Aspect Ratio", + "CR SDXL Aspect Ratio", + "CR SDXL Base Prompt Encoder", + "CR SDXL Prompt Mix Presets", + "CR SDXL Prompt Mixer", + "CR SDXL Style Text", + "CR Save Text To File", + "CR Schedule Input Switch", + "CR Schedule To ScheduleList", + "CR Seamless Checker", + "CR Seed", + "CR Seed to Int", + "CR Select Font", + "CR Select ISO Size", + "CR Select Model", + "CR Select Resize Method", + "CR Set Switch From String", + "CR Set Value On Binary", + "CR Set Value On Boolean", + "CR Set Value on String", + "CR Simple Banner", + "CR Simple Binary Pattern", + "CR Simple Binary Pattern Simple", + "CR Simple Image Compare", + "CR Simple List", + "CR Simple Meme Template", + "CR Simple Prompt List", + "CR Simple Prompt List Keyframes", + "CR Simple Prompt Scheduler", + "CR Simple Schedule", + "CR Simple Text Panel", + "CR Simple Text Scheduler", + "CR Simple Text Watermark", + "CR Simple Value Scheduler", + "CR Split String", + "CR Starburst Colors", + "CR Starburst Lines", + "CR String To Boolean", + "CR String To Combo", + "CR String To Number", + "CR Style Bars", + "CR Switch Model and CLIP", + "CR Text", + "CR Text Blacklist", + "CR Text Concatenate", + "CR Text Cycler", + "CR Text Input Switch", + "CR Text Input Switch (4 way)", + "CR Text Length", + "CR Text List", + "CR Text List Simple", + "CR Text List To String", + "CR Text Operation", + "CR Text Replace", + "CR Text Scheduler", + "CR Thumbnail Preview", + "CR Trigger", + "CR Upscale Image", + "CR VAE Decode", + "CR VAE Input Switch", + "CR Value", + "CR Value Cycler", + "CR Value Scheduler", + "CR Vignette Filter", + "CR XY From Folder", + "CR XY Index", + "CR XY Interpolate", + "CR XY List", + "CR XY Product", + "CR XY Save Grid Image", + "CR_Aspect Ratio For Print" + ], + { + "author": "Suzie1", + "description": "175 custom nodes for artists, designers and animators.", + "nickname": "Comfyroll Studio", + "title": "Comfyroll Studio", + "title_aux": "Comfyroll Studio" + } + ], + "https://github.com/Suzu008/ComfyUI-CryptIO": [ + [ + "PreviewImageCryptIO", + "PreviewVideoCryptIO", + "SaveImageCryptIO", + "SaveVideoCryptIO", + "TextDecrypt", + "TextEncrypt", + "UploadImageCryptIO", + "UploadVideoCryptIO" + ], + { + "title_aux": "ComfyUI-CryptIO" + } + ], + "https://github.com/SuzumiyaAkizuki/ComfyUI-LLM_Prompt_XML_Formatter": [ + [ + "LLM_Prompt_Formatter", + "LLM_Style_Saver", + "LLM_Xml_Style_Injector" + ], + { + "title_aux": "ComfyUI-LLM_Prompt_XML_Formatter" + } + ], + "https://github.com/Sxela/ComfyWarp": [ + [ + "ApplyMask", + "ApplyMaskConditional", + "ApplyMaskLatent", + "ApplyMaskLatentConditional", + "ExtractFlowAndMixConsistencyMaps", + "ExtractOpticalFlow", + "FixedQueue", + "KeyframedFlowApplication", + "LoadFrame", + "LoadFrameFromDataset", + "LoadFrameFromFolder", + "LoadFramePairFromDataset", + "LoadFrameSequence", + "MakeFrameDataset", + "MakePaths", + "MixConsistencyMaps", + "OffsetNumber", + "RenderVideo", + "ResizeToFit", + "SaveFrame", + "SchedulerFloat", + "SchedulerInt", + "SchedulerString", + "WarpFrame" + ], + { + "title_aux": "ComfyWarp" + } + ], + "https://github.com/SykkoAtHome/ComfyUI_FaceProcessor": [ + [ + "FaceFitAndRestore", + "FaceTracker", + "FaceWrapper", + "HighPassFilter", + "ImageFeeder" + ], + { + "title_aux": "Face Processor for ComfyUI" + } + ], + "https://github.com/T-Ph525/ComfyUI-Underage-Filter": [ + [ + "AgeCheckerNode", + "MultiTypeGateNode", + "UnderageFilterNode" + ], + { + "title_aux": "Underage Filter" + } + ], + "https://github.com/TFL-TFL/ComfyUI_Text_Translation": [ + [ + "Text", + "Text_Concatenate", + "Text_Switch", + "Text_Translation", + "Text_Translation_V2", + "Text_Translation_V2_Full" + ], + { + "title_aux": "ComfyUI_Text_Translation" + } + ], + "https://github.com/THtianhao/ComfyUI-FaceChain": [ + [ + "FC CropAndPaste", + "FC CropBottom", + "FC CropToOrigin", + "FC FaceDetectCrop", + "FC FaceFusion", + "FC FaceSegAndReplace", + "FC FaceSegment", + "FC MaskOP", + "FC RemoveCannyFace", + "FC ReplaceByMask", + "FC StyleLoraLoad" + ], + { + "title_aux": "ComfyUI-FaceChain" + } + ], + "https://github.com/THtianhao/ComfyUI-Portrait-Maker": [ + [ + "PM_BoxCropImage", + "PM_ColorTransfer", + "PM_ExpandMaskBox", + "PM_FaceFusion", + "PM_FaceShapMatch", + "PM_FaceSkin", + "PM_GetImageInfo", + "PM_ImageResizeTarget", + "PM_ImageScaleShort", + "PM_MakeUpTransfer", + "PM_MaskDilateErode", + "PM_MaskMerge2Image", + "PM_PortraitEnhancement", + "PM_RatioMerge2Image", + "PM_ReplaceBoxImg", + "PM_RetinaFace", + "PM_Similarity", + "PM_SkinRetouching", + "PM_SuperColorTransfer", + "PM_SuperMakeUpTransfer" + ], + { + "title_aux": "ComfyUI-Portrait-Maker" + } + ], + "https://github.com/TJ16th/ComfyUI-TJ-PolkaDot": [ + [ + "PolkaDot_AdvancedShapePlacement", + "PolkaDot_ColoredMaskCompositor", + "PolkaDot_ShapeMaskGenerator" + ], + { + "title_aux": "TJ_PolkaDot" + } + ], + "https://github.com/TJ16th/TJ_ComfyUI_ColorUtility": [ + [ + "ColorPalette", + "ImagePaletteExtractor", + "RGBColorPicker" + ], + { + "title_aux": "TJ_ComfyUI_ColorUtility" + } + ], + "https://github.com/TJ16th/TJ_ComfyUI_Lineart2Vector": [ + [ + "CenterlineToSVG", + "LineRegionDetector", + "MaskLineCleanup", + "SVGAutoReorder", + "SVGBatchSaver", + "SVGColorPicker", + "SVGFileSaver", + "SVGGroupLayout", + "SVGPathCleanup", + "SVGReorder", + "SVGStyleEditor", + "SVGStyleEditorSimple", + "SVGToImage", + "SVGVisibility", + "VectorPythonInfo" + ], + { + "title_aux": "TJ_ComfyUI_Lineart2Vector" + } + ], + "https://github.com/TJ16th/comfyUI_TJ_NormalLighting": [ + [ + "EulerLightingNode" + ], + { + "title_aux": "comfyUI_TJ_NormalLighting" + } + ], + "https://github.com/TKRLAB/ComfyUI_Prompt_List_JSON": [ + [ + "ComfyUI_Prompt_JSON" + ], + { + "author": "TKRLAB", + "description": "ComfyUI JSON-based prompt management tool.", + "title": "ComfyUI_Prompt_List_JSON", + "title_aux": "Prompt List JSON" + } + ], + "https://github.com/TMElyralab/Comfyui-MusePose": [ + [ + "filenamestring", + "musepose", + "museposealign" + ], + { + "title_aux": "Comfyui-MusePose" + } + ], + "https://github.com/TRI3D-LC/ComfyUI-MiroBoard": [ + [ + "add-image-miro-board" + ], + { + "title_aux": "ComfyUI-MiroBoard" + } + ], + "https://github.com/TRI3D-LC/tri3d-comfyui-nodes": [ + [ + "TRI3D_CutByMaskAspectRatio", + "get_histogram_limits", + "main_light_layer", + "main_scaled_paste", + "simple_rescale_histogram", + "tri3d--image-mask-2-box", + "tri3d-HistogramEqualization", + "tri3d-LAB_2_RGB", + "tri3d-RGB_2_LAB", + "tri3d-adjust-neck", + "tri3d-atr-parse", + "tri3d-atr-parse-batch", + "tri3d-bgremove-mega", + "tri3d-clean_mask", + "tri3d-clear-memory", + "tri3d-clear_memory", + "tri3d-clipdrop-bgremove-api", + "tri3d-clipdrop-bgreplace-api", + "tri3d-composite-image-splitter", + "tri3d-dwpose", + "tri3d-extract-hand", + "tri3d-extract-masks-batch", + "tri3d-extract-parts-batch", + "tri3d-extract-parts-batch2", + "tri3d-extract-parts-mask-batch", + "tri3d-extract-pascal-parts-batch", + "tri3d-extract_pose_part", + "tri3d-face-recognise", + "tri3d-flexible_color_extract", + "tri3d-float-to-image", + "tri3d-fuzzification", + "tri3d-get_histogram_limits", + "tri3d-get_mean_and_standard_deviation", + "tri3d-get_threshold_for_bg_swap", + "tri3d-image-mask-2-box", + "tri3d-image-mask-box-2-image", + "tri3d-interaction-canny", + "tri3d-levindabhi-cloth-seg", + "tri3d-load-pose-json", + "tri3d-load_AEMatter_Model", + "tri3d-luminosity-match", + "tri3d-main_transparent_background", + "tri3d-photoroom-bgremove-api", + "tri3d-pose-adaption", + "tri3d-pose-to-image", + "tri3d-position-hands", + "tri3d-position-parts-batch", + "tri3d-position-pascal-parts-batch", + "tri3d-recolor-mask", + "tri3d-recolor-mask-LAB_space", + "tri3d-recolor-mask-LAB_space_manual", + "tri3d-recolor-mask-RGB_space", + "tri3d-renormalize_array", + "tri3d-run_AEMatter_inference", + "tri3d-scaled-paste", + "tri3d-scaled-paste_unsafe", + "tri3d-simple_bg_swap", + "tri3d-simple_rescale_histogram", + "tri3d-skin-feathered-padded-mask", + "tri3d-swap-pixels", + "tri3d_CutByMaskAspectRatio", + "tri3d_H_Stack_Images", + "tri3d_Image_extend", + "tri3d_MaskAreaPercentage", + "tri3d_NSFWFilter", + "tri3d_NarrowfyImage", + "tri3d_Remove_Small_Mask_Islands", + "tri3d_SaveFlattenedPoseKpsAsJsonFile", + "tri3d_SaveImage_absolute", + "tri3d_SaveText_absolute", + "tri3d_Skip_HeadMask", + "tri3d_Skip_HeadMask_AddNeck", + "tri3d_Skip_LipMask", + "tri3d_SmartBox", + "tri3d_Smart_Depth", + "tri3d_StringContains", + "tri3d_Wait_And_Read_File", + "tri3d_extract_facer_mask", + "tri3d_fill_mask", + "tri3d_is_only_trouser", + "tri3d_position_pose_part" + ], + { + "title_aux": "tri3d-comfyui-nodes" + } + ], + "https://github.com/TTPlanetPig/Comfyui_DreamID-V_wrapper": [ + [ + "DreamIDV_ConditioningPrep_TTP", + "DreamIDV_ModelLoader_Wrapper_TTP", + "DreamIDV_PoseExtractor_TTP", + "DreamIDV_Sampler_Wrapper_TTP" + ], + { + "title_aux": "Comfyui_DreamID-V_wrapper" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Hunyuan3D": [ + [ + "GifImageViewerNode", + "Hunyuan3DNode", + "SquareImage" + ], + { + "title_aux": "Comfyui_Hunyuan3D" + } + ], + "https://github.com/TTPlanetPig/Comfyui_JC2": [ + [ + "ExtraOptionsNode", + "ExtraOptionsNode_Beta", + "JoyCaption2", + "JoyCaption2_simple", + "JoyCaptionBetaOne_Full", + "JoyCaptionBetaOne_Simple" + ], + { + "title_aux": "Comfyui_JC2" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Object_Detect_QWen_VL": [ + [ + "BBoxesToSAM2", + "DownloadAndLoadQwenModel", + "QwenVLDetection" + ], + { + "title_aux": "ComfyUI Qwen2.5-VL Object Detection Node" + } + ], + "https://github.com/TTPlanetPig/Comfyui_Object_Migration": [ + [ + "TTP_Expand_And_Mask", + "TTP_text_mix" + ], + { + "title_aux": "Clothing Migration Kit" + } + ], + "https://github.com/TTPlanetPig/Comfyui_TTP_CN_Preprocessor": [ + [ + "TTPlanet_Tile_Preprocessor_GF", + "TTPlanet_Tile_Preprocessor_Simple", + "TTPlanet_Tile_Preprocessor_cufoff", + "TTPlanet_inpainting_Preprecessor" + ], + { + "title_aux": "for comfyui image proprocessor" + } + ], + "https://github.com/TTPlanetPig/Comfyui_TTP_Toolset": [ + [ + "LTXVContext_TTP", + "LTXVFirstLastFrameControl_TTP", + "LTXVMiddleFrame_TTP", + "TTP_CoordinateSplitter", + "TTP_Expand_And_Mask", + "TTP_Image_Assy", + "TTP_Image_Tile_Batch", + "TTP_Tile_image_size", + "TTP_condsetarea_merge", + "TTP_condsetarea_merge_test", + "TTP_condtobatch", + "TTP_text_mix", + "TTPlanet_Tile_Preprocessor_Simple", + "TeaCacheHunyuanVideoSampler" + ], + { + "title_aux": "Comfyui_TTP_Toolset" + } + ], + "https://github.com/TTPlanetPig/TTP_Comfyui_FramePack_SE": [ + [ + "TTPlanet_FramePack" + ], + { + "title_aux": "TTP_Comfyui_FramePack_SE" + } + ], + "https://github.com/TW-CUI/TW-CUI-Util": [ + [ + "TWCUI_Util_CommonSDXLResolutions", + "TWCUI_Util_FloatLiteral", + "TWCUI_Util_GenerationParameters", + "TWCUI_Util_GenerationPrompts", + "TWCUI_Util_IntLiteral", + "TWCUI_Util_ModelVAELORALoader", + "TWCUI_Util_ModelVAELoader", + "TWCUI_Util_MultilineStringLiteral", + "TWCUI_Util_SaveImage", + "TWCUI_Util_SaveImageAdvanced", + "TWCUI_Util_StringLiteral" + ], + { + "title_aux": "TW-CUI-Util" + } + ], + "https://github.com/TZOOTZ/ComfyUI-TZOOTZ_VHS": [ + [ + "TZOOTZ_VHSNode" + ], + { + "title_aux": "TZOOTZ VHS Effect Node" + } + ], + "https://github.com/TaiTair/comfyui-simswap": [ + [ + "Simswap", + "SimswapBuildFaceModel", + "SimswapFaceSwapOpt", + "SimswapImageDublicator", + "SimswapLoadFaceModel", + "SimswapMaskHelper", + "SimswapOptions", + "SimswapRestoreFace", + "SimswapSaveFaceModel" + ], + { + "title_aux": "Simswap Node for ComfyUI" + } + ], + "https://github.com/Taithrah/ComfyUI_Fens_Simple_Nodes": [ + [ + "FensTokenCounter", + "OptiEmptyLatent", + "OptiEmptyLatentAdvanced" + ], + { + "title_aux": "Fens-Simple-Nodes" + } + ], + "https://github.com/Taremin/comfyui-prompt-config": [ + [ + "Prompt", + "PromptEdit", + "PromptGenerationConfig" + ], + { + "title_aux": "comfyui-prompt-config" + } + ], + "https://github.com/Taremin/comfyui-prompt-extranetworks": [ + [ + "PromptControlNetApply", + "PromptControlNetPrepare", + "PromptExtraNetworks" + ], + { + "title_aux": "ComfyUI Prompt ExtraNetworks" + } + ], + "https://github.com/Taremin/comfyui-string-tools": [ + [ + "StringToolsBalancedChoice", + "StringToolsConcat", + "StringToolsRandomChoice", + "StringToolsSeed", + "StringToolsString", + "StringToolsText" + ], + { + "title_aux": "ComfyUI String Tools" + } + ], + "https://github.com/Taremin/webui-monaco-prompt": [ + [ + "WebuiMonacoPromptFind", + "WebuiMonacoPromptReplace" + ], + { + "title_aux": "WebUI Monaco Prompt" + } + ], + "https://github.com/TdogCreations/ComfyUI-NAID-Grid-Position": [ + [ + "NAID Grid Position" + ], + { + "title_aux": "ComfyUI-NAID-Grid-Position" + } + ], + "https://github.com/TeaCrab/ComfyUI-TeaNodes": [ + [ + "TC_ColorFill", + "TC_CropTo", + "TC_EqualizeCLAHE", + "TC_ImageResize", + "TC_ImageScale", + "TC_KorniaGamma", + "TC_RandomColorFill", + "TC_SizeApproximation" + ], + { + "title_aux": "ComfyUI-TeaNodes" + } + ], + "https://github.com/TechnicalTod/ComfyUI-RotoMask": [ + [ + "RotoMaskNode" + ], + { + "title_aux": "ComfyUI-RotoMask" + } + ], + "https://github.com/TemryL/ComfyS3": [ + [ + "DownloadFileS3", + "LoadImageS3", + "SaveImageS3", + "SaveVideoFilesS3", + "UploadFileS3" + ], + { + "title_aux": "ComfyS3" + } + ], + "https://github.com/TemryL/ComfyUI-IDM-VTON": [ + [ + "IDM-VTON", + "PipelineLoader" + ], + { + "title_aux": "ComfyUI-IDM-VTON [WIP]" + } + ], + "https://github.com/Temult/TWanSigmaGraph": [ + [ + "TWanSigmaGraph" + ], + { + "title_aux": "TWanSigmaGraph" + } + ], + "https://github.com/TencentQQGYLab/ComfyUI-ELLA": [ + [ + "CombineClipEllaEmbeds", + "ConcatConditionEllaEmbeds", + "ConditionToEllaEmbeds", + "ELLALoader", + "EllaApply", + "EllaCombineEmbeds", + "EllaEncode", + "EllaTextEncode", + "SetEllaTimesteps", + "T5TextEncode #ELLA", + "T5TextEncoderLoader #ELLA" + ], + { + "title_aux": "ComfyUI-ELLA" + } + ], + "https://github.com/Tensor-Art/ComfyUI_TENSOR_ART": [ + [ + "TA_AIToolsNode", + "TA_ExecuteNode", + "TA_UploadImageNode" + ], + { + "title_aux": "ComfyUI_TENSOR_ART" + } + ], + "https://github.com/TensorKaze/ComfyUI-TkNodes": [ + [ + "FluxAdvancedSampler", + "FluxLatentSampler", + "LoadImageAndScaleToTotalPixels", + "LoadModelAndUpscaleImage", + "MultiLatentSelector", + "MultiModelLoader", + "RepeatLatentBatchOptional", + "VAEEncodeOptional" + ], + { + "title_aux": "ComfyUI-TkNodes" + } + ], + "https://github.com/TheArtOfficial/ComfyUI-MaskMorph": [ + [ + "DirectionalMaskExpand", + "MaskPinchWiden" + ], + { + "title_aux": "ComfyUI-MaskMorph" + } + ], + "https://github.com/TheBarret/ZSuite": [ + [ + "ZSuite: Prompter", + "ZSuite: RF Noise", + "ZSuite: SeedMod" + ], + { + "title_aux": "ZSuite" + } + ], + "https://github.com/TheLustriVA/ComfyUI-Image-Size-Tools": [ + [ + "FluxResolutionNode", + "ImageSizeDetectorNode", + "SD15ResolutionNode", + "SDXLResolutionNode", + "WAN21AdvancedResolutionNode", + "WAN21ResolutionNode" + ], + { + "title_aux": "ComfyUI Image Size Tool" + } + ], + "https://github.com/TheMadDoctor007/ComfyUI-QwenCameraSelector": [ + [ + "QwenCameraSelector" + ], + { + "title_aux": "Qwen Camera Selector" + } + ], + "https://github.com/TheMistoAI/ComfyUI-Anyline": [ + [ + "AnyLinePreprocessor" + ], + { + "title_aux": "Anyline" + } + ], + "https://github.com/TheWhykiki/Whykiki-ComfyUIToolset": [ + [ + "SequentialImageLoaderV8" + ], + { + "title_aux": "Whykiki ComfyUI Toolset" + } + ], + "https://github.com/ThepExcel/aiangelgallery-comfyui": [ + [ + "ThepExcel_AiAngel_MultilineTextChoiceNode" + ], + { + "title_aux": "Multiline Text Choice Node for ComfyUI" + } + ], + "https://github.com/ThereforeGames/ComfyUI-Unprompted": [ + [ + "Unprompted", + "UnpromptedSetRack" + ], + { + "title_aux": "ComfyUI-Unprompted" + } + ], + "https://github.com/This-is-Uncut/Custom-Node-ComfyUI-NBP-Uncut": [ + [ + "NanoBananaProNode" + ], + { + "title_aux": "Custom-Node-ComfyUI-NBP-Uncut" + } + ], + "https://github.com/ThunderBolt4931/comfyui_pixel_forge": [ + [ + "ConcatenateBatchHorizontally", + "CropDisjointRegions", + "DeconcatenateBatchHorizontally", + "ImageSimilaritySequentialCLIP", + "ImageSimilaritySequentialMatch", + "LogoDetectorOWL", + "PasteByBoundingBoxBatch", + "RepeatConditioning", + "SelectImageFromBatch" + ], + { + "title_aux": "ComfyUI-Pixel-Forge" + } + ], + "https://github.com/TiamaTiramisu/risutools": [ + [ + "CheckFileNamePrefixExists", + "LoadImageFromText", + "LoadLastFileNamePrefix", + "UUIDGenerator" + ], + { + "title_aux": "RisuTools" + } + ], + "https://github.com/TianDongL/Blind_watermark_Comfyui": [ + [ + "WatermarkEmbedImage", + "WatermarkEmbedText", + "WatermarkExtractImage", + "WatermarkExtractText", + "WatermarkQRCodeDecoder", + "WatermarkQRCodeGenerator" + ], + { + "title_aux": "Blind_watermark_Comfyui" + } + ], + "https://github.com/Tinuva88/Comfy-UmiAI": [ + [ + "CameraAngleSelector", + "UmiAIWildcardNode", + "UmiAIWildcardNodeLite", + "UmiCharacterCreator", + "UmiDatasetGenerator", + "UmiEmotionGenerator", + "UmiEmotionStudio", + "UmiModelManager", + "UmiModelSelector", + "UmiPoseGenerator", + "UmiPositionControl", + "UmiSaveImage", + "UmiSpriteGenerator", + "UmiTextBypass", + "UmiVisualCameraControl" + ], + { + "title_aux": "Comfy-UmiAI" + } + ], + "https://github.com/TinyBeeman/ComfyUI-TinyBee": [ + [ + "Combine Lists", + "Combine Properties", + "Decorate List", + "Encode Any Property", + "Face Body Aspect Bounds", + "Filter Existing Files", + "Filter List", + "Filter Words", + "Force Aspect On Bounds", + "Get File List", + "Get List From File", + "Get Mask Bounding Box", + "Incrementer", + "Indexed Entry", + "Int to Boolean", + "Is String Empty", + "Json From Properties", + "List Count", + "Load Image Batch from Zip", + "Process Path Name", + "Prompt Splitter", + "Prop From Properties", + "Random Entry", + "Random File Entry", + "Randomize Image Batch", + "Randomize List", + "Replace List", + "Save Image Batch to Zip", + "Search To Boolean", + "Search and Replace", + "Select Bounding Box", + "Sort List", + "Split List", + "String To List", + "String to Int", + "Timestamp" + ], + { + "title_aux": "ComfyUI-TinyBee" + } + ], + "https://github.com/TinyTerra/ComfyUI_tinyterraNodes": [ + [ + "ttN KSampler_v2", + "ttN advPlot combo", + "ttN advPlot images", + "ttN advPlot merge", + "ttN advPlot range", + "ttN advPlot string", + "ttN advanced xyPlot", + "ttN compareInput", + "ttN concat", + "ttN conditioning", + "ttN debugInput", + "ttN float", + "ttN hiresfixScale", + "ttN imageOutput", + "ttN imageREMBG", + "ttN int", + "ttN multiModelMerge", + "ttN pipe2BASIC", + "ttN pipe2DETAILER", + "ttN pipeEDIT", + "ttN pipeEncodeConcat", + "ttN pipeIN", + "ttN pipeKSampler", + "ttN pipeKSamplerAdvanced", + "ttN pipeKSamplerAdvanced_v2", + "ttN pipeKSamplerSDXL", + "ttN pipeKSamplerSDXL_v2", + "ttN pipeKSampler_v2", + "ttN pipeLoader", + "ttN pipeLoaderSDXL", + "ttN pipeLoaderSDXL_v2", + "ttN pipeLoader_v2", + "ttN pipeLoraStack", + "ttN pipeOUT", + "ttN seed", + "ttN text", + "ttN text3BOX_3WAYconcat", + "ttN text7BOX_concat", + "ttN textCycleLine", + "ttN textDebug", + "ttN textOutput", + "ttN tinyLoader", + "ttN xyPlot" + ], + { + "author": "tinyterra", + "description": "This extension offers extensive xyPlot, various pipe nodes, fullscreen image viewer based on node history, dynamic widgets, interface customization, and more.", + "nickname": "\ud83c\udf0f", + "nodename_pattern": "^ttN ", + "title": "tinyterraNodes", + "title_aux": "ComfyUI_tinyterraNodes" + } + ], + "https://github.com/Tlant/ComfyUI-OllamaPromptsGeneratorTlant": [ + [ + "LoadImageAndExtractMetadataTlant", + "LoadRandomTxtFileTlant", + "LoadRandomTxtFileTlantV2", + "LoadRandomTxtFileTlantV3", + "LoadSequencedTxtFileTlant", + "LoadSpecificTxtFileTlant", + "OllamaPromptsGeneratorTlant", + "OllamaSimpleTextGeneratorTlant", + "RandomImageLoaderTlant", + "ReasoningLLMOutputCleaner", + "SaveImagePairForKontext", + "StringFormatterTlant" + ], + { + "title_aux": "ComfyUI-OllamaPromptsGeneratorTlant" + } + ], + "https://github.com/ToTheBeginning/ComfyUI-DreamO": [ + [ + "ApplyDreamO", + "DreamOProcessorLoader", + "DreamORefEncode" + ], + { + "title_aux": "DreamO Comfyui" + } + ], + "https://github.com/TobiasGlaubach/ComfyUI-TG_pydocmaker": [ + [ + "TG_PydGetMetadata", + "TG_PydPreview" + ], + { + "title_aux": "ComfyUI-TG_pydocmaker" + } + ], + "https://github.com/Tr1dae/ComfyUI-Dequality": [ + [ + "Dequality" + ], + { + "title_aux": "ComfyUI-Dequality" + } + ], + "https://github.com/Tr1dae/ComfyUI-EasyFilePaths": [ + [ + "CharacterLoraSelect", + "ChromaActionSelect", + "ConvertHEXToRGB", + "DepthAnything_V2", + "DownloadAndLoadDepthAnythingV2Model", + "DynamicBypassController", + "DynamicBypassSelector", + "EasyArrayFilter", + "EasyBasicJsonExtractor", + "EasyBboxDetectorCombined", + "EasyBooleanConverter", + "EasyCLIPLoader", + "EasyCheckpointLoader", + "EasyCompare", + "EasyFileName", + "EasyFilmGrain", + "EasyFloatToInt", + "EasyForceClipDType", + "EasyForceModelDType", + "EasyGamma", + "EasyGetLine", + "EasyGrowMaskAndBlur", + "EasyImageBloomFilter", + "EasyImageCompare", + "EasyJSONJobImport", + "EasyJSONUpdate", + "EasyJsonExtractor", + "EasyJsonSaver", + "EasyLoraLoader", + "EasyMathAdd", + "EasyMathMultiply", + "EasyMathSubtract", + "EasyNull", + "EasyResize", + "EasySegmDetectorCombined", + "EasyTemplateAny", + "EasyUNETLoader", + "EasyUltralyticsDetectorProvider", + "EasyVAELoader", + "EasyWardrobeInit", + "EasyWardrobeWriter", + "EasyYolov8Detection", + "EasyYolov8Segmentation", + "FreshYoloSegmentationMask", + "GeneralSwitch", + "HexColorInput", + "ImageSaveToPath", + "ImageSaveToPathwithCaption", + "LatentSwitch", + "LineCounter", + "LoadImageFromMatch", + "LoadImageFromPath", + "LoadImagesFromDirectoryPath", + "LoadRandomImageFromFolderPath", + "QwenActionSelect", + "RemoveNoiseMask", + "TileAssembly", + "TileBreak", + "UserSelect", + "WanActionSelect", + "easy_apply_latent_mask_safe", + "easy_base64_loader", + "easy_batch_enforcer", + "easy_cuda_flush", + "easy_image_failsafe_loader", + "easy_image_sanitize", + "easy_image_stats", + "easy_image_url", + "easy_latent_NaN_catcher", + "easy_latent_clamp", + "easy_latent_cpu_hop", + "easy_latent_normalize", + "easy_latent_sanitize", + "easy_mask_sanitize", + "easy_smartbypass", + "easy_vae_hard_reset", + "save_image_with_latent_and_metadata_webp", + "webp_latent_loader" + ], + { + "title_aux": "ComfyUI-EasyFilePaths" + } + ], + "https://github.com/Transhumai/ComfyUI-LegionPower": [ + [ + "LegionConfig", + "LegionExporter", + "LegionImporter", + "LegionJoin", + "LegionJoinAll", + "LegionMaster", + "LegionMaster3", + "LegionMaster6", + "LegionWarmup" + ], + { + "title_aux": "ComfyUI-LegionPower" + } + ], + "https://github.com/Trgtuan10/ComfyUI_YoloSegment_Mask": [ + [ + "Object Mask" + ], + { + "title_aux": "ComfyUI_YoloSegment_Mask" + } + ], + "https://github.com/TripleHeadedMonkey/ComfyUI_MileHighStyler": [ + [ + "PerfectionBetaStyler" + ], + { + "title_aux": "ComfyUI_MileHighStyler" + } + ], + "https://github.com/Tropfchen/ComfyUI-Embedding_Picker": [ + [ + "EmbeddingPicker" + ], + { + "title_aux": "Embedding Picker" + } + ], + "https://github.com/Tropfchen/ComfyUI-yaResolutionSelector": [ + [ + "YARS", + "YARSAdv" + ], + { + "title_aux": "YARS: Yet Another Resolution Selector" + } + ], + "https://github.com/TrophiHunter/ComfyUI_Photography_Nodes": [ + [ + "Bloom", + "Bloom Lens Flares", + "Chromatic Aberration", + "Contrast Adaptive Sharpening", + "Contrast Brightness", + "Depth of Field", + "Get Watermark", + "Halation", + "Lens Dirt", + "Lens Distortion", + "Levels Adjustment", + "Lut", + "Manga Toner", + "Monitor Filter", + "Multi Scale Contrast", + "NTSC Filter", + "Noise", + "Physically Accurate Lens Dirt", + "Pixel Art", + "Saturation Vibrance", + "Sensor Dust", + "Sharpen Simple", + "Sharpen Unsharp Mask", + "Tint", + "VHS Chroma Smear", + "VHS Degrade", + "Vignette Effect", + "Watermark" + ], + { + "title_aux": "Photography Nodes" + } + ], + "https://github.com/Trung0246/ComfyUI-0246": [ + [ + "0246.Beautify", + "0246.BoxRange", + "0246.CastReroute", + "0246.Cloud", + "0246.Count", + "0246.Highway", + "0246.HighwayBatch", + "0246.Hold", + "0246.Hub", + "0246.Junction", + "0246.JunctionBatch", + "0246.Loop", + "0246.Merge", + "0246.Meta", + "0246.RandomInt", + "0246.Script", + "0246.ScriptNode", + "0246.ScriptPile", + "0246.ScriptRule", + "0246.Stringify", + "0246.Switch", + "0246.Tag" + ], + { + "author": "Trung0246", + "description": "Random nodes for ComfyUI I made to solve my struggle with ComfyUI (ex: pipe, process). Have varying quality.", + "nickname": "ComfyUI-0246", + "title": "ComfyUI-0246", + "title_aux": "ComfyUI-0246" + } + ], + "https://github.com/Ttl/ComfyUi_NNLatentUpscale": [ + [ + "NNLatentUpscale", + "NNlLatentUpscale" + ], + { + "preemptions": [ + "NNLatentUpscale" + ], + "title_aux": "ComfyUI Neural Network Latent Upscale" + } + ], + "https://github.com/TuonoMindCode/ComfyUI-MultiClip-Text-Script": [ + [ + "MultiClipTextScriptClipSelector", + "MultiClipTextScriptMain", + "MultiClipTextScriptPositiveOnly" + ], + { + "title_aux": "ComfyUI-MultiClip-Text-Script" + } + ], + "https://github.com/TuonoMindCode/ComfyUI-Resolution-Suggest-Downscale": [ + [ + "TuonoResolutionSuggestDownscale" + ], + { + "title_aux": "ComfyUI-Resolution-Suggest-Downscale" + } + ], + "https://github.com/TuriSc/comfyui-text-line-selector": [ + [ + "TextLineSelectorNode" + ], + { + "title_aux": "Text Line Selector" + } + ], + "https://github.com/TylerZoro/SD3-Scaling": [ + [ + "SD3ImageScaleToTotalPixels" + ], + { + "title_aux": "SD3-Scaling" + } + ], + "https://github.com/Ugleh/ComfyUI-ugleh-OpenAI": [ + [ + "Ugleh.OpenAI.ResponsesText" + ], + { + "title_aux": "ComfyUI-ugleh-OpenAI" + } + ], + "https://github.com/UmeAiRT/ComfyUI-UmeAiRT-Sync": [ + [ + "UmeAiRT_Sync_Node" + ], + { + "title_aux": "ComfyUI-UmeAiRT-Sync" + } + ], + "https://github.com/Umikaze-job/select_folder_path_easy": [ + [ + "SelectFolderPathEasy" + ], + { + "title_aux": "select_folder_path_easy" + } + ], + "https://github.com/UndefinedUo/DuoUmiWildcards": [ + [ + "DuoUmiRatioSelector", + "DuoUmiWildcard" + ], + { + "title_aux": "DuoUmiWildcards" + } + ], + "https://github.com/Urabewe/ComfyUI-AudioTools": [ + [ + "AudioEnhancementNode", + "AudioNormalizeLUFS" + ], + { + "title_aux": "ComfyUI-AudioTools" + } + ], + "https://github.com/Urabewe/ComfyUI-CountS2VExtend": [ + [ + "CountVideoExtendS2VNode" + ], + { + "title_aux": "ComfyUI Video Extend Counter" + } + ], + "https://github.com/Usonaki/ComfyUI-DyPE-Nunchaku": [ + [ + "DyPE_Nunchaku" + ], + { + "title_aux": "ComfyUI-DyPE-Nunchaku" + } + ], + "https://github.com/VAST-AI-Research/ComfyUI-Tripo": [ + [ + "TripoAPIDraft", + "TripoAnimateRetargetNode", + "TripoAnimateRigNode", + "TripoConvertNode", + "TripoMeshCompletion", + "TripoMeshSegmentation", + "TripoRefineModel", + "TripoSmartLowPoly", + "TripoStylizeModel", + "TripoTextureModel" + ], + { + "title_aux": "Tripo for ComfyUI" + } + ], + "https://github.com/VK/vk-nodes": [ + [ + "PrepareJobs", + "SketchyText", + "SketchyThumbnail", + "TiledConfigNode", + "TiledCropNode", + "TiledRenderNode", + "TiledSetupNode", + "VKLoadAudio" + ], + { + "title_aux": "VK Nodes" + } + ], + "https://github.com/Vaibhavs10/ComfyUI-DDUF": [ + [ + "DDUFLoader", + "DiffusersModelMakeup", + "DiffusersPipelineLoader", + "DiffusersSchedulerLoader", + "DiffusersSimpleSampler" + ], + { + "title_aux": "ComfyUI-DDUF" + } + ], + "https://github.com/VangengLab/ComfyUI-LivePortrait_v2": [ + [ + "LivePortraitProcess_animal" + ], + { + "title_aux": "ComfyUI-LivePortrait_v2" + } + ], + "https://github.com/VangengLab/ComfyUI-LivePortrait_v3": [ + [ + "LivePortraitp2p" + ], + { + "title_aux": "ComfyUI-LivePortrait_v3" + } + ], + "https://github.com/Vaporbook/ComfyUI-SaveImage-PP": [ + [ + "SaveImagePP" + ], + { + "title_aux": "ComfyUI-SaveImage-PP" + } + ], + "https://github.com/Verolelb/ComfyUI-Qwen-Aspect-Ratio": [ + [ + "QwenAspectRatioSelectorLatent" + ], + { + "title_aux": "ComfyUI-Qwen-Aspect-Ratio" + } + ], + "https://github.com/Verolelb/ComfyUI-Video-Workbench": [ + [ + "AutoEditWorkbench" + ], + { + "title_aux": "ComfyUI-Video-Workbench" + } + ], + "https://github.com/Verolelb/ComfyUI-VideoCompressor": [ + [ + "VideoCompressor" + ], + { + "title_aux": "Video Compressor (Unified)" + } + ], + "https://github.com/VertexAnomaly/ComfyUI_ImageSentinel": [ + [ + "ImageSentinel" + ], + { + "title_aux": "ComfyUI_ImageSentinel" + } + ], + "https://github.com/VertexStudio/roblox-comfyui-nodes": [ + [ + "FirstLetterNode", + "FlowNodes", + "MirrorEffectNode", + "SaveImageNode", + "ScaleImageNode", + "SwitchImageNode", + "SwitchTextNode", + "TextToImageNode" + ], + { + "title_aux": "roblox-comfyui-nodes" + } + ], + "https://github.com/VikramxD/VEnhancer-ComfyUI-Wrapper": [ + [ + "MultiGPUInference", + "MultiGPUVEnhancerLoader", + "SingleGPUInference", + "SingleGPUVEnhancerLoader", + "VideoLoader", + "VideoSaver" + ], + { + "title_aux": "VEnhancer ComfyUI Extension" + } + ], + "https://github.com/Visionatrix/ComfyUI-Gemini": [ + [ + "ConcatText_Zho", + "DisplayText_Zho", + "Gemini_15P_API_S_Advance_Zho", + "Gemini_15P_API_S_Chat_Advance_Zho", + "Gemini_API_Chat_Zho", + "Gemini_API_S_Chat_Zho", + "Gemini_API_S_Vsion_ImgURL_Zho", + "Gemini_API_S_Zho", + "Gemini_API_Vsion_ImgURL_Zho", + "Gemini_API_Zho", + "Gemini_FileUpload_API_S_Zho", + "Gemini_File_API_S_Zho" + ], + { + "title_aux": "ComfyUI-Gemini" + } + ], + "https://github.com/Visionatrix/ComfyUI-RemoteVAE": [ + [ + "RemoteVAEDecode" + ], + { + "title_aux": "ComfyUI-RemoteVAE" + } + ], + "https://github.com/Visionatrix/ComfyUI-Visionatrix": [ + [ + "StyleAlignedBatchAlign", + "VixCheckboxLogic", + "VixDictionaryConvert", + "VixDictionaryGet", + "VixDictionaryNew", + "VixDictionaryUpdate", + "VixDynamicLoraDefinition", + "VixImageFilters", + "VixMultilineText", + "VixTextConcatenate", + "VixTextReplace", + "VixUiAspectRatioSelector", + "VixUiCheckbox", + "VixUiCheckboxLogic", + "VixUiList", + "VixUiListLogic", + "VixUiPrompt", + "VixUiRangeFloat", + "VixUiRangeInt", + "VixUiRangeScaleFloat", + "VixUiWorkflowMetadata" + ], + { + "title_aux": "ComfyUI-Visionatrix" + } + ], + "https://github.com/VraethrDalkr/ComfyUI-TripleKSampler": [ + [ + "SwitchStrategyAdvanced", + "SwitchStrategySimple", + "TripleKSamplerWan22Lightning", + "TripleKSamplerWan22LightningAdvanced", + "TripleKSamplerWan22LightningAdvancedAlt", + "TripleWVSampler", + "TripleWVSamplerAdvanced", + "TripleWVSamplerAdvancedAlt" + ], + { + "title_aux": "ComfyUI-TripleKSampler" + } + ], + "https://github.com/VrchStudio/comfyui-web-viewer": [ + [ + "VrchAnyOSCControlNode", + "VrchAudioChannelLoaderNode", + "VrchAudioConcatNode", + "VrchAudioEmotionVisualizerNode", + "VrchAudioFrequencyBandAnalyzerNode", + "VrchAudioGenresNode", + "VrchAudioMusic2EmotionNode", + "VrchAudioRecorderNode", + "VrchAudioSaverNode", + "VrchAudioVisualizerNode", + "VrchAudioWebSocketChannelLoaderNode", + "VrchAudioWebViewerNode", + "VrchBPMDetectorNode", + "VrchBooleanKeyControlNode", + "VrchChannelOSCControlNode", + "VrchChannelX4OSCControlNode", + "VrchDelayNode", + "VrchDelayOSCControlNode", + "VrchFloatKeyControlNode", + "VrchFloatOSCControlNode", + "VrchFloatRemapNode", + "VrchGamepadLoaderNode", + "VrchImageChannelLoaderNode", + "VrchImageFallbackNode", + "VrchImageFlipBookWebViewerNode", + "VrchImagePreviewBackgroundNewNode", + "VrchImagePreviewBackgroundNode", + "VrchImageSaverNode", + "VrchImageSwitchOSCControlNode", + "VrchImageWebSocketChannelLoaderNode", + "VrchImageWebSocketFilterSettingsNode", + "VrchImageWebSocketSettingsNode", + "VrchImageWebSocketSimpleWebViewerNode", + "VrchImageWebSocketWebViewerNode", + "VrchImageWebViewerNode", + "VrchInstantQueueKeyControlNode", + "VrchIntKeyControlNode", + "VrchIntOSCControlNode", + "VrchIntRemapNode", + "VrchJsonUrlLoaderNode", + "VrchJsonWebSocketChannelLoaderNode", + "VrchJsonWebSocketSenderNode", + "VrchLatentWebSocketChannelLoaderNode", + "VrchLatentWebSocketSenderNode", + "VrchMicLoaderNode", + "VrchMidiDeviceLoaderNode", + "VrchModelWebViewerNode", + "VrchOSCControlSettingsNode", + "VrchQRCodeNode", + "VrchSwitchOSCControlNode", + "VrchTextConcatOSCControlNode", + "VrchTextKeyControlNode", + "VrchTextSrtPlayerNode", + "VrchTextSwitchOSCControlNode", + "VrchTriggerToggleNode", + "VrchTriggerToggleX4Node", + "VrchTriggerToggleX8Node", + "VrchVideoWebViewerNode", + "VrchWebSocketServerNode", + "VrchWebViewerNode", + "VrchXYOSCControlNode", + "VrchXYZOSCControlNode", + "VrchXboxControllerNode" + ], + { + "title_aux": "ComfyUI Web Viewer" + } + ], + "https://github.com/VykosX/ControlFlowUtils": [ + [ + "Cycle", + "CycleContinue", + "CycleEnd", + "DataMonitor", + "FallbackAnyBatch", + "FallbackImagePreviewer", + "FolderSearch", + "GarbageCollector", + "HaltExecution", + "IfConditionSelector", + "ImageResolutionAdjust", + "InvertCondition", + "LoopClose", + "LoopOpen", + "LoraSelector", + "MemoryStorage", + "ModelSelector", + "NullInput", + "NullOutput", + "ReadTextFile", + "SaveTextFile", + "SimpleToggle", + "StringOperation", + "UniversalSwitch", + "UnloadModels", + "VAESelector", + "Wait" + ], + { + "title_aux": "ControlFlowUtils" + } + ], + "https://github.com/WASasquatch/ComfyUI_LMStudio_EasyQuery": [ + [ + "WASLMStudioCaption", + "WASLMStudioCaptionDataset", + "WASLMStudioCaptionDatasetCustom", + "WASLMStudioChat", + "WASLMStudioModel", + "WASLMStudioOptions", + "WASLMStudioQuery", + "WASLoadImageDirectory" + ], + { + "title_aux": "WAS LMStudio Easy-Query" + } + ], + "https://github.com/WASasquatch/ComfyUI_Preset_Merger": [ + [ + "Preset_Model_Merge" + ], + { + "title_aux": "ComfyUI Preset Merger" + } + ], + "https://github.com/WASasquatch/ComfyUI_RetroArch_Player": [ + [ + "ComfyRetroArchPlayer" + ], + { + "title_aux": "ComfyUI_RetroArch_Player" + } + ], + "https://github.com/WASasquatch/ComfyUI_Viewer": [ + [ + "WASCanvasComposeBatch", + "WASComfyViewer" + ], + { + "title_aux": "ComfyUI_Viewer" + } + ], + "https://github.com/WASasquatch/FreeU_Advanced": [ + [ + "WAS_FreeU", + "WAS_FreeU_V2", + "WAS_PostCFGShift" + ], + { + "title_aux": "FreeU_Advanced" + } + ], + "https://github.com/WASasquatch/PPF_Noise_ComfyUI": [ + [ + "Blend Latents (PPF Noise)", + "Cross-Hatch Power Fractal (PPF Noise)", + "Images as Latents (PPF Noise)", + "Perlin Power Fractal Latent (PPF Noise)" + ], + { + "title_aux": "PPF_Noise_ComfyUI" + } + ], + "https://github.com/WASasquatch/PowerNoiseSuite": [ + [ + "Blend Latents (PPF Noise)", + "Cross-Hatch Power Fractal (PPF Noise)", + "Cross-Hatch Power Fractal Settings (PPF Noise)", + "Images as Latents (PPF Noise)", + "Latent Adjustment (PPF Noise)", + "Latents to CPU (PPF Noise)", + "Linear Cross-Hatch Power Fractal (PPF Noise)", + "Perlin Power Fractal Latent (PPF Noise)", + "Perlin Power Fractal Settings (PPF Noise)", + "Power KSampler Advanced (PPF Noise)", + "Power-Law Noise (PPF Noise)" + ], + { + "title_aux": "Power Noise Suite for ComfyUI" + } + ], + "https://github.com/WASasquatch/WAS_Extras": [ + [ + "BLVAEEncode", + "CLIPTextEncodeList", + "CLIPTextEncodeSequence2", + "ConditioningBlend", + "DebugInput", + "KSamplerSeq", + "KSamplerSeq2", + "VAEEncodeForInpaint (WAS)", + "VividSharpen", + "VividSharpenV2", + "WASApplyLUT", + "WASApplyReweightedLoRA", + "WASCameraMotionTrajectory", + "WASChannelWaveform", + "WASCombineLUT", + "WASLatentContrastLimitedDetailBoost", + "WASLatentUpscaleHybrid", + "WASLoadLUT", + "WASMoEConditioningListAppend", + "WASPowerLoraMerger", + "WASPowerLoraMergerOptions", + "WASSaveLUT", + "WASTiledImageUpscaleWithModel", + "WASWan22MoESamplerCtx", + "WASWanExposureStabilizer", + "WAS_AdaptiveDifferenceLatentUpscale" + ], + { + "title_aux": "WAS_Extras" + } + ], + "https://github.com/WASasquatch/face-upscaling-and-seamless-embedding": [ + [ + "FUSEGenericKSampler", + "FUSEKSampler", + "FUSESamplerMaskOptions", + "FUSEVideoKSampler", + "FUSEYOLOSettings" + ], + { + "title_aux": "FUSE Face Enhancer" + } + ], + "https://github.com/WASasquatch/was_affine": [ + [ + "WASAffineCustomAdvanced", + "WASAffineKSampler", + "WASAffineKSamplerAdvanced", + "WASAffinePatternNoise", + "WASAffineScheduleOptions", + "WASBayerOptions", + "WASBlackNoiseOptions", + "WASCheckerOptions", + "WASCrossHatchOptions", + "WASDetailRegionOptions", + "WASDotScreenOptions", + "WASGreenNoiseOptions", + "WASHighpassWhiteOptions", + "WASLatentAffine", + "WASLatentAffineCommonOptions", + "WASLatentAffineOptions", + "WASLatentAffineSimple", + "WASLatentUpscale", + "WASMultiBandNoiseApply", + "WASPerlinOptions", + "WASPoissonBlueOptions", + "WASRingNoiseOptions", + "WASSmoothRegionOptions", + "WASTileLinesOptions", + "WASUltimateCustomAdvancedAffineNoUpscale", + "WASUltimateCustomAdvancedAffineNoUpscaleLatent", + "WASVelvetOptions", + "WASWANVAEDecode", + "WASWANVAEEncode", + "WASWorleyEdgesOptions" + ], + { + "title_aux": "WAS Affine" + } + ], + "https://github.com/WUYUDING2583/ComfyUI-Save-Image-Callback": [ + [ + "Save Image With Callback" + ], + { + "title_aux": "Save Image With Callback" + } + ], + "https://github.com/WWWEN8/ComfyUI-CCXManager": [ + [ + "CCXGroupExecutorSender", + "CCXGroupExecutorSingle", + "CCXManager", + "CCXManagerCopy", + "CCXRepoUpdaterNode", + "CreateSDPPPInstallationDirectory", + "NodeVersionManager" + ], + { + "title_aux": "ComfyUI-CCXManager" + } + ], + "https://github.com/WX-NPS1598/ComfyUI-Auto_Crop_By_NPS": [ + [ + "AutoCropByNPS" + ], + { + "title_aux": "Auto Crop By NPS" + } + ], + "https://github.com/WaddingtonHoldings/ComfyUI-InstaSD": [ + [ + "GPTImage1Generate", + "InstaCBoolean", + "InstaCFloat", + "InstaCInteger", + "InstaCLoadImageFromS3", + "InstaCLoraLoader", + "InstaCSaveImageToS3", + "InstaCSeed", + "InstaCText", + "InstaCTextML", + "InstaFileExist", + "InstaLoadImageLocal", + "InstaLoadImageWithMask", + "InstaPromptMultipleStyleSelector", + "InstaPromptStyleSelector", + "LoadVideo", + "PreViewVideo" + ], + { + "title_aux": "InstaSD nodes for ComfyUI" + } + ], + "https://github.com/WainWong/ComfyUI-Loop-image": [ + [ + "CyberEve_BatchImageLoopClose", + "CyberEve_BatchImageLoopOpen", + "CyberEve_LoopIndexSwitch", + "CyberEve_MaskMerge", + "CyberEve_MaskSegmentation", + "CyberEve_SingleImageLoopClose", + "CyberEve_SingleImageLoopOpen" + ], + { + "title_aux": "ComfyUI-Loop-image" + } + ], + "https://github.com/Wakapedia/ComfyUI-WanVideoWakawave": [ + [ + "WanVideoWakawaveLoraLoader", + "WanVideoWakawavePromptBuilder" + ], + { + "title_aux": "WanVideo Wakawave - Advanced LoRA & Prompt Tools" + } + ], + "https://github.com/Wakfull33/ComfyUI-SaveImageCivitAI": [ + [ + "SaveCivitai" + ], + { + "title_aux": "ComfyUI-SaveImageCivitAI" + } + ], + "https://github.com/WangDianhui/ComfyUI-SA-ODE_Sampler": [ + [ + "LowStepSigmaScheduler", + "SAODELowStepSampler", + "SAODEStableSampler" + ], + { + "title_aux": "ComfyUI-SA-ODE_Sampler" + } + ], + "https://github.com/WangPengxing/ComfyUI_WPX_Node": [ + [ + "AnimalContour", + "AnimalContourSilhouette", + "CircleContour", + "DetermineRowsAndCols", + "PenetrateStyle", + "RectangleContour", + "SplitMaskElements", + "SplitStickers" + ], + { + "title_aux": "ComfyUI WPX Nodes" + } + ], + "https://github.com/WarpedAnimation/ComfyUI-WarpedToolset": [ + [ + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "GGUFRun", + "GGUFSave", + "GGUFUndo", + "LoaderGGUF", + "LoaderGGUFAdvanced", + "QuadrupleClipLoaderGGUF", + "TENSORBoost", + "TENSORCut", + "TripleClipLoaderGGUF", + "VaeGGUF", + "WarpedAddToCaption", + "WarpedBasicGuider", + "WarpedBundleAllVideoImages", + "WarpedBundleVideoImages", + "WarpedCLIPLoader", + "WarpedCLIPVisionLoader", + "WarpedCheckpointLoader", + "WarpedClipLoaderGGUF", + "WarpedContinueWorkflowAuto", + "WarpedContinueWorkflowManual", + "WarpedCreateEmptyImageBatch", + "WarpedCreateEmptyLatentBatch", + "WarpedCreateSpecialImageBatch", + "WarpedDualCLIPLoader", + "WarpedDualClipLoaderGGUF", + "WarpedDualEncoder", + "WarpedDualGuider", + "WarpedFramepackLoraSelectBatch", + "WarpedFramepackMultiLoraSelect", + "WarpedFramepackMultiLoraSelectExt", + "WarpedFramepackSampler", + "WarpedGetImageFromVideo", + "WarpedGetTwoImagesFromVideo", + "WarpedHunyuanImageToVideo", + "WarpedHunyuanLoraAvgMerge", + "WarpedHunyuanLoraBatchMerge", + "WarpedHunyuanLoraConvert", + "WarpedHunyuanLoraConvertKeys", + "WarpedHunyuanLoraConvertToMusubi", + "WarpedHunyuanLoraDoubleBlocksLayersBlend", + "WarpedHunyuanLoraDoubleBlocksModifyMultipleSegments", + "WarpedHunyuanLoraDoubleBlocksModifySegment", + "WarpedHunyuanLoraDoubleBlocksRemoveLinear", + "WarpedHunyuanLoraDoubleBlocksSwap", + "WarpedHunyuanLoraMerge", + "WarpedHunyuanMultiLoraAvgMerge", + "WarpedHunyuanMultiLoraLoader", + "WarpedHunyuanMultiLoraMerge", + "WarpedHunyuanMultiLoraMixer", + "WarpedHunyuanVideoLoraLoader", + "WarpedHunyuanVideoToVideo", + "WarpedImageLossCalc", + "WarpedImageNoiseAugmentation", + "WarpedImageScaleToSide", + "WarpedLeapfusionHunyuanI2V", + "WarpedLoadFramePackModel", + "WarpedLoadHunyuanLoraWeightsByPrefix", + "WarpedLoadImages", + "WarpedLoadLorasBatchByPrefix", + "WarpedLoadVideosBatch", + "WarpedLoaderGGUF", + "WarpedLoraKeysAndMetadataReader", + "WarpedLoraReSave", + "WarpedModifyCaptionFile", + "WarpedMultiLoraLoader", + "WarpedNumericalConversion", + "WarpedPromptConcat", + "WarpedPromptConcatExt", + "WarpedReverseImageBatch", + "WarpedSamplerCustomAdv", + "WarpedSamplerCustomAdvLatent", + "WarpedSamplerCustomScripted", + "WarpedSamplerScripts12", + "WarpedSamplerScripts16", + "WarpedSamplerScripts20", + "WarpedSamplerScripts30", + "WarpedSamplerScripts40", + "WarpedSamplerScripts5", + "WarpedSamplerScripts8", + "WarpedSaveAnimatedPng", + "WarpedSaveImageCaption", + "WarpedSingleEncoder", + "WarpedUNETConverter", + "WarpedUNETLoader", + "WarpedUpscaleWithModel", + "WarpedVAELoader", + "WarpedWan22MergeLoaderGGUF", + "WarpedWanImageToVideo", + "WarpedWanLoadAndEditLoraBlocks", + "WarpedWanLoraMerge" + ], + { + "title_aux": "ComfyUI-WarpedToolset" + } + ], + "https://github.com/WaveSpeedAI/wavespeed-comfyui": [ + [ + "WaveSpeedAI Preview", + "WaveSpeedAIPredictor" + ], + { + "title_aux": "wavespeed-comfyui" + } + ], + "https://github.com/WeChatCV/Stand-In_Preprocessor_ComfyUI": [ + [ + "ApplyFaceProcessor", + "FaceOnlyModeSwitch", + "FaceProcessorLoader", + "VideoBackgroundRestorer", + "VideoFramePreprocessor", + "VideoInputPreprocessor" + ], + { + "title_aux": "Stand-In Official Preprocessor ComfyUI Nodes" + } + ], + "https://github.com/WebDev9000/WebDev9000-Nodes": [ + [ + "IgnoreBraces", + "SettingsSwitch" + ], + { + "title_aux": "WebDev9000-Nodes" + } + ], + "https://github.com/Wenaka2004/ComfyUI-TagClassifier": [ + [ + "LLMProcessingNode" + ], + { + "title_aux": "ComfyUI-TagClassifier" + } + ], + "https://github.com/What-a-stupid-username/comfyui-InversedSampler": [ + [ + "SamplerInversedEulerNode" + ], + { + "title_aux": "comfyui_InversedSampler" + } + ], + "https://github.com/Wicloz/ComfyUI-Simply-Nodes": [ + [ + "WF_ConditionalLoraLoader", + "WF_FixupPixelArt", + "WF_MultilineText", + "WF_RandomStyle", + "WF_RefineToggle", + "WF_ResolutionSDXL", + "WF_TextFlow" + ], + { + "title_aux": "ComfyUI Simply Nodes" + } + ], + "https://github.com/Windecay/ComfyUI-ReservedVRAM": [ + [ + "ReservedVRAMSetter" + ], + { + "title_aux": "ComfyUI-ReservedVRAM" + } + ], + "https://github.com/Windecay/ComfyUI-SDupcaleTiledSize": [ + [ + "SDupscaleTiledSize" + ], + { + "title_aux": "ComfyUI-SDupcaleTiledSize" + } + ], + "https://github.com/Windecay/ComfyUI_CheckVprediction": [ + [ + "CheckVpredictionNode" + ], + { + "title_aux": "ComfyUI_CheckVprediction" + } + ], + "https://github.com/Windecay/ComfyUI_Dynamic-RAMCache": [ + [ + "DynamicRAMCacheControl", + "RAMCacheExtremeCleanup" + ], + { + "title_aux": "ComfyUI_Dynamic-RAMCache" + } + ], + "https://github.com/WingeD123/ComfyUI_QwenVL_PromptCaption": [ + [ + "Ovis25Run", + "Qwen25Caption", + "Qwen25CaptionBatch", + "Qwen3Caption", + "Qwen3CaptionBatch", + "StringToBbox", + "StringToSam3Box" + ], + { + "title_aux": "ComfyUI_QwenVL_PromptCaption" + } + ], + "https://github.com/X-School-Academy/X-FluxAgent": [ + [ + "X-FluxAgent.AICodeGenNode", + "X-FluxAgent.OpenAIChatnNode", + "X-FluxAgent.RichTextNode", + "X-FluxAgent.SaveTextNode" + ], + { + "title_aux": "X-FluxAgent" + } + ], + "https://github.com/X-T-E-R/ComfyUI-EasyCivitai-XTNodes": [ + [ + "CheckpointLoaderSimpleWithPreviews", + "CivitaiCheckpointLoaderSimple", + "CivitaiLoraLoader", + "CivitaiLoraLoaderStacked", + "CivitaiLoraLoaderStackedAdvanced", + "LoraLoaderStackedAdvancedWithPreviews", + "LoraLoaderStackedWithPreviews", + "LoraLoaderWithPreviews", + "XTNodesCleanPrompt", + "XTNodesPromptConcatenate" + ], + { + "title_aux": "ComfyUI Easy Civitai (XTNodes)" + } + ], + "https://github.com/XLabs-AI/x-flux-comfyui": [ + [ + "ApplyAdvancedFluxControlNet", + "ApplyAdvancedFluxIPAdapter", + "ApplyFluxControlNet", + "ApplyFluxIPAdapter", + "FluxLoraLoader", + "LoadFluxControlNet", + "LoadFluxIPAdapter", + "XlabsSampler" + ], + { + "title_aux": "x-flux-comfyui" + } + ], + "https://github.com/XWAVEart/comfyui-xwave-xlitch-nodes": [ + [ + "XWAVECellularNoiseNode", + "XWAVEPixelate", + "XWaveChromaticAberration", + "XWaveColorChannelManipulation", + "XWaveColorFilter", + "XWaveColorShiftExpansion", + "XWaveCurvedHueShift", + "XWaveGaussianBlur", + "XWaveHistogramGlitch", + "XWaveJPEGArtifacts", + "XWaveNoiseEffect", + "XWavePosterize", + "XWaveRGBChannelShift", + "XWaveSharpen" + ], + { + "title_aux": "ComfyUI XWAVE Nodes" + } + ], + "https://github.com/XYMikky12138/ComfyUI-MIKKY-Mask-Editor": [ + [ + "MIKKYMaskEditorNode" + ], + { + "title_aux": "ComfyUI-MIKKY-Mask-Editor" + } + ], + "https://github.com/XchanBik/ComfyUI_SimpleBridgeNode": [ + [ + "LoraTextLoader", + "SimpleBridgeLoadNode", + "SimpleBridgeStoreNode" + ], + { + "description": "A custom node for ComfyUI to store and retrieve data dynamically.", + "nickname": "SimpleBridgeNode", + "title": "SimpleBridgeNode", + "title_aux": "ComfyUI_SimpleBridgeNode" + } + ], + "https://github.com/Xclbr7/ComfyUI-Merlin": [ + [ + "GeminiPromptExpander", + "Magic Photo Prompter \ud83e\ude84" + ], + { + "title_aux": "ComfyUI-Merlin: Magic Photo Prompter" + } + ], + "https://github.com/Xiangyu-CAS/HandFixer": [ + [ + "MediapipeHandNode" + ], + { + "title_aux": "HandFixer" + } + ], + "https://github.com/XieJunchen/comfyUI_LLM": [ + [ + "AppendImagesToBatch", + "CloudImageUploadNode", + "CloudImagesToVideoAndUpload", + "CloudVideoUploadNode", + "ComfyUI_LLM_Ollama", + "CreateEmptyImageBatch", + "DeepSeek_Online", + "GetFirstImageFromBatch", + "GetVideoClipByIndex", + "LoadGifFromLocal", + "LoadImgFromUrl", + "RemoveFirstOrLastImageFromBatch", + "SplitVideoByFrames", + "StringArrayFormatter", + "StringArrayIndexer" + ], + { + "title_aux": "comfyUI_LLM" + } + ], + "https://github.com/Xkipper/ComfyUI_SkipperNodes": [ + [ + "Embedding Stack", + "Simple Box" + ], + { + "title_aux": "ComfyUI_SkipperNodes" + } + ], + "https://github.com/XmYx/ComfyUI-SmolLM3": [ + [ + "SmolLM3ModelLoader", + "SmolLM3Sampler", + "SmolLM3SimpleGenerate" + ], + { + "title_aux": "ComfyUI-SmolLM3" + } + ], + "https://github.com/XmYx/deforum-comfy-nodes": [ + [ + "DeforumAddNoiseNode", + "DeforumAnimParamsNode", + "DeforumAreaPromptNode", + "DeforumBaseParamsNode", + "DeforumCacheLatentNode", + "DeforumCadenceNode", + "DeforumCadenceParamsNode", + "DeforumColorMatchNode", + "DeforumColorParamsNode", + "DeforumConditioningBlendNode", + "DeforumDepthParamsNode", + "DeforumDiffusionParamsNode", + "DeforumFILMInterpolationNode", + "DeforumFrameWarpNode", + "DeforumGetCachedLatentNode", + "DeforumHybridMotionNode", + "DeforumHybridParamsNode", + "DeforumHybridScheduleNode", + "DeforumIteratorNode", + "DeforumKSampler", + "DeforumLoadVideo", + "DeforumNoiseParamsNode", + "DeforumPromptNode", + "DeforumSeedNode", + "DeforumSetVAEDownscaleRatioNode", + "DeforumSimpleInterpolationNode", + "DeforumSingleSampleNode", + "DeforumTranslationParamsNode", + "DeforumVideoSaveNode" + ], + { + "title_aux": "Deforum Nodes" + } + ], + "https://github.com/XuanYu-github/comfyui-PlyPreview": [ + [ + "PlyPreviewLoadGaussianPLYEnhance", + "PlyPreviewLoadGaussianPLYPathEnhance", + "PlyPreviewPreviewGaussianEnhance", + "PlyPreviewProcessGaussianPLYEnhance" + ], + { + "title_aux": "ComfyUI PlyPreview" + } + ], + "https://github.com/Xyc2016/Comfyui_Fd_Nodes": [ + [ + "FD_Flux2KleinGenImage", + "FD_GeminiImage", + "FD_RemoveWatermark", + "FD_Upload", + "FD_imgToText_Doubao" + ], + { + "title_aux": "Comfyui_Fd_Nodes" + } + ], + "https://github.com/Xyem/Xycuno-Oobabooga": [ + [ + "Oobabooga", + "Xycuno Oobabooga" + ], + { + "title_aux": "Xycuno Oobabooga" + } + ], + "https://github.com/Xz3r0-M/ComfyUI-Xz3r0-Nodes": [ + [ + "XAudioSave", + "XImageSave", + "XLatentLoad", + "XLatentSave", + "XMath", + "XResolution", + "XStringGroup", + "XVideoSave" + ], + { + "title_aux": "ComfyUI-Xz3r0-Nodes" + } + ], + "https://github.com/YOUR-WORST-TACO/ComfyUI-TacoNodes": [ + [ + "Example", + "TacoAnimatedLoader", + "TacoGifMaker", + "TacoImg2ImgAnimatedLoader", + "TacoImg2ImgAnimatedProcessor", + "TacoLatent" + ], + { + "title_aux": "ComfyUI-TacoNodes" + } + ], + "https://github.com/YRIKKA/ComfyUI-InferenceTimeScaling": [ + [ + "InferenceTimeScaler", + "LoadCLIPScoreVerifier", + "LoadImageRewardVerifier", + "LoadQwenVLMVerifier" + ], + { + "title_aux": "ComfyUI-InferenceTimeScaling" + } + ], + "https://github.com/Yahweasel/ComfyUI-HF-Diffusers": [ + [ + "HFDAutoencoderKL", + "HFDEncodePrompt", + "HFDLoadLora", + "HFDLoadPipeline", + "HFDRunPipeline", + "HFDVAEDecode", + "HFDVAEEncode", + "HFTAutoModel", + "HFTCreateConversation", + "HFTLoadPipeline", + "HFTRunPipeline", + "HFTUnpackConversation" + ], + { + "title_aux": "ComfyUI-HF-Diffusers" + } + ], + "https://github.com/Yahweasel/ComfyUI-MinDalle": [ + [ + "MinDalleNode" + ], + { + "title_aux": "ComfyUI-MinDalle" + } + ], + "https://github.com/Yanick112/ComfyUI-ToSVG": [ + [ + "TS_ImageQuantize", + "TS_ImageToSVGStringBW_Potracer", + "TS_ImageToSVGStringBW_Vtracer", + "TS_ImageToSVGStringColor_Vtracer", + "TS_SVGBytesIOToString", + "TS_SVGPathSimplify", + "TS_SVGStringPreview", + "TS_SVGStringToImage", + "TS_SVGStringToSVGBytesIO", + "TS_SaveSVGString" + ], + { + "title_aux": "ComfyUI-ToSVG" + } + ], + "https://github.com/YaroslavIv/comfyui_swd": [ + [ + "SwDSelector" + ], + { + "title_aux": "SwD Preset Selector for ComfyUI" + } + ], + "https://github.com/YarvixPA/ComfyUI-YarvixPA": [ + [ + "ApplyStyleModelEnhanced", + "ApplyStyleModelSimple", + "BatchImagesNode", + "FrameCalculatorAudio", + "FrameCalculatorVideo", + "GetResolutionImage", + "InpaintConditioningNode", + "InpaintFluxKontextConditioning", + "Prepimg2Vid", + "RemoveBackgroundNode", + "ShowAnyDataType", + "StitchImages", + "StitchImagesAndMask", + "TextFieldNode", + "UnstitchImages", + "UnstitchImagesAndMask", + "UpscaleImageWithModel" + ], + { + "title_aux": "ComfyUI-YarvixPA" + } + ], + "https://github.com/YaserJaradeh/comfyui-yaser-nodes": [ + [ + "Float", + "GeneralSwitch", + "ImageColorMatch", + "ImageSizeBySide", + "IterativeUpscaleWithModelsNode", + "LoraLoaderStack", + "SpotDiffusionParams", + "TiledDiffusion", + "TiledVAEDecode", + "TiledVAEEncode", + "UtilRepeatImages", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoNAG" + ], + { + "title_aux": "Yaser-nodes for ComfyUI" + } + ], + "https://github.com/Yeq6X/ComfyUI-image-to-video-inserter": [ + [ + "Base64ListToImages", + "Base64VideoToImages", + "CreateBlankFrames", + "ImageBatchAssembler", + "ImageFrameSelector", + "ImagesToBase64List", + "ImagesToBase64Video", + "MultiImageInserter", + "WanVideoLatentInsertFrames", + "WanVideoLatentZeroFrames" + ], + { + "title_aux": "ComfyUI Image to Video Inserter" + } + ], + "https://github.com/Yo1up/Diffusion-Model-Detailer": [ + [ + "Detailer" + ], + { + "title_aux": "Diffusion-Model-Detailer" + } + ], + "https://github.com/Ysthara/ComfyUI-Resolution-AR-Node": [ + [ + "ResolutionNode" + ], + { + "title_aux": "ComfyUI-Resolution-AR-Node" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-AniSora": [ + [ + "AniSora", + "AniSoraPrompt", + "LoadAniSoraModel", + "SaveAniSora" + ], + { + "title_aux": "ComfyUI-AniSora" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-AudioX": [ + [ + "AudioXPrompt", + "Condition", + "Generate", + "LoadAudioXAudio", + "LoadAudioXModel", + "LoadAudioXVideo", + "SaveAudioXAudio" + ], + { + "title_aux": "Yuan-ManX/ComfyUI-AudioX" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Bagel": [ + [ + "BagelPrompt", + "ImageEditing", + "ImageGeneration", + "ImageThinkEditing", + "ImageThinkGeneration", + "ImageUnderstanding", + "LoadBAGELModel", + "LoadEditImage" + ], + { + "title_aux": "ComfyUI-Bagel" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-ChatterboxTTS": [ + [ + "ChatterboxAudioPrompt", + "ChatterboxPrompt", + "ChatterboxTTS", + "ChatterboxVC", + "LoadChatterboxAudio", + "LoadChatterboxTTSModel", + "LoadChatterboxTargetAudio", + "LoadChatterboxVCModel", + "SaveChatterboxAudio" + ], + { + "title_aux": "ComfyUI-ChatterboxTTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Cobra": [ + [ + "ColorizeImage", + "DrawColorHint", + "ExtractLineArt", + "GetColorValue", + "LoadCobraModel" + ], + { + "title_aux": "ComfyUI-Cobra" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Dia": [ + [ + "DiaTTS", + "InputDiaText", + "LoadDiaAudio", + "LoadDiaModel", + "SaveDiaAudio" + ], + { + "title_aux": "ComfyUI-Dia" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Direct3D-S2": [ + [ + "Direct3DS2", + "LoadDirect3DS2Image", + "LoadDirect3DS2Model", + "SaveDirect3DS2Mesh" + ], + { + "title_aux": "ComfyUI-Direct3D-S2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HiDream-I1": [ + [ + "GenerateHiDreamImage", + "LoadHiDreamModel", + "SaveHiDreamImage" + ], + { + "title_aux": "ComfyUI-HiDream-I1" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HiggsAudio": [ + [ + "HiggsAudio", + "LoadHiggsAudioModel", + "LoadHiggsAudioPrompt", + "LoadHiggsAudioSystemPrompt", + "LoadHiggsAudioTokenizer", + "SaveHiggsAudio" + ], + { + "title_aux": "ComfyUI-HiggsAudio" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Hunyuan3D-2.1": [ + [ + "Hunyuan3DShapeGeneration", + "Hunyuan3DTexureSynthsis", + "LoadHunyuan3DImage", + "LoadHunyuan3DModel" + ], + { + "title_aux": "ComfyUI-Hunyuan3D-2.1" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-HunyuanPortrait": [ + [ + "HunyuanPortrait", + "LoadHunyuanPortraitConfig", + "LoadHunyuanPortraitImage", + "LoadHunyuanPortraitVideo" + ], + { + "title_aux": "ComfyUI-HunyuanPortrait" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Kimi-VL": [ + [ + "KimiVL", + "LoadKimiVLImage", + "LoadKimiVLModel", + "SaveKimiVLText" + ], + { + "title_aux": "ComfyUI-Kimi-VL" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LLaMA-Mesh": [ + [ + "Apply Gradient Color", + "ApplyGradientColor", + "Chat LLaMa Mesh", + "ChatLLaMaMesh", + "Visualize Mesh", + "VisualizeMesh" + ], + { + "title_aux": "ComfyUI-LLaMA-Mesh" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LayerAnimate": [ + [ + "LayerAnimateNode", + "LoadImages", + "LoadPretrainedModel" + ], + { + "title_aux": "ComfyUI-LayerAnimate" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-LiveCC": [ + [ + "LiveCC", + "LiveCCPrompt", + "LoadLiveCCModel", + "LoadLiveCCVideo", + "SaveLiveCCText" + ], + { + "title_aux": "ComfyUI-LiveCC" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Matrix-Game": [ + [ + "GameVideoGenerator", + "LoadDiTModel", + "LoadGameImage", + "LoadMouseIcon", + "LoadTextEncoderModel", + "LoadVAEModel", + "MatrixGameOutput" + ], + { + "title_aux": "ComfyUI-Matrix-Game" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-MoviiGen": [ + [ + "LoadMoviiGenModel", + "MoviiGen", + "MoviiGenPrompt", + "SaveMoviiGen" + ], + { + "title_aux": "ComfyUI-MoviiGen" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Multiverse": [ + [ + "PlayGame" + ], + { + "title_aux": "ComfyUI-Multiverse" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Muyan-TTS": [ + [ + "Generate", + "InputText", + "LoadMuyanTTSModel", + "LoadRefAudio", + "PromptText", + "SaveMuyanTTSAudio" + ], + { + "title_aux": "ComfyUI-Muyan-TTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-OmniGen2": [ + [ + "LoadOmniGen2Image", + "LoadOmniGen2Model", + "OmniGen2" + ], + { + "title_aux": "ComfyUI-OmniGen2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-OrpheusTTS": [ + [ + "Long Text Generation", + "LongTextGeneration", + "Single Text Generation", + "SingleTextGeneration" + ], + { + "title_aux": "ComfyUI-OrpheusTTS" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-PhotoDoodle": [ + [ + "PhotoDoodle", + "PhotoDoodle Gen" + ], + { + "title_aux": "ComfyUI-PhotoDoodle" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-PosterCraft": [ + [ + "LoadCustomTransformer", + "LoadPipeline", + "LoadPosterCraftPrompt", + "LoadQwenModel", + "PosterCraft", + "SavePosterCraft" + ], + { + "title_aux": "ComfyUI-PosterCraft" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SkyReels-A2": [ + [ + "A2Prompt", + "A2VideoGenerator", + "CombineImages", + "LoadA2Model", + "NegativePrompt", + "ReferenceImages", + "SaveVideo" + ], + { + "title_aux": "ComfyUI-SkyReels-A2" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SkyworkUniPic": [ + [ + "Image2Text", + "ImageEditing", + "LoadSkyworkUniPicCheckpoint", + "LoadSkyworkUniPicConfig", + "LoadSkyworkUniPicImage", + "LoadSkyworkUniPicPrompt", + "SaveSkyworkUniPicEditImage", + "SaveSkyworkUniPicImage", + "Text2Image" + ], + { + "title_aux": "ComfyUI-SkyworkUniPic" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-SoundHub": [ + [ + "Load Audio", + "LoadAudio", + "Preview Audio", + "PreviewAudio", + "Save Audio", + "SaveAudio" + ], + { + "title_aux": "ComfyUI-SoundHub" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Step1X-3D": [ + [ + "GeometryGeneration", + "GeometryLabelGeneration", + "LoadInputImage", + "LoadStep1X3DGeometryLabelModel", + "LoadStep1X3DGeometryModel", + "LoadStep1X3DTextureModel", + "LoadUntexturedMesh", + "SaveTexturedMesh", + "SaveUntexturedMesh", + "TexureSynthsis" + ], + { + "title_aux": "ComfyUI-Step1X-3D" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-StyleStudio": [ + [ + "StyleStudio", + "StyleStudio Image Stylization" + ], + { + "title_aux": "ComfyUI-StyleStudio" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-ThinkSound": [ + [ + "LoadCaption", + "LoadCoTDescription", + "LoadOThinkSoundVideo", + "ThinkSound" + ], + { + "title_aux": "ComfyUI-ThinkSound" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-UNO": [ + [ + "ConfigSave", + "ImageConcat", + "ImagePathLoader", + "ImageSave", + "UNOGenerator", + "UNOParams" + ], + { + "title_aux": "ComfyUI-UNO" + } + ], + "https://github.com/Yuan-ManX/ComfyUI-Vui": [ + [ + "LoadVuiModel", + "LoadVuiPrompt", + "SaveVui", + "Vui" + ], + { + "title_aux": "ComfyUI-Vui" + } + ], + "https://github.com/Yukinoshita-Yukinoe/ComfyUI-Qwen-Node": [ + [ + "QwenAPILLMNode" + ], + { + "title_aux": "ComfyUI-Qwen-Node" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-APISR": [ + [ + "APISR_Lterative_Zho", + "APISR_ModelLoader_Zho", + "APISR_Zho" + ], + { + "title_aux": "APISR IN COMFYUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Animated-optical-illusions": [ + [ + "AOI_Processing_Zho" + ], + { + "title_aux": "ComfyUI-Animated-optical-illusions" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-ArtGallery": [ + [ + "ArtGallery_Zho", + "ArtistsImage_Zho", + "CamerasImage_Zho", + "FilmsImage_Zho", + "MovementsImage_Zho", + "StylesImage_Zho" + ], + { + "title_aux": "ComfyUI-ArtGallery" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-BRIA_AI-RMBG": [ + [ + "BRIA_RMBG_ModelLoader_Zho", + "BRIA_RMBG_Zho" + ], + { + "title_aux": "ComfyUI-BRIA_AI-RMBG" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DeepSeek-JanusPro": [ + [ + "Janus_ImageGeneration", + "Janus_ModelLoader", + "Janus_MultimodalUnderstanding" + ], + { + "title_aux": "ComfyUI-DeepSeek-JanusPro" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-DepthFM": [ + [ + "DepthFM_Literative_Zho", + "DepthFM_ModelLoader_Zho", + "DepthFM_Zho" + ], + { + "title_aux": "DepthFM IN COMFYUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-InstantID": [ + [ + "IDBaseModelLoader_fromhub", + "IDBaseModelLoader_local", + "IDControlNetLoader", + "IDGenerationNode", + "ID_Prompt_Styler", + "InsightFaceLoader_Zho", + "Ipadapter_instantidLoader" + ], + { + "title_aux": "ComfyUI-InstantID" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Phi-3-mini": [ + [ + "Phi3mini_4k_Chat_Zho", + "Phi3mini_4k_ModelLoader_Zho", + "Phi3mini_4k_Zho" + ], + { + "title_aux": "Phi-3-mini in ComfyUI" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PhotoMaker-ZHO": [ + [ + "BaseModel_Loader_fromhub", + "BaseModel_Loader_local", + "LoRALoader", + "NEW_PhotoMaker_Generation", + "PhotoMakerAdapter_Loader_fromhub", + "PhotoMakerAdapter_Loader_local", + "Prompt_Styler", + "Ref_Image_Preprocessing" + ], + { + "title_aux": "ComfyUI PhotoMaker (ZHO)" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-PixArt-alpha-Diffusers": [ + [ + "PA_BaseModelLoader_fromhub_Zho", + "PA_Generation_Zho", + "PA_Styler_Zho" + ], + { + "title_aux": "ComfyUI-PixArt-alpha-Diffusers" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Q-Align": [ + [ + "QAlign_Zho" + ], + { + "title_aux": "ComfyUI-Q-Align" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Qwen-VL-API": [ + [ + "QWenVL_API_S_Multi_Zho", + "QWenVL_API_S_Zho" + ], + { + "title_aux": "ComfyUI-Qwen-VL-API" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SVD-ZHO": [ + [ + "SVD_Aspect_Ratio_Zho", + "SVD_Steps_MotionStrength_Seed_Zho", + "SVD_Styler_Zho" + ], + { + "title_aux": "ComfyUI-SVD-ZHO (WIP)" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-SegMoE": [ + [ + "SMoE_Generation_Zho", + "SMoE_ModelLoader_Zho" + ], + { + "title_aux": "ComfyUI SegMoE" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-Text_Image-Composite": [ + [ + "AlphaChanelAddByMask", + "ImageCompositeBy_BG_Zho", + "ImageCompositeBy_Zho", + "ImageComposite_BG_Zho", + "ImageComposite_Zho", + "RGB_Image_Zho", + "Text_Image_Frame_Zho", + "Text_Image_Multiline_Zho", + "Text_Image_Zho" + ], + { + "title_aux": "ComfyUI-Text_Image-Composite [WIP]" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-UltraEdit-ZHO": [ + [ + "UltraEdit_Generation_Zho", + "UltraEdit_ModelLoader_Zho", + "UltraEdit_ModelLoader_local_Zho" + ], + { + "title_aux": "ComfyUI-UltraEdit-ZHO" + } + ], + "https://github.com/ZHO-ZHO-ZHO/ComfyUI-YoloWorld-EfficientSAM": [ + [ + "ESAM_ModelLoader_Zho", + "Yoloworld_ESAM_DetectorProvider_Zho", + "Yoloworld_ESAM_Zho", + "Yoloworld_ModelLoader_Zho" + ], + { + "title_aux": "ComfyUI YoloWorld-EfficientSAM" + } + ], + "https://github.com/ZHO-ZHO-ZHO/comfyui-portrait-master-zh-cn": [ + [ + "PortraitMaster_\u4e2d\u6587\u7248" + ], + { + "title_aux": "comfyui-portrait-master-zh-cn" + } + ], + "https://github.com/ZUENS2020/ComfyUI-Gemini-LiteLLM": [ + [ + "ChatParams", + "GeminiImageParams", + "LLMBaseConfig", + "LLMChatGenerate", + "LLMImageGenerate", + "ORBaseConfig", + "ORChatGenerate", + "ORChatParams", + "ORImageGenerate", + "ORImageParams" + ], + { + "title_aux": "ComfyUI Gemini LiteLLM Nodes" + } + ], + "https://github.com/ZXL-Xinram/ComfyUI-AutoFlow": [ + [ + "AutoFlowAddAlphaChannel", + "AutoFlowCombineVideoAndMask", + "AutoFlowConditionAssignment", + "AutoFlowConditionChecker", + "AutoFlowExportTexturedMesh", + "AutoFlowImageResizeCalculator", + "AutoFlowIntToListConverter", + "AutoFlowListLength", + "AutoFlowListToIntExtractor", + "AutoFlowLoadImageWithBackground", + "AutoFlowLoadImagesForLoopWithBackground", + "AutoFlowPathJoiner", + "AutoFlowPathParser", + "AutoFlowPathValidator", + "AutoFlowSaveImagesWithAlpha", + "AutoFlowStringCase", + "AutoFlowStringConcat", + "AutoFlowStringFormat", + "AutoFlowStringMultiConcat", + "AutoFlowStringReplace", + "AutoFlowStringSplit", + "AutoFlowTimestampFormatter", + "AutoFlowTimestampGenerator", + "AutoFlowVideoToImages" + ], + { + "title_aux": "ComfyUI-AutoFlow" + } + ], + "https://github.com/ZZXYWQ/ComfyUI-ZZXYWQ": [ + [ + "StreamRecorder", + "VideoFormatConverter", + "ZZX_PaintsUndo" + ], + { + "title_aux": "ZZX Nodes" + } + ], + "https://github.com/Zachary116699/ComfyUI-LoadImageWithMetaDataEx": [ + [ + "ZLoadImageWithMetaDataFP" + ], + { + "title_aux": "ComfyUI_LoadImageWithMetaDataEx" + } + ], + "https://github.com/ZaneA/ComfyUI-ImageReward": [ + [ + "ImageRewardLoader", + "ImageRewardScore" + ], + { + "title_aux": "ImageReward" + } + ], + "https://github.com/Zar4X/ComfyUI-Batch-Process": [ + [ + "ImageBatchLoader", + "ImageBatchSaver", + "LoraBatchLoader", + "TXTBatchLoader", + "TextModifyTool", + "VideoBatchSaver" + ], + { + "title_aux": "ComfyUI-Batch-Process" + } + ], + "https://github.com/Zar4X/ComfyUI-Image-Resizing": [ + [ + "ExtendCanvasByPercentage", + "ExtendCanvasByPercentage (ZX)", + "ImageAspectRatioExtractor", + "ImageCropByPercentage", + "ImageResolutionExtractor", + "MaskCropByPercentage", + "ResizeToMultiple", + "SmartImageResize" + ], + { + "title_aux": "ComfyUI-Image-Resizing" + } + ], + "https://github.com/Zch6111/AI_Text_Comfyui": [ + [ + "AutoPromptGeneratorNode", + "GeminiImageToPrompt", + "SmartAutoPromptNode" + ], + { + "title_aux": "AI_Text_Comfyui" + } + ], + "https://github.com/ZeDarkAdam/ComfyUI-Embeddings-Tools": [ + [ + "EmbeddingsNameLoader", + "EmbendingList" + ], + { + "title_aux": "ComfyUI-Embeddings-Tools" + } + ], + "https://github.com/Zehong-Ma/ComfyUI-MagCache": [ + [ + "CompileModel", + "MagCache", + "MagCacheCalibration" + ], + { + "title_aux": "ComfyUI-MagCache" + } + ], + "https://github.com/Zeknes/Comfyui-LLM-Chat": [ + [ + "LLMChat" + ], + { + "title_aux": "Comfyui-LLM-Chat" + } + ], + "https://github.com/Zeknes/Comfyui-Nanobanana-API": [ + [ + "NanobananaImageGenerator" + ], + { + "title_aux": "Comfyui-Nanobanana-API" + } + ], + "https://github.com/Zeks/comfyui-rapidfire": [ + [ + "BracketEscaper", + "CachedCheckpoint", + "CsvWriterNode", + "HyperTile //Inspire", + "ImmatureImageCounter", + "ImmatureImageDataLoader", + "KSampler //Inspire", + "KSamplerAdvanced //Inspire", + "KSamplerAdvancedPipe //Inspire", + "KSamplerAdvancedProgress //Inspire", + "KSamplerPipe //Inspire", + "KSamplerProgress //Inspire", + "MultiModelAdvancedKsampler", + "MultiModelCheckpointIterator", + "MultiModelCheckpointIteratorFirst", + "MultiModelPromptSaver", + "Ranbooru", + "RandomCharacterSelector", + "RandomNoise //Inspire", + "RapidSchedulerCombo", + "RapidSchedulerSelector", + "RapidStringIterator", + "ScheduledCFGGuider //Inspire", + "ScheduledPerpNegCFGGuider //Inspire", + "StringHasher" + ], + { + "title_aux": "comfyui-rapidfire" + } + ], + "https://github.com/ZeroSpaceStudios/ComfyUI-ZSNodes": [ + [ + "ZS_BoundingBoxCrop", + "ZS_SaveImage" + ], + { + "title_aux": "ComfyUI-ZSNodes" + } + ], + "https://github.com/ZhiHui6/zhihui_nodes_comfyui": [ + [ + "AudioDuration", + "BatchLoadingOfImages", + "ColorMatchToReference", + "ColorRemoval", + "ExtraOptions", + "FilmGrain", + "Florence2Plus", + "GetImageSizes", + "ImageAspectRatio", + "ImageFormatConverter", + "ImageLoader", + "ImageRotateTool", + "ImageScaler", + "ImageSwitchDualMode", + "KontextPresetsPlus", + "LaplacianSharpen", + "LatentSwitchDualMode", + "LoadKontextPresetsBasic", + "MultiLineTextNode", + "MultiPlatformTranslate", + "MultiplePathsInput", + "PathSwitch", + "PauseWorkflow", + "PhotographPromptGenerator", + "PreviewOrCompareImages", + "PriorityImageSwitch", + "PriorityTextSwitch", + "PromptCardSelector", + "PromptDelete", + "PromptGallery", + "PromptPresetMultipleChoice", + "PromptPresetOneChoice", + "PromptReplace", + "Qwen3VLAPI", + "Qwen3VLAdvanced", + "Qwen3VLBasic", + "Qwen3VLExtraOptions", + "ReservedVRAMSetter", + "ResourceCleaner", + "Sa2VAAdvanced", + "Sa2VASegmentationPreset", + "ShowText", + "SobelSharpen", + "SunoLyricsGenerator", + "SunoSongStylePromptGenerator", + "SystemPromptLoader", + "TagSelector", + "TextCombinerNode", + "TextEditorWithContinue", + "TextExpander", + "TextExtractor", + "TextMergerNode", + "TextModifier", + "TextSwitchDualMode", + "TriggerWordMerger", + "TypeDesigner", + "USMSharpen", + "VideoLoader", + "WanPromptGenerator" + ], + { + "title_aux": "zhihui_nodes_comfyui" + } + ], + "https://github.com/Zone-Roam/ComfyUI-Live-Search": [ + [ + "LiveSearch_API_Loader", + "LiveSearch_Agent", + "LiveSearch_Settings" + ], + { + "title_aux": "ComfyUI-Live-Search" + } + ], + "https://github.com/a-l-e-x-d-s-9/ComfyUI-SaveCheckpointWithMetadata": [ + [ + "Save Checkpoint with Metadata", + "SaveCheckpointWithMetadata" + ], + { + "title_aux": "Save Checkpoint with Metadata" + } + ], + "https://github.com/a-ru2016/ComfyUI-Universal-ABM-LoRA": [ + [ + "NullUniversalLoRALoader" + ], + { + "title_aux": "ComfyUI-Universal-ABM-LoRA" + } + ], + "https://github.com/a-ru2016/ComfyUI_UniversalSubspace": [ + [ + "ApplyNullLaLoRA", + "ApplyUniversalLoRA", + "ApplyUniversalWeights", + "LoadUniversalWeights", + "UniversalLoRALoader" + ], + { + "title_aux": "ComfyUI_UniversalSubspace" + } + ], + "https://github.com/a-und-b/ComfyUI_AB_Wildcard": [ + [ + "ABWildcardNode" + ], + { + "title_aux": "ComfyUI_AB_Wildcard" + } + ], + "https://github.com/a-und-b/ComfyUI_Delay": [ + [ + "Add Delay" + ], + { + "title_aux": "ComfyUI_Delay" + } + ], + "https://github.com/a-und-b/ComfyUI_IC-Light-v2_fal": [ + [ + "ICLightV2" + ], + { + "title_aux": "IC-Light V2 (fal.ai)" + } + ], + "https://github.com/a-und-b/ComfyUI_JSON_Helper": [ + [ + "JSONStringToObjectNode" + ], + { + "title_aux": "ComfyUI_JSON_Helper" + } + ], + "https://github.com/a-und-b/ComfyUI_LoRA_from_URL": [ + [ + "Load LoRA From URL" + ], + { + "title_aux": "ComfyUI_LoRA_from_URL" + } + ], + "https://github.com/a-und-b/ComfyUI_MaskAreaCondition": [ + [ + "MaskAreaCondition", + "SelectData" + ], + { + "title_aux": "ComfyUI Mask Area Condition" + } + ], + "https://github.com/a1lazydog/ComfyUI-AudioScheduler": [ + [ + "AmplitudeToGraph", + "AmplitudeToNumber", + "AudioToAmplitudeGraph", + "AudioToAudioData", + "AudioToFFTs", + "BatchAmplitudeSchedule", + "ClipAmplitude", + "FloatArrayToGraph", + "GateNormalizedAmplitude", + "NormalizeAmplitude", + "NormalizedAmplitudeDrivenString", + "NormalizedAmplitudeToGraph", + "NormalizedAmplitudeToNumber", + "TransientAmplitudeBasic" + ], + { + "title_aux": "ComfyUI-AudioScheduler" + } + ], + "https://github.com/aTanguay/ComfyUI_Detonate": [ + [ + "DetonateBlur", + "DetonateChannelCopy", + "DetonateChromaKeyer", + "DetonateClamp", + "DetonateColorCorrect", + "DetonateColorCurves", + "DetonateConstant", + "DetonateCornerPin", + "DetonateCrop", + "DetonateCryptomatteExtract", + "DetonateDefocus", + "DetonateDenoise", + "DetonateDilate", + "DetonateDisplacementMap", + "DetonateEdgeDefringe", + "DetonateEdgeDetect", + "DetonateErode", + "DetonateExposure", + "DetonateGlow", + "DetonateGrade", + "DetonateGrain", + "DetonateGridWarp", + "DetonateHueSatVal", + "DetonateInvert", + "DetonateLUT", + "DetonateLoadEXR", + "DetonateLumaKeyer", + "DetonateLumaKeyerSimple", + "DetonateMaskFromColor", + "DetonateMaskSmoother", + "DetonateMatteControl", + "DetonateMerge", + "DetonateNoise", + "DetonatePremultiply", + "DetonateRamp", + "DetonateRotoBezier", + "DetonateRotoBezierFromImage", + "DetonateSaturation", + "DetonateSeamBlender", + "DetonateSharpen", + "DetonateShuffle", + "DetonateTransform", + "DetonateTriMapGenerator", + "DetonateUnpremultiply", + "DetonateVignette", + "DetonateZDefocus", + "DetonateZMerge" + ], + { + "title_aux": "ComfyUI_Detonate" + } + ], + "https://github.com/aadityamundhalia/ComfyUI-ollama-aditya": [ + [ + "OllamaPromptGenerator" + ], + { + "title_aux": "ComfyUI Ollama by Aditya" + } + ], + "https://github.com/abdozmantar/ComfyUI-DeepExtract": [ + [ + "VocalAndSoundRemoverNode" + ], + { + "title_aux": "DeepExtract" + } + ], + "https://github.com/abdozmantar/ComfyUI-DeepExtractV2": [ + [ + "DeepExtractV2Node" + ], + { + "title_aux": "DeepExtract2" + } + ], + "https://github.com/abdullahceylan/ac-comfyui-image-optimizer": [ + [ + "ACImageBatchResizer", + "ACImageInfo", + "ACImageOptimizer", + "ACImageOptimizerAdvanced", + "ACImageOptimizerMultiInput", + "ACImageOptimizerPreview", + "ACImageOptimizerSave", + "ACImageOptimizerSaveMultiInput", + "ACImageSmartResizer" + ], + { + "author": "Abdullah Ceylan", + "title_aux": "AC Image Optimizer" + } + ], + "https://github.com/abdullahceylan/ac-comfyui-queue-manager": [ + [ + "QueueManagerNode" + ], + { + "title_aux": "AC ComfyUI Queue Manager" + } + ], + "https://github.com/aburahamu/ComfyUI-IsNiceParts": [ + [ + "NiceHand" + ], + { + "title_aux": "ComfyUI-IsNiceParts" + } + ], + "https://github.com/aburahamu/ComfyUI-RequestsPoster": [ + [ + "GetImageFromSD3byI2I", + "GetImageFromSD3byT2I", + "PostImage2Discord", + "PostImage2X", + "PostText" + ], + { + "title_aux": "ComfyUI-RequestPoster" + } + ], + "https://github.com/abyz22/image_control": [ + [ + "abyz22_AddPrompt", + "abyz22_Convertpipe", + "abyz22_Editpipe", + "abyz22_FirstNonNull", + "abyz22_Frompipe", + "abyz22_ImpactWildcardEncode", + "abyz22_ImpactWildcardEncode_GetPrompt", + "abyz22_Padding Image", + "abyz22_RandomMask", + "abyz22_RemoveControlnet", + "abyz22_ResizeOpenpose", + "abyz22_SaveImage", + "abyz22_SetQueue", + "abyz22_Topipe", + "abyz22_blend_onecolor", + "abyz22_blendimages", + "abyz22_bypass", + "abyz22_censoring", + "abyz22_drawmask", + "abyz22_lamaInpaint", + "abyz22_lamaPreprocessor", + "abyz22_makecircles", + "abyz22_path_generator", + "abyz22_setimageinfo", + "abyz22_smallhead" + ], + { + "title_aux": "image_control" + } + ], + "https://github.com/acorderob/sd-webui-prompt-postprocessor": [ + [ + "ACBPPPSelectVariable", + "ACBPromptPostProcessor" + ], + { + "author": "ACB", + "description": "Node for processing prompts. Includes the following options: send to negative prompt, set variables, if/elif/else command for conditional content, wildcards and choices.", + "nickname": "ACB PPP", + "title": "Prompt Post Processor", + "title_aux": "Prompt PostProcessor" + } + ], + "https://github.com/adambarbato/ComfyUI-Sa2VA": [ + [ + "Sa2VANodeTpl" + ], + { + "title_aux": "Sa2VA Segmentation" + } + ], + "https://github.com/adbrasi/ComfyUI-TrashNodes-DownloadHuggingface": [ + [ + "DownloadLinkChecker", + "ShowFileNames" + ], + { + "title_aux": "ComfyUI-TrashNodes-DownloadHuggingface" + } + ], + "https://github.com/adieyal/comfyui-dynamicprompts": [ + [ + "DPCombinatorialGenerator", + "DPFeelingLucky", + "DPJinja", + "DPMagicPrompt", + "DPOutput", + "DPRandomGenerator" + ], + { + "title_aux": "DynamicPrompts Custom Nodes" + } + ], + "https://github.com/adigayung/ComfyUI-Translator": [ + [ + "AT_CLIPTextAutoTranslate", + "AT_PromptText", + "CLIP Text Encode (Auto Translate)", + "Prompt Text (Auto Translate)" + ], + { + "title_aux": "ComfyUI-Translator" + } + ], + "https://github.com/adrianschubek/comfyui-zeug": [ + [ + "ZeugBool", + "ZeugCleanGpuPass", + "ZeugFloat", + "ZeugFloatToStr", + "ZeugInt", + "ZeugIntToStr", + "ZeugIntToWxH", + "ZeugJoinStr", + "ZeugJoinStrList", + "ZeugPrintPass", + "ZeugSplitStrList", + "ZeugStr", + "ZeugStrToFloat", + "ZeugStrToInt", + "ZeugWxHToInt" + ], + { + "title_aux": "comfyui-zeug" + } + ], + "https://github.com/adriflex/ComfyUI_Blender_Texdiff": [ + [ + "ViewportColor", + "ViewportDepth" + ], + { + "title_aux": "ComfyUI_Blender_Texdiff" + } + ], + "https://github.com/advancedtech-sk/ComfyUI-GROUT": [ + [ + "GROUTHeatmapColorize", + "GROUTSegmentation", + "GROUTThreshold" + ], + { + "title_aux": "ComfyUI-GROUT" + } + ], + "https://github.com/aegis72/aegisflow_utility_nodes": [ + [ + "Add Text To Image", + "Aegisflow CLIP Pass", + "Aegisflow Conditioning Pass", + "Aegisflow Image Pass", + "Aegisflow Latent Pass", + "Aegisflow Mask Pass", + "Aegisflow Model Pass", + "Aegisflow Pos/Neg Pass", + "Aegisflow SDXL Tuple Pass", + "Aegisflow VAE Pass", + "Aegisflow controlnet preprocessor bus", + "Apply Instagram Filter", + "Binary INT Switch", + "Brightness_Contrast_Ally", + "Flatten Colors", + "Gaussian Blur_Ally", + "GlitchThis Effect", + "Hue Rotation", + "Image Flip_ally", + "Placeholder Tuple", + "Swap Color Mode", + "aegisflow Multi_Pass", + "aegisflow Multi_Pass XL", + "af_pipe_in_15", + "af_pipe_in_xl", + "af_pipe_out_15", + "af_pipe_out_xl" + ], + { + "title_aux": "AegisFlow Utility Nodes" + } + ], + "https://github.com/aegis72/comfyui-styles-all": [ + [ + "menus" + ], + { + "title_aux": "ComfyUI-styles-all" + } + ], + "https://github.com/aesethtics/ComfyUI-Utilitools": [ + [ + "UtilAdd", + "UtilAspectRatio", + "UtilBatchController", + "UtilBooleanAND", + "UtilBooleanNOT", + "UtilBooleanOR", + "UtilCalculator", + "UtilConstantFloat", + "UtilConstantInt", + "UtilConstantString", + "UtilCounter", + "UtilDateTimestamp", + "UtilDivide", + "UtilFloatToInt", + "UtilIfThenElse", + "UtilImageDimensions", + "UtilIntToFloat", + "UtilListCreate", + "UtilListIndex", + "UtilMultiply", + "UtilPassthrough", + "UtilStringReplace", + "UtilSubtract", + "UtilSwitch", + "UtilTextConcat", + "UtilWhateverToString" + ], + { + "title_aux": "ComfyUI Utilitools Nodes" + } + ], + "https://github.com/aesethtics/comfyui-3d-model-viewer": [ + [ + "ThreeDModelViewer" + ], + { + "title_aux": "ComfyUI 3D Model Viewer" + } + ], + "https://github.com/agavesunset/AgaveLogicCounter": [ + [ + "CyclicIntController" + ], + { + "title_aux": "AgaveLogicCounter" + } + ], + "https://github.com/agilly1989/ComfyUI_agilly1989_motorway": [ + [ + "MotorwayFloat", + "MotorwayInt", + "MotorwaySeed", + "MotorwayStart", + "MotorwayStr", + "MotorwayStrMulti" + ], + { + "title_aux": "ComfyUI_agilly1989_motorway" + } + ], + "https://github.com/ah-kun/ComfyUI-FailSafe-Translate-Node": [ + [ + "FailSafeTranslateAdvanced", + "FailSafeTranslateSimple" + ], + { + "title_aux": "ComfyUI-FailSafe-Translate-Node" + } + ], + "https://github.com/ahernandezmiro/ComfyUI-GCP_Storage_tools": [ + [ + "GCPReadImageNode", + "GCPWriteImageNode" + ], + { + "title_aux": "ComfyUI-GCP_Storage_tools" + } + ], + "https://github.com/ahkimkoo/ComfyUI-GetKeyFrames": [ + [ + "BreakGrid", + "GetKeyFrames", + "MakeGrid" + ], + { + "title_aux": "ComfyUI-GetKeyFrames" + } + ], + "https://github.com/ahkimkoo/Comfyui-AudioSegment": [ + [ + "AudioListToBatch", + "AudioSegmentByParagraph", + "AudioSegmenter", + "SelectAudioClipFromList", + "SelectAudioFromList" + ], + { + "title_aux": "ComfyUI Audio Segment Plugin" + } + ], + "https://github.com/ai-joe-git/ComfyUI-Metadata-Extractor": [ + [ + "MetadataExtractorImproved" + ], + { + "title_aux": "ComfyUI-Metadata-Extractor" + } + ], + "https://github.com/ai-joe-git/ComfyUI-Simple-Prompt-Batcher": [ + [ + "SimplePromptBatcher" + ], + { + "title_aux": "ComfyUI-Simple-Prompt-Batcher" + } + ], + "https://github.com/ai-liam/comfyui-liam": [ + [ + "AiStoreAzureGPTLiam", + "GetBetterDepthImage", + "LiamLibDisplayText", + "LiamLibFillImage", + "LiamLibImageToGray", + "LiamLibLoadImage", + "LiamLibMergeText", + "LiamLibSaveImg", + "LiamLibSaveText", + "OllamaApiTNodeLiam", + "PreviewReliefImage", + "SpeechRecognitionLiam", + "SpeechSynthesisLiam" + ], + { + "title_aux": "LiamUtil" + } + ], + "https://github.com/ai-liam/comfyui_liam_util": [ + [ + "LiamLoadImage" + ], + { + "title_aux": "LiamUtil (single node)" + } + ], + "https://github.com/ai-shizuka/ComfyUI-tbox": [ + [ + "AnimalPosePreprocessor", + "BatchManager", + "CannyPreprocessor", + "ConstrainImageNode", + "DWPosePreprocessor", + "DWPreprocessor", + "DensePosePreprocessor", + "GFPGANNode", + "ImageLoader", + "ImageResize", + "ImageSaver", + "ImageSize", + "ImagesSaver", + "LineArtPreprocessor", + "LineartStandardPreprocessor", + "MaskAddNode", + "MiDaSDepthPreprocessor", + "PurgeVRAMNode", + "VideoInfo", + "VideoLoader", + "VideoSaver", + "WatermarkNode" + ], + { + "author": "tstandley", + "title_aux": "ComfyUI-tbox" + } + ], + "https://github.com/aiaiaikkk/ComfyUI-Curve": [ + [ + "CameraRawEnhanceNode", + "CameraRawToneCurveNode", + "ColorGradingNode", + "CurvePresetNode", + "GaussianBlurNode", + "HistogramAnalysisNode", + "PhotoshopCurveNode", + "PhotoshopHSLNode", + "PhotoshopLevelsNode" + ], + { + "title_aux": "ComfyUI-Curve" + } + ], + "https://github.com/aiaiaikkk/comfyui-api-image-edit": [ + [ + "APIImageEditNode" + ], + { + "title_aux": "ComfyUI API Image Edit" + } + ], + "https://github.com/aiaiaikkk/super-prompt-canvas": [ + [ + "AdvancedBackgroundRemoval", + "BackgroundRemovalSettings", + "CustomModelPromptGenerator", + "KontextSuperPrompt", + "LRPGCanvas", + "OllamaKontextPromptGenerator", + "OllamaServiceManager", + "TextGenWebUIFluxKontextEnhancer" + ], + { + "title_aux": "super-prompt-canvas" + } + ], + "https://github.com/aianimation55/ComfyUI-FatLabels": [ + [ + "FatLabels" + ], + { + "title_aux": "Comfy UI FatLabels" + } + ], + "https://github.com/aiartvn/A2V_Multi_Image_Composite": [ + [ + "A2V_Multi_Image_Composite" + ], + { + "title_aux": "A2V Multi Image Composite" + } + ], + "https://github.com/aicuai/aicu-comfyui-stability-ai-api": [ + [ + "StabilityControlSketch", + "StabilityControlStructure", + "StabilityControlStyle", + "StabilityEdit", + "StabilityImageCore", + "StabilityImageSD3", + "StabilityImageToVideo", + "StabilityImageUltra", + "StabilityUpscaleConservative", + "StabilityUpscaleCreative", + "StabilityUpscaleFast" + ], + { + "title_aux": "aicu-comfyui-stability-ai-api" + } + ], + "https://github.com/aicuai/comfyui-save-image-watermark": [ + [ + "ExtractInvisibleWatermark", + "Local Save", + "LocalSaveImageWithWatermark" + ], + { + "title_aux": "comfyui-save-image-watermark" + } + ], + "https://github.com/aidec/Comfyui_TextBatch_aidec": [ + [ + "DataTempManager", + "DataTmpGet", + "DataTmpSet", + "GroupController", + "IFMatchCond", + "ImageFilenameProcessor", + "ImageInfoExtractor", + "ImageQueueProcessor", + "ImageQueueProcessorPlus", + "ImageQueueProcessorPro", + "JsonQuery", + "LoadImageByIndex", + "LoadImagesFromDirBatch", + "LoadImagesFromDirLazy", + "LoopResultExtractor", + "PathParser", + "TextArrayIndex", + "TextBatch", + "TextQueueProcessor", + "TextSplitCounter", + "TextSplitGet", + "UniversalLoopController" + ], + { + "title_aux": "Comfyui_TextBatch_aidec" + } + ], + "https://github.com/aidenli/ComfyUI_NYJY": [ + [ + "BailianChat", + "BailianChatOption", + "BailianVL", + "BailianVLOption", + "CivitaiPrompt", + "CommonLLMChat", + "ConvertAnyToString", + "ConvertDenoseToStep", + "ConvertStringToNumber", + "CreateSeedanceVideo", + "CustomLatentImage-NYJY", + "FloatSlider-NYJY", + "FluxProOnline", + "GetItemFromList", + "JoyCaption", + "JoyCaptionAlpha1Online", + "JoyCaptionAlpha2Online", + "JoyTag", + "JsonDumps", + "JsonGetKeys", + "JsonGetValueByKeys", + "JsonLoads", + "LengthOfArray", + "QwenLatentImage", + "ReadFileToString", + "Seededit3", + "Seedream3Txt2Img", + "Seedream4Img2Img", + "Seedream4Txt2Img", + "SplitString", + "Translate", + "VolcengineChat", + "VolcengineChatOption", + "VolcengineImageOption", + "VolcengineImg2Img", + "VolcengineTxt2Img" + ], + { + "title_aux": "ComfyUI_NYJY" + } + ], + "https://github.com/aigc-apps/EasyAnimate": [ + [ + "CameraBasicFromChaoJie", + "CameraCombineFromChaoJie", + "CameraJoinFromChaoJie", + "CameraTrajectoryFromChaoJie", + "CreateTrajectoryBasedOnKJNodes", + "EasyAnimateI2VSampler", + "EasyAnimateT2VSampler", + "EasyAnimateV2VSampler", + "EasyAnimateV5_I2VSampler", + "EasyAnimateV5_T2VSampler", + "EasyAnimateV5_V2VSampler", + "EasyAnimate_TextBox", + "ImageMaximumNode", + "LoadEasyAnimateLora", + "LoadEasyAnimateModel", + "TextBox" + ], + { + "title_aux": "Video Generation Nodes for EasyAnimate" + } + ], + "https://github.com/aigc-apps/VideoX-Fun": [ + [ + "CameraBasicFromChaoJie", + "CameraCombineFromChaoJie", + "CameraJoinFromChaoJie", + "CameraTrajectoryFromChaoJie", + "CogVideoXFunInpaintSampler", + "CogVideoXFunT2VSampler", + "CogVideoXFunV2VSampler", + "CombineFlux2Pipeline", + "CombineQwenImagePipeline", + "CombineWan2_2Pipeline", + "CombineWan2_2VaceFunPipeline", + "CombineWanPipeline", + "CombineZImagePipeline", + "CreateTrajectoryBasedOnKJNodes", + "Flux2ControlSampler", + "Flux2T2ISampler", + "FunAttention", + "FunCompile", + "FunRiflex", + "FunTextBox", + "ImageCollectNode", + "ImageMaximumNode", + "ImageToCanny", + "ImageToDepth", + "ImageToPose", + "LoadCogVideoXFunLora", + "LoadCogVideoXFunModel", + "LoadFlux2ControlNetInModel", + "LoadFlux2ControlNetInPipeline", + "LoadFlux2Lora", + "LoadFlux2Model", + "LoadFlux2TextEncoderModel", + "LoadFlux2TransformerModel", + "LoadFlux2VAEModel", + "LoadQwenImageControlNetInModel", + "LoadQwenImageControlNetInPipeline", + "LoadQwenImageLora", + "LoadQwenImageModel", + "LoadQwenImageProcessor", + "LoadQwenImageTextEncoderModel", + "LoadQwenImageTransformerModel", + "LoadQwenImageVAEModel", + "LoadVaceWanTransformer3DModel", + "LoadWan2_2FunLora", + "LoadWan2_2FunModel", + "LoadWan2_2Lora", + "LoadWan2_2Model", + "LoadWan2_2TransformerModel", + "LoadWan2_2VaceFunModel", + "LoadWanClipEncoderModel", + "LoadWanFunLora", + "LoadWanFunModel", + "LoadWanLora", + "LoadWanModel", + "LoadWanTextEncoderModel", + "LoadWanTransformerModel", + "LoadWanVAEModel", + "LoadZImageControlNetInModel", + "LoadZImageControlNetInPipeline", + "LoadZImageLora", + "LoadZImageModel", + "LoadZImageTextEncoderModel", + "LoadZImageTransformerModel", + "LoadZImageVAEModel", + "QwenImageControlSampler", + "QwenImageEditPlusSampler", + "QwenImageEditSampler", + "QwenImageT2VSampler", + "VideoToCanny", + "VideoToDepth", + "VideoToOpenpose", + "Wan2_2FunInpaintSampler", + "Wan2_2FunT2VSampler", + "Wan2_2FunV2VSampler", + "Wan2_2I2VSampler", + "Wan2_2T2VSampler", + "Wan2_2VaceFunSampler", + "WanFunInpaintSampler", + "WanFunT2VSampler", + "WanFunV2VSampler", + "WanI2VSampler", + "WanT2VSampler", + "ZImageControlSampler", + "ZImageT2ISampler" + ], + { + "title_aux": "VideoX-Fun" + } + ], + "https://github.com/aimerib/ComfyUI_HigherBitDepthSaveImage": [ + [ + "SaveImageHigherBitDepth" + ], + { + "title_aux": "ComfyUI-HigherBitDepthSaveImage" + } + ], + "https://github.com/aimoviestudio/comfyui-promptbuilder": [ + [ + "DynamicJsonPromptBuilder", + "DynamicTextPromptBuilder", + "JsonPromptBuilder", + "TextPromptBuilder", + "TextPromptNode" + ], + { + "title_aux": "ComfyUI Prompt Builder" + } + ], + "https://github.com/ainewsto/Comfyui-chatgpt-api": [ + [ + "ComfyuiChatGPTApi", + "Comfyui_gpt_image_1", + "Comfyui_gpt_image_1_edit" + ], + { + "title_aux": "Comfyui-chatgpt-api" + } + ], + "https://github.com/ainewsto/Comfyui-google-veo2-api": [ + [ + "ComfyuiGoogleVeo2" + ], + { + "title_aux": "Comfyui-google-veo2-api" + } + ], + "https://github.com/ainewsto/comfyui-labs-google": [ + [ + "ComfyUI-ImageFx", + "ComfyUI-Whisk", + "ComfyUI-Whisk-Prompts" + ], + { + "title_aux": "comfyui-labs-google" + } + ], + "https://github.com/aining2022/ComfyUI_Swwan": [ + [ + "AddLabel", + "AnyBooleanSwitch (Swwan)", + "AnySwitch (Swwan)", + "BatchSlice", + "ColorMatch", + "CrossFadeImages", + "CrossFadeImagesMulti", + "DrawMaskOnImage", + "FastPreview", + "GetImageRangeFromBatch", + "GetImageSizeAndCount", + "GetImagesFromBatchIndexed", + "GetLatentRangeFromBatch", + "GetLatentSizeAndCount", + "IO_save_image", + "ImageAddMulti", + "ImageAndMaskPreview", + "ImageBatchExtendWithOverlap", + "ImageBatchFilter", + "ImageBatchJoinWithTransition", + "ImageBatchMulti", + "ImageBatchRepeatInterleaving", + "ImageBatchTestPattern", + "ImageConcanate", + "ImageConcatFromBatch", + "ImageConcatMulti", + "ImageCropByMask", + "ImageCropByMaskAndResize", + "ImageCropByMaskBatch", + "ImageGrabPIL", + "ImageGridComposite2x2", + "ImageGridComposite3x3", + "ImageGridtoBatch", + "ImageNormalize_Neg1_To_1", + "ImagePadForOutpaintMasked", + "ImagePadForOutpaintTargetSize", + "ImagePadKJ", + "ImagePass", + "ImagePrepForICLora", + "ImageResizeByMegapixels", + "ImageResizeKJ", + "ImageResizeKJv2", + "ImageTensorList", + "ImageUncropByMask", + "ImageUpscaleWithModelBatched", + "Image_Resize_sum", + "Image_Resize_sum_data", + "Image_Resize_sum_restore", + "InsertImagesToBatchIndexed", + "InsertLatentToIndex", + "LayerUtility: CropByMask V2", + "LayerUtility: CropByMask V3", + "LayerUtility: CropByMask V4", + "LayerUtility: ImageScaleByAspectRatio V2", + "LayerUtility: RestoreCropBox", + "LayerUtility: RestoreCropBox V2", + "LoadAndResizeImage", + "LoadImagesFromFolderKJ", + "LoadVideosFromFolder", + "Mask_transform_sum", + "MathExpression_UTK", + "MergeBatch", + "MergeImageChannels", + "PadImageBatchInterleaved", + "PreviewAnimation", + "RemapImageRange", + "ReplaceImagesInBatch", + "ReverseImageBatch", + "SaveImageKJ", + "SaveImageWithAlpha", + "SaveStringKJ", + "Seed (rgthree)", + "ShuffleImageBatch", + "SplitImageChannels", + "SwwanCropByMaskV5", + "SwwanImageBatchToImageList", + "SwwanImageListToImageBatch", + "SwwanRestoreCropBoxV3", + "SwwanRestoreCropBoxV4", + "TransitionImagesInBatch", + "TransitionImagesMulti", + "WebcamCaptureCV2", + "list_Merge", + "list_Slice", + "list_Value", + "list_num_range", + "math_Remap_data", + "math_calculate", + "nsfwDetector", + "nsfwDetectorV2", + "raiseExceptionOnTrue", + "sch_Prompt", + "sch_Value", + "sch_image", + "sch_mask", + "sch_split_text", + "sch_text", + "type_AnyIndex" + ], + { + "title_aux": "ComfyUI_Swwan" + } + ], + "https://github.com/aisabervisionlab/ComfyUI_merge_ASVL": [ + [ + "ASVL" + ], + { + "title_aux": "ComfyUI_merge_ASVL" + } + ], + "https://github.com/aistudynow/Comfyui-HunyuanFoley": [ + [ + "HunyuanDependenciesLoader", + "HunyuanFoleySampler", + "HunyuanFoleyTorchCompile", + "HunyuanModelLoader", + "SelectAudioFromBatch" + ], + { + "title_aux": "Comfyui-HunyuanFoley" + } + ], + "https://github.com/ajbergh/comfyui-ethnicity_hairstyle_clip_encoder": [ + [ + "CLIPTextEncodeWithExtras" + ], + { + "title_aux": "comfyui-ethnicity_hairstyle_clip_encoder" + } + ], + "https://github.com/akatz-ai/ComfyUI-AKatz-Nodes": [ + [ + "AK_AdjustDepthmapBrightness", + "AK_AdjustListSize", + "AK_AnimatedDilationMaskLinear", + "AK_AudioFramesyncSchedule", + "AK_AudioreactiveDilateMaskInfinite", + "AK_AudioreactiveDilationMask", + "AK_AudioreactiveDynamicDilationMask", + "AK_BinaryAmplitudeGate", + "AK_BlobTrack", + "AK_BrightnessToFloatList", + "AK_ConvertListToFloatList", + "AK_DilateMaskLinearInfinite", + "AK_FadeBetweenBatches", + "AK_FlexFeatureToFloatList", + "AK_FloatListToDilateMaskSchedule", + "AK_FloatListToFlexFeature", + "AK_IPAdapterCustomWeights", + "AK_KeyframeScheduler", + "AK_LagChop", + "AK_ListToNumpyFloatArray", + "AK_MakeDepthmapSeamless", + "AK_NormalizeMaskImage", + "AK_RescaleFloatList", + "AK_ScaleMask", + "AK_ScheduledBinaryComparison", + "AK_ShrinkNumSequence", + "AK_SplitImageBatch", + "AK_VideoSpeedAdjust", + "Scale Mask Node" + ], + { + "author": "akatz", + "description": "Custom node pack for nodes I use in my workflows.", + "nickname": "Akatz Custom Nodes", + "title": "Akatz Custom Nodes", + "title_aux": "Akatz Custom Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-Basic-Math": [ + [ + "BasicMath", + "BooleanInput", + "BooleanLogic", + "BooleanUnary", + "FloatComparison", + "FloatInput", + "IntMath", + "IntegerComparison", + "IntegerInput", + "MathConstants", + "NumberClamp", + "NumberComparison", + "NumberInRange", + "NumberLerp", + "NumberRound", + "PreciseFloatInput", + "StringComparison", + "StringInput", + "ToBool", + "ToFloat", + "ToInt", + "ToString", + "UnaryMath" + ], + { + "title_aux": "ComfyUI-Basic-Math" + } + ], + "https://github.com/akatz-ai/ComfyUI-DepthCrafter-Nodes": [ + [ + "DepthCrafter", + "DownloadAndLoadDepthCrafterModel" + ], + { + "author": "akatz", + "description": "Custom nodes for use with DepthCrafter. Create consistent depth maps for your videos.", + "nickname": "DepthCrafter Nodes", + "title": "DepthCrafter Nodes", + "title_aux": "DepthCrafter Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-Depthflow-Nodes": [ + [ + "Depthflow", + "DepthflowEffectColor", + "DepthflowEffectDOF", + "DepthflowEffectInpaint", + "DepthflowEffectVignette", + "DepthflowMotionArc", + "DepthflowMotionCosine", + "DepthflowMotionLinear", + "DepthflowMotionPresetCircle", + "DepthflowMotionPresetDolly", + "DepthflowMotionPresetHorizontal", + "DepthflowMotionPresetOrbital", + "DepthflowMotionPresetVertical", + "DepthflowMotionPresetZoom", + "DepthflowMotionSetTarget", + "DepthflowMotionSine", + "DepthflowMotionTriangle" + ], + { + "author": "akatz", + "description": "Custom nodes for use with Tremeschin's Depthflow library.", + "nickname": "Depthflow Nodes", + "title": "Depthflow Nodes", + "title_aux": "\ud83c\udf0a Depthflow Nodes" + } + ], + "https://github.com/akatz-ai/ComfyUI-X-Portrait-Nodes": [ + [ + "DownloadXPortraitModel", + "XPortrait" + ], + { + "author": "akatz", + "description": "Custom nodes for use with X-Portrait. Animate portraits with an input video and a reference image.", + "nickname": "X-Portrait Nodes", + "title": "X-Portrait Nodes", + "title_aux": "ComfyUI-X-Portrait-Nodes" + } + ], + "https://github.com/akaugun/comfyui-lora-hook-trigger": [ + [ + "LoraTriggerWithExample" + ], + { + "title_aux": "comfyui-lora-hook-trigger" + } + ], + "https://github.com/akawana/ComfyUI-AK-Pack": [ + [ + "AK Base", + "AK Control Multiple KSamplers", + "AK Pipe", + "AK Pipe Loop", + "AK Replace Alpha with Color", + "AK Replace Color with Alpha", + "AKCLIPEncodeMultiple", + "AKContrastAndSaturateImage", + "AKIndexMultiple", + "AKKSamplerSettings", + "AKKSamplerSettingsOut", + "AKProjectSettingsOut", + "AKResizeOnBoolean", + "CLIPTextEncodeAndCombineCached", + "CLIPTextEncodeCached", + "Getter", + "IsMaskEmpty", + "IsOneOfGroupsActive", + "PreviewRawText", + "RepeatGroupState", + "Setter" + ], + { + "title_aux": "AK Pack" + } + ], + "https://github.com/akawana/ComfyUI-AK-XZ-Axis": [ + [ + "AK XZ Axis Plot", + "AK XZ Batch Lora", + "AK XZ Batch Prompts", + "AK XZ Range Float", + "AK XZ Range Int", + "AKXZPreviewPlot" + ], + { + "title_aux": "AK XZ Axis (XY for any KSampler)" + } + ], + "https://github.com/akawana/ComfyUI-Folded-Prompts": [ + [ + "FPFoldedPrompts", + "FPTextAreaPlus", + "FPTextCleanAndSplitt" + ], + { + "title_aux": "Folded prompts" + } + ], + "https://github.com/akawana/ComfyUI-RGBYP-Mask-Editor": [ + [ + "MaskGrowBlur", + "RGBYPLoadImage", + "RGBYPMaskBridge", + "RGBYPMaskCompositeWithStrength", + "RGBYPMaskStrength", + "RGBYPMaskStrengthOut", + "RGBYPMaskToList", + "RGBYPMaskToRegularMasks", + "RGBYPSaveMask" + ], + { + "title_aux": "RGBYP Mask Editor (RGB + YP)" + } + ], + "https://github.com/akierson/ComfyUI-textnodes": [ + [ + "Prompt Truncate", + "Tidy Tags" + ], + { + "title_aux": "ComfyUI-textnodes" + } + ], + "https://github.com/akierson/comfyui-colornodes": [ + [ + "Color Picker", + "Color to Hex", + "Color to RGB", + "Image Replace Color", + "Invert Color" + ], + { + "title_aux": "comfyui-colornodes" + } + ], + "https://github.com/al-swaiti/All-IN-ONE-style": [ + [ + "ComfyUIStyler", + "menus" + ], + { + "title_aux": "All-IN-ONE-style" + } + ], + "https://github.com/al-swaiti/ComfyUI-CascadeResolutions": [ + [ + "CascadeResolutions" + ], + { + "title_aux": "ComfyUI-CascadeResolutions" + } + ], + "https://github.com/al-swaiti/ComfyUI-OllamaGemini": [ + [ + "ClaudeAPI", + "FLUXResolutions", + "GeminiAPI", + "GeminiBBoxJoin", + "GeminiBEN2_RMBG", + "GeminiBRIA_RMBG", + "GeminiBRIA_RMBG_Safe", + "GeminiCLIPSeg", + "GeminiCombineSegMasks", + "GeminiComfyUIStyler", + "GeminiConvertRasterToVector", + "GeminiDrawBBoxMask", + "GeminiFLUXResolutions", + "GeminiImageGenerator", + "GeminiLoadImagePath", + "GeminiLoadImagesFromDir", + "GeminiMathExpression", + "GeminiSVGPreview", + "GeminiSaveSVG", + "GeminiSaveText", + "GeminiSmartPromptGenerator", + "GeminiTextSplitter", + "GeminiUltraDetect", + "ListAvailableModels", + "OllamaAPI", + "QwenAPI", + "VeoLoadVideo", + "VeoVideoExtend", + "VeoVideoGenerator", + "VeoVideoGeneratorAdvanced", + "style_menus" + ], + { + "title_aux": "ComfyUI-OllamaGemini" + } + ], + "https://github.com/alFrame/ComfyUI-AF-Enhanced-HTML-Note": [ + [ + "AF_Enhanced_HTML_Note" + ], + { + "author": "Alex Furer", + "description": "A ComfyUI custom node that allows you to create a note node with HTML support.", + "nickname": "AF - Enhanced HTML Note", + "title": "AF - Enhanced HTML Note", + "title_aux": "ComfyUI AF - Enhanced-HTML-Note" + } + ], + "https://github.com/alFrame/ComfyUI-AF-Pack-Prompt-Nodes": [ + [ + "AF_Edit_Generated_Prompt", + "AF_Load_Prompt_History", + "AF_Model_Switch", + "AF_Save_Prompt_History", + "AF_Show_Text" + ], + { + "author": "Alex Furer", + "description": "A collection of prompt management nodes for ComfyUI including prompt editing, history saving, and loading functionality.", + "nickname": "AF Prompt Nodes Pack", + "title": "AF Prompt Nodes Pack", + "title_aux": "ComfyUI AF - Pack-Prompt-Nodes" + } + ], + "https://github.com/alanhuang67/ComfyUI-FAI-Node": [ + [ + "FAIDynamicMask", + "FAIScaleScheduler", + "FAI_Voronoi_Generator" + ], + { + "title_aux": "FAI-Node" + } + ], + "https://github.com/alankent/ComfyUI-OA-360-Clip": [ + [ + "OA360Clip" + ], + { + "title_aux": "OA 360 Clip" + } + ], + "https://github.com/alastor-666-1933/caching_to_not_waste": [ + [ + "caching_condition", + "caching_controlnet", + "caching_from_combined_images", + "caching_image", + "caching_mask", + "caching_text", + "caching_wildcard_list" + ], + { + "title_aux": "Caching to not Waste" + } + ], + "https://github.com/alchemine/comfyui-alchemine-pack": [ + [ + "AsyncSaveImage", + "AutoBreak", + "DanbooruPopularPostsTagsRetriever", + "DanbooruPostTagsRetriever", + "DanbooruPostsDownloader", + "DanbooruRelatedTagsRetriever", + "DownloadImage", + "FilterSubtags", + "FilterTags", + "FixBreakAfterTIPO", + "GeminiInference", + "OllamaInference", + "PreviewLatestImage", + "ProcessTags", + "RemoveWeights", + "ReplaceUnderscores", + "SaveImageWithText", + "SignalSwitch", + "SubstituteTags", + "TextEditingInference", + "TokenAnalyzer", + "WidthHeight" + ], + { + "title_aux": "ComfyUI-Alchemine-Pack" + } + ], + "https://github.com/aledelpho/Arthemy_Live-Tuner-SDXL-ComfyUI": [ + [ + "ArthemyClipLiveTunerSDXL", + "ArthemyLiveModelTunerSDXL" + ], + { + "title_aux": "Arthemy Live Tuner - SDXL" + } + ], + "https://github.com/aledelpho/Arthemy_Live-Tuner-ZIT-ComfyUI": [ + [ + "ArthemyQwenSaver", + "ArthemyQwenTunerLab", + "ArthemyQwenTunerSimple", + "ArthemyTunerLoader", + "ArthemyZImage_Saver", + "ArthemyZImage_Tuner_Lab", + "ArthemyZImage_Tuner_Simple" + ], + { + "title_aux": "Arthemy Live Tuner - Z-image" + } + ], + "https://github.com/aleolidev/comfy_kaizen_package": [ + [ + "KaizenImageComposite" + ], + { + "title_aux": "Kaizen Package" + } + ], + "https://github.com/alessandroperilli/OCS_Nodes": [ + [ + "OCS_CloudImageSize", + "OCS_FirstNotEmpty", + "OCS_ImageGrid4x4", + "OCS_ImageListFilter", + "OCS_ImageSaver", + "OCS_LocalImageSize", + "OCS_LocalVideoSize", + "OCS_ModelDownloader", + "OCS_Watermarker" + ], + { + "title_aux": "Open Creative Studio Nodes" + } + ], + "https://github.com/alessandrozonta/ComfyUI-CenterNode": [ + [ + "BBoxCrop" + ], + { + "title_aux": "ComfyUI-CenterNode" + } + ], + "https://github.com/alessandrozonta/ComfyUI-Layers": [ + [ + "LayerDividerDivideLayer", + "LayersSaver - Save Layer", + "LayersSaver - Save Layer From Images", + "PSDLayerCreatorFromImagesOnly" + ], + { + "title_aux": "Save Layers Node for ComfyUI" + } + ], + "https://github.com/alessandrozonta/ComfyUI-OpenPose": [ + [ + "OpenPose - Get poses", + "OpenPoseNode" + ], + { + "author": "joe", + "title_aux": "OpenPose Node" + } + ], + "https://github.com/alessandrozonta/ComfyUI-PoseDirection": [ + [ + "DirectionNode", + "OpenPose - Get direction" + ], + { + "title_aux": "ComfyUI-PoseDirection" + } + ], + "https://github.com/alessandrozonta/Comfyui-LoopLoader": [ + [ + "LoadLoopImagesFromDir" + ], + { + "title_aux": "Comfyui-LoopLoader" + } + ], + "https://github.com/alexcong/ComfyUI-SwinIR": [ + [ + "SwinIRLoader", + "SwinIRRun" + ], + { + "title_aux": "ComfyUI-SwinIR" + } + ], + "https://github.com/alexcong/ComfyUI_QwenVL": [ + [ + "Qwen", + "Qwen2.5", + "Qwen2.5VL", + "QwenVL" + ], + { + "title_aux": "Qwen2-VL wrapper for ComfyUI" + } + ], + "https://github.com/alexgenovese/ComfyUI-UNO-Flux": [ + [ + "UNOGenerate", + "UNOModelLoader" + ], + { + "title_aux": "ComfyUI UNO Nodes" + } + ], + "https://github.com/alexgenovese/ComfyUI_HF_Servelress_Inference": [ + [ + "HF_QuestionAnswer", + "Job_Caption", + "Joy_caption", + "Joy_caption_load" + ], + { + "author": "Alex Genovese", + "description": "Huggingface Api Serverless request", + "nickname": "alexgenovese", + "title": "Huggingface Api Serverless", + "title_aux": "Huggingface Api Serverless" + } + ], + "https://github.com/alexisrolland/ComfyUI-Blender": [ + [ + "BlenderInputBoolean", + "BlenderInputCombo", + "BlenderInputFloat", + "BlenderInputGroup", + "BlenderInputInt", + "BlenderInputLoad3D", + "BlenderInputLoadCheckpoint", + "BlenderInputLoadDiffusionModel", + "BlenderInputLoadImage", + "BlenderInputLoadLora", + "BlenderInputLoadMask", + "BlenderInputSampler", + "BlenderInputSeed", + "BlenderInputString", + "BlenderInputStringMultiline", + "BlenderOutputDownload3D", + "BlenderOutputSaveGlb", + "BlenderOutputSaveImage", + "BlenderOutputString" + ], + { + "title_aux": "ComfyUI-Blender" + } + ], + "https://github.com/alexisrolland/ComfyUI-Phi": [ + [ + "LoadPhi", + "LoadPhiMultimodal", + "LoadPhiVision", + "RunPhi", + "RunPhiMultimodal", + "RunPhiVision" + ], + { + "title_aux": "ComfyUI-Phi" + } + ], + "https://github.com/alexjx/ComfyUI-Sa2VA-XJ": [ + [ + "XJSa2VAImageSegmentation", + "XJSa2VAImageSegmentationV2", + "XJSa2VAVideoSegmentation" + ], + { + "title_aux": "ComfyUI-Sa2VA-XJ" + } + ], + "https://github.com/alexjx/ComfyUI-XJNodes": [ + [ + "XJAppendImageList", + "XJConditionalLoraLoader", + "XJContextEnter", + "XJContextExit", + "XJEmptyImageList", + "XJFloatRangeList", + "XJGetImageFromList", + "XJImageGrid", + "XJImageListFilter", + "XJImageListLength", + "XJImageListSlice", + "XJImagePairCompare", + "XJImagePreviewBridge", + "XJImageRandomTransform", + "XJImageScaleCalc", + "XJImageScaleMegapixel", + "XJImageTransform", + "XJIntOffset", + "XJIntegerDecrement", + "XJIntegerIncrement", + "XJJSONExtractor", + "XJLoadImageByPath", + "XJLoadImageWithMetadata", + "XJLoadImagesFromDirBatch", + "XJLoadImagesFromDirList", + "XJLoopEnd", + "XJLoopStart", + "XJOneImageFromBatch", + "XJRandomImagesFromBatch", + "XJRandomText", + "XJRandomTextFromFile", + "XJRandomTextFromList", + "XJSamplerAdapter", + "XJSaveImageWithMetadata", + "XJSchedulerAdapter", + "XJSegsAutoAdjustHookProvider", + "XJSegsColorCorrectHSVHookProvider", + "XJSegsColorCorrectRGBHookProvider", + "XJSegsColorMatchHookProvider", + "XJSegsCount", + "XJSegsExtractor", + "XJSegsFilter", + "XJSegsFilterByLabel", + "XJSegsMerge", + "XJSegsPick", + "XJSegsStitcher", + "XJSegsWildcardPrompt", + "XJStringPass", + "XJSupirParameters", + "XJTextFileInfo", + "XJTextListFromFile", + "XJUnwrapFromList", + "XJWrapAsList" + ], + { + "title_aux": "ComfyUI-XJNodes" + } + ], + "https://github.com/alexopus/ComfyUI-Image-Saver": [ + [ + "Any to String (Image Saver)", + "Cfg Literal (Image Saver)", + "Checkpoint Loader with Name (Image Saver)", + "Civitai Hash Fetcher (Image Saver)", + "Conditioning Concat Optional (Image Saver)", + "Float Literal (Image Saver)", + "Image Saver", + "Image Saver Metadata", + "Image Saver Simple", + "Input Parameters (Image Saver)", + "Int Literal (Image Saver)", + "RandomShapeGenerator", + "Sampler Selector (Image Saver)", + "Scheduler Selector (Eff.) (Image Saver)", + "Scheduler Selector (Image Saver)", + "Scheduler Selector (inspire) (Image Saver)", + "Seed Generator (Image Saver)", + "String Literal (Image Saver)", + "UNet loader with Name (Image Saver)", + "Width/Height Literal (Image Saver)", + "Workflow Input Value (Image Saver)" + ], + { + "title_aux": "ComfyUI Image Saver" + } + ], + "https://github.com/aliabougazia/comfyui_pt_security_scanner": [ + [ + "PTSecurityScanner" + ], + { + "title_aux": "comfyui_pt_security_scanner" + } + ], + "https://github.com/alibof96/ComfyUI-DownscaleIRN": [ + [ + "IRNDownscale" + ], + { + "title_aux": "ComfyUI-DownscaleIRN" + } + ], + "https://github.com/aligjahed/comfy-flow": [ + [ + "FlowManager", + "FlowStepPointer" + ], + { + "title_aux": "comfy-flow" + } + ], + "https://github.com/alisson-anjos/ComfyUI-Ollama-Describer": [ + [ + "InputText", + "JsonPropertyExtractorNode", + "OllamaCaptionerExtraOptions", + "OllamaImageCaptioner", + "OllamaImageDescriber", + "OllamaTextDescriber", + "TextTransformer" + ], + { + "title_aux": "ComfyUI-Ollama-Describer" + } + ], + "https://github.com/alludus/ComfyUI-multiGPU-upscaler": [ + [ + "multiGPU_ImageUpscaleWithModel", + "multiGPU_ImageUpscaleWithModelMultiGPU", + "multiGPU_UpscaleModelLoader" + ], + { + "title_aux": "multiGPU Upscaler" + } + ], + "https://github.com/alpertunga-bile/image-caption-comfyui": [ + [ + "Image Caption Node", + "Insert Prompt Node" + ], + { + "title_aux": "image-caption-comfyui" + } + ], + "https://github.com/alpertunga-bile/prompt-generator-comfyui": [ + [ + "Prompt Generator" + ], + { + "title_aux": "prompt-generator" + } + ], + "https://github.com/alsritter/asymmetric-tiling-comfyui": [ + [ + "Asymmetric_Tiling_KSampler" + ], + { + "title_aux": "asymmetric-tiling-comfyui" + } + ], + "https://github.com/alt-key-project/comfyui-dream-project": [ + [ + "Analyze Palette [Dream]", + "Beat Curve [Dream]", + "Big Float Switch [Dream]", + "Big Image Switch [Dream]", + "Big Int Switch [Dream]", + "Big Latent Switch [Dream]", + "Big Palette Switch [Dream]", + "Big Text Switch [Dream]", + "Boolean To Float [Dream]", + "Boolean To Int [Dream]", + "Build Prompt [Dream]", + "CSV Curve [Dream]", + "CSV Generator [Dream]", + "Calculation [Dream]", + "Common Frame Dimensions [Dream]", + "Compare Palettes [Dream]", + "FFMPEG Video Encoder [Dream]", + "File Count [Dream]", + "Finalize Prompt [Dream]", + "Float Input [Dream]", + "Float to Log Entry [Dream]", + "Frame Count Calculator [Dream]", + "Frame Counter (Directory) [Dream]", + "Frame Counter (Simple) [Dream]", + "Frame Counter Info [Dream]", + "Frame Counter Offset [Dream]", + "Frame Counter Time Offset [Dream]", + "Image Brightness Adjustment [Dream]", + "Image Color Shift [Dream]", + "Image Contrast Adjustment [Dream]", + "Image Motion [Dream]", + "Image Sequence Blend [Dream]", + "Image Sequence Loader [Dream]", + "Image Sequence Saver [Dream]", + "Image Sequence Tweening [Dream]", + "Int Input [Dream]", + "Int to Log Entry [Dream]", + "Laboratory [Dream]", + "Linear Curve [Dream]", + "Log Entry Joiner [Dream]", + "Log File [Dream]", + "Noise from Area Palettes [Dream]", + "Noise from Palette [Dream]", + "Palette Color Align [Dream]", + "Palette Color Shift [Dream]", + "Random Prompt Words [Dream]", + "Sample Image Area as Palette [Dream]", + "Sample Image as Palette [Dream]", + "Saw Curve [Dream]", + "Sine Curve [Dream]", + "Smooth Event Curve [Dream]", + "String Input [Dream]", + "String Tokenizer [Dream]", + "String to Log Entry [Dream]", + "Text Input [Dream]", + "Triangle Curve [Dream]", + "Triangle Event Curve [Dream]", + "WAV Curve [Dream]" + ], + { + "title_aux": "Dream Project Animation Nodes" + } + ], + "https://github.com/alt-key-project/comfyui-dream-video-batches": [ + [ + "Blended Transition [DVB]", + "Calculation [DVB]", + "Create Frame Set [DVB]", + "Divide [DVB]", + "Fade From Black [DVB]", + "Fade To Black [DVB]", + "Float Input [DVB]", + "For Each Done [DVB]", + "For Each Filename [DVB]", + "Frame Set Append [DVB]", + "Frame Set Frame Dimensions Scaled [DVB]", + "Frame Set Index Offset [DVB]", + "Frame Set Merger [DVB]", + "Frame Set Reindex [DVB]", + "Frame Set Repeat [DVB]", + "Frame Set Reverse [DVB]", + "Frame Set Split Beginning [DVB]", + "Frame Set Split End [DVB]", + "Frame Set Splitter [DVB]", + "Generate Inbetween Frames [DVB]", + "Int Input [DVB]", + "Linear Camera Pan [DVB]", + "Linear Camera Roll [DVB]", + "Linear Camera Zoom [DVB]", + "Load Image From Path [DVB]", + "Multiply [DVB]", + "Sine Camera Pan [DVB]", + "Sine Camera Roll [DVB]", + "Sine Camera Zoom [DVB]", + "String Input [DVB]", + "Text Input [DVB]", + "Trace Memory Allocation [DVB]", + "Unwrap Frame Set [DVB]" + ], + { + "title_aux": "Dream Video Batches" + } + ], + "https://github.com/ameyukisora/ComfyUI-Empty-Latent-Advanced": [ + [ + "EmptyLatentAdvancedSelector" + ], + { + "title_aux": "ComfyUI Empty Latent Advanced" + } + ], + "https://github.com/amir84ferdos/ComfyUI-ArchAi3d-Qwen": [ + [ + "ArchAi3D_Any_Index_Switch", + "ArchAi3D_Average_Color", + "ArchAi3D_Batch_Text_Encode", + "ArchAi3D_Batch_Text_Encode_SDXL", + "ArchAi3D_Boolean_Input", + "ArchAi3D_Cinematography_Prompt_Builder", + "ArchAi3D_CivitAI_Download", + "ArchAi3D_Clean_Room_Prompt", + "ArchAi3D_Color_Correction_Advanced", + "ArchAi3D_Color_Correction_BT709", + "ArchAi3D_Conditioning_Balance", + "ArchAi3D_Dependency_Installer", + "ArchAi3D_DiffSynth_ControlNet", + "ArchAi3D_Empty_Latent_Batch", + "ArchAi3D_Float_Input", + "ArchAi3D_GDrive_Download", + "ArchAi3D_Gemini", + "ArchAi3D_Gemini_Model", + "ArchAi3D_HF_Download", + "ArchAi3D_HighPass_Blend", + "ArchAi3D_Info", + "ArchAi3D_Int_Input", + "ArchAi3D_LlamaCpp_Installer", + "ArchAi3D_Load_CLIP", + "ArchAi3D_Load_Diffusion_Model", + "ArchAi3D_Load_Dual_CLIP", + "ArchAi3D_Load_Image_URL", + "ArchAi3D_Mask_Crop_Rotate", + "ArchAi3D_Mask_To_Position_Guide", + "ArchAi3D_Metric3D_Depth", + "ArchAi3D_Metric3D_Normal", + "ArchAi3D_Nunchaku_Installer", + "ArchAi3D_Object_Focus_Camera", + "ArchAi3D_Object_Focus_Camera_V2", + "ArchAi3D_Object_Focus_Camera_V3", + "ArchAi3D_Object_Focus_Camera_V4", + "ArchAi3D_Object_Focus_Camera_V5", + "ArchAi3D_Object_Focus_Camera_V6", + "ArchAi3D_Object_Focus_Camera_V7", + "ArchAi3D_Panorama_Offset", + "ArchAi3D_Position_Guide_Prompt_Builder", + "ArchAi3D_QwenVL_GGUF", + "ArchAi3D_QwenVL_Server_Control", + "ArchAi3D_Qwen_Camera_View_Selector", + "ArchAi3D_Qwen_Colorization", + "ArchAi3D_Qwen_DX8152_Camera_LoRA", + "ArchAi3D_Qwen_Encoder", + "ArchAi3D_Qwen_Encoder_Simple", + "ArchAi3D_Qwen_Encoder_V2", + "ArchAi3D_Qwen_Encoder_V3", + "ArchAi3D_Qwen_Environment_Navigator", + "ArchAi3D_Qwen_Exterior_Focus", + "ArchAi3D_Qwen_Exterior_Navigation", + "ArchAi3D_Qwen_Exterior_View_Control", + "ArchAi3D_Qwen_Image_Scale", + "ArchAi3D_Qwen_Image_Scale_V2", + "ArchAi3D_Qwen_Image_Stitch", + "ArchAi3D_Qwen_Interior_Focus", + "ArchAi3D_Qwen_Interior_Navigation", + "ArchAi3D_Qwen_Interior_View_Control", + "ArchAi3D_Qwen_Material_Changer", + "ArchAi3D_Qwen_Object_Position_Control", + "ArchAi3D_Qwen_Object_Rotation_Control", + "ArchAi3D_Qwen_Object_Rotation_V2", + "ArchAi3D_Qwen_Object_View_Control", + "ArchAi3D_Qwen_Person_Cinematographer", + "ArchAi3D_Qwen_Person_Perspective", + "ArchAi3D_Qwen_Person_Perspective_Control", + "ArchAi3D_Qwen_Person_Position_Control", + "ArchAi3D_Qwen_Person_Rotation_Control", + "ArchAi3D_Qwen_Person_View_Control", + "ArchAi3D_Qwen_Scene_Photographer", + "ArchAi3D_Qwen_Simple_Camera_Control", + "ArchAi3D_Qwen_Style_Transfer", + "ArchAi3D_Qwen_System_Prompt", + "ArchAi3D_Qwen_Watermark_Removal", + "ArchAi3D_SAM3_Segment", + "ArchAi3D_SEGS_Mask_Blur", + "ArchAi3D_SEGS_Mask_Irregularity", + "ArchAi3D_SEGS_To_Bundle", + "ArchAi3D_SaveSplatScene", + "ArchAi3D_Save_Image", + "ArchAi3D_Simple_Blend_Mask", + "ArchAi3D_Simple_Blend_Mask_Batch", + "ArchAi3D_Simple_Edge_Mask", + "ArchAi3D_Simple_Position_Prompt", + "ArchAi3D_Simple_Tile_Compositor", + "ArchAi3D_Simple_Tile_Compositor_Single", + "ArchAi3D_Simple_Tile_Cropper", + "ArchAi3D_Simple_Tile_Cropper_Batch", + "ArchAi3D_Simple_Tile_Sampler", + "ArchAi3D_Smart_Tile_Calculator", + "ArchAi3D_Smart_Tile_Calculator_V3", + "ArchAi3D_Smart_Tile_Calculator_V4", + "ArchAi3D_Smart_Tile_Calculator_V5", + "ArchAi3D_Smart_Tile_Conditioning", + "ArchAi3D_Smart_Tile_Detailer", + "ArchAi3D_Smart_Tile_Merger", + "ArchAi3D_Smart_Tile_Prompter", + "ArchAi3D_Smart_Tile_Prompter_Turbo", + "ArchAi3D_Smart_Tile_SEGS", + "ArchAi3D_Smart_Tile_SEGS_Blur", + "ArchAi3D_Smart_Tile_Sampler", + "ArchAi3D_Smart_Tile_Solver_V6", + "ArchAi3D_Smart_Tile_Solver_V6_2", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet_CustomSample", + "ArchAi3D_Smart_USDU_DiffDiff_ControlNet_NoUpscale", + "ArchAi3D_Smart_USDU_DiffDiffusion", + "ArchAi3D_Smart_USDU_DiffDiffusion_CustomSample", + "ArchAi3D_Smart_USDU_DiffDiffusion_NoUpscale", + "ArchAi3D_Smart_USDU_Mask_Denoise", + "ArchAi3D_Smart_USDU_Split_Latent", + "ArchAi3D_Smart_USDU_Universal", + "ArchAi3D_Smart_USDU_Universal_CustomSample", + "ArchAi3D_Smart_USDU_Universal_NoUpscale", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V2", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V3", + "ArchAi3D_Smart_USDU_Universal_NoUpscale_V3_Standalone", + "ArchAi3D_Smart_USDU_V3_Standalone", + "ArchAi3D_Smart_Ultimate_SD_Upscale", + "ArchAi3D_Smart_Ultimate_SD_Upscale_CustomSample", + "ArchAi3D_Smart_Ultimate_SD_Upscale_NoUpscale", + "ArchAi3D_Solid_Color_Image", + "ArchAi3D_String_Input", + "ArchAi3D_USDU_EdgeRepair", + "ArchAi3dQwenEncoderSimpleV2" + ], + { + "nodename_pattern": "ArchAi3D", + "title_aux": "ComfyUI-ArchAi3d-Qwen" + } + ], + "https://github.com/amir84ferdos/ComfyUI-GRAG-ArchAi3D": [ + [ + "GRAG_Advanced_Sampler", + "GRAG_Preset_Manager", + "GRAG_Simple_Controller", + "GRAG_Unified_Controller" + ], + { + "title_aux": "ComfyUI-GRAG-ArchAi3D" + } + ], + "https://github.com/amtarr/ComfyUI-TextureAlchemy": [ + [ + "AOApproximator", + "AnisotropyMapGenerator", + "AppearanceExtractor", + "AutoContrastLevels", + "BBoxEditor", + "BBoxReposition", + "BasicLightingBuilder", + "BlendModeUtility", + "ChannelPacker", + "ChannelPackerORMA", + "ChannelPackerRMA", + "ChannelPackerRMAA", + "ChannelUnpacker", + "ChannelUnpackerRMA", + "ClarityEnhancer", + "ColorCode", + "ColorImage", + "ColorMatchTransfer", + "ColorRamp", + "ColorSelectionMask", + "ColorToGrayscale", + "CompositeMaskAdjuster", + "CompositeMaskExtractor", + "CropToMaskWithPadding", + "CurvatureGenerator", + "DenoiseFilter", + "DetailMapBlender", + "DirtGrimeMaskGenerator", + "DisplacementToVector", + "EdgeDetection", + "EdgeWearMaskGenerator", + "EmbedAlpha", + "EmissionMaskGenerator", + "EnvironmentMapToIrradiance", + "FrankenMapExtractor", + "FrequencyRecombine", + "FrequencySeparation", + "GammaAdjust", + "GetAverageColor", + "GradientMap", + "GradientMaskGenerator", + "GrayscaleToColor", + "HDRIToIrradianceFast", + "HSVAdjuster", + "HeightAmplifier", + "HeightCombiner", + "HeightToNormal", + "ImageBitDepthChecker", + "ImageEnhancement", + "ImageMaskCombiner", + "InpaintCropExtractor", + "InpaintStitcher", + "LevelsAdjustment", + "LightingExtractor", + "LightingPassMaskApplicator", + "LotusHeightProcessor", + "LotusNormalProcessor", + "Marigold_AOV_Extractor", + "MaskCompositor", + "MicroDetailOverlay", + "MultiTextureBlender", + "MultimattePassApplicator", + "NormalConverter", + "NormalFormatAuto", + "NormalFormatBruteForce", + "NormalFormatValidator", + "NormalIntensity", + "NormalMapCombiner", + "NormalMapRelighter", + "NormalMapRelighterAdvanced", + "NormalMapRelighterIBL", + "NormalMapRelighterIBL_PBR", + "NormalToDepth", + "PBRAdjuster", + "PBRBatchToPipe", + "PBRCombiner", + "PBRExtractor", + "PBRHeightProcessor", + "PBRMaterialMixer", + "PBRMaterialProcessor", + "PBRNormalProcessor", + "PBRPipePreview", + "PBRPipeToBatch", + "PBRPipelineAdjuster", + "PBRSaver", + "PBRSaverWithMetadata", + "PBRSplitter", + "PBR_AOV_Generator", + "PaddingCalculator", + "PassMaskApplicator", + "PatchFit", + "PatchUpscale", + "PatternGenerator", + "ProceduralNoiseGenerator", + "QwenImagePrep", + "SSSMapGenerator", + "ScratchesGenerator", + "SeamlessTiling", + "SharpenDepth", + "SharpenNormal", + "SimpleCropToMaskWithPadding", + "SimpleGammaAdjust", + "SimpleInpaintCrop", + "SimpleInpaintStitch", + "SimpleRecolor", + "SingleMultimattePassApplicator", + "SinglePassMaskApplicator", + "SmartBlur", + "SmartTextureResizer", + "SquareMaker", + "TemperatureTint", + "TextureAnalyzer", + "TextureAtlasBuilder", + "TextureEqualizer", + "TextureOffset", + "TextureScaler", + "TextureTiler", + "TranslucencyMapGenerator", + "TriplanarProjection", + "UVCheckerGenerator", + "UpscaleCalculator", + "UpscaleToResolution", + "WearGenerator" + ], + { + "title_aux": "ComfyUI-TextureAlchemy" + } + ], + "https://github.com/an90ray/ComfyUI_RErouter_CustomNodes": [ + [ + "CLIPTextEncode (RE)", + "CLIPTextEncodeSDXL (RE)", + "CLIPTextEncodeSDXLRefiner (RE)", + "Int (RE)", + "RErouter <=", + "RErouter =>", + "String (RE)" + ], + { + "title_aux": "ComfyUI_RErouter_CustomNodes" + } + ], + "https://github.com/andersxa/comfyui-PromptAttention": [ + [ + "CLIPAttentionMaskEncode" + ], + { + "title_aux": "CLIP Directional Prompt Attention" + } + ], + "https://github.com/andygill/comfyui-sunflower-nodes": [ + [ + "DepthViewToIsometric", + "DisparityToDepthView", + "EquirectangularToRectilinear", + "ImageChannelSelect", + "MaskChannelSelect", + "ResizeDown" + ], + { + "title_aux": "comfyui-sunflower-nodes" + } + ], + "https://github.com/angeloshredder/StableCascadeResizer": [ + [ + "CascadeResize", + "Cascade_Resizer" + ], + { + "title_aux": "StableCascadeResizer" + } + ], + "https://github.com/angree/ComfyUI-Q_GLB_Material_Modifier": [ + [ + "QManualGLBMaterialModifier", + "QPresetGLBMaterialModifier" + ], + { + "title_aux": "Q GLB Material Modifier" + } + ], + "https://github.com/angree/ComfyUI-Q_find-mask-size": [ + [ + "QImageCropCalculator" + ], + { + "title_aux": "Q Find Mask Size" + } + ], + "https://github.com/anhkhoatranle30/Handy-Nodes-ComfyUI": [ + [ + "Custom Save Image //Handy" + ], + { + "author": "Khoa Tran", + "description": "This extension offers various handy nodes.", + "nickname": "Handy-Nodes-ComfyUI", + "title": "Handy-Nodes-ComfyUI", + "title_aux": "Handy Node ComfyUI" + } + ], + "https://github.com/anhrefnyoiyoi/Placeholder-Replacer-By-ID": [ + [ + "Placeholder Replacer By ID" + ], + { + "title_aux": "Placeholder-Replacer-By-ID" + } + ], + "https://github.com/anilstream/ComfyUI-Ideogram-Character": [ + [ + "SD_IdeogramCharacter" + ], + { + "title_aux": "ComfyUI-Ideogram-Character" + } + ], + "https://github.com/annewj023/Comfyui_google_nano": [ + [ + "GoogleNanoNode" + ], + { + "title_aux": "Google Nano" + } + ], + "https://github.com/antrobot1234/antrobots-comfyUI-nodepack": [ + [ + "MergeDicts" + ], + { + "title_aux": "antrobots ComfyUI Nodepack" + } + ], + "https://github.com/anveshane/Comfyui_StoryMem": [ + [ + "StoryMemContinuationShot", + "StoryMemFirstShot", + "StoryMemGetMotionFrames", + "StoryMemInfo", + "StoryMemMemoryBuffer", + "StoryMemMemoryVisualizer", + "StoryMemModelLoader", + "StoryMemUpdateMemory", + "StoryMemVideoCombine" + ], + { + "title_aux": "Comfyui_StoryMem" + } + ], + "https://github.com/apeirography/DaimalyadNodes": [ + [ + "DaimalyadModelDownloader", + "DaimalyadWildcardProcessor" + ], + { + "title_aux": "DaimalyadNodes" + } + ], + "https://github.com/apenguin24/ComfyUI-WanKeyframing": [ + [ + "LoadImagesFromDirectory", + "WanKeyframeToVideo" + ], + { + "title_aux": "ComfyUI-WanKeyframing" + } + ], + "https://github.com/arcum42/ComfyUI_SageUtils": [ + [ + "SageSetWildcardText", + "Sage_AdvSamplerInfo", + "Sage_CLIPLoaderFromInfo", + "Sage_CLIPSelector", + "Sage_CheckLorasForUpdates", + "Sage_CheckpointSelector", + "Sage_ChromaCLIPLoaderFromInfo", + "Sage_CleanText", + "Sage_CollectKeywordsFromLoraStack", + "Sage_ConstructLLMPrompt", + "Sage_ConstructLLMPromptExtra", + "Sage_ConstructMetadataFlexible", + "Sage_CropImage", + "Sage_CubiqImageResize", + "Sage_DualCLIPSelector", + "Sage_DualCLIPTextEncode", + "Sage_DualCLIPTextEncodeLumina2", + "Sage_DualCLIPTextEncodeQwen", + "Sage_DynamicComboTest", + "Sage_EmptyLatentImagePassthrough", + "Sage_FlexibleCLIPSelector", + "Sage_FloatToStr", + "Sage_FreeMemory", + "Sage_FreeU2", + "Sage_GuessResolutionByRatio", + "Sage_Halt", + "Sage_HiDreamE1_Instruction", + "Sage_IntToStr", + "Sage_JoinText", + "Sage_KSampler", + "Sage_KSamplerAudioDecoder", + "Sage_KSamplerTiledDecoder", + "Sage_LMStudioLLMPromptText", + "Sage_LMStudioLLMPromptVision", + "Sage_LMStudioLLMPromptVisionRefine", + "Sage_LoadImage", + "Sage_LoadModelFromInfo", + "Sage_Load_Dataset_From_Folder", + "Sage_LogicalSwitch", + "Sage_LoraStack", + "Sage_LoraStackInfoDisplay", + "Sage_LoraStackLoader", + "Sage_ModelInfo", + "Sage_ModelInfoDisplay", + "Sage_ModelLoraStackLoader", + "Sage_ModelShiftOnly", + "Sage_ModelShifts", + "Sage_MultiModelPicker", + "Sage_MultiSelectorDoubleClip", + "Sage_MultiSelectorQuadClip", + "Sage_MultiSelectorSingleClip", + "Sage_MultiSelectorTripleClip", + "Sage_OllamaAdvancedOptions", + "Sage_OllamaLLMPromptText", + "Sage_OllamaLLMPromptVision", + "Sage_OllamaLLMPromptVisionRefine", + "Sage_PonyPrefix", + "Sage_PonyRatingv6", + "Sage_PonyRatingv7", + "Sage_PonyScore", + "Sage_PonySource", + "Sage_PonyStyle", + "Sage_PonyStyleCluster", + "Sage_PromptText", + "Sage_QuadCLIPSelector", + "Sage_QuickLoraStack", + "Sage_QuickResPicker", + "Sage_ReferenceImage", + "Sage_SamplerInfo", + "Sage_SamplerSelector", + "Sage_SaveImageWithMetadata", + "Sage_SaveText", + "Sage_SchedulerSelector", + "Sage_SetText", + "Sage_SetTextWithInt", + "Sage_SetTextWithoutComments", + "Sage_SingleCLIPTextEncode", + "Sage_SystemPrompt", + "Sage_TextRandomLine", + "Sage_TextSelectLine", + "Sage_TextSubstitution", + "Sage_TextSwitch", + "Sage_TextWeight", + "Sage_TilingInfo", + "Sage_TrainingCaptionsToConditioning", + "Sage_TripleCLIPSelector", + "Sage_TripleJoinText", + "Sage_TripleLoraStack", + "Sage_TripleQuickLoraStack", + "Sage_UNETLoRALoader", + "Sage_UNETLoaderFromInfo", + "Sage_UNETSelector", + "Sage_UnetClipVaeToModelInfo", + "Sage_VAELoaderFromInfo", + "Sage_VAESelector", + "Sage_ViewAnything", + "Sage_ViewNotes", + "Sage_ZeroConditioning" + ], + { + "title_aux": "Sage Utils" + } + ], + "https://github.com/ardadmrknn/comfyui-history-clip-text-encode-node": [ + [ + "PromptHistoryClipTextEncode" + ], + { + "title_aux": "ComfyUI Prompt History Node" + } + ], + "https://github.com/aria1th/ComfyUI-Wildcards-rework": [ + [ + "TextWildcards" + ], + { + "title_aux": "ComfyUI-Wildcards-rework" + } + ], + "https://github.com/arthurtravers/ComfyUI-VideoOutputBridge": [ + [ + "VideoOutputBridge" + ], + { + "title_aux": "Video Output Bridge" + } + ], + "https://github.com/asaddi/ComfyUI-YALLM-node": [ + [ + "LLMChat", + "LLMMinP", + "LLMModel", + "LLMPrependAppend", + "LLMProvider", + "LLMTemperature", + "LLMTextLatch", + "LLMTopK", + "LLMTopP" + ], + { + "title_aux": "ComfyUI-YALLM-node" + } + ], + "https://github.com/asaddi/YALLM-LlamaVision": [ + [ + "LLMSamplerSettings", + "LlamaVisionChat", + "LlamaVisionModel" + ], + { + "title_aux": "YALLM-LlamaVision" + } + ], + "https://github.com/asagi4/ComfyUI-Adaptive-Guidance": [ + [ + "AdaptiveGuidance", + "AdaptiveProjectedGuidance", + "PerpNegAdaptiveGuidanceGuider" + ], + { + "title_aux": "Adaptive Guidance for ComfyUI" + } + ], + "https://github.com/asagi4/ComfyUI-CADS": [ + [ + "CADS" + ], + { + "title_aux": "ComfyUI-CADS" + } + ], + "https://github.com/asagi4/ComfyUI-NPNet": [ + [ + "NPNetGoldenNoise" + ], + { + "title_aux": "ComfyUI NPNet (Golden Noise)" + } + ], + "https://github.com/asagi4/comfyui-dynamic-anynode": [ + [ + "AnyNode" + ], + { + "title_aux": "comfyui-dynamic-anynode" + } + ], + "https://github.com/asagi4/comfyui-prompt-control": [ + [ + "PCAddMaskToCLIP", + "PCAddMaskToCLIPMany", + "PCAttentionCoupleBatchNegative", + "PCExtractScheduledPrompt", + "PCLazyLoraLoader", + "PCLazyLoraLoaderAdvanced", + "PCLazyTextEncode", + "PCLazyTextEncodeAdvanced", + "PCLoraHooksFromText", + "PCMacroExpand", + "PCSaveExpandedWorkflow", + "PCSetLogLevel", + "PCSetPCTextEncodeSettings", + "PCTextEncode", + "PCTextEncodeWithRange" + ], + { + "author": "asagi4", + "description": "Control LoRA and prompt scheduling, advanced text encoding, regional prompting, and much more, through your text prompt. Generates dynamic graphs that are literally identical to handcrafted noodle soup.", + "nickname": "ComfyUI Prompt Control", + "title": "ComfyUI Prompt Control", + "title_aux": "ComfyUI Prompt Control" + } + ], + "https://github.com/asagi4/comfyui-utility-nodes": [ + [ + "MUConditioningCutoff", + "MUForceCacheClear", + "MUJinjaRender", + "MURemoveControlNet", + "MUReplaceModelWeights", + "MUSimpleWildcard" + ], + { + "title_aux": "asagi4/comfyui-utility-nodes" + } + ], + "https://github.com/asdrabael/Hunyuan-Multi-Lora-Loader": [ + [ + "HunyuanMultiLoraLoader", + "HunyuanMultiLoraLoaderWrapper" + ], + { + "title_aux": "Hunyuan-Multi-Lora-Loader" + } + ], + "https://github.com/ashtar1984/ComfyUI-SwitchPathLazy": [ + [ + "SwitchPathLazy", + "SwitchPathRev" + ], + { + "title_aux": "ComfyUI-SwitchPathLazy" + } + ], + "https://github.com/ashtar1984/comfyui-find-perfect-resolution": [ + [ + "FindPerfectResolution" + ], + { + "title_aux": "comfyui-find-perfect-resolution" + } + ], + "https://github.com/asirihewage/remove_metadata_comfyui": [ + [ + "RemoveMetadataStealth", + "VideoSanitizerStealth" + ], + { + "title_aux": "remove_metadata_comfyui" + } + ], + "https://github.com/aslanxie/comfyui_qwen_image_edit": [ + [ + "QWen Image Edit" + ], + { + "title_aux": "comfyui_qwen_image_edit" + } + ], + "https://github.com/asutermo/ComfyUI-Flux-TryOff": [ + [ + "TryOffFluxFillModelNode", + "TryOffFluxFillPipelineNode", + "TryOffModelNode", + "TryOffQuantizerNode", + "TryOffRunNode", + "TryOnOffModelNode", + "TryOnOffRunNode", + "TryOnRunNode" + ], + { + "title_aux": "ComfyUI-Flux-TryOff" + } + ], + "https://github.com/aszc-dev/ComfyUI-CoreMLSuite": [ + [ + "Core ML Converter", + "Core ML LCM Converter", + "Core ML LoRA Loader", + "CoreMLModelAdapter", + "CoreMLSampler", + "CoreMLSamplerAdvanced", + "CoreMLUNetLoader" + ], + { + "title_aux": "Core ML Suite for ComfyUI" + } + ], + "https://github.com/atluslin/comfyui_arcane_style_trans": [ + [ + "Arcane_style_trans" + ], + { + "title_aux": "comfyui_arcane_style_trans" + } + ], + "https://github.com/ato-zen/ComfyUI-VIBE": [ + [ + "VIBE_Editor" + ], + { + "title_aux": "ComfyUI-VIBE" + } + ], + "https://github.com/ato321/ComfyUI-LTXVGuideRebase": [ + [ + "LTXVRebaseGuides" + ], + { + "title_aux": "ComfyUI-LTXVGuideRebase" + } + ], + "https://github.com/attashe/ComfyUI-FluxRegionAttention": [ + [ + "CLIPDebug", + "FluxRegionBBOX", + "FluxRegionMask", + "RegionAttention" + ], + { + "title_aux": "ComfyUI-FluxRegionAttention" + } + ], + "https://github.com/attome-ai/Comfyui_Attome_S3": [ + [ + "AttomeS3Config", + "AttomeS3LoadAudio", + "AttomeS3LoadImage", + "AttomeS3LoadText", + "AttomeS3LoadVideo", + "AttomeS3SaveAudio", + "AttomeS3SaveImage", + "AttomeS3SaveText", + "AttomeS3SaveVideo" + ], + { + "title_aux": "Comfyui_Attome_S3" + } + ], + "https://github.com/audioscavenger/ComfyUI-Thumbnails": [ + [ + "LoadImage" + ], + { + "author": "AudioscavengeR", + "description": "Load Image thumbnails and show input subfolders.", + "nickname": "LoadImageThumbnails", + "title": "LoadImageThumbnails", + "title_aux": "ComfyUI-Thumbnails" + } + ], + "https://github.com/audioscavenger/save-image-extended-comfyui": [ + [ + "SaveImageExtended" + ], + { + "author": "AudioscavengeR", + "description": "1 custom node to save your pictures in various folders and formats.", + "nickname": "Save Image Extended", + "title": "Save Image Extended", + "title_aux": "Save Image Extended for ComfyUI" + } + ], + "https://github.com/austinbrown34/ComfyUI-IO-Helpers": [ + [ + "EncodedPromptFromFile", + "EncodedPromptToFile", + "IO_LoadImage", + "SampledLatentsFromFile", + "SampledLatentsToFile" + ], + { + "title_aux": "ComfyUI-IO-Helpers" + } + ], + "https://github.com/avatechai/avatar-graph-comfyui": [ + [ + "ApplyMeshTransformAsShapeKey", + "B_ENUM", + "B_VECTOR3", + "B_VECTOR4", + "Combine Points", + "CreateShapeFlow", + "ExportBlendshapes", + "ExportGLTF", + "Extract Boundary Points", + "Image Alpha Mask Merge", + "ImageBridge", + "LoadImageFromRequest", + "LoadImageWithAlpha", + "LoadValueFromRequest", + "SAM MultiLayer", + "Save Image With Workflow" + ], + { + "author": "Avatech Limited", + "description": "Include nodes for sam + bpy operation, that allows workflow creations for generative 2d character rig.", + "nickname": "Avatar Graph", + "title": "Avatar Graph", + "title_aux": "Avatar Graph" + } + ], + "https://github.com/avenstack/ComfyUI-AV-FunASR": [ + [ + "AVASRTimestamp", + "AVFormat2Subtitle", + "AVSaveSubtitles", + "AVSpeechTimestamp" + ], + { + "title_aux": "ComfyUI-AV-FunASR" + } + ], + "https://github.com/avenstack/ComfyUI-AV-LatentSync": [ + [ + "AVLatentSync", + "AVVideoLengthAdjuster" + ], + { + "title_aux": "ComfyUI-AV-LatentSync" + } + ], + "https://github.com/avenstack/ComfyUI-AV-MegaTTS3": [ + [ + "AVMegaTTS3", + "AVPromptInit" + ], + { + "title_aux": "ComfyUI-AV-MegaTTS3" + } + ], + "https://github.com/avocadori/ComfyUI-load-image-prompt-lora": [ + [ + "YAMLImageCycler", + "YAMLImageCyclerSimple", + "YAMLLoRAExtractor", + "YAMLLoRALoader", + "YAMLLoRASelector" + ], + { + "title_aux": "ComfyUI-load-image-prompt-lora" + } + ], + "https://github.com/aws-samples/comfyui-llm-node-for-amazon-bedrock": [ + [ + "Amazon Bedrock - Luma AI Ray Video", + "Amazon Bedrock - Nova Canvas Background Prompt Replace", + "Amazon Bedrock - Nova Canvas Generate Image", + "Amazon Bedrock - Nova Canvas Generate Variations", + "Amazon Bedrock - Nova Reel Video", + "Amazon Bedrock - SD3 & SD3.5 Large | Image to Image", + "Amazon Bedrock - Stability AI Models | Text to Image", + "Bedrock - Claude", + "Bedrock - Claude Multimodal", + "Bedrock - Nova", + "Bedrock - SDXL", + "Bedrock - Titan Inpainting", + "Bedrock - Titan Outpainting", + "Bedrock - Titan Text to Image", + "Bedrock - Titan Variation", + "Image From S3", + "Image From URL", + "Image OCR By Textract", + "Image OCR By Textract V2", + "Image OCR By Textract V3", + "Image OCR by PaddleOCR", + "Image To S3", + "JSON Text Extraction", + "Prompt Regex Remove", + "Prompt Template", + "Prompt Template with Two Inputs" + ], + { + "title_aux": "Amazon Bedrock nodes for ComfyUI" + } + ], + "https://github.com/azazeal04/comfyui-switch-samplers": [ + [ + "CrossMultiStepKSampler", + "CrossStepSwitchKSampler", + "MultiStepKSampler", + "StepSwitchKSampler" + ], + { + "title_aux": "comfy-switch-samplers" + } + ], + "https://github.com/azure-dragon-ai/ComfyUI-ClipScore-Nodes": [ + [ + "HaojihuiClipScoreFakeImageProcessor", + "HaojihuiClipScoreImageProcessor", + "HaojihuiClipScoreImageScore", + "HaojihuiClipScoreLoader", + "HaojihuiClipScoreRealImageProcessor", + "HaojihuiClipScoreTextProcessor" + ], + { + "title_aux": "ComfyUI-ClipScore-Nodes" + } + ], + "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes": [ + [ + "GetImageSize", + "HaojihuiHPSv2ImageProcessor", + "HaojihuiHPSv2ImageScore", + "HaojihuiHPSv2ImageScores", + "HaojihuiHPSv2Loader", + "HaojihuiHPSv2SaveAnimatedWEBP", + "HaojihuiHPSv2SaveImage", + "HaojihuiHPSv2SaveWEBP", + "HaojihuiHPSv2SaveWebpImage", + "HaojihuiHPSv2TextProcessor", + "SaveImageWebp", + "ScaleShort" + ], + { + "title_aux": "ComfyUI-HPSv2-Nodes" + } + ], + "https://github.com/babe-and-spencer-enterprises/base-comfyui-node": [ + [ + "UploadToBaseNode" + ], + { + "title_aux": "ComfyUI Upload to BASE Node" + } + ], + "https://github.com/bablueza/ComfyUI-Vaja-Ai4thai": [ + [ + "ShowText", + "Vaja Synthesis Api" + ], + { + "title_aux": "Vaja TextToSpeech Node for ComfyUI" + } + ], + "https://github.com/babydjac/comfyui-grok-prompts": [ + [ + "Flux", + "PonyXL" + ], + { + "title_aux": "ComfyUI Grok Prompts" + } + ], + "https://github.com/babydjac/comfyui-smart-scaler": [ + [ + "AspectRatioAdjuster", + "BatchFrameProcessor", + "DynamicResolutionSelector", + "ImageMetadataExtractor", + "SizeParser", + "SmartAspectScaler", + "WanVideoFrameScaler" + ], + { + "title_aux": "ComfyUI Smart Scaler" + } + ], + "https://github.com/badayvedat/ComfyUI-fal-Connector": [ + [ + "BooleanInput_fal", + "FloatInput_fal", + "IntegerInput_fal", + "LoadImageFromURL_fal", + "RemoteCheckpointLoader_fal", + "RemoteLoraLoader_fal", + "SaveImage_fal", + "StringInput_fal" + ], + { + "title_aux": "ComfyUI-fal-Connector" + } + ], + "https://github.com/badjeff/comfyui_lora_tag_loader": [ + [ + "LoraTagLoader" + ], + { + "title_aux": "badjeff/LoRA Tag Loader for ComfyUI" + } + ], + "https://github.com/badxprogramm/ComfyUI-GradientBlur": [ + [ + "GradientBlur" + ], + { + "title_aux": "GradientBlurNode for ComfyUI" + } + ], + "https://github.com/baicai99/ComfyUI-FrameSkipping": [ + [ + "FrameSelector", + "FrameSkipping", + "FrameTruncating", + "IntOperationsNode", + "MaskFrameSkipping", + "MaskGenerator", + "MaskSelector" + ], + { + "title_aux": "ComfyUI-FrameSkipping" + } + ], + "https://github.com/baijunty/comfyui_image_embeddings": [ + [ + "Base64ImageLoader", + "CustomImageLoader", + "Image2Base64", + "ImageHash", + "OutputEmbedding", + "Resize2DivisibleImage" + ], + { + "title_aux": "comfyui_image_embeddings" + } + ], + "https://github.com/bananasss00/ComfyUI-SP-Nodes": [ + [ + "BoolSwitchOutStr", + "CivitaiPrompts", + "ComfyuiRuntimeArgs", + "FaceScatter", + "FaceScatter2", + "FluxInspireLbw_Batch", + "FluxInspireLbw_BlockVectorPreset", + "GodnessMerger_Apply", + "GodnessMerger_InputBlocks", + "GodnessMerger_InputBlocksExperimental", + "GodnessMerger_LabelEmb", + "GodnessMerger_MiddleBlock", + "GodnessMerger_MiddleBlockExperimental", + "GodnessMerger_NoiseInjection", + "GodnessMerger_Out", + "GodnessMerger_OutputBlocks", + "GodnessMerger_OutputBlocksExperimental", + "GodnessMerger_RAW_Apply", + "GodnessMerger_TimeEmbed", + "ImageMonitor", + "ImgMetaValueExtractor", + "LoraLoaderByPath", + "LoraLoaderFromFolder", + "LoraLoaderOnlyModelByPath", + "NoiseInjectionEssentialsHookProvider", + "PreviewImageWEBP", + "PromptChecker", + "RandomPromptFromBook", + "Random_Model_Merge", + "SD3BlocksMultiply", + "SD3Multiply", + "SP-CheckpointSave", + "SP-UnetSave", + "SP_AnyPipe10", + "SP_AnyPipe15", + "SP_AnyPipe20", + "SP_AnyPipe30", + "SP_AnyPipe40", + "SP_AnyPipe5", + "SP_AnyPipe50", + "SP_CacheAutoLoader", + "SP_CacheCheck", + "SP_CacheGet", + "SP_CacheManager", + "SP_CachePersistence", + "SP_CacheStore", + "SP_CacheValue", + "SP_CompositeCacheKey", + "SP_DDInpaint_Pipe", + "SP_DebugLogger", + "SP_DictValue", + "SP_DynamicCombo", + "SP_FlorenceCaption", + "SP_FluxFastMergePatchFP8 [Experimental]", + "SP_FluxLoader", + "SP_FluxUnsampler", + "SP_FluxUnsampler_ForwardODESampler", + "SP_FluxUnsampler_InverseSampler", + "SP_HiresGen", + "SP_HiresGen_Dynamic", + "SP_HiresGen_HiresCfg", + "SP_HiresGen_Sharpen", + "SP_HunyuanLoader", + "SP_ImpactSwitchCombo", + "SP_KSampler", + "SP_KSamplerSelect", + "SP_KoboldCpp", + "SP_KoboldCppWithContext", + "SP_KoboldCpp_BannedTokens", + "SP_KoboldCpp_OverrideCfg", + "SP_ListAny", + "SP_LoadLatent", + "SP_ModelLoader", + "SP_Name_Checkpoint", + "SP_Name_Clip", + "SP_Name_ClipVision", + "SP_Name_ControlNet", + "SP_Name_StyleModel", + "SP_Name_Unet", + "SP_Name_UpscaleModel", + "SP_Name_Vae", + "SP_Pass", + "SP_Pipe", + "SP_Pipe_ToBasicPipe", + "SP_SD3Loader", + "SP_SDLoader", + "SP_SaveLatent", + "SP_SelectItemFromAnyList", + "SP_SendStringWebsocket", + "SP_SetPipeModelType", + "SP_Supir", + "SP_SupirSampler", + "SP_SupirSampler_DPMPP2M", + "SP_SupirSampler_EDM", + "SP_SwitchBooleanAny", + "SP_UnlistValues", + "SP_WebsocketSendImage", + "SP_XYGrid", + "SP_XYValues", + "ScatterParams", + "ScatterParamsBatch", + "SendTelegramChatBot", + "StrToCombo", + "TextSplitJoinByDelimiter" + ], + { + "author": "SeniorPioner", + "description": "Node Pack: PromptChecker for token toggling, KoboldCPP API, ModelMerging, Telegram-Bot-API, and more", + "nickname": "SP-Nodes", + "title": "SP-Nodes", + "title_aux": "SP-Nodes" + } + ], + "https://github.com/bananasss00/ComfyUI-flux_fill_patcher": [ + [ + "ApplyFluxFillPatch" + ], + { + "title_aux": "ComfyUI-flux_fill_patcher" + } + ], + "https://github.com/banodoco/steerable-motion": [ + [ + "BatchCreativeInterpolation", + "IpaConfiguration", + "RemoveAndInterpolateFrames", + "VideoContinuationGenerator", + "VideoFrameExtractorAndMaskGenerator", + "WanInputFrameNumber", + "WanVideoBlender" + ], + { + "title_aux": "Steerable Motion" + } + ], + "https://github.com/banqingyuan/ComfyUI-text-replace": [ + [ + "ChatOverlayNode", + "ExtractJsonNode", + "ImageEraseNode", + "OCRLocNode" + ], + { + "title_aux": "ComfyUI-text-replace" + } + ], + "https://github.com/bartly/Comfyui_babel_removebg_api": [ + [ + "BabelRemovebg" + ], + { + "title_aux": "Babel Removebg Api Node for ComfyUI" + } + ], + "https://github.com/bash-j/mikey_nodes": [ + [ + "AddMetaData", + "Batch Crop Image", + "Batch Crop Resize Inplace", + "Batch Load Images", + "Batch Resize Image for SDXL", + "Checkpoint Loader Simple Mikey", + "CheckpointHash", + "CheckpointSaveModelOnly", + "CinematicLook", + "Empty Latent Ratio Custom SDXL", + "Empty Latent Ratio Select SDXL", + "EvalFloats", + "FaceFixerOpenCV", + "FileNamePrefix", + "FileNamePrefixDateDirFirst", + "Float to String", + "GetSubdirectories", + "HaldCLUT", + "Image Caption", + "ImageBorder", + "ImageOverlay", + "ImagePaste", + "Int to String", + "LMStudioPrompt", + "Load Image Based on Number", + "LoraSyntaxProcessor", + "Mikey Sampler", + "Mikey Sampler Base Only", + "Mikey Sampler Base Only Advanced", + "Mikey Sampler Tiled", + "Mikey Sampler Tiled Base Only", + "MikeyLatentTileSampler", + "MikeyLatentTileSamplerCustom", + "MikeySamplerTiledAdvanced", + "MikeySamplerTiledAdvancedBaseOnly", + "ModelMergePixArtSigmaXL2_1024MS", + "ModelMergeTrainDiff", + "ModelMergeTrainDiffPixartSigmaXL2_1024MS", + "MosaicExpandImage", + "OobaPrompt", + "PresetRatioSelector", + "Prompt With SDXL", + "Prompt With Style", + "Prompt With Style V2", + "Prompt With Style V3", + "Range Float", + "Range Integer", + "Ratio Advanced", + "RemoveTextBetween", + "Resize Image for SDXL", + "SD3TextConditioningWithOptionsOnePrompt", + "SRFloatPromptInput", + "SRIntPromptInput", + "SRStringPromptInput", + "Save Image If True", + "Save Image With Prompt Data", + "Save Images Mikey", + "Save Images No Display", + "Save Images With Prompt Data", + "SaveMetaData", + "SearchAndReplace", + "Seed String", + "Style Conditioner", + "Style Conditioner Base Only", + "Text2InputOr3rdOption", + "TextCombinations", + "TextCombinations3", + "TextConcat", + "TextPadderMikey", + "TextPreserve", + "Upscale Tile Calculator", + "Wildcard Processor", + "WildcardAndLoraSyntaxProcessor", + "WildcardOobaPrompt" + ], + { + "title_aux": "Mikey Nodes" + } + ], + "https://github.com/bbaudio-2025/ComfyUI-SuperUltimateVaceTools": [ + [ + "CustomCropArea", + "CustomRefineOption", + "NAGParamtersSetting", + "RefineTest", + "RegionalBatchPrompt", + "SuperUltimateVACEUpscale", + "VACEControlImageCombine", + "VACEPromptCheckTotalFrame", + "VACEPromptCombine", + "VaceFunLongVideo", + "VaceLongVideo" + ], + { + "title_aux": "ComfyUI-SuperUltimateVaceTools" + } + ], + "https://github.com/bbtaivi/ComfyUI-Aiv-Param": [ + [ + "AivParam" + ], + { + "title_aux": "AIV ComfyUI Node" + } + ], + "https://github.com/bcasadei/ComfyUI-Prompt-Camera-Assistant": [ + [ + "PromptCameraAssistant" + ], + { + "title_aux": "ComfyUI-Prompt-Camera-Assistant" + } + ], + "https://github.com/bear2b/comfyui-argo-nodes": [ + [ + "ColorMatrixGPU", + "LoadGridFromURL", + "SaveGridToS3" + ], + { + "title_aux": "ColorMatrixGPU Node for ComfyUI" + } + ], + "https://github.com/bedovyy/ComfyUI-LLM-Helper": [ + [ + "LLMHelper_GetModels", + "LLMHelper_PostModelsUnload" + ], + { + "title_aux": "ComfyUI-LLM-Helper" + } + ], + "https://github.com/bedovyy/ComfyUI_NAIDGenerator": [ + [ + "AnlasTrackerNAID", + "CharacterReferenceOptionNAID", + "ColorizeNAID", + "DeclutterNAID", + "EmotionNAID", + "GenerateNAID", + "Img2ImgOptionNAID", + "InpaintingOptionNAID", + "LineArtNAID", + "MaskImageToNAID", + "ModelOptionNAID", + "NetworkOptionNAID", + "PromptToNAID", + "RemoveBGNAID", + "SketchNAID", + "V4BasePrompt", + "V4NegativePrompt", + "VibeTransferOptionNAID" + ], + { + "title_aux": "ComfyUI_NAIDGenerator" + } + ], + "https://github.com/bemoregt/ComfyUI_CustomNode_Image2Spectrum": [ + [ + "Image_Spectrum" + ], + { + "title_aux": "ComfyUI_CustomNode_Image2Spectrum" + } + ], + "https://github.com/benda1989/CosyVoice2_ComfyUI": [ + [ + "CosyVoice3s", + "CosyVoiceCrossLingual", + "CosyVoiceLoader", + "CosyVoiceNLControl", + "CosyVoiceSonic", + "Text2" + ], + { + "title_aux": "GKK\u00b7CosyVoice" + } + ], + "https://github.com/benda1989/Sonic_ComfyUI": [ + [ + "SonicLoader", + "SonicSimper", + "SonicSpeechs" + ], + { + "title_aux": "GKK\u00b7Sonic" + } + ], + "https://github.com/benjamin-bertram/Comfyui_OIDN_Denoiser": [ + [ + "OIDNDenoiser" + ], + { + "title_aux": "ComfyUI OIDN Denoiser" + } + ], + "https://github.com/benjiyaya/ComfyUI-HunyuanVideoImagesGuider": [ + [ + "Hunyuan Video Image To Guider" + ], + { + "title_aux": "ComfyUI-HunyuanVideoImagesGuider" + } + ], + "https://github.com/benjiyaya/ComfyUI-KokoroTTS": [ + [ + "Kokoro TextToSpeech" + ], + { + "title_aux": "ComfyUI-KokoroTTS" + } + ], + "https://github.com/benjiyaya/ComfyUI-QwenImageLayeredToLength": [ + [ + "QwenImageLayered - Layer to Length Mapper", + "QwenImageLayered_LengthMapper" + ], + { + "title_aux": "ComfyUI-QwenImageLayeredToLength" + } + ], + "https://github.com/benstaniford/comfy-contact-sheet-image-loader": [ + [ + "ContactSheetImageLoader" + ], + { + "title_aux": "Comfy Contact Sheet Image Loader" + } + ], + "https://github.com/benstaniford/comfy-image-switch": [ + [ + "ImageSwitchNode", + "SwitchAnyValid" + ], + { + "title_aux": "ComfyUI Image Switch Node" + } + ], + "https://github.com/benstaniford/comfy-load-last-image": [ + [ + "LoadMostRecentImage" + ], + { + "title_aux": "ComfyUI Load Most Recent Image Node" + } + ], + "https://github.com/benstaniford/comfy-lora-loader-with-triggerdb": [ + [ + "LoRaLoaderWithTriggerDB" + ], + { + "title_aux": "LoRa Loader with Trigger Database" + } + ], + "https://github.com/benstaniford/comfy-prompt-db": [ + [ + "PromptDB", + "PromptStack" + ], + { + "title_aux": "Prompt Database for ComfyUI" + } + ], + "https://github.com/bentoml/comfy-pack": [ + [ + "CPackInputAny", + "CPackInputFile", + "CPackInputImage", + "CPackInputInt", + "CPackInputString", + "CPackOutputAudio", + "CPackOutputFile", + "CPackOutputImage", + "CPackOutputTextFile", + "CPackOutputVideo", + "CPackOutputZip", + "CPackOutputZipSwitch" + ], + { + "title_aux": "Comfy-Pack" + } + ], + "https://github.com/beyondprompting/ComfyUI-Beyond_nodes": [ + [ + "Beyond_Public_LoRA_URL", + "Bool-beyond_nodes", + "BooleanControlOutput-beyond_nodes", + "BooleanSwitch-beyond_nodes", + "Compare-beyond_nodes", + "Compositor3-beyond_nodes", + "Compositor4-beyond_nodes", + "Compositor4MasksOutput-beyond_nodes", + "Compositor4TransformsOut-beyond_nodes", + "CompositorConfig4-beyond_nodes", + "DebugPrint-beyond_nodes", + "EditMask-beyond_nodes", + "Float-beyond_nodes", + "If ANY return A else B-beyond_nodes", + "ImageMaskScaleAs-beyond_nodes", + "ImageMaskSwitch-beyond_nodes", + "ImageScaleDownBy-beyond_nodes", + "Int-beyond_nodes", + "MaskBoundingBox", + "MaskBoundingBox-beyond_nodes", + "MaskRectArea-beyond_nodes", + "MaskToImage-beyond_nodes", + "Prompt-beyond_nodes", + "RoundMask-beyond_nodes", + "String-beyond_nodes", + "TwoWaySwitch-beyond_nodes", + "UUID", + "UUIDFilename" + ], + { + "author": "Beyond Prompting", + "description": "Beyond Node Packages", + "nickname": "Beyond Nodes", + "title": "Beyond Nodes", + "title_aux": "ComfyUI-Beyond_nodes" + } + ], + "https://github.com/bgreene2/ComfyUI-Hunyuan-Image-3": [ + [ + "HunyuanImage3" + ], + { + "title_aux": "ComfyUI-Hunyuan-Image-3" + } + ], + "https://github.com/bhhtr12/ComfyUI-ollama-stop": [ + [ + "OllamaStopNode" + ], + { + "title_aux": "ComfyUI-ollama-stop" + } + ], + "https://github.com/bhvbhushan/ComfyUI-LoRABlockWeight": [ + [ + "HierarchicalLoRAWeightEditor", + "NunchakuHierarchicalLoRALoader" + ], + { + "title_aux": "ComfyUI LoRA Block Weight Loader" + } + ], + "https://github.com/big-mon/ComfyUI-ResolutionPresets": [ + [ + "ResolutionPresetsSDXL" + ], + { + "title_aux": "ComfyUI-ResolutionPresets" + } + ], + "https://github.com/bikiam/ComfyUI_WhisperSRT": [ + [ + "WhisperAudioToSRTText" + ], + { + "title_aux": "ComfyUI_WhisperSRT" + } + ], + "https://github.com/bilal-arikan/ComfyUI_TextAssets": [ + [ + "LoadTextAsset" + ], + { + "title_aux": "ComfyUI_TextAssets" + } + ], + "https://github.com/billwuhao/ComfyUI_ACE-Step": [ + [ + "ACELoRALoader", + "ACEModelLoader", + "ACEStepEdit", + "ACEStepExtend", + "ACEStepGen", + "ACEStepRepainting", + "GenerationParameters", + "LyricsLangSwitch", + "MultiLineLyrics", + "MultiLinePromptACES" + ], + { + "title_aux": "ComfyUI_ACE-Step" + } + ], + "https://github.com/billwuhao/ComfyUI_AudioTools": [ + [ + "AddSubtitlesToVideo", + "AdjustAudio", + "AudioAddWatermark", + "AudioConcatenate", + "AudioRecorderAT", + "ClearVoiceRun", + "LoadAudioMW", + "MergeAudioMW", + "MinimalPauseNode", + "MultiLinePromptAT", + "MusicSeparation", + "RemoveSilence", + "SpeechSeparation", + "StringEditNode", + "TrimAudio" + ], + { + "title_aux": "ComfyUI_AudioTools" + } + ], + "https://github.com/billwuhao/ComfyUI_CSM": [ + [ + "CSMDialogRun", + "CSMSpeakersPreview", + "MultiLineText" + ], + { + "title_aux": "ComfyUI_CSM" + } + ], + "https://github.com/billwuhao/ComfyUI_DiffRhythm": [ + [ + "DiffRhythmRun", + "MultiLineLyricsDR" + ], + { + "title_aux": "ComfyUI_DiffRhythm_MW" + } + ], + "https://github.com/billwuhao/ComfyUI_EraX-WoW-Turbo": [ + [ + "EraXWoWRUN", + "WhisperTurboRun" + ], + { + "title_aux": "MW-ComfyUI_EraX-WoW-Turbo" + } + ], + "https://github.com/billwuhao/ComfyUI_IndexTTS": [ + [ + "IndexSpeakersPreview", + "IndexTTS2Run", + "IndexTTSRun", + "MultiLinePromptIndex" + ], + { + "title_aux": "ComfyUI_IndexTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_KokoroTTS_MW": [ + [ + "KokoroRun", + "KokoroZHRun", + "MultiLinePromptKK" + ], + { + "title_aux": "ComfyUI_KokoroTTS_MW" + } + ], + "https://github.com/billwuhao/ComfyUI_MegaTTS3": [ + [ + "MegaTTS3Run", + "MegaTTS3SpeakersPreview", + "MultiLinePromptMG" + ], + { + "title_aux": "MW-ComfyUI_MegaTTS3" + } + ], + "https://github.com/billwuhao/ComfyUI_NotaGen": [ + [ + "NotaGenRun" + ], + { + "title_aux": "ComfyUI_NotaGen" + } + ], + "https://github.com/billwuhao/ComfyUI_OneButtonPrompt": [ + [ + "LoadImageAndPromptFromURL", + "LoadImageFromURL", + "LoadPrompt", + "StringEditNodeOBP" + ], + { + "title_aux": "MW-ComfyUI_OneButtonPrompt" + } + ], + "https://github.com/billwuhao/ComfyUI_OuteTTS": [ + [ + "OuteTTSRun" + ], + { + "title_aux": "MW-ComfyUI_OuteTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_PortraitTools": [ + [ + "AlignFace", + "BeautifyPhoto", + "DetectCropFace", + "DetectCropFaces", + "IDPhotos", + "ImageWatermark", + "LoadImageMW" + ], + { + "title_aux": "MW-ComfyUI_PortraitTools" + } + ], + "https://github.com/billwuhao/ComfyUI_SOME": [ + [ + "SomeSing2Midi" + ], + { + "title_aux": "ComfyUI_SOME" + } + ], + "https://github.com/billwuhao/ComfyUI_SparkTTS": [ + [ + "AudioRecorderSpark", + "SparkTTSClone", + "SparkTTSRun" + ], + { + "title_aux": "ComfyUI_SparkTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_StepAudioTTS": [ + [ + "AudioRecorder", + "StepAudioClone", + "StepAudioRun" + ], + { + "title_aux": "ComfyUI_StepAudioTTS" + } + ], + "https://github.com/billwuhao/ComfyUI_gemmax": [ + [ + "GemmaxRun", + "QuickMTRun" + ], + { + "title_aux": "MW-ComfyUI_gemmax" + } + ], + "https://github.com/billwuhao/ComfyUI_parakeet-tdt": [ + [ + "ParakeetASRRun" + ], + { + "title_aux": "ComfyUI_parakeet-tdt" + } + ], + "https://github.com/billwuhao/Comfyui_HeyGem": [ + [ + "HeyGemRun" + ], + { + "title_aux": "Comfyui_HeyGem" + } + ], + "https://github.com/birdneststream/ComfyUI-Mircify": [ + [ + "IRC Art Converter", + "IRC PNG Exporter", + "IRC Text Saver" + ], + { + "title_aux": "ComfyUI-Mircify" + } + ], + "https://github.com/bitaffinity/ComfyUI_HF_Inference": [ + [ + "Classification", + "FeatureExtraction", + "Generation", + "ObjectDetection", + "QuestionAnswering", + "Segmentation", + "TextToImage", + "Translation" + ], + { + "title_aux": "ComfyUI_HF_Inference" + } + ], + "https://github.com/bkpaine1/Halo-Lipsy": [ + [ + "HaloLipsy" + ], + { + "title_aux": "Halo-Lipsy" + } + ], + "https://github.com/bkpaine1/Halo-TeaCache": [ + [ + "HaloTeaCache" + ], + { + "title_aux": "Halo-TeaCache" + } + ], + "https://github.com/bkpaine1/halo_pack": [ + [ + "HALOConditioningDebug", + "HALOLatentDebug", + "HALOModelDebug", + "HALOVAEDecode", + "HALOVAEEncode" + ], + { + "title_aux": "HALO Debug Pack" + } + ], + "https://github.com/black-forest-labs/bfl-comfy-nodes": [ + [ + "FLUX 1.0 [canny]", + "FLUX 1.0 [canny] Finetuned", + "FLUX 1.0 [depth]", + "FLUX 1.0 [depth] Finetuned", + "FLUX 1.0 [dev]", + "FLUX 1.0 [fill]", + "FLUX 1.0 [fill] Finetuned", + "FLUX 1.0 [pro]", + "FLUX 1.0 [pro] Finetuned", + "FLUX 1.1 [pro]", + "FLUX 1.1 [ultra]", + "FLUX 1.1 [ultra] Finetuned" + ], + { + "title_aux": "Black Forest Labs API Nodes" + } + ], + "https://github.com/blackcodetavern/ComfyUI-Benripack": [ + [ + "AnimationExtractor", + "CharacterPipe", + "Load3DModel" + ], + { + "title_aux": "ComfyUI-Benripack" + } + ], + "https://github.com/blepping/ComfyUI-ApplyResAdapterUnet": [ + [ + "ApplyResAdapterUnet" + ], + { + "title_aux": "ComfyUI-ApplyResAdapterUnet" + } + ], + "https://github.com/blepping/ComfyUI-bleh": [ + [ + "BlehBlockCFG", + "BlehBlockOps", + "BlehCFGInitSampler", + "BlehCast", + "BlehDeepShrink", + "BlehDisableNoise", + "BlehDiscardPenultimateSigma", + "BlehEnsurePreviewer", + "BlehForceSeedSampler", + "BlehGlobalSageAttention", + "BlehHyperTile", + "BlehImageAsLatent", + "BlehInsaneChainSampler", + "BlehLatentAsImage", + "BlehLatentBlend", + "BlehLatentOps", + "BlehLatentScaleBy", + "BlehModelPatchConditional", + "BlehModelPatchFastTerminate", + "BlehPlug", + "BlehRefinerAfter", + "BlehSageAttentionSampler", + "BlehSetSamplerPreset", + "BlehSetSigmas", + "BlehTAEVideoDecode", + "BlehTAEVideoEncode" + ], + { + "title_aux": "ComfyUI-bleh" + } + ], + "https://github.com/blepping/ComfyUI-sonar": [ + [ + "FreeUExtreme", + "FreeUExtremeConfig", + "NoisyLatentLike", + "SONAR_CUSTOM_NOISE to NOISE", + "SamplerConfigOverride", + "SamplerSonarDPMPPSDE", + "SamplerSonarEuler", + "SamplerSonarEulerA", + "SonarAdvanced1fNoise", + "SonarAdvancedCollatzNoise", + "SonarAdvancedDistroNoise", + "SonarAdvancedPowerLawNoise", + "SonarAdvancedPyramidNoise", + "SonarAdvancedVoronoiNoise", + "SonarApplyLatentOperationCFG", + "SonarBlendedNoise", + "SonarChannelNoise", + "SonarCompositeNoise", + "SonarCustomNoise", + "SonarCustomNoiseAdv", + "SonarCustomNoiseParameters", + "SonarGuidanceConfig", + "SonarGuidedNoise", + "SonarLatentOperationAdvanced", + "SonarLatentOperationFilteredNoise", + "SonarLatentOperationNoise", + "SonarLatentOperationQuantileFilter", + "SonarLatentOperationSetSeed", + "SonarModulatedNoise", + "SonarNoiseImage", + "SonarNormalizeNoiseToScale", + "SonarPatternBreakNoise", + "SonarPerDimNoise", + "SonarPowerFilter", + "SonarPowerFilterNoise", + "SonarPowerNoise", + "SonarPreviewFilter", + "SonarQuantileFilteredNoise", + "SonarRandomNoise", + "SonarRepeatedNoise", + "SonarResizedNoise", + "SonarResizedNoiseAdv", + "SonarRippleFilteredNoise", + "SonarScatternetFilteredNoise", + "SonarScheduledNoise", + "SonarShuffledNoise", + "SonarSplitNoiseChain", + "SonarWaveletCFG", + "SonarWaveletFilteredNoise", + "SonarWaveletNoise" + ], + { + "title_aux": "ComfyUI-sonar" + } + ], + "https://github.com/blepping/comfyui_jankdiffusehigh": [ + [ + "DiffuseHighParam", + "DiffuseHighSampler" + ], + { + "title_aux": "comfyui_jankdiffusehigh" + } + ], + "https://github.com/blepping/comfyui_jankhidiffusion": [ + [ + "ApplyMSWMSAAttention", + "ApplyMSWMSAAttentionSimple", + "ApplyRAUNet", + "ApplyRAUNetSimple" + ], + { + "title_aux": "comfyui_jankhidiffusion" + } + ], + "https://github.com/blepping/comfyui_overly_complicated_sampling": [ + [ + "OCS ApplyFilterImage", + "OCS ApplyFilterLatent", + "OCS Group", + "OCS ModelSetMaxSigma", + "OCS MultiParam", + "OCS Param", + "OCS Sampler", + "OCS SimpleRestartSchedule", + "OCS Substeps", + "OCSNoise Conditioning", + "OCSNoise ExpressionFilteredNoise", + "OCSNoise ImmiscibleReference", + "OCSNoise OverrideSamplerNoise", + "OCSNoise PerlinAdvanced", + "OCSNoise PerlinSimple", + "OCSNoise to SONAR_CUSTOM_NOISE" + ], + { + "title_aux": "comfyui_overly_complicated_sampling" + } + ], + "https://github.com/blird/ComfyUI-Wanify": [ + [ + "AdaptiveImageResize" + ], + { + "title_aux": "ComfyUI-Wanify: Adaptive Image Resize Node" + } + ], + "https://github.com/blob8/ComfyUI_sloppy-comic": [ + [ + "Generate Comic", + "LLM API Request" + ], + { + "title_aux": "ComfyUI_sloppy-comic" + } + ], + "https://github.com/blob8/ComfyUI_video-image-motion-transfer": [ + [ + "VideoImageWarp" + ], + { + "title_aux": "ComfyUI_video-image-motion-transfer" + } + ], + "https://github.com/blovett80/ComfyUI-PixelDojo": [ + [ + "PixelDojoAPI" + ], + { + "title_aux": "ComfyUI-PixelDojo" + } + ], + "https://github.com/blueraincoatli/comfyUI_SillyNodes": [ + [ + "BooleanJumper|SillyNode", + "CloseErrorWindowNode|SillyNode", + "QueueSequence|SillyNode", + "Screenshots|SillyNode", + "dummyInput|SillyNode", + "dummyInput|blueraincoat" + ], + { + "title_aux": "comfyUI_SillyNodes" + } + ], + "https://github.com/bluevisor/ComfyUI_PS_Blend_Node": [ + [ + "PSBlendNode" + ], + { + "title_aux": "ComfyUI_PS_Blend_Node" + } + ], + "https://github.com/blurgyy/CoMPaSS-FLUX.1-dev-ComfyUI": [ + [ + "CoMPaSS for FLUX.1-dev", + "Example" + ], + { + "title_aux": "CoMPaSS-ComfyUI" + } + ], + "https://github.com/bmad4ever/comfyui_ab_samplercustom": [ + [ + "AB SamplerCustom (experimental)" + ], + { + "title_aux": "comfyui_ab_sampler" + } + ], + "https://github.com/bmad4ever/comfyui_lists_cartesian_product": [ + [ + "AnyListCartesianProduct" + ], + { + "title_aux": "Lists Cartesian Product" + } + ], + "https://github.com/bmad4ever/comfyui_panels": [ + [ + "bmad_BBoxFromInts", + "bmad_BBoxSnap", + "bmad_BevelPolygon", + "bmad_BuildLayoutPanels", + "bmad_CanvasPanel", + "bmad_ComplementaryCardinals", + "bmad_CropImageByBBox", + "bmad_CropMaskByBBox", + "bmad_CropMaskHolesQuantizedPadded", + "bmad_DetectPanelsInImage", + "bmad_DrawPanelsEdges", + "bmad_DrawPanelsEdgesDashed", + "bmad_DrawPanelsEdgesDotted", + "bmad_GridPanelLayoutGenerator", + "bmad_GrowPanel", + "bmad_InvertCardinals", + "bmad_ListAppendPanel", + "bmad_ListTransferPanel", + "bmad_LoadPanelLayout", + "bmad_MutatePanelLayout", + "bmad_OffsetPolygonBounds", + "bmad_Panel2Mask", + "bmad_PasteCrops", + "bmad_PolygonBounds", + "bmad_PolygonOriginCenter", + "bmad_PolygonOriginCentroid", + "bmad_PolygonOriginVector", + "bmad_PolygonOriginVertex", + "bmad_PolygonToMask", + "bmad_PolygonToResizedMask", + "bmad_PolygonUnwrappedBounds", + "bmad_PreviewPanelLayout", + "bmad_PreviewPanels", + "bmad_RandomPanelLayoutGenerator", + "bmad_RelativeCropImage", + "bmad_RotatePolygon", + "bmad_SavePanelLayout", + "bmad_ScalePolygon", + "bmad_SkewPolygon", + "bmad_SliceList_Panels", + "bmad_SortPanels", + "bmad_StringDecodePanelLayout", + "bmad_StringEncodePanelLayout", + "bmad_TranslatePolygon", + "bmad_UnpackBBox" + ], + { + "title_aux": "comfyui-panels" + } + ], + "https://github.com/bmad4ever/comfyui_quilting": [ + [ + "GuessQuiltingBlockSize_Bmad", + "ImageQuiltingSeamlessMB_Bmad", + "ImageQuiltingSeamlessSB_Bmad", + "ImageQuilting_Bmad", + "LatentQuiltingSeamlessMB_Bmad", + "LatentQuiltingSeamlessSB_Bmad", + "LatentQuilting_Bmad" + ], + { + "title_aux": "comfyui_quilting" + } + ], + "https://github.com/bmad4ever/comfyui_wfc_like": [ + [ + "WFC_CustomTemperature_Bmad", + "WFC_CustomValueWeights_Bmad", + "WFC_Decode_BMad", + "WFC_EmptyState_Bmad", + "WFC_Encode_BMad", + "WFC_Filter_Bmad", + "WFC_GenParallel_Bmad", + "WFC_Generate_BMad", + "WFC_SampleNode_BMad" + ], + { + "title_aux": "comfyui_wfc_like" + } + ], + "https://github.com/bobmagicii/comfykit-custom-nodes": [ + [ + "LoraStackFiveSimple", + "LoraThree", + "LoraWithMeta", + "TypecasterClip", + "TypecasterCond", + "TypecasterImage", + "TypecasterLatent", + "TypecasterModel", + "TypecasterVae" + ], + { + "title_aux": "ComfyKit Custom Nodes" + } + ], + "https://github.com/bobosola/ComfyUI-reboot": [ + [ + "reboot" + ], + { + "title_aux": "ComfyUI-reboot" + } + ], + "https://github.com/bollerdominik/ComfyUI-load-lora-from-url": [ + [ + "AssertNotBlack", + "CutImageByMask", + "GeminiImage2GenAI", + "ImageResize+", + "LoadLoraFromUrlOrPath", + "LoadNunchakuLoraFromUrlOrPath", + "LoadUpscaleModelFromUrlOrPath", + "LoadVideoFromUrlOrPath", + "LoadVideoLoraFromUrlOrPath", + "LoadVideoLoraFromUrlOrPathSelect", + "OpenRouterGeminiImage", + "PasteImageByMask", + "SimpleMath+" + ], + { + "title_aux": "ComfyUI-load-lora-from-url" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-Allegro": [ + [ + "AllegroDecoder", + "AllegroEncoder", + "AllegroSampler", + "AllegroTI2VEncoder", + "AllegroTI2VSampler", + "AllegroTextEncoder", + "LoadAllegroModel", + "LoadAllegroTI2VModel" + ], + { + "title_aux": "ComfyUI-Allegro" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-DisPose": [ + [ + "DisPoseDecoder", + "DisPoseLoader", + "DisPoseSampler" + ], + { + "title_aux": "ComfyUI-DisPose" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-MagicDance": [ + [ + "LoadMagicDanceModel", + "MagicDanceDecoder", + "MagicDanceEncoder", + "MagicDanceSampler" + ], + { + "title_aux": "ComfyUI-MagicDance" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-Open-Sora-I2V": [ + [ + "OpenSoraDecoder", + "OpenSoraEncoder", + "OpenSoraLoader", + "OpenSoraSampler", + "OpenSoraTextEncoder" + ], + { + "title_aux": "ComfyUI-Open-Sora-I2V" + } + ], + "https://github.com/bombax-xiaoice/ComfyUI-OpenSoraPlan": [ + [ + "OpenSoraPlan0LoaderT2V", + "OpenSoraPlan1LoaderT2V", + "OpenSoraPlan2LoaderI2V", + "OpenSoraPlan2LoaderT2V", + "OpenSoraPlan2SamplerI2V", + "OpenSoraPlan3LoaderI2V", + "OpenSoraPlan3LoaderT2V", + "OpenSoraPlan3SamplerI2V", + "OpenSoraPlanDecoder", + "OpenSoraPlanPromptRefiner", + "OpenSoraPlanSamplerT2V" + ], + { + "title_aux": "ComfyUI-OpenSoraPlan" + } + ], + "https://github.com/bombdefuser-124/Newbie-Teacache-ComfyUI": [ + [ + "TeaCacheCoefficientCalculator", + "TeaCache_Lumina2" + ], + { + "title_aux": "Newbie-Teacache-ComfyUI" + } + ], + "https://github.com/bombless/comfyUI-RememberingUtils": [ + [ + "RememberLastSeed", + "ShowLastSeed", + "ShowLastText" + ], + { + "title_aux": "Remembering utils" + } + ], + "https://github.com/bomborant/ComfyUI-ShakaNodes": [ + [ + "ShakaTensorDebug", + "ShakaWanKeyframes" + ], + { + "title_aux": "ShakaNodes" + } + ], + "https://github.com/bongsang/ComfyUI-Bongsang": [ + [ + "AnyInfo", + "RgbChannel" + ], + { + "title_aux": "ComfyUI-Bongsang" + } + ], + "https://github.com/boredcoderyt/ComfyUI-Fibo-Edit": [ + [ + "FiboEdit", + "FiboEdit_VLM" + ], + { + "title_aux": "Fibo Edit Node for ComfyUI" + } + ], + "https://github.com/boredofnames/ComfyUI-ntfy": [ + [ + "Ntfy", + "SaveImageAndNtfy" + ], + { + "title_aux": "ComfyUI-ntfy" + } + ], + "https://github.com/boricuapab/ComfyUI-Bori-JsonSetGetConverter": [ + [ + "Bori Json Get Set Convert" + ], + { + "title_aux": "ComfyUI-Bori-JsonSetGetConverter" + } + ], + "https://github.com/boricuapab/ComfyUI-Bori-QwenImageResolutions": [ + [ + "Bori Qwen Image Resolution", + "Bori Qwen Img Res" + ], + { + "title_aux": "ComfyUI-Bori-QwenImageResolutions" + } + ], + "https://github.com/bowtiedbluefin/ComfyUI-AI-CustomURL": [ + [ + "ImageAdvancedParams_AICustomURL", + "ImageGeneration_AICustomURL", + "ImageLoader_AICustomURL", + "SaveVideo_AICustomURL", + "SpeechAdvancedParams_AICustomURL", + "SpeechGeneration_AICustomURL", + "TextAdvancedParams_AICustomURL", + "TextGeneration_AICustomURL", + "VideoAdvancedParams_AICustomURL", + "VideoGeneration_AICustomURL", + "VideoLoader_AICustomURL", + "VideoPreview_AICustomURL", + "VideoRetrieve_AICustomURL" + ], + { + "title_aux": "ComfyUI-AI-CustomURL" + } + ], + "https://github.com/bpmpnaito/comfyui-imageviewer": [ + [ + "ImageViewer" + ], + { + "title_aux": "comfyui-imageviewer" + } + ], + "https://github.com/bradsec/ComfyUI_ResolutionSelectorPlus": [ + [ + "ResolutionSelector" + ], + { + "title_aux": "ResolutionSelector for ComfyUI" + } + ], + "https://github.com/bradsec/ComfyUI_StringEssentials": [ + [ + "StringConditionalAppend", + "StringContainsAny", + "StringMultiReplace", + "StringPreview", + "StringStrip", + "StringTextbox" + ], + { + "title_aux": "ComfyUI_StringEssentials" + } + ], + "https://github.com/brahianrosswill/ComfyUi-RandomNoiseCustom": [ + [ + "RandomNoiseCustom" + ], + { + "title_aux": "ComfyUi-RandomNoiseCustom" + } + ], + "https://github.com/braintacles/braintacles-comfyui-nodes": [ + [ + "CLIPTextEncodeSDXL-Multi-IO", + "CLIPTextEncodeSDXL-Pipe", + "Empty Latent Image from Aspect-Ratio", + "Interval Sampler", + "Random Find and Replace" + ], + { + "title_aux": "braintacles-nodes" + } + ], + "https://github.com/brantje/ComfyUI-api-tools": [ + [ + "SimpleGenImageInterface" + ], + { + "title_aux": "ComfyUI-api-tools" + } + ], + "https://github.com/brantje/ComfyUI_MagicQuill": [ + [ + "MagicQuill" + ], + { + "author": "Zichen LIU (https://zliucz.github.io/) and Yue YU (https://bruceyyu.github.io/)", + "description": "Official ComfyUI Implementations for Paper - MagicQuill: An Intelligent Interactive Image Editing System", + "nickname": "MagicQuill nodes", + "title": "MagicQuill", + "title_aux": "ComfyUI-MagicQuill" + } + ], + "https://github.com/brayevalerien/ComfyUI-GroqNodes": [ + [ + "GroqAudio", + "GroqBatch", + "GroqChat", + "GroqToolUse", + "GroqVision" + ], + { + "title_aux": "Groq Nodes" + } + ], + "https://github.com/brayevalerien/ComfyUI-SplitString": [ + [ + "Split String" + ], + { + "title_aux": "ComfyUI-splitstring" + } + ], + "https://github.com/brayevalerien/ComfyUI-resynthesizer": [ + [ + "Resynthesize" + ], + { + "title_aux": "ComfyUI Resynthesizer" + } + ], + "https://github.com/brenzel/comfyui-prompt-beautify": [ + [ + "PromptBeautify", + "PromptBeautifyAdvanced" + ], + { + "title_aux": "comfyui-prompt-beautify" + } + ], + "https://github.com/brianfitzgerald/style_aligned_comfy": [ + [ + "StyleAlignedBatchAlign", + "StyleAlignedReferenceSampler", + "StyleAlignedSampleReferenceLatents" + ], + { + "title_aux": "StyleAligned for ComfyUI" + } + ], + "https://github.com/bronkula/comfyui-fitsize": [ + [ + "FS: Crop Image Into Even Pieces", + "FS: Fit Image And Resize", + "FS: Fit Size From Image", + "FS: Fit Size From Int", + "FS: Image Region To Mask", + "FS: Load Image And Resize To Fit", + "FS: Pick Image From Batch", + "FS: Pick Image From Batches", + "FS: Pick Image From List" + ], + { + "title_aux": "comfyui-fitsize" + } + ], + "https://github.com/brucew4yn3rp/ComfyUI_SelectiveMetadata": [ + [ + "Multiline String", + "Save Image (Selective Metadata)", + "SaveImage" + ], + { + "title_aux": "Save Image with Selective Metadata" + } + ], + "https://github.com/brucew4yn3rp/ComfyUI_VintageEffect": [ + [ + "Vintage Effect" + ], + { + "title_aux": "Vintage Effect" + } + ], + "https://github.com/bruefire/ComfyUI-SeqImageLoader": [ + [ + "VFrame Loader With Mask Editor", + "Video Loader With Mask Editor" + ], + { + "title_aux": "ComfyUI Sequential Image Loader" + } + ], + "https://github.com/bryanmcguire/comfyui-flux2fun-controlnet": [ + [ + "Flux2FunControlNetApply", + "Flux2FunControlNetLoader" + ], + { + "title_aux": "comfyui-flux2fun-controlnet" + } + ], + "https://github.com/btitkin/ComfyUI-RandomPromptBuilder": [ + [ + "PromptDisplayNode", + "RandomPromptBuilder" + ], + { + "title_aux": "Random Prompt Builder" + } + ], + "https://github.com/buddy-bytes/ComfyUI-SmartResolutionToolkit": [ + [ + "SmartLatentGenerator", + "SmartResolutionPicker" + ], + { + "title_aux": "Smart Resolution Toolkit" + } + ], + "https://github.com/budihartono/comfyui-aspect-ratio-presets": [ + [ + "CAS Empty Latent Aspect Ratio Axis", + "CAS Empty Latent Aspect Ratio Preset" + ], + { + "title_aux": "CAS Aspect Ratio Presets Node for ComfyUI" + } + ], + "https://github.com/budihartono/comfyui_otonx_nodes": [ + [ + "OTX Integer Multiple Inputs 4", + "OTX Integer Multiple Inputs 5", + "OTX Integer Multiple Inputs 6", + "OTX KSampler Feeder", + "OTX Versatile Multiple Inputs 4", + "OTX Versatile Multiple Inputs 5", + "OTX Versatile Multiple Inputs 6" + ], + { + "title_aux": "Otonx's Custom Nodes" + } + ], + "https://github.com/bugltd/ComfyLab-Pack": [ + [ + "Convert to Any (lab)", + "File Queue (lab)", + "Format: Multiline (lab)", + "Format: String (lab)", + "Generic Queue (lab)", + "Image Queue (lab)", + "Image: Downscale to Total Pixels (lab)", + "Input: Boolean (lab)", + "Input: Float (lab)", + "Input: Folder (lab)", + "Input: Integer (lab)", + "Input: Multiline (lab)", + "Input: String (lab)", + "List: Checkpoints (lab)", + "List: Limit (lab)", + "List: LoRAs (lab)", + "List: Merge (lab)", + "List: Random Seeds (lab)", + "List: Samplers (lab)", + "List: Schedulers (lab)", + "List: from Elements (lab)", + "List: from File (backend) (lab)", + "List: from Multiline (lab)", + "List: from String (lab)", + "Load Image (RGBA) (lab)", + "Output Config: Load (lab)", + "Output Config: Retrieve (backend) (lab)", + "Plot Config: Grid (lab)", + "Plot Config: Header/Footer (lab)", + "Resolution to Dimensions (lab)", + "Save Text File (lab)", + "Sleep (lab)", + "XY Plot: Queue (lab)", + "XY Plot: Render (lab)", + "XY Plot: Split Data (lab)" + ], + { + "nodename_pattern": " \\(lab\\)$", + "title_aux": "ComfyLab Pack" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_LLM": [ + [ + "FMJLlmConfigNode", + "FMJLlmOllamaVision", + "FMJOllamaPromptGenerator", + "FMJUnloadAllLLM" + ], + { + "title_aux": "FMJ-LLM" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_SP": [ + [ + "FMJSpeedPrompt" + ], + { + "title_aux": "FMJ-speed-Prompt" + } + ], + "https://github.com/bulldog68/ComfyUI_FMJ_SaveImageVersions": [ + [ + "FMJ_LoadImageWithSnapshot", + "FMJ_SaveImageWithSnapshot" + ], + { + "title_aux": "ComfyUI_FMJ_SaveImageVersions" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-LMStudio": [ + [ + "EbuLMStudioBrainstormer", + "EbuLMStudioLoadModel", + "EbuLMStudioMakeRequest", + "EbuLMStudioUnload", + "EbuLMStudioUnloadGuider" + ], + { + "title_aux": "EBU LMStudio LLM Integration" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-PromptHelper": [ + [ + "EbuPromptHelperCharacterDescriberFemale", + "EbuPromptHelperCharacterDescriberMale", + "EbuPromptHelperCombineTwoStrings", + "EbuPromptHelperConsumeListItem", + "EbuPromptHelperCurrentDateTime", + "EbuPromptHelperListSampler", + "EbuPromptHelperLoadFileAsString", + "EbuPromptHelperRandomColorPalette", + "EbuPromptHelperRandomize", + "EbuPromptHelperReplace", + "EbuPromptHelperSeasonWeatherTimeOfDay", + "EbuPromptHelperTruncate" + ], + { + "title_aux": "EBU PromptHelper" + } + ], + "https://github.com/burnsbert/ComfyUI-EBU-Workflow": [ + [ + "EbuAppendToFile", + "EbuComputeImageUpscale", + "EbuDecodeNewLines", + "EbuEncodeNewLines", + "EbuFileListCache", + "EbuGetImageAspectRatio", + "EbuGetImageAspectRatioFromImage", + "EbuImageWaitForImage", + "EbuModelWaitForImage", + "EbuReadFromFile", + "EbuScalingResolution", + "EbuScalingTile", + "EbuStringWaitForImage", + "EbuUniqueFileName" + ], + { + "title_aux": "EBU Workflow" + } + ], + "https://github.com/bvhari/ComfyUI_CFGStar": [ + [ + "CFGStar" + ], + { + "title_aux": "ComfyUI_CFGStar" + } + ], + "https://github.com/bvhari/ComfyUI_ImageProcessing": [ + [ + "BilateralFilter", + "Brightness", + "Gamma", + "Hue", + "Saturation", + "SigmoidCorrection", + "UnsharpMask" + ], + { + "title_aux": "ImageProcessing" + } + ], + "https://github.com/bvhari/ComfyUI_PerpCFG": [ + [ + "PerpCFG" + ], + { + "title_aux": "ComfyUI_PerpCFG" + } + ], + "https://github.com/bvhari/ComfyUI_PerpWeight": [ + [ + "CLIPTextEncodePerpWeight" + ], + { + "title_aux": "ComfyUI_PerpWeight" + } + ], + "https://github.com/bvhari/ComfyUI_SUNoise": [ + [ + "SUNoiseLatent", + "SamplersSUNoise", + "SamplersSUNoiseAdvanced" + ], + { + "title_aux": "ComfyUI_SUNoise" + } + ], + "https://github.com/by-ae/ae-in-workflow": [ + [ + "CropImageBatchToMaskBoundsAE", + "ImageSelectorAE", + "InterpolateFloatListAE", + "PoseEditorAE", + "ZImageImagesToLoRAAE" + ], + { + "title_aux": "ae-in-workflow" + } + ], + "https://github.com/bytedance/ComfyUI-HyperLoRA": [ + [ + "HyperLoRAApplyLoRA", + "HyperLoRABaseCond", + "HyperLoRAConfig", + "HyperLoRAFaceAttr", + "HyperLoRAGenerateBaseLoRA", + "HyperLoRAGenerateIDLoRA", + "HyperLoRAIDCond", + "HyperLoRALoader", + "HyperLoRASaveLoRA", + "HyperLoRAUniGenerateIDLoRA", + "HyperLoRAUniLoader" + ], + { + "title_aux": "ComfyUI-HyperLoRA" + } + ], + "https://github.com/bytedance/ComfyUI_InfiniteYou": [ + [ + "FaceCombine", + "FaceSwap_InfiniteYou", + "InfiniteYouApply" + ], + { + "title_aux": "ComfyUI_InfiniteYou" + } + ], + "https://github.com/c0dezer019/FreezeFrame": [ + [ + "PSampler", + "PSamplerAdvanced", + "PSamplerCustom", + "PSamplerCustomAdvanced" + ], + { + "title_aux": "FreezeFrame" + } + ], + "https://github.com/c0ffymachyne/ComfyUI_BeatByte": [ + [ + "BytebeatSynth" + ], + { + "title_aux": "Bytebeat Synthesizer: Composing with Operators" + } + ], + "https://github.com/c0ffymachyne/ComfyUI_SignalProcessing": [ + [ + "SignalProcessingBaxandall3BandEQ", + "SignalProcessingBaxandallEQ", + "SignalProcessingConvolutionReverb", + "SignalProcessingFilter", + "SignalProcessingHarmonicsEnhancer", + "SignalProcessingLimiter", + "SignalProcessingLoadAudio", + "SignalProcessingLoudness", + "SignalProcessingMixdown", + "SignalProcessingNormalizer", + "SignalProcessingPadSynth", + "SignalProcessingPadSynthChoir", + "SignalProcessingPaulStretch", + "SignalProcessingPitchShifter", + "SignalProcessingSaturation", + "SignalProcessingSpectrogram", + "SignalProcessingStereoWidening", + "SignalProcessingWaveform" + ], + { + "title_aux": "ComfyUI Signal Processing" + } + ], + "https://github.com/cake-ml/tiny-sana-preview": [ + [ + "TinySanaPreview" + ], + { + "title_aux": "TinySanaPreview" + } + ], + "https://github.com/calcuis/gguf": [ + [ + "AudioEncoderLoaderGGUF", + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "GGUFRun", + "GGUFSave", + "GGUFUndo", + "LoaderGGUF", + "LoaderGGUFAdvanced", + "QuadrupleClipLoaderGGUF", + "TENSORBoost", + "TENSORCut", + "TripleClipLoaderGGUF", + "VaeGGUF" + ], + { + "preemptions": [ + "LoaderGGUF", + "ClipLoaderGGUF", + "DualClipLoaderGGUF", + "TripleClipLoaderGGUF", + "LoaderGGUFAdvanced", + "GGUFSave" + ], + "title_aux": "gguf" + } + ], + "https://github.com/caleboleary/ComfyUI-Arc2Face": [ + [ + "Arc2FaceEncoderLoader", + "Arc2FaceFaceExtractor", + "Arc2FaceGenerator", + "Arc2FaceImageGridGenerator", + "Arc2FaceImg2ImgGenerator", + "Arc2FaceUNetLoader" + ], + { + "title_aux": "Arc2Face ComfyUI Node Library" + } + ], + "https://github.com/calibancode/ComfyUI-bevvy": [ + [ + "SaveImageWebP" + ], + { + "title_aux": "ComfyUI-bevvy" + } + ], + "https://github.com/camenduru/ComfyUI-TostAI": [ + [ + "SendToTostAI" + ], + { + "title_aux": "ComfyUI-TostAI" + } + ], + "https://github.com/capitan01R/Capitan-ConditioningEnhancer": [ + [ + "CapitanAdvancedEnhancer", + "ConditioningEnhancer" + ], + { + "title_aux": "Capitan-ConditioningEnhancer" + } + ], + "https://github.com/capitan01R/ComfyUI-CapitanFlowMatch": [ + [ + "CapitanLinear", + "CapitanShift", + "CapitanShiftPresets" + ], + { + "title_aux": "ComfyUI-CapitanFlowMatch" + } + ], + "https://github.com/capitan01R/ComfyUI-CapitanZiT-Scheduler": [ + [ + "CapitanZiTLinearSigma", + "FlowMatchSchedulerSmoothCosine", + "SamplerMinimalChangeFlow" + ], + { + "title_aux": "ComfyUI-CapitanZiT-Scheduler" + } + ], + "https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer": [ + [ + "Flux2KleinDetailController", + "Flux2KleinEnhancer", + "Flux2KleinRefLatentController", + "Flux2KleinSectionedEncoder", + "Flux2KleinTextEnhancer", + "Flux2KleinTextRefBalance" + ], + { + "title_aux": "ComfyUI-Flux2Klein-Enhancer" + } + ], + "https://github.com/capitan01R/ComfyUI-ZImageTurbo-FlowSampler": [ + [ + "FlowMatchScheduler", + "FlowMatchSchedulerDynamic", + "SigmaViewer", + "ZImagePresets", + "ZImageSampler", + "ZImageTurboScheduler", + "ZImageTurboSchedulerAdvanced" + ], + { + "title_aux": "ComfyUI-ZImageTurbo-FlowSampler" + } + ], + "https://github.com/cardenluo/ComfyUI-Apt_Preset": [ + [ + "AD_DrawSchedule", + "AD_FILM_VFI", + "AD_ImageExpandBatch", + "AD_MaskExpandBatch", + "AD_frame_replace", + "AD_pingpong_vedio", + "AD_sch_IPA", + "AD_sch_adv_CN", + "AD_sch_image_merge", + "AD_sch_latent", + "AD_sch_mask_weigh", + "AD_sch_prompt_adv", + "AD_sch_prompt_basic", + "AD_sch_prompt_stack", + "AD_sch_value", + "AD_slice_Condi", + "AI_GLM4", + "AI_GLM_image", + "AI_GLM_text", + "AI_Ollama_image", + "AI_Ollama_text", + "AI_PresetSave", + "AI_Qwen", + "AI_Qwen_text", + "Ai_Ollama_RunModel", + "Ai_doubao_seedream", + "Amp_audio_Normalized", + "Amp_drive_String", + "Amp_drive_mask", + "Amp_drive_value", + "Apt_clear_cache", + "CN_preset1_Unpack", + "CN_preset1_pack", + "Coordinate_Generator", + "Coordinate_Index2Text", + "Coordinate_MarkRender", + "Coordinate_SplitIndex", + "Coordinate_fromImage", + "Coordinate_fromMask", + "Coordinate_loadImage", + "Coordinate_pointCombine", + "Data_Highway", + "Data_basic", + "Data_bus_chx", + "Data_chx_Merge", + "Data_presetData", + "Data_preset_save", + "Data_sampleData", + "Data_select", + "Easy_QwenEdit2509", + "IO_EasyMark", + "IO_LoadImgList", + "IO_PathProcessor", + "IO_RegexPreset", + "IO_image_select", + "IO_input_any", + "IO_loadFilePath", + "IO_load_anyimage", + "IO_node_Script", + "IO_save_image", + "IO_store_image", + "IO_video_encode", + "IPA_XL_PromptInjection", + "IPA_clip_vision", + "Image_Channel_Apply", + "Image_CnMapMix", + "Image_CnMap_Resize", + "Image_Detail_HL_frequencye", + "Image_Pair_Merge", + "Image_Pair_crop", + "Image_Resize2", + "Image_Resize_longsize", + "Image_Resize_sum", + "Image_Resize_sum_data", + "Image_Resize_sum_restore", + "Image_Solo_data", + "Image_UpscaleModel", + "Image_batch_composite", + "Image_batch_select", + "Image_effect_Load", + "Image_merge2image", + "Image_pad_adjust", + "Image_pad_adjust_restore", + "Image_pad_keep", + "Image_precision_Converter", + "Image_safe_size", + "Image_smooth_blur", + "Image_solo_crop", + "Image_solo_crop2", + "Image_solo_stitch", + "Image_target_adjust", + "Image_transform_layer", + "Image_transform_layer_adv", + "Mask_BodySegment", + "Mask_ClothesSegment", + "Mask_Detect_label", + "Mask_FaceSegment", + "Mask_Remove_bg", + "Mask_Remove_bg2", + "Mask_image2mask", + "Mask_math", + "Mask_simple_adjust", + "Mask_splitMask", + "Mask_splitMask_by_color", + "Mask_split_mulMask", + "Mask_transform_sum", + "Model_Preset_Unpack", + "Model_Preset_pack", + "Scheduler_CondNoise", + "Scheduler_MixScheduler", + "Stack_CN_union", + "Stack_CN_union3", + "Stack_ControlNet", + "Stack_EmbossAndFill", + "Stack_GradientAndStroke", + "Stack_IPA", + "Stack_Kontext_MulCondi", + "Stack_Kontext_MulImg", + "Stack_Ksampler_adv", + "Stack_Ksampler_basic", + "Stack_Ksampler_custom", + "Stack_Ksampler_dual_paint", + "Stack_Ksampler_highAndLow", + "Stack_Ksampler_refine", + "Stack_LoRA", + "Stack_Redux", + "Stack_ShadowAndGlow", + "Stack_VAEDecodeTiled", + "Stack_Wan22FunControlToVideo", + "Stack_WanAnimateToVideo", + "Stack_WanCameraImageToVideo", + "Stack_WanFirstLastFrameToVideo", + "Stack_WanFunControlToVideo", + "Stack_WanFunInpaintToVideo", + "Stack_WanHuMoImageToVideo", + "Stack_WanImageToVideo", + "Stack_WanPhantomSubjectToVideo", + "Stack_WanSoundImageToVideo", + "Stack_WanSoundImageToVideoExtend", + "Stack_WanTrackToVideo", + "Stack_WanVaceToVideo", + "Stack_adv_CN", + "Stack_condi", + "Stack_inpaint", + "Stack_ksampler_tile", + "Stack_latent", + "Stack_pre_Mark2", + "Stack_sample_data", + "Stack_text", + "basicIn_Boolean", + "basicIn_Remap_slide", + "basicIn_Sampler", + "basicIn_Scheduler", + "basicIn_Seed", + "basicIn_float", + "basicIn_input", + "basicIn_int", + "basicIn_string", + "basic_Ksampler_adv", + "basic_Ksampler_custom", + "basic_Ksampler_full", + "basic_Ksampler_low_gpu", + "basic_Ksampler_mid", + "basic_Ksampler_simple", + "batch_BatchSlice", + "batch_MergeBatch", + "chx_IPA_XL", + "chx_IPA_adv", + "chx_IPA_apply_combine", + "chx_IPA_basic", + "chx_IPA_faceID", + "chx_IPA_faceID_adv", + "chx_IPA_region_combine", + "chx_Ksampler_Kontext", + "chx_Ksampler_Kontext_adv", + "chx_Ksampler_Kontext_inpaint", + "chx_Ksampler_VisualStyle", + "chx_Ksampler_dual_area", + "chx_Ksampler_dual_paint", + "chx_Ksampler_highAndLow", + "chx_Ksampler_inpaint", + "chx_Ksampler_mix", + "chx_Ksampler_refine", + "chx_YC_LG_Redux", + "chx_input_data", + "chx_ksampler_Deforum_sch", + "chx_ksampler_tile", + "chx_latent_adjust", + "color_Fragment", + "color_OneColor_keep", + "color_OneColor_replace", + "color_RadiaBrightGradient", + "color_TransforTool", + "color_adjust_HDR", + "color_adjust_HSL", + "color_balance_adv", + "color_brightGradient", + "color_match_adv", + "color_select", + "create_AD_mask", + "create_Mask_match_shape", + "create_Mask_match_shape2", + "create_Mask_visual_tag", + "create_RadialGradient", + "create_any_List", + "create_any_batch", + "create_image_batch", + "create_lineGradient", + "create_mask_array", + "create_mask_batch", + "create_mask_solo", + "create_mulcolor_img", + "excel_Prompter", + "excel_Qwen_camera", + "excel_VedioPrompt", + "excel_column_diff", + "excel_insert_image", + "excel_insert_image_easy", + "excel_qwen_artistic", + "excel_qwen_font", + "excel_read", + "excel_read_easy", + "excel_roles", + "excel_row_diff", + "excel_search_data", + "excel_write_data", + "excel_write_data_easy", + "flow_BooleanSwitch", + "flow_QueueTrigger", + "flow_auto_pixel", + "flow_bridge_image", + "flow_case_tentor", + "flow_createbatch", + "flow_forEnd", + "flow_forStart", + "flow_judge_input", + "flow_judge_output", + "flow_low_gpu", + "flow_sch_control", + "flow_switch_input", + "flow_switch_output", + "flow_tensor_Unify", + "flow_whileEnd", + "flow_whileStart", + "img_effect_CircleWarp", + "img_effect_Liquify", + "img_effect_Stretch", + "img_effect_WaveWarp", + "latent_Image2Noise", + "latent_chx_noise", + "lay_ImageGrid", + "lay_MaskGrid", + "lay_edge_cut", + "lay_image_grid_note", + "lay_images_free_layout", + "lay_mul_image", + "lay_text_sum", + "lay_text_sum_mul", + "list_ListSlice", + "list_MergeList", + "list_Value", + "list_num_range", + "load_GGUF", + "load_Nanchaku", + "math_Remap_data", + "math_calculate", + "model_Style_Align", + "model_tool_assy", + "pack_Pack", + "pack_Unpack", + "param_preset_Unpack", + "param_preset_pack", + "photoshop_preset_Unpack", + "photoshop_preset_pack", + "pre_Kontext", + "pre_Kontext_mul_Image", + "pre_Kontext_mul_mask", + "pre_QwenEdit", + "pre_USO", + "pre_Unit_PromptWeight", + "pre_ZImageInpaint_patch", + "pre_advanced_condi_merge", + "pre_controlnet", + "pre_controlnet_union", + "pre_guide", + "pre_ic_light_sd15", + "pre_inpaint_sum", + "pre_latent_light", + "pre_mul_Mulcondi", + "pre_mul_ref_latent", + "pre_qwen_controlnet", + "pre_sample_data", + "sampler_DynamicTileMerge", + "sampler_DynamicTileSplit", + "sampler_enhance", + "sch_Prompt", + "sch_Value", + "sch_image", + "sch_mask", + "sch_split_text", + "sch_text", + "scheduler_ModelAligned", + "scheduler_interactive_sigmas", + "scheduler_manual_sigmas", + "scheduler_sigmas2Graph", + "stack_Mask2color", + "sum_Ksampler", + "sum_TextEncode", + "sum_create_chx", + "sum_editor", + "sum_latent", + "sum_load_adv", + "sum_load_simple", + "sum_lora", + "sum_stack_AD", + "sum_stack_Kontext", + "sum_stack_QwenEditPlus", + "sum_stack_Wan", + "sum_stack_flux2_Klein", + "sum_stack_image", + "text_Splitter", + "text_StrMatrix", + "text_converter", + "text_filter", + "text_list_combine", + "text_loadText", + "text_modifier", + "text_mul_Join", + "text_mul_Split", + "text_saveText", + "text_sum", + "text_wildcards", + "texture_Ksampler", + "texture_Offset", + "texture_apply", + "texture_create", + "texture_render", + "type_AnyCast", + "type_AnyIndex", + "type_BasiPIPE", + "type_BatchToList", + "type_ImageAlphaSplit", + "type_Image_Batch2List", + "type_Image_List2Batch", + "type_Image_List2Batch_adv", + "type_ListToBatch", + "type_Mask_Batch2List", + "type_Mask_List2Batch", + "unpack_box2", + "view_Data", + "view_GetLength", + "view_GetShape", + "view_GetWidgetsValues", + "view_Mask_And_Img", + "view_Primitive", + "view_bridge_Text", + "view_bridge_image", + "view_combo", + "view_mask", + "view_mulView" + ], + { + "title_aux": "ComfyUI-Apt_Preset" + } + ], + "https://github.com/casc1701/ComfyUI_OverlayFrameNumber": [ + [ + "OverlayFrameNumber" + ], + { + "title_aux": "ComfyUI_OverlayFrameNumber" + } + ], + "https://github.com/casterpollux/MiniMax-bmo": [ + [ + "MinimaxRemoverBMO" + ], + { + "nodename_pattern": "MiniMax.*BMO|BMO.*MiniMax", + "title_aux": "MiniMax Video Object Remover Suite" + } + ], + "https://github.com/catboxanon/comfyui_stealth_pnginfo": [ + [ + "CatboxAnonSaveImageStealth" + ], + { + "title_aux": "comfyui_stealth_pnginfo" + } + ], + "https://github.com/cathodeDreams/comfyui-azul-scripts": [ + [ + "SaveImageAsJPG", + "WeightedConditioningAverage" + ], + { + "title_aux": "comfyui-azul-scripts" + } + ], + "https://github.com/cdb-boop/ComfyUI-Bringing-Old-Photos-Back-to-Life": [ + [ + "BOPBTL_BlendFaces", + "BOPBTL_DetectEnhanceBlendFaces", + "BOPBTL_DetectFaces", + "BOPBTL_EnhanceFaces", + "BOPBTL_EnhanceFacesAdvanced", + "BOPBTL_LoadFaceDetectorModel", + "BOPBTL_LoadFaceEnhancerModel", + "BOPBTL_LoadRestoreOldPhotosModel", + "BOPBTL_LoadScratchMaskModel", + "BOPBTL_RestoreOldPhotos", + "BOPBTL_ScratchMask" + ], + { + "title_aux": "ComfyUI Bringing Old Photos Back to Life" + } + ], + "https://github.com/cdb-boop/comfyui-image-round": [ + [ + "ComfyUI_Image_Round__CircularCrop", + "ComfyUI_Image_Round__ImageCropAdvanced", + "ComfyUI_Image_Round__ImageRound", + "ComfyUI_Image_Round__ImageRoundAdvanced" + ], + { + "title_aux": "comfyui-image-round" + } + ], + "https://github.com/cdxOo/comfyui-text-node-with-comments": [ + [ + "text-node-with-comments" + ], + { + "title_aux": "Text Node With Comments (@cdxoo)" + } + ], + "https://github.com/cedarconnor/ComfyUI-DreamCube": [ + [ + "ApplyDepthToCubemapFace", + "BatchCubemapDepth", + "CreateEmptyCubemap", + "CubemapInfo", + "CubemapPreview", + "CubemapSeamValidator", + "CubemapToEquirect", + "EnforceDepthConsistency", + "EquirectToCubemap", + "ExtractCubemapFace", + "ExtractDepthChannel", + "InsertCubemapFace", + "MergeCubemapDepth", + "NormalizeCubemapDepth", + "SmoothCubemapDepth" + ], + { + "title_aux": "ComfyUI-DreamCube" + } + ], + "https://github.com/cedarconnor/ComfyUI-Skeletonretarget": [ + [ + "ApplyRetargetTransform", + "ComputeRetargetTransform", + "ExtractSkeletonFromPose", + "SkeletonToOpenPoseImage" + ], + { + "title_aux": "ComfyUI-Skeletonretarget" + } + ], + "https://github.com/cedarconnor/comfyui-BatchNameLoop": [ + [ + "Batch Image Iterator", + "Batch Image Loader", + "Batch Image Saver", + "Batch Image Single Saver" + ], + { + "title_aux": "ComfyUI Batch Name Loop" + } + ], + "https://github.com/cedarconnor/comfyui-LatLong": [ + [ + "Cubemap Faces Extract", + "Cubemap To Equirectangular", + "Cubemap To Equirectangular (Flexible)", + "Equirectangular Crop 180", + "Equirectangular Crop Square", + "Equirectangular Edge Blender", + "Equirectangular Mirror Flip", + "Equirectangular Perspective Extract", + "Equirectangular Processor", + "Equirectangular Resize", + "Equirectangular Rotate", + "Equirectangular Rotate Preset", + "Equirectangular To Cubemap", + "Equirectangular To Cubemap (Flexible)", + "LatLong Apply Circular Padding Model", + "LatLong Apply Circular Padding VAE", + "LatLong Create Pole Mask", + "LatLong Create Seam Mask", + "LatLong Outpaint Setup", + "LatLong Outpaint Stitch", + "LatLong Roll Image", + "LatLong Roll Mask", + "LatLong Split Cubemap Faces", + "LatLong Stack Cubemap Faces", + "PanoramaVideoViewerNode", + "PanoramaViewerNode" + ], + { + "title_aux": "ComfyUI LatLong - Equirectangular Image Processing Nodes" + } + ], + "https://github.com/cedarconnor/upsampler": [ + [ + "Upsampler Dynamic Upscale", + "Upsampler Precise Upscale", + "Upsampler Smart Upscale" + ], + { + "title_aux": "ComfyUI Upsampler Nodes" + } + ], + "https://github.com/celoron/ComfyUI-VisualQueryTemplate": [ + [ + "VisualQueryTemplateNode" + ], + { + "title_aux": "ComfyUI-VisualQueryTemplate" + } + ], + "https://github.com/celsojr2013/comfyui_jamworks_client": [ + [ + "Jamworks Download", + "Jamworks Login", + "Jamworks_Download", + "Jamworks_Login", + "Shell Command", + "Shell_Command" + ], + { + "title_aux": "comfyui_jamworks_client" + } + ], + "https://github.com/celsojr2013/comfyui_simpletools": [ + [ + "GoogleTranslator", + "Parameters", + "ResolutionSolver" + ], + { + "title_aux": "ComfyUI SimpleTools Suit" + } + ], + "https://github.com/cenzijing/ComfyUI-Markmap": [ + [ + "MarkmapNode", + "ReadHtmlNode" + ], + { + "title_aux": "ComfyUI-Markmap" + } + ], + "https://github.com/cerspense/ComfyUI_cspnodes": [ + [ + "CountTextLines", + "DepthToNormalMap", + "GetLastFrameFromBatch", + "GetMP4Prompt", + "ImageDirIterator", + "IncrementEveryN", + "Modelscopet2v", + "Modelscopev2v", + "RemapRange", + "RemoveBlankLines", + "ResizeByImage", + "SplitImageChannels", + "VidDirIterator" + ], + { + "title_aux": "cspnodes" + } + ], + "https://github.com/ceruleandeep/ComfyUI-LLaVA-Captioner": [ + [ + "LlavaCaptioner" + ], + { + "title_aux": "ComfyUI LLaVA Captioner" + } + ], + "https://github.com/cganimitta/ComfyUI_CGAnimittaTools": [ + [ + "CGA_BlackBorderCrop", + "CGA_BlenderBridge", + "CGA_ColorToGrayscale", + "CGA_ExtractFromList", + "CGA_FrameExtraction\ud83c\udf9e\ufe0f", + "CGA_ListSubfolders", + "CGA_NegativeSelector", + "CGA_TxtReaderNode" + ], + { + "title_aux": "ComfyUI_CGAnimittaTools" + } + ], + "https://github.com/chakib-belgaid/ComfyUI-autosize": [ + [ + "CustomAutoSize", + "SDXLAutoSize" + ], + { + "title_aux": "ComfyUI-autosize" + } + ], + "https://github.com/chakib-belgaid/Comfyui_Prompt_styler": [ + [ + "Prompt_Styler" + ], + { + "title_aux": "ComfyUI Style Plugin" + } + ], + "https://github.com/chameleon-ai/comfyui_momo": [ + [ + "MoMo" + ], + { + "title_aux": "comfyui_momo" + } + ], + "https://github.com/chandlergis/ComfyUI-IMG_Query": [ + [ + "ImageRequestNode" + ], + { + "title_aux": "ComfyUI-IMG_Query" + } + ], + "https://github.com/chandlergis/ComfyUI_EmojiOverlay": [ + [ + "Image Emoji Overlay" + ], + { + "title_aux": "ComfyUI_EmojiOverlay" + } + ], + "https://github.com/changwook987/ComfyUI-Small-Utility": [ + [ + "Eval", + "RandomEmptyLatent" + ], + { + "title_aux": "ComfyUI-Small-Utility" + } + ], + "https://github.com/chaojie/ComfyUI-AniPortrait": [ + [ + "AniPortraitLoader", + "AniPortraitRun", + "Box2Video", + "CoverVideo", + "MaskList2Video" + ], + { + "title_aux": "ComfyUI-AniPortrait" + } + ], + "https://github.com/chaojie/ComfyUI-CameraCtrl-Wrapper": [ + [ + "CameraBasic", + "CameraCombine", + "CameraCtrlLoader", + "CameraCtrlRun", + "CameraJoin", + "CameraTrajectory" + ], + { + "title_aux": "ComfyUI-CameraCtrl-Wrapper" + } + ], + "https://github.com/chaojie/ComfyUI-Champ": [ + [ + "ChampLoader", + "ChampRun", + "ImageCombineOneColumn", + "ImageCombineOneRow" + ], + { + "title_aux": "ComfyUI-Champ" + } + ], + "https://github.com/chaojie/ComfyUI-DragAnything": [ + [ + "DragAnythingLoader", + "DragAnythingPipelineRun", + "DragAnythingPipelineRunRandom", + "DragAnythingRun", + "DragAnythingRunRandom", + "LoadText", + "SaveText", + "VHS_FILENAMES_STRING" + ], + { + "title_aux": "ComfyUI-DragAnything" + } + ], + "https://github.com/chaojie/ComfyUI-DragNUWA": [ + [ + "BrushMotion", + "CompositeMotionBrush", + "CompositeMotionBrushWithoutModel", + "DragNUWA Run", + "DragNUWA Run MotionBrush", + "Get First Image", + "Get Last Image", + "InstantCameraMotionBrush", + "InstantObjectMotionBrush", + "Load CheckPoint DragNUWA", + "Load MotionBrush From Optical Flow", + "Load MotionBrush From Optical Flow Directory", + "Load MotionBrush From Optical Flow Without Model", + "Load MotionBrush From Tracking Points", + "Load MotionBrush From Tracking Points Without Model", + "Load Pose KeyPoints", + "Loop", + "LoopEnd_IMAGE", + "LoopStart_IMAGE", + "Split Tracking Points" + ], + { + "title_aux": "ComfyUI-DragNUWA" + } + ], + "https://github.com/chaojie/ComfyUI-DynamiCrafter": [ + [ + "DynamiCrafter Simple", + "DynamiCrafterInterp Simple", + "DynamiCrafterInterpLoader", + "DynamiCrafterLoader" + ], + { + "title_aux": "ComfyUI-DynamiCrafter" + } + ], + "https://github.com/chaojie/ComfyUI-EasyAnimate": [ + [ + "EasyAnimateLoader", + "EasyAnimateRun" + ], + { + "title_aux": "ComfyUI-EasyAnimate" + } + ], + "https://github.com/chaojie/ComfyUI-Gemma": [ + [ + "GemmaLoader", + "GemmaRun" + ], + { + "title_aux": "ComfyUI-Gemma" + } + ], + "https://github.com/chaojie/ComfyUI-I2VGEN-XL": [ + [ + "I2VGEN-XL Simple", + "Modelscope Pipeline Loader" + ], + { + "title_aux": "ComfyUI-I2VGEN-XL" + } + ], + "https://github.com/chaojie/ComfyUI-Img2Img-Turbo": [ + [ + "Img2ImgTurboEdgeLoader", + "Img2ImgTurboEdgeRun", + "Img2ImgTurboSketchLoader", + "Img2ImgTurboSketchRun" + ], + { + "title_aux": "ComfyUI-Img2Img-Turbo" + } + ], + "https://github.com/chaojie/ComfyUI-LaVIT": [ + [ + "VHS_FILENAMES_STRING_LaVIT", + "VideoLaVITI2I", + "VideoLaVITI2V", + "VideoLaVITI2VLong", + "VideoLaVITLoader", + "VideoLaVITT2V", + "VideoLaVITT2VLong", + "VideoLaVITUnderstandingImage", + "VideoLaVITUnderstandingLoader", + "VideoLaVITUnderstandingVideo", + "VideoLaVITVideoDetokenizerLoader", + "VideoLaVITVideoReconstruction" + ], + { + "title_aux": "ComfyUI-LaVIT" + } + ], + "https://github.com/chaojie/ComfyUI-LightGlue": [ + [ + "LightGlue Loader", + "LightGlue Simple", + "LightGlue Simple Multi" + ], + { + "title_aux": "ComfyUI-LightGlue" + } + ], + "https://github.com/chaojie/ComfyUI-Moore-AnimateAnyone": [ + [ + "Moore-AnimateAnyone Denoising Unet", + "Moore-AnimateAnyone Image Encoder", + "Moore-AnimateAnyone Pipeline Loader", + "Moore-AnimateAnyone Pose Guider", + "Moore-AnimateAnyone Reference Unet", + "Moore-AnimateAnyone Simple", + "Moore-AnimateAnyone VAE" + ], + { + "title_aux": "ComfyUI-Moore-AnimateAnyone" + } + ], + "https://github.com/chaojie/ComfyUI-Motion-Vector-Extractor": [ + [ + "Motion Vector Extractor", + "VideoCombineThenPath" + ], + { + "title_aux": "ComfyUI-Motion-Vector-Extractor" + } + ], + "https://github.com/chaojie/ComfyUI-MotionCtrl": [ + [ + "Load Motion Camera Preset", + "Load Motion Traj Preset", + "Load Motionctrl Checkpoint", + "Motionctrl Cond", + "Motionctrl Sample", + "Motionctrl Sample Simple", + "Select Image Indices" + ], + { + "title_aux": "ComfyUI-MotionCtrl" + } + ], + "https://github.com/chaojie/ComfyUI-MotionCtrl-SVD": [ + [ + "Load Motionctrl-SVD Camera Preset", + "Load Motionctrl-SVD Checkpoint", + "Motionctrl-SVD Sample Simple" + ], + { + "title_aux": "ComfyUI-MotionCtrl-SVD" + } + ], + "https://github.com/chaojie/ComfyUI-MuseTalk": [ + [ + "MuseTalkCupAudio", + "MuseTalkRun", + "VHS_FILENAMES_STRING_MuseTalk" + ], + { + "title_aux": "ComfyUI-MuseTalk" + } + ], + "https://github.com/chaojie/ComfyUI-MuseV": [ + [ + "MuseVRun", + "MuseVRunVid2Vid", + "VHS_FILENAMES_STRING_MuseV" + ], + { + "author": "infguo", + "title_aux": "ComfyUI-MuseV" + } + ], + "https://github.com/chaojie/ComfyUI-Open-Sora": [ + [ + "OpenSoraLoader", + "OpenSoraRun", + "OpenSoraSampler" + ], + { + "title_aux": "ComfyUI-Open-Sora" + } + ], + "https://github.com/chaojie/ComfyUI-Open-Sora-Plan": [ + [ + "OpenSoraPlanDecode", + "OpenSoraPlanLoader", + "OpenSoraPlanRun", + "OpenSoraPlanSample" + ], + { + "title_aux": "ComfyUI-Open-Sora-Plan" + } + ], + "https://github.com/chaojie/ComfyUI-Panda3d": [ + [ + "Panda3dAmbientLight", + "Panda3dAttachNewNode", + "Panda3dBase", + "Panda3dDirectionalLight", + "Panda3dLoadDepthModel", + "Panda3dLoadModel", + "Panda3dLoadTexture", + "Panda3dModelMerge", + "Panda3dTest", + "Panda3dTextureMerge" + ], + { + "title_aux": "ComfyUI-Panda3d" + } + ], + "https://github.com/chaojie/ComfyUI-Pymunk": [ + [ + "PygameRun", + "PygameSurface", + "PymunkDynamicBox", + "PymunkDynamicCircle", + "PymunkRun", + "PymunkShapeMerge", + "PymunkSpace", + "PymunkStaticLine" + ], + { + "title_aux": "ComfyUI-Pymunk" + } + ], + "https://github.com/chaojie/ComfyUI-RAFT": [ + [ + "Load MotionBrush", + "RAFT Run", + "Save MotionBrush", + "VizMotionBrush" + ], + { + "title_aux": "ComfyUI-RAFT" + } + ], + "https://github.com/chaojie/ComfyUI-SimDA": [ + [ + "SimDALoader", + "SimDARun", + "SimDATrain", + "VHS_FILENAMES_STRING_SimDA" + ], + { + "title_aux": "ComfyUI-SimDA" + } + ], + "https://github.com/chaojie/ComfyUI-Trajectory": [ + [ + "Trajectory_Canvas_Tab" + ], + { + "author": "Lerc", + "description": "This extension provides a full page image editor with mask support. There are two nodes, one to receive images from the editor and one to send images to the editor.", + "nickname": "Canvas Tab", + "title": "Canvas Tab", + "title_aux": "ComfyUI-Trajectory" + } + ], + "https://github.com/chaojie/ComfyUI-Video-Editing-X-Attention": [ + [ + "StringList", + "VEXAGuidance", + "VEXALoader", + "VEXARun" + ], + { + "title_aux": "ComfyUI-Video-Editing-X-Attention" + } + ], + "https://github.com/chaojie/ComfyUI-dust3r": [ + [ + "CameraPoseVideo", + "Dust3rLoader", + "Dust3rRun" + ], + { + "title_aux": "ComfyUI-dust3r" + } + ], + "https://github.com/chaojie/ComfyUI_StreamingT2V": [ + [ + "LoadText_StreamingT2V", + "PromptTravelIndex", + "SaveText_StreamingT2V", + "StreamingT2VLoaderAnimateDiff", + "StreamingT2VLoaderAnimateDiffModel", + "StreamingT2VLoaderEnhanceModel", + "StreamingT2VLoaderModelscopeModel", + "StreamingT2VLoaderModelscopeT2V", + "StreamingT2VLoaderSVD", + "StreamingT2VLoaderSVDModel", + "StreamingT2VLoaderStreamModel", + "StreamingT2VLoaderVidXTendModel", + "StreamingT2VRunEnhanceStep", + "StreamingT2VRunI2V", + "StreamingT2VRunLongStep", + "StreamingT2VRunLongStepVidXTendPipeline", + "StreamingT2VRunLongStepVidXTendPipelineCustomRef", + "StreamingT2VRunLongStepVidXTendPipelineCustomRefOutExtendOnly", + "StreamingT2VRunLongStepVidXTendPipelinePromptTravel", + "StreamingT2VRunShortStepAnimateDiff", + "StreamingT2VRunShortStepModelscopeT2V", + "StreamingT2VRunShortStepSVD", + "StreamingT2VRunT2V", + "VHS_FILENAMES_STRING_StreamingT2V" + ], + { + "title_aux": "ComfyUI_StreamingT2V" + } + ], + "https://github.com/chaosaiart/Chaosaiart-Nodes": [ + [ + "chaosaiart_Any_Switch", + "chaosaiart_Any_Switch_Big_Number", + "chaosaiart_Any_Switch_small", + "chaosaiart_AutoNone_Switch_small", + "chaosaiart_CheckpointLoader", + "chaosaiart_CheckpointPrompt", + "chaosaiart_CheckpointPrompt2", + "chaosaiart_CheckpointPrompt_Frame", + "chaosaiart_CheckpointPrompt_FrameMixer", + "chaosaiart_ControlNetApply", + "chaosaiart_ControlNetApply2", + "chaosaiart_ControlNetApply3", + "chaosaiart_Denoising_Switch", + "chaosaiart_EmptyLatentImage", + "chaosaiart_FramePromptCLIPEncode", + "chaosaiart_Frame_Switch", + "chaosaiart_KSampler1", + "chaosaiart_KSampler2", + "chaosaiart_KSampler3", + "chaosaiart_KSampler_a1", + "chaosaiart_KSampler_a1a", + "chaosaiart_KSampler_a2", + "chaosaiart_KSampler_expert_1", + "chaosaiart_Ksampler_attribut", + "chaosaiart_Load_Image_Batch", + "chaosaiart_Load_Image_Batch_2img", + "chaosaiart_MainPromptCLIPEncode", + "chaosaiart_Number", + "chaosaiart_Number2", + "chaosaiart_Number_Counter", + "chaosaiart_Number_Switch", + "chaosaiart_Prompt", + "chaosaiart_Prompt_Frame", + "chaosaiart_Prompt_mixer_byFrame", + "chaosaiart_SaveImage", + "chaosaiart_Show_Info", + "chaosaiart_Simple_Prompt", + "chaosaiart_TextCLIPEncode", + "chaosaiart_TextCLIPEncode_lora", + "chaosaiart_adjust_color", + "chaosaiart_any_array2input_1Input", + "chaosaiart_any_array2input_all_big", + "chaosaiart_any_array2input_all_small", + "chaosaiart_any_input2array_big", + "chaosaiart_any_input2array_small", + "chaosaiart_controlnet_weidgth", + "chaosaiart_convert", + "chaosaiart_convert_Prompt", + "chaosaiart_deepseek_fix", + "chaosaiart_forPreview", + "chaosaiart_img2gif", + "chaosaiart_img2video", + "chaosaiart_lora", + "chaosaiart_lora_advanced", + "chaosaiart_merge_Folders", + "chaosaiart_oneNode", + "chaosaiart_reloadAny_Load", + "chaosaiart_reloadAny_Save", + "chaosaiart_reloadIMG_Load", + "chaosaiart_reloadIMG_Save", + "chaosaiart_reloadLatent_Load", + "chaosaiart_reloadLatent_Save", + "chaosaiart_restarter", + "chaosaiart_restarter_advanced", + "chaosaiart_video2img1", + "chaosaiart_zoom_frame" + ], + { + "title_aux": "Chaosaiart-Nodes" + } + ], + "https://github.com/charlyad142/ComfyUI_Charly_FitToAspectNode": [ + [ + "Charly FitToAspectNode" + ], + { + "title_aux": "ComfyUI Charly FitToAspectNode" + } + ], + "https://github.com/charlyad142/ComfyUI_bfl_api_pro_nodes": [ + [ + "BFL Flux 2 Flex", + "BFL Flux 2 Pro", + "BFL Flux Kontext", + "BFL Flux Ultra", + "BFL Image Expander", + "BFL Image Generator", + "BFL Inpainting" + ], + { + "title_aux": "ComfyUI BFL API Pro Nodes" + } + ], + "https://github.com/charlyad142/comfyUI_charly_replicate_api": [ + [ + "Replicate Qwen Image Edit", + "Replicate Qwen Image Edit Plus", + "Replicate SeedEdit", + "Replicate Seedream4" + ], + { + "title_aux": "ComfyUI Replicate Image Generation & Edit" + } + ], + "https://github.com/chaserhkj/ComfyUI-Chaser-nodes": [ + [ + "EvalFloatExpr", + "EvalIntExpr", + "LoadImageFromWebDAV", + "MergeData", + "PromptFormatter", + "PromptTemplate", + "RegisterTemplate", + "SetData", + "TemplateFileLoader", + "UploadImagesToWebDAV", + "UploadMP4ToWebDAV", + "UploadWebMToWebDAV", + "YAMLData", + "YAMLFileLoader" + ], + { + "title_aux": "Chaser's Custom Nodes" + } + ], + "https://github.com/chchchadzilla/ComfyUI-ChomfyNodes": [ + [ + "ChomfyDetailedLogger", + "ChomfyMegaPrompt", + "ChomfyUniversalCounter", + "ChomfyUniversalNoise" + ], + { + "title_aux": "ComfyUI-ChomfyNodes" + } + ], + "https://github.com/checkbins/checkbin-comfy": [ + [ + "Checkbin Get Image Bin", + "Checkbin Get String Bin", + "Checkbin Save Image Bin", + "Checkbin Save String Bin", + "Checkbin Start Run", + "Checkbin Submit Bin" + ], + { + "title_aux": "checkbin-comfy" + } + ], + "https://github.com/chenbaiyujason/ComfyUI_StepFun": [ + [ + "CombineStrings", + "JSONParser", + "StepFunClient", + "TextImageChat", + "VideoChat", + "VideoFileUploader" + ], + { + "title_aux": "ComfyUI-SCStepFun" + } + ], + "https://github.com/chenlongming/ComfyUI_Spectral": [ + [ + "Calculate", + "KMeans", + "LoadEnvi", + "LoadSpectral", + "Plot" + ], + { + "title_aux": "ComfyUI_Spectral" + } + ], + "https://github.com/chenpipi0807/ComfyUI-Index-TTS": [ + [ + "AudioCleanupNode", + "IndexTTS2BaseNode", + "IndexTTS2CacheControlNode", + "IndexTTS2EmotionAudioNode", + "IndexTTS2EmotionTextNode", + "IndexTTS2EmotionVectorNode", + "IndexTTS2ProNode", + "IndexTTSNode", + "IndexTTSProNode", + "NovelTextStructureNode", + "TimbreAudioLoader" + ], + { + "author": "ComfyUI-Index-TTS", + "description": "ComfyUI\u63a5\u53e3\u7684\u5de5\u4e1a\u7ea7\u96f6\u6837\u672c\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\u7cfb\u7edf", + "title": "IndexTTS for ComfyUI", + "title_aux": "ComfyUI-Index-TTS" + } + ], + "https://github.com/chenpipi0807/ComfyUI_NSFW_Godie": [ + [ + "NSFWFilterNode" + ], + { + "title_aux": "ComfyUI NSFW Filter" + } + ], + "https://github.com/chenpipi0807/Comfyui-CustomizeTextEncoder-Qwen-image": [ + [ + "TextEncodeQwenImageEditEnhanced", + "TextEncodeQwenImageT2ICustom" + ], + { + "title_aux": "Comfyui-CustomizeTextEncoder-Qwen-image" + } + ], + "https://github.com/chenpipi0807/PIP_ArtisticWords": [ + [ + "PIP Artistic Text Generator", + "PIP ArtisticWords Fusion", + "PIP ColorPicker", + "PIP SVG Recorder", + "PIP Text Preview", + "PIPAdvancedColorAnalyzer", + "PIPColorPicker", + "PIPColorWheel" + ], + { + "title_aux": "PIP Artistic Words for ComfyUI" + } + ], + "https://github.com/cherninlab/logo-generator-comfyui": [ + [ + "GoogleFontsLogo" + ], + { + "title_aux": "Logo Generator Node for ComfyUI" + } + ], + "https://github.com/chesnokovivan/ComfyUI-Novakid": [ + [ + "Novakid Styler" + ], + { + "title_aux": "ComfyUI-Novakid" + } + ], + "https://github.com/chflame163/ComfyUI_CatVTON_Wrapper": [ + [ + "CatVTONWrapper" + ], + { + "author": "chflame", + "description": "CatVTON warpper for ComfyUI", + "nickname": "CatVTON_Wrapper", + "title": "CatVTON_Wrapper", + "title_aux": "ComfyUI_CatVTON_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_CogView4_Wrapper": [ + [ + "CogView4" + ], + { + "title_aux": "ComfyUI_CogView4_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_FaceSimilarity": [ + [ + "Face Similarity" + ], + { + "title_aux": "ComfyUI Face Similarity" + } + ], + "https://github.com/chflame163/ComfyUI_Janus_Wrapper": [ + [ + "JanusImage2Text", + "JanusTextToImage", + "LoadJanusModel" + ], + { + "title_aux": "ComfyUI_Janus_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_LayerStyle": [ + [ + "LayerColor: AutoAdjust", + "LayerColor: AutoAdjustV2", + "LayerColor: AutoBrightness", + "LayerColor: Brightness & Contrast", + "LayerColor: BrightnessContrastV2", + "LayerColor: Color of Shadow & Highlight", + "LayerColor: ColorAdapter", + "LayerColor: ColorBalance", + "LayerColor: ColorTemperature", + "LayerColor: ColorofShadowHighlightV2", + "LayerColor: Exposure", + "LayerColor: Gamma", + "LayerColor: HSV", + "LayerColor: LAB", + "LayerColor: LUT Apply", + "LayerColor: Levels", + "LayerColor: Negative", + "LayerColor: RGB", + "LayerColor: YUV", + "LayerFilter: AddGrain", + "LayerFilter: ChannelShake", + "LayerFilter: ColorMap", + "LayerFilter: DistortDisplace", + "LayerFilter: Film", + "LayerFilter: FilmV2", + "LayerFilter: GaussianBlur", + "LayerFilter: GaussianBlurV2", + "LayerFilter: HDREffects", + "LayerFilter: HalfTone", + "LayerFilter: LightLeak", + "LayerFilter: MotionBlur", + "LayerFilter: Sharp & Soft", + "LayerFilter: SkinBeauty", + "LayerFilter: SoftLight", + "LayerFilter: WaterColor", + "LayerMask: BlendIf Mask", + "LayerMask: CreateGradientMask", + "LayerMask: DrawRoundedRectangle", + "LayerMask: ImageToMask", + "LayerMask: LoadSegformerModel", + "LayerMask: MaskBoxDetect", + "LayerMask: MaskBoxExtend", + "LayerMask: MaskByColor", + "LayerMask: MaskEdgeShrink", + "LayerMask: MaskEdgeUltraDetail", + "LayerMask: MaskEdgeUltraDetail V2", + "LayerMask: MaskEdgeUltraDetail V3", + "LayerMask: MaskGradient", + "LayerMask: MaskGrain", + "LayerMask: MaskGrow", + "LayerMask: MaskInvert", + "LayerMask: MaskMotionBlur", + "LayerMask: MaskPreview", + "LayerMask: MaskStroke", + "LayerMask: PixelSpread", + "LayerMask: RemBgUltra", + "LayerMask: RmBgUltra V2", + "LayerMask: SegformerB2ClothesUltra", + "LayerMask: SegformerClothesPipelineLoader", + "LayerMask: SegformerClothesSetting", + "LayerMask: SegformerFashionPipelineLoader", + "LayerMask: SegformerFashionSetting", + "LayerMask: SegformerUltraV2", + "LayerMask: SegformerUltraV3", + "LayerMask: Shadow & Highlight Mask", + "LayerMask: ShadowHighlightMaskV2", + "LayerStyle: ColorOverlay", + "LayerStyle: ColorOverlay V2", + "LayerStyle: DropShadow", + "LayerStyle: DropShadow V2", + "LayerStyle: DropShadow V3", + "LayerStyle: Gradient Map", + "LayerStyle: GradientOverlay", + "LayerStyle: GradientOverlay V2", + "LayerStyle: InnerGlow", + "LayerStyle: InnerGlow V2", + "LayerStyle: InnerShadow", + "LayerStyle: InnerShadow V2", + "LayerStyle: OuterGlow", + "LayerStyle: OuterGlow V2", + "LayerStyle: Stroke", + "LayerStyle: Stroke V2", + "LayerUtility: AnyRerouter", + "LayerUtility: BatchSelector", + "LayerUtility: Boolean", + "LayerUtility: BooleanOperator", + "LayerUtility: BooleanOperatorV2", + "LayerUtility: CheckMask", + "LayerUtility: CheckMaskV2", + "LayerUtility: ChoiceTextPreset", + "LayerUtility: ColorImage", + "LayerUtility: ColorImage V2", + "LayerUtility: ColorName", + "LayerUtility: ColorPicker", + "LayerUtility: CropBoxResolve", + "LayerUtility: CropByMask", + "LayerUtility: CropByMask V2", + "LayerUtility: CropByMask V3", + "LayerUtility: ExtendCanvas", + "LayerUtility: ExtendCanvasV2", + "LayerUtility: Float", + "LayerUtility: FluxKontextImageScale", + "LayerUtility: GetImageSize", + "LayerUtility: GetMainColors", + "LayerUtility: GetMainColorsV2", + "LayerUtility: GradientImage", + "LayerUtility: GradientImage V2", + "LayerUtility: GrayValue", + "LayerUtility: HLFrequencyDetailRestore", + "LayerUtility: HSV Value", + "LayerUtility: ICMask", + "LayerUtility: ICMaskCropBack", + "LayerUtility: If", + "LayerUtility: ImageBatchToList", + "LayerUtility: ImageBlend", + "LayerUtility: ImageBlend V2", + "LayerUtility: ImageBlendAdvance", + "LayerUtility: ImageBlendAdvance V2", + "LayerUtility: ImageBlendAdvance V3", + "LayerUtility: ImageChannelMerge", + "LayerUtility: ImageChannelSplit", + "LayerUtility: ImageCombineAlpha", + "LayerUtility: ImageCompositeHandleMask", + "LayerUtility: ImageHub", + "LayerUtility: ImageListToBatch", + "LayerUtility: ImageMaskScaleAs", + "LayerUtility: ImageMaskScaleAsV2", + "LayerUtility: ImageOpacity", + "LayerUtility: ImageReel", + "LayerUtility: ImageReelComposit", + "LayerUtility: ImageRemoveAlpha", + "LayerUtility: ImageScaleByAspectRatio", + "LayerUtility: ImageScaleByAspectRatio V2", + "LayerUtility: ImageScaleRestore", + "LayerUtility: ImageScaleRestore V2", + "LayerUtility: ImageShift", + "LayerUtility: ImageTaggerSave", + "LayerUtility: ImageTaggerSaveV2", + "LayerUtility: Integer", + "LayerUtility: LayerImageTransform", + "LayerUtility: LayerMaskTransform", + "LayerUtility: LoadImagesFromPath", + "LayerUtility: LoadVQAModel", + "LayerUtility: NameToColor", + "LayerUtility: NanoBananaImageScale", + "LayerUtility: NumberCalculator", + "LayerUtility: NumberCalculatorV2", + "LayerUtility: PrintInfo", + "LayerUtility: PurgeVRAM", + "LayerUtility: PurgeVRAM V2", + "LayerUtility: QueueStop", + "LayerUtility: RGB Value", + "LayerUtility: RandomGenerator", + "LayerUtility: RandomGeneratorV2", + "LayerUtility: RestoreCropBox", + "LayerUtility: RoundedRectangle", + "LayerUtility: Seed", + "LayerUtility: SimpleTextImage", + "LayerUtility: String", + "LayerUtility: StringCondition", + "LayerUtility: SwitchCase", + "LayerUtility: TextBox", + "LayerUtility: TextImage", + "LayerUtility: TextImage V2", + "LayerUtility: TextJoin", + "LayerUtility: TextJoinV2", + "LayerUtility: TextPreseter", + "LayerUtility: VQAPrompt", + "LayerUtility: XY to Percent" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI Layer Style" + } + ], + "https://github.com/chflame163/ComfyUI_LayerStyle_Advance": [ + [ + "LayerMask: BBoxJoin", + "LayerMask: BenUltra", + "LayerMask: BiRefNetUltra", + "LayerMask: BiRefNetUltraV2", + "LayerMask: DrawBBoxMask", + "LayerMask: DrawBBoxMaskV2", + "LayerMask: EVFSAMUltra", + "LayerMask: Florence2Ultra", + "LayerMask: HumanPartsUltra", + "LayerMask: LoadBenModel", + "LayerMask: LoadBiRefNetModel", + "LayerMask: LoadBiRefNetModelV2", + "LayerMask: LoadFlorence2Model", + "LayerMask: LoadSAM2Model", + "LayerMask: LoadSegmentAnythingModels", + "LayerMask: MaskByDifferent", + "LayerMask: MediapipeFacialSegment", + "LayerMask: ObjectDetectorFL2", + "LayerMask: ObjectDetectorGemini", + "LayerMask: ObjectDetectorGeminiV2", + "LayerMask: ObjectDetectorMask", + "LayerMask: ObjectDetectorYOLO8", + "LayerMask: ObjectDetectorYOLOWorld", + "LayerMask: PersonMaskUltra", + "LayerMask: PersonMaskUltra V2", + "LayerMask: SAM2Ultra", + "LayerMask: SAM2UltraV2", + "LayerMask: SAM2VideoUltra", + "LayerMask: SegmentAnythingUltra", + "LayerMask: SegmentAnythingUltra V2", + "LayerMask: SegmentAnythingUltra V3", + "LayerMask: TransparentBackgroundUltra", + "LayerMask: YoloV8Detect", + "LayerUtility: AddBlindWaterMark", + "LayerUtility: Collage", + "LayerUtility: CreateQRCode", + "LayerUtility: DecodeQRCode", + "LayerUtility: DeepSeekAPI", + "LayerUtility: DeepSeekAPIV2", + "LayerUtility: Florence2Image2Prompt", + "LayerUtility: Gemini", + "LayerUtility: GeminiImageEdit", + "LayerUtility: GeminiV2", + "LayerUtility: GetColorTone", + "LayerUtility: GetColorToneV2", + "LayerUtility: ImageAutoCrop", + "LayerUtility: ImageAutoCrop V2", + "LayerUtility: ImageAutoCrop V3", + "LayerUtility: ImageRewardFilter", + "LayerUtility: JimengI2IAPI", + "LayerUtility: JoyCaption2", + "LayerUtility: JoyCaption2ExtraOptions", + "LayerUtility: JoyCaption2Split", + "LayerUtility: JoyCaptionBeta1", + "LayerUtility: JoyCaptionBeta1ExtraOptions", + "LayerUtility: LaMa", + "LayerUtility: LlamaVision", + "LayerUtility: LoadJoyCaption2Model", + "LayerUtility: LoadJoyCaptionBeta1Model", + "LayerUtility: LoadPSD", + "LayerUtility: LoadSmolLM2Model", + "LayerUtility: LoadSmolVLMModel", + "LayerUtility: PhiPrompt", + "LayerUtility: PromptEmbellish", + "LayerUtility: PromptTagger", + "LayerUtility: QWenImage2Prompt", + "LayerUtility: SD3NegativeConditioning", + "LayerUtility: SaveImagePlus", + "LayerUtility: SaveImagePlusV2", + "LayerUtility: ShowBlindWaterMark", + "LayerUtility: SmolLM2", + "LayerUtility: SmolVLM", + "LayerUtility: UserPromptGeneratorReplaceWord", + "LayerUtility: UserPromptGeneratorTxt2ImgPrompt", + "LayerUtility: UserPromptGeneratorTxt2ImgPromptWithReference", + "LayerUtility: ZhipuGLM4", + "LayerUtility: ZhipuGLM4V" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI_LayerStyle_Advance" + } + ], + "https://github.com/chflame163/ComfyUI_MSSpeech_TTS": [ + [ + "Input Trigger", + "MicrosoftSpeech_TTS", + "Play Sound", + "Play Sound (loop)" + ], + { + "title_aux": "ComfyUI_MSSpeech_TTS" + } + ], + "https://github.com/chflame163/ComfyUI_OmniGen_Wrapper": [ + [ + "dzOmniGenWrapper" + ], + { + "title_aux": "ComfyUI_OmniGen_Wrapper" + } + ], + "https://github.com/chflame163/ComfyUI_WordCloud": [ + [ + "ComfyWordCloud", + "LoadTextFile", + "RGB_Picker" + ], + { + "title_aux": "ComfyUI_WordCloud" + } + ], + "https://github.com/chibiace/ComfyUI-Chibi-Nodes": [ + [ + "ConditionText", + "ConditionTextMulti", + "ConditionTextPrompts", + "ImageAddText", + "ImageSimpleResize", + "ImageSizeInfo", + "ImageTool", + "Int2String", + "LoadEmbedding", + "LoadImageExtended", + "Loader", + "Prompts", + "RandomResolutionLatent", + "SaveImages", + "SeedGenerator", + "SimpleSampler", + "TextSplit", + "Textbox", + "Wildcards" + ], + { + "title_aux": "ComfyUI-Chibi-Nodes" + } + ], + "https://github.com/choey/Comfy-Topaz": [ + [ + "TopazPhotoAI", + "TopazSharpenSettings", + "TopazUpscaleSettings" + ], + { + "title_aux": "Comfy-Topaz" + } + ], + "https://github.com/chou18194766xx/comfyui-EncryptSave": [ + [ + "EncryptSaveAES" + ], + { + "title_aux": "comfyui-EncryptSave" + } + ], + "https://github.com/chou18194766xx/comfyui_EncryptPreview": [ + [ + "EncryptPreviewImage" + ], + { + "title_aux": "comfyui_EncryptPreview" + } + ], + "https://github.com/chri002/ComfyUI_depthMapOperation": [ + [ + "CleanPoints (KDTree)", + "CloudPointsInfo", + "CubeLimit", + "Export to PLY", + "ImageToPoints (Torch)", + "Import PLY", + "InterpolatePoints (KDTree)", + "PointsToImage (Orthographic)", + "PointsToImage (Projection)", + "PointsToImage advance (DEBUG)", + "PointsToImage advance (Orthographic)", + "PointsToImage advance (Projection)", + "TransformPoints" + ], + { + "title_aux": "ComfyUI_depthMapOperation" + } + ], + "https://github.com/chris-arsenault/ComfyUI-AharaNodes": [ + [ + "FrameSegmenter", + "FrameSegmenterIndexer", + "RepeatSampler", + "RepeatSamplerConfigNode", + "RepeatSamplerConfigPatchLatent", + "RepeatSamplerConfigPatchModel" + ], + { + "title_aux": "ComfyUI-AharaNodes" + } + ], + "https://github.com/chris-the-wiz/EmbeddingsCurveEditor_ComfyUI": [ + [ + "Embeddings Curve Editor" + ], + { + "title_aux": "EmbeddingsCurveEditor_ComfyUI" + } + ], + "https://github.com/chrisfreilich/virtuoso-nodes": [ + [ + "BlackAndWhite", + "BlendIf", + "BlendModes", + "ColorBalance", + "ColorBalanceAdvanced", + "GaussianBlur", + "GaussianBlurDepth", + "HueSat", + "HueSatAdvanced", + "LensBlur", + "LensBlurDepth", + "Levels", + "MergeRGB", + "MotionBlur", + "MotionBlurDepth", + "SelectiveColor", + "SolidColor", + "SolidColorHSV", + "SolidColorRGB", + "SplitRGB" + ], + { + "author": "Chris Freilich", + "description": "This extension provides a \"Levels\" node.", + "nickname": "Virtuoso Pack - Contrast", + "title": "Virtuoso Pack - Contrast", + "title_aux": "Virtuoso Nodes for ComfyUI" + } + ], + "https://github.com/chrisgoringe/cg-image-filter": [ + [ + "Any List to String", + "Batch from Image List", + "Image Filter", + "Image List From Batch", + "Mask Image Filter", + "Masked Section", + "Pick from List", + "Split String by Commas", + "String List from Strings", + "String to Float", + "String to Int", + "Text Image Filter", + "Text Image Filter with Extras" + ], + { + "author": "chrisgoringe", + "description": "A custom node that pauses the flow while you choose which image or images to pass on to the rest of the workflow. Simplified and improved version of cg-image-picker.", + "nickname": "Image Filter", + "title": "Image Filter", + "title_aux": "Image Filter" + } + ], + "https://github.com/chrisgoringe/cg-noisetools": [ + [ + "Batch Noise Simulate", + "Mix Noise", + "Seperable Batch Noise", + "Shape Noise", + "Split Sigmas with Rewind" + ], + { + "title_aux": "Noise variation and batch noise tools" + } + ], + "https://github.com/chrisgoringe/cg-use-everywhere": [ + [ + "Anything Everywhere", + "Anything Everywhere3", + "Anything Everywhere?", + "Combo Clone", + "Prompts Everywhere", + "Seed Everywhere", + "Simple String" + ], + { + "nodename_pattern": "(^(Prompts|Anything) Everywhere|Simple String)", + "title_aux": "Use Everywhere (UE Nodes)" + } + ], + "https://github.com/chrish-slingshot/CrasHUtils": [ + [ + "CheckPointNames", + "CheckpointNames", + "ColorStylizer", + "DinoGame", + "DoomGame", + "ExtractCharacterInfo", + "ImageGlitcher", + "QueryLocalLLM", + "SdxlResolution", + "SdxlResolutionToDimensions", + "SnakeGame", + "SpaceInvadersGame", + "TetrisGame" + ], + { + "title_aux": "CrasH Utils" + } + ], + "https://github.com/chrishill197724-gif/ComfyUI-Wan22-GGUF-Storyboard": [ + [ + "Wan22StoryboardGGUF" + ], + { + "title_aux": "ComfyUI-Wan22-GGUF-Storyboard" + } + ], + "https://github.com/chrissy0/chris-comfyui-nodes": [ + [ + "PadImageSquare" + ], + { + "title_aux": "chris-comfyui-nodes" + } + ], + "https://github.com/christian-byrne/audio-separation-nodes-comfyui": [ + [ + "AudioCombine", + "AudioCrop", + "AudioGetTempo", + "AudioSeparation", + "AudioSpeedShift", + "AudioTempoMatch", + "AudioVideoCombine" + ], + { + "title_aux": "audio-separation-nodes-comfyui" + } + ], + "https://github.com/christian-byrne/claude-code-comfyui-nodes": [ + [ + "ClaudeCodeArguments", + "ClaudeCodeContext", + "ClaudeCodeExecute", + "ClaudeCodeMCP", + "ClaudeCodeMemory", + "ClaudeCodeReader", + "ClaudeCodeTools", + "ClaudeRedditScraper" + ], + { + "title_aux": "Claude Code ComfyUI Nodes" + } + ], + "https://github.com/christian-byrne/img2colors-comfyui-node": [ + [ + "bmy_Img2ColorNode" + ], + { + "author": "christian-byrne", + "description": "", + "nickname": "img2color", + "title": "Img2Color Node - Detect and describe color palettes in images", + "title_aux": "Img2color - Extract Colors from Image" + } + ], + "https://github.com/christian-byrne/img2txt-comfyui-nodes": [ + [ + "img2txt BLIP/Llava Multimodel Tagger" + ], + { + "author": "christian-byrne", + "title": "Img2Txt auto captioning", + "title_aux": "img2txt-comfyui-nodes" + } + ], + "https://github.com/christian-byrne/size-match-compositing-nodes": [ + [ + "Composite Alpha Layer", + "Size Match Images/Masks" + ], + { + "title_aux": "Node - Size Matcher" + } + ], + "https://github.com/christian-byrne/youtube-dl-comfyui": [ + [ + "YoutubeDL" + ], + { + "title_aux": "youtube-dl-comfyui" + } + ], + "https://github.com/chyer/Chye-ComfyUI-Toolset": [ + [ + "CYHARRHalationNode", + "CYHChromaticAberrationNode", + "CYHFilmGrainNode", + "CYHFolderFilenameBuilderNode", + "CYHGlobalColorGradingNode", + "CYHLatentFluxAspectRatio", + "CYHLatentPhoneAspectRatio", + "CYHLatentQwenAspectRatio", + "CYHLatentSDXLAspectRatio", + "CYHLatentSocialAspectRatio", + "CYHLatentVideoAspectRatio", + "CYHPreviewVideo", + "CYHResolutionMultiplierNode", + "CYHTextFileEditorNode", + "CYHTextFileLoaderNode", + "PromptEnhancer", + "PromptEnhancerEditable", + "PromptToolsSetup", + "PromptWildcardGenerator" + ], + { + "title_aux": "Chye ComfyUI Toolset" + } + ], + "https://github.com/ciga2011/ComfyUI-MarkItDown": [ + [ + "WIZ_AUDIO2MARKDOWN", + "WIZ_EXCEL2MARKDOWN", + "WIZ_HTML2MARKDOWN", + "WIZ_IMAGE2MARKDOWN", + "WIZ_IPYNB2MARKDOWN", + "WIZ_LLM_CLIENT", + "WIZ_MARKITDOWN", + "WIZ_PDF2MARKDOWN", + "WIZ_POWERPOINT2MARKDOWN", + "WIZ_WORD2MARKDOWN" + ], + { + "title_aux": "ComfyUI MarkItDown" + } + ], + "https://github.com/ciga2011/ComfyUI-Pollinations": [ + [ + "PollinationsNode" + ], + { + "title_aux": "ComfyUI Pollinations" + } + ], + "https://github.com/ciga2011/ComfyUI-PromptOptimizer": [ + [ + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI Prompt Optimizer" + } + ], + "https://github.com/ciri/comfyui-model-downloader": [ + [ + "Auto Model Downloader", + "CivitAI Downloader", + "HF Downloader" + ], + { + "title_aux": "ComfyUI Model Downloader" + } + ], + "https://github.com/citronlegacy/ComfyUI-CitronNodes": [ + [ + "GetDateTime", + "get_first_and_final_frames", + "get_gif_first_and_final_frames", + "nodes", + "project" + ], + { + "title_aux": "ComfyUI-CitronNodes" + } + ], + "https://github.com/city96/ComfyUI-GGUF": [ + [ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "QuadrupleCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + { + "preemptions": [ + "CLIPLoaderGGUF", + "DualCLIPLoaderGGUF", + "TripleCLIPLoaderGGUF", + "UnetLoaderGGUF", + "UnetLoaderGGUFAdvanced" + ], + "title_aux": "ComfyUI-GGUF" + } + ], + "https://github.com/city96/ComfyUI_ColorMod": [ + [ + "CV2Tonemap", + "CV2TonemapDrago", + "CV2TonemapDurand", + "CV2TonemapMantiuk", + "CV2TonemapReinhard", + "ColorModCompress", + "ColorModEdges", + "ColorModMove", + "ColorModPivot", + "ColorspaceConvert", + "HDRCreate", + "HDRExposureFusion", + "LoadImageHDR", + "LoadImageHighPrec", + "PreviewImageHighPrec", + "SaveImageHDR", + "SaveImageHighPrec" + ], + { + "title_aux": "ComfyUI_ColorMod" + } + ], + "https://github.com/city96/ComfyUI_DiT": [ + [ + "DiTCheckpointLoader", + "DiTCheckpointLoaderSimple", + "DiTLabelCombine", + "DiTLabelSelect", + "DiTSampler" + ], + { + "title_aux": "ComfyUI_DiT [WIP]" + } + ], + "https://github.com/city96/ComfyUI_ExtraModels": [ + [ + "DiTCondLabelEmpty", + "DiTCondLabelSelect", + "DitCheckpointLoader", + "EmptyDCAELatentImage", + "EmptySanaLatentImage", + "ExtraVAELoader", + "GemmaLoader", + "GemmaTextEncode", + "HYDiTCheckpointLoader", + "HYDiTSrcSizeCond", + "HYDiTTextEncode", + "HYDiTTextEncodeSimple", + "HYDiTTextEncoderLoader", + "MiaoBiCLIPLoader", + "MiaoBiDiffusersLoader", + "OverrideCLIPDevice", + "OverrideVAEDevice", + "PixArtCheckpointLoader", + "PixArtCheckpointLoaderSimple", + "PixArtControlNetCond", + "PixArtLoraLoader", + "PixArtResolutionCond", + "PixArtResolutionSelect", + "PixArtT5FromSD3CLIP", + "PixArtT5TextEncode", + "SanaCheckpointLoader", + "SanaResolutionCond", + "SanaResolutionSelect", + "SanaTextEncode", + "T5TextEncode", + "T5v11Loader" + ], + { + "title_aux": "Extra Models for ComfyUI" + } + ], + "https://github.com/city96/ComfyUI_NetDist": [ + [ + "CombineImageBatch", + "FetchRemote", + "LoadCurrentWorkflowJSON", + "LoadDiskWorkflowJSON", + "LoadImageUrl", + "LoadLatentNumpy", + "LoadLatentUrl", + "RemoteChainEnd", + "RemoteChainStart", + "RemoteQueueSimple", + "RemoteQueueWorker", + "SaveDiskWorkflowJSON", + "SaveImageUrl", + "SaveLatentNumpy" + ], + { + "title_aux": "ComfyUI_NetDist" + } + ], + "https://github.com/city96/SD-Latent-Interposer": [ + [ + "LatentInterposer" + ], + { + "title_aux": "Latent-Interposer" + } + ], + "https://github.com/city96/SD-Latent-Upscaler": [ + [ + "LatentUpscaler" + ], + { + "title_aux": "SD-Latent-Upscaler" + } + ], + "https://github.com/civen-cn/ComfyUI-PaddleOcr": [ + [ + "OcrBlur", + "OcrBoxMask", + "OcrImageText" + ], + { + "title_aux": "ComfyUI-PaddleOcr" + } + ], + "https://github.com/civen-cn/ComfyUI-Whisper-Translator": [ + [ + "Add Subtitles To FramesX", + "Apply WhisperX" + ], + { + "title_aux": "ComfyUI Whisper Translator" + } + ], + "https://github.com/civitai/civitai_comfy_nodes": [ + [ + "CivitAI_Checkpoint_Loader", + "CivitAI_Lora_Loader" + ], + { + "title_aux": "Civitai Comfy Nodes" + } + ], + "https://github.com/cjj198909/comfy_openai_image_api_azure": [ + [ + "OpenAI Image API" + ], + { + "title_aux": "OpenAI/Azure OpenAI Image API" + } + ], + "https://github.com/ckinpdx/ComfyUI-LoadAudioandSplit": [ + [ + "LoadAudioandSplit" + ], + { + "title_aux": "ComfyUI-LoadAudioandSplit" + } + ], + "https://github.com/ckinpdx/ComfyUI-SCAIL-AudioReactive": [ + [ + "SCAILAISTBeatDance", + "SCAILAISTChunkPreview", + "SCAILAISTFullLoader", + "SCAILAISTFullSequence", + "SCAILAISTLibraryLoader", + "SCAILAlignPoseToReference", + "SCAILAudioFeatureExtractor", + "SCAILBasePoseGenerator", + "SCAILBeatDetector", + "SCAILBeatDrivenPose", + "SCAILCMULibraryLoader", + "SCAILCMUMotion", + "SCAILCMUSequenceToSCAILPose", + "SCAILMixamoFBX", + "SCAILPoseFromDWPose", + "SCAILPoseRenderer" + ], + { + "title_aux": "ComfyUI-SCAIL-AudioReactive" + } + ], + "https://github.com/ckinpdx/ComfyUI-WanKeyframeBuilder": [ + [ + "WanKeyframeBuilder", + "WanKeyframeBuilderContinuation" + ], + { + "title_aux": "ComfyUI-WanKeyframeBuilder" + } + ], + "https://github.com/ckinpdx/comfyui-humo-audio-motion": [ + [ + "HuMoAudioAttentionControlV4", + "HuMoLipsyncSuppressAttn" + ], + { + "title_aux": "comfyui-humo-audio-motion" + } + ], + "https://github.com/claptrap0/ComfyUI_LLM_Hub": [ + [ + "Generated_Output", + "LLM_Hub", + "LLM_Settings" + ], + { + "title_aux": "ComfyUI_LLM_Hub" + } + ], + "https://github.com/claussteinmassl/ComfyUI-CS-CustomNodes": [ + [ + "CS Transform", + "CSTransform" + ], + { + "title_aux": "CS Transform Node for ComfyUI" + } + ], + "https://github.com/clayton-grey/ComfyUI-EditRouter": [ + [ + "CG_EditRouter" + ], + { + "title_aux": "ComfyUI-EditRouter" + } + ], + "https://github.com/cleanlii/comfyui-dalle-integration": [ + [ + "DalleImageEdit", + "DalleImageGeneration", + "DalleImageVariation" + ], + { + "title_aux": "DalleImageNodes - OpenAI DALL\u00b7E Nodes for ComfyUI" + } + ], + "https://github.com/clhui/ComfyUi-clh-Tool": [ + [ + "EchartGraph_clh", + "EchartOptionByPath_clh", + "EchartOption_clh", + "INTConstant_clh", + "JavaScript_clh", + "JoinStringMulti_clh", + "MathExpression_clh", + "SetRedis|clh", + "ShowText_clh", + "SomethingToString_clh", + "String2FatLabels_clh", + "String2Image_clh", + "StringConstant_clh", + "duplicate_checker_clh" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler.", + "nickname": "CLH Simple Tool", + "title": "CLH simple Tool", + "title_aux": "Clh Tool for ComfyUI" + } + ], + "https://github.com/clouddreamfly/ComfyUI-PromptWrapper": [ + [ + "CombinePrompt", + "CustomPrompt", + "DrawArtistPrompt", + "DrawStylePrompt", + "GeneratePrompt", + "InputPrompt", + "LightPrompt", + "MultiCombinePrompt", + "MultiReplacePrompt", + "NegativePrompt", + "PortraitCosmeticPrompt", + "PortraitFashionPrompt", + "PortraitPosePrompt", + "PortraitPrompt", + "PortraitSkinPrompt", + "PreviewPrompt", + "PromptTranslation", + "PromptTranslationHY", + "RandomLinePrompt", + "RandomsPrompt", + "RandomsWeightPrompt", + "ReplacePrompt", + "SavePrompt", + "SceneryPrompt" + ], + { + "title_aux": "ComfyUI-PromptWrapper" + } + ], + "https://github.com/cloudkoala/comfyui-koala": [ + [ + "AspectRatioLatentNode", + "SaveImageAnywhere", + "SaveMeshAnywhere" + ], + { + "title_aux": "comfyui-koala" + } + ], + "https://github.com/cluny85/ComfyUI-Scripting-Tools": [ + [ + "EnhancedUUIDGeneratorNode", + "UUIDGeneratorNode" + ], + { + "title_aux": "ComfyUI-Scripting-Tools" + } + ], + "https://github.com/cmdicely/simple_image_to_palette": [ + [ + "Example" + ], + { + "title_aux": "Simple Image To Palette" + } + ], + "https://github.com/cmeka/ComfyUI-WanMoEScheduler": [ + [ + "WanMoEScheduler" + ], + { + "title_aux": "ComfyUI-WanMoEScheduler" + } + ], + "https://github.com/cnbjjj/ComfyUI-Jtils": [ + [ + "Jtils" + ], + { + "title_aux": "ComfyUI-Jtils" + } + ], + "https://github.com/cnnmmd/comfyui_xoxxox_cnnmmd": [ + [ + "Xoxxox_CnvDat", + "Xoxxox_CnvSen", + "Xoxxox_CnvTxt", + "Xoxxox_CnvVce", + "Xoxxox_DlyGet", + "Xoxxox_DlySet", + "Xoxxox_GenImg", + "Xoxxox_GenTxt", + "Xoxxox_GetAud", + "Xoxxox_GetDir", + "Xoxxox_GetDis", + "Xoxxox_GetImg", + "Xoxxox_GetMem", + "Xoxxox_GetTxt", + "Xoxxox_IniFlw", + "Xoxxox_LogNum", + "Xoxxox_LogTxt", + "Xoxxox_PutTxt", + "Xoxxox_RcvVce", + "Xoxxox_RepTxt", + "Xoxxox_RunFlw", + "Xoxxox_SenSlc", + "Xoxxox_SenTxt", + "Xoxxox_SetAud", + "Xoxxox_SetDir", + "Xoxxox_SetDis", + "Xoxxox_SetImg", + "Xoxxox_SetMem", + "Xoxxox_SetNil", + "Xoxxox_SetTxt", + "Xoxxox_SndVce", + "Xoxxox_SwtImg", + "Xoxxox_TrnBak" + ], + { + "title_aux": "cnnmmd: comfyui_xoxxox_cnnmmd" + } + ], + "https://github.com/codeprimate/ComfyUI-MaskContourProcessor": [ + [ + "MaskContourProcessor" + ], + { + "title_aux": "ComfyUI Mask Contour Processor" + } + ], + "https://github.com/colorAi/comfyui-ImageSelectorbyPrompt": [ + [ + "AdvancedImageSelectorByPrompt" + ], + { + "title_aux": "ComfyUI-Image Selector by Prompt" + } + ], + "https://github.com/comfy-deploy/comfyui-llm-toolkit": [ + [ + "APIKeyInput", + "APIProviderSelectorNode", + "AudioDurationFrames", + "BananaTaskGenerator", + "BlankImage", + "CheckImageEmpty", + "ConfigGenerateImage", + "ConfigGenerateImageBFL", + "ConfigGenerateImageFluxDev", + "ConfigGenerateImageGemini", + "ConfigGenerateImageOpenAI", + "ConfigGenerateImageOpenRouter", + "ConfigGenerateImagePortrait", + "ConfigGenerateImageSeedream", + "ConfigGenerateImageUnified", + "ConfigGenerateMusic", + "ConfigGenerateSpeech", + "ConfigGenerateVideo", + "ConfigGenerateVideoHailuoI2VPro", + "ConfigGenerateVideoHailuoI2VStandard", + "ConfigGenerateVideoHailuoT2VPro", + "ConfigGenerateVideoHailuoT2VStandard", + "ConfigGenerateVideoKlingI2VMaster", + "ConfigGenerateVideoKlingI2VPro", + "ConfigGenerateVideoKlingI2VStandard", + "ConfigGenerateVideoSeedanceProI2V", + "ConfigGenerateVideoSeedanceProT2V", + "ConfigGenerateVideoVeo2I2V", + "ConfigGenerateVideoVeo2T2V", + "ConfigGenerateVideoVeo3", + "ConfigGenerateVideoVeo3Fast", + "Display_Text", + "FramesToSeconds", + "GenerateImage", + "GenerateLyrics", + "GenerateMusic", + "GenerateSpeech", + "GenerateVideo", + "HighLowSNR", + "ImageComparer", + "JoinStringsMulti", + "LLMPromptManager", + "LLMToolkitProviderSelector", + "LLMToolkitTextGenerator", + "LLMToolkitTextGeneratorStream", + "LoadAudioFromPath", + "LoadVideoFromPath", + "LocalTransformersProviderNode", + "ModelListFetcherNode", + "PlayRandomSound", + "PreviewImageLogic", + "PreviewOutputs", + "PreviewVideo", + "ResolutionSelector", + "StylePromptGenerator", + "SwitchAny", + "SwitchAnyRoute", + "SwitchAnyRoute_wANY", + "SwitchAny_wANY", + "SystemPromptTaskGenerator", + "TestAPIKeyContext", + "UpscaleVideo" + ], + { + "author": "ComfyDeploy", + "description": "llm toolkit", + "nickname": "llm_toolkit", + "title": "llm toolkit", + "title_aux": "ComfyUI LLM Toolkit" + } + ], + "https://github.com/comfyanonymous/ComfyUI": [ + [ + "APG", + "AddNoise", + "AlignYourStepsScheduler", + "AudioAdjustVolume", + "AudioConcat", + "AudioEncoderEncode", + "AudioEncoderLoader", + "AudioMerge", + "AutogrowNamesTestNode", + "AutogrowPrefixTestNode", + "BasicGuider", + "BasicScheduler", + "BatchImagesMasksLatentsNode", + "BatchImagesNode", + "BatchLatentsNode", + "BatchMasksNode", + "BetaSamplingScheduler", + "BriaImageEditNode", + "ByteDanceFirstLastFrameNode", + "ByteDanceImageNode", + "ByteDanceImageReferenceNode", + "ByteDanceImageToVideoNode", + "ByteDanceSeedreamNode", + "ByteDanceTextToVideoNode", + "CFGGuider", + "CFGNorm", + "CFGZeroStar", + "CLIPAttentionMultiply", + "CLIPLoader", + "CLIPMergeAdd", + "CLIPMergeSimple", + "CLIPMergeSubtract", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeControlnet", + "CLIPTextEncodeFlux", + "CLIPTextEncodeHiDream", + "CLIPTextEncodeHunyuanDiT", + "CLIPTextEncodeKandinsky5", + "CLIPTextEncodeLumina2", + "CLIPTextEncodePixArtAlpha", + "CLIPTextEncodeSD3", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CaseConverter", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ChromaRadianceOptions", + "ColorToRGBInt", + "ComboOptionTestNode", + "ComfySoftSwitchNode", + "ComfySwitchNode", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetAreaPercentageVideo", + "ConditioningSetAreaStrength", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningStableAudio", + "ConditioningZeroOut", + "ContextWindowsManual", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetApplySD3", + "ControlNetInpaintingAliMamaApply", + "ControlNetLoader", + "ConvertStringToComboNode", + "CosmosImageToVideoLatent", + "CosmosPredict2ImageToVideoLatent", + "CreateList", + "CreateVideo", + "CropMask", + "CustomCombo", + "DCTestNode", + "DiffControlNetLoader", + "DifferentialDiffusion", + "DiffusersLoader", + "DisableNoise", + "DualCFGGuider", + "DualCLIPLoader", + "EasyCache", + "EmptyAceStep1.5LatentAudio", + "EmptyAceStepLatentAudio", + "EmptyAudio", + "EmptyChromaRadianceLatentImage", + "EmptyCosmosLatentVideo", + "EmptyFlux2LatentImage", + "EmptyHunyuanImageLatent", + "EmptyHunyuanLatentVideo", + "EmptyImage", + "EmptyLTXVLatentVideo", + "EmptyLatentAudio", + "EmptyLatentHunyuan3Dv2", + "EmptyLatentImage", + "EmptyMochiLatentVideo", + "EmptyQwenImageLayeredLatentImage", + "EmptySD3LatentImage", + "Epsilon Scaling", + "ExponentialScheduler", + "ExtendIntermediateSigmas", + "FeatherMask", + "FlipSigmas", + "Flux2ProImageNode", + "Flux2Scheduler", + "FluxDisableGuidance", + "FluxGuidance", + "FluxKontextImageScale", + "FluxKontextMultiReferenceLatentMethod", + "FluxKontextProImageNode", + "FluxProExpandNode", + "FluxProFillNode", + "FluxProUltraImageNode", + "FreSca", + "FreeU", + "FreeU_V2", + "GITSScheduler", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GeminiImage2Node", + "GeminiImageNode", + "GeminiInputFiles", + "GeminiNode", + "GenerateTracks", + "GetImageSize", + "GetVideoComponents", + "GrokImageEditNode", + "GrokImageNode", + "GrokVideoEditNode", + "GrokVideoNode", + "GrowMask", + "HitPawGeneralImageEnhance", + "HitPawVideoEnhance", + "Hunyuan3Dv2Conditioning", + "Hunyuan3Dv2ConditioningMultiView", + "HunyuanImageToVideo", + "HunyuanRefinerLatent", + "HunyuanVideo15ImageToVideo", + "HunyuanVideo15LatentUpscaleWithModel", + "HunyuanVideo15SuperResolution", + "HyperTile", + "HypernetworkLoader", + "IdeogramV1", + "IdeogramV2", + "IdeogramV3", + "ImageAddNoise", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompare", + "ImageCompositeMasked", + "ImageCrop", + "ImageFlip", + "ImageFromBatch", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageProcessingNode", + "ImageQuantize", + "ImageRGBToYUV", + "ImageRotate", + "ImageScale", + "ImageScaleBy", + "ImageScaleToMaxDimension", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageStitch", + "ImageToMask", + "ImageUpscaleWithModel", + "ImageYUVToRGB", + "InpaintModelConditioning", + "InstructPixToPixConditioning", + "InvertBooleanNode", + "InvertMask", + "JoinAudioChannels", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "Kandinsky5ImageToVideo", + "KarrasScheduler", + "KlingCameraControlI2VNode", + "KlingCameraControlT2VNode", + "KlingCameraControls", + "KlingDualCharacterVideoEffectNode", + "KlingImage2VideoNode", + "KlingImageGenerationNode", + "KlingImageToVideoWithAudio", + "KlingLipSyncAudioToVideoNode", + "KlingLipSyncTextToVideoNode", + "KlingMotionControl", + "KlingOmniProEditVideoNode", + "KlingOmniProFirstLastFrameNode", + "KlingOmniProImageNode", + "KlingOmniProImageToVideoNode", + "KlingOmniProTextToVideoNode", + "KlingOmniProVideoToVideoNode", + "KlingSingleImageVideoEffectNode", + "KlingStartEndFrameNode", + "KlingTextToVideoNode", + "KlingTextToVideoWithAudio", + "KlingVideoExtendNode", + "KlingVirtualTryOnNode", + "LTXAVTextEncoderLoader", + "LTXVAddGuide", + "LTXVAudioVAEDecode", + "LTXVAudioVAEEncode", + "LTXVAudioVAELoader", + "LTXVConcatAVLatent", + "LTXVConditioning", + "LTXVCropGuides", + "LTXVEmptyLatentAudio", + "LTXVImgToVideo", + "LTXVImgToVideoInplace", + "LTXVLatentUpsampler", + "LTXVPreprocess", + "LTXVScheduler", + "LTXVSeparateAVLatent", + "LaplaceScheduler", + "LatentAdd", + "LatentApplyOperation", + "LatentApplyOperationCFG", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentConcat", + "LatentCrop", + "LatentCut", + "LatentCutToBatch", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentOperationSharpen", + "LatentOperationTonemapReinhard", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LatentUpscaleModelLoader", + "LazyCache", + "Load3D", + "LoadAudio", + "LoadImage", + "LoadImageDataSetFromFolder", + "LoadImageMask", + "LoadImageOutput", + "LoadImageTextDataSetFromFolder", + "LoadLatent", + "LoadTrainingDataset", + "LoadVideo", + "LoraLoader", + "LoraLoaderBypass", + "LoraLoaderBypassModelOnly", + "LoraLoaderModelOnly", + "LoraModelLoader", + "LoraSave", + "LossGraphNode", + "LotusConditioning", + "LtxvApiImageToVideo", + "LtxvApiTextToVideo", + "LumaConceptsNode", + "LumaImageModifyNode", + "LumaImageNode", + "LumaImageToVideoNode", + "LumaReferenceNode", + "LumaVideoNode", + "MagnificImageRelightNode", + "MagnificImageSkinEnhancerNode", + "MagnificImageStyleTransferNode", + "MagnificImageUpscalerCreativeNode", + "MagnificImageUpscalerPreciseV2Node", + "Mahiro", + "MakeTrainingDataset", + "ManualSigmas", + "MaskComposite", + "MaskPreview", + "MaskToImage", + "MeshyAnimateModelNode", + "MeshyImageToModelNode", + "MeshyMultiImageToModelNode", + "MeshyRefineNode", + "MeshyRigModelNode", + "MeshyTextToModelNode", + "MeshyTextureNode", + "MinimaxHailuoVideoNode", + "MinimaxImageToVideoNode", + "MinimaxSubjectToVideoNode", + "MinimaxTextToVideoNode", + "ModelComputeDtype", + "ModelMergeAdd", + "ModelMergeAuraflow", + "ModelMergeBlocks", + "ModelMergeCosmos14B", + "ModelMergeCosmos7B", + "ModelMergeCosmosPredict2_14B", + "ModelMergeCosmosPredict2_2B", + "ModelMergeFlux1", + "ModelMergeLTXV", + "ModelMergeMochiPreview", + "ModelMergeQwenImage", + "ModelMergeSD1", + "ModelMergeSD2", + "ModelMergeSD35_Large", + "ModelMergeSD3_2B", + "ModelMergeSDXL", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelMergeWAN2_1", + "ModelPatchLoader", + "ModelSamplingAuraFlow", + "ModelSamplingContinuousEDM", + "ModelSamplingContinuousV", + "ModelSamplingDiscrete", + "ModelSamplingFlux", + "ModelSamplingLTXV", + "ModelSamplingSD3", + "ModelSamplingStableCascade", + "ModelSave", + "MoonvalleyImg2VideoNode", + "MoonvalleyTxt2VideoNode", + "MoonvalleyVideo2VideoNode", + "Morphology", + "NormalizeVideoLatentStart", + "OpenAIChatConfig", + "OpenAIChatNode", + "OpenAIDalle2", + "OpenAIDalle3", + "OpenAIGPTImage1", + "OpenAIInputFiles", + "OpenAIVideoSora2", + "OptimalStepsScheduler", + "PatchModelAddDownscale", + "PerpNeg", + "PerpNegGuider", + "PerturbedAttentionGuidance", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PixverseImageToVideoNode", + "PixverseTemplateNode", + "PixverseTextToVideoNode", + "PixverseTransitionVideoNode", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "Preview3D", + "PreviewAny", + "PreviewAudio", + "PreviewImage", + "PrimitiveBoolean", + "PrimitiveFloat", + "PrimitiveInt", + "PrimitiveString", + "PrimitiveStringMultiline", + "QuadrupleCLIPLoader", + "QwenImageDiffsynthControlnet", + "RandomNoise", + "RebatchImages", + "RebatchLatents", + "RecordAudio", + "RecraftColorRGB", + "RecraftControls", + "RecraftCreateStyleNode", + "RecraftCrispUpscaleNode", + "RecraftImageInpaintingNode", + "RecraftImageToImageNode", + "RecraftRemoveBackgroundNode", + "RecraftReplaceBackgroundNode", + "RecraftStyleV3InfiniteStyleLibrary", + "RecraftStyleV3RealisticImage", + "RecraftTextToImageNode", + "RecraftTextToVectorNode", + "RecraftVectorizeImageNode", + "ReferenceLatent", + "ReferenceTimbreAudio", + "RegexExtract", + "RegexMatch", + "RegexReplace", + "RenormCFG", + "RepeatImageBatch", + "RepeatLatentBatch", + "ReplaceVideoLatentFrames", + "RescaleCFG", + "ResizeAndPadImage", + "ResizeImageMaskNode", + "ResolutionBucket", + "Rodin3D_Detail", + "Rodin3D_Gen2", + "Rodin3D_Regular", + "Rodin3D_Sketch", + "Rodin3D_Smooth", + "RunwayFirstLastFrameNode", + "RunwayImageToVideoNodeGen3a", + "RunwayImageToVideoNodeGen4", + "RunwayTextToImageNode", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SV3D_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerCustomAdvanced", + "SamplerDPMAdaptative", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_2S_Ancestral", + "SamplerDPMPP_3M_SDE", + "SamplerDPMPP_SDE", + "SamplerER_SDE", + "SamplerEulerAncestral", + "SamplerEulerAncestralCFGPP", + "SamplerEulerCFGpp", + "SamplerLCMUpscale", + "SamplerLMS", + "SamplerSASolver", + "SamplerSEEDS2", + "SamplingPercentToSigma", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveAudio", + "SaveAudioMP3", + "SaveAudioOpus", + "SaveGLB", + "SaveImage", + "SaveImageDataSetToFolder", + "SaveImageTextDataSetToFolder", + "SaveImageWebsocket", + "SaveLatent", + "SaveLoRA", + "SaveSVGNode", + "SaveTrainingDataset", + "SaveVideo", + "SaveWEBM", + "ScaleROPE", + "SelfAttentionGuidance", + "SetFirstSigma", + "SetLatentNoiseMask", + "SetUnionControlNetType", + "ShuffleImageTextDataset", + "SkipLayerGuidanceDiT", + "SkipLayerGuidanceDiTSimple", + "SkipLayerGuidanceSD3", + "SolidMask", + "SplitAudioChannels", + "SplitImageWithAlpha", + "SplitSigmas", + "SplitSigmasDenoise", + "StabilityAudioInpaint", + "StabilityAudioToAudio", + "StabilityStableImageSD_3_5Node", + "StabilityStableImageUltraNode", + "StabilityTextToAudio", + "StabilityUpscaleConservativeNode", + "StabilityUpscaleCreativeNode", + "StabilityUpscaleFastNode", + "StableCascade_EmptyLatentImage", + "StableCascade_StageB_Conditioning", + "StableCascade_StageC_VAEEncode", + "StableCascade_SuperResolutionControlnet", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StringCompare", + "StringConcatenate", + "StringContains", + "StringLength", + "StringReplace", + "StringSubstring", + "StringTrim", + "StubConstantImage", + "StubFloat", + "StubImage", + "StubInt", + "StubMask", + "StyleModelApply", + "StyleModelLoader", + "T5TokenizerOptions", + "TCFG", + "TemporalScoreRescaling", + "TencentImageToModelNode", + "TencentTextToModelNode", + "TestAccumulateNode", + "TestAccumulationGetItemNode", + "TestAccumulationGetLengthNode", + "TestAccumulationHeadNode", + "TestAccumulationSetItemNode", + "TestAccumulationTailNode", + "TestAccumulationToListNode", + "TestAsyncBatchProcessing", + "TestAsyncConcurrentLimit", + "TestAsyncError", + "TestAsyncLazyCheck", + "TestAsyncProgressUpdate", + "TestAsyncResourceUser", + "TestAsyncTimeout", + "TestAsyncValidation", + "TestAsyncValidationError", + "TestBoolOperationNode", + "TestCustomIsChanged", + "TestCustomValidation1", + "TestCustomValidation2", + "TestCustomValidation3", + "TestCustomValidation4", + "TestCustomValidation5", + "TestDynamicAsyncGeneration", + "TestDynamicDependencyCycle", + "TestExecutionBlocker", + "TestFloatConditions", + "TestForLoopClose", + "TestForLoopOpen", + "TestIntConditions", + "TestIntMathOperation", + "TestIsChangedWithConstants", + "TestLazyMixImages", + "TestListToAccumulationNode", + "TestMakeListNode", + "TestMixedExpansionReturns", + "TestOutputNodeWithSocketOutput", + "TestParallelSleep", + "TestSamplingInExpansion", + "TestSleep", + "TestStringConditions", + "TestSyncError", + "TestSyncProgressUpdate", + "TestToBoolNode", + "TestVariadicAverage", + "TestWhileLoopClose", + "TestWhileLoopOpen", + "TextEncodeAceStepAudio", + "TextEncodeAceStepAudio1.5", + "TextEncodeHunyuanVideo_ImageToVideo", + "TextEncodeQwenImageEdit", + "TextEncodeQwenImageEditPlus", + "TextEncodeZImageOmni", + "TextProcessingNode", + "ThresholdMask", + "TomePatchModel", + "TopazImageEnhance", + "TopazVideoEnhance", + "TorchCompileModel", + "TrainLoraNode", + "TrimAudioDuration", + "TrimVideoLatent", + "TripleCLIPLoader", + "TripoConversionNode", + "TripoImageToModelNode", + "TripoMultiviewToModelNode", + "TripoRefineNode", + "TripoRetargetNode", + "TripoRigNode", + "TripoTextToModelNode", + "TripoTextureNode", + "UNETLoader", + "UNetCrossAttentionMultiply", + "UNetSelfAttentionMultiply", + "UNetTemporalAttentionMultiply", + "USOStyleReference", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeAudio", + "VAEDecodeAudioTiled", + "VAEDecodeHunyuan3D", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeAudio", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "Veo3FirstLastFrameNode", + "VeoVideoGenerationNode", + "VideoLinearCFGGuidance", + "VideoTriangleCFGGuidance", + "Vidu2ImageToVideoNode", + "Vidu2ReferenceVideoNode", + "Vidu2StartEndToVideoNode", + "Vidu2TextToVideoNode", + "Vidu3ImageToVideoNode", + "Vidu3TextToVideoNode", + "ViduExtendVideoNode", + "ViduImageToVideoNode", + "ViduMultiFrameVideoNode", + "ViduReferenceVideoNode", + "ViduStartEndToVideoNode", + "ViduTextToVideoNode", + "VoxelToMesh", + "VoxelToMeshBasic", + "Wan22FunControlToVideo", + "Wan22ImageToVideoLatent", + "WanAnimateToVideo", + "WanCameraEmbedding", + "WanCameraImageToVideo", + "WanFirstLastFrameToVideo", + "WanFunControlToVideo", + "WanFunInpaintToVideo", + "WanHuMoImageToVideo", + "WanImageToImageApi", + "WanImageToVideo", + "WanImageToVideoApi", + "WanInfiniteTalkToVideo", + "WanMoveConcatTrack", + "WanMoveTrackToVideo", + "WanMoveTracksFromCoords", + "WanMoveVisualizeTracks", + "WanPhantomSubjectToVideo", + "WanReferenceVideoApi", + "WanSoundImageToVideo", + "WanSoundImageToVideoExtend", + "WanTextToImageApi", + "WanTextToVideoApi", + "WanTrackToVideo", + "WanVaceToVideo", + "WavespeedFlashVSRNode", + "WavespeedImageUpscaleNode", + "WebcamCapture", + "ZImageFunControlnet", + "unCLIPCheckpointLoader", + "unCLIPConditioning", + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI" + } + ], + "https://github.com/comfyanonymous/ComfyUI_TensorRT": [ + [ + "DYNAMIC_TRT_MODEL_CONVERSION", + "STATIC TRT_MODEL CONVERSION", + "STATIC_TRT_MODEL_CONVERSION", + "TensorRTLoader" + ], + { + "title_aux": "TensorRT Node for ComfyUI" + } + ], + "https://github.com/comfyanonymous/ComfyUI_experiments": [ + [ + "ModelMergeBlockNumber", + "ModelMergeSDXL", + "ModelMergeSDXLDetailedTransformers", + "ModelMergeSDXLTransformers", + "ModelSamplerTonemapNoiseTest", + "ReferenceOnlySimple", + "RescaleClassifierFreeGuidanceTest", + "TonemapNoiseWithRescaleCFG" + ], + { + "title_aux": "ComfyUI_experiments" + } + ], + "https://github.com/comfyui/snacknodes": [ + [ + "ImageInfo", + "ImageScaler", + "TextBox", + "TextProcessor" + ], + {} + ], + "https://github.com/comfyuistudio/ComfyUI-Studio-nodes": [ + [ + "AspectRatioImageSize", + "AspectRatioResizeImage", + "GitCloneManager", + "HuggingFaceDownloader", + "MarkdownModelNote", + "TransparentVideoSave" + ], + { + "title_aux": "ComfyUI-Studio-nodes" + } + ], + "https://github.com/comnote-max/builmenlabo": [ + [ + "GeminiPoseAnalyzer", + "LlamaCppAIO", + "LlamaCppCompleteUnload", + "LlamaCppGenerate", + "LlamaCppLoader", + "LlamaCppMemoryInfo", + "LlamaCppSafeUnload", + "LlamaCppUnload", + "MultiControlNetLoader", + "PromptTranslator" + ], + { + "nodename_pattern": "builmenlabo", + "title_aux": "ComfyUI builmenlabo - Unified Package" + } + ], + "https://github.com/comrender/ComfyUI-NanoB-Edit-Gemini": [ + [ + "NanoBEditGemini" + ], + { + "title_aux": "ComfyUI-NanoB-Edit-Gemini" + } + ], + "https://github.com/comrender/ComfyUI-NanoSeed": [ + [ + "NanoSeedEdit" + ], + { + "title_aux": "ComfyUI-NanoSeed" + } + ], + "https://github.com/comrender/ComfyUI-Topaz-Upscaler": [ + [ + "TopazUpscaler" + ], + { + "title_aux": "ComfyUI-Topaz-Upscaler" + } + ], + "https://github.com/concarne000/ComfyUI-Stacker": [ + [ + "StackPopFloat", + "StackPopImage", + "StackPopInt", + "StackPopObject", + "StackPopString", + "StackPushFloat", + "StackPushImage", + "StackPushInt", + "StackPushObject", + "StackPushString" + ], + { + "title_aux": "ComfyUI-Stacker" + } + ], + "https://github.com/concarne000/ConCarneNode": [ + [ + "BingImageGrabber", + "Hermes", + "Zephyr" + ], + { + "title_aux": "ConCarneNode" + } + ], + "https://github.com/conquestace/ComfyUI-ImageUploader": [ + [ + "ImageUploader" + ], + { + "author": "ConquestAce", + "description": "Upload to temporary websites with API.", + "nickname": "Image Uploader", + "title": "Image Uploader", + "title_aux": "Image Uploader" + } + ], + "https://github.com/coreyryanhanson/ComfyQR": [ + [ + "comfy-qr-by-image-size", + "comfy-qr-by-module-size", + "comfy-qr-by-module-split", + "comfy-qr-mask_errors" + ], + { + "title_aux": "ComfyQR" + } + ], + "https://github.com/coreyryanhanson/ComfyQR-scanning-nodes": [ + [ + "comfy-qr-read", + "comfy-qr-validate" + ], + { + "title_aux": "ComfyQR-scanning-nodes" + } + ], + "https://github.com/coulterj/comfyui-svg-visual-normalize": [ + [ + "SVGVisualBoundsNormalize" + ], + { + "title_aux": "ComfyUI SVG Visual Normalize & Margin Node" + } + ], + "https://github.com/cozy-comfyui/cozy_comm": [ + [ + "CozyDiscordPost" + ], + { + "nodename_pattern": " \\(cozy\\)", + "title_aux": "Cozy Communication" + } + ], + "https://github.com/cozymantis/cozy-utils-comfyui-nodes": [ + [ + "Cozy Sampler Options" + ], + { + "title_aux": "Cozy Utils" + } + ], + "https://github.com/cozymantis/human-parser-comfyui-node": [ + [ + "Cozy Human Parser ATR", + "Cozy Human Parser LIP", + "Cozy Human Parser Pascal" + ], + { + "title_aux": "Cozy Human Parser" + } + ], + "https://github.com/cozymantis/pose-generator-comfyui-node": [ + [ + "Cozy Pose Body Reference", + "Cozy Pose Face Reference" + ], + { + "title_aux": "Cozy Reference Pose Generator" + } + ], + "https://github.com/cr7Por/ComfyUI_DepthFlow": [ + [ + "DepthFlow Simple", + "DepthFlowSimple" + ], + { + "title_aux": "ComfyUI_DepthFlow" + } + ], + "https://github.com/craig-tanaka/comfyui_animeseg": [ + [ + "AdvancedAnimeSeg", + "SimpleAnimeSeg" + ], + { + "title_aux": "ComfyUI Anime Segmentation Nodes v1.1.0" + } + ], + "https://github.com/crave33/RenesStuffDanbooruTagGet": [ + [ + "DanbooruTagFetcher" + ], + { + "title_aux": "RenesStuffDanboruTagGet" + } + ], + "https://github.com/cristian1980/ComfyUI-Caption-Cleaner": [ + [ + "CleanCaptionNode" + ], + { + "title_aux": "ComfyUI-Caption-Cleaner" + } + ], + "https://github.com/crystian/ComfyUI-Crystools": [ + [], + { + "author": "Crystian", + "description": "Plugins for multiples uses, mainly for debugging, you need them! IG: https://www.instagram.com/crystian.ia", + "nickname": "Crystools", + "nodename_pattern": " \\[Crystools\\]$", + "title": "Crystools", + "title_aux": "Crystools" + } + ], + "https://github.com/cuban044/ComfyUI-Veo3-Experimental": [ + [ + "Veo3TextToVideo", + "Veo3ToVHS", + "Veo3VideoPreview" + ], + { + "title_aux": "[Unofficial] ComfyUI-Veo3-Experimental" + } + ], + "https://github.com/cubiq/Block_Patcher_ComfyUI": [ + [ + "FluxBlockPatcherSampler", + "FluxBlockShareKV", + "PlotBlockParams" + ], + { + "title_aux": "Flux blocks patcher sampler" + } + ], + "https://github.com/cubiq/ComfyUI_FaceAnalysis": [ + [ + "FaceAlign", + "FaceAnalysisModels", + "FaceBoundingBox", + "FaceEmbedDistance", + "FaceSegmentation", + "FaceWarp" + ], + { + "title_aux": "Face Analysis for ComfyUI" + } + ], + "https://github.com/cubiq/ComfyUI_IPAdapter_plus": [ + [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFaceIDKolors", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "PrepImageForClipVision" + ], + { + "preemptions": [ + "IPAAdapterFaceIDBatch", + "IPAdapter", + "IPAdapterAdvanced", + "IPAdapterBatch", + "IPAdapterClipVisionEnhancer", + "IPAdapterClipVisionEnhancerBatch", + "IPAdapterCombineEmbeds", + "IPAdapterCombineParams", + "IPAdapterCombineWeights", + "IPAdapterEmbeds", + "IPAdapterEmbedsBatch", + "IPAdapterEncoder", + "IPAdapterFaceID", + "IPAdapterFromParams", + "IPAdapterInsightFaceLoader", + "IPAdapterLoadEmbeds", + "IPAdapterMS", + "IPAdapterModelLoader", + "IPAdapterNoise", + "IPAdapterPreciseComposition", + "IPAdapterPreciseCompositionBatch", + "IPAdapterPreciseStyleTransfer", + "IPAdapterPreciseStyleTransferBatch", + "IPAdapterPromptScheduleFromWeightsStrategy", + "IPAdapterRegionalConditioning", + "IPAdapterSaveEmbeds", + "IPAdapterStyleComposition", + "IPAdapterStyleCompositionBatch", + "IPAdapterTiled", + "IPAdapterTiledBatch", + "IPAdapterUnifiedLoader", + "IPAdapterUnifiedLoaderCommunity", + "IPAdapterUnifiedLoaderFaceID", + "IPAdapterWeights", + "IPAdapterWeightsFromStrategy", + "PrepImageForClipVision" + ], + "title_aux": "ComfyUI_IPAdapter_plus" + } + ], + "https://github.com/cubiq/ComfyUI_InstantID": [ + [ + "ApplyInstantID", + "ApplyInstantIDAdvanced", + "ApplyInstantIDControlNet", + "FaceKeypointsPreprocessor", + "InstantIDAttentionPatch", + "InstantIDFaceAnalysis", + "InstantIDModelLoader" + ], + { + "title_aux": "ComfyUI InstantID (Native Support)" + } + ], + "https://github.com/cubiq/ComfyUI_essentials": [ + [ + "ApplyCLIPSeg+", + "BatchCount+", + "CLIPTextEncodeSDXL+", + "ConditioningCombineMultiple+", + "ConsoleDebug+", + "DebugTensorShape+", + "DisplayAny", + "DrawText+", + "FluxAttentionSeeker+", + "FluxBlocksBuster+", + "FluxSamplerParams+", + "GetImageSize+", + "GuidanceTimestepping+", + "ImageApplyLUT+", + "ImageBatchMultiple+", + "ImageBatchToList+", + "ImageCASharpening+", + "ImageColorMatch+", + "ImageColorMatchAdobe+", + "ImageComposite+", + "ImageCompositeFromMaskBatch+", + "ImageCrop+", + "ImageDesaturate+", + "ImageEnhanceDifference+", + "ImageExpandBatch+", + "ImageFlip+", + "ImageFromBatch+", + "ImageHistogramMatch+", + "ImageListToBatch+", + "ImagePosterize+", + "ImagePreviewFromLatent+", + "ImageRandomTransform+", + "ImageRemoveAlpha+", + "ImageRemoveBackground+", + "ImageResize+", + "ImageSeamCarving+", + "ImageSmartSharpen+", + "ImageTile+", + "ImageToDevice+", + "ImageUntile+", + "InjectLatentNoise+", + "KSamplerVariationsStochastic+", + "KSamplerVariationsWithNoise+", + "LoadCLIPSegModels+", + "LorasForFluxParams+", + "MaskBatch+", + "MaskBlur+", + "MaskBoundingBox+", + "MaskExpandBatch+", + "MaskFix+", + "MaskFlip+", + "MaskFromBatch+", + "MaskFromColor+", + "MaskFromList+", + "MaskFromRGBCMYBW+", + "MaskFromSegmentation+", + "MaskPreview+", + "MaskSmooth+", + "ModelCompile+", + "ModelSamplingSD3Advanced+", + "NoiseFromImage+", + "PixelOEPixelize+", + "PlotParameters+", + "RemBGSession+", + "RemoveLatentMask+", + "SD3AttentionSeekerLG+", + "SD3AttentionSeekerT5+", + "SD3NegativeConditioning+", + "SDXLEmptyLatentSizePicker+", + "SamplerSelectHelper+", + "SchedulerSelectHelper+", + "SimpleComparison+", + "SimpleCondition+", + "SimpleMath+", + "SimpleMathBoolean+", + "SimpleMathCondition+", + "SimpleMathDual+", + "SimpleMathFloat+", + "SimpleMathInt+", + "SimpleMathPercent+", + "SimpleMathSlider+", + "SimpleMathSliderLowRes+", + "TextEncodeForSamplerParams+", + "TransitionMask+", + "TransparentBGSession+" + ], + { + "title_aux": "ComfyUI Essentials" + } + ], + "https://github.com/cubiq/PuLID_ComfyUI": [ + [ + "ApplyPulid", + "ApplyPulidAdvanced", + "PulidEvaClipLoader", + "PulidInsightFaceLoader", + "PulidModelLoader" + ], + { + "title_aux": "PuLID_ComfyUI" + } + ], + "https://github.com/cuongloveit/comfy_http_request": [ + [ + "Send Http Request", + "Send Http request" + ], + { + "title_aux": "comfy_http_request" + } + ], + "https://github.com/curiousjp/ComfyUI-MaskBatchPermutations": [ + [ + "CombinatorialDetailer", + "FlattenAgainstOriginal", + "PermuteMaskBatch" + ], + { + "title_aux": "ComfyUI-MaskBatchPermutations" + } + ], + "https://github.com/cyan9977/ComfyUI_PromptQueue": [ + [ + "NegativePromptQueue", + "SimpleStylePromptQueue", + "SimpleStylePromptQueueBatch", + "StylePromptQueue", + "StylePromptQueueBatch" + ], + { + "title_aux": "ComfyUI_PromptQueue" + } + ], + "https://github.com/cyberhirsch/seb_nodes": [ + [ + "AspectRatioSeb", + "DepthInpaintSeb", + "SaveImageSeb", + "SwitchMasksSeb", + "SwitchSeb", + "UnifiedPrompterSeb" + ], + { + "title_aux": "Seb Nodes" + } + ], + "https://github.com/cybernaut4/comfyui_arkl1te_toolkit": [ + [ + "AnythingToString", + "Concatenate", + "CountFilesInDirectory", + "GetNewFileIndex", + "PadZeroes" + ], + { + "title_aux": "Arkl1te's Toolkit" + } + ], + "https://github.com/czcz1024/Comfyui-FaceCompare": [ + [ + "FaceCompare" + ], + { + "author": "czcz1024", + "description": "Face Compare", + "nickname": "Face Compare", + "title": "Face Compare", + "title_aux": "Face Compare" + } + ], + "https://github.com/d3cker/comfyui_remove_background": [ + [ + "RemoveBackground" + ], + { + "title_aux": "comfyui_remove_background" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-send-eagle": [ + [ + "D2 Send Eagle" + ], + { + "author": "da2el", + "description": "Send images to Eagle, an image management application", + "title": "D2 Send Eagle", + "title_aux": "D2 Send Eagle" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-size-selector": [ + [ + "D2_SizeSelector" + ], + { + "author": "da2el", + "description": "Easy select image size", + "title": "D2 Size Selector", + "title_aux": "D2 Size Selector" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-steps": [ + [ + "D2 Refiner Steps", + "D2 Refiner Steps A1111", + "D2 Refiner Steps Tester" + ], + { + "author": "da2el", + "description": "Calculate the steps for the refiner", + "title": "D2 Steps", + "title_aux": "D2 Steps" + } + ], + "https://github.com/da2el-ai/ComfyUI-d2-xyplot-utils": [ + [ + "D2 Checkpoint Loader", + "D2 Multi Output", + "D2 Prompt SR", + "D2 Regex Switcher" + ], + { + "author": "da2el", + "description": "A parameter output node compatible with qq-nodes-comfyui. It outputs parameters such as Prompt S/R and seed.", + "title": "D2 XYPlot Utils", + "title_aux": "D2 XYPlot Utils" + } + ], + "https://github.com/da2el-ai/D2-SavePSD-ComfyUI": [ + [ + "D2 Apply Alpha Channel", + "D2 Extract Alpha", + "D2 Save PSD" + ], + { + "author": "da2el", + "description": "", + "title": "D2 Save PSD", + "title_aux": "D2-SavePSD-ComfyUI" + } + ], + "https://github.com/da2el-ai/D2-nodes-ComfyUI": [ + [ + "D2 Any Delivery", + "D2 Checkpoint Loader", + "D2 Controlnet Loader", + "D2 Cut By Mask", + "D2 EmptyImage Alpha", + "D2 Filename Template", + "D2 Filename Template2", + "D2 Folder Image Queue", + "D2 Get Image Size", + "D2 Grid Image", + "D2 Image Mask Stack", + "D2 Image Resize", + "D2 Image Stack", + "D2 KSampler", + "D2 KSampler(Advanced)", + "D2 List To String", + "D2 Load Folder Images", + "D2 Load Image", + "D2 Load Lora", + "D2 Model and CLIP Merge SDXL", + "D2 Mosaic Filter", + "D2 Multi Output", + "D2 Paste By Mask", + "D2 Pipe", + "D2 Preview Image", + "D2 Prompt", + "D2 Refiner Steps", + "D2 Refiner Steps A1111", + "D2 Refiner Steps Tester", + "D2 Regex Replace", + "D2 Regex Switcher", + "D2 Resize Calculator", + "D2 Save Image", + "D2 Save Image Eagle", + "D2 Send File Eagle", + "D2 Size Selector", + "D2 Token Counter", + "D2 XY Annotation", + "D2 XY Folder Images", + "D2 XY Grid Image", + "D2 XY List To Plot", + "D2 XY Model List", + "D2 XY Plot", + "D2 XY Plot Easy", + "D2 XY Plot Easy Mini", + "D2 XY Prompt SR", + "D2 XY Prompt SR2", + "D2 XY Seed", + "D2 XY Seed2", + "D2 XY String To Plot", + "D2 XY Upload Image" + ], + { + "author": "da2el", + "description": "A Collection of Handy Custom Nodes for ComfyUI", + "title": "D2 Nodes", + "title_aux": "D2 Nodes ComfyUI" + } + ], + "https://github.com/dadoirie/ComfyUI_Dados_Nodes": [ + [ + "DN_CSVMultiDropDownNode", + "DN_ChutesChromaImageNode", + "DN_ChutesFluxImageNode", + "DN_ChutesHiDreamNode", + "DN_ChutesHunyuanImage3Node", + "DN_ChutesIllustriousNode", + "DN_ChutesImageGenNode", + "DN_ChutesImageToVideoNode", + "DN_ChutesLLMNode", + "DN_ChutesNetaLuminaNode", + "DN_ChutesParallelImageNode", + "DN_ChutesQwenImageEditNode", + "DN_ChutesQwenImageNode", + "DN_ChutesSDxlNode", + "DN_ChutesTextToVideoNode", + "DN_GroqLLMNode", + "DN_ImageBatcher", + "DN_JoyTaggerNode", + "DN_MemoryStorage", + "DN_MultilineString", + "DN_PixAITaggerNode", + "DN_PreviewImage", + "DN_PromptSectionsExtractor", + "DN_SmolVLMNode", + "DN_TagOpsNode", + "DN_TextConcatenateNode", + "DN_TextDropDownNode", + "DN_WildcardPromptEditorNode", + "DN_WildcardSelectorComposerV2", + "DN_WildcardsProcessor", + "DN_pyPinNode" + ], + { + "author": "Dado", + "description": "Utilities for creating and analyzing wildcard JSON structures.", + "title": "Wildcard Structure Utils", + "title_aux": "ComfyUI_Dados_Nodes" + } + ], + "https://github.com/daehwa00/ComfyUI-NanoBananaAPI": [ + [ + "NanoBanana API\ud83c\udf4c" + ], + { + "title_aux": "ComfyUI-NanoBananaAPI" + } + ], + "https://github.com/dafeng012/comfyui-imgmake": [ + [ + "LoadImageListPlus", + "LoadImagesFromPath_lp", + "SaveImagePlus", + "SaveImage_lp", + "SelectImageName", + "VideoKeyFramesExtractor", + "ebsynth_hecheng", + "ebsynth_main", + "ebsynth_process", + "image2mask", + "video2image" + ], + { + "title_aux": "comfyui-imgmake" + } + ], + "https://github.com/dagthomas/comfyui_dagthomas": [ + [ + "APNextBloom", + "APNextColorGrading", + "APNextCrossProcessing", + "APNextFilmHalation", + "APNextGlitchArt", + "APNextHDRToneMapping", + "APNextNoise", + "APNextRough", + "APNextSharpen", + "APNextSplitToning", + "ClaudeTextNode", + "ClaudeVisionNode", + "GrokTextNode", + "GrokVisionNode", + "GroqTextNode", + "GroqVisionNode", + "MiniCPMImageNode", + "MiniCPMVideoNode", + "SentenceMixerNode" + ], + { + "title_aux": "SDXL Auto Prompter" + } + ], + "https://github.com/danTheMonk/comfyui-int-and-float": [ + [ + "FloatToInt", + "IntToFloat" + ], + { + "title_aux": "ComfyUI Int and Float Conversion Nodes" + } + ], + "https://github.com/dandancow874/ComfyUI-LMStudio-Controller": [ + [ + "LMS_VisionController" + ], + { + "title_aux": "ComfyUI-LMStudio-Controller" + } + ], + "https://github.com/danger-electrodes/ComfyUI_Fawfluencer_Nodes": [ + [ + "FawfaceModelSpreadsheetRealismNode", + "FawfakeAuthenticImageSaveNode", + "FawfluxencerNode", + "FawfulizedAddImagesToImageList", + "FawfulizedEmptyImageList", + "FawfulizedHunyuanAddNoise", + "FawfulizedHunyuanBasicGuider", + "FawfulizedHunyuanBasicScheduler", + "FawfulizedHunyuanBetaSamplingScheduler", + "FawfulizedHunyuanCFGGuider", + "FawfulizedHunyuanControlNetApply", + "FawfulizedHunyuanControlNetApplyAdvanced", + "FawfulizedHunyuanControlNetLoader", + "FawfulizedHunyuanDiffControlNetLoader", + "FawfulizedHunyuanDisableNoise", + "FawfulizedHunyuanDualCFGGuider", + "FawfulizedHunyuanExponentialScheduler", + "FawfulizedHunyuanFlipSigmas", + "FawfulizedHunyuanKSamplerSelect", + "FawfulizedHunyuanKarrasScheduler", + "FawfulizedHunyuanLaplaceScheduler", + "FawfulizedHunyuanLatentVideo", + "FawfulizedHunyuanPolyexponentialScheduler", + "FawfulizedHunyuanRandomNoise", + "FawfulizedHunyuanSDTurboScheduler", + "FawfulizedHunyuanSamplerCustom", + "FawfulizedHunyuanSamplerCustomAdvanced", + "FawfulizedHunyuanSamplerDPMAdaptative", + "FawfulizedHunyuanSamplerDPMPP_2M_SDE", + "FawfulizedHunyuanSamplerDPMPP_2S_Ancestral", + "FawfulizedHunyuanSamplerDPMPP_3M_SDE", + "FawfulizedHunyuanSamplerDPMPP_SDE", + "FawfulizedHunyuanSamplerEulerAncestral", + "FawfulizedHunyuanSamplerEulerAncestralCFGPP", + "FawfulizedHunyuanSamplerLMS", + "FawfulizedHunyuanSetFirstSigma", + "FawfulizedHunyuanSetLatentNoiseMask", + "FawfulizedHunyuanSplitSigmas", + "FawfulizedHunyuanSplitSigmasDenoise", + "FawfulizedHunyuanVPScheduler", + "Img2ImgFawfluencerNodeSDXL" + ], + { + "title_aux": "ComfyUI_Fawfluencer_Nodes" + } + ], + "https://github.com/daniabib/ComfyUI_ProPainter_Nodes": [ + [ + "ProPainterInpaint", + "ProPainterOutpaint" + ], + { + "title_aux": "ComfyUI ProPainter Nodes" + } + ], + "https://github.com/daniel-lewis-ab/ComfyUI-Llama": [ + [ + "Call LLM Advanced", + "Call LLM Basic", + "LLM Create Completion Advanced", + "LLM Detokenize", + "LLM Embed", + "LLM Eval", + "LLM Reset", + "LLM Sample", + "LLM Tokenize", + "LLM_Create_Completion Advanced", + "LLM_Detokenize", + "LLM_Embed", + "LLM_Eval", + "LLM_Load_State", + "LLM_Reset", + "LLM_Sample", + "LLM_Save_State", + "LLM_Token_BOS", + "LLM_Token_EOS", + "LLM_Tokenize", + "Load LLM Model Advanced", + "Load LLM Model Basic" + ], + { + "title_aux": "ComfyUI-Llama" + } + ], + "https://github.com/daniel-lewis-ab/ComfyUI-TTS": [ + [ + "Load_Piper_Model", + "Piper_Speak_Text" + ], + { + "title_aux": "ComfyUI-TTS" + } + ], + "https://github.com/danieljanata/ComfyUI-Prompting-System": [ + [ + "PS_MetadataCleaner", + "PS_MetadataReader", + "PS_PromptSaver", + "PS_SmartText" + ], + { + "title_aux": "ComfyUI-Prompting-System" + } + ], + "https://github.com/danielvw/ComfyUI-WanMove-Adapter": [ + [ + "CoordsToWanTracks" + ], + { + "title_aux": "ComfyUI-WanMove-Adapter" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-FString": [ + [ + "SimpleFStringNode" + ], + { + "title_aux": "ComfyUI-FString" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-Inspector": [ + [ + "SimpleDisplayNode" + ], + { + "title_aux": "ComfyUI-Inspector" + } + ], + "https://github.com/danielwolber-wood/ComfyUI-QuickResolutionSelector": [ + [ + "ResolutionSelector" + ], + { + "title_aux": "ComfyUI-QuickResolutionSelector" + } + ], + "https://github.com/darkamenosa/comfy_inpaint_blend": [ + [ + "EnhancedImageCompositeMasked" + ], + { + "title_aux": "Enhanced Image Composite Masked" + } + ], + "https://github.com/darkamenosa/comfy_nanobanana": [ + [ + "BatchImages", + "NanoBananaGeminiImageNode" + ], + { + "title_aux": "Comfy Nano Banana" + } + ], + "https://github.com/darkpixel/darkprompts": [ + [ + "DarkAnyToString", + "DarkCheckpointRandomizer", + "DarkCheckpointSwitcher", + "DarkCombine", + "DarkFaceIndexGenerator", + "DarkFaceIndexShuffle", + "DarkFolders", + "DarkLoRALoader", + "DarkLoraStackFromString", + "DarkPopLoraFromStack", + "DarkPrompt" + ], + { + "title_aux": "DarkPrompts" + } + ], + "https://github.com/darrell-goh/ComfyUI-NanoBanana_node": [ + [ + "NanoBananaMultipleOutputsNode", + "NanoBananaNode" + ], + { + "title_aux": "ComfyUI-NanoBanana_node" + } + ], + "https://github.com/darth-veitcher/comfydv": [ + [ + "CircuitBreaker", + "FormatString", + "RandomChoice" + ], + { + "author": "Darth Veitcher", + "description": "This collection of nodes provides string formatting, random choices, model memory management, and other quality of life improvements.", + "nickname": "DV Nodes", + "title": "Comfy DV Nodes", + "title_aux": "Comfy DV" + } + ], + "https://github.com/darth-veitcher/comfyui-ollama-model-manager": [ + [ + "OllamaChatCompletion", + "OllamaClient", + "OllamaDebugHistory", + "OllamaHistoryLength", + "OllamaLoadModel", + "OllamaModelSelector", + "OllamaOptionExtraBody", + "OllamaOptionMaxTokens", + "OllamaOptionRepeatPenalty", + "OllamaOptionSeed", + "OllamaOptionTemperature", + "OllamaOptionTopK", + "OllamaOptionTopP", + "OllamaUnloadModel" + ], + { + "author": "darth-veitcher", + "description": "Custom nodes for managing Ollama models in ComfyUI workflows. Load and unload models on-demand to optimize memory usage.", + "nickname": "Ollama Manager", + "title": "ComfyUI Ollama Model Manager", + "title_aux": "ComfyUI Ollama Model Manager" + } + ], + "https://github.com/daryltucker/ComfyUI-LoadFiles": [ + [ + "CountLines", + "ListFilenames", + "LoadImages" + ], + { + "title_aux": "ComfyUI-LoadFiles" + } + ], + "https://github.com/dasilva333/ComfyUI_ContrastingColor": [ + [ + "ContrastingComplementaryColor|pysssss" + ], + { + "title_aux": "ComfyUI_ContrastingColor" + } + ], + "https://github.com/dasilva333/ComfyUI_HunyuanVideo-Foley": [ + [ + "HunyuanFoleyAudio" + ], + { + "title_aux": "ComfyUI HunyuanVideo-Foley Custom Node" + } + ], + "https://github.com/dasilva333/ComfyUI_MarkdownImage": [ + [ + "CreateDialogImage", + "CreateDialogImageV2", + "CreateMarkdownImage", + "CreateMarkdownImageV2" + ], + { + "title_aux": "ComfyUI_MarkdownImage" + } + ], + "https://github.com/dave-palt/comfyui_DSP_imagehelpers": [ + [ + "dsp-imagehelpers-concat" + ], + { + "title_aux": "comfyui_DSP_imagehelpers" + } + ], + "https://github.com/daveand/ComfyUI-daveand-nodes": [ + [ + "BatchResizer", + "CascadedTileUpscaler", + "CheckpointLoaderWithConfig", + "DoubleKSampler", + "ImageAnalyzer", + "ImageCropAndPlace", + "LatentImageAndSeed", + "PromptCameraSelector", + "PromptConstructor", + "PromptLightingSelector", + "Test1", + "TiledKSampler", + "TiledKSamplerWithUpscaler", + "TrainingDatasetSaver" + ], + { + "title_aux": "ComfyUI-daveand-nodes" + } + ], + "https://github.com/davidgressett/comfyui-systemlevel": [ + [ + "CartesianCSVNode" + ], + { + "title_aux": "CartesianCSVNode for ComfyUI" + } + ], + "https://github.com/daxcay/ComfyUI-DataSet": [ + [ + "DataSet_ClaudeAIChat", + "DataSet_ClaudeAIChatImage", + "DataSet_ConceptManager", + "DataSet_CopyFiles", + "DataSet_FindAndReplace", + "DataSet_GroqChat", + "DataSet_GroqChatImage", + "DataSet_LoadImage", + "DataSet_OpenAIChat", + "DataSet_OpenAIChatImage", + "DataSet_OpenAIChatImageBatch", + "DataSet_PathSelector", + "DataSet_SaveImage", + "DataSet_SaveImagePro", + "DataSet_TextFilesLoad", + "DataSet_TextFilesLoadFromList", + "DataSet_TextFilesSave", + "DataSet_TriggerWords", + "DataSet_Visualizer" + ], + { + "author": "Daxton Caylor", + "description": "Data Research, Preparation, and Manipulation Nodes for Model Trainers, Artists, Designers, and Animators.", + "nickname": "ComfyUI-DataSet", + "title": "ComfyUI-DataSet", + "title_aux": "ComfyUI-DataSet" + } + ], + "https://github.com/daxcay/ComfyUI-JDCN": [ + [ + "JDCN_AnyCheckpointLoader", + "JDCN_AnyFileList", + "JDCN_AnyFileListHelper", + "JDCN_AnyFileListRandom", + "JDCN_AnyFileSelector", + "JDCN_BatchCounter", + "JDCN_BatchCounterAdvance", + "JDCN_BatchImageLoadFromDir", + "JDCN_BatchImageLoadFromList", + "JDCN_BatchLatentLoadFromDir", + "JDCN_BatchLatentLoadFromList", + "JDCN_BatchSaveLatent", + "JDCN_BoolInt", + "JDCN_EnableDisable", + "JDCN_FileMover", + "JDCN_ImageSaver", + "JDCN_ListToString", + "JDCN_LoadImage", + "JDCN_ReBatch", + "JDCN_SeamlessExperience", + "JDCN_ShowAny", + "JDCN_SplitString", + "JDCN_StringManipulator", + "JDCN_StringToList", + "JDCN_SwapInputs", + "JDCN_TXTFileSaver", + "JDCN_VHSFileMover" + ], + { + "author": "Daxton Caylor & Jerry Davos", + "description": "Custom Utility Nodes for Artists, Designers and Animators.", + "nickname": "ComfyUI-JDCN", + "title": "ComfyUI-JDCN", + "title_aux": "ComfyUI-JDCN" + } + ], + "https://github.com/daxcay/ComfyUI-TG": [ + [ + "TG_ImageSaver" + ], + { + "author": "Daxton Caylor", + "description": "This node enables someone to run comfyui in telegram.", + "nickname": "ComfyUI-TG", + "title": "ComfyUI-TG", + "title_aux": "ComfyUI-TG" + } + ], + "https://github.com/daxcay/ComfyUI-WA": [ + [ + "WA_ImageSaver" + ], + { + "author": "Daxton Caylor", + "description": "This node enables someone to run comfyui in whatsapp.", + "nickname": "ComfyUI-WA", + "title": "ComfyUI-WA", + "title_aux": "ComfyUI-WA" + } + ], + "https://github.com/daxcay/ComfyUI-YouTubeVideoPlayer": [ + [ + "YouTubeVideoPlayer" + ], + { + "author": "Daxton Caylor & Jerry Davos", + "description": "YouTube Video Player in Comfy.", + "nickname": "ComfyUI-YouTubeVideoPlayer", + "title": "ComfyUI-YouTubeVideoPlayer", + "title_aux": "ComfyUI-YouTubeVideoPlayer" + } + ], + "https://github.com/dchatel/comfyui_davcha": [ + [ + "ApplyMask", + "ConditioningCompress", + "DStack", + "DavchaCLIPMergeSimple", + "DavchaCLIPTextEncode", + "DavchaConditioningConcat", + "DavchaEmptyLatentImage", + "DavchaLLM", + "DavchaLLMAdvanced", + "DavchaLoadLLM", + "DavchaLoadVideo", + "DavchaMaskImage", + "DavchaModelMergeSD1", + "DavchaModelMergeSDXL", + "DavchaModelMergeSimple", + "DavchaPop", + "DavchaQwenImageEditLoraTagLoader", + "DavchaRescaleSigmas", + "DavchaSamplerCustomAdvanced", + "DavchaSamplerCustomAdvanced2", + "DavchaScheduledSampler", + "DavchaScheduledTextEncoderQwenImageEditPlus", + "DavchaTextEncodeQwenImageEditPlus", + "DavchaWan22LoraTagLoader", + "DavchaWan22LoraTagParser", + "PadAndResize", + "PercentPadding", + "ResizeCropFit", + "SmartMask", + "SoftErosion", + "StringScheduleHelper" + ], + { + "title_aux": "comfyui_davcha" + } + ], + "https://github.com/dchatel/comfyui_facetools": [ + [ + "BiSeNetMask", + "CropFaces", + "DetectFaces", + "GenderFaceFilter", + "JonathandinuMask", + "MergeWarps", + "OrderedFaceFilter", + "WarpFacesBack" + ], + { + "title_aux": "comfyui_facetools" + } + ], + "https://github.com/dcyd-lun/ComfyUI_text_diff": [ + [ + "TextDiff" + ], + { + "title_aux": "ComfyUI_text_diff" + } + ], + "https://github.com/ddontsov93/ComfyUI-AudioSeparator": [ + [ + "AudioSeparatorNode" + ], + { + "title_aux": "ComfyUI-AudioSeparator" + } + ], + "https://github.com/denfrost/Den_ComfyUI_Workflow": [ + [ + "Den_CropImage_AS", + "Den_Eval_AS", + "Den_FaceRestoreCFWithModel", + "Den_GPTLoaderSimple_llama", + "Den_GPTSampler_llama", + "Den_ImageMixMasked_As", + "Den_ImageToLatentSpace", + "Den_ImageToMask_AS", + "Den_Int2Any_AS", + "Den_LatentAdd_AS", + "Den_LatentMixMasked_As", + "Den_LatentMix_AS", + "Den_LatentToImages_AS", + "Den_LoadLatent_AS", + "Den_MapRange_AS", + "Den_MaskToImage_AS", + "Den_Math_AS", + "Den_NoiseImage_AS", + "Den_Number2Float_AS", + "Den_Number2Int_AS", + "Den_Number_AS", + "Den_SVD_img2vid", + "Den_SaveLatent_AS", + "Den_TextToImage_AS", + "Den_TextWildcardList_AS" + ], + { + "title_aux": "Den_ComfyUI_Workflows" + } + ], + "https://github.com/deng-wei/ComfyUI-MiVolo-V2": [ + [ + "MiVOLOAgeGenderPredictorFromCrops", + "MiVOLOAgeGenderPredictorWithDetector", + "MiVOLODetectorLoader", + "MiVOLOLoader" + ], + { + "title_aux": "ComfyUI-MiVolo-V2" + } + ], + "https://github.com/deroberon/StableZero123-comfyui": [ + [ + "SDZero ImageSplit", + "Stablezero123" + ], + { + "title_aux": "StableZero123-comfyui" + } + ], + "https://github.com/deroberon/demofusion-comfyui": [ + [ + "Batch Unsampler", + "Demofusion", + "Demofusion From Single File", + "Iterative Mixing KSampler" + ], + { + "title_aux": "demofusion-comfyui" + } + ], + "https://github.com/dfghsdh/ComfyUI_FluxPromptGen": [ + [ + "FluxImageCaptionNode", + "FluxPromptGeneratorNode" + ], + { + "title_aux": "ComfyUI_FluxPromptGen" + } + ], + "https://github.com/dfl/comfyui-clip-with-break": [ + [ + "AdvancedCLIPTextEncodeWithBreak", + "CLIPTextEncodeWithBreak" + ], + { + "author": "dfl", + "description": "CLIP text encoder that does BREAK prompting like A1111", + "nickname": "CLIP with BREAK", + "title": "CLIP with BREAK syntax", + "title_aux": "comfyui-clip-with-break" + } + ], + "https://github.com/dfl/comfyui-tcd-scheduler": [ + [ + "SamplerTCD", + "SamplerTCD EulerA", + "TCDScheduler" + ], + { + "title_aux": "ComfyUI-TCD-scheduler" + } + ], + "https://github.com/diStyApps/ComfyUI-disty-Flow": [ + [ + "Flow" + ], + { + "title_aux": "Flow - Streamlined Way to ComfyUI" + } + ], + "https://github.com/diStyApps/ComfyUI_FrameMaker": [ + [ + "FrameMaker", + "FrameMakerBatch" + ], + { + "title_aux": "ComfyUI Frame Maker" + } + ], + "https://github.com/dicksensei69/comfyui_loops": [ + [ + "LoopImageNode" + ], + { + "title_aux": "ComfyUI Loops" + } + ], + "https://github.com/dicksondickson/ComfyUI-Dickson-Nodes": [ + [ + "DicksonColorMatch", + "DicksonLoadImage", + "Dickson_TTP_Preprocessor_Simple", + "Dickson_TTP_Preprocessor_cufoff", + "Dickson_TTP_Tile_Preprocessor_GF", + "Dickson_TTP_Tile_Preprocessor_Simple", + "Dickson_TTP_Tile_Preprocessor_cufoff" + ], + { + "description": "This is a set of custom nodes that I've either written myself or adapted from other authors for my own convenience. Currently includes color matching node forked from StableSR and TTPlanet's controlnet preprocessor. https://github.com/dicksondickson", + "nickname": "Dickson Nodes", + "title": "Dickson Nodes", + "title_aux": "ComfyUI-Dickson-Nodes" + } + ], + "https://github.com/diffussy69/comfyui-curved_weight_schedule": [ + [ + "Advanced Curved ControlNet Scheduler", + "Apply_CN_Extras_Masks", + "AutoBackgroundMask", + "AutoPersonMask", + "Batch_Images_to_Timestep_Keyframes", + "CurveFormulaBuilder", + "Curved ControlNet Scheduler", + "Curved_Blur_Batch_Preprocessor", + "InteractiveCurveDesigner", + "MaskSymmetryTool", + "Multi-ControlNet Curve Coordinator", + "MultiLayerMaskEditor", + "MultiLayerMaskEditorSimple", + "MultiMaskCombinerBatch", + "MultiMaskCombinerBatch10", + "MultiMaskStrengthCombiner10", + "MultiMaskStrengthCombiner5", + "Redistribute_Keyframe_Percents", + "RegionalPromptInterpolation", + "RegionalPrompting" + ], + { + "title_aux": "ComfyUI-curved_weight_schedule" + } + ], + "https://github.com/digitaljohn/comfyui-propost": [ + [ + "ProPostApplyLUT", + "ProPostDepthMapBlur", + "ProPostFilmGrain", + "ProPostRadialBlur", + "ProPostVignette" + ], + { + "title_aux": "ComfyUI-ProPost" + } + ], + "https://github.com/dimtion/comfyui-raw-image": [ + [ + "Load Raw Image" + ], + { + "title_aux": "ComfyUI-Raw-Image" + } + ], + "https://github.com/dimtoneff/ComfyUI-PixelArt-Detector": [ + [ + "PixelArtAddDitherPattern", + "PixelArtDetectorConverter", + "PixelArtDetectorSave", + "PixelArtDetectorToImage", + "PixelArtLoadPalettes", + "PixelArtPaletteGenerator" + ], + { + "title_aux": "ComfyUI PixelArt Detector" + } + ], + "https://github.com/dimtoneff/ComfyUI-VL-Nodes": [ + [ + "GGUF_VLM_ImageToText", + "GGUF_VLM_ModelLoader", + "InternVL3_5_ImageToText", + "InternVL3_5_ModelLoader", + "KeyeModelLoader", + "KeyeNode", + "LFM2TransformerImageToText", + "LFM2TransformerModelLoader", + "LoadImagesFromDirBatch_VL", + "LoadImagesFromDirList_VL", + "Ovis25ImageToText", + "Ovis25ModelLoader", + "OvisU1ImageCaption", + "OvisU1VLModelLoader", + "TextSave_VL", + "VLNodesFreeMemoryAPI" + ], + { + "title_aux": "ComfyUI-VL-Nodes" + } + ], + "https://github.com/diodiogod/TTS-Audio-Suite": [ + [ + "ASRSRTAdvancedOptionsNode", + "AudioAnalyzerNode", + "AudioAnalyzerOptionsNode", + "CharacterVoicesNode", + "ChatterBoxAudioAnalyzer", + "ChatterBoxAudioAnalyzerOptions", + "ChatterBoxEngineNode", + "ChatterBoxF5TTSEditOptions", + "ChatterBoxF5TTSEditVoice", + "ChatterBoxOfficial23LangEngineNode", + "ChatterBoxVoiceCapture", + "CosyVoice Engine", + "CosyVoiceEngineNode", + "F5TTSEngineNode", + "HiggsAudioEngineNode", + "IndexTTS Engine", + "IndexTTSEmotionOptionsNode", + "IndexTTSEngineNode", + "LoadRVCModelNode", + "MergeAudioNode", + "MouthMovementAnalyzer", + "PhonemeTextNormalizer", + "Qwen3TTSEngineNode", + "Qwen3TTSVoiceDesignerNode", + "QwenEmotionNode", + "RVCEngineNode", + "RVCPitchOptionsNode", + "RefreshVoiceCacheNode", + "Step Audio EditX Engine", + "StepAudioEditXAudioEditorNode", + "StepAudioEditXEngineNode", + "StringMultilineTagEditor", + "UnifiedASRTranscribeNode", + "UnifiedTTSSRTNode", + "UnifiedTTSTextNode", + "UnifiedVoiceChangerNode", + "VibeVoiceEngineNode", + "VisemeDetectionOptionsNode", + "VocalRemovalNode", + "VoiceFixerNode" + ], + { + "title_aux": "TTS Audio Suite" + } + ], + "https://github.com/diontimmer/ComfyUI-Vextra-Nodes": [ + [ + "Add Text To Image", + "Apply Instagram Filter", + "Create Solid Color", + "Flatten Colors", + "Generate Noise Image", + "GlitchThis Effect", + "Hue Rotation", + "Load Picture Index", + "Pixel Sort", + "Play Sound At Execution", + "Prettify Prompt Using distilgpt2", + "Swap Color Mode" + ], + { + "title_aux": "ComfyUI-Vextra-Nodes" + } + ], + "https://github.com/discopixel-studio/comfyui-discopixel": [ + [ + "PhotoroomRemoveBG" + ], + { + "author": "Anson Kao", + "description": "A small collection of custom nodes for use with ComfyUI, by Discopixel", + "nickname": "ComfyUI Discopixel", + "title": "ComfyUI Discopixel", + "title_aux": "PhotoRoom Nodes by Discopixel" + } + ], + "https://github.com/discus0434/comfyui-caching-embeddings": [ + [ + "CachingCLIPTextEncode" + ], + { + "title_aux": "ComfyUI Caching Embeddings" + } + ], + "https://github.com/discus0434/comfyui-flux-accelerator": [ + [ + "\ud83c\udf6dFluxAccelerator" + ], + { + "title_aux": "ComfyUI Flux Accelerator" + } + ], + "https://github.com/djbielejeski/a-person-mask-generator": [ + [ + "APersonFaceLandmarkMaskGenerator", + "APersonMaskGenerator" + ], + { + "title_aux": "a-person-mask-generator" + } + ], + "https://github.com/dmMaze/sketch2manga": [ + [ + "BlendScreentone", + "EmptyLatentImageAdvanced" + ], + { + "title_aux": "Sketch2Manga" + } + ], + "https://github.com/dmarx/ComfyUI-AudioReactive": [ + [ + "ARDrawSignal", + "ARReadAudio", + "OpAbs", + "OpBandpass", + "OpClamp", + "OpHarmonic", + "OpModulo", + "OpNormalize", + "OpNovelty", + "OpPercussive", + "OpPow", + "OpPow2", + "OpPredominant_pulse", + "OpQuantize", + "OpRms", + "OpSmoosh", + "OpSmooth", + "OpSqrt", + "OpStretch", + "OpSustain", + "OpThreshold", + "SignalToCurve" + ], + { + "title_aux": "ComfyUI-AudioReactive" + } + ], + "https://github.com/dmarx/ComfyUI-Keyframed": [ + [ + "Example", + "KfAddCurveToPGroup", + "KfAddCurveToPGroupx10", + "KfApplyCurveToCond", + "KfConditioningAdd", + "KfConditioningAddx10", + "KfCurveConstant", + "KfCurveDraw", + "KfCurveFromString", + "KfCurveFromYAML", + "KfCurvesAdd", + "KfCurvesAddx10", + "KfCurvesDivide", + "KfCurvesMultiply", + "KfCurvesMultiplyx10", + "KfCurvesSubtract", + "KfDebug_Clip", + "KfDebug_Cond", + "KfDebug_Curve", + "KfDebug_Float", + "KfDebug_Image", + "KfDebug_Int", + "KfDebug_Latent", + "KfDebug_Model", + "KfDebug_Segs", + "KfDebug_String", + "KfDebug_Vae", + "KfDrawSchedule", + "KfEvaluateCurveAtT", + "KfGetCurveFromPGroup", + "KfGetScheduleConditionAtTime", + "KfGetScheduleConditionSlice", + "KfKeyframedCondition", + "KfKeyframedConditionWithText", + "KfPGroupCurveAdd", + "KfPGroupCurveMultiply", + "KfPGroupDraw", + "KfPGroupSum", + "KfSetCurveLabel", + "KfSetKeyframe", + "KfSinusoidalAdjustAmplitude", + "KfSinusoidalAdjustFrequency", + "KfSinusoidalAdjustPhase", + "KfSinusoidalAdjustWavelength", + "KfSinusoidalEntangledZeroOneFromFrequencyx2", + "KfSinusoidalEntangledZeroOneFromFrequencyx3", + "KfSinusoidalEntangledZeroOneFromFrequencyx4", + "KfSinusoidalEntangledZeroOneFromFrequencyx5", + "KfSinusoidalEntangledZeroOneFromFrequencyx6", + "KfSinusoidalEntangledZeroOneFromFrequencyx7", + "KfSinusoidalEntangledZeroOneFromFrequencyx8", + "KfSinusoidalEntangledZeroOneFromFrequencyx9", + "KfSinusoidalEntangledZeroOneFromWavelengthx2", + "KfSinusoidalEntangledZeroOneFromWavelengthx3", + "KfSinusoidalEntangledZeroOneFromWavelengthx4", + "KfSinusoidalEntangledZeroOneFromWavelengthx5", + "KfSinusoidalEntangledZeroOneFromWavelengthx6", + "KfSinusoidalEntangledZeroOneFromWavelengthx7", + "KfSinusoidalEntangledZeroOneFromWavelengthx8", + "KfSinusoidalEntangledZeroOneFromWavelengthx9", + "KfSinusoidalGetAmplitude", + "KfSinusoidalGetFrequency", + "KfSinusoidalGetPhase", + "KfSinusoidalGetWavelength", + "KfSinusoidalWithFrequency", + "KfSinusoidalWithWavelength" + ], + { + "title_aux": "ComfyUI-Keyframed" + } + ], + "https://github.com/domprosys/ComfyUI-LTXVideo-Extra": [ + [ + "LTXVImgToVideoInplaceAtIndex" + ], + { + "title_aux": "ComfyUI-LTXVideo-Extra" + } + ], + "https://github.com/dorpxam/ComfyUI-FramePack-F1-T2V": [ + [ + "FramePackF1T2VLoraStack", + "FramePackF1T2VSampler", + "FramePackF1T2VSamplerSettings", + "FramePackF1T2VTextEncode", + "FramePackF1T2VUserSettings" + ], + { + "title_aux": "ComfyUI-FramePack-F1-T2V" + } + ], + "https://github.com/dorpxam/ComfyUI-LTXVideoLoRA": [ + [ + "LTXVLoRABlockEdit", + "LTXVLoRALoader", + "LTXVLoRASelector" + ], + { + "title_aux": "ComfyUI-LTXVideoLoRA" + } + ], + "https://github.com/dothings/comfyui_placeholder_prompting": [ + [ + "PlaceholderPrompting" + ], + { + "title_aux": "comfyui_placeholder_prompting" + } + ], + "https://github.com/doubletwisted/ComfyUI-Deadline-Plugin": [ + [ + "DeadlineSeed", + "DeadlineSubmit" + ], + { + "nodename_pattern": "DeadlineSubmitNode", + "title_aux": "ComfyUI Deadline Submission" + } + ], + "https://github.com/downlifted/ComfyUI_GROQ-PromptWizard": [ + [ + "GroqAudioProcessor", + "GroqCodeAssistant", + "GroqDocumentAnalyzer", + "GroqLLM", + "GroqVision" + ], + { + "title_aux": "ComfyUI_ComfyGroq" + } + ], + "https://github.com/drago87/ComfyUI_Dragos_Nodes": [ + [ + "file_padding", + "image_info", + "lora_loader", + "vae_loader" + ], + { + "title_aux": "ComfyUI_Dragos_Nodes" + } + ], + "https://github.com/drawthingsai/draw-things-comfyui": [ + [ + "DrawThingsControlNet", + "DrawThingsHints", + "DrawThingsLoRA", + "DrawThingsNegative", + "DrawThingsPositive", + "DrawThingsPrompt", + "DrawThingsRefiner", + "DrawThingsSampler", + "DrawThingsUpscaler" + ], + { + "title_aux": "draw-things-comfyui" + } + ], + "https://github.com/dreamhartley/ComfyUI_show_seed": [ + [ + "Show Seed" + ], + { + "title_aux": "ComfyUI_show_seed" + } + ], + "https://github.com/drmbt/comfyui-dreambait-nodes": [ + [ + "AudioInfoPlus", + "BoolPlusPlus", + "CompareImageSimilarity", + "DRMBT_AspectPadImageForOutpainting", + "DRMBT_LoadMedia", + "DRMBT_MultiMinMax", + "DRMBT_String_Item_Menu", + "DictToOutputs", + "DownloadAndLoadMiniCPMV", + "DrawMana", + "DrawText", + "DreambaitFolderOpener", + "DynamicDictionary", + "DynamicStringConcatenate", + "ImageFrameBlend", + "ImageResizeFaceAware", + "ListItemExtract", + "ListItemSelector", + "LoadAudioPlus", + "MiniCPMVNode", + "MusicGen", + "NormalizeAudio", + "NumberPlusPlus", + "NumberRemap", + "Qwen2AudioInstruct", + "ShotHistory", + "StringToDict", + "SwitchDuo", + "TextBoxStyle", + "TextLineSelect", + "TextLinesToList", + "TextMargins", + "TextPlusPlus", + "TextShadow" + ], + { + "title_aux": "comfyui-dreambait-nodes" + } + ], + "https://github.com/drozbay/ComfyUI-WanVaceAdvanced": [ + [ + "HuMoI2VPatch", + "StringToFloatListRanged", + "VACEAdvDetailerHookProvider", + "VaceAdvancedModelPatch", + "VaceStrengthTester", + "WVAOptionsNode", + "WVAPipeSimple", + "WanMaskToLatentSpace", + "WanNoiseMaskToLatentSpace", + "WanVacePhantomDual", + "WanVacePhantomDualV2", + "WanVacePhantomExperimental", + "WanVacePhantomExperimentalV2", + "WanVacePhantomSimple", + "WanVacePhantomSimpleV2", + "WanVaceReplace", + "WanVaceToVideoLatent", + "WanVaceWindowReferences" + ], + { + "title_aux": "ComfyUI-WanVaceAdvanced" + } + ], + "https://github.com/drphero/comfyui_prompttester": [ + [ + "PromptTester" + ], + { + "title_aux": "ComfyUI-PromptTester" + } + ], + "https://github.com/drustan-hawk/primitive-types": [ + [ + "float", + "int", + "string", + "string_multiline" + ], + { + "title_aux": "primitive-types" + } + ], + "https://github.com/dseditor/Comfy-MCP": [ + [ + "MCPConfigGenerator" + ], + { + "title_aux": "Comfy-MCP" + } + ], + "https://github.com/dseditor/ComfyUI-ListHelper": [ + [ + "AudioListCombine", + "AudioListGenerator", + "AudioToFrameCount", + "AutoWhiteBalance", + "BatchToPSD", + "CeilDivide", + "ChineseConverter", + "ChineseTranslate", + "FrameMatch", + "GGUFInference", + "ImageListSplitHeadTail", + "ModelDownloader", + "NumberListGenerator", + "OpenAIHelper", + "OpenRouterLLM", + "PersonFeatureExtractor", + "PersonFeatureParser", + "PhotoMagazineMaker", + "PhotoMagazineParser", + "PhotoMagazinePromptGenerator", + "PromptListGenerator", + "QwenGPUInference", + "ShowText|ListHelper", + "SimpleWildCardPlayer" + ], + { + "title_aux": "ComfyUI-ListHelper" + } + ], + "https://github.com/dseditor/ComfyUI-ScheduledTask": [ + [ + "DailyPromptScheduler", + "ShutdownNode", + "TimeToSeedList" + ], + { + "title_aux": "ComfyUI-ScheduledTask" + } + ], + "https://github.com/dseditor/ComfyUI-Thread": [ + [ + "PublishThread", + "StartWithLongLiveToken", + "ThreadPublishVideo", + "ThreadsHistory" + ], + { + "title_aux": "ComfyUI-Thread" + } + ], + "https://github.com/dskjal/comfyui-yolov8-dsuksampler": [ + [ + "Yolov8DSUKsampler" + ], + { + "title_aux": "comfyui-yolov8-dsuksampler" + } + ], + "https://github.com/dskjal/comfyui-yolov8-simple": [ + [ + "ImageCompositeBlurred", + "Yolov8DS" + ], + { + "title_aux": "comfyui-yolov8-simple" + } + ], + "https://github.com/duchamps0305/comfyui-white-extractor": [ + [ + "WhitePercentage" + ], + { + "title_aux": "comfyui-white-extractor" + } + ], + "https://github.com/ducido/ObjectFusion_ComfyUI_nodes": [ + [ + "Custom ESAM_ModelLoader_Zho", + "Custom Generate Stable Diffsution Prompt With LLM", + "Custom Yoloworld_ESAM_Zho", + "Custom Yoloworld_ModelLoader_Zho", + "ObjectCrop" + ], + { + "title_aux": "ObjectFusion_ComfyUI_nodes" + } + ], + "https://github.com/duldduld/ComfyUI_md5": [ + [ + "FileToMD5", + "ImgToMD5", + "StringToMD5" + ], + { + "title_aux": "ComfyUI_md5" + } + ], + "https://github.com/duskfallcrew/Comfyui_EmbeddingMerge_Node/raw/refs/heads/main/merge_embed.py": [ + [ + "EmbeddingMerger" + ], + { + "title_aux": "Embedding Merge for ComfyUI" + } + ], + "https://github.com/dymokomi/comfyui_dygen": [ + [ + "AdaptiveColorCircles", + "AdaptiveColorLines", + "AdaptiveColorRectangles", + "BinaryPatternStamper", + "DYImageCluster", + "DYImageMasks", + "DYImagePalette", + "DYImageQuantize", + "ImageListToGrid", + "ImageScaler", + "RandomLines" + ], + { + "title_aux": "comfyui_dygen" + } + ], + "https://github.com/dzqdzq/ComfyUI-crop-alpha": [ + [ + "FastAlphaCropper", + "ShrinkImage" + ], + { + "title_aux": "ComfyUI-crop-alpha" + } + ], + "https://github.com/dzy1128/ComfyUI-Vector-Engine": [ + [ + "VectorEngineGPT", + "VectorEngineGemini" + ], + { + "title_aux": "ComfyUI-Vector-Engine" + } + ], + "https://github.com/dzy1128/ComfyUI-VertexAI": [ + [ + "GeminiImageGenerator" + ], + { + "title_aux": "ComfyUI-VertexAI" + } + ], + "https://github.com/dzy1128/Seedream-Image-Generate-ComfyUI": [ + [ + "SeedreamImageGenerate" + ], + { + "title_aux": "Seedream Image Generate ComfyUI Node" + } + ], + "https://github.com/e-tier-newbie/ComfyUI-E-Tier-TextSaver": [ + [ + "E_TierTextSaver" + ], + { + "title_aux": "ComfyUI-E-Tier-TextSaver" + } + ], + "https://github.com/e7mac/ComfyUI-ShadertoyGL": [ + [ + "ColorChannelOffset", + "Shader", + "Shadertoy" + ], + { + "title_aux": "ComfyUI-ShadertoyGL" + } + ], + "https://github.com/eRepublik-Labs/comfyui-nodes-erpk": [ + [ + "ClaudeAPIClient", + "ClaudeConversation", + "ClaudeConversationInfo", + "ClaudePromptEnhancer", + "ClaudeTextGeneration", + "ClaudeTokenCounter", + "ClaudeUsageStats", + "ClaudeVisionAnalysis", + "ERPK Foreground Refinement (BlurFusion)", + "ERPK Get Mask (BiRefNet)", + "ERPK Remove Background (BiRefNet)", + "ERPK Remove Background (InSPyReNet)", + "ERPK Remove Background (rembg)", + "ERPK SHARP Predict", + "ERPK SHARP Render Video", + "ERPK SHARP Render Views", + "ERPK_ConcatenateStrings", + "GeminiAPIConfig", + "GeminiChat", + "GeminiImageEdit", + "GeminiImageGeneration", + "GeminiSafetySettings", + "GeminiSystemInstruction", + "GeminiTextGeneration", + "GeminiVision", + "OpenAIAPIConfig", + "OpenAIChat", + "OpenAIImageEdit", + "OpenAIImageGeneration", + "OpenAISystemInstruction", + "OpenAITextGeneration", + "OpenAIVision", + "VeoImageToVideo", + "VeoTextToVideo", + "WaveSpeed Custom Client", + "WaveSpeed Custom Preview Video", + "WaveSpeed Custom QwenImageEdit", + "WaveSpeed Custom QwenImageEditPlus", + "WaveSpeed Custom QwenImageT2I", + "WaveSpeed Custom Save Audio", + "WaveSpeed Custom SeedreamV4", + "WaveSpeed Custom SeedreamV4Edit", + "WaveSpeed Custom SeedreamV4EditSequential", + "WaveSpeed Custom SeedreamV4Sequential", + "WaveSpeed Custom SeedreamV4_5", + "WaveSpeed Custom SeedreamV4_5Edit", + "WaveSpeed Custom SeedreamV4_5EditSequential", + "WaveSpeed Custom SeedreamV4_5Sequential", + "WaveSpeed Custom Upload Image" + ], + { + "title_aux": "ERPK Collection" + } + ], + "https://github.com/ealkanat/comfyui-easy-padding": [ + [ + "comfyui-easy-padding" + ], + { + "title_aux": "ComfyUI Easy Padding" + } + ], + "https://github.com/eastoc/ComfyUI_SemanticSAM": [ + [ + "PointPrompt", + "SemanticSAMLoader", + "SemanticSAMSegment" + ], + { + "title_aux": "Semantic-SAM" + } + ], + "https://github.com/easygoing0114/ComfyUI-easygoing-nodes": [ + [ + "CLIPSaveQwen", + "CLIPScaleDualSDXLBlock", + "CLIPScaleQwenBlock", + "HDR Effects with LAB Adjust", + "HDREffectsLabAdjust", + "ModelMergeHiDream", + "ModelMergeZImage", + "ModelScaleFlux2Klein", + "ModelScaleHiDream", + "ModelScaleQwenImage", + "ModelScaleZImage", + "SaveImageWithPrompt", + "VAEMergeAdd", + "VAEMergeSDXLBlock", + "VAEMergeSimple", + "VAEMergeSubtract", + "VAEScaleFlux2Block", + "VAEScaleFluxBlock", + "VAEScaleQwenBlock", + "VAEScaleSDXLBlock" + ], + { + "title_aux": "ComfyUI-easygoing-nodes" + } + ], + "https://github.com/ebrinz/ComfyUI-MusicGen-HF": [ + [ + "AudioOutputToConditioningQueue", + "BPMDurationInput", + "ConditioningQueueManager", + "HuggingFaceMusicGen", + "LoadAudioStandalone", + "LoopingAudioPreview", + "MusicGenAudioToFile", + "ProfessionalLoopTransition", + "SaveAudioStandalone", + "SmoothAudioQueue", + "custom_nodes" + ], + { + "title_aux": "ComfyUI-MusicGen-HF" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-EddySevenResonance": [ + [ + "EddyIntSevenRandomV2", + "EddyLuckySeedNode" + ], + { + "title_aux": "ComfyUI-EddySevenResonance" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-LLM-GGUF": [ + [ + "ClearModelCache", + "LLMChat", + "ListSessions", + "LoadGGUFModel", + "ResetChat" + ], + { + "title_aux": "ComfyUI-LLM-GGUF" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-MemoryCleaner": [ + [ + "MemoryCleaner", + "MemoryStatus" + ], + { + "title_aux": "ComfyUI-MemoryCleaner" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-PreviewImageNode": [ + [ + "PreviewImageStandalone", + "SaveImageStandalone" + ], + { + "title_aux": "ComfyUI-PreviewImageNode" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenFrameSelector": [ + [ + "QwenFrameSelector" + ], + { + "title_aux": "ComfyUI-QwenFrameSelector" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-QwenVideo": [ + [ + "GetVideoPath", + "QwenVideoPromptReversal", + "ShowQwenPrompt" + ], + { + "title_aux": "ComfyUI-QwenVideo" + } + ], + "https://github.com/eddyhhlure1Eddy/ComfyUI-TorchCompileSpeed": [ + [ + "ApplyTorchCompile", + "TorchCompileSpeedSettings" + ], + { + "title_aux": "ComfyUI-TorchCompileSpeed" + } + ], + "https://github.com/edelvarden/ComfyUI-Display-Value": [ + [ + "DisplayValue" + ], + { + "title_aux": "ComfyUI-Display-Value" + } + ], + "https://github.com/edenartlab/eden_comfy_pipelines": [ + [ + "AnimatedShapeMaskNode", + "Animation_RGB_Mask", + "AspectPadImageForOutpainting", + "CLIP_Interrogator", + "ConvertToGrayscale", + "DepthSlicer", + "Eden_AllMediaLoader", + "Eden_Bool", + "Eden_BoolBinaryOperation", + "Eden_Compare", + "Eden_Debug_Anything", + "Eden_DepthSlice_MaskVideo", + "Eden_DetermineFrameCount", + "Eden_FaceToMask", + "Eden_Face_Crop", + "Eden_Float", + "Eden_FloatToInt", + "Eden_GPTPromptEnhancer", + "Eden_GPTStructuredOutput", + "Eden_IMG_padder", + "Eden_IMG_unpadder", + "Eden_ImageMaskComposite", + "Eden_Image_Math", + "Eden_Int", + "Eden_IntToFloat", + "Eden_MaskBoundingBox", + "Eden_MaskCombiner", + "Eden_Math", + "Eden_RGBA_to_RGB", + "Eden_RandomFilepathSampler", + "Eden_RandomNumberSampler", + "Eden_RandomPromptFromFile", + "Eden_Regex_Replace", + "Eden_RepeatLatentBatch", + "Eden_Save_Param_Dict", + "Eden_Seed", + "Eden_String", + "Eden_StringHash", + "Eden_StringReplace", + "Eden_gpt4_node", + "Eden_randbool", + "Extend_Sequence", + "FolderScanner", + "GetRandomFile", + "Get_Prefixed_Imgs", + "HistogramMatching", + "IMG_blender", + "IMG_resolution_multiple_of", + "IMG_scaler", + "IP_Adapter_Settings_Distribution", + "If ANY execute A else B", + "ImageDescriptionNode", + "ImageFolderIterator", + "KeyframeBlender", + "LatentTypeConversion", + "Linear_Combine_IP_Embeds", + "LoadImagesByFilename", + "LoadRandomImage", + "Load_Embeddings_From_Folder", + "MaskFromRGB_KMeans", + "MaskedRegionVideoExport", + "OrganicFillNode", + "ParallaxZoom", + "ProjectionPreview", + "Random_Style_Mixture", + "SDAnyConverter", + "SDTypeConverter", + "SaveImageAdvanced", + "SavePosEmbeds", + "SurfaceRadiometricCompensation", + "VAEDecode_to_folder", + "VideoFrameSelector", + "WidthHeightPicker" + ], + { + "title_aux": "Eden.art nodesuite" + } + ], + "https://github.com/edenartlab/sd-lora-trainer": [ + [ + "Eden_LoRa_trainer" + ], + { + "title_aux": "Eden.art LoRa Trainer" + } + ], + "https://github.com/edoardocompagnucci/ComfyUI-HSyn9DHPE": [ + [ + "HSyn9DHPE" + ], + { + "title_aux": "ComfyUI-HSyn9DHPE" + } + ], + "https://github.com/educator-art/ComfyUI-Load-DirectoryFiles": [ + [ + "Load Images and Prompts from Directory", + "Load Images and Prompts from Directory(Advanced)" + ], + { + "title_aux": "ComfyUI-Load-DirectoryFiles" + } + ], + "https://github.com/educator-art/ComfyUI-gpt-oss-PromptDesigner": [ + [ + "Load gpt-oss Prompt Designer" + ], + { + "title_aux": "ComfyUI-gpt-oss-PromptDesigner" + } + ], + "https://github.com/efortin/ComfyUI-Ollama-Enhancer": [ + [ + "OllamaEnhancerNode" + ], + { + "title_aux": "ComfyUI-Manufnode" + } + ], + "https://github.com/eg0pr0xy/comfyui_noisegen": [ + [ + "AudioAnalyzer", + "AudioMixer", + "AudioSave", + "BandLimitedNoise", + "ChaosNoiseMix", + "ConvolutionReverb", + "FeedbackProcessor", + "GranularProcessor", + "GranularSequencer", + "HarshFilter", + "MicrosoundSculptor", + "ModulationMatrix", + "MultiDistortion", + "NoiseGenerator", + "PerlinNoise", + "SpectralProcessor", + "SpectrumAnalyzer", + "TrueChaos" + ], + { + "title_aux": "ComfyUI-NoiseGen" + } + ], + "https://github.com/einhorn13/ComfyUI-ImageProcessUtilities": [ + [ + "CombineCoords", + "CropByCoords", + "ImageTiler", + "ImageUntiler", + "PasteByCoords", + "ReorderBatch", + "SplitCoords", + "StringToIntegers" + ], + { + "title_aux": "ComfyUI-ImageProcessUtilities" + } + ], + "https://github.com/elgalardi/comfyui-clip-prompt-splitter": [ + [ + "CLIPPromptSplitter5" + ], + { + "title_aux": "comfyui-clip-prompt-splitter" + } + ], + "https://github.com/elgalardi/comfyui-prompt-splitter": [ + [ + "PromptSplitter10Lines", + "PromptSplitter3Lines", + "PromptSplitter5Lines" + ], + { + "title_aux": "comfyui-prompt-splitter" + } + ], + "https://github.com/elyetis/Comfyui-ColorMatchNodes": [ + [ + "ColorMatch2Refs", + "ColorMatchBlendAutoWeights" + ], + { + "title_aux": "Comfyui-ColorMatchNodes" + } + ], + "https://github.com/emojiiii/ComfyUI_Emojiiii_Custom_Nodes": [ + [ + "BatchImageProcessor", + "Caption", + "CaptionDownload", + "KolorsMultiTextEncode", + "MultiTextEncode" + ], + { + "title_aux": "ComfyUI_Emojiiii_Custom_Nodes" + } + ], + "https://github.com/engineer6980/ComfyUI-Image-Cipher": [ + [ + "ImageCipherDecode", + "ImageCipherEncode" + ], + { + "title_aux": "ComfyUI-Image-Cipher" + } + ], + "https://github.com/envy-ai/ComfyUI-ConDelta": [ + [ + "ApplyConDelta", + "ApplyConDeltaAutoScale", + "CFGlessNegativePrompt", + "ClampConDelta", + "ConditioningAddConDelta", + "ConditioningAddConDeltaAutoScale", + "ConditioningAverageMultiple", + "ConditioningGetNoise", + "ConditioningGetRandom", + "ConditioningScale", + "ConditioningSubtract", + "ExtendedConditioningAverage", + "GetConDeltaFromPrompt", + "HardClampConDelta", + "LoadConditioningDelta", + "MaskConDelta", + "MultiDimensionalPromptTravel", + "PromptTravel", + "QuickConDelta", + "SaveConditioningDelta", + "ThresholdConditioning" + ], + { + "title_aux": "ComfyUI-ConDelta" + } + ], + "https://github.com/eric183/ComfyUI-Only": [ + [ + "ArchiveImageLoader", + "LatentLoaderAdvanced", + "WorkflowImageFileLoader", + "WorkflowJSONParser" + ], + { + "title_aux": "ComfyUI-Only" + } + ], + "https://github.com/erosDiffusion/ComfyUI-EulerDiscreteScheduler": [ + [ + "FlowMatchEulerDiscreteScheduler (Custom)", + "ImageMetadataExtractor", + "NunchakuQwenPatches", + "PatchFlashAttention" + ], + { + "title_aux": "ComfyUI-EulerDiscreteScheduler" + } + ], + "https://github.com/erosDiffusion/ComfyUI-ZImageDit": [ + [ + "LoadZImageSDNQ", + "ZImageSDNQGenerate" + ], + { + "title_aux": "ComfyUI-ZImageDit" + } + ], + "https://github.com/erosDiffusion/ComfyUI-enricos-nodes": [ + [ + "Compositor3", + "Compositor4", + "Compositor4MasksOutput", + "Compositor4TransformsOut", + "CompositorColorPicker", + "CompositorConfig3", + "CompositorConfig4", + "CompositorMasksOutputV3", + "CompositorTools3", + "CompositorTransformsOutV3", + "ImageColorSampler" + ], + { + "title_aux": "ComfyUI-enricos-nodes" + } + ], + "https://github.com/errew/ComfyUI-Wireless": [ + [ + "WirelessGetAny", + "WirelessGetImage", + "WirelessGetLatent", + "WirelessSetAny", + "WirelessSetImage", + "WirelessSetLatent" + ], + { + "title_aux": "ComfyUI-Wireless" + } + ], + "https://github.com/esp-dev/comfyui-loadheicimage": [ + [ + "LoadImagePlusHEIC" + ], + { + "title_aux": "comfyui-loadheicimage" + } + ], + "https://github.com/esp-dev/comfyui-videoframenode": [ + [ + "VideoFirstLastFrame" + ], + { + "title_aux": "comfyui-videoframenode" + } + ], + "https://github.com/ethanfel/ComfyUI-Sharp-Selector": [ + [ + "FastAbsoluteSaver", + "ParallelSharpnessLoader", + "SharpFrameSelector", + "SharpnessAnalyzer" + ], + { + "title_aux": "ComfyUI-Sharp-Selector" + } + ], + "https://github.com/ethanfel/Comfyui-JSON-Manager": [ + [ + "JSONLoaderBatchI2V", + "JSONLoaderBatchLoRA", + "JSONLoaderBatchVACE", + "JSONLoaderCustom1", + "JSONLoaderCustom3", + "JSONLoaderCustom6", + "JSONLoaderLoRA", + "JSONLoaderStandard", + "JSONLoaderVACE" + ], + { + "title_aux": "Comfyui-JSON-Manager" + } + ], + "https://github.com/euan-gwd/comfyui-character-prompt-builder": [ + [ + "Character Prompt Builder Actions", + "Character Prompt Builder Female Fashion", + "Character Prompt Builder Female Person", + "Character Prompt Builder Female Poses", + "Character Prompt Builder Male Fashion", + "Character Prompt Builder Male Person", + "Character Prompt Builder Male Poses", + "Character Prompt Builder Person", + "Character Prompt Builder Scene" + ], + { + "title_aux": "comfyui-character-prompt-builder" + } + ], + "https://github.com/evanspearman/ComfyMath": [ + [ + "CM_BoolBinaryOperation", + "CM_BoolToInt", + "CM_BoolUnaryOperation", + "CM_BreakoutVec2", + "CM_BreakoutVec3", + "CM_BreakoutVec4", + "CM_ComposeVec2", + "CM_ComposeVec3", + "CM_ComposeVec4", + "CM_FloatBinaryCondition", + "CM_FloatBinaryOperation", + "CM_FloatToInt", + "CM_FloatToNumber", + "CM_FloatUnaryCondition", + "CM_FloatUnaryOperation", + "CM_IntBinaryCondition", + "CM_IntBinaryOperation", + "CM_IntToBool", + "CM_IntToFloat", + "CM_IntToNumber", + "CM_IntUnaryCondition", + "CM_IntUnaryOperation", + "CM_NearestSDXLExtendedResolution", + "CM_NearestSDXLResolution", + "CM_NumberBinaryCondition", + "CM_NumberBinaryOperation", + "CM_NumberToFloat", + "CM_NumberToInt", + "CM_NumberUnaryCondition", + "CM_NumberUnaryOperation", + "CM_SDXLExtendedResolution", + "CM_SDXLResolution", + "CM_Vec2BinaryCondition", + "CM_Vec2BinaryOperation", + "CM_Vec2ScalarOperation", + "CM_Vec2ToScalarBinaryOperation", + "CM_Vec2ToScalarUnaryOperation", + "CM_Vec2UnaryCondition", + "CM_Vec2UnaryOperation", + "CM_Vec3BinaryCondition", + "CM_Vec3BinaryOperation", + "CM_Vec3ScalarOperation", + "CM_Vec3ToScalarBinaryOperation", + "CM_Vec3ToScalarUnaryOperation", + "CM_Vec3UnaryCondition", + "CM_Vec3UnaryOperation", + "CM_Vec4BinaryCondition", + "CM_Vec4BinaryOperation", + "CM_Vec4ScalarOperation", + "CM_Vec4ToScalarBinaryOperation", + "CM_Vec4ToScalarUnaryOperation", + "CM_Vec4UnaryCondition", + "CM_Vec4UnaryOperation" + ], + { + "title_aux": "ComfyMath" + } + ], + "https://github.com/excelwong/ComfyUI-PromptComposer": [ + [ + "PromptComposer" + ], + { + "title_aux": "ComfyUI Prompt Composer" + } + ], + "https://github.com/exdysa/comfyui-selector": [ + [ + "Recourse", + "RecourseAny", + "RecourseCkpt", + "RecourseImage", + "RecoursePolar", + "RecourseStrings", + "SelInClip", + "SelInFloat", + "SelInGuider", + "SelInInt", + "SelInLatent", + "SelInModel", + "SelInPolar", + "SelInSampler", + "SelInSigmas", + "SelInVae", + "SelOutCLIP", + "SelOutModel", + "SelOutPolar", + "Selector", + "Selector Advanced", + "Selector Hub" + ], + { + "author": "\"\u02f6\ud835\udfa2\u292c\u2ad2\u2d56s\u143c\u02f6\"", + "description": "\"EXDYSA. Selector and Recourse. Presets & failsafes. Work flow.\"", + "nickname": "\"Selector\"", + "title": "\"Selector\"", + "title_aux": "comfyui-selector" + } + ], + "https://github.com/exectails/comfyui-et_dynamicprompts": [ + [ + "ETDynamicPrompt" + ], + { + "title_aux": "Dynamic Prompts" + } + ], + "https://github.com/exectails/comfyui-et_infoutils": [ + [ + "ETInspectTextNode", + "ETIntBoxNode", + "ETPresentImageNode", + "ETShowDataNode", + "ETStringBoxNode", + "ETTextBoxNode", + "ETTokenCountNode" + ], + { + "title_aux": "Info Utils" + } + ], + "https://github.com/exectails/comfyui-et_stringutils": [ + [ + "ETATOI", + "ETFTOA", + "ETITOA", + "ETJoinTextNode", + "ETReplaceTextNode", + "ETSplitTextNode", + "ETSwitchTextNode", + "ETTextFormatter10Node", + "ETTextFormatter2Node", + "ETTextFormatter5Node" + ], + { + "title_aux": "String Utils" + } + ], + "https://github.com/exedesign/Hunyuan-3D-v3": [ + [ + "Hunyuan3DPreview", + "HunyuanBatchImageTo3D", + "HunyuanBatchPreview", + "HunyuanConfig", + "HunyuanImageTo3D", + "HunyuanTextTo3D" + ], + { + "nodename_pattern": "Hunyuan", + "title_aux": "ComfyUI-Hunyuan3D-v3" + } + ], + "https://github.com/ez-af/ComfyUI-EZ-AF-Nodes": [ + [ + "EZ_CSV_Loader", + "EZ_Extract_Prompt", + "EZ_Find_Replace", + "EZ_Input", + "EZ_Prompt_Loader", + "EZ_Switch", + "EZ_Tag_Loader", + "EZ_Text_Concat", + "EZ_Text_to_Size" + ], + { + "title_aux": "ComfyUI-EZ-AF-Nodes" + } + ], + "https://github.com/fabbarix/comfyui-promptstore": [ + [ + "Prompt Selector", + "Prompt Template" + ], + { + "title_aux": "comfyui-promptstore" + } + ], + "https://github.com/facefusion/facefusion-comfyui": [ + [ + "SwapFaceImage", + "SwapFaceVideo" + ], + { + "title_aux": "FaceFusion ComfyUI" + } + ], + "https://github.com/facok/ComfyUI-HunyuanVideoMultiLora": [ + [ + "HunyuanVideoLoraLoader" + ], + { + "title_aux": "ComfyUI-HunyuanVideoMultiLora" + } + ], + "https://github.com/facok/ComfyUI-TeaCacheHunyuanVideo": [ + [ + "TeaCacheHunyuanVideoSampler_FOK" + ], + { + "title_aux": "ComfyUI-TeaCacheHunyuanVideo" + } + ], + "https://github.com/facok/comfyui-meancache-z": [ + [ + "MeanCache_ZImage" + ], + { + "title_aux": "comfyui-meancache-z" + } + ], + "https://github.com/fairy-root/ComfyUI-GLHF": [ + [ + "glhf_chat" + ], + { + "title_aux": "ComfyUI-GLHF" + } + ], + "https://github.com/fairy-root/ComfyUI-OpenAI-FM": [ + [ + "OpenAIFMNode" + ], + { + "title_aux": "ComfyUI-OpenAI-FM" + } + ], + "https://github.com/fairy-root/ComfyUI-Show-Text": [ + [ + "ShowText" + ], + { + "title_aux": "ComfyUI-Show-Text" + } + ], + "https://github.com/fairy-root/Flux-Prompt-Generator": [ + [ + "FluxPromptGenerator" + ], + { + "title_aux": "Flux Prompt Generator for ComfyUI" + } + ], + "https://github.com/fairy-root/comfyui-ollama-llms": [ + [ + "ConcatenateText", + "llava", + "ollama" + ], + { + "title_aux": "Ollama and Llava Vision integration for ComfyUI" + } + ], + "https://github.com/fallingmeteorite/nsfw-image-check-comfyui": [ + [ + "NsfwAreaCoverNode", + "NsfwCheckNode" + ], + { + "title_aux": "nsfw-image-check-comfyui" + } + ], + "https://github.com/fashn-AI/ComfyUI-FASHN": [ + [ + "FASHN" + ], + { + "title_aux": "FASHN Virtual Try-On" + } + ], + "https://github.com/fat-tire/comfyui-unified-media-suite": [ + [ + "MediaLoad", + "MediaMerge", + "MediaSave" + ], + { + "title_aux": "ComfyUI Unified Media Suite" + } + ], + "https://github.com/fblissjr/ComfyUI-DatasetHelper": [ + [ + "DatasetBatchNode" + ], + { + "title_aux": "ComfyUI Dataset Helper & Batch Node" + } + ], + "https://github.com/fblissjr/ComfyUI-EmbeddingPipelineAnalytics": [ + [ + "EmbeddingAnalyzer", + "EmbeddingPipelineCapture", + "Hunyuan" + ], + { + "title_aux": "ComfyUI-EmbeddingPipelineAnalytics" + } + ], + "https://github.com/fblissjr/ComfyUI-QwenImageWanBridge": [ + [ + "HunyuanVideoCLIPLoader", + "HunyuanVideoEmptyLatent", + "HunyuanVideoPromptExpander", + "HunyuanVideoTextEncoder", + "HunyuanVideoVisionLoader", + "LLMOutputParser", + "PromptKeyFilter", + "QwenDebugController", + "QwenEliGenEntityControl", + "QwenEliGenMaskPainter", + "QwenImageBatch", + "QwenInpaintSampler", + "QwenLowresFixNode", + "QwenMaskProcessor", + "QwenSmartCrop", + "QwenSpatialTokenGenerator", + "QwenTemplateBuilder", + "QwenTemplateBuilderV2", + "QwenTemplateConnector", + "QwenToChronoEditBridge", + "QwenToWanFirstFrameLatent", + "QwenToWanImageSaver", + "QwenToWanLatentSaver", + "QwenTokenAnalyzer", + "QwenTokenAnalyzerStandalone", + "QwenTokenDebugger", + "QwenVLCLIPLoader", + "QwenVLEmptyLatent", + "QwenVLImageToLatent", + "QwenVLTextEncoder", + "QwenVLTextEncoderAdvanced", + "TemplateInfluenceAnalyzer", + "ZImageEmptyLatent", + "ZImageTextEncoder", + "ZImageTextEncoderSimple", + "ZImageTurnBuilder", + "ZImageWanVAEDecode" + ], + { + "title_aux": "ComfyUI-QwenImageWanBridge" + } + ], + "https://github.com/fblissjr/ComfyUI-WanActivationEditor": [ + [ + "WanVideoActivationEditor", + "WanVideoAdvancedActivationEditor", + "WanVideoBlockActivationBuilder", + "WanVideoBlockActivationViewer", + "WanVideoBlockStrengthBuilder", + "WanVideoDirectInjector", + "WanVideoEmbeddingAmplifier", + "WanVideoEmbeddingAnalyzer", + "WanVideoEmbeddingDatabase", + "WanVideoGuidanceController", + "WanVideoInjectionTester", + "WanVideoLatentEncoder", + "WanVideoLatentInjector", + "WanVideoNoiseController", + "WanVideoProjectionBooster", + "WanVideoSequentialMixer", + "WanVideoStrengthVisualizer", + "WanVideoVectorArithmetic", + "WanVideoVectorDifference", + "WanVideoVectorInterpolation" + ], + { + "title_aux": "ComfyUI-WanActivationEditor" + } + ], + "https://github.com/fblissjr/ComfyUI-WanSeamlessFlow": [ + [ + "WanAdaptiveFlow", + "WanBlendVisualize", + "WanEmbeddingPreviz", + "WanEmbeddingPrevizCanvas", + "WanMinimalCanvasTest", + "WanSmartBlend" + ], + { + "title_aux": "wanvideo - seamless flow" + } + ], + "https://github.com/fblissjr/shrug-prompter": [ + [ + "AccumulationNodeCompat", + "AdvancedVLMSampler", + "AnyTypePassthrough", + "AutoMemoryManager", + "DualProviderConfig", + "GlobalMemoryCleanup", + "ImageToAny", + "LoadAudio", + "LoopAwareResponseIterator", + "LoopAwareVLMAccumulator", + "LoopSafeAccumulator", + "PromptTemplateLoader", + "RemoteTextEncoder", + "RobustImageRangeExtractor", + "SeedPromptGenerator", + "ShrugASRNode", + "ShrugPromptBatchFromFile", + "ShrugPrompter", + "SmartImageRangeExtractor", + "TextCleanup", + "TextListCleanup", + "TextListIndexer", + "TextListToString", + "TwoRoundVLMPrompter", + "VLMImagePassthrough", + "VLMImageProcessor", + "VLMImageResizer", + "VLMPrompterFast", + "VLMProviderConfig", + "VLMResponseExtractor", + "VLMResultCollector", + "VLMResultIterator", + "VLMResultsToGeneric", + "VLMStyleRewriter", + "VideoFramePairExtractor", + "VideoSegmentAssembler" + ], + { + "title_aux": "Shrug-Prompter: Unified VLM Integration for ComfyUI" + } + ], + "https://github.com/fchangjun/Baidu_Meux_ComfyTools": [ + [ + "MeuxAdvancedImageCrop", + "MeuxImageLoader", + "MeuxMultiSaveImage", + "MeuxOutpaintSizePresetSafe", + "MeuxSimpleLLMNode", + "MeuxSizePresetSafe", + "MeuxSmartEmptyLatent", + "MeuxSmartExactResize", + "MeuxTextAreaInput" + ], + { + "title_aux": "BaiduMeux_Comfy Tools" + } + ], + "https://github.com/fchangjun/Comfyui_MultiSaveImage": [ + [ + "MeuxAdvancedImageCrop", + "MeuxImageLoader", + "MeuxMultiSaveImage", + "MeuxOutpaintSizePresetSafe", + "MeuxSimpleLLMNode", + "MeuxSizePresetSafe", + "MeuxSmartEmptyLatent", + "MeuxSmartExactResize", + "MeuxTextAreaInput" + ], + { + "title_aux": "MultiSaveImage Node" + } + ], + "https://github.com/fearnworks/ComfyUI_FearnworksNodes": [ + [ + "Count Files in Directory (FW)", + "Count Tokens (FW)", + "CountTokens", + "FileCountInDirectory", + "Token Count Ranker(FW)", + "TokenCountRanker", + "Trim To Tokens (FW)", + "TrimToTokens" + ], + { + "title_aux": "Fearnworks Nodes" + } + ], + "https://github.com/febogallo/ComfyUI-Freepik": [ + [ + "FreepikMystic", + "FreepikRemoveBackground", + "FreepikUpscalerCreative", + "FreepikUpscalerPrecision" + ], + { + "title_aux": "ComfyUI-Freepik" + } + ], + "https://github.com/feffy380/comfyui-chroma-cache": [ + [ + "ChromaCache" + ], + { + "title_aux": "Chroma Cache" + } + ], + "https://github.com/feixuetuba/Spleeter": [ + [ + "Spleeter" + ], + { + "title_aux": "Spleeter" + } + ], + "https://github.com/felixszeto/ComfyUI-RequestNodes": [ + [ + "Chainable Upload Image", + "ChainableUploadImage", + "Form Post Request Node", + "FormPostRequestNode", + "Get Request Node", + "GetRequestNode", + "Image To Base64 Node", + "Image To Blob Node", + "ImageToBase64Node", + "ImageToBlobNode", + "Key/Value Node", + "KeyValueNode", + "Post Request Node", + "PostRequestNode", + "Rest Api Node", + "RestApiNode", + "Retry Settings Node", + "RetrySettingNode", + "String Replace Node", + "StringReplaceNode" + ], + { + "title_aux": "ComfyUI-RequestNodes" + } + ], + "https://github.com/fexli/fexli-util-node-comfyui": [ + [ + "FEAnyToDict", + "FEAnyToString", + "FEBCPrompt", + "FEBatchGenStringBCDocker", + "FEColor2Image", + "FEColorOut", + "FEDataInsertor", + "FEDataPacker", + "FEDataUnpacker", + "FEDeepClone", + "FEDictCombine", + "FEDictPacker", + "FEDictUnpacker", + "FEEncLoraAutoLoader", + "FEEncLoraAutoLoaderStack", + "FEEncLoraLoader", + "FEExtraInfoAdd", + "FEGenStringBCDocker", + "FEGenStringGPT", + "FEGenStringNBus", + "FEImageNoiseGenerate", + "FEImagePadForOutpaint", + "FEImagePadForOutpaintByImage", + "FEInterruptCondition", + "FELoadImageQQUrl", + "FEOperatorIf", + "FERandomBool", + "FERandomLoraSelect", + "FERandomPrompt", + "FERandomizedColor2Image", + "FERandomizedColorOut", + "FERerouteWithName", + "FESaveEncryptImage", + "FETextCombine", + "FETextCombine2Any", + "FETextInput" + ], + { + "title_aux": "fexli-util-node-comfyui" + } + ], + "https://github.com/fexploit/ComfyUI-AutoLabel": [ + [ + "AutoLabel" + ], + { + "title_aux": "ComfyUI-AutoLabel" + } + ], + "https://github.com/fexploit/ComfyUI-AutoTrimBG": [ + [ + "RonLayers/TrimBg: RonLayersTrimBgUltraV2" + ], + { + "title_aux": "ComfyUI-AutoTrimBG" + } + ], + "https://github.com/fexploit/ComfyUI-Classifier": [ + [ + "ClassifierNode" + ], + { + "title_aux": "ComfyUI-Classifier" + } + ], + "https://github.com/fidecastro/comfyui-llamacpp-client": [ + [ + "LlamaCppClient" + ], + { + "title_aux": "comfyui-llamacpp-client" + } + ], + "https://github.com/filipemeneses/comfy_pixelization": [ + [ + "Pixelization" + ], + { + "title_aux": "Pixelization" + } + ], + "https://github.com/filliptm/ComfyUI-FL-DiffVSR": [ + [ + "FL_DiffVSR_LoadModel", + "FL_DiffVSR_Upscale" + ], + { + "title_aux": "ComfyUI-FL-DiffVSR" + } + ], + "https://github.com/filliptm/ComfyUI_FL-ClearVoice": [ + [ + "FL_ClearVoice_ModelLoader", + "FL_ClearVoice_Process" + ], + { + "title_aux": "ComfyUI_FL-ClearVoice" + } + ], + "https://github.com/filliptm/ComfyUI_FL-CosyVoice3": [ + [ + "FL_CosyVoice3_AudioCrop", + "FL_CosyVoice3_CrossLingual", + "FL_CosyVoice3_Dialog", + "FL_CosyVoice3_ModelLoader", + "FL_CosyVoice3_VoiceConversion", + "FL_CosyVoice3_ZeroShot" + ], + { + "title_aux": "ComfyUI_FL-CosyVoice3" + } + ], + "https://github.com/filliptm/ComfyUI_FL-Path-Animator": [ + [ + "FL_PathAnimator" + ], + { + "title_aux": "ComfyUI_FL-Path-Animator" + } + ], + "https://github.com/filliptm/ComfyUI_FL-SongGen": [ + [ + "FL_SongGen_AutoStyle", + "FL_SongGen_DescriptionBuilder", + "FL_SongGen_Generate", + "FL_SongGen_LyricsFormatter", + "FL_SongGen_ModelLoader", + "FL_SongGen_StyleTransfer" + ], + { + "title_aux": "ComfyUI_FL-SongGen" + } + ], + "https://github.com/filliptm/ComfyUI_FL-Trainer": [ + [ + "FL_ImageCaptionSaver", + "FL_KohyaSSAdvConfig", + "FL_KohyaSSDatasetConfig", + "FL_KohyaSSInitWorkspace", + "FL_KohyaSSTrain", + "FL_Kohya_EasyTrain", + "FL_LoadImagesFromDirectoryPath" + ], + { + "title_aux": "ComfyUI_FL-Trainer" + } + ], + "https://github.com/filliptm/ComfyUI_Fill-ChatterBox": [ + [ + "FL_ChatterboxDialogTTS", + "FL_ChatterboxMultilingualTTS", + "FL_ChatterboxTTS", + "FL_ChatterboxTurboTTS", + "FL_ChatterboxVC" + ], + { + "title_aux": "ComfyUI_Fill-ChatterBox" + } + ], + "https://github.com/filliptm/ComfyUI_Fill-Nodes": [ + [ + "FL_API_Base64_ImageLoader", + "FL_API_ImageSaver", + "FL_AnimatedShapePatterns", + "FL_AnimeLineExtractor", + "FL_ApplyMask", + "FL_Ascii", + "FL_Audio_BPM_Analyzer", + "FL_Audio_Beat_Visualizer", + "FL_Audio_Crop", + "FL_Audio_Drum_Detector", + "FL_Audio_Envelope_Visualizer", + "FL_Audio_Music_Video_Sequencer", + "FL_Audio_Reactive_Brightness", + "FL_Audio_Reactive_Edge_Glow", + "FL_Audio_Reactive_Envelope", + "FL_Audio_Reactive_Saturation", + "FL_Audio_Reactive_Scale", + "FL_Audio_Reactive_Speed", + "FL_Audio_Segment_Extractor", + "FL_Audio_Separation", + "FL_Audio_Shot_Iterator", + "FL_BatchAlign", + "FL_BlackFrameReject", + "FL_BulkPDFLoader", + "FL_BulletHellGame", + "FL_CSVExtractor", + "FL_CaptionSaver_V2", + "FL_CaptionToCSV", + "FL_ClipScanner", + "FL_CodeNode", + "FL_ColorPicker", + "FL_Dalle3", + "FL_DirectoryCrawl", + "FL_Dither", + "FL_FILM", + "FL_Fal_Gemini_ImageEdit", + "FL_Fal_Kling_AIAvatar", + "FL_Fal_Kontext", + "FL_Fal_Pixverse", + "FL_Fal_Pixverse_LipSync", + "FL_Fal_Pixverse_Transition", + "FL_Fal_SeedVR_Upscale", + "FL_Fal_Seedance_i2v", + "FL_Fal_Seedream_Edit", + "FL_Fal_Sora", + "FL_Float", + "FL_FloatToInt", + "FL_FractalKSampler", + "FL_GPT_Image1", + "FL_GPT_Image1_ADV", + "FL_GPT_Text", + "FL_GPT_Vision", + "FL_GeminiImageEditor", + "FL_GeminiImageGenADV", + "FL_GeminiTextAPI", + "FL_GeminiVideoCaptioner", + "FL_Glitch", + "FL_GoogleCloudStorage", + "FL_GoogleDriveDownloader", + "FL_GoogleDriveImageDownloader", + "FL_GradGenerator", + "FL_HFDatasetDownloader", + "FL_HFHubModelUploader", + "FL_HF_Character", + "FL_HF_UploaderAbsolute", + "FL_HalftonePattern", + "FL_Hedra_API", + "FL_HexagonalPattern", + "FL_ImageAddNoise", + "FL_ImageAddToBatch", + "FL_ImageAdjuster", + "FL_ImageAspectCropper", + "FL_ImageBatch", + "FL_ImageBatchToGrid", + "FL_ImageBatchToImageList", + "FL_ImageBlank", + "FL_ImageCaptionLayout", + "FL_ImageCaptionLayoutPDF", + "FL_ImageCaptionSaver", + "FL_ImageCollage", + "FL_ImageCrop", + "FL_ImageDimensionDisplay", + "FL_ImageListToImageBatch", + "FL_ImageNotes", + "FL_ImageOverlay", + "FL_ImagePicker", + "FL_ImagePixelator", + "FL_ImageRandomizer", + "FL_ImageSelector", + "FL_ImageSlicer", + "FL_ImagesToPDF", + "FL_InfiniteZoom", + "FL_InpaintCrop", + "FL_Inpaint_Stitch", + "FL_IntToFloat", + "FL_JS", + "FL_KSamplerXYZPlot", + "FL_KsamplerBasic", + "FL_KsamplerPlus", + "FL_KsamplerPlusV2", + "FL_KsamplerSettings", + "FL_LoadCSV", + "FL_LoadImage", + "FL_MadLibGenerator", + "FL_Math", + "FL_MirrorAndAppendCaptions", + "FL_ModelInspector", + "FL_NFTGenerator", + "FL_NodeLoader", + "FL_NodePackLoader", + "FL_OllamaCaptioner", + "FL_PDFEncryptor", + "FL_PDFImageExtractor", + "FL_PDFLoader", + "FL_PDFMerger", + "FL_PDFSaver", + "FL_PDFTextExtractor", + "FL_PDFToImages", + "FL_Padding", + "FL_PaddingRemover", + "FL_PaperDrawn", + "FL_PasteByMask", + "FL_PasteOnCanvas", + "FL_PathAnimator", + "FL_PathTypeChecker", + "FL_PixVerseAPI", + "FL_PixelArtShader", + "FL_PixelSort", + "FL_ProResVideo", + "FL_PromptBasic", + "FL_PromptMulti", + "FL_PromptSelector", + "FL_PromptSelectorBasic", + "FL_QwenImageEditStrength", + "FL_RIFE", + "FL_RandomNumber", + "FL_RandomShapeGenerator", + "FL_ReplaceColor", + "FL_RetroEffect", + "FL_Ripple", + "FL_RunwayAct2", + "FL_RunwayImageAPI", + "FL_SDUltimate_Slices", + "FL_SamplerStrings", + "FL_SaveAndDisplayImage", + "FL_SaveCSV", + "FL_SaveImages", + "FL_SaveRGBAAnimatedWebP", + "FL_SaveWebM", + "FL_SaveWebPImage(SaveImage)", + "FL_SchedulerStrings", + "FL_SendToDiscordWebhook", + "FL_SeparateMaskComponents", + "FL_Shadertoy", + "FL_SimpleGPTVision", + "FL_Switch", + "FL_Switch_Big", + "FL_SystemCheck", + "FL_TetrisGame", + "FL_TextOverlayNode", + "FL_TextToPDF", + "FL_TimeLine", + "FL_UnloadAllModels", + "FL_UnloadModel", + "FL_UpscaleModel", + "FL_Veo3VideoGen", + "FL_VertexGemini25FlashImage", + "FL_VideoBatchSplitter", + "FL_VideoCadence", + "FL_VideoCadenceCompile", + "FL_VideoCaptionSaver", + "FL_VideoCropMask", + "FL_VideoCrossfade", + "FL_VideoCut", + "FL_VideoRecompose", + "FL_VideoTrim", + "FL_WF_Agent", + "FL_WanFirstLastFrameToVideo", + "FL_WanVaceToVideoMultiRef", + "FL_WanVideoBlender", + "FL_WanVideoBlender3Way", + "FL_WanVideoContinuationBlender", + "FL_WanVideoContinue", + "FL_WordFrequencyGraph", + "FL_ZipDirectory", + "FL_ZipSave", + "GradientImageGenerator", + "SaveWebPImage" + ], + { + "title_aux": "ComfyUI_Fill-Nodes" + } + ], + "https://github.com/fkxianzhou/ComfyUI-Jimeng-API": [ + [ + "JimengAPIClient", + "JimengReferenceImage2Video", + "JimengSeedance1", + "JimengSeedance1_5", + "JimengSeedream3", + "JimengSeedream4", + "JimengVideoQueryTasks" + ], + { + "title_aux": "ComfyUI-Jimeng-API" + } + ], + "https://github.com/flamacore/ComfyUI-YouTubeUploader": [ + [ + "YouTubeAuthNode", + "YouTubeUploaderNode" + ], + { + "title_aux": "ComfyUI YouTube Uploader" + } + ], + "https://github.com/florestefano1975/ComfyUI-Advanced-Sequence-Seed": [ + [ + "AdvancedSequenceSeedNode" + ], + { + "title_aux": "Advanced Sequence Seed Generator" + } + ], + "https://github.com/florestefano1975/ComfyUI-CogVideoX": [ + [ + "CogVideoX Image-2-Video Extended", + "CogVideoX Save Video" + ], + { + "title_aux": "ComfyUI-CogVideoX" + } + ], + "https://github.com/florestefano1975/ComfyUI-HiDiffusion": [ + [ + "HiDiffusionSD15", + "HiDiffusionSD21", + "HiDiffusionSDXL", + "HiDiffusionSDXLTurbo" + ], + { + "title_aux": "ComfyUI HiDiffusion" + } + ], + "https://github.com/florestefano1975/ComfyUI-StabilityAI-Suite": [ + [ + "StabilityAI Suite - Creative Upscale", + "StabilityAI Suite - Creative Upscale Recover File", + "StabilityAI Suite - Image Core + Style Preset", + "StabilityAI Suite - Inpainting", + "StabilityAI Suite - Outpainting", + "StabilityAI Suite - Remove Background", + "StabilityAI Suite - SD3", + "StabilityAI Suite - Search and Replace" + ], + { + "title_aux": "ComfyUI StabilityAI Suite" + } + ], + "https://github.com/florestefano1975/comfyui-portrait-master": [ + [ + "PortraitMaster", + "PortraitMasterBaseCharacter", + "PortraitMasterFaceGenerator", + "PortraitMasterMakeup", + "PortraitMasterPromptStyler", + "PortraitMasterSkinDetails", + "PortraitMasterStylePose" + ], + { + "title_aux": "comfyui-portrait-master" + } + ], + "https://github.com/florestefano1975/comfyui-prompt-composer": [ + [ + "PromptComposerCustomLists", + "PromptComposerEffect", + "PromptComposerGrouping", + "PromptComposerMerge", + "PromptComposerStyler", + "PromptComposerTextSingle", + "promptComposerTextMultiple" + ], + { + "title_aux": "comfyui-prompt-composer" + } + ], + "https://github.com/flowers6421/ComfyUI-SimpleTunerFlux2": [ + [ + "SimpleTunerFlux2LoRALoader", + "SimpleTunerFlux2LoRASelector", + "SimpleTunerFlux2LoRAUnloader", + "SimpleTunerFlux2PipelineLoader", + "SimpleTunerFlux2Sampler" + ], + { + "title_aux": "ComfyUI-SimpleTunerFlux2" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-CRM": [ + [ + "CCMSampler", + "CRMModelLoader", + "CRMModeler", + "CRMModelerCuda", + "CRMPoseSampler", + "CRMPoserConfig", + "CRMPreprocessForPoser", + "CRMViewer" + ], + { + "title_aux": "ComfyUI-Flowty-CRM" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-LDSR": [ + [ + "LDSRModelLoader", + "LDSRUpscale", + "LDSRUpscaler" + ], + { + "title_aux": "ComfyUI-Flowty-LDSR" + } + ], + "https://github.com/flowtyone/ComfyUI-Flowty-TripoSR": [ + [ + "TripoSRModelLoader", + "TripoSRSampler", + "TripoSRViewer" + ], + { + "title_aux": "ComfyUI-Flowty-TripoSR" + } + ], + "https://github.com/fluffydiveX/ComfyUI-hvBlockswap": [ + [ + "hvBlockSwap" + ], + { + "title_aux": "ComfyUI-hvBlockswap" + } + ], + "https://github.com/flybirdxx/ComfyUI-RexOmni": [ + [ + "RexOmniDetector", + "RexOmniLoader" + ], + { + "title_aux": "ComfyUI-Rex-Omni" + } + ], + "https://github.com/flybirdxx/ComfyUI-SDMatte": [ + [ + "SDMatteApply" + ], + { + "title_aux": "ComfyUI-SDMatte" + } + ], + "https://github.com/flybirdxx/ComfyUI-SoulX-Podcast": [ + [ + "SoulXPodcastGenerate", + "SoulXPodcastInputParser", + "SoulXPodcastLoader" + ], + { + "title_aux": "ComfyUI-SoulX-Podcast" + } + ], + "https://github.com/flycarl/ComfyUI-Pixelate": [ + [ + "ComfyUIPixelate" + ], + { + "title_aux": "ComfyUI-Pixelate" + } + ], + "https://github.com/flyingshutter/As_ComfyUI_CustomNodes": [ + [ + "CropImage_AS", + "Eval_AS", + "ImageMixMasked_As", + "ImageToMask_AS", + "Int2Any_AS", + "LatentAdd_AS", + "LatentMixMasked_As", + "LatentMix_AS", + "LatentToImages_AS", + "LoadLatent_AS", + "MapRange_AS", + "MaskToImage_AS", + "Math_AS", + "NoiseImage_AS", + "Number2Float_AS", + "Number2Int_AS", + "Number_AS", + "SaveLatent_AS", + "TextToImage_AS", + "TextWildcardList_AS" + ], + { + "title_aux": "As_ComfyUI_CustomNodes" + } + ], + "https://github.com/fmartinellidev/ComfyUI-Prompt_util_pack": [ + [ + "PromptHiddenProcessor", + "PromptSnippetExtractor", + "PromptVariableExtractor", + "PromptVariableSubstitutor" + ], + { + "title_aux": "ComfyUI-Prompt_util_pack" + } + ], + "https://github.com/fmatray/ComfyUI_BattlemapGrid": [ + [ + "Battlemap Grid", + "Compass", + "Map Generator", + "Map Generator(Outdoors)" + ], + { + "title_aux": "ComfyUI_BattlemapGrid" + } + ], + "https://github.com/fofr/ComfyUI-HyperSDXL1StepUnetScheduler": [ + [ + "HyperSDXL1StepUnetScheduler" + ], + { + "title_aux": "ComfyUI-HyperSDXL1StepUnetScheduler (ByteDance)" + } + ], + "https://github.com/fofr/ComfyUI-Prompter-fofrAI": [ + [ + "List sampler \ud83e\udeb4", + "Prompt from template \ud83e\udeb4" + ], + { + "title_aux": "ComfyUI-Prompter-fofrAI" + } + ], + "https://github.com/fofr/comfyui-basic-auth": [ + [ + "BasicAuthSetup" + ], + { + "title_aux": "ComfyUI-Basic-Auth" + } + ], + "https://github.com/fofr/comfyui-fofr-toolkit": [ + [ + "Incrementer \ud83e\udeb4", + "Width and height for scaling image to ideal resolution \ud83e\udeb4", + "Width and height from aspect ratio \ud83e\udeb4" + ], + { + "title_aux": "comfyui-fofr-toolkit" + } + ], + "https://github.com/forever22777/comfyui-self-guidance": [ + [ + "CLIPConditioning", + "CheckpointLoaderMixWithDiffusers", + "SelfGuidanceSampler" + ], + { + "title_aux": "Self-Guidance nodes" + } + ], + "https://github.com/fotobudka-team/comfyui-ai-faces": [ + [ + "PhotoVerification" + ], + { + "title_aux": "ComfyUI AI Faces - Photo Verification Node" + } + ], + "https://github.com/foxtrot-roger/comfyui-rf-nodes": [ + [ + "LogBool", + "LogFloat", + "LogInt", + "LogNumber", + "LogString", + "LogVec2", + "LogVec3", + "RF_AtIndexString", + "RF_BoolToString", + "RF_FloatToString", + "RF_IntToString", + "RF_JsonStyleLoader", + "RF_MergeLines", + "RF_NumberToString", + "RF_OptionsString", + "RF_RangeFloat", + "RF_RangeInt", + "RF_RangeNumber", + "RF_SavePromptInfo", + "RF_SplitLines", + "RF_TextConcatenate", + "RF_TextInput", + "RF_TextReplace", + "RF_Timestamp", + "RF_ToString", + "RF_Vec2ToString", + "RF_Vec3ToString", + "TextLine" + ], + { + "title_aux": "RF Nodes" + } + ], + "https://github.com/fpgaminer/joycaption_comfyui": [ + [ + "JJC_JoyCaption", + "JJC_JoyCaption_Custom" + ], + { + "title_aux": "JoyCaption Nodes" + } + ], + "https://github.com/fplu/comfyui_lama_with_refiner": [ + [ + "INPAINT_InpaintWithLaMaRefinerModel", + "INPAINT_LoadInpaintLaMaModel" + ], + { + "title_aux": "lama_with_refiner" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-Face-Comparator": [ + [ + "FaceComparator" + ], + { + "title_aux": "ComfyUI-Face-Comparator" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-JSON-Prompt": [ + [ + "FormatLLMOutput", + "JSONPromptGenerator" + ], + { + "title_aux": "ComfyUI-JSON-Prompt" + } + ], + "https://github.com/fr0nky0ng/ComfyUI-frankAI-banana": [ + [ + "BananaApiKeyNode", + "BananaMainNode", + "BananaPromptSelector", + "FrankApiKeyNode", + "GoogleApiKeyNode", + "ImageListCollector" + ], + { + "title_aux": "ComfyUI-frankAI-banana" + } + ], + "https://github.com/francarl/ComfyUI-OnDemand-Loaders": [ + [ + "OnDemandCLIPLoader", + "OnDemandCLIPVisionLoader", + "OnDemandCheckpointLoader", + "OnDemandCivitaiLikedLoraLoader", + "OnDemandControlNetLoader", + "OnDemandDualCLIPLoader", + "OnDemandGGUFLoader", + "OnDemandLoraLoader", + "OnDemandModelPatchLoader", + "OnDemandUNETLoader", + "OnDemandVAELoader" + ], + { + "title_aux": "ComfyUI-OnDemand-Lora-Loader" + } + ], + "https://github.com/franciscotorrado/ComfyUI-Automation": [ + [ + "IteratorCounter", + "IteratorItem", + "IteratorList", + "IteratorSignal", + "VideoConcatenation" + ], + { + "title_aux": "ComfyUI-Automation" + } + ], + "https://github.com/frankchieng/ComfyUI_Aniportrait": [ + [ + "AniPortrait_Audio2Video", + "AniPortrait_Audio_Path", + "AniPortrait_LoadVideoPath", + "AniPortrait_Pose_Gen_Video", + "AniPortrait_Ref_Image_Path", + "AniPortrait_Video_Gen_Pose" + ], + { + "title_aux": "ComfyUI_Aniportrait" + } + ], + "https://github.com/frankchieng/ComfyUI_MagicClothing": [ + [ + "MagicClothing_Animatediff", + "MagicClothing_Generate", + "MagicClothing_Inpainting" + ], + { + "title_aux": "ComfyUI_MagicClothing" + } + ], + "https://github.com/frankchieng/ComfyUI_llm_easyanimiate": [ + [], + { + "nodename_pattern": "^FrankChiengEasyAnimate", + "title_aux": "ComfyUI_llm_easyanimiate" + } + ], + "https://github.com/frankluise5220/ComfyUI-Lorahelper": [ + [ + "LH_AutoRatio", + "LH_History_Monitor", + "LH_LlamaInstruct", + "LH_LoraLoader", + "LH_MultiTextSelector", + "LH_SuperText", + "LH_TextDirectoryLoader", + "LoRA_AllInOne_Saver", + "UniversalAIChat", + "UniversalGGUFLoader", + "UniversalOllamaLoader" + ], + { + "nodename_pattern": "UniversalGGUFLoader|UniversalOllamaLoader|UniversalAIChat|LH_LlamaInstruct|LH_History_Monitor|LH_MultiTextSelector|LoRA_AllInOne_Saver|LH_SimpleText", + "title_aux": "ComfyUI-LoraHelper" + } + ], + "https://github.com/fredhopp/comfyui-flipflopnodes": [ + [ + "FF Group Positioner", + "FF Load Image with Metadata", + "FF Text" + ], + { + "title_aux": "comfyui-flipflopnodes" + } + ], + "https://github.com/fredlef/Comfyui_FSL_Nodes": [ + [ + "FSL Composite With Mask", + "FSL Image Passthrough", + "FSL Image Switch 8Way", + "FSL Manual Alpha Mask Painter", + "FSL Save And Strip Alpha", + "FSLEnsureNHWCBatch", + "FSLGeminiChat", + "FSLGeminiGenerateImage", + "FSLGeminiGenerateImageV8", + "FSLGeminiImageGenerator", + "FSLImageMemoryClear", + "FSLImageMemoryClearAll", + "FSLImageMemoryRecallSafe", + "FSLImageMemoryStore", + "FSLImageSaverWithMetadata", + "FSLImageSaverWithMetadataV5", + "FSLPromptCompose", + "FSLVeoGenerator" + ], + { + "title_aux": "ComfyUI FSL Nodes" + } + ], + "https://github.com/freelifehacker/ComfyUI-ImgMask2PNG": [ + [ + "ImageMask2PNG" + ], + { + "title_aux": "ComfyUI-ImgMask2PNG" + } + ], + "https://github.com/fsdymy1024/ComfyUI_fsdymy": [ + [ + "IPAdapterLayerWeight", + "Preview Image Without Metadata", + "PreviewImageWithoutMetadata", + "Save Image Without Metadata", + "SaveImageWithoutMetadata", + "ShowText", + "ZhiPuAiNode" + ], + { + "title_aux": "ComfyUI_fsdymy" + } + ], + "https://github.com/fssorc/ComfyUI_FFT": [ + [ + "FFTNode", + "FindFFTSpot", + "InvertFFTNode", + "InvertFFTWithMask" + ], + { + "title_aux": "ComfyUI_FFT" + } + ], + "https://github.com/fssorc/ComfyUI_FaceShaper": [ + [ + "FaceAlignmentCropper", + "FaceShaper", + "FaceShaperComposite", + "FaceShaperCropper", + "FaceShaperFaceMask", + "FaceShaperLoadInsightFaceCropper", + "FaceShaperLoadMediaPipeCropper", + "FaceShaperMatchV2", + "FaceShaperModels", + "FaceShaperShowLandMarks", + "FaceShaperV2" + ], + { + "title_aux": "ComfyUI_FaceShaper" + } + ], + "https://github.com/fssorc/ComfyUI_RopeWrapper": [ + [ + "RopeWrapper_DetectNode", + "RopeWrapper_FaceRestore", + "RopeWrapper_LoadModels", + "RopeWrapper_LoadSwapInfo", + "RopeWrapper_OptionNode", + "RopeWrapper_SaveSwapInfo", + "RopeWrapper_SwapNode" + ], + { + "title_aux": "ComfyUI_RopeWrapper" + } + ], + "https://github.com/fssorc/ComfyUI_pose_inter": [ + [ + "GenTPose", + "PoseModify", + "Pose_Inter", + "Pose_Inter_V2" + ], + { + "title_aux": "ComfyUI_pose_inter" + } + ], + "https://github.com/fudosanit/ComfyUI-Random-Resolution": [ + [ + "RandomResolutionSelector" + ], + { + "title_aux": "ComfyUI-Random-Resolution" + } + ], + "https://github.com/fuselayer/comfyui-lite-tracker": [ + [ + "LiteTracker_LoadModel", + "LiteTracker_Track", + "RectEditor" + ], + { + "title_aux": "comfyui-lite-tracker" + } + ], + "https://github.com/fuselayer/comfyui-mosaic-blur": [ + [ + "ImageMosaic" + ], + { + "title_aux": "comfyui-mosaic-blur" + } + ], + "https://github.com/fuselayer/comfyui-noise-match": [ + [ + "ApplyNoisePattern", + "NoisePatternVisualizer", + "NoiseRegionDetector", + "RealNoiseExtractor" + ], + { + "title_aux": "comfyui-noise-match" + } + ], + "https://github.com/g0kuvonlange/ComfyUI-Load-From-URL": [ + [ + "Load LoRA From URL", + "Load LoRAs from JSON", + "Load Video From URL" + ], + { + "title_aux": "ComfyUI Load From URL" + } + ], + "https://github.com/g7b2/ComfyUI-Artist-Tester": [ + [ + "ArtistListIterator", + "ArtistPromptComposer", + "SaveImageWithArtistTag" + ], + { + "title_aux": "ComfyUI-Artist-Tester" + } + ], + "https://github.com/g7b2/ComfyUI-MultiCheckpoint-Tester": [ + [ + "MultiCheckpointIncrementalNamer" + ], + { + "title_aux": "ComfyUI-MultiCheckpoint-Tester" + } + ], + "https://github.com/gabe-init/ComfyUI-11labs": [ + [ + "ElevenLabsNode" + ], + { + "title_aux": "ComfyUI-11labs" + } + ], + "https://github.com/gabe-init/ComfyUI-Google-Image-Search": [ + [ + "GoogleImageSearchNode" + ], + { + "title_aux": "ComfyUI-Google-Image-Search" + } + ], + "https://github.com/gabe-init/ComfyUI-Openrouter_node": [ + [ + "OpenRouterNode" + ], + { + "title_aux": "ComfyUI OpenRouter Node" + } + ], + "https://github.com/gabe-init/ComfyUI-String-Similarity": [ + [ + "StringSimilarity" + ], + { + "title_aux": "ComfyUI-String-Similarity" + } + ], + "https://github.com/game4d/ComfyUI-BDsInfiniteYou": [ + [ + "InfiniteYou_Image", + "InfiniteYou_Load" + ], + { + "title_aux": "ComfyUI-BDsInfiniteYou" + } + ], + "https://github.com/garg-aayush/ComfyUI-Svg2Raster": [ + [ + "LoadSVGImage", + "RasterizeSVG" + ], + { + "title_aux": "ComfyUI-Svg2Raster" + } + ], + "https://github.com/gasdyueer/comfyui-yolo-mask-process": [ + [ + "MaskedImageEffects", + "YoloDetectionAndSegmentation" + ], + { + "title_aux": "ComfyUI YOLO Mask Process" + } + ], + "https://github.com/gasparuff/CustomSelector": [ + [ + "CustomSelector" + ], + { + "title_aux": "comfyui-customselector" + } + ], + "https://github.com/gateway/ComfyUI-Kie-API": [ + [ + "KIEParsePromptGridJSON", + "KIE_Flux2_I2I", + "KIE_Gemini3Pro_LLM", + "KIE_GetRemainingCredits", + "KIE_GridSlice", + "KIE_Kling25_I2V_Pro", + "KIE_Kling26Motion_I2V", + "KIE_Kling26_I2V", + "KIE_Kling26_T2V", + "KIE_NanoBananaPro_Image", + "KIE_Seedance15Pro_I2V", + "KIE_SeedanceV1Pro_Fast_I2V", + "KIE_Seedream45_Edit", + "KIE_Seedream45_TextToImage", + "KIE_Suno_Music_Advanced", + "KIE_Suno_Music_Basic", + "KIE_SystemPrompt_Selector" + ], + { + "title_aux": "ComfyUI-Kie-API" + } + ], + "https://github.com/gelasdev/ComfyUI-FLUX-BFL-API": [ + [ + "FluxConfig_BFL", + "FluxDeleteFinetune_BFL", + "FluxDevRedux_BFL", + "FluxDev_BFL", + "FluxFinetuneDetails_BFL", + "FluxFinetuneStatus_BFL", + "FluxFinetune_BFL", + "FluxKontextMax_BFL", + "FluxKontextPro_BFL", + "FluxMyFinetunes_BFL", + "FluxPro11Redux_BFL", + "FluxPro11UltraFinetune_BFL", + "FluxPro11UltraRedux_BFL", + "FluxPro11Ultra_BFL", + "FluxPro11_BFL", + "FluxProCannyFinetune_BFL", + "FluxProCanny_BFL", + "FluxProDepthFinetune_BFL", + "FluxProDepth_BFL", + "FluxProFillFinetune_BFL", + "FluxProFill_BFL", + "FluxProFinetune_BFL", + "FluxPro_BFL" + ], + { + "title_aux": "ComfyUI-FLUX-BFL-API" + } + ], + "https://github.com/gemell1/ComfyUI_GMIC": [ + [ + "GmicCliWrapper", + "GmicQtWrapper" + ], + { + "title_aux": "ComfyUI_GMIC" + } + ], + "https://github.com/gen1nya/ComfyUI-Remote-Upscale": [ + [ + "RefreshRemoteModels", + "RemoteUpscaleImage" + ], + { + "title_aux": "ComfyUI Remote Upscale" + } + ], + "https://github.com/geocine/geocine-comfyui": [ + [ + "Image Scale", + "Image Selector", + "LoRA Name List", + "Prompt Text", + "Seed to Noise", + "ShowTextNode", + "Text Replace" + ], + { + "title_aux": "geocine-comfyui" + } + ], + "https://github.com/georgitsenov/ComfyUI-R2": [ + [ + "S3SaveNode" + ], + { + "title_aux": "ComfyUI S3 Save Node" + } + ], + "https://github.com/geroldmeisinger/ComfyUI-outputlists-combiner": [ + [ + "CombineOutputLists", + "ConvertNumberToIntFloatStr", + "FormattedString", + "JSONOutputList", + "KSamplerImmediateSave", + "LoadAnyFile", + "NumberOutputList", + "SpreadsheetOutputList", + "StringOutputList", + "WorkflowDiscriminator", + "XyzGridPlot" + ], + { + "title_aux": "ComfyUI-outputlists-combiner" + } + ], + "https://github.com/ggarra13/ComfyUI-mrv2": [ + [ + "mrv2AnnotationsImageNode", + "mrv2SaveEXRImage" + ], + { + "title_aux": "ComfyUI-mrv2" + } + ], + "https://github.com/giriss/comfy-image-saver": [ + [ + "Cfg Literal", + "Checkpoint Selector", + "Int Literal", + "Sampler Selector", + "Save Image w/Metadata", + "Scheduler Selector", + "Seed Generator", + "String Literal", + "Width/Height Literal" + ], + { + "title_aux": "Save Image with Generation Metadata" + } + ], + "https://github.com/gisu/comfyui-foxpack": [ + [ + "Add_To_List", + "BaseSamplerSetup", + "Big_Prompter", + "Change_Entries_In_A_List", + "Change_Entry_From_List", + "CheckpointMetaExtractor", + "CheckpointSelector", + "Complete_Setup", + "Convert_Into", + "Negate_Boolean", + "Optional_Value_Override", + "OverrideSamplerSetup", + "Override_Value_If_Unset", + "Pick_Value_From_Dict", + "Pick_Values_From_List", + "Refine_Prompt", + "Refine_Setup", + "Remap_Values", + "Remove_Values_From_List", + "Select_By_Index", + "Select_Line_By_Index", + "Select_String_By_Index", + "SetupSelector", + "Show_Type", + "Split_Entry_In_2Chunks", + "Split_Entry_In_4Chunks", + "Split_Entry_In_6Chunks", + "Split_Entry_In_8Chunks", + "Step_Denoise", + "UniversalLatentHelper", + "Universal_VAE_Loader" + ], + { + "title_aux": "foxpack" + } + ], + "https://github.com/gitadmini/comfyui_extractstoryboards": [ + [ + "ExtractStoryboards_xuhuan1024", + "IntBatchSize_xuhuan1024", + "IntBatch_xuhuan1024", + "String2Ints_xuhuan1024" + ], + { + "title_aux": "ExtractStoryboards" + } + ], + "https://github.com/gitcapoom/comfyui_fovestimator": [ + [ + "DepthFOVEstimator", + "FOVEstimator" + ], + { + "title_aux": "ComfyUI FOV Estimator" + } + ], + "https://github.com/githubYiheng/ComfyUI_Change_IMAGE_BOREDER": [ + [ + "ChangeImageBorder" + ], + { + "title_aux": "ComfyUI_Change_IMAGE_BOREDER" + } + ], + "https://github.com/githubYiheng/ComfyUI_GetFileNameFromURL": [ + [ + "GetFileNameFromURL" + ], + { + "title_aux": "ComfyUI_GetFileNameFromURL" + } + ], + "https://github.com/githubYiheng/comfyui_kmeans_filter": [ + [ + "ImageKmeansFilter" + ], + { + "title_aux": "comfyui_kmeans_filter" + } + ], + "https://github.com/githubYiheng/comfyui_meanshift_filter": [ + [ + "ImageMeanshiftFilter" + ], + { + "title_aux": "comfyui_meanshift_filter" + } + ], + "https://github.com/githubYiheng/comfyui_private_postprocessor": [ + [ + "ImageCPostprocessor", + "PrivateImageMask" + ], + { + "title_aux": "comfyui_private_postprocessor" + } + ], + "https://github.com/glibsonoran/Plush-for-ComfyUI": [ + [ + "AI Chooser", + "Add Parameters", + "AdvPromptEnhancer", + "Custom API Key", + "DalleImage", + "Enhancer", + "GPT Image", + "Gemini Image", + "Image Mixer", + "Imagen Image", + "ImgTextSwitch", + "Load Remote Models", + "LoadText|plush", + "Model-CLIP Output Switch", + "ParseJSON", + "Plush-Exif Wrangler", + "Random Image Output", + "Random Mixer", + "Random Output", + "Remove Text", + "Tagger", + "Text (Any)", + "Type Converter", + "mulTextSwitch" + ], + { + "title_aux": "Plush-for-ComfyUI" + } + ], + "https://github.com/glifxyz/ComfyUI-GlifNodes": [ + [ + "FilmGrain", + "FluxReduxFloatRamp", + "GlifConsistencyDecoder", + "GlifPatchConsistencyDecoderTiled", + "GlifVariable", + "HFHubEmbeddingLoader", + "HFHubLoraLoader", + "ImagePaddingAdvanced", + "ImageToMultipleOf", + "LoraLoaderFromURL", + "SDXLAspectRatio" + ], + { + "title_aux": "ComfyUI-GlifNodes" + } + ], + "https://github.com/glitchinthemetrix16/ComfyUI-Roop": [ + [ + "RoopBatchFaceSwap", + "RoopFaceSwap", + "RoopFaceSwapVideo", + "RoopFaceSwapWithEnhancer", + "RoopSendWebhookFile", + "RoopSendWebhookImage" + ], + { + "title_aux": "ComfyUI Roop Custom Nodes" + } + ], + "https://github.com/glowcone/comfyui-base64-to-image": [ + [ + "LoadImageFromBase64" + ], + { + "title_aux": "Load Image From Base64 URI" + } + ], + "https://github.com/glowcone/comfyui-string-converter": [ + [ + "StringToFloat", + "StringToInt" + ], + { + "title_aux": "String Converter" + } + ], + "https://github.com/gmorks/ComfyUI-Animagine-Prompt": [ + [ + "AnimaginePrompt", + "MultiWildcardLoader", + "MultilineTextInput", + "TextFileLoader" + ], + { + "title_aux": "ComfyUI-Animagine-Prompt" + } + ], + "https://github.com/gmorks/ComfyUI-SendToDiscord": [ + [ + "PreviewImageWithDiscord" + ], + { + "title_aux": "ComfyUI-SendToDiscord" + } + ], + "https://github.com/gmorks/ComfyUI-WatchPoint": [ + [ + "WatchPoint" + ], + { + "title_aux": "ComfyUI-WatchPoint" + } + ], + "https://github.com/goburiin/nsfwrecog-comfyui": [ + [ + "NSFWDetectorNode" + ], + { + "title_aux": "nsfwrecog-comfyui" + } + ], + "https://github.com/godmt/ComfyUI-IP-Composer": [ + [ + "IPCompConceptMerge", + "IPCompConceptSubspace", + "IPCompLoadOpenCLIP", + "IPLoadConceptSubspace", + "IPSaveConceptSubspace" + ], + { + "title_aux": "ComfyUI-IP-Composer" + } + ], + "https://github.com/godmt/ComfyUI-List-Utils": [ + [ + "GODMT_AnyCast", + "GODMT_AnyToDict", + "GODMT_BatchGetByIndex", + "GODMT_BatchItemCast", + "GODMT_BatchSlice", + "GODMT_BatchToList", + "GODMT_CreateArange", + "GODMT_CreateBatch", + "GODMT_CreateLinspace", + "GODMT_CreateList", + "GODMT_CreateRange", + "GODMT_Exec", + "GODMT_GetLength", + "GODMT_GetShape", + "GODMT_GetWidgetsValues", + "GODMT_ListDir", + "GODMT_ListGetByIndex", + "GODMT_ListSlice", + "GODMT_ListToBatch", + "GODMT_MergeBatch", + "GODMT_MergeList", + "GODMT_Pack", + "GODMT_SplitString", + "GODMT_Unpack" + ], + { + "title_aux": "ComfyUI-List-Utils" + } + ], + "https://github.com/godspede/ComfyUI_Substring": [ + [ + "SubstringTheory" + ], + { + "title_aux": "ComfyUI Substring" + } + ], + "https://github.com/gokayfem/ComfyUI-Depth-Visualization": [ + [ + "DepthViewer" + ], + { + "title_aux": "ComfyUI-Depth-Visualization" + } + ], + "https://github.com/gokayfem/ComfyUI-Dream-Interpreter": [ + [ + "DreamViewer" + ], + { + "title_aux": "ComfyUI-Dream-Interpreter" + } + ], + "https://github.com/gokayfem/ComfyUI-Texture-Simple": [ + [ + "TextureViewer" + ], + { + "title_aux": "ComfyUI-Texture-Simple" + } + ], + "https://github.com/gokayfem/ComfyUI-fal-API": [ + [ + "Bria_Video_Increase_Resolution_fal", + "CombinedVideoGeneration_fal", + "DYWanFun22_fal", + "DYWanUpscaler_fal", + "Dreamina31TextToImage_fal", + "FluxDev_fal", + "FluxGeneral_fal", + "FluxLoraTrainer_fal", + "FluxLora_fal", + "FluxPro11_fal", + "FluxPro1Fill_fal", + "FluxProKontextMulti_fal", + "FluxProKontextTextToImage_fal", + "FluxProKontext_fal", + "FluxPro_fal", + "FluxSchnell_fal", + "FluxUltra_fal", + "GPTImage15Edit_fal", + "GPTImage15_fal", + "Hidreamfull_fal", + "HunyuanVideoLoraTrainer_fal", + "Ideogramv3_fal", + "Imagen4Preview_fal", + "InfinityStarTextToVideo_fal", + "Kling21Pro_fal", + "Kling25TurboPro_fal", + "Kling26Pro_fal", + "KlingMaster_fal", + "KlingOmniImageToVideo_fal", + "KlingOmniReferenceToVideo_fal", + "KlingOmniVideoToVideoEdit_fal", + "KlingOmniVideoToVideoReference_fal", + "KlingPro10_fal", + "KlingPro16_fal", + "Kling_fal", + "Krea_Wan14b_VideoToVideo_fal", + "LLM_fal", + "LoadVideoURL", + "LtxVideoTrainer_fal", + "LumaDreamMachine_fal", + "MiniMaxSubjectReference_fal", + "MiniMaxTextToVideo_fal", + "MiniMax_fal", + "NanoBananaEdit_fal", + "NanoBananaPro_fal", + "NanoBananaTextToImage_fal", + "PixverseSwapNode_fal", + "QwenImageEditPlusLoRA_fal", + "QwenImageEdit_fal", + "Recraft_fal", + "ReveTextToImage_fal", + "RunwayGen3_fal", + "Sana_fal", + "SeedEditV3_fal", + "SeedanceImageToVideo_fal", + "SeedanceProImageToVideo_fal", + "SeedanceTextToVideo_fal", + "SeedreamV4Edit_fal", + "Seedvr_Upscale_Video_fal", + "Seedvr_Upscaler_fal", + "Sora2Pro_fal", + "Topaz_Upscale_Video_fal", + "UploadFile_fal", + "UploadVideo_fal", + "Upscaler_fal", + "VLM_fal", + "Veo2ImageToVideo_fal", + "Veo31Fast_fal", + "Veo31_fal", + "Veo3_fal", + "VideoUpscaler_fal", + "Wan2214b_animate_move_character_fal", + "Wan2214b_animate_replace_character_fal", + "Wan22VACEFun14b_fal", + "Wan25_preview_fal", + "Wan26ReferenceToVideo_fal", + "Wan26_fal", + "WanLoraTrainer_fal", + "WanPro_fal", + "WanVACEVideoEdit_fal" + ], + { + "title_aux": "ComfyUI-fal-API" + } + ], + "https://github.com/gokayfem/ComfyUI_VLM_nodes": [ + [ + "AudioLDM2Node", + "ChatMusician", + "CreativeArtPromptGenerator", + "Joytag", + "JsonToText", + "KeywordExtraction", + "Kosmos2model", + "LLMLoader", + "LLMOptionalMemoryFreeAdvanced", + "LLMOptionalMemoryFreeSimple", + "LLMPromptGenerator", + "LLMSampler", + "LLava Loader Simple", + "LLavaOptionalMemoryFreeAdvanced", + "LLavaOptionalMemoryFreeSimple", + "LLavaPromptGenerator", + "LLavaSamplerAdvanced", + "LLavaSamplerSimple", + "LlavaClipLoader", + "MCLLaVAModel", + "MiniCPMNode", + "MolmoNode", + "MoonDream", + "Moondream2model", + "Paligemma", + "PlayMusic", + "PromptGenerateAPI", + "Qwen2VLNode", + "SaveAudioNode", + "SimpleText", + "StructuredOutput", + "Suggester", + "UformGen2QwenNode", + "ViewText" + ], + { + "title_aux": "VLM_nodes" + } + ], + "https://github.com/goldwins520/Comfyui_saveimg2webdav": [ + [ + "SaveFileToWebDAV", + "SaveImageToWebDAV" + ], + { + "title_aux": "Save Image To Webdav" + } + ], + "https://github.com/gonzalu/ComfyUI_YFG_Comical": [ + [ + "Image10Switcher_node", + "Image15Switcher_node", + "Image20Switcher_node", + "Image3Switcher_node", + "Image5Switcher_node", + "MonoClip_node", + "PixelArt_node", + "RandomImageFromDirectory_node", + "RandomOrgTrueRandomNumber_node", + "RandomOrgV2TrueRandomNumber", + "RandomOrgV2TrueRandomNumber_node", + "VAEDecodePreview_node", + "image2contrastMask_node", + "image2imbgg_node", + "image_halftone", + "image_histograms_node", + "image_histograms_node_compact", + "images_side_by_side", + "imgbbLoader_node", + "smartCheckpointLoader_node", + "storeURL_node", + "textMaskOverlay_node" + ], + { + "author": "Manny Gonzalez", + "description": "Utility custom nodes for special effects, image manipulation and quality of life tools.", + "nickname": "\ud83d\udc2f YFG Comical Nodes", + "title": "\ud83d\udc2f YFG Comical Nodes", + "title_aux": "\ud83d\ude38 YFG Comical Nodes" + } + ], + "https://github.com/gorillaframeai/GF_nodes": [ + [ + "GFrbmg2", + "GFrbmg2Plus" + ], + { + "title_aux": "GFrbmg2" + } + ], + "https://github.com/gorillaframeai/GF_translate": [ + [ + "GFDeepTranslate", + "GFJsonTranslate" + ], + { + "title_aux": "GF_translate" + } + ], + "https://github.com/gpdev-Pilcothink/comfyui_pilcothink_VisionSLM": [ + [ + "MergeTextsWithGap", + "OllamaConnective", + "OllamaGenerator", + "Pilcothink-RAG", + "RemoveSpecificPatterns", + "SLMGenerator", + "SLMModelSelector", + "SLMVisionGenerator", + "SLMVisionModelSelector", + "String_Text", + "VLLMConnective", + "VLLMGenerator" + ], + { + "title_aux": "comfyui_pilcothink_VisionSLM" + } + ], + "https://github.com/greengerong/ComfyUI-JanusPro-PL": [ + [ + "JanusProImageGenerator", + "JanusProImageUnderstanding", + "JanusProModelLoader" + ], + { + "title_aux": "Janus-Pro ComfyUI Plugin" + } + ], + "https://github.com/gregory-richard/ComfyUI-WarpPipe": [ + [ + "Dead End", + "FD Scheduler Adapter", + "Unwarp", + "Warp", + "Warp Provider", + "custom_nodes" + ], + { + "title_aux": "WarpPipe Nodes" + } + ], + "https://github.com/gremlation/ComfyUI-ImageLabel": [ + [ + "gremlation:ComfyUI-ImageLabel:ImageLabel" + ], + { + "title_aux": "ComfyUI-ImageLabel" + } + ], + "https://github.com/gremlation/ComfyUI-JMESPath": [ + [ + "gremlation:ComfyUI-JMESPath" + ], + { + "title_aux": "ComfyUI-JMESPath" + } + ], + "https://github.com/gremlation/ComfyUI-ViewData": [ + [ + "gremlation:ComfyUI-ViewData:ViewData" + ], + { + "title_aux": "ComfyUI-ViewData" + } + ], + "https://github.com/gremlation/ComfyUI-jq": [ + [ + "gremlation:ComfyUI-jq" + ], + { + "title_aux": "ComfyUI-jq" + } + ], + "https://github.com/griptape-ai/ComfyUI-Griptape": [ + [ + "Griptape Agent Config: Amazon Bedrock Drivers", + "Griptape Agent Config: Amazon Bedrock [DEPRECATED]", + "Griptape Agent Config: Anthropic Drivers", + "Griptape Agent Config: Anthropic [DEPRECATED]", + "Griptape Agent Config: Azure OpenAI Drivers", + "Griptape Agent Config: Azure OpenAI [DEPRECATED]", + "Griptape Agent Config: Cohere Drivers", + "Griptape Agent Config: Custom Structure", + "Griptape Agent Config: Environment Variables", + "Griptape Agent Config: Expand", + "Griptape Agent Config: Google Drivers", + "Griptape Agent Config: Google [DEPRECATED]", + "Griptape Agent Config: Griptape Cloud", + "Griptape Agent Config: Grok Drivers", + "Griptape Agent Config: Groq Drivers", + "Griptape Agent Config: HuggingFace Drivers", + "Griptape Agent Config: HuggingFace [DEPRECATED]", + "Griptape Agent Config: LM Studio Drivers", + "Griptape Agent Config: LM Studio [DEPRECATED]", + "Griptape Agent Config: Ollama Drivers", + "Griptape Agent Config: Ollama [DEPRECATED]", + "Griptape Agent Config: OpenAI Compatible Drivers", + "Griptape Agent Config: OpenAI Compatible [DEPRECATED]", + "Griptape Agent Config: OpenAI Drivers", + "Griptape Agent Config: OpenAI [DEPRECATED]", + "Griptape Audio Transcription Driver: Groq", + "Griptape Audio Transcription Driver: OpenAI", + "Griptape Code: Run Griptape Cloud Structure", + "Griptape Code: Run Python [DEPRECATED]", + "Griptape Combine: Merge Dictionary", + "Griptape Combine: Merge Inputs", + "Griptape Combine: Merge Texts", + "Griptape Combine: RAG Module List", + "Griptape Combine: Rules List", + "Griptape Combine: String List", + "Griptape Combine: Tool List", + "Griptape Convert: Agent to Tool", + "Griptape Convert: Text to CLIP Encode", + "Griptape Convert: Text to Combo", + "Griptape Create: Agent", + "Griptape Create: Agent from Config", + "Griptape Create: CLIP Text Encode", + "Griptape Create: Image Inpainting Variation", + "Griptape Create: Image Variation", + "Griptape Create: Image from Text", + "Griptape Create: Key Value Pair", + "Griptape Create: Rules", + "Griptape Create: Text", + "Griptape Display: Data as Text", + "Griptape Display: Dictionary", + "Griptape Display: Image", + "Griptape Display: Text", + "Griptape Display: Text as Markdown", + "Griptape Driver: Amazon Bedrock Stable Diffusion", + "Griptape Driver: Amazon Bedrock Titan", + "Griptape Driver: Azure OpenAI Image Generation", + "Griptape Driver: Black Forest Labs Image Generation", + "Griptape Driver: Leonardo.AI", + "Griptape Driver: OpenAI Compatible Image Generation", + "Griptape Driver: OpenAI Image Generation", + "Griptape Embedding Driver: Amazon Bedrock Titan", + "Griptape Embedding Driver: Amazon SageMaker Jumpstart", + "Griptape Embedding Driver: Azure OpenAI", + "Griptape Embedding Driver: Cohere", + "Griptape Embedding Driver: Google", + "Griptape Embedding Driver: HuggingFace", + "Griptape Embedding Driver: LM Studio", + "Griptape Embedding Driver: Ollama", + "Griptape Embedding Driver: OpenAI", + "Griptape Embedding Driver: OpenAI Compatible", + "Griptape Embedding Driver: Voyage AI", + "Griptape End Workflow", + "Griptape Expand: Agent Nodes", + "Griptape Load: Audio", + "Griptape Load: Image From URL", + "Griptape Load: Text", + "Griptape Prompt Driver: Amazon Bedrock", + "Griptape Prompt Driver: Amazon SageMaker Jumpstart", + "Griptape Prompt Driver: Anthropic", + "Griptape Prompt Driver: Azure OpenAI", + "Griptape Prompt Driver: Cohere", + "Griptape Prompt Driver: Google", + "Griptape Prompt Driver: Griptape Cloud", + "Griptape Prompt Driver: Grok", + "Griptape Prompt Driver: Groq", + "Griptape Prompt Driver: HuggingFace", + "Griptape Prompt Driver: LM Studio", + "Griptape Prompt Driver: Ollama", + "Griptape Prompt Driver: OpenAI", + "Griptape Prompt Driver: OpenAI Compatible", + "Griptape RAG Query: Translate Module", + "Griptape RAG Rerank: Text Chunks Module", + "Griptape RAG Response: Footnote Prompt Module", + "Griptape RAG Response: Prompt Module", + "Griptape RAG Response: Text Chunks Module", + "Griptape RAG Retrieve: Text Loader Module", + "Griptape RAG Retrieve: Vector Store Module", + "Griptape RAG: Engine", + "Griptape Replace: Rulesets on Agent", + "Griptape Replace: Tools on Agent", + "Griptape Rerank Driver: Cohere", + "Griptape Rerank Driver: Local", + "Griptape Retrieve: Cloud Ruleset", + "Griptape Run: Agent", + "Griptape Run: Audio Transcription", + "Griptape Run: Cloud Assistant", + "Griptape Run: Image Description", + "Griptape Run: Parallel Image Description", + "Griptape Run: Parallel Prompt Task", + "Griptape Run: Task", + "Griptape Run: Text Extraction", + "Griptape Run: Text Summary", + "Griptape Run: Text to Speech", + "Griptape Save: Text", + "Griptape Set: Default Agent", + "Griptape Start Workflow", + "Griptape Text To Speech Driver: ElevenLabs", + "Griptape Text To Speech Driver: OpenAI", + "Griptape Tool: Audio Transcription", + "Griptape Tool: Calculator", + "Griptape Tool: DateTime", + "Griptape Tool: Extraction", + "Griptape Tool: FileManager", + "Griptape Tool: Griptape Cloud KnowledgeBase", + "Griptape Tool: Prompt Summary", + "Griptape Tool: Query", + "Griptape Tool: RAG", + "Griptape Tool: Text to Speech", + "Griptape Tool: VectorStore", + "Griptape Tool: WebScraper", + "Griptape Tool: WebSearch", + "Griptape Util: Create Agent Modelfile", + "Griptape Util: Create Model from Modelfile", + "Griptape Util: Remove Ollama Model", + "Griptape Util: Switch Node", + "Griptape Vector Store Driver: Amazon OpenSearch", + "Griptape Vector Store Driver: Azure MongoDB", + "Griptape Vector Store Driver: Griptape Cloud", + "Griptape Vector Store Driver: Local", + "Griptape Vector Store Driver: Marqo", + "Griptape Vector Store Driver: MongoDB Atlas", + "Griptape Vector Store Driver: PGVector", + "Griptape Vector Store Driver: Pinecone", + "Griptape Vector Store Driver: Qdrant", + "Griptape Vector Store Driver: Redis", + "Griptape Vector Store: Add Text", + "Griptape Vector Store: Query", + "Griptape WebSearch Driver: DuckDuckGo", + "Griptape WebSearch Driver: Exa", + "Griptape WebSearch Driver: Google", + "Griptape WebSearch Driver: Serper", + "Griptape WebSearch Driver: Tavily" + ], + { + "author": "Jason Schleifer", + "description": "This extension offers various nodes that allow you to work with LLMs using the Griptape Python Framework (https://griptape.ai)", + "nickname": "ComfyUI-Griptape", + "title": "ComfyUI Griptape Nodes", + "title_aux": "ComfyUI Griptape Nodes" + } + ], + "https://github.com/grmchn/ComfyUI-ProportionChanger": [ + [ + "PoseDataToPoseKeypoint", + "PoseJSONToPoseKeypoint", + "PoseKeypointPreview", + "PoseKeypointResize", + "ProportionChangerDWPoseDetector", + "ProportionChangerDWPoseRender", + "ProportionChangerInterpolator", + "ProportionChangerKeypointDenoiser", + "ProportionChangerKeypointDenoiserAdvanced", + "ProportionChangerParams", + "ProportionChangerReference" + ], + { + "title_aux": "ComfyUI-ProportionChanger" + } + ], + "https://github.com/grovergol/comfyui-grover-nodes": [ + [ + "OpenPathNode" + ], + { + "title_aux": "ComfyUI Grover Nodes" + } + ], + "https://github.com/gseth/ControlAltAI-Nodes": [ + [ + "BooleanBasic", + "BooleanReverse", + "ChooseUpscaleModel", + "FluxAttentionCleanup", + "FluxAttentionControl", + "FluxControlNetApply", + "FluxResolutionNode", + "FluxSampler", + "FluxUnionControlNetApply", + "GetImageSizeRatio", + "HiDreamResolutionNode", + "IntegerSettings", + "IntegerSettingsAdvanced", + "NoisePlusBlend", + "PerturbationTexture", + "RegionMaskConditioning", + "RegionMaskGenerator", + "RegionMaskProcessor", + "RegionMaskValidator", + "RegionOverlayVisualizer", + "TextBridge", + "ThreeWaySwitch", + "TwoWaySwitch" + ], + { + "title_aux": "ControlAltAI Nodes" + } + ], + "https://github.com/gsusgg/ComfyUI_CozyGen": [ + [ + "CozyGenChoiceInput", + "CozyGenDynamicInput", + "CozyGenFloatInput", + "CozyGenImageInput", + "CozyGenIntInput", + "CozyGenOutput", + "CozyGenStringInput", + "CozyGenVideoOutput" + ], + { + "title_aux": "ComfyUI-CozyGen" + } + ], + "https://github.com/gt732/ComfyUI-DreamWaltz-G": [ + [ + "DreamWaltzGStageOneTrainer", + "DreamWaltzGStageTwoTrainer" + ], + { + "title_aux": "ComfyUI-DreamWaltz-G" + } + ], + "https://github.com/guerreiro/comfyg-switch": [ + [ + "ComfygSwitch" + ], + { + "title_aux": "Comfyg Switch" + } + ], + "https://github.com/guill/abracadabra-comfyui": [ + [ + "AbracadabraNode", + "AbracadabraNodeDefSummary" + ], + { + "title_aux": "abracadabra-comfyui" + } + ], + "https://github.com/guill/comfyui-stegaflow": [ + [ + "SaveImageStegaflow" + ], + { + "title_aux": "Stegaflow" + } + ], + "https://github.com/guyaton/guy-nodes-comfyui": [ + [ + "GuyRecommendedLatentResCalc" + ], + { + "title_aux": "guy-nodes-comfyui" + } + ], + "https://github.com/guyouyue/ComfyUI_VideoAutoSplit": [ + [ + "ExtractKeyFrames", + "ExtractKeyFramesAndSplit" + ], + { + "title_aux": "ComfyUI_VideoAutoSplit" + } + ], + "https://github.com/gvfarns/comfyui_gvf": [ + [ + "CheckpointLoaderWithName", + "CropToAspectRatio", + "CropToAspectRatioMinMax", + "IfElseFloat", + "IfElseInt", + "SizeFromAspect" + ], + { + "title_aux": "comfyui_gvf" + } + ], + "https://github.com/hackafterdark/ComfyUI-HackAfterDark-Nodes": [ + [ + "FilmARSizeSelector", + "GeminiImagePromptBuilder" + ], + { + "author": "HackAfterDark", + "description": "A node to generate image prompts or images using the Google Gemini API, with support for multiple images and presets.", + "nickname": "Gemini Prompter", + "title": "Gemini Image Prompt Builder", + "title_aux": "AfterDark Film AR Selector" + } + ], + "https://github.com/hackkhai/ComfyUI-Image-Matting": [ + [ + "ApplyMatting", + "CreateTrimap", + "MattingModelLoader" + ], + { + "title_aux": "ComfyUI-Image-Matting" + } + ], + "https://github.com/hanL34/ComfyUI-Power-Artist-Loader": [ + [ + "PowerArtistLoader" + ], + { + "title_aux": "ComfyUI-Power-Artist-Loader" + } + ], + "https://github.com/hanoixan/ComfyUI-DataBeast": [ + [ + "DBConvertToBoolean //DataBeast", + "DBConvertToFloat //DataBeast", + "DBConvertToInt //DataBeast", + "DBConvertToString //DataBeast", + "DBFloatExpression //DataBeast", + "DBGetBatchList //DataBeast", + "DBGetItem //DataBeast", + "DBLoadData //DataBeast", + "DBStringExpression //DataBeast" + ], + { + "author": "hanoixan", + "description": "This extension provides nodes for controlling data-driven processing in Comfy-UI", + "nickname": "DataBeast", + "title": "DataBeast", + "title_aux": "ComfyUI DataBeast" + } + ], + "https://github.com/hao-ai-lab/FastVideo": [ + [ + "DITConfig", + "InferenceArgs", + "LoadImagePath", + "TextEncoderConfig", + "VAEConfig", + "VideoGenerator" + ], + { + "title_aux": "FastVideo" + } + ], + "https://github.com/haohaocreates/ComfyUI-HH-Image-Selector": [ + [ + "Image Selector" + ], + { + "title_aux": "ComfyUI-HH-Image-Selector" + } + ], + "https://github.com/hardik-uppal/ComfyUI-QwenVL-MultiImage": [ + [ + "QwenVL_MultiImage", + "QwenVL_MultiImage_Advanced" + ], + { + "title_aux": "ComfyUI-QwenVL-MultiImage" + } + ], + "https://github.com/harishcmgit/comfyui_ds": [ + [ + "BlackBackgroundScanner", + "DocumentScanner", + "SimpleDocumentScanner" + ], + { + "title_aux": "comfyui_ds" + } + ], + "https://github.com/hassan-sd/comfyui-image-prompt-loader": [ + [ + "ImagePromptLoader", + "apt", + "author", + "category", + "description", + "files", + "install_type", + "js_path", + "license", + "name", + "nodename_pattern", + "pip", + "preemptions", + "reference", + "repository", + "tags", + "title_aux", + "version" + ], + { + "title_aux": "ComfyUI Image & Prompt Loader" + } + ], + "https://github.com/havvk/ComfyUI_AIIA": [ + [ + "AIIA_Audio_Denoise", + "AIIA_Audio_Enhance", + "AIIA_Audio_Info", + "AIIA_Audio_PostProcess", + "AIIA_Audio_Silence_Splitter", + "AIIA_Audio_Speaker_Isolator", + "AIIA_Audio_Speaker_Merge", + "AIIA_Audio_Splice_Analyzer", + "AIIA_BodySway", + "AIIA_CosyVoice_ModelLoader", + "AIIA_CosyVoice_TTS", + "AIIA_CosyVoice_VoiceConversion", + "AIIA_Dialogue_TTS", + "AIIA_DittoLoader", + "AIIA_DittoSampler", + "AIIA_E2E_Speaker_Diarization", + "AIIA_EchoMimicLoader", + "AIIA_EchoMimicSampler", + "AIIA_FloatProcess_InMemory", + "AIIA_FloatProcess_ToDisk", + "AIIA_GenerateSpeakerSegments", + "AIIA_ImageSmartCrop", + "AIIA_PersonaLive_PhotoSampler_InMemory", + "AIIA_PersonaLive_PhotoSampler_ToDisk", + "AIIA_Podcast_Script_Parser", + "AIIA_Qwen_Dialogue_TTS", + "AIIA_Qwen_Loader", + "AIIA_Qwen_Model_Router", + "AIIA_Qwen_TTS", + "AIIA_Segment_Merge", + "AIIA_Subtitle_Gen", + "AIIA_Subtitle_Preview", + "AIIA_Subtitle_To_Segments", + "AIIA_TextDebugSplicer", + "AIIA_Utils_Image_Concanate", + "AIIA_VibeVoice_Loader", + "AIIA_VibeVoice_Preset_Maker", + "AIIA_VibeVoice_Realtime_TTS", + "AIIA_VibeVoice_TTS", + "AIIA_VideoCombine", + "AIIA_VoxCPM_Loader", + "AIIA_VoxCPM_TTS", + "AIIA_Web_Export", + "PersonaLiveCheckpointLoader", + "PersonaLivePhotoSampler" + ], + { + "title_aux": "ComfyUI_AIIA" + } + ], + "https://github.com/hay86/ComfyUI_DDColor": [ + [ + "D_DDColor" + ], + { + "title_aux": "ComfyUI DDColor" + } + ], + "https://github.com/hay86/ComfyUI_Dreamtalk": [ + [ + "D_DreamTalk" + ], + { + "title_aux": "ComfyUI Dreamtalk" + } + ], + "https://github.com/hay86/ComfyUI_Hallo": [ + [ + "D_HalloNode" + ], + { + "title_aux": "ComfyUI Hallo" + } + ], + "https://github.com/hay86/ComfyUI_LatentSync": [ + [ + "D_LatentSyncNode" + ], + { + "title_aux": "ComfyUI LatentSync" + } + ], + "https://github.com/hay86/ComfyUI_MiniCPM-V": [ + [ + "D_MiniCPM_VQA" + ], + { + "title_aux": "ComfyUI MiniCPM-V" + } + ], + "https://github.com/hay86/ComfyUI_OpenVoice": [ + [ + "D_OpenVoice_STS", + "D_OpenVoice_TTS", + "D_OpenVoice_TTS_V2" + ], + { + "title_aux": "ComfyUI OpenVoice" + } + ], + "https://github.com/hayd-zju/ICEdit-ComfyUI-official": [ + [ + "SaveImageWebsocket" + ], + { + "title_aux": "ICEdit-ComfyUI-official" + } + ], + "https://github.com/hayde0096/Comfyui-EasySettingpipes": [ + [ + "ConvertAny", + "PowerLoraLoader", + "PowerLoraStacker", + "SamplerSetup", + "SamplerSetupUnpack" + ], + { + "title_aux": "EasySettingpipes" + } + ], + "https://github.com/hben35096/ComfyUI-ReplenishNodes": [ + [ + "Batch Image Blend", + "FLOAT Output", + "Fill Alpha", + "Get Batch Count", + "Image Align", + "Image Blend BG", + "Integer Output", + "Load CLIP Name", + "Load Ckpt Name", + "Load Lora Name", + "Load Sampler Name", + "Load Scheduler Name", + "Load UNET Name", + "Mask Levels Adjust", + "Multi Line Text", + "Multiple Image Blend", + "Multiple Image Blend 2", + "Preview Image-JPEG", + "Reference Resize", + "Seed Output", + "To JPEG", + "To RGB" + ], + { + "title_aux": "ComfyUI-ReplenishNodes" + } + ], + "https://github.com/heheok/comfyui_wan2.1_vace_infinite_helpers": [ + [ + "CyclicCharacterAndBackgroundPrompt", + "LatestVideoFromFolder", + "PrepareControlVideo" + ], + { + "title_aux": "comfyui_wan2.1_vace_infinite_helpers" + } + ], + "https://github.com/hekmon/comfyui-checkpoint-extract": [ + [ + "CLIPModelSaver", + "VAEModelSaver" + ], + { + "title_aux": "comfyui-checkpoint-extract" + } + ], + "https://github.com/hekmon/comfyui-openai-api": [ + [ + "OAIAPI_ChatCompletion", + "OAIAPI_Client", + "OAIAPI_DeveloperRole", + "OAIAPI_ExtraBody", + "OAIAPI_FrequencyPenalty", + "OAIAPI_MaxTokens", + "OAIAPI_PresencePenalty", + "OAIAPI_Seed", + "OAIAPI_Temperature", + "OAIAPI_TopP" + ], + { + "title_aux": "ComfyUI OpenAI API" + } + ], + "https://github.com/heshengtao/comfyui_LLM_party": [ + [ + "About_us", + "AmapRegeoTool", + "AmapWeatherTool", + "Browser_display", + "CLIPTextEncode_party", + "Combine_Videos_party", + "Dingding", + "Dingding_tool", + "EasyOCR_advance", + "EasyOCR_choose", + "FeishuDownloadAudio", + "FeishuDownloadImage", + "FeishuGetHistory", + "FeishuSendMsg", + "FileOnlineDelete_gitee", + "FileOnlineStorage_gitee", + "FilePathExists", + "FolderCleaner", + "GGUFLoader", + "GeocodeTool", + "Image2Video_party", + "Images2Image", + "KG_csv_toolkit_developer", + "KG_csv_toolkit_user", + "KG_json_toolkit_developer", + "KG_json_toolkit_user", + "KG_neo_toolkit_developer", + "KG_neo_toolkit_user", + "KSampler_party", + "LLM", + "LLM_api_loader", + "LLM_local", + "LLM_local_loader", + "LLavaLoader", + "LorapathLoader", + "Lorebook", + "Mcp_tool", + "RSS_loader", + "RSS_tool", + "SpeedChange", + "URL2IMG", + "VAEDecode_party", + "accuweather_tool", + "advance_ebd_tool", + "aisuite_loader", + "any2str", + "any_switcher", + "api_function", + "api_tool", + "arxiv_tool", + "bing_loader", + "bing_tool", + "bool_logic", + "browser_use_tool", + "check_text", + "check_web_tool", + "classify_function", + "classify_function_plus", + "classify_persona", + "classify_persona_plus", + "clear_file", + "clear_model", + "custom_persona", + "custom_string_format", + "dall_e_tool", + "discord_bot", + "discord_file_monitor", + "discord_send", + "duckduckgo_loader", + "duckduckgo_tool", + "easy_GGUFLoader", + "easy_LLM_api_loader", + "easy_LLM_local_loader", + "easy_LLavaLoader", + "easy_load_llm_lora", + "easy_vlmLoader", + "ebd_tool", + "embeddings_function", + "end_anything", + "end_dialog", + "end_workflow", + "extra_parameters", + "feishu", + "feishu_tool", + "file_combine", + "file_combine_plus", + "file_path_iterator", + "files_read_tool", + "fish_tts", + "fish_whisper", + "flux_persona", + "get_string", + "github_tool", + "google_loader", + "google_tool", + "got_ocr", + "gpt_sovits", + "graph_md_to_html", + "html2img_function", + "ic_lora_persona", + "image_iterator", + "img2path", + "img_hosting", + "interpreter_function", + "interpreter_tool", + "interrupt_loop", + "json2text", + "json_extractor", + "json_get_value", + "json_iterator", + "json_parser", + "json_writing", + "keyword_tool", + "list_append", + "list_append_plus", + "list_extend", + "list_extend_plus", + "listen_audio", + "load_SQL_memo", + "load_bool", + "load_ebd", + "load_excel", + "load_file", + "load_file_folder", + "load_float", + "load_img_path", + "load_int", + "load_keyword", + "load_llm_lora", + "load_memo", + "load_name", + "load_openai_ebd", + "load_persona", + "load_redis_memo", + "load_url", + "load_wikipedia", + "md_to_excel", + "md_to_html", + "mini_error_correction", + "mini_flux_prompt", + "mini_flux_tag", + "mini_intent_recognition", + "mini_ocr", + "mini_party", + "mini_sd_prompt", + "mini_sd_tag", + "mini_story", + "mini_summary", + "mini_translate", + "none2false", + "omost_decode", + "omost_json2py", + "omost_setting", + "open_url_function", + "open_url_tool", + "openai_dall_e", + "openai_ebd_tool", + "openai_tts", + "openai_whisper", + "parameter_combine", + "parameter_combine_plus", + "parameter_function", + "path2img_tool", + "red_book_text_persona", + "replace_string", + "save_SQL_memo", + "save_ebd_database", + "save_memo", + "save_openai_ebd", + "save_redis_memo", + "savepersona", + "searxng_tool", + "send_to_wechat_official", + "show_text_party", + "sql_tool", + "srt2txt", + "start_anything", + "start_dialog", + "start_workflow", + "story_json_tool", + "str2float", + "str2int", + "string_combine", + "string_combine_plus", + "string_logic", + "substring", + "svg2html", + "svg2img_function", + "text2json", + "text2parameters", + "text_iterator", + "text_writing", + "time_sleep", + "time_tool", + "tool_combine", + "tool_combine_plus", + "translate_persona", + "txt2srt", + "url2img_tool", + "vlmLoader", + "weekday_tool", + "whisper_local", + "wikipedia_tool", + "work_wechat", + "work_wechat_tool", + "workflow_tool", + "workflow_transfer", + "workflow_transfer_v2" + ], + { + "title_aux": "comfyui_LLM_party" + } + ], + "https://github.com/heshengtao/comfyui_LLM_schools": [ + [ + "CausalLM_trainer", + "IA3_Arguments", + "LLM_Arguments", + "Lora_or_adapter_Arguments", + "P_or_Prompt_Arguments", + "Prefix_Arguments", + "download_dataset", + "get_dataset_name", + "split_dataset" + ], + { + "title_aux": "comfyui_LLM_schools" + } + ], + "https://github.com/hetima/ComfyUI-SingleLinePicker": [ + [ + "SLPFilenamePrefix", + "SLPLoraLoader", + "SLPLoraLoaderModelOnly", + "SLPSingleLinePicker" + ], + { + "title_aux": "ComfyUI-SingleLinePicker" + } + ], + "https://github.com/hexxacubic/ComfyUI-Prompt_Library": [ + [ + "Double_Prompt_Encode", + "FiveRandomLines", + "Multi_Wildcard_Loader", + "Prompt_Extender", + "Prompt_Library", + "Simple_Prompt_Library" + ], + { + "title_aux": "ComfyUI-Prompt_Library" + } + ], + "https://github.com/heyburns/PortraitUtils": [ + [ + "AutoAdjustNode", + "AutoColorConfigNode", + "AutoCropBorders", + "AutoWBColorMatch", + "ComparisonGate", + "CropImageByMargins", + "CropMaskByMargins", + "FilenameAppendSuffix", + "FitAspectHeadSafe", + "FluxResolutionPrepare", + "GpuSyncCacheClear", + "ImageMegapixelSelector", + "LoadImageCombined", + "MQBBoxMin", + "MultiPromptNode", + "OutpaintConfigNode", + "OutpaintPaddingComputeNode", + "PairedImageLoader", + "SeedVR2Prep", + "SimpleImageSaver", + "StitchByMask", + "StripBottomBanner", + "StripSolidBorders", + "WorkflowConfig" + ], + { + "title_aux": "PortraitUtils" + } + ], + "https://github.com/heyburns/image-chooser-classic": [ + [ + "Image Chooser", + "Image Chooser Classic", + "Preview Chooser Fabric", + "Simple Chooser" + ], + { + "author": "chrisgoringe", + "description": "Workflow-pausing image choosers (overlay and inline widgets) for ComfyUI", + "nickname": "Image Chooser Classic", + "title": "Image Chooser Classic", + "title_aux": "Image Chooser Classic" + } + ], + "https://github.com/hgabha/WWAA-CustomNodes": [ + [ + "WWAA_AdvancedGridLayoutNode", + "WWAA_AdvancedTextFileReader", + "WWAA_AdvancedTextReader", + "WWAA_BasicMathNode", + "WWAA_BeforeAfterSlider", + "WWAA_BuildString", + "WWAA_CameraAngleBuilder", + "WWAA_DisplayAny", + "WWAA_DitherNode", + "WWAA_GBCamera", + "WWAA_GridLayoutNode", + "WWAA_ImageDimensionCalculator", + "WWAA_ImageLoader", + "WWAA_ImageSwitcher", + "WWAA_ImageToTextFile", + "WWAA_IndexGridLayoutNode", + "WWAA_JPEGPreview", + "WWAA_JSONPromptBuilder", + "WWAA_LineCount", + "WWAA_MetadataSaver", + "WWAA_NestedLoopCounter", + "WWAA_NumberRangeAsString", + "WWAA_PromptWriter", + "WWAA_SaveJPEG", + "WWAA_SearchReplaceMulti", + "WWAA_SearchReplaceText", + "WWAA_SlicedArt", + "WWAA_Switch_Int", + "WWAA_VideoResolution" + ], + { + "title_aux": "WWAA-CustomNodes" + } + ], + "https://github.com/hhhzzyang/Comfyui_Lama": [ + [ + "LamaApply", + "LamaModelLoader", + "YamlConfigLoader" + ], + { + "title_aux": "Comfyui-Lama" + } + ], + "https://github.com/hiderminer/ComfyUI-HM-Utilities": [ + [ + "AutoCropImage", + "NormalizeImageWithRectangle" + ], + { + "title_aux": "ComfyUI-HM-Tools" + } + ], + "https://github.com/hieuck/ComfyUI-BiRefNet": [ + [ + "BiRefNet" + ], + { + "title_aux": "ComfyUI-BiRefNet-Fix utils" + } + ], + "https://github.com/hiforce/comfyui-hiforce-plugin": [ + [ + "HfBoolSwitchKSampleStatus", + "HfImageAutoExpansionSquare", + "HfImageToRGB", + "HfImageToRGBA", + "HfInitImageWithMaxSize", + "HfIterativeLatentUpscale", + "HfLoadImageWithCropper", + "HfLookbackSamplerLoader", + "HfLoopback", + "HfResizeImage", + "HfSampler", + "HfSamplerLoader", + "HfSamplerLoopback", + "HfSaveImage", + "HfSwitchKSampleStatus", + "HfTwoSamplersForMask", + "HfTwoStepSamplers", + "LoadImageFromURL" + ], + { + "title_aux": "Comfyui HiFORCE Plugin" + } + ], + "https://github.com/hinablue/ComfyUI_3dPoseEditor": [ + [ + "Hina.PoseEditor3D" + ], + { + "title_aux": "ComfyUI 3D Pose Editor" + } + ], + "https://github.com/hmwl/ComfyUI-TaskMonitor": [ + [ + "TaskMonitorNode" + ], + { + "title_aux": "ComfyUI-TaskMonitor" + } + ], + "https://github.com/hmwl/ComfyUI_zip": [ + [ + "CleanFolders", + "CompressImages", + "UnzipToInput" + ], + { + "title_aux": "ComfyUI_zip" + } + ], + "https://github.com/hnmr293/comfyui-savemem": [ + [ + "SaveImagesMemory", + "SaveLatentsMemory" + ], + { + "title_aux": "ComfyUI-SaveMem" + } + ], + "https://github.com/hobinrude/ComfyUI_DWposeDeluxe": [ + [ + "BatchKeypoints", + "CherryPickerFrames", + "CherryPickerTwoInputs", + "CustomOptions", + "DWposeDeluxeNode", + "FrameNumberNode", + "KeypointConverter", + "KeypointDiff", + "KeypointPrinter", + "KeypointRangeFromBatch", + "LoadPoseKeypoints", + "MergeKeypoints", + "PoseInterpolation", + "PoseResize", + "ReverseKeypoints" + ], + { + "title_aux": "ComfyUI_DWposeDeluxe" + } + ], + "https://github.com/hodanajan/optimal-crop-resolution": [ + [ + "AspectRatioCalculator", + "ResolutionMatcher" + ], + { + "title_aux": "optimal-crop-resolution" + } + ], + "https://github.com/hoveychen/ComfyUI-MusePose-Remaster": [ + [ + "musepose_getposes", + "musepose_inference" + ], + { + "title_aux": "ComfyUI-MusePose-Remaster" + } + ], + "https://github.com/hua1995116/comfyui_goenhance_ffmpeg_wm": [ + [ + "GOENHANCE_FFmpegWatermark" + ], + { + "title_aux": "comfyui_goenhance_ffmpeg_wm" + } + ], + "https://github.com/huagetai/ComfyUI-Gaffer": [ + [ + "ApplyICLight", + "CalculateNormalMap", + "GrayScaler", + "ICLightModelLoader", + "LightSource" + ], + { + "title_aux": "comfyui's gaffer(ComfyUI native implementation of IC-Light. )" + } + ], + "https://github.com/huagetai/ComfyUI_LightGradient": [ + [ + "ImageGradient", + "MaskGradient" + ], + { + "title_aux": "Light Gradient for ComfyUI" + } + ], + "https://github.com/huanngzh/ComfyUI-MVAdapter": [ + [ + "BiRefNet", + "ControlImagePreprocessor", + "ControlNetModelLoader", + "CustomLoraModelLoader", + "DiffusersMVModelMakeup", + "DiffusersMVPipelineLoader", + "DiffusersMVSampler", + "DiffusersMVSchedulerLoader", + "DiffusersMVVaeLoader", + "ImagePreprocessor", + "LdmPipelineLoader", + "LdmVaeLoader", + "ViewSelector" + ], + { + "title_aux": "ComfyUI-MVAdapter" + } + ], + "https://github.com/hubentu/ComfyUI-loras-loader": [ + [ + "ConvertGreyscaleNode", + "DynamicLoRALoader", + "ImageBatchToImageList", + "LoRAStringAdapter", + "MultiLoRAnameLoader", + "MultiLoraLoader", + "MultiTriggerLoader" + ], + { + "title_aux": "Multiple LoRA Loader for ComfyUI" + } + ], + "https://github.com/hubo502/ComfyUI-Env-Loader": [ + [ + "EnvKeySelector", + "EnvKeys" + ], + { + "title_aux": "ComfyUI-Env-Loader" + } + ], + "https://github.com/huchenlei/ComfyUI-IC-Light-Native": [ + [ + "ICLightApply", + "ICLightApplyMaskGrey", + "ICLightAppply", + "VAEEncodeArgMax" + ], + { + "title_aux": "ComfyUI-IC-Light-Native" + } + ], + "https://github.com/huchenlei/ComfyUI-layerdiffuse": [ + [ + "LayeredDiffusionApply", + "LayeredDiffusionCondApply", + "LayeredDiffusionCondJointApply", + "LayeredDiffusionDecode", + "LayeredDiffusionDecodeRGBA", + "LayeredDiffusionDecodeSplit", + "LayeredDiffusionDiffApply", + "LayeredDiffusionJointApply" + ], + { + "title_aux": "ComfyUI-layerdiffuse (layerdiffusion)" + } + ], + "https://github.com/huchenlei/ComfyUI-openpose-editor": [ + [ + "huchenlei.LoadOpenposeJSON" + ], + { + "title_aux": "ComfyUI-openpose-editor" + } + ], + "https://github.com/huchenlei/ComfyUI_DanTagGen": [ + [ + "PromptDanTagGen" + ], + { + "title_aux": "ComfyUI_DanTagGen" + } + ], + "https://github.com/huchenlei/ComfyUI_densediffusion": [ + [ + "DenseDiffusionAddCondNode", + "DenseDiffusionApplyNode" + ], + { + "title_aux": "ComfyUI DenseDiffusion" + } + ], + "https://github.com/huchenlei/ComfyUI_omost": [ + [ + "OmostDenseDiffusionLayoutNode", + "OmostGreedyBagsTextEmbeddingNode", + "OmostLLMChatNode", + "OmostLLMHTTPServerNode", + "OmostLLMLoaderNode", + "OmostLayoutCondNode", + "OmostLoadCanvasConditioningNode", + "OmostLoadCanvasPythonCodeNode", + "OmostRenderCanvasConditioningNode" + ], + { + "title_aux": "ComfyUI_omost" + } + ], + "https://github.com/hughescr/ComfyUI-OpenPose-Keypoint-Extractor": [ + [ + "Openpose Keypoint Extractor" + ], + { + "title_aux": "OpenPose Keypoint Extractor" + } + ], + "https://github.com/hugobb/FastGAN-ComfyUI-Node": [ + [ + "BlendLatents", + "GANImg2Img", + "GenerateImages", + "InvertToLatent", + "LoadFastGAN", + "LoadLatent", + "SampleLatent", + "SaveLatent" + ], + { + "title_aux": "fastgan-comfyui" + } + ], + "https://github.com/huihuihuiz/lora_downloader": [ + [ + "LoraDownloader" + ], + { + "title_aux": "LoRA Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/plugin_downloader": [ + [ + "PluginDownloader" + ], + { + "title_aux": "Plugin Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/unet_downloader": [ + [ + "UNetDownloader" + ], + { + "title_aux": "UNet Downloader for ComfyUI" + } + ], + "https://github.com/huihuihuiz/upscaler_downloader": [ + [ + "UpscalerDownloader" + ], + { + "title_aux": "Upscaler Downloader for ComfyUI" + } + ], + "https://github.com/huixingyun/ComfyUI-HX-Captioner": [ + [ + "HXOllamaCaptioner" + ], + { + "title_aux": "ComfyUI-HX-Captioner" + } + ], + "https://github.com/hujuying/ComfyUI-ModelScope-API": [ + [ + "ModelScopeImageCaptionNode", + "ModelScopeImageEditNode", + "ModelScopeImageNode", + "ModelScopeLoraPresetNode", + "ModelScopeMultiLoraLoaderNode", + "ModelScopeSingleLoraLoaderNode", + "ModelScopeTextNode", + "ModelScopeVisionNode" + ], + { + "title_aux": "ComfyUI ModelScope API Node" + } + ], + "https://github.com/hum-ma/ComfyUI-TiledVaeLite": [ + [ + "LTTiledVAEDecode" + ], + { + "title_aux": "ComfyUI-TiledVaeLite" + } + ], + "https://github.com/hunzmusic/ComfyUI-IG2MV": [ + [ + "DiffusersIGMVModelMakeup", + "DiffusersIGMVSampler" + ], + { + "title_aux": "ComfyUI-IG2MV" + } + ], + "https://github.com/hustille/ComfyUI_Fooocus_KSampler": [ + [ + "KSampler With Refiner (Fooocus)", + "KSamplerWithRefiner" + ], + { + "title_aux": "ComfyUI_Fooocus_KSampler" + } + ], + "https://github.com/hustille/ComfyUI_hus_utils": [ + [ + "3way Prompt Styler", + "Batch State", + "BatchState", + "Date Time Format", + "DateTimeFormat", + "Debug Extra", + "DebugExtra", + "Fetch widget value", + "FetchNodeValue", + "PromptStylerCSV3Way", + "Text Hash", + "TextHash" + ], + { + "title_aux": "hus' utils for ComfyUI" + } + ], + "https://github.com/huwenkai26/comfyui-remove-text": [ + [ + "ImageRemoveText" + ], + { + "title_aux": "ComfyUI Text Remove Node" + } + ], + "https://github.com/huygiatrng/Facefusion_comfyui": [ + [ + "AdvancedSwapFaceImage", + "AdvancedSwapFaceVideo", + "FaceDataVisualizer", + "FaceDetectorNode", + "FaceMaskVisualizer", + "FaceSwapApplier", + "PixelBoostNode", + "SwapFaceImage", + "SwapFaceVideo" + ], + { + "title_aux": "Facefusion_comfyui" + } + ], + "https://github.com/huyl3-cpu/ComfyUI-PyTorch210Patcher": [ + [ + "PyTorch210CompatibilityPatcher", + "PyTorchVersionChecker" + ], + { + "title_aux": "ComfyUI-PyTorch210Patcher" + } + ], + "https://github.com/huyl3-cpu/comfyui-sortlist": [ + [ + "AdaptiveResolution", + "ColabKeepAlive", + "RAMCleanup", + "Set Value With Path", + "SetValuesFromPanel", + "TunnelAutoReconnect", + "VF9_SetValue", + "VHS_ExtractVideoPath", + "image_to_sha256", + "move_file", + "rename_file", + "sort_list_string", + "steg_alpha_embed", + "steg_alpha_extract", + "steg_rgb_extract", + "string_clear_if_contains", + "video_audio_concat", + "video_cut_to_segments", + "video_dir_combiner", + "video_dir_combiner_ultra", + "video_mute_from_url", + "video_scene_splitter" + ], + { + "title_aux": "comfyui-huyl2-nodes" + } + ], + "https://github.com/hvppycoding/comfyui-json-prompt-renderer": [ + [ + "ExtractJSON", + "TemplateRenderFromJSON" + ], + { + "title_aux": "json prompt renderer" + } + ], + "https://github.com/hvppycoding/comfyui-random-sampler-scheduler-steps": [ + [ + "RandomSamplerSchedulerSteps" + ], + { + "title_aux": "RandomSamplerSchedulerSteps for ComfyUI" + } + ], + "https://github.com/hw5511/comfyui_hf_upscaler_loader": [ + [ + "CLIPModelLoaderFromHF", + "GGUFModelLoaderFromHF", + "UNETModelLoaderFromHF", + "UpscaleModelLoaderFromHF", + "VAEModelLoaderFromHF" + ], + { + "title_aux": "Woohee HF Upscaler Loader" + } + ], + "https://github.com/hwhaocool/ComfyUI-Select-Any": [ + [ + "SelectAnyValues" + ], + { + "title_aux": "ComfyUI-Select-Any" + } + ], + "https://github.com/hybskgks28275/ComfyUI-hybs-nodes": [ + [ + "HYBS_ConditionalLoRALoader", + "HYBS_RandomResolutionSelector", + "HYBS_ResolutionSelector", + "HYBS_SeedListGenerator" + ], + { + "title_aux": "ComfyUI-hybs-nodes" + } + ], + "https://github.com/hyukudan/comfyui-video-resolution": [ + [ + "VideoResolutionNode" + ], + { + "title_aux": "comfyui-video-resolution" + } + ], + "https://github.com/hyunamy/comfy-ui-on-complete-email-me": [ + [ + "OnCompleteEmailMe", + "OnCompletePlaySound", + "OnCompleteWebhook" + ], + { + "title_aux": "Comfy-UI on-complete-email-me" + } + ], + "https://github.com/iDAPPA/ComfyUI-AMDGPUMonitor": [ + [ + "AMDGPUMonitor" + ], + { + "title_aux": "AMD GPU Monitor for ComfyUI" + } + ], + "https://github.com/iFREEGROUP/comfyui-undistort": [ + [ + "IG_LoadCheckerboardImageForCalibrateCamera", + "IG_MatrixAndDistCoefToText", + "IG_Undistort" + ], + { + "title_aux": "comfyui-undistort" + } + ], + "https://github.com/iGavroche/ComfyUI-Ninode-Utils": [ + [ + "OpenAICompatibleChatNode" + ], + { + "title_aux": "Ninode Utils" + } + ], + "https://github.com/iGavroche/rocm-ninodes": [ + [ + "ROCMFluxBenchmark", + "ROCMLoRALoader", + "ROCMMemoryOptimizer", + "ROCMOptimizedCheckpointLoader", + "ROCMOptimizedKSampler", + "ROCMOptimizedKSamplerAdvanced", + "ROCMOptimizedVAEDecode", + "ROCMOptimizedVAEDecodeTiled", + "ROCMQuantizedModelOptimizer", + "ROCMSamplerPerformanceMonitor", + "ROCMVAEPerformanceMonitor", + "ROCmDiffusionLoader", + "ROCmGGUFLoader" + ], + { + "title_aux": "RocM Ninodes" + } + ], + "https://github.com/iSuneast/ComfyUI-WebhookNotifier": [ + [ + "WebhookNotifierAnyNode", + "WebhookNotifierNode" + ], + { + "title_aux": "ComfyUI-WebhookNotifier" + } + ], + "https://github.com/iacoposk8/ComfyUI-Fooocus-Inpaint-Wrapper": [ + [ + "AlignYourStepsScheduler", + "BasicScheduler", + "CLIPLoader", + "CLIPMergeSimple", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "ExponentialScheduler", + "FeatherMask", + "FirstNode", + "FlipSigmas", + "FooocusInpaintWrapper", + "FreeU", + "FreeU_V2", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LatentAdd", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeBlocks", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingContinuousEDM", + "ModelSamplingDiscrete", + "PatchModelAddDownscale", + "PerpNeg", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "PreviewImage", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_SDE", + "SamplerTCD", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveImage", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StyleModelApply", + "StyleModelLoader", + "TomePatchModel", + "UNETLoader", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "title_aux": "ComfyUI Fooocus Inpaint Wrapper" + } + ], + "https://github.com/iacoposk8/xor_pickle_nodes": [ + [ + "DecryptXORText", + "Load XOR Pickle From File", + "Save XOR Pickle To File" + ], + { + "title_aux": "ComfyUI XOR Text & Pickle Nodes" + } + ], + "https://github.com/ialhabbal/ComfyUI-Prompt-Verify": [ + [ + "Prompt Verify" + ], + { + "title_aux": "ComfyUI Prompt Verify" + } + ], + "https://github.com/ialhabbal/OcclusionMask": [ + [ + "BatchLoadImages", + "ImageOcclusion" + ], + { + "title_aux": "OcclusionMask" + } + ], + "https://github.com/iamandeepsandhu/ComfyUI-NSFW-Check": [ + [ + "NSFWScore" + ], + { + "title_aux": "NSFW Check for ComfyUI" + } + ], + "https://github.com/icesun963/ComfyUI_HFDownLoad": [ + [ + "Apply EasyOCR V2", + "HFDownLoad_Tool", + "LayerMask: SegmentAnythingUltra V2.1", + "LayerUtility: LaMa V2" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "HFDownLoad Node for ComfyUI" + } + ], + "https://github.com/ichabodcole/ComfyUI-Ichis-Pack": [ + [ + "ICHIS_Aspect_Ratio_Plus", + "ICHIS_Extract_Tags", + "ICHIS_Save_Tags", + "ICHIS_Tag_Category_Select", + "ICHIS_Tag_File_Loader", + "ICHIS_Tag_Sampler", + "ICHIS_Text_Selector" + ], + { + "title_aux": "ComfyUI-Ichis-Pack" + } + ], + "https://github.com/id7238/ComfyUI-PackedPipes": [ + [ + "PipePacker", + "PipeUnpacker" + ], + { + "title_aux": "ComfyUI-PackedPipes" + } + ], + "https://github.com/idrirap/ComfyUI-Lora-Auto-Trigger-Words": [ + [ + "FusionText", + "LoraListNames", + "LoraLoaderAdvanced", + "LoraLoaderStackedAdvanced", + "LoraLoaderStackedVanilla", + "LoraLoaderVanilla", + "LoraTagsOnly", + "Randomizer", + "TagsFormater", + "TagsSelector", + "TextInputBasic" + ], + { + "title_aux": "ComfyUI-Lora-Auto-Trigger-Words" + } + ], + "https://github.com/idvdii/ComfyUI-DvD-LoraTriggerwordsManager": [ + [ + "DvD_LoraLoader_ModelOnly", + "DvD_LoraLoader_Stack", + "DvD_LoraLoader_Standard" + ], + { + "title_aux": "ComfyUI-DvD-LoraTriggerwordsManager" + } + ], + "https://github.com/iemesowum/ComfyUI_IsaacNodes": [ + [ + "I_AmplitudeToWeights", + "I_BinaryAmplitudeGate", + "I_UnmixAudio", + "I_WeightsListToWeights" + ], + { + "author": "Isaac Emesowum", + "description": "This extension offers automatic drums extraction from audio files, as well as a few helper nodes to support my audio synchronization AnimateDiff workflows.", + "nickname": "Isaac's Nodes", + "title": "Isaac's Nodes", + "title_aux": "Isaac's Nodes" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_Dreamtalk": [ + [ + "IF_DreamTalk", + "IF_Dreamtalk" + ], + { + "title_aux": "IF_Dreamtalk" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_HFDownloaderNode": [ + [ + "IF_HFDownload", + "IF_HFDownloadNode" + ], + { + "title_aux": "IF_AI_HFDownloaderNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_ParlerTTSNode": [ + [ + "IF_ParlerTTS" + ], + { + "title_aux": "IF_ParlerTTSNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_AI_WishperSpeechNode": [ + [ + "IF_WhisperSpeech" + ], + { + "title_aux": "IF_AI_WishperSpeechNode" + } + ], + "https://github.com/if-ai/ComfyUI-IF_DatasetMkr": [ + [ + "IF_DatasetMkr", + "IF_HyDatasetMkr" + ], + { + "title_aux": "IF_DatasetMkr" + } + ], + "https://github.com/if-ai/ComfyUI-IF_Gemini": [ + [ + "IFGeminiNode", + "IFPromptCombiner", + "IFTaskPromptManager" + ], + { + "title_aux": "IF_Gemini" + } + ], + "https://github.com/if-ai/ComfyUI-IF_LLM": [ + [ + "IF_DisplayText", + "IF_JoinText", + "IF_LLM", + "IF_LLM_DisplayOmni", + "IF_LLM_DisplayText", + "IF_LLM_DisplayTextWildcard", + "IF_LLM_JoinText", + "IF_LLM_ListModels", + "IF_LLM_LoadImagesS", + "IF_LLM_SaveText", + "IF_LLM_TextTyper", + "IF_LoadImagesS", + "IF_TextTyper", + "IF_saveText", + "ListModelsNode" + ], + { + "title_aux": "IF_LLM" + } + ], + "https://github.com/if-ai/ComfyUI-IF_MemoAvatar": [ + [ + "IF_MemoAvatar", + "IF_MemoCheckpointLoader" + ], + { + "title_aux": "IF_MemoAvatar" + } + ], + "https://github.com/if-ai/ComfyUI-IF_Trellis": [ + [ + "IF_TrellisCheckpointLoader", + "IF_TrellisImageTo3D" + ], + { + "title_aux": "IF_Trellis" + } + ], + "https://github.com/if-ai/ComfyUI-IF_VideoPrompts": [ + [ + "VideoPromptNode" + ], + { + "title_aux": "IF_VideoPrompts" + } + ], + "https://github.com/if-ai/ComfyUI-WanResolutionSelector": [ + [ + "VideoResolutionSelector" + ], + { + "title_aux": "ComfyUI-WanResolutionSelector" + } + ], + "https://github.com/if-ai/ComfyUI-yt_dl": [ + [ + "YouTubeDownloader" + ], + { + "title_aux": "ComfyUI-yt_dl" + } + ], + "https://github.com/if-ai/ComfyUI_HunyuanVideoFoley": [ + [ + "HunyuanVideoFoley", + "HunyuanVideoFoleyDependenciesLoader", + "HunyuanVideoFoleyGeneratorAdvanced", + "HunyuanVideoFoleyModelLoader", + "HunyuanVideoFoleyTorchCompile" + ], + { + "title_aux": "ComfyUI HunyuanVideo-Foley" + } + ], + "https://github.com/if-ai/ComfyUI_IF_AI_LoadImages": [ + [ + "IF_LoadImagesS" + ], + { + "title_aux": "IF_AI_LoadImages" + } + ], + "https://github.com/ifmylove2011/comfyui-missed-tool": [ + [ + "ColorImageFillRm", + "ImageQueueLoader", + "LoadImageA", + "LoraLoad", + "LoraMerge", + "LoraSaver", + "ScaleMultilplePixels", + "TextSplitToList", + "TrimBG", + "TrimBGAdvanced", + "TxtSave" + ], + { + "title_aux": "comfyui-missed-tool" + } + ], + "https://github.com/iguanesolutions/comfyui-ig1-tools": [ + [ + "IG1AspectRatioProperties", + "IG1FluxReport", + "IG1ImageSelector", + "IG1LoadImage", + "IG1QwenImageNativesResolutions", + "IG1Resolution", + "IG1ResolutionAdvisor", + "IG1ResolutionProperties" + ], + { + "title_aux": "Flux Resolution" + } + ], + "https://github.com/ihmily/ComfyUI-Light-Tool": [ + [ + "Light-Tool: AddBackground", + "Light-Tool: AddBackgroundV2", + "Light-Tool: BoundingBoxCropping", + "Light-Tool: Calculate", + "Light-Tool: ConvertNumType", + "Light-Tool: CropImage", + "Light-Tool: DeserializeJsonString", + "Light-Tool: GetImageSize", + "Light-Tool: GetImagesCount", + "Light-Tool: GetSideLength", + "Light-Tool: Hex2RGB", + "Light-Tool: ImageConcat", + "Light-Tool: ImageMaskApply", + "Light-Tool: ImageOverlay", + "Light-Tool: ImageToMask", + "Light-Tool: InputText", + "Light-Tool: InputTextList", + "Light-Tool: InvertMask", + "Light-Tool: IsTransparent", + "Light-Tool: KeyValue", + "Light-Tool: LoadImage", + "Light-Tool: LoadImageFromURL", + "Light-Tool: LoadImagesFromDir", + "Light-Tool: LoadMetadataFromURL", + "Light-Tool: LoadVideo", + "Light-Tool: MaskBoundingBoxCropping", + "Light-Tool: MaskContourExtractor", + "Light-Tool: MaskImageToTransparent", + "Light-Tool: MaskToImage", + "Light-Tool: MorphologicalTF", + "Light-Tool: PhantomTankEffect", + "Light-Tool: PreviewVideo", + "Light-Tool: RGB2Hex", + "Light-Tool: RGB2RGBA", + "Light-Tool: RGBA2RGB", + "Light-Tool: ResizeImage", + "Light-Tool: ResizeImageByMaxSize", + "Light-Tool: ResizeImageByMinSize", + "Light-Tool: ResizeImageByRatio", + "Light-Tool: ResizeImageV2", + "Light-Tool: SaveMetadata", + "Light-Tool: SaveToAliyunOSS", + "Light-Tool: SaveVideo", + "Light-Tool: ScaleImage", + "Light-Tool: SerializeJsonObject", + "Light-Tool: ShowAnything", + "Light-Tool: ShowText", + "Light-Tool: SimpleImageOverlay", + "Light-Tool: SimpleTextConnect", + "Light-Tool: SolidColorBackground", + "Light-Tool: TextConnect", + "Light-Tool: TextReplace", + "Light-Tool: UpscaleImage" + ], + { + "author": "Hmily", + "description": "An awesome light tool nodes for ComfyUI.", + "nickname": "ComfyUI-Light-Tool", + "title": "ComfyUI-Light-Tool", + "title_aux": "ComfyUI-Light-Tool" + } + ], + "https://github.com/ihmily/comfy-deploy": [ + [ + "ComfyDeployExternalFloat", + "ComfyDeployExternalImage", + "ComfyDeployExternalImageBatch", + "ComfyDeployExternalInt", + "ComfyDeployExternalText" + ], + { + "author": "Hmily", + "description": "Easy deploy API for ComfyUI.", + "nickname": "comfy-deploy", + "title": "comfy-deploy", + "title_aux": "comfy-deploy" + } + ], + "https://github.com/illuminatianon/comfyui-csvwildcards": [ + [ + "CSVWildcardNode", + "DisplayTextNode" + ], + { + "title_aux": "CSV Wildcard Node for ComfyUI" + } + ], + "https://github.com/illuminatianon/comfyui-lumi-tools": [ + [ + "LumiGeminiImagenConfig", + "LumiGoogleImagenProvider", + "LumiLLMImagenProcessor", + "LumiLLMPromptProcessor", + "LumiNoiseToSeed", + "LumiOpenRouterImagenProvider", + "LumiOpenRouterProvider", + "LumiSaveImage", + "LumiSeed", + "LumiShowText", + "LumiShufflePrompt", + "LumiTextInput", + "LumiWildcardProcessor", + "LumiWrapText" + ], + { + "title_aux": "comfyui-lumi-tools" + } + ], + "https://github.com/imb101/ComfyUI-FaceSwap": [ + [ + "FaceSwapNode" + ], + { + "title_aux": "FaceSwap" + } + ], + "https://github.com/infinigence/ComfyUI-Infinigence-Nodes": [ + [ + "DrawTextNode", + "Qwen2.5VL_api" + ], + { + "title_aux": "ComfyUI-Infinigence-Nodes" + } + ], + "https://github.com/injet-zhou/comfyui_extra_api": [ + [ + "SimpleGenImageInterface" + ], + { + "title_aux": "comfyui_extra_api" + } + ], + "https://github.com/inventorado/ComfyUI_NNT": [ + [ + "NntAnalyzeInferenceMetrics", + "NntAnalyzeModel", + "NntCompileModel", + "NntDataLoader", + "NntDatasetToImageTensor", + "NntDatasetToTargetTensor", + "NntDatasetToTensor", + "NntDatasetToTextTensor", + "NntDefineActivationLayer", + "NntDefineAlibiPositionalBias", + "NntDefineConvLayer", + "NntDefineDenseLayer", + "NntDefineFlattenLayer", + "NntDefineGRULayer", + "NntDefineLSTMLayer", + "NntDefineLinearAttention", + "NntDefineLocalAttention", + "NntDefineMultiheadAttention", + "NntDefineNormLayer", + "NntDefinePoolingLayer", + "NntDefinePositionalEncoding", + "NntDefineRNNLayer", + "NntDefineReformerAttention", + "NntDefineRelativePositionBias", + "NntDefineReshapeLayer", + "NntDefineRotaryPositionalEmbedding", + "NntDefineTransformerEncoderLayer", + "NntDefineTransformerXLAttention", + "NntDefineVanillaAttention", + "NntEditModelLayers", + "NntEvaluatePredictions", + "NntFileLoader", + "NntFineTuneModel", + "NntHuggingFaceDataLoader", + "NntImageToTensor", + "NntInference", + "NntInputLayer", + "NntLoadModel", + "NntMergeExtendModel", + "NntPlotTensors", + "NntRandomTensorGenerator", + "NntSHAPSummaryNode", + "NntSaveModel", + "NntShowLayerStack", + "NntShowModelInfo", + "NntTensorElementToImage", + "NntTensorOperations", + "NntTensorSlice", + "NntTensorToText", + "NntTextBatchProcessor", + "NntTextToTensor", + "NntTimeSeriesDataLoader", + "NntTorchvisionDataLoader", + "NntTorchvisionDatasets", + "NntTrainModel", + "NntTrainingHyperparameters", + "NntVisualizeConfidenceScores", + "NntVisualizeGraph", + "NntVisualizePredictionMetrics", + "NntVisualizeTrainingMetrics" + ], + { + "title_aux": "ComfyUI Neural Network Toolkit NNT " + } + ], + "https://github.com/irreveloper/ComfyUI-DSD": [ + [ + "DSDGeminiPromptEnhancer", + "DSDImageGenerator", + "DSDModelDownloader", + "DSDModelLoader", + "DSDModelSelector", + "DSDResizeSelector" + ], + { + "title_aux": "ComfyUI-DSD" + } + ], + "https://github.com/isala404/comfy-workflow-api": [ + [ + "WebhookReceiver", + "WebhookSend", + "WebhookTransformer" + ], + { + "title_aux": "comfy-workflow-api" + } + ], + "https://github.com/iwanders/ComfyUI_nodes": [ + [ + "IW_JsonPickItem", + "IW_ModelHook", + "IW_StringConcat", + "IW_StringFromInt", + "IW_StringNode", + "IW_StringPrint", + "IW_StringReplace", + "IW_StringSave", + "IW_TokenizerVocab" + ], + { + "title_aux": "iwanders/ComfyUI_nodes" + } + ], + "https://github.com/jacklukai/ComfyUI_DeployCash": [ + [ + "DeployCash", + "DeployCash_saveImage", + "DeployCash_textInput" + ], + { + "title_aux": "ComfyUI_DeployCash" + } + ], + "https://github.com/jags111/ComfyUI_Jags_Audiotools": [ + [ + "BatchJoinAudio", + "BatchToList", + "BitCrushAudioFX", + "BulkVariation", + "ChorusAudioFX", + "ClippingAudioFX", + "CompressorAudioFX", + "ConcatAudioList", + "ConvolutionAudioFX", + "CutAudio", + "DelayAudioFX", + "DistortionAudioFX", + "DuplicateAudio", + "GainAudioFX", + "GenerateAudioSample", + "GenerateAudioWave", + "GetAudioFromFolderIndex", + "GetSingle", + "GetStringByIndex", + "HighShelfFilter", + "HighpassFilter", + "ImageToSpectral", + "InvertAudioFX", + "JoinAudio", + "LadderFilter", + "LimiterAudioFX", + "ListToBatch", + "LoadAudioDir", + "LoadAudioFile", + "LoadAudioModel (DD)", + "LoadVST3", + "LowShelfFilter", + "LowpassFilter", + "MP3CompressorAudioFX", + "MixAudioTensors", + "NoiseGateAudioFX", + "OTTAudioFX", + "PeakFilter", + "PhaserEffectAudioFX", + "PitchShiftAudioFX", + "PlotSpectrogram", + "PreviewAudioFile", + "PreviewAudioTensor", + "ResampleAudio", + "ReverbAudioFX", + "ReverseAudio", + "SaveAudioTensor", + "SequenceVariation", + "SliceAudio", + "SoundPlayer", + "StretchAudio", + "samplerate" + ], + { + "author": "jags111", + "description": "This extension offers various audio generation tools", + "nickname": "Audiotools", + "title": "Jags_Audiotools", + "title_aux": "Jags_Audiotools" + } + ], + "https://github.com/jags111/ComfyUI_Jags_VectorMagic": [ + [ + "CircularVAEDecode", + "JagsCLIPSeg", + "JagsClipseg", + "JagsCombineMasks", + "YoloSEGdetectionNode", + "YoloSegNode", + "color_drop", + "xy_Tiling_KSampler" + ], + { + "author": "jags111", + "description": "This extension offers various vector manipulation and generation tools", + "nickname": "Jags_VectorMagic", + "title": "Jags_VectorMagic", + "title_aux": "Jags_VectorMagic" + } + ], + "https://github.com/jags111/efficiency-nodes-comfyui": [ + [ + "AnimateDiff Script", + "Apply ControlNet Stack", + "Control Net Stacker", + "Eff. Loader SDXL", + "Efficient Loader", + "HighRes-Fix Script", + "Image Overlay", + "Join XY Inputs of Same Type", + "KSampler (Efficient)", + "KSampler Adv. (Efficient)", + "KSampler SDXL (Eff.)", + "LatentUpscaler", + "LoRA Stack to String converter", + "LoRA Stacker", + "Manual XY Entry Info", + "NNLatentUpscale", + "NNlLatentUpscale", + "Noise Control Script", + "Pack SDXL Tuple", + "Tiled Upscaler Script", + "Unpack SDXL Tuple", + "XY Input: Add/Return Noise", + "XY Input: Aesthetic Score", + "XY Input: CFG Scale", + "XY Input: Checkpoint", + "XY Input: Clip Skip", + "XY Input: Control Net", + "XY Input: Control Net Plot", + "XY Input: Denoise", + "XY Input: LoRA", + "XY Input: LoRA Plot", + "XY Input: LoRA Stacks", + "XY Input: Manual XY Entry", + "XY Input: Prompt S/R", + "XY Input: Refiner On/Off", + "XY Input: Sampler/Scheduler", + "XY Input: Seeds++ Batch", + "XY Input: Steps", + "XY Input: VAE", + "XY Plot" + ], + { + "title_aux": "Efficiency Nodes for ComfyUI Version 2.0+" + } + ], + "https://github.com/jaimitoes/ComfyUI_Wan2_1_lora_trainer": [ + [ + "MusubiCompileSettings", + "MusubiMemorySettings", + "MusubiSamplingSettings", + "WanCacheLatents", + "WanCacheTextEncoder", + "WanDatasetConfig", + "WanLoRATrainer" + ], + { + "title_aux": "ComfyUI_Wan2_1_lora_trainer" + } + ], + "https://github.com/jajos12/Comfyui-WanVideo-Context": [ + [ + "WanVideoContextSelector" + ], + { + "title_aux": "Comfyui-WanVideo-Context" + } + ], + "https://github.com/jamal-alkharrat/ComfyUI_rotate_image": [ + [ + "RotateImage" + ], + { + "title_aux": "ComfyUI_rotate_image" + } + ], + "https://github.com/jamesWalker55/comfyui-p2ldgan": [ + [ + "P2LDGAN" + ], + { + "title_aux": "ComfyUI - P2LDGAN Node" + } + ], + "https://github.com/jamesWalker55/comfyui-various": [ + [ + "BatchLoadImage", + "BatchSaveImage", + "GroupInfoExtractFloat", + "GroupInfoExtractInt", + "GroupLoadBatchImages", + "GroupLoadImage", + "JWAudioBlend", + "JWAudioSaveToPath", + "JWDatetimeString", + "JWImageBatchCount", + "JWImageContrast", + "JWImageExtractFromBatch", + "JWImageFlip", + "JWImageLevels", + "JWImageLoadRGB", + "JWImageLoadRGBA", + "JWImageLoadRGBA From Clipboard", + "JWImageLoadRGBFromClipboard", + "JWImageLoadRGBIfExists", + "JWImageMix", + "JWImageResize", + "JWImageResizeByFactor", + "JWImageResizeByLongerSide", + "JWImageResizeByShorterSide", + "JWImageResizeToSquare", + "JWImageSaturation", + "JWImageSaveToPath", + "JWImageSequenceExtractFromBatch", + "JWImageStackChannels", + "JWInfoHashExtractFloat", + "JWInfoHashExtractInteger", + "JWInfoHashExtractString", + "JWInfoHashFromInfoHashList", + "JWInfoHashFromRangedInfo", + "JWInfoHashListExtractStringList", + "JWInfoHashListFromRangedInfo", + "JWInfoHashPrint", + "JWLoadAudio", + "JWLoadImageSequence", + "JWLoadImagesFromString", + "JWLoopImageSequence", + "JWMaskLikeImageSize", + "JWMaskResize", + "JWMaskSequenceApplyToLatent", + "JWMaskSequenceFromMask", + "JWMaskSequenceJoin", + "JWPrintFloat", + "JWPrintImage", + "JWPrintInteger", + "JWPrintLatent", + "JWPrintMask", + "JWPrintString", + "JWRangedInfoCalculateSubBatch", + "JWReferenceOnly", + "JWSaveImageSequence", + "JWStringListCLIPEncode", + "JWStringListFromString", + "JWStringListFromStrings", + "JWStringListJoin", + "JWStringListRepeat", + "JWStringListToFormatedString", + "JWStringListToString", + "JWUncropCrop", + "JWUncropNewRect", + "JWUncropUncrop", + "JamesLoadImageGroup", + "RAFTEstimate", + "RAFTFlowToImage", + "RAFTLoadFlowFromEXRChannels", + "RCReceiveFloat", + "RCReceiveFloatList", + "RCReceiveInt", + "RCReceiveIntList", + "RCReceiveLatent", + "RCSendLatent" + ], + { + "nodename_pattern": "^JW", + "title_aux": "Various ComfyUI Nodes by Type" + } + ], + "https://github.com/jamesk9526/NoxPrompter-ComfyUI-CustomNode": [ + [ + "NoxPromptActionDirector", + "NoxPromptAnalyzer", + "NoxPromptBuilder", + "NoxPromptCameraMaster", + "NoxPromptCamz", + "NoxPromptCharacterCreator", + "NoxPromptCombiner", + "NoxPromptEnhancer", + "NoxPromptHumanDesigner", + "NoxPromptLightingMaster", + "NoxPromptNSFWActionDirector", + "NoxPromptNSFWDesigner", + "NoxPromptNarrativeWeaver", + "NoxPromptPaletteMixer", + "NoxPromptPipelineCombiner", + "NoxPromptWardrobeDesigner" + ], + { + "title_aux": "ComfyUI Nox Prompter" + } + ], + "https://github.com/jammyfu/ComfyUI_PaintingCoderUtils": [ + [ + "PaintingCoder::DynamicImageCombiner", + "PaintingCoder::DynamicMaskCombiner", + "PaintingCoder::ImageLatentCreator", + "PaintingCoder::ImageLatentCreatorPlus", + "PaintingCoder::ImageResolutionAdjuster", + "PaintingCoder::ImageSizeCreator", + "PaintingCoder::ImageSizeCreatorPlus", + "PaintingCoder::ImageSwitch", + "PaintingCoder::ImageToBase64", + "PaintingCoder::LatentSwitch", + "PaintingCoder::MaskPreview", + "PaintingCoder::MaskSwitch", + "PaintingCoder::MultilineTextInput", + "PaintingCoder::OutputToTextConverter", + "PaintingCoder::RemoveEmptyLinesAndLeadingSpaces", + "PaintingCoder::ShowTextPlus", + "PaintingCoder::SimpleTextInput", + "PaintingCoder::TextCombiner", + "PaintingCoder::TextSwitch", + "PaintingCoder::WebImageLoader" + ], + { + "title_aux": "Painting Coder Utils" + } + ], + "https://github.com/jandan520/ComfyUI-AdvancedCameraPrompts": [ + [ + "AdvancedCameraControlNode" + ], + { + "title_aux": "ComfyUI-AdvancedCameraPrompts" + } + ], + "https://github.com/jasonjgardner/comfui-substance-designer-integration": [ + [ + "SubstanceBatchProcessor", + "SubstanceCooker", + "SubstanceInfoExtractor", + "SubstanceParameterController", + "SubstanceRenderer" + ], + { + "title_aux": "ComfyUI Substance Designer Integration Plugin" + } + ], + "https://github.com/jasonjgardner/comfyui-pixel-art-scalers": [ + [ + "PixelArtScaler" + ], + { + "title_aux": "comfyui-pixel-art-scalers" + } + ], + "https://github.com/jav12z/ComfyUI-ToyShaders": [ + [ + "ShaderCodeInput", + "ToyShaderNode" + ], + { + "title_aux": "ComfyUI-ToyShaders" + } + ], + "https://github.com/jax-explorer/ComfyUI-InstantCharacter": [ + [ + "InstantCharacterGenerate", + "InstantCharacterLoadModel", + "InstantCharacterLoadModelFromLocal" + ], + { + "title_aux": "ComfyUI-InstantCharacter" + } + ], + "https://github.com/jax-explorer/ComfyUI-VideoBasic": [ + [ + "VideoBasicLoadVideo", + "VideoBasicMergeVideo", + "VideoBasicVideoSave", + "VideoBasicVideoUpscaleWithModel" + ], + { + "title_aux": "ComfyUI-VideoBasic" + } + ], + "https://github.com/jax-explorer/ComfyUI-VideoBasicLatentSync": [ + [ + "VideoBasicLatentSyncLengthAdjuster", + "VideoBasicLatentSyncNode" + ], + { + "title_aux": "ComfyUI-VideoBasicLatentSync" + } + ], + "https://github.com/jax-explorer/ComfyUI-easycontrol": [ + [ + "EasyControlGenerate", + "EasyControlLoadFlux", + "EasyControlLoadLora", + "EasyControlLoadMultiLora", + "EasyControlLoadStyleLora", + "EasyControlLoadStyleLoraFromCivitai" + ], + { + "title_aux": "ComfyUI-easycontrol" + } + ], + "https://github.com/jax-explorer/comfyui-model-dynamic-loader": [ + [ + "ComfyOnlineSaveFile", + "ComfyOnlineUploadAnything", + "EmbeddingLoader", + "LoadCheckpointFromCivitAI", + "LoadHunyuanLoraFromCivitAI", + "LoadHunyuanLoraFromComfyOnline", + "LoadHunyuanLoraFromHF", + "LoadImageFromURL", + "LoadLoraFromCivitAI", + "LoadLoraFromComfyOnline", + "LoadLoraFromHF", + "LoadLoraFromHFWithToken", + "LoadWanVideoLoraFromCivitAI", + "LoadWanVideoLoraFromComfyOnline", + "LoadWanVideoLoraFromHF", + "SaveAudioAsWav", + "SaveText" + ], + { + "title_aux": "comfyui-model-dynamic-loader" + } + ], + "https://github.com/jax-explorer/fast_video_comfyui": [ + [ + "FastImageListToImageBatch" + ], + { + "title_aux": "fast_video_comfyui" + } + ], + "https://github.com/jchiotaka/comfyui-tile-calculator": [ + [ + "TileCalculator" + ], + { + "title_aux": "comfyui-tile-calculator" + } + ], + "https://github.com/jeankassio/ComfyUI_MusicTools": [ + [ + "Music_AudioMixer", + "Music_AudioTrimmer", + "Music_AudioUpscale", + "Music_Compressor", + "Music_Equalize", + "Music_Gain", + "Music_LufsNormalizer", + "Music_MasterAudioEnhancement", + "Music_NoiseRemove", + "Music_Reverb", + "Music_StemRecombination", + "Music_StemSeparation", + "Music_StereoEnhance" + ], + { + "title_aux": "ComfyUI_MusicTools" + } + ], + "https://github.com/jeankassio/JK-AceStep-Nodes": [ + [ + "AceStepClaude_Lyrics", + "AceStepCohere_Lyrics", + "AceStepCompileSettings", + "AceStepFireworks_Lyrics", + "AceStepGeminiLyrics", + "AceStepGemini_Lyrics", + "AceStepGroqLyrics", + "AceStepGroq_Lyrics", + "AceStepHuggingFace_Lyrics", + "AceStepKSampler", + "AceStepKSamplerAdvanced", + "AceStepOpenAI_Lyrics", + "AceStepPerplexity_Lyrics", + "AceStepPostProcess", + "AceStepPromptGen", + "AceStepReplicate_Lyrics", + "AceStepSaveText", + "AceStepTogetherAI_Lyrics", + "AceStepTorchCompile", + "AceStepVocoderAdapter", + "AudioQualityEvaluator" + ], + { + "title_aux": "JK AceStep Nodes" + } + ], + "https://github.com/jeffrey2212/ComfyUI-PonyCharacterPrompt": [ + [ + "Pony Character Prompt Picker" + ], + { + "title_aux": "Pony Character Prompt Picker for ComfyUI" + } + ], + "https://github.com/jeffy5/comfyui-faceless-node": [ + [ + "FacelessFaceRestore", + "FacelessFaceSwap", + "FacelessLoadImageUrl", + "FacelessLoadVideo", + "FacelessLoadVideoImages", + "FacelessLoadVideoUrl", + "FacelessMergeVideos", + "FacelessRemoveBackground", + "FacelessSaveVideo", + "FacelessUploadVideo", + "FacelessVideoFaceRestore", + "FacelessVideoFaceSwap", + "FacelessVideoRemoveBackground" + ], + { + "title_aux": "Faceless Node for ComfyUI" + } + ], + "https://github.com/jerrylongyan/ComfyUI-My-Mask": [ + [ + "MaskToBottonHalfConvexMask", + "MaskToConvexMask" + ], + { + "title_aux": "ComfyUI-My-Mask" + } + ], + "https://github.com/jerrywap/ComfyUI_LoadImageFromHttpURL": [ + [ + "LoadImageFromHttpURL" + ], + { + "title_aux": "ComfyUI_LoadImageFromHttpURL" + } + ], + "https://github.com/jerrywap/ComfyUI_UploadToWebhookHTTP": [ + [ + "UploadToWebHookHTTP" + ], + { + "title_aux": "ComfyUI_UploadToWebhookHTTP" + } + ], + "https://github.com/jesenzhang/ComfyUI_StreamDiffusion": [ + [ + "StreamDiffusion_Loader", + "StreamDiffusion_Sampler" + ], + { + "title_aux": "ComfyUI_StreamDiffusion" + } + ], + "https://github.com/jessesep/SimpleVariables": [ + [ + "SimpleClear", + "SimpleGet", + "SimpleList", + "SimpleSet" + ], + { + "title_aux": "SimpleVariables" + } + ], + "https://github.com/jfcantu/ComfyUI-AutoNotes": [ + [ + "AutoNotesNode" + ], + { + "title_aux": "ComfyUI AutoNotes" + } + ], + "https://github.com/jfcantu/ComfyUI-Prompt-Companion": [ + [ + "PromptCompanion_AddSubprompt", + "PromptCompanion_LoadCheckpointWithSubprompt", + "PromptCompanion_StringsToSubprompt", + "PromptCompanion_SubpromptToStrings" + ], + { + "title_aux": "ComfyUI Prompt Companion" + } + ], + "https://github.com/jhj0517/ComfyUI-Moondream-Gaze-Detection": [ + [ + "(Down)Load Moondream Model", + "Gaze Detection", + "Gaze Detection Video" + ], + { + "title_aux": "ComfyUI-Moondream-Gaze-Detection" + } + ], + "https://github.com/jhj0517/ComfyUI-jhj-Kokoro-Onnx": [ + [ + "(Down)Load Kokoro Model", + "Kokoro Audio Generator" + ], + { + "title_aux": "ComfyUI jhj Kokoro Onnx" + } + ], + "https://github.com/jiafuzeng/comfyui-LatentSync": [ + [ + "LatentSyncNode" + ], + { + "title_aux": "LatentSync" + } + ], + "https://github.com/jialuw0830/flux_api_comfyui_plugin": [ + [ + "EigenAIFluxNode", + "EigenAIKontextNode", + "EigenAIQwenNode", + "nodes" + ], + { + "title_aux": "Eigen AI FLUX API Plugin" + } + ], + "https://github.com/jianglinbin/ComfyUI-AnglesSelect": [ + [ + "AnglesSelector3D", + "SimpleAnglesSelector" + ], + { + "title_aux": "ComfyUI 3D Angles Selector" + } + ], + "https://github.com/jiaqianjing/ComfyUI-MidjourneyHub": [ + [ + "GPTImageEditNode", + "GPTImageGenerateNode", + "GeminiImageEditNode", + "GeminiImageGenerateNode", + "MidjourneyActionNode", + "MidjourneyBatchActionNode", + "MidjourneyBlendNode", + "MidjourneyImagineNode" + ], + { + "title_aux": "ComfyUI-MidjourneyHub" + } + ], + "https://github.com/jiaxiangc/ComfyUI-ResAdapter": [ + [ + "ResAdapterLoader" + ], + { + "title_aux": "ResAdapter for ComfyUI" + } + ], + "https://github.com/jinanlongen/ComfyUI-Prompt-Expander": [ + [ + "PromptExpanderNode" + ], + { + "title_aux": "ComfyUI Prompt Expander Node" + } + ], + "https://github.com/jinchanz/ComfyUI-ADIC": [ + [ + "ADICOpenAIGPTImage1", + "ADIC_COMMON_API", + "AliCloudOSSUpload", + "IdeaLabImageGenerate", + "ImageTranslateAPI", + "ImageTranslateParamsBuilder", + "ImageTranslateResultExtractor", + "LoadImagesFromUrls", + "MaletteFluxKontextImageScale", + "MaletteImageConcatFromBatch", + "MaletteImageStitch", + "MaletteReferenceLatent", + "MarketImageGenerateWithPolling", + "OpenAIGPTImage1", + "PythonCodeExecutor", + "StringToJsonArray" + ], + { + "title_aux": "ComfyUI-ADIC" + } + ], + "https://github.com/jitcoder/lora-info": [ + [ + "ImageFromURL", + "LoraInfo" + ], + { + "title_aux": "LoraInfo" + } + ], + "https://github.com/jjkramhoeft/ComfyUI-Jjk-Nodes": [ + [ + "JjkConcat", + "JjkShowText", + "JjkText", + "SDXLRecommendedImageSize" + ], + { + "title_aux": "ComfyUI-Jjk-Nodes" + } + ], + "https://github.com/jkrauss82/ultools-comfyui": [ + [ + "CLIPTextEncodeWithStats", + "OpenPoseEditorAdv", + "SaveImgAdv", + "SolidMaskAdv" + ], + { + "title_aux": "ULTools for ComfyUI" + } + ], + "https://github.com/jn-jairo/jn_comfyui": [ + [ + "JN_AreaAround", + "JN_AreaInfo", + "JN_AreaNormalize", + "JN_AreaToMask", + "JN_AreaWidthHeight", + "JN_AreaXY", + "JN_AudioArrayToBatch", + "JN_AudioAutoTune", + "JN_AudioBatchToArray", + "JN_AudioCompare", + "JN_AudioConcatenation", + "JN_AudioGetChannels", + "JN_AudioInfo", + "JN_AudioNoiseReduction", + "JN_AudioNormalize", + "JN_AudioPitch", + "JN_AudioPlot", + "JN_AudioReverberation", + "JN_AudioSampleRate", + "JN_AudioSetChannels", + "JN_AudioSlice", + "JN_AudioSpeed", + "JN_AudioSplitChannels", + "JN_AudioStackChannels", + "JN_AudioTempo", + "JN_AudioTrimSilence", + "JN_AudioVolume", + "JN_Blip", + "JN_BlipLoader", + "JN_BooleanOperation", + "JN_Condition", + "JN_CoolDown", + "JN_CoolDownOutput", + "JN_DatetimeFormat", + "JN_DatetimeInfo", + "JN_DatetimeNow", + "JN_Dump", + "JN_DumpOutput", + "JN_Exec", + "JN_ExecOutput", + "JN_FaceCrop", + "JN_FaceRestoreModelLoader", + "JN_FaceRestoreWithModel", + "JN_FirstActive", + "JN_Flow", + "JN_FlowOutput", + "JN_ImageAddBackground", + "JN_ImageAddMask", + "JN_ImageBatch", + "JN_ImageCenterArea", + "JN_ImageCrop", + "JN_ImageGrid", + "JN_ImageInfo", + "JN_ImageRemoveBackground", + "JN_ImageSharpness", + "JN_ImageSquare", + "JN_ImageToMask", + "JN_ImageUncrop", + "JN_KSampler", + "JN_KSamplerAdvancedParams", + "JN_KSamplerFaceRestoreParams", + "JN_KSamplerResizeInputParams", + "JN_KSamplerResizeMaskAreaParams", + "JN_KSamplerResizeOutputParams", + "JN_KSamplerSeamlessParams", + "JN_KSamplerTileParams", + "JN_KeyValue", + "JN_LoadAudioDirectory", + "JN_LoadImageDirectory", + "JN_LogicOperation", + "JN_MaskBatch", + "JN_MaskInfo", + "JN_MaskToArea", + "JN_MaskToImage", + "JN_MathOperation", + "JN_MathOperationArray", + "JN_MeowHrtfAudio3d", + "JN_MeowHrtfModel", + "JN_MeowHrtfPosition", + "JN_MeowLoadVoice", + "JN_MeowSaveVoice", + "JN_MeowSentenceSplit", + "JN_MeowTts", + "JN_MeowTtsAudioToContext", + "JN_MeowTtsCoarse", + "JN_MeowTtsDecode", + "JN_MeowTtsFine", + "JN_MeowTtsLoadContext", + "JN_MeowTtsModel", + "JN_MeowTtsModelCoarse", + "JN_MeowTtsModelEncodec", + "JN_MeowTtsModelFine", + "JN_MeowTtsModelHubert", + "JN_MeowTtsModelSemantic", + "JN_MeowTtsSaveContext", + "JN_MeowTtsSemantic", + "JN_MeowTtsTokenizerHubert", + "JN_MeowVc", + "JN_MeowVcConvertVoice", + "JN_MeowVcEncodeSource", + "JN_MeowVcEncodeTarget", + "JN_MeowVcLoadSpeaker", + "JN_MeowVcModelFreeVC", + "JN_MeowVcModelWavLM", + "JN_MeowVcSaveSpeaker", + "JN_PreviewAudio", + "JN_PreviewImage", + "JN_PreviewMask", + "JN_PrimitiveArrayInfo", + "JN_PrimitiveBatchToArray", + "JN_PrimitiveBoolean", + "JN_PrimitiveFloat", + "JN_PrimitiveInt", + "JN_PrimitivePrompt", + "JN_PrimitiveString", + "JN_PrimitiveStringMultiline", + "JN_PrimitiveStringToArray", + "JN_PrimitiveToArray", + "JN_PrimitiveToBoolean", + "JN_PrimitiveToFloat", + "JN_PrimitiveToInt", + "JN_PrimitiveToString", + "JN_RemBGSession", + "JN_SaveAudio", + "JN_SaveImage", + "JN_Seamless", + "JN_SeamlessBorder", + "JN_SeamlessBorderCrop", + "JN_SelectItem", + "JN_Sleep", + "JN_SleepOutput", + "JN_SliceOperation", + "JN_StopIf", + "JN_StopIfOutput", + "JN_TensorInfo", + "JN_TextConcatenation", + "JN_TextReplace", + "JN_TimedeltaFormat", + "JN_TimedeltaInfo" + ], + { + "title_aux": "JNComfy" + } + ], + "https://github.com/jnxmx/ComfyUI_HuggingFace_Downloader": [ + [ + "Hugging Face Download Folder", + "Hugging Face Download Model" + ], + { + "title_aux": "ComfyUI_HuggingFace_Downloader" + } + ], + "https://github.com/jo-nike/ComfyUI-SopranoTTS": [ + [ + "SopranoLoader", + "SopranoTTS", + "SopranoTTSBatch", + "SopranoTTSStream" + ], + { + "title_aux": "ComfyUI-SopranoTTS" + } + ], + "https://github.com/joanna910225/comfyui-housekeeper": [ + [ + "housekeeper-alignment", + "housekeeper-alignment-cmd", + "vue-basic" + ], + { + "title_aux": "HouseKeeper" + } + ], + "https://github.com/joe002/comfyui-conduit-optimizer": [ + [ + "ConduitApply", + "ConduitBatchOptimizer", + "ConduitCacheClear", + "ConduitCore", + "ConduitEmbeddingCache", + "ConduitGate", + "ConduitLatentCache", + "ConduitPath", + "ConduitPool", + "ConduitPrecisionPatcher", + "ConduitSeal", + "ConduitSense", + "ConduitSpeculativeKSampler" + ], + { + "title_aux": "comfyui-conduit-optimizer" + } + ], + "https://github.com/joe002/comfyui-deterministic-nodes": [ + [ + "CascadeRefiner", + "ChecksumValidator", + "DeterministicSampler", + "ECHOContextNode", + "MoERouterNode" + ], + { + "title_aux": "comfyui-deterministic-nodes" + } + ], + "https://github.com/joe002/comfyui-rtx4090-nodes": [ + [ + "BatchImageProcessor", + "BatchLatentProcessor", + "GPUMonitor", + "MemoryManager", + "RTX4090Optimizer", + "TensorRTAutoConverter" + ], + { + "title_aux": "comfyui-rtx4090-nodes" + } + ], + "https://github.com/joeriben/ai4artsed_comfyui_nodes": [ + [ + "ai4artsed_clean_prompt_randomizer", + "ai4artsed_conditioning_fusion", + "ai4artsed_image_analysis", + "ai4artsed_openrouter_key", + "ai4artsed_photo_prompt_randomizer", + "ai4artsed_prompt_interception", + "ai4artsed_random_artform_generator", + "ai4artsed_random_instruction_generator", + "ai4artsed_random_language_selector", + "ai4artsed_stabilitai_key", + "ai4artsed_switch_promptsafety", + "ai4artsed_t5_clip_fusion", + "ai4artsed_text_remix", + "ai4artsed_vector_dimension_eliminator" + ], + { + "title_aux": "AI4ArtsEd Nodes" + } + ], + "https://github.com/john-mnz/ComfyUI-Inspyrenet-Rembg": [ + [ + "InspyrenetRembg", + "InspyrenetRembgAdvanced" + ], + { + "title_aux": "ComfyUI-Inspyrenet-Rembg" + } + ], + "https://github.com/jojkaart/ComfyUI-sampler-lcm-alternative": [ + [ + "LCMScheduler", + "SamplerLCMAlternative", + "SamplerLCMCycle", + "SamplerLCMDualNoise", + "SamplerLCMDuoFusion", + "SamplerLCMParallel" + ], + { + "title_aux": "ComfyUI-sampler-lcm-alternative" + } + ], + "https://github.com/jomakaze/ComfyUI_JomaNodes": [ + [ + "ImageBatchMulti" + ], + { + "title_aux": "ComfyUI_JomaNodes" + } + ], + "https://github.com/jonstreeter/ComfyUI-Reference-Based-Video-Colorization": [ + [ + "ColorMNetImage", + "ColorMNetVideo", + "DeepExColorImageNode", + "DeepExColorVideoNode" + ], + { + "title_aux": "Reference-Based Video Colorization" + } + ], + "https://github.com/jonstreeter/comfyui-Lora-Tag-Power-Loader": [ + [ + "LoraTagPowerLoader" + ], + { + "title_aux": "comfyui-Lora-Tag-Power-Loader" + } + ], + "https://github.com/jonstreeter/comfyui-compressed-metadata": [ + [ + "ConvertToCompressed", + "ExtractWorkflowsToJSON", + "LoadCompressedWorkflow", + "LoadWorkflowJSON", + "SaveImageCompressed" + ], + { + "title_aux": "ComfyUI \u2014 Compressed Metadata" + } + ], + "https://github.com/joosthel/ComfyUI-CVOverlay": [ + [ + "CV_AestheticOverlay", + "CV_BlobTracker", + "CV_ModelLoader", + "CV_ObjectDetector" + ], + { + "title_aux": "ComfyUI-CVOverlay" + } + ], + "https://github.com/jordoh/ComfyUI-Deepface": [ + [ + "AverageList", + "DeepfaceAnalyze", + "DeepfaceExtractFaces", + "DeepfaceVerify" + ], + { + "title_aux": "ComfyUI Deepface" + } + ], + "https://github.com/joreyaesh/comfyui_scroll_over_textarea": [ + [ + "ScrollOverTextareaDummyNode" + ], + { + "title_aux": "ComfyUI Scroll Over Textarea" + } + ], + "https://github.com/joreyaesh/comfyui_touchpad_scroll_controller.enableTouchpadScroll": [ + [ + "TouchpadScrollControllerDummyNode" + ], + { + "title_aux": "ComfyUI Touchpad Scroll Controller" + } + ], + "https://github.com/joyboy123456/-ComfyUI-GoogleAIStudio": [ + [ + "GoogleAIConfig", + "GoogleAIConnectionTester", + "GoogleAIImageGenerator", + "GoogleAIKeyManager", + "GoogleAITextToImage", + "GoogleAIVideoGenerator", + "GoogleAIVideoStoryboard", + "PromptAnalyzer", + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI Google AI Studio Integration" + } + ], + "https://github.com/jqy-yo/Comfyui-BBoxLowerMask2": [ + [ + "BBoxLowerMask2" + ], + { + "title_aux": "BBoxLowerMask2" + } + ], + "https://github.com/jqy-yo/comfyui-gemini-nodes": [ + [ + "GeminiFieldExtractor", + "GeminiImageBatchProcessor", + "GeminiImageEditor", + "GeminiImageGenADV", + "GeminiImageProcessor", + "GeminiJSONExtractor", + "GeminiJSONParser", + "GeminiStructuredOutput", + "GeminiTextAPI", + "GeminiVideoCaptioner", + "GeminiVideoGenerator", + "UnofficialGeminiAPI", + "UnofficialGeminiStreamAPI" + ], + { + "title_aux": "ComfyUI Gemini Nodes" + } + ], + "https://github.com/jrabek/BokehDiffusionComfyUI": [ + [ + "ApplyBokehAdapter", + "BokehAdapterLoader", + "BokehKSampler", + "BokehLevel" + ], + { + "title_aux": "BokehDiffusionComfyUI" + } + ], + "https://github.com/jroc22/ComfyUI-CSV-prompt-builder": [ + [ + "BuildPromptFromCSV" + ], + { + "title_aux": "ComfyUI-CSV-prompt-builder" + } + ], + "https://github.com/jstit/comfyui_custom_node_image": [ + [ + "ImageCropCircle" + ], + { + "title_aux": "comfyui_custom_node_image" + } + ], + "https://github.com/jtrue/ComfyUI-JaRue": [ + [ + "Text2Image_jru", + "YouTube2Prompt_jru" + ], + { + "nodename_pattern": "_jru$", + "title_aux": "ComfyUI-JaRue" + } + ], + "https://github.com/jtrue/ComfyUI-Rect": [ + [ + "RectCrop", + "RectFill", + "RectMask", + "RectSelect" + ], + { + "description": "Rectangle selection and utilities for ComfyUI (modular).", + "nickname": "Rect", + "title": "Rect", + "title_aux": "ComfyUI-Rect" + } + ], + "https://github.com/jtrue/ComfyUI-WordEmbeddings": [ + [ + "WordEmbeddingsEquation", + "WordEmbeddingsExplorer", + "WordEmbeddingsInterpolator", + "WordEmbeddingsLoader", + "WordEmbeddingsLocalModelLoader", + "WordEmbeddingsTokenAxis", + "WordEmbeddingsTokenAxis2D", + "WordEmbeddingsTokenAxis3D", + "WordEmbeddingsTokenCentrality", + "WordEmbeddingsTokenNeighbors" + ], + { + "nodename_pattern": "_jru$", + "title_aux": "ComfyUI-WordEmbeddings" + } + ], + "https://github.com/jtydhr88/ComfyUI-AudioMass": [ + [ + "ComfyUIAudioMass" + ], + { + "title_aux": "ComfyUI-AudioMass" + } + ], + "https://github.com/jtydhr88/ComfyUI-Hunyuan3D-1-wrapper": [ + [ + "Hunyuan3D V1 - Image Loader", + "Hunyuan3D V1 - Image2Views", + "Hunyuan3D V1 - Image2Views Pipeline Load", + "Hunyuan3D V1 - Text2Image", + "Hunyuan3D V1 - Text2Image Pipeline Load", + "Hunyuan3D V1 - Views2Mesh", + "Hunyuan3D V1 - Views2Mesh Pipeline Load" + ], + { + "title_aux": "ComfyUI-Hunyuan3D-1-wrapper" + } + ], + "https://github.com/jtydhr88/ComfyUI-LayerDivider": [ + [ + "LayerDivider - Color Base", + "LayerDivider - Divide Layer", + "LayerDivider - Load SAM Mask Generator", + "LayerDivider - Segment Mask" + ], + { + "title_aux": "ComfyUI LayerDivider" + } + ], + "https://github.com/jtydhr88/ComfyUI-OpenCut": [ + [ + "ComfyUIOpenCut" + ], + { + "title_aux": "ComfyUI-OpenCut" + } + ], + "https://github.com/jtydhr88/ComfyUI-StableStudio": [ + [ + "ComfyUIStableStudio" + ], + { + "title_aux": "ComfyUI-StableStudio" + } + ], + "https://github.com/juddisjudd/ComfyUI-BawkNodes": [ + [ + "BawkBatchProcessor", + "BawkControlNet", + "BawkImageLoader", + "BawkSampler", + "DiffusionModelLoader", + "FluxDynamicLoraStack", + "FluxImageSaver", + "FluxLoraStackApply", + "FluxWildcardEncode", + "ZImageModelLoader" + ], + { + "title_aux": "Bawk Nodes Collection" + } + ], + "https://github.com/judian17/ComfyUI-Extract_Flux_Lora": [ + [ + "ExtractFluxLoRA" + ], + { + "title_aux": "ComfyUI-Extract_Flux_Lora" + } + ], + "https://github.com/judian17/ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node": [ + [ + "JoyCaptionOllamaExtraOptions", + "JoyCaptionOllamaPrompter" + ], + { + "title_aux": "ComfyUI-JoyCaption-beta-one-hf-llava-Prompt_node" + } + ], + "https://github.com/judian17/ComfyUI-SRT-subtitles-VoxCPM": [ + [ + "Audio_Trimmer_By_Timestamp", + "Load_Text_From_File", + "VoxCPM_Cache_Builder", + "VoxCPM_Cache_Combiner", + "VoxCPM_Loader", + "VoxCPM_SRT_Auto_Dubber", + "VoxCPM_SRT_Dubber", + "VoxCPM_SRT_Processor" + ], + { + "title_aux": "ComfyUI-SRT-subtitles-VoxCPM" + } + ], + "https://github.com/judian17/ComfyUI-UniWorld-jd17": [ + [ + "UniWorldEncoderNode", + "UniWorldScheduler", + "UniWorldSiglipEncoder", + "UniWorld_T5_CLIP_Encoder" + ], + { + "title_aux": "ComfyUI-UniWorld-jd17" + } + ], + "https://github.com/judian17/ComfyUI-joycaption-beta-one-GGUF": [ + [ + "JJC_JoyCaption_Custom_GGUF", + "JJC_JoyCaption_GGUF", + "JJC_JoyCaption_GGUF_ExtraOptions" + ], + { + "title_aux": "ComfyUI JoyCaption-Beta-GGUF Node" + } + ], + "https://github.com/judian17/ComfyUI-multiple-inputs": [ + [ + "MultipleImageStitch", + "MultipleMaskStitch", + "MultipleMasksToImage", + "MultipleTextInputs" + ], + { + "title_aux": "ComfyUI-multiple-inputs" + } + ], + "https://github.com/judian17/ComfyUI_ZIM": [ + [ + "MaskToBbox_ZIM", + "MaskToPoints_ZIM", + "ZimSegment" + ], + { + "title_aux": "ComfyUI_ZIM" + } + ], + "https://github.com/juehackr/comfyui_fk_server": [ + [ + "FK_3dpose", + "FK_Node", + "FK_ShowBaseNode", + "FK_gjttNode2", + "FK_imgedit" + ], + { + "title_aux": "comfyui_fk_server" + } + ], + "https://github.com/jurdnf/ComfyUI-JurdnsIterativeNoiseKSampler": [ + [ + "KSamplerIterativeNoise" + ], + { + "title_aux": "ComfyUI-JurdnsIterativeNoiseKsampler" + } + ], + "https://github.com/jurdnf/ComfyUI-JurdnsModelSculptor": [ + [ + "ModelSculptorFlux", + "ModelSculptorSD3", + "ModelSculptorSDXL" + ], + { + "title_aux": "ComfyUI-JurdnsModelSculptor" + } + ], + "https://github.com/jurdnisglobby/ComfyUI-Jurdns-Groq-Node": [ + [ + "JurdnsGroqAPIPromptEnhancer" + ], + { + "title_aux": "Jurdns Groq API Node" + } + ], + "https://github.com/justUmen/Bjornulf_custom_nodes": [ + [ + "Bjornulf_APIGenerateCivitAI", + "Bjornulf_APIGenerateCivitAIAddLORA", + "Bjornulf_APIGenerateFalAI", + "Bjornulf_APIGenerateFlux", + "Bjornulf_APIGenerateGPT4o", + "Bjornulf_APIGenerateStability", + "Bjornulf_AddLineNumbers", + "Bjornulf_AllLoraSelector", + "Bjornulf_AnythingToFloat", + "Bjornulf_AnythingToInt", + "Bjornulf_AnythingToText", + "Bjornulf_AudioPreview", + "Bjornulf_AudioVideoSync", + "Bjornulf_BoundingRectangleMask", + "Bjornulf_BoundingRectangleMaskBlur", + "Bjornulf_CharacterDescriptionGenerator", + "Bjornulf_CivitAILoraSelectorHunyuan", + "Bjornulf_CivitAILoraSelectorPONY", + "Bjornulf_CivitAILoraSelectorSD15", + "Bjornulf_CivitAILoraSelectorSDXL", + "Bjornulf_CivitAIModelSelectorFLUX_D", + "Bjornulf_CivitAIModelSelectorFLUX_S", + "Bjornulf_CivitAIModelSelectorPony", + "Bjornulf_CivitAIModelSelectorSD15", + "Bjornulf_CivitAIModelSelectorSDXL", + "Bjornulf_CombineBackgroundOverlay", + "Bjornulf_CombineImages", + "Bjornulf_CombineTexts", + "Bjornulf_CombineTextsByLines", + "Bjornulf_CombineVideoAudio", + "Bjornulf_ConcatVideos", + "Bjornulf_ConcatVideosFromList", + "Bjornulf_ConvertVideo", + "Bjornulf_DisplayNote", + "Bjornulf_FFmpegConfig", + "Bjornulf_FourImageViewer", + "Bjornulf_FreeVRAM", + "Bjornulf_GlobalSeedManager", + "Bjornulf_GrayscaleTransform", + "Bjornulf_GreenScreenToTransparency", + "Bjornulf_HorizontalCutAndShift", + "Bjornulf_HuggingFaceDownloader", + "Bjornulf_IfElse", + "Bjornulf_ImageDetails", + "Bjornulf_ImageMaskCutter", + "Bjornulf_ImageNote", + "Bjornulf_ImageNoteLoadImage", + "Bjornulf_ImageUpscaleWithModelTransparency", + "Bjornulf_ImagesListToVideo", + "Bjornulf_KokoroTTS", + "Bjornulf_LargestMaskOnly", + "Bjornulf_LatentResolutionSelector", + "Bjornulf_LineSelector", + "Bjornulf_ListLooper", + "Bjornulf_ListLooperCharacter", + "Bjornulf_ListLooperOutfitFemale", + "Bjornulf_ListLooperOutfitMale", + "Bjornulf_ListLooperPose", + "Bjornulf_ListLooperScene", + "Bjornulf_ListLooperStyle", + "Bjornulf_ListSelector", + "Bjornulf_LoadCivitAILinks", + "Bjornulf_LoadGlobalVariables", + "Bjornulf_LoadImageWithTransparency", + "Bjornulf_LoadImageWithTransparencyFromPath", + "Bjornulf_LoadImagesFromSelectedFolder", + "Bjornulf_LoadTextFromFolder", + "Bjornulf_LoadTextFromPath", + "Bjornulf_LoadTextPickMeGlobal", + "Bjornulf_LoaderLoraWithPath", + "Bjornulf_LoopAllLines", + "Bjornulf_LoopBasicBatch", + "Bjornulf_LoopCombosSamplersSchedulers", + "Bjornulf_LoopFloat", + "Bjornulf_LoopImages", + "Bjornulf_LoopInteger", + "Bjornulf_LoopIntegerSequential", + "Bjornulf_LoopLinesSequential", + "Bjornulf_LoopLoraSelector", + "Bjornulf_LoopModelClipVae", + "Bjornulf_LoopModelSelector", + "Bjornulf_LoopRandomSeed", + "Bjornulf_LoopSamplers", + "Bjornulf_LoopSchedulers", + "Bjornulf_LoopTexts", + "Bjornulf_LoopWriteText", + "Bjornulf_MatchTextToInput", + "Bjornulf_MathNode", + "Bjornulf_MergeImagesHorizontally", + "Bjornulf_MergeImagesVertically", + "Bjornulf_ModelClipVaeSelector", + "Bjornulf_OllamaConfig", + "Bjornulf_OllamaImageVision", + "Bjornulf_OllamaSystemJobSelector", + "Bjornulf_OllamaSystemPersonaSelector", + "Bjornulf_OllamaTalk", + "Bjornulf_OllamaVisionPromptSelector", + "Bjornulf_OpenAIVisionNode", + "Bjornulf_PauseResume", + "Bjornulf_PickInput", + "Bjornulf_PlayAudio", + "Bjornulf_PreviewFirstImage", + "Bjornulf_RandomFloatNode", + "Bjornulf_RandomImage", + "Bjornulf_RandomIntNode", + "Bjornulf_RandomLineFromInput", + "Bjornulf_RandomLoraSelector", + "Bjornulf_RandomModelClipVae", + "Bjornulf_RandomModelSelector", + "Bjornulf_RandomTexts", + "Bjornulf_ReassembleImageGrid", + "Bjornulf_RemoveTransparency", + "Bjornulf_ResizeImage", + "Bjornulf_ResizeImagePercentage", + "Bjornulf_SaveBjornulfLobeChat", + "Bjornulf_SaveGlobalVariables", + "Bjornulf_SaveImagePath", + "Bjornulf_SaveImageToFolder", + "Bjornulf_SaveText", + "Bjornulf_SaveTmpAudio", + "Bjornulf_SaveTmpImage", + "Bjornulf_SaveTmpVideo", + "Bjornulf_ScramblerCharacter", + "Bjornulf_SelectImageFromList", + "Bjornulf_ShowFloat", + "Bjornulf_ShowInt", + "Bjornulf_ShowJson", + "Bjornulf_ShowStringText", + "Bjornulf_ShowText", + "Bjornulf_SpeechToText", + "Bjornulf_SplitImageGrid", + "Bjornulf_StyleSelector", + "Bjornulf_SwitchAnything", + "Bjornulf_SwitchText", + "Bjornulf_TextAnalyzer", + "Bjornulf_TextGenerator", + "Bjornulf_TextGeneratorCharacterCreature", + "Bjornulf_TextGeneratorCharacterFemale", + "Bjornulf_TextGeneratorCharacterMale", + "Bjornulf_TextGeneratorCharacterObject", + "Bjornulf_TextGeneratorCharacterPose", + "Bjornulf_TextGeneratorOutfitFemale", + "Bjornulf_TextGeneratorOutfitMale", + "Bjornulf_TextGeneratorScene", + "Bjornulf_TextGeneratorStyle", + "Bjornulf_TextReplace", + "Bjornulf_TextSplitin10", + "Bjornulf_TextSplitin5", + "Bjornulf_TextToAnything", + "Bjornulf_TextToSpeech", + "Bjornulf_TextToStringAndSeed", + "Bjornulf_TextToVariable", + "Bjornulf_VideoDetails", + "Bjornulf_VideoPingPong", + "Bjornulf_VideoPreview", + "Bjornulf_VideoToImagesList", + "Bjornulf_WriteText", + "Bjornulf_WriteTextAdvanced", + "Bjornulf_WriteTextPickMeChain", + "Bjornulf_WriteTextPickMeGlobal", + "Bjornulf_XTTSConfig", + "Bjornulf_imagesToVideo", + "Bjornulf_loadImageBase64Transparency", + "Bjornulf_ollamaLoader" + ], + { + "title_aux": "Bjornulf_custom_nodes" + } + ], + "https://github.com/justin-vt/ComfyUI-brushstrokes": [ + [ + "OpenCVBrushStrokesNode", + "PILBrushStrokesNode", + "WandBrushStrokesNode" + ], + { + "title_aux": "ComfyUI-brushstrokes" + } + ], + "https://github.com/k-komarov/comfyui-bunny-cdn-storage": [ + [ + "Save Image To BunnyStorage", + "Save Image to BunnyStorage" + ], + { + "title_aux": "comfyui-bunny-cdn-storage" + } + ], + "https://github.com/ka-puna/comfyui-yanc": [ + [ + "YANC.ConcatStrings", + "YANC.FormatDatetimeString", + "YANC.GetWidgetValueString", + "YANC.IntegerCaster", + "YANC.MultilineString", + "YANC.SaveImageWEBP", + "YANC.TruncateString" + ], + { + "title_aux": "comfyui-yanc" + } + ], + "https://github.com/kaanyalova/ComfyUI_ExtendedImageFormats": [ + [ + "DDSSaveImage", + "ExtendedSaveImage" + ], + { + "title_aux": "Extended Image Formats for ComfyUI" + } + ], + "https://github.com/kaaskoek232/ComfyUI-MemoryManagement": [ + [ + "AutoMemoryCleanup", + "MemoryCleanup", + "MemoryLeakDetector", + "MemoryMonitor", + "SmartMemoryManager", + "VRAMOptimizer", + "VRAMUnload" + ], + { + "title_aux": "ComfyUI-MemoryManagement" + } + ], + "https://github.com/kadirnar/ComfyUI-Transformers": [ + [ + "AudioClassificationPipeline", + "AutomaticSpeechRecognitionPipeline", + "ConversationalPipeline", + "DepthEstimationInference", + "DocumentQuestionAnsweringPipeline", + "FeatureExtractionPipeline", + "FillMaskPipeline", + "FloatToString", + "ImageClassificationPipeline", + "ImageFeatureExtractionPipeline", + "ImageSegmentationPipeline", + "ImageTextToTextPipeline", + "ImageToImagePipeline", + "ImageToTextPipeline", + "IntToString", + "LoadDepthModel", + "MaskGenerationPipeline", + "ObjectDetectionPipeline", + "QuestionAnsweringPipeline", + "SentenceSimilarityPipeline", + "StringToFloat", + "StringToInt", + "TableQuestionAnsweringPipeline", + "TextClassificationPipeline", + "TextGenerationPipeline", + "TextToSpeechPipeline", + "TokenClassificationPipeline", + "VideoClassificationPipeline", + "VisualQuestionAnsweringPipeline", + "ZeroShotAudioClassificationPipeline", + "ZeroShotClassificationPipeline", + "ZeroShotImageClassificationPipeline", + "ZeroShotObjectDetectionPipeline" + ], + { + "title_aux": "ComfyUI-Transformers" + } + ], + "https://github.com/kadirnar/ComfyUI-YOLO": [ + [ + "BBoxToCoco", + "BBoxToXYWH", + "BBoxVisNode", + "CocoToNumber", + "ConvertToDict", + "CustomUltralyticsModelLoader", + "GetImageSize", + "ImageResizeAdvanced", + "UltralyticsInference", + "UltralyticsMaskFlatten", + "UltralyticsModelLoader", + "UltralyticsVisualization", + "ViewText" + ], + { + "title_aux": "ComfyUI-YOLO" + } + ], + "https://github.com/kael558/ComfyUI-GGUF-FantasyTalking": [ + [ + "CLIPLoaderGGUF", + "DownloadAndLoadWav2VecModel", + "FantasyTalkingModelLoader", + "FantasyTalkingWav2VecEmbeds", + "LoadWanVideoT5TextEncoderGGUF", + "ReCamMasterPoseVisualizer", + "UnetLoaderGGUF", + "UnetLoaderGGUF_LowVRAM", + "WanVideoATITracks", + "WanVideoATITracksVisualize", + "WanVideoATI_comfy", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoDiffusionForcingSampler", + "WanVideoFunCameraEmbeds", + "WanVideoReCamMasterCameraEmbed", + "WanVideoReCamMasterDefaultCamera", + "WanVideoReCamMasterGenerateOrbitCamera", + "WanVideoUni3C_ControlnetLoader", + "WanVideoUni3C_embeds", + "WanVideoUniAnimateDWPoseDetector", + "WanVideoUniAnimatePoseInput" + ], + { + "title_aux": "ComfyUI-GGUF-FantasyTalking" + } + ], + "https://github.com/kaibioinfo/ComfyUI_AdvancedRefluxControl": [ + [ + "ReduxAdvanced", + "StyleModelApplySimple" + ], + { + "title_aux": "Advanced Reflux control" + } + ], + "https://github.com/kaipard/comfyui-auto-latent-size": [ + [ + "AutoAspectLatent" + ], + { + "title_aux": "Auto Aspect Latent Generator" + } + ], + "https://github.com/kakachiex2/comfyui-ltx2-efficient": [ + [ + "LTX2CombineAVLatent", + "LTX2ConditioningHelper", + "LTX2EfficientSampler", + "LTX2EfficientSamplerPro", + "LTX2EmptyAudioLatent", + "LTX2ExperimentalKeyframeSampler", + "LTX2ModelPatcher", + "LTX2SeparateAVLatent", + "LTX2TemporalVAEDecode", + "LTX2TextEncodeOptimized" + ], + { + "title_aux": "comfyui-ltx2-efficient" + } + ], + "https://github.com/kale4eat/ComfyUI-path-util": [ + [ + "path_util_PathAbspath", + "path_util_PathBasename", + "path_util_PathDirname", + "path_util_PathExists", + "path_util_PathIsdir", + "path_util_PathIsfile", + "path_util_PathJoin", + "path_util_PathRelpath", + "path_util_PathSplitext" + ], + { + "title_aux": "ComfyUI_demucus" + } + ], + "https://github.com/kale4eat/ComfyUI-speech-dataset-toolkit": [ + [ + "SDT_AudioProperty", + "SDT_BSRoFormerApply", + "SDT_BSRoFormerLoader", + "SDT_ConcatAudio", + "SDT_CutAudio", + "SDT_DemucsApply", + "SDT_DemucsLoader", + "SDT_FasterWhisperListSegments", + "SDT_FasterWhisperLoader", + "SDT_FasterWhisperSegmentProperty", + "SDT_FasterWhisperTextFromSegments", + "SDT_FasterWhisperTranscribe", + "SDT_GriffinLim", + "SDT_HighpassBiquad", + "SDT_JoinAudio", + "SDT_KotobaWhisperListSegments", + "SDT_KotobaWhisperLoaderLong", + "SDT_KotobaWhisperLoaderShort", + "SDT_KotobaWhisperSegmentProperty", + "SDT_KotobaWhisperTranscribeLong", + "SDT_KotobaWhisperTranscribeShort", + "SDT_LFCC", + "SDT_LoadAudio", + "SDT_LoadAudios", + "SDT_LowpassBiquad", + "SDT_MFCC", + "SDT_MakeSilenceAudio", + "SDT_MelBandRoformerLoader", + "SDT_MelSpectrogram", + "SDT_NemoAsrLoader", + "SDT_NemoAsrTranscribe", + "SDT_NueAsrLoader", + "SDT_NueAsrTranscribe", + "SDT_PlotMelFilterBank", + "SDT_PlotPitch", + "SDT_PlotSpecgram", + "SDT_PlotSpectrogram", + "SDT_PlotWaveForm", + "SDT_ResampleAudio", + "SDT_SaveAudio", + "SDT_SilenceAudio", + "SDT_SileroVADApply", + "SDT_SileroVADCollectChunks", + "SDT_SileroVADListTimestamps", + "SDT_SileroVADLoader", + "SDT_SileroVADTimestampProperty", + "SDT_Spectrogram", + "SDT_SpeechMOSLoader", + "SDT_SpeechMOSScore", + "SDT_SplitAudio", + "SDT_TrimAudio", + "SDT_TrimAudioBySample" + ], + { + "title_aux": "ComfyUI-speech-dataset-toolkit" + } + ], + "https://github.com/kale4eat/ComfyUI-string-util": [ + [ + "string_util_Str", + "string_util_StrConcat", + "string_util_StrCount", + "string_util_StrEndsWith", + "string_util_StrEqual", + "string_util_StrFind", + "string_util_StrFormat", + "string_util_StrJoin", + "string_util_StrLen", + "string_util_StrLower", + "string_util_StrLstrip", + "string_util_StrNotEqual", + "string_util_StrReplace", + "string_util_StrRstrip", + "string_util_StrSlice", + "string_util_StrSplit", + "string_util_StrStartsWith", + "string_util_StrStrip", + "string_util_StrUpper" + ], + { + "title_aux": "ComfyUI-string-util" + } + ], + "https://github.com/kale4eat/ComfyUI-text-file-util": [ + [ + "text_file_util_ReadAllLines", + "text_file_util_ReadAllText", + "text_file_util_WriteText", + "text_file_util_WriteTextLines", + "text_file_util_WriteTextWithSequentialNumbering" + ], + { + "title_aux": "ComfyUI-text-file-util" + } + ], + "https://github.com/kambara/ComfyUI-PromptPalette": [ + [ + "PromptPalette" + ], + { + "title_aux": "ComfyUI-PromptPalette" + } + ], + "https://github.com/kana112233/ComfyUI-kaola-ace-step": [ + [ + "ACE_STEP_Cover", + "ACE_STEP_CreateSample", + "ACE_STEP_FormatSample", + "ACE_STEP_LoRALoader", + "ACE_STEP_Repaint", + "ACE_STEP_SimpleMode", + "ACE_STEP_TextToMusic", + "ACE_STEP_Understand" + ], + { + "title_aux": "ComfyUI-kaola-ace-step" + } + ], + "https://github.com/kanibus/kanibus": [ + [ + "AIDepthControl", + "AdvancedTrackingPro", + "BodyPoseEstimator", + "EmotionAnalyzer", + "HandTracking", + "KanibusMaster", + "LandmarkPro468", + "MultiControlNetApply", + "NeuralPupilTracker", + "NormalMapGenerator", + "ObjectSegmentation", + "SmartFacialMasking", + "TemporalSmoother", + "VideoFrameLoader" + ], + { + "title_aux": "KANIBUS - Advanced Eye Tracking ControlNet System" + } + ], + "https://github.com/kantan-kanto/ComfyUI-MultiModal-Prompt-Nodes": [ + [ + "QwenImageEditPromptGenerator", + "VisionLLMNode", + "WanVideoPromptGenerator" + ], + { + "title_aux": "ComfyUI-MultiModal-Prompt-Nodes" + } + ], + "https://github.com/kantsche/ComfyUI-MixMod": [ + [ + "MixModBandFFTGuiderNode", + "MixModDepthGuiderNode", + "MixModDynamicMaskAlternativeGuiderNode", + "MixModDynamicMaskGuiderNode", + "MixModFFTGuiderNode", + "MixModGuiderComponentNode", + "MixModGuiderComponentPipelineNode", + "MixModGuiderNode", + "MixModHighResGuiderNode", + "MixModOptionsMaskNode", + "MixModOptionsScaleNode", + "MixModOptionsSchedulerNode", + "MixModPipelineNode" + ], + { + "author": "Kantsche", + "description": "Model Mixture Guider", + "nickname": "MixMod", + "title": "ComfyUI-MixMod", + "title_aux": "ComfyUI-MixMod" + } + ], + "https://github.com/kappa54m/ComfyUI_Usability": [ + [ + "KLoadImageByPath", + "KLoadImageByPathAdvanced", + "KLoadImageDedup" + ], + { + "title_aux": "ComfyUI Usability" + } + ], + "https://github.com/karas17/ComfyUI-Camera-Watermark": [ + [ + "CameraWatermarkNode", + "ImageLoaderWithEXIF" + ], + { + "title_aux": "ComfyUI Camera Watermark" + } + ], + "https://github.com/karas17/comfyui_GLM_TTS": [ + [ + "GLMTTSASR", + "GLMTTSLoader", + "GLMTTSSampler" + ], + { + "title_aux": "comfyui_GLM_TTS" + } + ], + "https://github.com/karthikg-09/ComfyUI-Vton-Mask": [ + [ + "ComfyUIVtonMaskGenerator", + "ComfyUIVtonMaskLoader" + ], + { + "title_aux": "ComfyUI-Vton-Mask" + } + ], + "https://github.com/karthikg-09/ComfyUI-WanVideoAutoResize": [ + [ + "WanVideoAutoImgResize" + ], + { + "title_aux": "ComfyUI WanVideo Auto Resize" + } + ], + "https://github.com/kasukanra/ComfyUI_StringToHex": [ + [ + "ColorNameToHex" + ], + { + "title_aux": "ComfyUI_StringToHex" + } + ], + "https://github.com/katalist-ai/comfyUI-nsfw-detection": [ + [ + "NudenetDetector" + ], + { + "title_aux": "comfyUI-nsfw-detection" + } + ], + "https://github.com/kaushiknishchay/ComfyUI-Qwen3-ASR": [ + [ + "Qwen3ASRTranscriber", + "Qwen3ForcedAlignerConfig" + ], + { + "title_aux": "ComfyUI-Qwen3-ASR" + } + ], + "https://github.com/kayorlian/ComfyuiSmartColorMatch": [ + [ + "SmartColorMatch" + ], + { + "title_aux": "ComfyuiSmartColorMatch" + } + ], + "https://github.com/kazeyori/ComfyUI-QuickImageSequenceProcess": [ + [ + "QuickImageSequenceProcess" + ], + { + "author": "kazeyori", + "description": "A ComfyUI plugin for efficient image sequence processing. Features frame insertion, duplication, and removal with intuitive controls.", + "nickname": "QuickSeq", + "title": "Quick Image Sequence Process", + "title_aux": "ComfyUI-QuickImageSequenceProcess" + } + ], + "https://github.com/kealiu/ComfyUI-S3-Tools": [ + [ + "Load Image From S3", + "Save Image To S3" + ], + { + "title_aux": "ComfyUI Load and Save file to S3" + } + ], + "https://github.com/kealiu/ComfyUI-Zero123-Porting": [ + [ + "Zero123: Image Preprocess", + "Zero123: Image Rotate in 3D" + ], + { + "title_aux": "ComfyUI-Zero123-Porting" + } + ], + "https://github.com/kealiu/ComfyUI-ZeroShot-MTrans": [ + [ + "ZeST: Grayout Subject" + ], + { + "title_aux": "ComfyUI-ZeroShot-MTrans" + } + ], + "https://github.com/keghoang/ComfyUI-Charon": [ + [ + "CHARON_3D_Auto_Align", + "CHARON_Camera_From_DA3" + ], + { + "title_aux": "ComfyUI-Charon" + } + ], + "https://github.com/keit0728/ComfyUI-Image-Toolkit": [ + [ + "AlphaFlatten", + "AlphaToGrayscale", + "AntialiasingImage", + "BinarizeImage", + "BinarizeImageUsingOtsu", + "BrightnessTransparency", + "GrayscaleImage", + "RemoveWhiteBackgroundNoise" + ], + { + "title_aux": "ComfyUI-Image-Toolkit" + } + ], + "https://github.com/keit0728/ComfyUI-keitNodes": [ + [ + "AspectRatioResolutionFinder", + "M2MTranslator", + "PixelLimitResizer", + "WanVideoOptimalResizer", + "WanVideoResolutionFinder" + ], + { + "title_aux": "ComfyUI-keitNodes" + } + ], + "https://github.com/keit0728/ComfyUI-musubi-tuner": [ + [ + "MusubiTunerWanGenerateVideo" + ], + { + "title_aux": "ComfyUI-musubi-tuner" + } + ], + "https://github.com/kenjiqq/qq-nodes-comfyui": [ + [ + "Any List", + "Any List Iterator", + "Any To Any", + "Axis Pack", + "Axis To Any", + "Axis Unpack", + "Load Lines From Text File", + "Slice List", + "Text Splitter", + "XY Grid Accumulator", + "XY Grid Helper" + ], + { + "title_aux": "qq-nodes-comfyui" + } + ], + "https://github.com/kevinmcmahondev/comfyui-kmcdev-image-filter-adjustments": [ + [ + "ImageBlankAlpha", + "ImageBlendMask", + "ImageFilterAdjustments", + "ImageMixColorByMask" + ], + { + "title_aux": "KMCDev Nodes" + } + ], + "https://github.com/kevinmcmahondev/comfyui-skin-tone-detector": [ + [ + "SkinToneDetector" + ], + { + "title_aux": "Skin Tone Detector for ComfyUI" + } + ], + "https://github.com/kft334/Knodes": [ + [ + "Image(s) To Websocket (Base64)", + "ImageOutput", + "Load Image (Base64)", + "Load Images (Base64)", + "LoadImageBase64", + "LoadImagesBase64" + ], + { + "title_aux": "Knodes" + } + ], + "https://github.com/khanhlvg/vertex-ai-comfyui-nodes": [ + [ + "Chirp", + "Gemini", + "GeminiImage", + "ImagenComputedMaskConfig", + "ImagenMaskEditing", + "Imagen_Product_Recontext", + "Imagen_T2I", + "Lyria", + "PreviewVideo", + "Veo2", + "Veo2Extend", + "Veo3", + "Veo_Prompt_Writer", + "Virtual_Try_On" + ], + { + "title_aux": "[Unofficial] Vertex AI Custom Nodes for ComfyUI" + } + ], + "https://github.com/kianthos/Earthbound---All-in-one-ComfyUI-Node": [ + [ + "EarthboundUltimate" + ], + { + "title_aux": "Earthbound---All-in-one-ComfyUI-Node" + } + ], + "https://github.com/kijai/ComfyUI-ADMotionDirector": [ + [ + "ADMD_AdditionalModelSelect", + "ADMD_CheckpointLoader", + "ADMD_ComfyModelLoader", + "ADMD_DiffusersLoader", + "ADMD_InitializeTraining", + "ADMD_LoadLora", + "ADMD_MakeBatchList", + "ADMD_SaveLora", + "ADMD_TrainLora", + "ADMD_ValidationSampler", + "ADMD_ValidationSettings" + ], + { + "title_aux": "Animatediff MotionLoRA Trainer" + } + ], + "https://github.com/kijai/ComfyUI-APISR-KJ": [ + [ + "APISR_upscale" + ], + { + "title_aux": "ComfyUI-APISR" + } + ], + "https://github.com/kijai/ComfyUI-BrushNet-Wrapper": [ + [ + "brushnet_ella_loader", + "brushnet_ipadapter_matteo", + "brushnet_model_loader", + "brushnet_sampler", + "brushnet_sampler_ella", + "powerpaint_brushnet_sampler" + ], + { + "title_aux": "ComfyUI-BrushNet-Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-CCSR": [ + [ + "CCSR_Model_Select", + "CCSR_Upscale", + "DownloadAndLoadCCSRModel" + ], + { + "title_aux": "ComfyUI-CCSR" + } + ], + "https://github.com/kijai/ComfyUI-CogVideoXWrapper": [ + [ + "CogVideoContextOptions", + "CogVideoControlNet", + "CogVideoDecode", + "CogVideoEnhanceAVideo", + "CogVideoImageEncode", + "CogVideoImageEncodeFunInP", + "CogVideoLatentPreview", + "CogVideoLoraSelect", + "CogVideoLoraSelectComfy", + "CogVideoSampler", + "CogVideoTextEncode", + "CogVideoTextEncodeCombine", + "CogVideoTransformerEdit", + "CogVideoXFasterCache", + "CogVideoXFunResizeToClosestBucket", + "CogVideoXModelLoader", + "CogVideoXTeaCache", + "CogVideoXTorchCompileSettings", + "CogVideoXVAELoader", + "DownloadAndLoadCogVideoControlNet", + "DownloadAndLoadCogVideoGGUFModel", + "DownloadAndLoadCogVideoModel", + "DownloadAndLoadToraModel", + "ToraEncodeOpticalFlow", + "ToraEncodeTrajectory" + ], + { + "title_aux": "ComfyUI CogVideoX Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-ControlNeXt-SVD": [ + [ + "ControlNextDecode", + "ControlNextDiffusersScheduler", + "ControlNextGetPoses", + "ControlNextSVDApply", + "ControlNextSampler", + "DownloadAndLoadControlNeXt" + ], + { + "title_aux": "ComfyUI nodes for ControlNext-SVD v2" + } + ], + "https://github.com/kijai/ComfyUI-DDColor": [ + [ + "DDColor_Colorize" + ], + { + "title_aux": "ComfyUI-DDColor" + } + ], + "https://github.com/kijai/ComfyUI-DepthAnythingV2": [ + [ + "DepthAnything_V2", + "DownloadAndLoadDepthAnythingV2Model" + ], + { + "title_aux": "ComfyUI-DepthAnythingV2" + } + ], + "https://github.com/kijai/ComfyUI-DiffusionLight": [ + [ + "chrome_ball_to_envmap", + "exposure_to_hdr" + ], + { + "title_aux": "DiffusionLight implementation for ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-DynamiCrafterWrapper": [ + [ + "DownloadAndLoadCLIPModel", + "DownloadAndLoadCLIPVisionModel", + "DownloadAndLoadDynamiCrafterCNModel", + "DownloadAndLoadDynamiCrafterModel", + "DynamiCrafterBatchInterpolation", + "DynamiCrafterCNLoader", + "DynamiCrafterControlnetApply", + "DynamiCrafterI2V", + "DynamiCrafterLoadInitNoise", + "DynamiCrafterModelLoader", + "ToonCrafterDecode", + "ToonCrafterInterpolation" + ], + { + "title_aux": "ComfyUI-DynamiCrafterWrapper" + } + ], + "https://github.com/kijai/ComfyUI-ELLA-wrapper": [ + [ + "diffusers_model_loader", + "diffusers_sampler", + "ella_model_loader", + "ella_sampler", + "ella_t5_embeds" + ], + { + "title_aux": "ComfyUI-ELLA-wrapper" + } + ], + "https://github.com/kijai/ComfyUI-Florence2": [ + [ + "DownloadAndLoadFlorence2Lora", + "DownloadAndLoadFlorence2Model", + "Florence2ModelLoader", + "Florence2Run" + ], + { + "preemptions": [ + "DownloadAndLoadFlorence2Lora", + "DownloadAndLoadFlorence2Model", + "Florence2ModelLoader", + "Florence2Run" + ], + "title_aux": "ComfyUI-Florence2" + } + ], + "https://github.com/kijai/ComfyUI-FluxTrainer": [ + [ + "ExtractFluxLoRA", + "FluxKohyaInferenceSampler", + "FluxTrainAndValidateLoop", + "FluxTrainBlockSelect", + "FluxTrainEnd", + "FluxTrainLoop", + "FluxTrainModelSelect", + "FluxTrainResume", + "FluxTrainSave", + "FluxTrainSaveModel", + "FluxTrainValidate", + "FluxTrainValidationSettings", + "FluxTrainerLossConfig", + "InitFluxLoRATraining", + "InitFluxTraining", + "InitSD3LoRATraining", + "InitSDXLLoRATraining", + "OptimizerConfig", + "OptimizerConfigAdafactor", + "OptimizerConfigProdigy", + "OptimizerConfigProdigyPlusScheduleFree", + "SD3ModelSelect", + "SD3TrainValidationSettings", + "SDXLModelSelect", + "SDXLTrainValidate", + "SDXLTrainValidationSettings", + "TrainDatasetAdd", + "TrainDatasetGeneralConfig", + "TrainDatasetRegularization", + "TrainNetworkConfig", + "UploadToHuggingFace", + "VisualizeLoss" + ], + { + "title_aux": "ComfyUI Flux Trainer" + } + ], + "https://github.com/kijai/ComfyUI-GIMM-VFI": [ + [ + "DownloadAndLoadGIMMVFIModel", + "GIMMVFI_interpolate" + ], + { + "title_aux": "ComfyUI-GIMM-VFI" + } + ], + "https://github.com/kijai/ComfyUI-Geowizard": [ + [ + "geowizard_model_loader", + "geowizard_sampler" + ], + { + "title_aux": "Geowizard depth and normal estimation in ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-HFRemoteVae": [ + [ + "HFRemoteVAE", + "HFRemoteVAEDecode" + ], + { + "title_aux": "ComfyUI-HFRemoteVae" + } + ], + "https://github.com/kijai/ComfyUI-HunyuanVideoWrapper": [ + [ + "DownloadAndLoadHyVideoTextEncoder", + "HunyuanVideoFresca", + "HunyuanVideoSLG", + "HyVideoBlockSwap", + "HyVideoCFG", + "HyVideoContextOptions", + "HyVideoCustomPromptTemplate", + "HyVideoDecode", + "HyVideoEmptyTextEmbeds", + "HyVideoEncode", + "HyVideoEncodeKeyframes", + "HyVideoEnhanceAVideo", + "HyVideoGetClosestBucketSize", + "HyVideoI2VEncode", + "HyVideoInverseSampler", + "HyVideoLatentPreview", + "HyVideoLoopArgs", + "HyVideoLoraBlockEdit", + "HyVideoLoraSelect", + "HyVideoModelLoader", + "HyVideoPromptMixSampler", + "HyVideoReSampler", + "HyVideoSTG", + "HyVideoSampler", + "HyVideoTeaCache", + "HyVideoTextEmbedBridge", + "HyVideoTextEmbedsLoad", + "HyVideoTextEmbedsSave", + "HyVideoTextEncode", + "HyVideoTextImageEncode", + "HyVideoTorchCompileSettings", + "HyVideoVAELoader" + ], + { + "title_aux": "ComfyUI-HunyuanVideoWrapper" + } + ], + "https://github.com/kijai/ComfyUI-IC-Light": [ + [ + "BackgroundScaler", + "CalculateNormalsFromImages", + "DetailTransfer", + "ICLightConditioning", + "LightSource", + "LoadAndApplyICLightUnet", + "LoadHDRImage" + ], + { + "title_aux": "ComfyUI-IC-Light" + } + ], + "https://github.com/kijai/ComfyUI-KJNodes": [ + [ + "AddLabel", + "AddNoiseToTrackPath", + "AppendInstanceDiffusionTracking", + "AppendStringsToList", + "ApplyRifleXRoPE_HunuyanVideo", + "ApplyRifleXRoPE_WanVideo", + "AudioConcatenate", + "BOOLConstant", + "BatchCLIPSeg", + "BatchCropFromMask", + "BatchCropFromMaskAdvanced", + "BatchUncrop", + "BatchUncropAdvanced", + "BboxToInt", + "BboxVisualize", + "BlockifyMask", + "CFGZeroStarAndInit", + "CameraPoseVisualizer", + "CheckpointLoaderKJ", + "CheckpointPerturbWeights", + "ColorMatch", + "ColorMatchV2", + "ColorToMask", + "CondPassThrough", + "ConditioningMultiCombine", + "ConditioningSetMaskAndCombine", + "ConditioningSetMaskAndCombine3", + "ConditioningSetMaskAndCombine4", + "ConditioningSetMaskAndCombine5", + "ConsolidateMasksKJ", + "CreateAudioMask", + "CreateFadeMask", + "CreateFadeMaskAdvanced", + "CreateFluidMask", + "CreateGradientFromCoords", + "CreateGradientMask", + "CreateInstanceDiffusionTracking", + "CreateMagicMask", + "CreateShapeImageOnPath", + "CreateShapeMask", + "CreateShapeMaskOnPath", + "CreateTextMask", + "CreateTextOnPath", + "CreateVoronoiMask", + "CrossFadeImages", + "CrossFadeImagesMulti", + "CustomControlNetWeightsFluxFromList", + "CustomSigmas", + "CutAndDragOnPath", + "DiTBlockLoraLoader", + "DifferentialDiffusionAdvanced", + "DiffusionModelLoaderKJ", + "DiffusionModelSelector", + "DownloadAndLoadCLIPSeg", + "DrawInstanceDiffusionTracking", + "DrawMaskOnImage", + "DummyOut", + "EmptyLatentImageCustomPresets", + "EmptyLatentImagePresets", + "EndRecordCUDAMemoryHistory", + "FastPreview", + "FilterZeroMasksAndCorrespondingImages", + "FlipSigmasAdjusted", + "FloatConstant", + "FloatToMask", + "FloatToSigmas", + "FluxBlockLoraSelect", + "GGUFLoaderKJ", + "GLIGENTextBoxApplyBatchCoords", + "GenerateNoise", + "GetImageRangeFromBatch", + "GetImageSizeAndCount", + "GetImagesFromBatchIndexed", + "GetLatentRangeFromBatch", + "GetLatentSizeAndCount", + "GetLatentsFromBatchIndexed", + "GetMaskSizeAndCount", + "GetTrackRange", + "GradientToFloat", + "GrowMaskWithBlur", + "HunyuanVideoBlockLoraSelect", + "HunyuanVideoEncodeKeyframesToCond", + "INTConstant", + "ImageAddMulti", + "ImageAndMaskPreview", + "ImageBatchExtendWithOverlap", + "ImageBatchFilter", + "ImageBatchJoinWithTransition", + "ImageBatchMulti", + "ImageBatchRepeatInterleaving", + "ImageBatchTestPattern", + "ImageConcanate", + "ImageConcatFromBatch", + "ImageConcatMulti", + "ImageCropByMask", + "ImageCropByMaskAndResize", + "ImageCropByMaskBatch", + "ImageGrabPIL", + "ImageGridComposite2x2", + "ImageGridComposite3x3", + "ImageGridtoBatch", + "ImageNoiseAugmentation", + "ImageNormalize_Neg1_To_1", + "ImagePadForOutpaintMasked", + "ImagePadForOutpaintTargetSize", + "ImagePadKJ", + "ImagePass", + "ImagePrepForICLora", + "ImageResizeKJ", + "ImageResizeKJv2", + "ImageTensorList", + "ImageTransformByNormalizedAmplitude", + "ImageUncropByMask", + "ImageUpscaleWithModelBatched", + "InjectNoiseToLatent", + "InsertImageBatchByIndexes", + "InsertImagesToBatchIndexed", + "InsertLatentToIndexed", + "InterpolateCoords", + "Intrinsic_lora_sampling", + "JoinStringMulti", + "JoinStrings", + "LTX2AttentionTunerPatch", + "LTX2AudioLatentNormalizingSampling", + "LTX2BlockLoraSelect", + "LTX2LoraLoaderAdvanced", + "LTX2MemoryEfficientSageAttentionPatch", + "LTX2SamplingPreviewOverride", + "LTX2_NAG", + "LTXVAddGuideMulti", + "LTXVAddGuidesFromBatch", + "LTXVAudioVideoMask", + "LTXVChunkFeedForward", + "LTXVEnhanceAVideoKJ", + "LTXVImgToVideoInplaceKJ", + "LatentInpaintTTM", + "LazySwitchKJ", + "LeapfusionHunyuanI2VPatcher", + "LoadAndResizeImage", + "LoadImagesFromFolderKJ", + "LoadResAdapterNormalization", + "LoadVideosFromFolder", + "LoraExtractKJ", + "LoraReduceRankKJ", + "MaskBatchMulti", + "MaskOrImageToWeight", + "MergeImageChannels", + "ModelMemoryUsageFactorOverride", + "ModelMemoryUseReportPatch", + "ModelPassThrough", + "ModelPatchTorchSettings", + "ModelSaveKJ", + "NABLA_AttentionKJ", + "NormalizedAmplitudeToFloatList", + "NormalizedAmplitudeToMask", + "OffsetMask", + "OffsetMaskByNormalizedAmplitude", + "PadImageBatchInterleaved", + "PatchModelPatcherOrder", + "PathchSageAttentionKJ", + "PlotCoordinates", + "PointsEditor", + "PreviewAnimation", + "PreviewLatentNoiseMask", + "RemapImageRange", + "RemapMaskRange", + "ReplaceImagesInBatch", + "ResizeMask", + "ReverseImageBatch", + "RoundMask", + "SV3D_BatchSchedule", + "SamplerSelfRefineVideo", + "SaveImageKJ", + "SaveImageWithAlpha", + "SaveStringKJ", + "ScaleBatchPromptSchedule", + "ScheduledCFGGuidance", + "Screencap_mss", + "SeparateMasks", + "SetShakkerLabsUnionControlNetType", + "ShuffleImageBatch", + "SigmasToFloat", + "SimpleCalculatorKJ", + "SkipLayerGuidanceWanVideo", + "Sleep", + "SomethingToString", + "SoundReactive", + "SplineEditor", + "SplitBboxes", + "SplitImageChannels", + "StableZero123_BatchSchedule", + "StartRecordCUDAMemoryHistory", + "StringConstant", + "StringConstantMultiline", + "StringToFloatList", + "StyleModelApplyAdvanced", + "Superprompt", + "TimerNodeKJ", + "TorchCompileControlNet", + "TorchCompileCosmosModel", + "TorchCompileLTXModel", + "TorchCompileModelAdvanced", + "TorchCompileModelFluxAdvanced", + "TorchCompileModelFluxAdvancedV2", + "TorchCompileModelHyVideo", + "TorchCompileModelQwenImage", + "TorchCompileModelWanVideo", + "TorchCompileModelWanVideoV2", + "TorchCompileVAE", + "TransitionImagesInBatch", + "TransitionImagesMulti", + "VAEDecodeLoopKJ", + "VAELoaderKJ", + "VRAM_Debug", + "VisualizeCUDAMemoryHistory", + "VisualizeSigmasKJ", + "Wan21BlockLoraSelect", + "WanChunkFeedForward", + "WanImageToVideoSVIPro", + "WanVideoEnhanceAVideoKJ", + "WanVideoNAG", + "WanVideoTeaCacheKJ", + "WebcamCaptureCV2", + "WeightScheduleConvert", + "WeightScheduleExtend", + "WidgetToString" + ], + { + "title_aux": "KJNodes for ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-KwaiKolorsWrapper": [ + [ + "DownloadAndLoadChatGLM3", + "DownloadAndLoadKolorsModel", + "KolorsSampler", + "KolorsTextEncode", + "LoadChatGLM3" + ], + { + "title_aux": "ComfyUI-KwaiKolorsWrapper" + } + ], + "https://github.com/kijai/ComfyUI-LBMWrapper": [ + [ + "LBMSampler", + "LoadLBMModel" + ], + { + "title_aux": "ComfyUI-LBMWrapper" + } + ], + "https://github.com/kijai/ComfyUI-LLaVA-OneVision": [ + [ + "DownloadAndLoadLLaVAOneVisionModel", + "LLaVA_OneVision_Run", + "OneVisionCaptionFolder", + "SaveCaptionToTextFile" + ], + { + "title_aux": "ComfyUI Llava-OneVision" + } + ], + "https://github.com/kijai/ComfyUI-LVCDWrapper": [ + [ + "LVCDDecoder", + "LVCDSampler", + "LoadLVCDModel" + ], + { + "title_aux": "ComfyUI wrapper nodes for LVCD" + } + ], + "https://github.com/kijai/ComfyUI-LaVi-Bridge-Wrapper": [ + [ + "lavi_bridge_llama_encoder", + "lavi_bridge_t5_encoder", + "lavibridge_model_loader", + "lavibridge_sampler" + ], + { + "title_aux": "ComfyUI-LaVi-Bridge-Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-LivePortraitKJ": [ + [ + "DownloadAndLoadLivePortraitModels", + "KeypointsToImage", + "LivePortraitComposite", + "LivePortraitCropper", + "LivePortraitLoadCropper", + "LivePortraitLoadFaceAlignmentCropper", + "LivePortraitLoadMediaPipeCropper", + "LivePortraitProcess", + "LivePortraitRetargeting" + ], + { + "title_aux": "ComfyUI-LivePortraitKJ" + } + ], + "https://github.com/kijai/ComfyUI-Lotus": [ + [ + "LoadLotusModel", + "LotusSampler" + ], + { + "title_aux": "ComfyUI-Lotus" + } + ], + "https://github.com/kijai/ComfyUI-LuminaWrapper": [ + [ + "DownloadAndLoadGemmaModel", + "DownloadAndLoadLuminaModel", + "GemmaSampler", + "LuminaGemmaTextEncode", + "LuminaGemmaTextEncodeArea", + "LuminaT2ISampler", + "LuminaTextAreaAppend" + ], + { + "title_aux": "ComfyUI-LuminaWrapper" + } + ], + "https://github.com/kijai/ComfyUI-Marigold": [ + [ + "ColorizeDepthmap", + "MarigoldDepthEstimation", + "MarigoldDepthEstimationVideo", + "MarigoldDepthEstimation_v2", + "MarigoldDepthEstimation_v2_video", + "MarigoldModelLoader", + "RemapDepth", + "SaveImageOpenEXR" + ], + { + "title_aux": "Marigold depth estimation in ComfyUI" + } + ], + "https://github.com/kijai/ComfyUI-MelBandRoFormer": [ + [ + "MelBandRoFormerModelLoader", + "MelBandRoFormerSampler" + ], + { + "title_aux": "ComfyUI-MelBandRoFormer" + } + ], + "https://github.com/kijai/ComfyUI-MimicMotionWrapper": [ + [ + "DiffusersScheduler", + "DownloadAndLoadMimicMotionModel", + "MimicMotionDecode", + "MimicMotionGetPoses", + "MimicMotionSampler" + ], + { + "title_aux": "ComfyUI-MimicMotionWrapper" + } + ], + "https://github.com/kijai/ComfyUI-MoGe": [ + [ + "DownloadAndLoadMoGeModel", + "MoGeProcess" + ], + { + "title_aux": "ComfyUI-MoGe" + } + ], + "https://github.com/kijai/ComfyUI-OpenDiTWrapper": [ + [ + "DownloadAndLoadOpenDiTT5Model", + "DownloadAndLoadOpenSoraModel", + "DownloadAndLoadOpenSoraVAE", + "OpenDiTConditioning", + "OpenDiTSampler", + "OpenSoraDecode", + "OpenSoraEncodeReference" + ], + { + "title_aux": "ComfyUI-OpenDiTWrapper" + } + ], + "https://github.com/kijai/ComfyUI-PyramidFlowWrapper": [ + [ + "DownloadAndLoadPyramidFlowModel", + "PyramidFlowLatentPreview", + "PyramidFlowSampler", + "PyramidFlowTextEncode", + "PyramidFlowTorchCompileSettings", + "PyramidFlowTransformerLoader", + "PyramidFlowVAEDecode", + "PyramidFlowVAEEncode", + "PyramidFlowVAELoader" + ], + { + "title_aux": "ComfyUI PyramidFlow Wrapper" + } + ], + "https://github.com/kijai/ComfyUI-SCAIL-Pose": [ + [ + "ConvertOpenPoseKeypointsToDWPose", + "PoseDetectionVitPoseToDWPose", + "RenderNLFPoses", + "SaveNLFPosesAs3D" + ], + { + "title_aux": "ComfyUI-SCAIL-Pose" + } + ], + "https://github.com/kijai/ComfyUI-SUPIR": [ + [ + "SUPIR_Upscale", + "SUPIR_conditioner", + "SUPIR_decode", + "SUPIR_encode", + "SUPIR_first_stage", + "SUPIR_model_loader", + "SUPIR_model_loader_v2", + "SUPIR_model_loader_v2_clip", + "SUPIR_sample", + "SUPIR_tiles" + ], + { + "title_aux": "ComfyUI-SUPIR" + } + ], + "https://github.com/kijai/ComfyUI-StableXWrapper": [ + [ + "DifferenceExtractorNode", + "DownloadAndLoadStableXModel", + "StableXProcessImage" + ], + { + "title_aux": "ComfyUI-StableXWrapper" + } + ], + "https://github.com/kijai/ComfyUI-WanVideoWrapper": [ + [ + "CreateCFGScheduleFloatList", + "CreateScheduleFloatList", + "DownloadAndLoadNLFModel", + "DownloadAndLoadWav2VecModel", + "DrawArcFaceLandmarks", + "DrawGaussianNoiseOnImage", + "DrawNLFPoses", + "DummyComfyWanModelObject", + "ExtractStartFramesForContinuations", + "FaceMaskFromPoseKeypoints", + "FantasyPortraitFaceDetector", + "FantasyPortraitModelLoader", + "FantasyTalkingModelLoader", + "FantasyTalkingWav2VecEmbeds", + "HuMoEmbeds", + "LandmarksToImage", + "LoadLynxResampler", + "LoadNLFModel", + "LoadVQVAE", + "LoadWanVideoClipTextEncoder", + "LoadWanVideoT5TextEncoder", + "LynxEncodeFaceIP", + "LynxInsightFaceCrop", + "MTVCrafterEncodePoses", + "MochaEmbeds", + "MultiTalkModelLoader", + "MultiTalkSilentEmbeds", + "MultiTalkWav2VecEmbeds", + "NLFPredict", + "NormalizeAudioLoudness", + "OviMMAudioVAELoader", + "QwenLoader", + "ReCamMasterPoseVisualizer", + "TextImageEncodeQwenVL", + "WanMove_native", + "WanVideoATITracks", + "WanVideoATITracksVisualize", + "WanVideoATI_comfy", + "WanVideoAddBindweaveEmbeds", + "WanVideoAddControlEmbeds", + "WanVideoAddDualControlEmbeds", + "WanVideoAddExtraLatent", + "WanVideoAddFantasyPortrait", + "WanVideoAddFlashVSRInput", + "WanVideoAddLucyEditLatents", + "WanVideoAddLynxEmbeds", + "WanVideoAddMTVMotion", + "WanVideoAddOneToAllExtendEmbeds", + "WanVideoAddOneToAllPoseEmbeds", + "WanVideoAddOneToAllReferenceEmbeds", + "WanVideoAddOviAudioToLatents", + "WanVideoAddPusaNoise", + "WanVideoAddS2VEmbeds", + "WanVideoAddSCAILPoseEmbeds", + "WanVideoAddSCAILReferenceEmbeds", + "WanVideoAddStandInLatent", + "WanVideoAddSteadyDancerEmbeds", + "WanVideoAddStoryMemLatents", + "WanVideoAddTTMLatents", + "WanVideoAddWanMoveTracks", + "WanVideoAnimateEmbeds", + "WanVideoApplyNAG", + "WanVideoBlockList", + "WanVideoBlockSwap", + "WanVideoClipVisionEncode", + "WanVideoCombineEmbeds", + "WanVideoContextOptions", + "WanVideoControlEmbeds", + "WanVideoControlnet", + "WanVideoControlnetLoader", + "WanVideoDecode", + "WanVideoDecodeOviAudio", + "WanVideoDiffusionForcingSampler", + "WanVideoEasyCache", + "WanVideoEmptyEmbeds", + "WanVideoEmptyMMAudioLatents", + "WanVideoEncode", + "WanVideoEncodeLatentBatch", + "WanVideoEncodeOviAudio", + "WanVideoEnhanceAVideo", + "WanVideoExperimentalArgs", + "WanVideoExtraModelSelect", + "WanVideoFlashVSRDecoderLoader", + "WanVideoFreeInitArgs", + "WanVideoFunCameraEmbeds", + "WanVideoImageClipEncode", + "WanVideoImageResizeToClosest", + "WanVideoImageToVideoEncode", + "WanVideoImageToVideoMultiTalk", + "WanVideoImageToVideoSkyreelsv3_audio", + "WanVideoLatentReScale", + "WanVideoLongCatAvatarExtendEmbeds", + "WanVideoLoopArgs", + "WanVideoLoraBlockEdit", + "WanVideoLoraSelect", + "WanVideoLoraSelectByName", + "WanVideoLoraSelectMulti", + "WanVideoMagCache", + "WanVideoMiniMaxRemoverEmbeds", + "WanVideoModelLoader", + "WanVideoOviCFG", + "WanVideoPassImagesFromSamples", + "WanVideoPhantomEmbeds", + "WanVideoPreviewEmbeds", + "WanVideoPromptExtender", + "WanVideoPromptExtenderSelect", + "WanVideoReCamMasterCameraEmbed", + "WanVideoReCamMasterDefaultCamera", + "WanVideoReCamMasterGenerateOrbitCamera", + "WanVideoRealisDanceLatents", + "WanVideoRoPEFunction", + "WanVideoSLG", + "WanVideoSVIProEmbeds", + "WanVideoSampler", + "WanVideoSamplerExtraArgs", + "WanVideoSamplerFromSettings", + "WanVideoSamplerSettings", + "WanVideoSamplerv2", + "WanVideoScheduler", + "WanVideoSchedulerv2", + "WanVideoSetAttentionModeOverride", + "WanVideoSetBlockSwap", + "WanVideoSetLoRAs", + "WanVideoSetRadialAttention", + "WanVideoSigmaToStep", + "WanVideoTeaCache", + "WanVideoTextEmbedBridge", + "WanVideoTextEncode", + "WanVideoTextEncodeCached", + "WanVideoTextEncodeSingle", + "WanVideoTextImageEncode", + "WanVideoTinyVAELoader", + "WanVideoTorchCompileSettings", + "WanVideoUltraVicoSettings", + "WanVideoUni3C_ControlnetLoader", + "WanVideoUni3C_embeds", + "WanVideoUniAnimateDWPoseDetector", + "WanVideoUniAnimatePoseInput", + "WanVideoUniLumosEmbeds", + "WanVideoVACEEncode", + "WanVideoVACEModelSelect", + "WanVideoVACEStartToEndFrame", + "WanVideoVAELoader", + "WanVideoVRAMManagement", + "WanVideoWanDrawWanMoveTracks", + "Wav2VecModelLoader", + "WhisperModelLoader" + ], + { + "title_aux": "ComfyUI-WanVideoWrapper" + } + ], + "https://github.com/kijai/ComfyUI-depth-fm": [ + [ + "Depth_fm" + ], + { + "title_aux": "ComfyUI-depth-fm" + } + ], + "https://github.com/kijai/ComfyUI-moondream": [ + [ + "MoondreamQuery", + "MoondreamQueryCaptions" + ], + { + "title_aux": "ComfyUI-moondream" + } + ], + "https://github.com/kijai/ComfyUI-segment-anything-2": [ + [ + "DownloadAndLoadSAM2Model", + "Florence2toCoordinates", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints" + ], + { + "preemptions": [ + "DownloadAndLoadSAM2Model", + "Florence2toCoordinates", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints" + ], + "title_aux": "ComfyUI-segment-anything-2" + } + ], + "https://github.com/kimara-ai/ComfyUI-Kimara-AI-Advanced-Watermarks": [ + [ + "KimaraAIBatchImages", + "KimaraAIWatermarker" + ], + { + "title_aux": "Kimara.ai's Advanced Watermarking Tools" + } + ], + "https://github.com/kinfolk0117/ComfyUI_GradientDeepShrink": [ + [ + "GradientPatchModelAddDownscale", + "GradientPatchModelAddDownscaleAdvanced" + ], + { + "title_aux": "ComfyUI_GradientDeepShrink" + } + ], + "https://github.com/kinfolk0117/ComfyUI_GridSwapper": [ + [ + "GridSwapper" + ], + { + "title_aux": "Gridswapper" + } + ], + "https://github.com/kinfolk0117/ComfyUI_Pilgram": [ + [ + "Pilgram" + ], + { + "title_aux": "ComfyUI_Pilgram" + } + ], + "https://github.com/kinfolk0117/ComfyUI_SimpleTiles": [ + [ + "DynamicTileMerge", + "DynamicTileSplit", + "TileCalc", + "TileMerge", + "TileSplit" + ], + { + "title_aux": "SimpleTiles" + } + ], + "https://github.com/kishida/comfyui-text-renderer": [ + [ + "TextRenderNode" + ], + { + "title_aux": "comfyui-text-renderer" + } + ], + "https://github.com/kj863257/ComfyUI_RC_Image_Compositor": [ + [ + "RC_AddNoise", + "RC_AutoColor", + "RC_BrightnessContrast", + "RC_CanvasPadding", + "RC_CanvasResize", + "RC_ChannelExtractor", + "RC_ChannelMixer", + "RC_ColorBalance", + "RC_ColorMatch", + "RC_CurvesAdjust", + "RC_DropShadow", + "RC_FilmGrain", + "RC_GaussianBlur", + "RC_GradientGenerator", + "RC_GradientMap", + "RC_HighLowFrequencySkinSmoothing", + "RC_HueSaturation", + "RC_ImageCompositor", + "RC_ImageCrop", + "RC_ImageScale", + "RC_InteractiveCompositor", + "RC_LRPreset", + "RC_LevelsAdjust", + "RC_LoadImageWithAlpha", + "RC_MaskApply", + "RC_OpacityAdjust", + "RC_OuterGlow", + "RC_PatternTiling", + "RC_PreviewImageNoMetadata", + "RC_PreviewImageWithMetadata", + "RC_SaveImageNoMetadata", + "RC_SaveImageWithMetadata", + "RC_Sharpen", + "RC_ShineRemoval", + "RC_Stroke", + "RC_Threshold", + "RC_Vibrance" + ], + { + "title_aux": "RC Image Compositor" + } + ], + "https://github.com/kjqwer/SmartSaveImage": [ + [ + "Example", + "SmartFolderManager", + "SmartImageSaver" + ], + { + "nodename_pattern": "Smart", + "title_aux": "SmartSaveImage" + } + ], + "https://github.com/kk8bit/KayTool": [ + [ + "AB_Images", + "AIO_Translater", + "Abc_Math", + "Baidu_Translater", + "Color_Adjustment", + "Custom_Save_Image", + "Display_Any", + "Image_Composer", + "Image_Cropper", + "Image_Mask_Composer", + "Image_Resizer", + "Image_Size_Extractor", + "Kay_BiRefNet_Loader", + "Load_Image_Folder", + "Mask_Blur_Plus", + "Mask_Filler", + "Preview_Mask", + "Preview_Mask_Plus", + "RemBG_Loader", + "Remove_BG", + "Slider_10", + "Slider_100", + "Slider_1000", + "Strong_Prompt", + "Tencent_Translater", + "Text", + "To_Int" + ], + { + "title_aux": "KayTool" + } + ], + "https://github.com/klinter007/klinter_nodes": [ + [ + "AspectSelector", + "BBoxCropper", + "FlexibleBatchImage", + "FolderLoader", + "Json Extractor - klinter", + "LoadImagePlus", + "LoadVideoForExtendingKlinter", + "NanoBananaMultiInput", + "OutpaintPadding", + "OutputTester", + "PixelSnapper", + "PrepVideoForExtendKlinter", + "SaveAudioPlus", + "SizeSelector", + "SpeedRamp", + "VideoFromFolder", + "YellowBus", + "ZoomOutComposer", + "concat", + "filter", + "nodevalue2stringmulti", + "string_contact_multi" + ], + { + "title_aux": "Klinter_nodes" + } + ], + "https://github.com/kmlbdh/ComfyUI-kmlbdh-VideoCombine": [ + [ + "DeleteFolderAny", + "KMLBDH_RAMCleaner", + "KMLBDH_VideoCombine" + ], + { + "title_aux": "kmlbdh Video Combine (Smart + Tiled)" + } + ], + "https://github.com/kmlbdh/ComfyUI_LocalLLMNodes": [ + [ + "AddUserLocalKontextPreset", + "ArabicProductDescriptionGenerator", + "LocalKontextPromptGenerator", + "RemoveUserLocalKontextPreset", + "SetLocalLLMServiceConnector" + ], + { + "title_aux": "ComfyUI_LocalLLMNodes" + } + ], + "https://github.com/knishika62/ComfyUI-DualLoraStack": [ + [ + "KnishikaDualLoraStack" + ], + { + "title_aux": "ComfyUI-DualLoraStack" + } + ], + "https://github.com/knishika62/ComfyUI-LyricForge": [ + [ + "LyricForgeACEStepGenerator", + "LyricForgeSongGenerator" + ], + { + "title_aux": "ComfyUI-LyricForge" + } + ], + "https://github.com/knuknX/ComfyUI-Image-Tools": [ + [ + "BatchImagePathLoader", + "ImageBgRemoveProcessor", + "ImageCheveretoUploader", + "ImageStandardResizeProcessor", + "JSONMessageNotifyTool", + "PreviewJSONNode", + "SingleImagePathLoader", + "SingleImageUrlLoader" + ], + { + "title_aux": "ComfyUI-Image-Tools" + } + ], + "https://github.com/kohs100/comfyui-ppwc": [ + [ + "PPWCReplace", + "PPWCTerminate" + ], + { + "author": "Phospholipids", + "description": "This extension offers wildcard prompting works solely in workflow.", + "nickname": "PPWC", + "title": "PPWildCard", + "title_aux": "PPWildCard" + } + ], + "https://github.com/kohya-ss/ControlNet-LLLite-ComfyUI": [ + [ + "LLLiteLoader" + ], + { + "title_aux": "ControlNet-LLLite-ComfyUI" + } + ], + "https://github.com/koirpraw/ComfyUI-GCP-storage-decouple": [ + [ + "GCPStorageDownloadImage", + "GCPStorageDownloadModel", + "GCPStorageList", + "GCPStorageUploadImage", + "GCPStorageUploadModel" + ], + { + "title_aux": "ComfyUI GCP Cloud Storage Integration" + } + ], + "https://github.com/komojini/ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes": [ + [ + "S3 Bucket LoRA", + "S3Bucket_Load_LoRA", + "XL DreamBooth LoRA", + "XLDB_LoRA" + ], + { + "title_aux": "ComfyUI_SDXL_DreamBooth_LoRA_CustomNodes" + } + ], + "https://github.com/komojini/komojini-comfyui-nodes": [ + [ + "BatchCreativeInterpolationNodeDynamicSettings", + "CachedGetter", + "DragNUWAImageCanvas", + "FlowBuilder", + "FlowBuilder (adv)", + "FlowBuilder (advanced)", + "FlowBuilder (advanced) Setter", + "FlowBuilderSetter", + "FlowBuilderSetter (adv)", + "Getter", + "ImageCropByRatio", + "ImageCropByRatioAndResize", + "ImageGetter", + "ImageMerger", + "ImagesCropByRatioAndResizeBatch", + "KSamplerAdvancedCacheable", + "KSamplerCacheable", + "Setter", + "UltimateVideoLoader", + "UltimateVideoLoader (simple)", + "YouTubeVideoLoader" + ], + { + "title_aux": "komojini-comfyui-nodes" + } + ], + "https://github.com/kostenickj/jk-comfyui-helpers": [ + [ + "EasyHRFix", + "EasyHRFix_Context", + "JKAnythingToString", + "JKBigContext", + "JKDynamicThresholdingMultiModel", + "JKEasyCheckpointLoader", + "JKEasyDetailer", + "JKEasyDetailer_Context", + "JKEasyKSampler_Context", + "JKEasyUpscaleImage", + "JKEasyWatermark", + "JKInspireSchedulerAdapter", + "JKLilContext", + "JKMultiModelSamplerUnpatch", + "JKStringEmpty", + "JKStringEquals", + "JKStringNotEmpty", + "JKStringNotEquals", + "JKStringToSamplerAdapter" + ], + { + "title_aux": "comfyui-jk-easy-nodes" + } + ], + "https://github.com/kplkasteel/ComfyUI-SubstringExtractor": [ + [ + "SubstringExtractor" + ], + { + "title_aux": "ComfyUI-SubstringExtractor" + } + ], + "https://github.com/kpsss34/ComfyUI-kpsss34": [ + [ + "SD35sLoaderSampler" + ], + { + "title_aux": "ComfyUI kpsss34 Custom Node" + } + ], + "https://github.com/krakenunbound/ComfyUI-KrakenTools": [ + [ + "KrakenFluxEmptyLatentImage", + "KrakenResolutionHelper", + "KrakenUpscaleTileCalc" + ], + { + "title_aux": "ComfyUI-KrakenTools" + } + ], + "https://github.com/krakenunbound/comfyui-kraken-tools": [ + [ + "KrakenDualCLIPLoader", + "KrakenImageProcessor", + "KrakenImageResize", + "KrakenKSampler", + "KrakenLastFrameMeta", + "KrakenLoras3", + "KrakenOllamaPromptChat", + "KrakenResolutionHelper", + "KrakenWanHelper", + "kraken_checkpoint_loader" + ], + { + "title_aux": "Kraken Tools" + } + ], + "https://github.com/krakenunbound/kraken-discord-bot": [ + [ + "KrakenDiscordBot", + "KrakenDiscordBotStatus" + ], + { + "title_aux": "Kraken Discord Bot" + } + ], + "https://github.com/kreonxv/ComfyUI-ForgeAPI": [ + [ + "ForgeControlNetStack", + "ForgeLoraStack", + "ForgeSampler" + ], + { + "title_aux": "ComfyUI-ForgeAPI" + } + ], + "https://github.com/kreonxv/ComfyUI-GroupBypasser": [ + [ + "GroupBypasserNode" + ], + { + "title_aux": "ComfyUI-GroupBypasser" + } + ], + "https://github.com/kreonxv/ComfyUI-LoraControls": [ + [ + "LoRAStepRange", + "LoraKeyframes" + ], + { + "title_aux": "ComfyUI-LoraControls" + } + ], + "https://github.com/kreonxv/ComfyUI-T2I_StyleApply": [ + [ + "T2I_StyleApply" + ], + { + "title_aux": "ComfyUI-T2I_StyleApply" + } + ], + "https://github.com/kreonxv/ComfyUI-Whiteboard": [ + [ + "Whiteboard" + ], + { + "title_aux": "ComfyUI-Whiteboard" + } + ], + "https://github.com/krigeta/qwen-image-controlnets-comfyui": [ + [ + "QwenImageBlockwiseControlNetApply", + "QwenImageBlockwiseControlNetLoader", + "QwenImageCannyPreprocessor", + "QwenImageDepthPreprocessor" + ], + { + "title_aux": "qwen-image-controlnets-comfyui" + } + ], + "https://github.com/krmahil/comfyui-hollow-preserve": [ + [ + "RemoveEnclosedMaskedAreas" + ], + { + "title_aux": "Hollow Preserve" + } + ], + "https://github.com/kukuo6666/ComfyUI-Equirect": [ + [ + "CubemapToEquirect", + "EquirectToCubemap" + ], + { + "title_aux": "ComfyUI Equirectangular Tools" + } + ], + "https://github.com/kungful/ComfyUI_to_webui": [ + [ + "BarcodeGeneratorNode", + "Barcode_seed", + "DeepseekNode", + "Go_to_image", + "GradioInputImage", + "GradioTextBad", + "GradioTextOk", + "HuaFloatNode", + "HuaIntNode", + "Hua_CheckpointLoaderSimple", + "Hua_LoraLoader", + "Hua_LoraLoaderModelOnly", + "Hua_Output", + "Hua_UNETLoader", + "Hua_Video_Output", + "Hua_gradio_Seed", + "Hua_gradio_jsonsave", + "Hua_gradio_resolution", + "Huaword", + "Modelhua", + "brucelee", + "\u5c0f\u5b57\u4f53\u8bf4\u660e\uff1a\u6211\u662fcomfyui_hua_boy\u7684model" + ], + { + "title_aux": "ComfyUI_to_webui" + } + ], + "https://github.com/kunieone/ComfyUI_alkaid": [ + [ + "A_EmptyLatentImageLongside", + "A_Face3DSwapper", + "A_FaceCrop", + "A_FacePaste", + "A_GetImageSize", + "A_OpenPosePreprocessor", + "AdapterFace", + "AdapterFaceLoader", + "AdapterStyle", + "AdapterStyleLoader", + "AlkaidLoader", + "ApplyAdapter", + "ApplyControlNet_KPS", + "CombineAdapterPatch", + "KSamplerHires" + ], + { + "title_aux": "ComfyUI_alkaid" + } + ], + "https://github.com/kusurin/ComfyUI-chronophotography": [ + [ + "CreateChronophotography" + ], + { + "title_aux": "ComfyUI-chronophotography" + } + ], + "https://github.com/kwaroran/abg-comfyui": [ + [ + "Remove Image Background (abg)" + ], + { + "title_aux": "abg-comfyui" + } + ], + "https://github.com/kycg/comfyui-Lora-auto-downloader": [ + [ + "Kw_JsonLoraLoader", + "Kw_Json_Lora_CivitAIDownloader" + ], + { + "title_aux": "Kw_Json_Lora_CivitAIDownloader" + } + ], + "https://github.com/l-comm/WatermarkRemoval": [ + [ + "FindWatermarkNode", + "RemoveWatermarkNode" + ], + { + "author": "l-comm", + "description": "Remove watermark", + "nickname": "Watermark Removal", + "title": "Watermark Removal", + "title_aux": "WatermarkRemoval" + } + ], + "https://github.com/l20richo/ComfyUI-Azure-Blob-Storage": [ + [ + "DownloadFileBLOB", + "LoadImageBLOB", + "SaveImageBLOB", + "SaveVideoFilesBLOB", + "UploadFileBLOB" + ], + { + "title_aux": "ComfyUI-Azure-Blob-Storage" + } + ], + "https://github.com/l3ony2k/comfyui-leon-nodes": [ + [ + "Leon_DALLE_Image_API_Node", + "Leon_Flux_2_Image_API_Node", + "Leon_Flux_Image_API_Node", + "Leon_Flux_Kontext_API_Node", + "Leon_GPT_Image_API_Node", + "Leon_Google_Image_API_Node", + "Leon_Grok2_Image_API_Node", + "Leon_Hypr_Upload_Node", + "Leon_Ideogram_Image_API_Node", + "Leon_Image_Array_Builder_Node", + "Leon_Image_Split_4Grid_Node", + "Leon_ImgBB_Upload_Node", + "Leon_LLM_Chat_API_Node", + "Leon_LLM_JSON_API_Node", + "Leon_Luma_AI_Image_API_Node", + "Leon_Midjourney_Describe_API_Node", + "Leon_Midjourney_Proxy_API_Node", + "Leon_Midjourney_Upload_API_Node", + "Leon_Model_Selector_Node", + "Leon_Nano_Banana_API_Node", + "Leon_Nano_Banana_Edit_Tuzi_API_Node", + "Leon_Nano_Banana_Tuzi_API_Node", + "Leon_Qwen_Image_API_Node", + "Leon_Qwen_Image_Edit_API_Node", + "Leon_Recraft_Image_API_Node", + "Leon_Seedream3_API_Node", + "Leon_Seedream4_API_Node", + "Leon_StableDiffusion_35_API_Node", + "Leon_StableDiffusion_3_Ultra_API_Node", + "Leon_StableDiffusion_XL_API_Node", + "Leon_String_Combine_Node" + ], + { + "nodename_pattern": "^\ud83e\udd16 Leon", + "title_aux": "Leon's Utility and API Integration Nodes" + } + ], + "https://github.com/lakkiy/ComfyUI-RWImageS3": [ + [ + "Is Mask Empty", + "Read Image From S3", + "Save Image To S3" + ], + { + "title_aux": "ComfyUI-RWImageS3" + } + ], + "https://github.com/laksjdjf/Batch-Condition-ComfyUI": [ + [ + "Batch String", + "CLIP Text Encode (Batch)", + "String Input" + ], + { + "title_aux": "Batch-Condition-ComfyUI" + } + ], + "https://github.com/laksjdjf/ComfyUI-Imatrix": [ + [ + "ImatrixUNETLoader", + "LoRAdiff", + "SaveImatrix" + ], + { + "title_aux": "ComfyUI-Imatrix" + } + ], + "https://github.com/laksjdjf/LCMSampler-ComfyUI": [ + [ + "SamplerLCM", + "TAESDLoader" + ], + { + "title_aux": "LCMSampler-ComfyUI" + } + ], + "https://github.com/laksjdjf/LoRTnoC-ComfyUI": [ + [ + "LortnocLoader" + ], + { + "title_aux": "LoRTnoC-ComfyUI" + } + ], + "https://github.com/laksjdjf/cd-tuner_negpip-ComfyUI": [ + [ + "CDTuner", + "Negapip", + "Negpip" + ], + { + "title_aux": "cd-tuner_negpip-ComfyUI" + } + ], + "https://github.com/laksjdjf/cgem156-ComfyUI": [ + [ + "GradualLatentSampler", + "LCMSamplerRCFG", + "LoadAestheticShadow", + "PredictAesthetic", + "TCDSampler", + "TextScheduler" + ], + { + "title_aux": "cgem156-ComfyUI\ud83c\udf4c" + } + ], + "https://github.com/laksjdjf/pfg-ComfyUI": [ + [ + "PFG" + ], + { + "title_aux": "pfg-ComfyUI" + } + ], + "https://github.com/laolaoruqin/ComfyUI-free-drag-crop": [ + [ + "FreeDragCrop" + ], + { + "title_aux": "ComfyUI-free-drag-crop" + } + ], + "https://github.com/larsupb/LoRA-Merger-ComfyUI": [ + [ + "PM Breadcrumbs (Mergekit)", + "PM DARE (Mergekit)", + "PM Dare (Mergekit)", + "PM Della (Mergekit)", + "PM KArcher (Mergekit)", + "PM Linear (Mergekit)", + "PM LoRA Apply", + "PM LoRA Block Sampler", + "PM LoRA Merger (Mergekit)", + "PM LoRA Modifier", + "PM LoRA Parameter Sweep Sampler", + "PM LoRA Power Stacker", + "PM LoRA Resizer", + "PM LoRA Save", + "PM LoRA Select", + "PM LoRA Stack Decompose", + "PM LoRA Stack Sampler", + "PM LoRA Stacker (from Directory)", + "PM NearSwap (Mergekit)", + "PM NuSlerp (Mergekit)", + "PM SCE (Mergekit)", + "PM Slerp (Mergekit)", + "PM TIES (Mergekit)", + "PM Task Arithmetic (Mergekit)", + "PM Ties (Mergekit)" + ], + { + "title_aux": "LoRA Power-Merger ComfyUI" + } + ], + "https://github.com/latenightlabs/ComfyUI-LNL": [ + [ + "LNL_FrameSelectorV3", + "LNL_FrameSelectorV4" + ], + { + "title_aux": "LNL Frame Selector" + } + ], + "https://github.com/latentastronaut/comfyui-latent-astronaut-suite": [ + [ + "BatchLastImage", + "ChatterBoxTTS", + "ChatterBoxTTSLoader", + "ChatterBoxTTSLoaderAuto", + "ChatterBoxTTSSimple", + "ChatterBoxVC", + "ChatterBoxVCLoader", + "ChatterBoxVCLoaderAuto", + "ChatterBoxVCSimple", + "ForLoopEnd", + "ForLoopStart", + "ImageResizeToTotalPixels", + "LLMConfig", + "LLMPromptEnhancer", + "LoraLoaderModelOnlySelector", + "LoraLoaderSelector", + "SizeSelector", + "StringListCombine", + "StringListFromText", + "StringListIndex", + "VideoLengthFromBatch" + ], + { + "title_aux": "comfyui-latent-astronaut-suite" + } + ], + "https://github.com/lazniak/Head-Orientation-Node-for-ComfyUI---by-PabloGFX": [ + [ + "HeadOrientationNode" + ], + { + "title_aux": "Head-Orientation-Node - by PabloGFX" + } + ], + "https://github.com/lazniak/LiquidTime-Interpolation": [ + [ + "LiquidTime" + ], + { + "title_aux": "LiquidTime - by PabloGFX" + } + ], + "https://github.com/lazniak/comfyui-google-photos-loader": [ + [ + "ContentFilter", + "DatePicker", + "Google Photos Album Lister", + "Google Photos Album Loader", + "Google Photos Album Selector", + "Google Photos Cache Manager", + "Google Photos Clear Cache", + "Google Photos Images Loader", + "Google Photos Login/Logout" + ], + { + "title_aux": "Google Photos Loader - by PabloGFX" + } + ], + "https://github.com/lazyq666/gemini-3-simply-comfyui": [ + [ + "Gemini3Camera3DPrompt", + "Gemini3ProImagePreview", + "Gemini3ProPreviewText", + "GeminiSeedInt32" + ], + { + "title_aux": "gemini-3-simply-comfyui" + } + ], + "https://github.com/lc03lc/Comfyui_OmniConsistency": [ + [ + "Comfyui_OmniConsistency" + ], + { + "title_aux": "ComfyUI OmniConsistency Nodes" + } + ], + "https://github.com/lceric/comfyui-gpt-image": [ + [ + "GPTImage1Generate" + ], + { + "title_aux": "comfyui-gpt-image" + } + ], + "https://github.com/leafiy/comfyui_psd_smart_object": [ + [ + "PSDMockupEmbedder", + "PSDSmartObjectInspector" + ], + { + "title_aux": "comfyui_psd_smart_object" + } + ], + "https://github.com/lebrosoft/ComfyUI-VideoChatWrapper": [ + [ + "AudioCombine", + "ConcatAudio", + "ConvertAudioChannels", + "JoinAudio", + "ResampleAudio", + "SplitAudio", + "VCW_LoadVideo", + "VCW_ModelLoader", + "VCW_VideoSummary" + ], + { + "title_aux": "ComfyUI-VideoChatWrapper" + } + ], + "https://github.com/leeguandong/ComfyUI_1Prompt1Story": [ + [ + "GenerateStoryImage", + "PromptStoryModelLoader" + ], + { + "title_aux": "ComfyUI_1Prompt1Story" + } + ], + "https://github.com/leeguandong/ComfyUI_ChatGen": [ + [ + "ChatGenGenerate", + "ChatGenImageProcessor", + "ChatGenModelLoader" + ], + { + "title_aux": "ComfyUI_ChatGen" + } + ], + "https://github.com/leeguandong/ComfyUI_Cogview4": [ + [ + "CogView4ImageGenerator", + "CogView4ModelLoader" + ], + { + "title_aux": "ComfyUI_Cogview4" + } + ], + "https://github.com/leeguandong/ComfyUI_CompareModelWeights": [ + [ + "CheckPointLoader_Compare", + "CompareModelWeightsDiff", + "CompareModelWeightsDiffNormalized", + "PreviewImageCompareModelWeights" + ], + { + "title_aux": "ComfyUI_CompareModelWeights" + } + ], + "https://github.com/leeguandong/ComfyUI_CrossImageAttention": [ + [ + "AppearanceTransferInference", + "AppearanceTransferModelModelLoader", + "CIAConfig", + "LoadImagePath", + "LoadLatents" + ], + { + "title_aux": "ComfyUI nodes to use CrossImageAttention" + } + ], + "https://github.com/leeguandong/ComfyUI_DeepSeekVL2": [ + [ + "deepseek_vl2_inference", + "deepseek_vl2_model_loader" + ], + { + "title_aux": "ComfyUI_DeepSeekVL2" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxAttentionMask": [ + [ + "AMModelLoader", + "AMSample", + "AttentionMask" + ], + { + "title_aux": "ComfyUI nodes to use AttentionMask" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxClipWeight": [ + [ + "CLIPTextEncodeFluxWeight" + ], + { + "title_aux": "ComfyUI nodes to use FluxClipWeight" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxCustomId": [ + [ + "ApplyCustomIDFlux", + "CustomIDModelLoader" + ], + { + "title_aux": "ComfyUI_FluxCustomId" + } + ], + "https://github.com/leeguandong/ComfyUI_FluxLayerDiffuse": [ + [ + "FluxTransparentI2I", + "FluxTransparentModelLoader", + "FluxTransparentT2I" + ], + { + "title_aux": "ComfyUI_FluxLayerDiffuse" + } + ], + "https://github.com/leeguandong/ComfyUI_Gemma3": [ + [ + "ApplyGemma3", + "Gemma3ModelLoader" + ], + { + "title_aux": "ComfyUI_Gemma3" + } + ], + "https://github.com/leeguandong/ComfyUI_InternVL2": [ + [ + "DynamicPreprocess", + "InternVLHFInference", + "InternVLModelLoader" + ], + { + "title_aux": "ComfyUI_InternVL2" + } + ], + "https://github.com/leeguandong/ComfyUI_LLaSM": [ + [ + "LLaSM2Interface", + "LLaSM2ModelLoader", + "LLaSMLoadAudio" + ], + { + "title_aux": "ComfyUI_LLaSM" + } + ], + "https://github.com/leeguandong/ComfyUI_M3Net": [ + [ + "M3Net_Interface", + "M3Net_ModelLoader" + ], + { + "title_aux": "ComfyUI_M3Net" + } + ], + "https://github.com/leeguandong/ComfyUI_MasaCtrl": [ + [ + "DirectSampler", + "MasaCtrlConcatImage", + "MasaCtrlInversion", + "MasaCtrlLoadImage", + "MasaCtrlModelLoader", + "MutualSelfAttentionControlMaskAutoSampler", + "MutualSelfAttentionControlMaskSampler", + "MutualSelfAttentionControlSampler" + ], + { + "title_aux": "ComfyUI nodes to use MasaCtrl" + } + ], + "https://github.com/leeguandong/ComfyUI_QWQ32B": [ + [ + "QwQModelLoader", + "QwQTextGenerator", + "QweQModelLoader" + ], + { + "title_aux": "ComfyUI_QWQ32B" + } + ], + "https://github.com/leeguandong/ComfyUI_Qwen3Omni": [ + [ + "QwenOmniAudioProcessor", + "QwenOmniChat", + "QwenOmniModelLoader", + "QwenOmniVideoProcessor" + ], + { + "title_aux": "ComfyUI_Qwen3Omni" + } + ], + "https://github.com/leeguandong/ComfyUI_Style_Aligned": [ + [ + "SAControlnet_ModelLoader", + "SADepth", + "SAHandler", + "SAInversion", + "SASDXLControlnetKsampler", + "SASDXLKampler", + "SASDXLTransferKsampler", + "SASDXL_ModelLoader", + "SchedulerLoader" + ], + { + "title_aux": "ComfyUI nodes to use Style-Aligned" + } + ], + "https://github.com/leeguandong/ComfyUI_VideoEditing": [ + [ + "LoadVideo2Images", + "VEdit_ControlNet_ModelLoader", + "VEdit_ModelLoader", + "VEdit_Sampler", + "VEdit_image2canny" + ], + { + "title_aux": "ComfyUI nodes to use VideoEditing" + } + ], + "https://github.com/leeguandong/ComfyUI_VisualAttentionMap": [ + [ + "DecodeLatent", + "HFModelLoader", + "ShowCrossAttn", + "ShowImages", + "ShowSelfAttn", + "Text2ImageInference" + ], + { + "title_aux": "ComfyUI_VisualAttentionMap" + } + ], + "https://github.com/leeooo001/comfyui-Hunyuan-PromptEnhancer": [ + [ + "XX_Hunyuan_PromptEnhancer" + ], + { + "title_aux": "comfyui-Hunyuan-PromptEnhancer" + } + ], + "https://github.com/leestuartx/ComfyUI-GG": [ + [ + "AddPaddingToImage", + "ForLoopNode", + "ImageAndTextDescriptionBySeed", + "ImageMetadataExtractor", + "InputNode", + "MetadataExtractBySeed", + "MetadataExtractorBySeed", + "OutputNode", + "ResizeImageProportionally", + "WorkspaceNode" + ], + { + "title_aux": "ComfyUI-GG" + } + ], + "https://github.com/leewinder/comfyui-crop-to-center": [ + [ + "CropToCenter" + ], + { + "title_aux": "Crop To Center" + } + ], + "https://github.com/leewinder/comfyui-mureka-api": [ + [ + "Mureka API Key", + "Mureka Billing", + "Mureka Decode Audio", + "Mureka Instrumental", + "Mureka Mock Generation", + "Mureka Save", + "Mureka Song", + "Mureka Text Prompt" + ], + { + "title_aux": "Mureka API" + } + ], + "https://github.com/lenML/comfyui_qwen_image_edit_adv": [ + [ + "QwenImageEditScale", + "QwenImageEditSimpleScale", + "TextEncodeQwenImageEditAdv", + "TextEncodeQwenImageEditInfAdv", + "TextEncodeQwenImageEditPlusAdv" + ], + { + "title_aux": "comfyui_qwen_image_edit_adv" + } + ], + "https://github.com/lenskikh/ComfyUI-Prompt-Worker": [ + [ + "Clip and Text -> Encode", + "Prompt Body", + "Prompt Clothes", + "Prompt Merger", + "Prompt Worker", + "Prompt \u0421onstructor" + ], + { + "title_aux": "Propmt Worker" + } + ], + "https://github.com/leoleelxh/Comfy-Topaz-Photo": [ + [ + "ComfyTopazPhoto", + "ComfyTopazPhotoTestAndClean" + ], + { + "title_aux": "Comfy-Topaz-Photo" + } + ], + "https://github.com/leoleelxh/ComfyUI-LLMs": [ + [ + "LLMs Chat", + "LLMs Vision Unified", + "LLMs_Vision_Unified" + ], + { + "title_aux": "ComfyUI-LLMs" + } + ], + "https://github.com/leonardomiramondi/flux-context-comfyui": [ + [ + "FluxKontextNode" + ], + { + "title_aux": "Flux Context ComfyUI Node" + } + ], + "https://github.com/lepiai/ComfyUI-Minitools": [ + [ + "LP-CropTransparentEdges", + "LP-ImageToMaskWithAlpha", + "LP-TranslateToEN", + "LP-color2RGB", + "LP-hex2dec", + "NumericSlider" + ], + { + "title_aux": "ComfyUI-Minitools" + } + ], + "https://github.com/lerignoux/ComfyUI-PechaKucha": [ + [ + "DownloadPechaKucha", + "GeneratePowerpoint", + "SplitPrompt" + ], + { + "title_aux": "ComfyUI-PechaKucha" + } + ], + "https://github.com/lerignoux/ComfyUI-Stable3DGen": [ + [ + "Stable3DGenerate3D", + "Stable3DLoadModels", + "Stable3DPreprocessImage" + ], + { + "title_aux": "ComfyUI Stable3DGen" + } + ], + "https://github.com/leylahviolet/ComfyUI-Violet-Tools": [ + [ + "AestheticAlchemist", + "BodyBard", + "CharacterCurator", + "EncodingEnchantress", + "GlamourGoddess", + "NegativityNullifier", + "OracleOverride", + "PosePriestess", + "QualityQueen", + "SaveSiren", + "SceneSeductress" + ], + { + "title_aux": "iolet Tools \ud83d\udc85" + } + ], + "https://github.com/lgldlk/ComfyUI-PC-ding-dong": [ + [ + "pc ding dong", + "pc ding dong text", + "pc time sleep" + ], + { + "title_aux": "ComfyUI-PC-ding-dong" + } + ], + "https://github.com/lgldlk/ComfyUI-PSD-Replace": [ + [ + "psd replace" + ], + { + "title_aux": "ComfyUI-PSD-Replace" + } + ], + "https://github.com/liangt/comfyui-loadimagewithsubfolder": [ + [ + "LoadImageWithSubfolder" + ], + { + "title_aux": "comfyui-loadimagewithsubfolder" + } + ], + "https://github.com/licanhua/ComfyUI-StrokeReveal": [ + [ + "StrokeReveal" + ], + { + "title_aux": "ComfyUI-StrokeReveal" + } + ], + "https://github.com/licyk/ComfyUI-HakuImg": [ + [ + "BlendImage", + "Blur", + "Chromatic", + "Color", + "Curve", + "CustomExif", + "Flip", + "Glow", + "InOutPaint", + "LenDistortion", + "OutlineExpansion", + "PixelOE", + "Pixelize", + "PreResize", + "SaveImageWithCustomExif", + "Sketch", + "TiltShift" + ], + { + "title_aux": "ComfyUI-HakuImg" + } + ], + "https://github.com/licyk/ComfyUI-TCD-Sampler": [ + [ + "TCDScheduler" + ], + { + "title_aux": "ComfyUI-TCD-Sampler" + } + ], + "https://github.com/liewcc/ComfyUI-Qwen-Canvas": [ + [ + "QwenCanvas", + "QwenCanvasPlus" + ], + { + "title_aux": "ComfyUI-Qwen-Canvas" + } + ], + "https://github.com/lihaoyun6/ComfyUI-BlindWatermark": [ + [ + "ApplyBlindWatermark", + "ApplyBlindWatermarkAdvanced", + "DecodeBlindWatermark", + "DecodeBlindWatermarkAdvanced", + "EncryptDecryptImage" + ], + { + "title_aux": "ComfyUI-BlindWatermark" + } + ], + "https://github.com/lihaoyun6/ComfyUI-FlashVSR_Ultra_Fast": [ + [ + "FlashVSRInitPipe", + "FlashVSRNode", + "FlashVSRNodeAdv" + ], + { + "title_aux": "ComfyUI-FlashVSR_Ultra_Fast" + } + ], + "https://github.com/lihaoyun6/ComfyUI-QwenPromptRewriter": [ + [ + "GeneralPromptRewriter", + "QwenPromptRewriter", + "TextEncodeQwenImageEditAdv", + "TextEncodeQwenImageEditPlusAdv" + ], + { + "title_aux": "Comfyui-QwenPromptRewriter" + } + ], + "https://github.com/lihaoyun6/ComfyUI-Segformer_Ultra_Fast": [ + [ + "Grow_Mask_Ultra_Fast", + "Mask_To_Bbox_SAM2", + "SegformerB2ClothesUltraBatch", + "Segformer_B2_Clothes_Fashion_Labels", + "Segformer_B2_Clothes_Labels" + ], + { + "title_aux": "ComfyUI-Segformer_Ultra_Fast" + } + ], + "https://github.com/liming123332/ComfyUI-Ranbooru": [ + [ + "RanbooruPrompt" + ], + { + "title_aux": "ComfyUI-Ranbooru" + } + ], + "https://github.com/lingha0h/comfyui_kj": [ + [ + "cpm_textInput" + ], + { + "title_aux": "comfyui_kj" + } + ], + "https://github.com/linjian-ufo/ComfyUI_GLM4V_voltspark": [ + [ + "Glm4vBatchNode", + "Glm4vNode" + ], + { + "title_aux": "GLM-4V Image Descriptor" + } + ], + "https://github.com/linjian-ufo/comfyui_deepseek_lj257_update": [ + [ + "DeepSeekChatNode" + ], + { + "title_aux": "DeepSeek Chat Node for ComfyUI" + } + ], + "https://github.com/linshier/comfyui-remote-tools": [ + [ + "LoadBase64(js)", + "LoadBase64FromRemote", + "SendBase64ToRemote" + ], + { + "title_aux": "comfyui-remote-tools" + } + ], + "https://github.com/lisaks/comfyui-panelforge": [ + [ + "FrameNode", + "PageNode", + "RowNode" + ], + { + "title_aux": "Pixstri ComfyUI Comics" + } + ], + "https://github.com/liuqianhonga/ComfyUI-Html2Image": [ + [ + "CameraWatermark", + "TemplateToImage", + "WebpageScreenshot" + ], + { + "title_aux": "ComfyUI-Html2Image" + } + ], + "https://github.com/liuqianhonga/ComfyUI-Image-Compressor": [ + [ + "BatchImageCompressor", + "ImageCompressor" + ], + { + "title_aux": "ComfyUI-Image-Compressor" + } + ], + "https://github.com/liuqianhonga/ComfyUI-QHNodes": [ + [ + "BatchImageCompressor", + "CameraWatermark", + "DownloadCheckpoint", + "DownloadControlNet", + "DownloadLora", + "DownloadUNET", + "DownloadVAE", + "DynamicExpression", + "FileSave", + "Gemini", + "ImageCompressor", + "ImageCountFromFolder", + "JsonToCSV", + "JsonUnpack", + "LoadImageFromFolder", + "LoadLoraFromFolder", + "LoadPromptsFromFolder", + "PresetSizeLatent", + "SamplerSettings", + "ShowTranslateString", + "StringConverter", + "StringFormatter", + "StringList", + "StringListFromCSV", + "StringListToCSV", + "StringMatcher", + "StringTranslate", + "TemplateToImage", + "TimeFormatter", + "UnifiedPromptGenerator", + "WebpageScreenshot" + ], + { + "title_aux": "ComfyUI-QHNodes" + } + ], + "https://github.com/liuqianhonga/ComfyUI-String-Helper": [ + [ + "JsonToCSV", + "ShowTranslateString", + "StringConverter", + "StringFormatter", + "StringList", + "StringListFromCSV", + "StringListToCSV", + "StringMatcher", + "StringTranslate", + "TimeFormatter" + ], + { + "title_aux": "ComfyUI-String-Helper" + } + ], + "https://github.com/liushuchun/ComfyUI_Lora_List_With_Url_Loader": [ + [ + "LoraListUrlLoader" + ], + { + "title_aux": "ComfyUI_Lora_List_With_Url_Loader" + } + ], + "https://github.com/liusida/ComfyUI-AutoCropFaces": [ + [ + "AutoCropFaces" + ], + { + "title_aux": "ComfyUI-AutoCropFaces" + } + ], + "https://github.com/liusida/ComfyUI-B-LoRA": [ + [ + "LoadBLoRA" + ], + { + "title_aux": "ComfyUI-B-LoRA" + } + ], + "https://github.com/liusida/ComfyUI-Debug": [ + [ + "DebugModelInspectorNode", + "DebugModelPrintOutNode" + ], + { + "title_aux": "ComfyUI-Debug" + } + ], + "https://github.com/liusida/ComfyUI-SD3-nodes": [ + [ + "SD3EmptyLatent", + "SD3LoadCLIPs", + "SD3LoadCheckpoint" + ], + { + "title_aux": "ComfyUI-SD3-nodes" + } + ], + "https://github.com/livepeer/ComfyUI-Stream-Pack": [ + [ + "AudioTranscriptionNode", + "FaceMeshDrawNode", + "FaceMeshMaskNode", + "FaceMeshNode", + "FeatureBankAttentionProcessor", + "SRTGeneratorNode", + "SuperResolutionModelLoader", + "SuperResolutionUpscale" + ], + { + "title_aux": "ComfyUI-Stream-Pack" + } + ], + "https://github.com/ljleb/comfy-mecha": [ + [ + "Already Loaded Model Mecha Recipe", + "Any Model Mecha Recipe", + "Blocks Mecha Hyper", + "Bool Mecha Hyper", + "Float Mecha Hyper", + "Int Mecha Hyper", + "Lora Mecha Recipe", + "Mecha Converter", + "Mecha Deserializer", + "Mecha Merge Method Cache Unit", + "Mecha Merger", + "Mecha Recipe List", + "Mecha Regex Weights", + "Mecha Serializer", + "Mecha Subtract Recipe List", + "Model Mecha Recipe", + "SD1-LDM Mecha Blocks Parameters", + "SDXL-SGM Mecha Blocks Parameters", + "String Mecha Hyper" + ], + { + "title_aux": "Mecha Merge Node Pack" + } + ], + "https://github.com/lks-ai/ComfyUI-StableAudioSampler": [ + [ + "StableAudioConditioning", + "StableAudioLoadModel", + "StableAudioPrompt", + "StableAudioSampler" + ], + { + "author": "lks-ai", + "description": "A Simple integration of Stable Audio Diffusion with knobs and stuff!", + "nickname": "stableaudio", + "title": "StableAudioSampler", + "title_aux": "ComfyUI Stable Audio Open 1.0 Sampler" + } + ], + "https://github.com/lks-ai/anynode": [ + [ + "AnyNode", + "AnyNodeAnthropic", + "AnyNodeGemini", + "AnyNodeLocal" + ], + { + "author": "newsbubbles", + "description": "This single node uses an LLM to generate a functionality based on your request. You can make the node do anything.", + "nickname": "AnyNode", + "title": "AnyNode v0.1.1", + "title_aux": "ComfyUI AnyNode: Any Node you ask for" + } + ], + "https://github.com/lldacing/ComfyUI_BEN_ll": [ + [ + "BlurFusionForegroundEstimationForBen", + "GetMaskByBen", + "LoadRembgByBenModel", + "RembgByBen", + "RembgByBenAdvanced" + ], + { + "title_aux": "ComfyUI_BEN_ll" + } + ], + "https://github.com/lldacing/ComfyUI_BiRefNet_ll": [ + [ + "AutoDownloadBiRefNetModel", + "BlurFusionForegroundEstimation", + "GetMaskByBiRefNet", + "LoadRembgByBiRefNetModel", + "RembgByBiRefNet", + "RembgByBiRefNetAdvanced" + ], + { + "title_aux": "ComfyUI_BiRefNet_ll" + } + ], + "https://github.com/lldacing/ComfyUI_Patches_ll": [ + [ + "ApplyFirstBlockCachePatch", + "ApplyFirstBlockCachePatchAdvanced", + "ApplyTeaCachePatch", + "ApplyTeaCachePatchAdvanced", + "DitForwardOverrider", + "FluxForwardOverrider", + "VideoForwardOverrider" + ], + { + "title_aux": "ComfyUI_Patches_ll" + } + ], + "https://github.com/lldacing/ComfyUI_PuLID_Flux_ll": [ + [ + "ApplyPulidFlux", + "FixPulidFluxPatch", + "PulidFluxEvaClipLoader", + "PulidFluxFaceDetector", + "PulidFluxFaceNetLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader", + "PulidFluxOptions" + ], + { + "title_aux": "ComfyUI_PuLID_Flux_ll" + } + ], + "https://github.com/lldacing/ComfyUI_StableDelight_ll": [ + [ + "ApplyStableDelight", + "LoadStableDelightModel" + ], + { + "title_aux": "ComfyUI_StableDelight_ll" + } + ], + "https://github.com/lldacing/ComfyUI_StableHair_ll": [ + [ + "ApplyHairRemover", + "ApplyHairTransfer", + "LoadStableHairRemoverModel", + "LoadStableHairTransferModel" + ], + { + "title_aux": "ComfyUI_StableHair_ll" + } + ], + "https://github.com/lldacing/comfyui-easyapi-nodes": [ + [ + "Base64ToImage", + "Base64ToMask", + "BboxToBbox", + "BboxToCropData", + "BboxesToBboxes", + "ColorPicker", + "ConvertToJsonStr", + "ConvertTypeToAny", + "CopyAndRenameFiles", + "CropImageByBbox", + "CropTargetSizeImageByBbox", + "EmptyOutputNode", + "FilterSortDependSubGraphs", + "FilterValueForList", + "ForEachClose", + "ForEachOpen", + "GetImageBatchSize", + "GetValueFromJsonObj", + "IfElseForEmptyObject", + "ImageEqual", + "ImageSizeGetter", + "ImageToBase64", + "ImageToBase64Advanced", + "IndexOfList", + "IndexesOfList", + "InnerIntCompare", + "InnerIntMathOperation", + "InnerLoopClose", + "InsightFaceBBOXDetect", + "IntToList", + "IntToNumber", + "IsNoneOrEmpty", + "IsNoneOrEmptyOptional", + "JoinList", + "ListMerge", + "ListUnWrapper", + "ListWrapper", + "LoadImageFromLocalPath", + "LoadImageFromURL", + "LoadImageToBase64", + "LoadJsonStrToList", + "LoadLocalFilePath", + "LoadMaskFromLocalPath", + "LoadMaskFromURL", + "MaskByBboxes", + "MaskImageToBase64", + "MaskToBase64Image", + "MaskToRle", + "NodeListMerge", + "NodeListToList", + "NodeListToListMerge", + "NoneNode", + "ReadTextFromLocalFile", + "RleToMask", + "SDBaseVerNumber", + "SamAutoMaskSEGS", + "SamAutoMaskSEGSAdvanced", + "SaveImagesWithoutOutput", + "SaveSingleImageWithoutOutput", + "SaveTextToFileByImagePath", + "SaveTextToLocalFile", + "SelectBbox", + "SelectBboxes", + "ShowBoolean", + "ShowFloat", + "ShowInt", + "ShowNumber", + "ShowString", + "SliceList", + "SortDependSubGraphs", + "SplitStringToList", + "StringArea", + "StringToList", + "TryFreeMemory" + ], + { + "title_aux": "comfyui-easyapi-nodes" + } + ], + "https://github.com/llikethat/ComfyUI-faceExtractor": [ + [ + "FaceExtractor", + "FaceMatcher", + "FaceReferenceEmbedding" + ], + { + "title_aux": "faceExtractor for ComfyUI" + } + ], + "https://github.com/llikethat/ComfyUI-iseebetter": [ + [ + "BasicVSRModelLoader", + "BasicVSRUpscale", + "GolfBallArtifactRemover", + "ISeeBetterCleanUpscale", + "ISeeBetterDebugTest", + "ISeeBetterFrameBuffer", + "ISeeBetterModelLoader", + "ISeeBetterSimpleUpscale", + "ISeeBetterUpscale", + "ImageSharpener", + "PerceptualQualityScore", + "SRGANDiscriminatorLoader", + "WaterDetailEnhance", + "WaterEnhancerModelLoader", + "WaterPostProcess" + ], + { + "title_aux": "iSeeBetter Node for ComfyUI" + } + ], + "https://github.com/lo-th/Comfyui_three_js": [ + [ + "ThreeView" + ], + { + "title_aux": "Comfyui_three_js" + } + ], + "https://github.com/logicalor/comfyui_friendly_pipe": [ + [ + "FriendlyPipeEdit", + "FriendlyPipeIn", + "FriendlyPipeOut" + ], + { + "title_aux": "comfyui_friendly_pipe" + } + ], + "https://github.com/logicalor/comfyui_multi_replace": [ + [ + "FindReplacePairs", + "TextReplacer" + ], + { + "title_aux": "comfyui_multi_replace" + } + ], + "https://github.com/logicalor/comfyui_path_sanitizer": [ + [ + "PathSanitizer" + ], + { + "title_aux": "comfyui_path_sanitizer" + } + ], + "https://github.com/logicalor/comfyui_text_to_pose": [ + [ + "ApplyT2IPoseAdapter", + "T2IPoseAdapterLoader", + "T2PModelLoader", + "TextToPose", + "TextToPoseBatch" + ], + { + "title_aux": "comfyui_text_to_pose" + } + ], + "https://github.com/logtd/ComfyUI-4DHumans": [ + [ + "LoadDetectron", + "LoadHMR", + "ProcessHumans" + ], + { + "title_aux": "ComfyUI-4DHumans" + } + ], + "https://github.com/logtd/ComfyUI-APGScaling": [ + [ + "APGFunction" + ], + { + "title_aux": "ComfyUI-APGScaling" + } + ], + "https://github.com/logtd/ComfyUI-DiLightNet": [ + [ + "LoadDiLightControlNet", + "PrepareDiLightCond" + ], + { + "title_aux": "ComfyUI-DiLightNet" + } + ], + "https://github.com/logtd/ComfyUI-FLATTEN": [ + [ + "ApplyFlattenAttentionNode", + "CreateFlowNoiseNode", + "FlattenCheckpointLoaderNode", + "KSamplerFlattenNode", + "TrajectoryNode", + "UnsamplerFlattenNode" + ], + { + "title_aux": "ComfyUI-FLATTEN" + } + ], + "https://github.com/logtd/ComfyUI-Fluxtapoz": [ + [ + "ApplyRegionalConds", + "ConfigureModifiedFlux", + "CreateRegionalCond", + "FlowEditForwardSampler", + "FlowEditGuider", + "FlowEditReverseSampler", + "FlowEditSampler", + "FluxAttnOverride", + "FluxDeGuidance", + "FluxForwardODESampler", + "FluxInverseSampler", + "FluxNoiseMixer", + "FluxReverseODESampler", + "InFluxFlipSigmas", + "InFluxModelSamplingPred", + "OutFluxModelSamplingPred", + "PAGAttention", + "PrepareAttnBank", + "RFDoubleBlocksOverride", + "RFSingleBlocksOverride", + "RegionalStyleModelApply", + "SEGAttention" + ], + { + "title_aux": "ComfyUI-Fluxtapoz" + } + ], + "https://github.com/logtd/ComfyUI-InstanceDiffusion": [ + [ + "ApplyScaleUModelNode", + "DownloadInstanceDiffusionModels", + "InstanceDiffusionTrackingPrompt", + "LoadInstanceFusersNode", + "LoadInstancePositionNetModel", + "LoadInstanceScaleUModel", + "LoadInstanceScaleUNode" + ], + { + "title_aux": "InstanceDiffusion Nodes" + } + ], + "https://github.com/logtd/ComfyUI-InversedNoise": [ + [ + "CombineNoiseLatentNode", + "MixNoiseNode", + "SamplerInversedEulerNode" + ], + { + "title_aux": "ComfyUI-InversedNoise" + } + ], + "https://github.com/logtd/ComfyUI-MochiEdit": [ + [ + "MochiPrepareSigmas", + "MochiResampler", + "MochiUnsampler", + "MochiWrapperSamplerCustom" + ], + { + "title_aux": "ComfyUI-MochiEdit" + } + ], + "https://github.com/logtd/ComfyUI-MotionThiefExperiment": [ + [ + "ApplyRefMotionNode", + "MotionRefSettingsCustomNode", + "MotionRefSettingsDefaultNode" + ], + { + "title_aux": "ComfyUI-MotionThiefExperiment" + } + ], + "https://github.com/logtd/ComfyUI-RAVE_ATTN": [ + [ + "ApplyRaveAttentionNode", + "AttentionOverrideSD15Node", + "AttentionOverrideSDXLNode" + ], + { + "title_aux": "ComfyUI-RAVE Attention" + } + ], + "https://github.com/logtd/ComfyUI-ReNoise": [ + [ + "ReNoiseModelSamplingPred", + "ReNoiseSampler" + ], + { + "title_aux": "ComfyUI-ReNoise" + } + ], + "https://github.com/logtd/ComfyUI-RefSampling": [ + [ + "ApplyRefContentNode", + "ApplyRefStyleNode", + "ApplyRefUNetNode" + ], + { + "title_aux": "ComfyUI-RefSampling" + } + ], + "https://github.com/logtd/ComfyUI-RefUNet": [ + [ + "ConfigRefMapAdv", + "ConfigureRefNet", + "CreateRefBank", + "CustomRefMapSD1", + "PrepareRefLatents", + "ReadSampler", + "RefModelSamplingPred", + "VisionClipEncode", + "WriteSampler" + ], + { + "title_aux": "ComfyUI-RefUNet" + } + ], + "https://github.com/logtd/ComfyUI-SEGAttention": [ + [ + "SEGAttention" + ], + { + "title_aux": "ComfyUI-SEGAttention" + } + ], + "https://github.com/logtd/ComfyUI-SSREncoder": [ + [ + "ApplySSR", + "EncodeSSRQuery", + "LoadSSRAligner", + "LoadSSRAttention" + ], + { + "title_aux": "ComfyUI-SSREncoder" + } + ], + "https://github.com/logtd/ComfyUI-SeeCoder": [ + [ + "LoadSeeCoder", + "LoadSeeCoderUncond", + "SeecoderEncode" + ], + { + "title_aux": "ComfyUI-SeeCoder" + } + ], + "https://github.com/logtd/ComfyUI-TrackingNodes": [ + [ + "OpenPoseTrackerNode", + "YOLOTrackerNode" + ], + { + "title_aux": "Tracking Nodes for Videos" + } + ], + "https://github.com/logtd/ComfyUI-ViewCrafter": [ + [ + "ApplyViewCrafter", + "LoadViewCrafter" + ], + { + "title_aux": "ComfyUI-ViewCrafter" + } + ], + "https://github.com/lokinou/comfyui-better-flow": [ + [ + "AnyToHash", + "AnyToHashMulti", + "CacheAny", + "OffloadModelv2", + "RecallModelv2", + "RerouteTriggerable", + "Wait", + "WaitMulti" + ], + { + "title_aux": "ComfyUI-Better-Flow" + } + ], + "https://github.com/lokinou/comfyui-offload-models": [ + [ + "OffloadModel", + "RecallModel" + ], + { + "title_aux": "ComfyUI-Offload-Models" + } + ], + "https://github.com/lonelyowl13/artist_randomizer": [ + [ + "AddRandomArtists", + "LoadArtists", + "TextInput" + ], + { + "title_aux": "Artist tag randomizer for comfyui" + } + ], + "https://github.com/longgui0318/comfyui-common-util": [ + [ + "Added Layer Info To Array", + "Enhanced Random Light Source", + "Float Relay", + "Hex to Color", + "Image Add Alpha", + "Image Relay", + "Image Remove Alpha", + "Image Resize With Padding", + "Init Layer Info Array", + "Int Relay", + "Layer Image Seleted", + "Layer Images IPAdapter Advanced", + "Layer Info Array Fuse", + "Mask Relay", + "String Relay" + ], + { + "title_aux": "comfyui-common-util" + } + ], + "https://github.com/longgui0318/comfyui-llm-assistant": [ + [ + "Chat With LLM", + "Generate Stable Diffsution Prompt With LLM", + "Translate Text With LLM" + ], + { + "title_aux": "comfyui-llm-assistant" + } + ], + "https://github.com/longgui0318/comfyui-magic-clothing": [ + [ + "Add Magic Clothing Attention", + "Change Pipeline Dtype And Device", + "Change Pixel Value Normalization", + "Diffusers Model Makeup &MC", + "Diffusers Scheduler Loader &MC", + "Load Magic Clothing Adapter", + "Load Magic Clothing Model", + "Load Magic Clothing Pipeline", + "Load Magic Clothing Pipeline With Path", + "RUN Magic Clothing Adapter", + "RUN Magic Clothing Diffusers Model" + ], + { + "title_aux": "comfyui-magic-clothing" + } + ], + "https://github.com/longgui0318/comfyui-mask-util": [ + [ + "Image Adaptive Crop M&R", + "Image Adaptive Crop With Mask", + "Image Change DType", + "Image Change Device", + "Image Resolution Adaptive With X", + "Image Resolution Limit With 8K", + "Load Image With Name", + "Mask Change DType", + "Mask Change Device", + "Mask Selection Of Masks", + "Model Change Device", + "Model Change Device Repeaters", + "Output Image To Input", + "Split Masks" + ], + { + "title_aux": "comfyui-mask-util" + } + ], + "https://github.com/loockluo/comfyui-whisperx-pro": [ + [ + "WhisperX SRT Generator" + ], + { + "title_aux": "ComfyUI WhisperX Pro" + } + ], + "https://github.com/lord-lethris/ComfyUI-RPG-Characters": [ + [ + "ModelLikenessSwitch", + "PromptConcatenatorNode", + "PromptConditioningConverter", + "PromptSelectorNode", + "RPGArtStyleSelector", + "RPGCharacterSelector", + "prompt_selector_node" + ], + { + "title_aux": "ComfyUI-RPG-Characters" + } + ], + "https://github.com/lordgasmic/comfyui_save_image_with_options": [ + [ + "SaveImageWithOptions" + ], + { + "title_aux": "comfyui_save_image_with_options" + } + ], + "https://github.com/lordgasmic/comfyui_wildcards": [ + [ + "CLIPTextEncodeWithWildcards" + ], + { + "title_aux": "comfyui_wildcards" + } + ], + "https://github.com/lovelybbq/comfyui-custom-node-color": [ + [ + "ConvertHEXToRGB", + "HexColorInput" + ], + { + "title_aux": "ComfyUI Custom Node Color" + } + ], + "https://github.com/lovisdotio/ComfyUI-Replace-First-Frame-Last-Frame": [ + [ + "ReplaceFirstLastFrames" + ], + { + "title_aux": "ComfyUI-Replace-First-Frame-Last-Frame" + } + ], + "https://github.com/loz2754/AUN-ComfyUI-Nodes": [ + [ + "AUNAddToPrompt", + "AUNAny", + "AUNBookmark", + "AUNBoolean", + "AUNCFG", + "AUNCheckpointLoaderWithClipSkip", + "AUNEmptyLatent", + "AUNExtractModelName", + "AUNExtractPowerLoras", + "AUNExtractWidgetValue", + "AUNGetActiveNodeTitle", + "AUNGetConnectedNodeTitles", + "AUNGraphScraper", + "AUNImageLoadResize", + "AUNImageResize", + "AUNImageSingleBatch3", + "AUNImg2Img", + "AUNImgLoader", + "AUNInputs", + "AUNInputsHybrid", + "AUNKSamplerPlusv3", + "AUNModelNamePass", + "AUNModelShorten", + "AUNMultiBypassIndex", + "AUNMultiGroupUniversal", + "AUNMultiMuteIndex", + "AUNMultiNegPrompt", + "AUNMultiUniversal", + "AUNNameCrop", + "AUNNodeStateController", + "AUNPathFilename", + "AUNPathFilenameVideo", + "AUNPathFilenameVideoResolved", + "AUNRandomAnySwitch", + "AUNRandomIndexSwitch", + "AUNRandomNumber", + "AUNRandomTextIndexSwitch", + "AUNSaveImage", + "AUNSaveVideo", + "AUNSetBypassByTitle", + "AUNSetBypassStateGroup", + "AUNSetCollapseAndBypassStateAdvanced", + "AUNSetMuteByTitle", + "AUNSetMuteStateGroup", + "AUNShowTextWithTitle", + "AUNSingleLabelSwitch", + "AUNStrip", + "AUNSwitchFloat", + "AUNTextIndexSwitch", + "AUNTextIndexSwitch3", + "AUNTitleImagePreview", + "AnyType(str)", + "AudioInputOptions", + "JNodes_AnyToString", + "JNodes_ConditioningInOut", + "JNodes_FloatLiteral", + "JNodes_GetCleanFilename", + "JNodes_GetComfyDirectory", + "JNodes_GetLeafDirectory", + "JNodes_GetOutputDirectory", + "JNodes_GetTempDirectory", + "JNodes_IntLiteral", + "JNodes_ModelInOut", + "JNodes_StringLiteral", + "JNodes_SubdirectorySelector", + "JoinVideosInDirectory", + "KSamplerInputs", + "MainFolderManualName", + "TextSwitch2InputWithTextOutput" + ], + { + "title_aux": "AUN ComfyUI Nodes" + } + ], + "https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch": [ + [ + "InpaintCropImproved", + "InpaintStitchImproved" + ], + { + "title_aux": "ComfyUI-Inpaint-CropAndStitch" + } + ], + "https://github.com/lquesada/ComfyUI-Interactive": [ + [ + "InteractiveFloat", + "InteractiveInteger", + "InteractiveReset", + "InteractiveSave", + "InteractiveSeed", + "InteractiveSelector", + "InteractiveSelectorWithParameters", + "InteractiveString", + "InteractiveStringAppend", + "InteractiveStringMultiline", + "InteractiveSwitch", + "InteractiveSwitchWithParameters" + ], + { + "title_aux": "ComfyUI-Interactive" + } + ], + "https://github.com/lquesada/ComfyUI-Prompt-Combinator": [ + [ + "PromptCombinator", + "PromptCombinatorExportGallery", + "PromptCombinatorMerger", + "PromptCombinatorRandomPrompt" + ], + { + "title_aux": "ComfyUI-Prompt-Combinator" + } + ], + "https://github.com/lrzjason/ComfyUI-Watermark-Detection": [ + [ + "WatermarkDetector", + "WatermarkDetectorLoader" + ], + { + "title_aux": "ComfyUI Watermark Detection Node" + } + ], + "https://github.com/lrzjason/Comfyui-In-Context-Lora-Utils": [ + [ + "AddMaskForICLora", + "AutoPatch", + "ConcatContextWindow", + "CreateContextWindow" + ], + { + "title_aux": "Comfyui-In-Context-Lora-Utils" + } + ], + "https://github.com/lrzjason/Comfyui-Kolors-Utils": [ + [ + "SaveKolors", + "SaveWeightAsKolorsUnet" + ], + { + "title_aux": "Comfyui Kolors Utils" + } + ], + "https://github.com/lrzjason/Comfyui-LatentUtils": [ + [ + "HFEPostProcessor (lrzjason)", + "LatentFrequencyEnhancer_lrzjason" + ], + { + "title_aux": "Comfyui-LatentUtils" + } + ], + "https://github.com/lrzjason/Comfyui-LoraUtils": [ + [ + "ConvertLoraKeys", + "CreateLoraMappingJson", + "LoadLoraOnly", + "LoraAdd", + "LoraLayersOperation", + "LoraSimpleAdd", + "LoraStatViewer", + "MergeLoraToModel", + "SaveLora" + ], + { + "title_aux": "Comfyui-LoraUtils" + } + ], + "https://github.com/lrzjason/Comfyui-QwenEditUtils": [ + [ + "CropWithPadInfo", + "LoadImageReturnFilename", + "QwenEditAdaptiveLongestEdge", + "QwenEditAny2Image", + "QwenEditAny2Latent", + "QwenEditConfigJsonParser", + "QwenEditConfigPreparer", + "QwenEditListExtractor", + "QwenEditOutputExtractor", + "TextEncodeQwenImageEditPlusAdvance_lrzjason", + "TextEncodeQwenImageEditPlusCustom_lrzjason", + "TextEncodeQwenImageEditPlusPro_lrzjason", + "TextEncodeQwenImageEditPlus_lrzjason", + "TextEncodeQwenImageEdit_lrzjason" + ], + { + "title_aux": "Comfyui-QwenEditUtils" + } + ], + "https://github.com/lrzjason/Comfyui-ThinkRemover": [ + [ + "ThinkRemover" + ], + { + "title_aux": "Comfyui-ThinkRemover" + } + ], + "https://github.com/ltdrdata/ComfyUI-Impact-Pack": [ + [ + "AddMask", + "AnyPipeToBasic", + "BasicPipeToDetailerPipe", + "BasicPipeToDetailerPipeSDXL", + "BboxDetectorCombined_v2", + "BboxDetectorSEGS", + "BitwiseAndMask", + "BitwiseAndMaskForEach", + "BlackPatchRetryHookProvider", + "CLIPSegDetectorProvider", + "CfgScheduleHookProvider", + "CombineRegionalPrompts", + "CoreMLDetailerHookProvider", + "CustomSamplerDetailerHookProvider", + "DenoiseScheduleHookProvider", + "DenoiseSchedulerDetailerHookProvider", + "DetailerForEach", + "DetailerForEachAutoRetry", + "DetailerForEachDebug", + "DetailerForEachDebugPipe", + "DetailerForEachPipe", + "DetailerForEachPipeForAnimateDiff", + "DetailerHookCombine", + "DetailerPipeToBasicPipe", + "EditBasicPipe", + "EditDetailerPipe", + "EditDetailerPipeSDXL", + "EmptySegs", + "FaceDetailer", + "FaceDetailerPipe", + "FromBasicPipe", + "FromBasicPipe_v2", + "FromDetailerPipe", + "FromDetailerPipeSDXL", + "FromDetailerPipe_v2", + "GITSSchedulerFuncProvider", + "ImageListToImageBatch", + "ImageMaskSwitch", + "ImageReceiver", + "ImageSender", + "ImpactAssembleSEGS", + "ImpactBoolean", + "ImpactCombineConditionings", + "ImpactCompare", + "ImpactConcatConditionings", + "ImpactConditionalBranch", + "ImpactConditionalBranchSelMode", + "ImpactConditionalStopIteration", + "ImpactControlBridge", + "ImpactControlNetApplyAdvancedSEGS", + "ImpactControlNetApplySEGS", + "ImpactControlNetClearSEGS", + "ImpactConvertDataType", + "ImpactCount_Elts_in_SEGS", + "ImpactDecomposeSEGS", + "ImpactDilateMask", + "ImpactDilateMaskInSEGS", + "ImpactDilate_Mask_SEG_ELT", + "ImpactDummyInput", + "ImpactEdit_SEG_ELT", + "ImpactExecutionOrderController", + "ImpactFlattenMask", + "ImpactFloat", + "ImpactFrom_SEG_ELT", + "ImpactFrom_SEG_ELT_bbox", + "ImpactFrom_SEG_ELT_crop_region", + "ImpactGaussianBlurMask", + "ImpactGaussianBlurMaskInSEGS", + "ImpactHFTransformersClassifierProvider", + "ImpactIPAdapterApplySEGS", + "ImpactIfNone", + "ImpactImageBatchToImageList", + "ImpactImageInfo", + "ImpactInt", + "ImpactInversedSwitch", + "ImpactIsNotEmptySEGS", + "ImpactKSamplerAdvancedBasicPipe", + "ImpactKSamplerBasicPipe", + "ImpactLatentInfo", + "ImpactListBridge", + "ImpactLogger", + "ImpactLogicalOperators", + "ImpactMakeAnyList", + "ImpactMakeImageBatch", + "ImpactMakeImageList", + "ImpactMakeMaskBatch", + "ImpactMakeMaskList", + "ImpactMakeTileSEGS", + "ImpactMinMax", + "ImpactNeg", + "ImpactNegativeConditioningPlaceholder", + "ImpactNodeSetMuteState", + "ImpactQueueTrigger", + "ImpactQueueTriggerCountdown", + "ImpactRemoteBoolean", + "ImpactRemoteInt", + "ImpactSAM2VideoDetectorSEGS", + "ImpactSEGSClassify", + "ImpactSEGSConcat", + "ImpactSEGSIntersectionFilter", + "ImpactSEGSLabelAssign", + "ImpactSEGSLabelFilter", + "ImpactSEGSMerge", + "ImpactSEGSNMSFilter", + "ImpactSEGSOrderedFilter", + "ImpactSEGSPicker", + "ImpactSEGSRangeFilter", + "ImpactSEGSToMaskBatch", + "ImpactSEGSToMaskList", + "ImpactScaleBy_BBOX_SEG_ELT", + "ImpactSchedulerAdapter", + "ImpactSegsAndMask", + "ImpactSegsAndMaskForEach", + "ImpactSelectNthItemOfAnyList", + "ImpactSetWidgetValue", + "ImpactSimpleDetectorSEGS", + "ImpactSimpleDetectorSEGSPipe", + "ImpactSimpleDetectorSEGS_for_AD", + "ImpactSleep", + "ImpactStringSelector", + "ImpactSwitch", + "ImpactValueReceiver", + "ImpactValueSender", + "ImpactWildcardEncode", + "ImpactWildcardProcessor", + "IterativeImageUpscale", + "IterativeLatentUpscale", + "KSamplerAdvancedProvider", + "KSamplerProvider", + "LamaRemoverDetailerHookProvider", + "LatentPixelScale", + "LatentReceiver", + "LatentSender", + "LatentSwitch", + "MaskDetailerPipe", + "MaskListToMaskBatch", + "MaskRectArea", + "MaskRectAreaAdvanced", + "MaskToSEGS", + "MaskToSEGS_for_AnimateDiff", + "MasksToMaskList", + "MediaPipeFaceMeshToSEGS", + "NoiseInjectionDetailerHookProvider", + "NoiseInjectionHookProvider", + "ONNXDetectorProvider", + "ONNXDetectorSEGS", + "PixelKSampleHookCombine", + "PixelKSampleUpscalerProvider", + "PixelKSampleUpscalerProviderPipe", + "PixelTiledKSampleUpscalerProvider", + "PixelTiledKSampleUpscalerProviderPipe", + "PreviewBridge", + "PreviewBridgeLatent", + "PreviewDetailerHookProvider", + "ReencodeLatent", + "ReencodeLatentPipe", + "RegionalPrompt", + "RegionalSampler", + "RegionalSamplerAdvanced", + "RemoveImageFromSEGS", + "RemoveNoiseMask", + "SAMDetectorCombined", + "SAMDetectorSegmented", + "SAMLoader", + "SEGSDetailer", + "SEGSDetailerForAnimateDiff", + "SEGSLabelFilterDetailerHookProvider", + "SEGSOrderedFilterDetailerHookProvider", + "SEGSPaste", + "SEGSPreview", + "SEGSPreviewCNet", + "SEGSRangeFilterDetailerHookProvider", + "SEGSSwitch", + "SEGSToImageList", + "SEGSUpscaler", + "SEGSUpscalerPipe", + "SegmDetectorCombined_v2", + "SegmDetectorSEGS", + "Segs Mask", + "Segs Mask ForEach", + "SegsToCombinedMask", + "SetDefaultImageForSEGS", + "StepsScheduleHookProvider", + "StringListToString", + "SubtractMask", + "SubtractMaskForEach", + "TiledKSamplerProvider", + "ToBasicPipe", + "ToBinaryMask", + "ToDetailerPipe", + "ToDetailerPipeSDXL", + "TwoAdvancedSamplersForMask", + "TwoSamplersForMask", + "TwoSamplersForMaskUpscalerProvider", + "TwoSamplersForMaskUpscalerProviderPipe", + "UnsamplerDetailerHookProvider", + "UnsamplerHookProvider", + "VariationNoiseDetailerHookProvider", + "WildcardPromptFromString" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler.", + "nickname": "Impact Pack", + "preemptions": [ + "SAMLoader" + ], + "title": "Impact Pack", + "title_aux": "ComfyUI Impact Pack" + } + ], + "https://github.com/ltdrdata/ComfyUI-Impact-Subpack": [ + [ + "UltralyticsDetectorProvider" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension provides UltralyticsDetectorProvider node", + "nickname": "Impact Subpack", + "title": "Impact Subpack", + "title_aux": "ComfyUI Impact Subpack" + } + ], + "https://github.com/ltdrdata/ComfyUI-Inspire-Pack": [ + [ + "AnimeLineArt_Preprocessor_Provider_for_SEGS //Inspire", + "ApplyLBW //Inspire", + "ApplyRegionalIPAdapters //Inspire", + "BindImageListPromptList //Inspire", + "CLIPTextEncodeWithWeight //Inspire", + "CacheBackendData //Inspire", + "CacheBackendDataList //Inspire", + "CacheBackendDataNumberKey //Inspire", + "CacheBackendDataNumberKeyList //Inspire", + "Canny_Preprocessor_Provider_for_SEGS //Inspire", + "ChangeImageBatchSize //Inspire", + "ChangeLatentBatchSize //Inspire", + "CheckpointLoaderSimpleShared //Inspire", + "ColorMapToMasks //Inspire", + "ColorMaskToDepthMask //Inspire", + "Color_Preprocessor_Provider_for_SEGS //Inspire", + "CompositeNoise //Inspire", + "ConcatConditioningsWithMultiplier //Inspire", + "ConditioningStretch //Inspire", + "ConditioningUpscale //Inspire", + "DWPreprocessor_Provider_for_SEGS //Inspire", + "DropItems //Inspire", + "FakeScribblePreprocessor_Provider_for_SEGS //Inspire", + "FloatRange //Inspire", + "ForeachListBegin //Inspire", + "ForeachListEnd //Inspire", + "FromIPAdapterPipe //Inspire", + "GlobalSampler //Inspire", + "GlobalSeed //Inspire", + "HEDPreprocessor_Provider_for_SEGS //Inspire", + "HyperTile //Inspire", + "IPAdapterModelHelper //Inspire", + "ImageBatchSplitter //Inspire", + "InpaintPreprocessor_Provider_for_SEGS //Inspire", + "IsCached //Inspire", + "KSampler //Inspire", + "KSamplerAdvanced //Inspire", + "KSamplerAdvancedPipe //Inspire", + "KSamplerAdvancedProgress //Inspire", + "KSamplerPipe //Inspire", + "KSamplerProgress //Inspire", + "LatentBatchSplitter //Inspire", + "LeRes_DepthMap_Preprocessor_Provider_for_SEGS //Inspire", + "LineArt_Preprocessor_Provider_for_SEGS //Inspire", + "ListCounter //Inspire", + "LoadDiffusionModelShared //Inspire", + "LoadImage //Inspire", + "LoadImageListFromDir //Inspire", + "LoadImagesFromDir //Inspire", + "LoadLBW //Inspire", + "LoadPromptsFromDir //Inspire", + "LoadPromptsFromFile //Inspire", + "LoadSinglePromptFromFile //Inspire", + "LoadTextEncoderShared //Inspire", + "LoraBlockInfo //Inspire", + "LoraLoaderBlockWeight //Inspire", + "MakeBasicPipe //Inspire", + "MakeLBW //Inspire", + "Manga2Anime_LineArt_Preprocessor_Provider_for_SEGS //Inspire", + "MediaPipeFaceMeshDetectorProvider //Inspire", + "MediaPipe_FaceMesh_Preprocessor_Provider_for_SEGS //Inspire", + "MeshGraphormerDepthMapPreprocessorProvider_for_SEGS //Inspire", + "MiDaS_DepthMap_Preprocessor_Provider_for_SEGS //Inspire", + "OpenPose_Preprocessor_Provider_for_SEGS //Inspire", + "PromptBuilder //Inspire", + "PromptExtractor //Inspire", + "RGB_HexToHSV //Inspire", + "RandomGeneratorForList //Inspire", + "RandomNoise //Inspire", + "RegionalCFG //Inspire", + "RegionalConditioningColorMask //Inspire", + "RegionalConditioningSimple //Inspire", + "RegionalIPAdapterColorMask //Inspire", + "RegionalIPAdapterEncodedColorMask //Inspire", + "RegionalIPAdapterEncodedMask //Inspire", + "RegionalIPAdapterMask //Inspire", + "RegionalPromptColorMask //Inspire", + "RegionalPromptSimple //Inspire", + "RegionalSeedExplorerColorMask //Inspire", + "RegionalSeedExplorerMask //Inspire", + "RemoveBackendData //Inspire", + "RemoveBackendDataNumberKey //Inspire", + "RemoveControlNet //Inspire", + "RemoveControlNetFromRegionalPrompts //Inspire", + "RetrieveBackendData //Inspire", + "RetrieveBackendDataNumberKey //Inspire", + "SaveLBW //Inspire", + "ScheduledCFGGuider //Inspire", + "ScheduledPerpNegCFGGuider //Inspire", + "SeedExplorer //Inspire", + "SeedLogger //Inspire", + "SelectNthMask //Inspire", + "ShowCachedInfo //Inspire", + "StableCascade_CheckpointLoader //Inspire", + "TilePreprocessor_Provider_for_SEGS //Inspire", + "ToIPAdapterPipe //Inspire", + "UnzipPrompt //Inspire", + "WildcardEncode //Inspire", + "WorklistToItemList //Inspire", + "XY Input: Lora Block Weight //Inspire", + "ZipPrompt //Inspire" + ], + { + "author": "Dr.Lt.Data", + "description": "This extension provides various nodes to support Lora Block Weight, Regional Nodes, Backend Cache, Prompt Utils, List Utils and the Impact Pack.", + "nickname": "Inspire Pack", + "nodename_pattern": "Inspire$", + "title": "Inspire Pack", + "title_aux": "ComfyUI Inspire Pack" + } + ], + "https://github.com/ltdrdata/comfyui-connection-helper": [ + [], + { + "author": "Dr.Lt.Data", + "description": "Helper", + "nickname": "Connection Helper", + "nodename_pattern": "Inspire$", + "title": "ComfyUI Connection Helper", + "title_aux": "ComfyUI Connection Helper" + } + ], + "https://github.com/ltdrdata/was-node-suite-comfyui": [ + [ + "BLIP Analyze Image", + "BLIP Model Loader", + "Blend Latents", + "Boolean To Text", + "Bounded Image Blend", + "Bounded Image Blend with Mask", + "Bounded Image Crop", + "Bounded Image Crop with Mask", + "Bus Node", + "CLIP Input Switch", + "CLIP Vision Input Switch", + "CLIPSEG2", + "CLIPSeg Batch Masking", + "CLIPSeg Masking", + "CLIPSeg Model Loader", + "CLIPTextEncode (BlenderNeko Advanced + NSP)", + "CLIPTextEncode (NSP)", + "Cache Node", + "Checkpoint Loader", + "Checkpoint Loader (Simple)", + "Conditioning Input Switch", + "Constant Number", + "Control Net Model Input Switch", + "Convert Masks to Images", + "Create Grid Image", + "Create Grid Image from Batch", + "Create Morph Image", + "Create Morph Image from Path", + "Create Video from Path", + "Debug Number to Console", + "Dictionary to Console", + "Diffusers Hub Model Down-Loader", + "Diffusers Model Loader", + "Export API", + "HSL to Hex", + "Hex to HSL", + "Image Analyze", + "Image Aspect Ratio", + "Image Batch", + "Image Blank", + "Image Blend", + "Image Blend by Mask", + "Image Blending Mode", + "Image Bloom Filter", + "Image Bounds", + "Image Bounds to Console", + "Image Canny Filter", + "Image Chromatic Aberration", + "Image Color Palette", + "Image Crop Face", + "Image Crop Location", + "Image Crop Square Location", + "Image Displacement Warp", + "Image Dragan Photography Filter", + "Image Edge Detection Filter", + "Image Film Grain", + "Image Filter Adjustments", + "Image Flip", + "Image Generate Gradient", + "Image Gradient Map", + "Image High Pass Filter", + "Image History Loader", + "Image Input Switch", + "Image Levels Adjustment", + "Image Load", + "Image Lucy Sharpen", + "Image Median Filter", + "Image Mix RGB Channels", + "Image Monitor Effects Filter", + "Image Nova Filter", + "Image Padding", + "Image Paste Crop", + "Image Paste Crop by Location", + "Image Paste Face", + "Image Perlin Noise", + "Image Perlin Power Fractal", + "Image Pixelate", + "Image Power Noise", + "Image Rembg (Remove Background)", + "Image Remove Background (Alpha)", + "Image Remove Color", + "Image Resize", + "Image Rotate", + "Image Rotate Hue", + "Image SSAO (Ambient Occlusion)", + "Image SSDO (Direct Occlusion)", + "Image Save", + "Image Seamless Texture", + "Image Select Channel", + "Image Select Color", + "Image Send HTTP", + "Image Shadows and Highlights", + "Image Size to Number", + "Image Stitch", + "Image Style Filter", + "Image Threshold", + "Image Tiled", + "Image Transpose", + "Image Voronoi Noise Filter", + "Image fDOF Filter", + "Image to Latent Mask", + "Image to Noise", + "Image to Seed", + "Images to Linear", + "Images to RGB", + "Inset Image Bounds", + "Integer place counter", + "KSampler (WAS)", + "KSampler Cycle", + "Latent Batch", + "Latent Input Switch", + "Latent Noise Injection", + "Latent Size to Number", + "Latent Upscale by Factor (WAS)", + "Load Cache", + "Load Image Batch", + "Load Lora", + "Load Text File", + "Logic Boolean", + "Logic Boolean Primitive", + "Logic Comparison AND", + "Logic Comparison OR", + "Logic Comparison XOR", + "Logic NOT", + "Lora Input Switch", + "Lora Loader", + "Mask Arbitrary Region", + "Mask Batch", + "Mask Batch to Mask", + "Mask Ceiling Region", + "Mask Crop Dominant Region", + "Mask Crop Minority Region", + "Mask Crop Region", + "Mask Dilate Region", + "Mask Dominant Region", + "Mask Erode Region", + "Mask Fill Holes", + "Mask Floor Region", + "Mask Gaussian Region", + "Mask Invert", + "Mask Minority Region", + "Mask Paste Region", + "Mask Rect Area", + "Mask Rect Area (Advanced)", + "Mask Smooth Region", + "Mask Threshold Region", + "Masks Add", + "Masks Combine Batch", + "Masks Combine Regions", + "Masks Subtract", + "MiDaS Depth Approximation", + "MiDaS Mask Image", + "MiDaS Model Loader", + "Model Input Switch", + "Number Counter", + "Number Input Condition", + "Number Input Switch", + "Number Multiple Of", + "Number Operation", + "Number PI", + "Number to Float", + "Number to Int", + "Number to Seed", + "Number to String", + "Number to Text", + "Prompt Multiple Styles Selector", + "Prompt Styles Selector", + "Random Number", + "SAM Image Mask", + "SAM Model Loader", + "SAM Parameters", + "SAM Parameters Combine", + "Samples Passthrough (Stat System)", + "Save Text File", + "Seed", + "String to Text", + "Tensor Batch to Image", + "Text Add Token by Input", + "Text Add Tokens", + "Text Compare", + "Text Concatenate", + "Text Contains", + "Text Dictionary Convert", + "Text Dictionary Get", + "Text Dictionary Keys", + "Text Dictionary New", + "Text Dictionary To Text", + "Text Dictionary Update", + "Text File History Loader", + "Text Find", + "Text Find and Replace", + "Text Find and Replace Input", + "Text Find and Replace by Dictionary", + "Text Input Switch", + "Text List", + "Text List Concatenate", + "Text List to Text", + "Text Load Line From File", + "Text Multiline", + "Text Multiline (Code Compatible)", + "Text Parse A1111 Embeddings", + "Text Parse Noodle Soup Prompts", + "Text Parse Tokens", + "Text Random Line", + "Text Random Prompt", + "Text Shuffle", + "Text Sort", + "Text String", + "Text String Truncate", + "Text to Conditioning", + "Text to Console", + "Text to Number", + "Text to String", + "True Random.org Number Generator", + "Upscale Model Loader", + "Upscale Model Switch", + "VAE Input Switch", + "Video Dump Frames", + "Write to GIF", + "Write to Video", + "unCLIP Checkpoint Loader" + ], + { + "title_aux": "WAS Node Suite (Revised)" + } + ], + "https://github.com/lthero-big/ComfyUI-GaussianShadingWatermark": [ + [ + "DPR_Extractor", + "DPR_GS_Latent", + "DPR_KSamplerAdvanced" + ], + { + "title_aux": "ComfyUI-GaussianShadingWatermark" + } + ], + "https://github.com/luandev/ComfyUI-CrewAI": [ + [ + "DisplayText", + "\ud83d\udcceCrewAI Agent", + "\ud83d\udcceCrewAI Agent List", + "\ud83d\udcceCrewAI Crew", + "\ud83d\udcceCrewAI LLM Chat GPT", + "\ud83d\udcceCrewAI LLM Hugging Face", + "\ud83d\udcceCrewAI LLM Ollama", + "\ud83d\udcceCrewAI LLM OpenAI", + "\ud83d\udcceCrewAI Task", + "\ud83d\udcceCrewAI Task List", + "\ud83d\udcceCrewAI Text" + ], + { + "title_aux": "ComfyUI CrewAI" + } + ], + "https://github.com/lucasgattas/ComfyUI-Egregora-Audio-Super-Resolution": [ + [ + "ABX Judge", + "ABX Prepare", + "Audio Align (XCorr)", + "Audio Gain Match", + "Audio Gain Match (1770)", + "Audio Null Test", + "Audio Plotter", + "EgregoraAudioUpscaler", + "EgregoraFatLlamaCPU", + "EgregoraFatLlamaGPU", + "Egregora_DAC_Decode", + "Egregora_DAC_Encode", + "Egregora_DeepFilterNet_Denoise", + "Egregora_RNNoise_Denoise", + "Egregora_WPE_Dereverb", + "Loudness Meter (BS1770)", + "Metrics (LSD + SI-SDR)", + "Null Test (Full)", + "Resample Audio (HQ)" + ], + { + "title_aux": "ComfyUI \u00b7 Egregora Audio Super\u2011Resolution" + } + ], + "https://github.com/lucasgattas/ComfyUI-Egregora-Frames-Animation-Nodes": [ + [ + "AdvancedBatchLoader", + "BatchAnimationProcessor", + "BatchMultiFolderProcessor", + "MultiFormatAnimationEncoder", + "VideoFrameExtractor" + ], + { + "title_aux": "Egregora Frames Animation Nodes for ComfyUI" + } + ], + "https://github.com/lucasgattas/comfyui-egregora-divide-and-enhance": [ + [ + "Egregora Algorithm", + "Egregora Analyze Content", + "Egregora Combine", + "Egregora Divide and Select", + "Egregora Preview", + "Egregora Turbo Prompt" + ], + { + "title_aux": "ComfyUI \u00b7 Egregora: Divide & Enhance" + } + ], + "https://github.com/lujiazho/ComfyUI-CatvtonFluxWrapper": [ + [ + "CatvtonFluxSampler", + "LoadCatvtonFlux", + "LoadCatvtonFluxLoRA", + "ModelPrinter" + ], + { + "title_aux": "ComfyUI-CatvtonFluxWrapper" + } + ], + "https://github.com/luke-mino-altherr/ComfyUI-LatentReverb": [ + [ + "LatentReverb" + ], + { + "title_aux": "ComfyUI-Latent-Reverb" + } + ], + "https://github.com/lum3on/ComfyUI-FrameUtilitys": [ + [ + "FrameClipper", + "FrameExtender", + "FrameExtenderAdvanced", + "FrameRepeater", + "FrameReplacer", + "GitInstaller" + ], + { + "title_aux": "ComfyUI-FrameUtilitys" + } + ], + "https://github.com/lum3on/ComfyUI-ModelQuantizer": [ + [ + "ControlNetFP8QuantizeNode", + "ControlNetMetadataViewerNode", + "GGUFQuantizerNode", + "ModelToStateDict", + "QuantizeFP8Format", + "QuantizeModel", + "SaveAsSafeTensor" + ], + { + "title_aux": "ComfyUI-ModelQuantizer" + } + ], + "https://github.com/lum3on/ComfyUI-StableAudioX": [ + [ + "AudioXAdvancedVolumeControl", + "AudioXAudioProcessor", + "AudioXEnhancedTextToAudio", + "AudioXEnhancedTextToMusic", + "AudioXEnhancedVideoToAudio", + "AudioXModelLoader", + "AudioXMultiModalGeneration", + "AudioXPromptHelper", + "AudioXTextToAudio", + "AudioXTextToMusic", + "AudioXVideoAudioCombiner", + "AudioXVideoMuter", + "AudioXVideoToAudio", + "AudioXVideoToMusic", + "AudioXVolumeControl" + ], + { + "title_aux": "ComfyUI-AudioX" + } + ], + "https://github.com/lum3on/ComfyUI_MJ-Scraper": [ + [ + "MJScraper" + ], + { + "title_aux": "ComfyUI Midjourney Scraper Node" + } + ], + "https://github.com/lum3on/ComfyUI_NativeBlockSwap": [ + [ + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI_NativeBlockSwap" + } + ], + "https://github.com/lum3on/ComfyUI_Reve-API": [ + [ + "ReveAPI" + ], + { + "title_aux": "ComfyUI Reve API Integration Node" + } + ], + "https://github.com/lum3on/comfyui_EdgeTAM": [ + [ + "EdgeTAMVideoTracker", + "InteractiveMaskEditor" + ], + { + "title_aux": "comfyui_EdgeTAM" + } + ], + "https://github.com/lum3on/comfyui_HiDream-Sampler": [ + [ + "HiDreamImg2Img", + "HiDreamSampler", + "HiDreamSamplerAdvanced" + ], + { + "title_aux": "HiDream Sampler" + } + ], + "https://github.com/lum3on/comfyui_LLM_Polymath": [ + [ + "ConceptEraserNode", + "flux_context_preset", + "polymath_SaveAbsolute", + "polymath_StringListPicker", + "polymath_TextSplitter", + "polymath_chat", + "polymath_helper", + "polymath_scraper", + "polymath_settings", + "polymath_text_mask" + ], + { + "title_aux": "comfyui_LLM_Polymath" + } + ], + "https://github.com/lumalabs/ComfyUI-LumaAI-API": [ + [ + "CharacterReference", + "ConcatReferences", + "ImgBBUpload", + "LumaAIClient", + "LumaAddAudio2Video", + "LumaCharacterReference", + "LumaConcatReferences", + "LumaExtendGeneration", + "LumaImage2Video", + "LumaImageGeneration", + "LumaInterpolateGenerations", + "LumaModifyImage", + "LumaPreviewVideo", + "LumaReference", + "LumaText2Video", + "LumaUpscaleGeneration", + "Reference" + ], + { + "title_aux": "ComfyUI-LumaAI-API" + } + ], + "https://github.com/lunarring/bitalino_comfy": [ + [ + "LR BitalinoReceiver" + ], + { + "title_aux": "bitalino_comfy" + } + ], + "https://github.com/luoq24/ydem_nodes": [ + [ + "YDemExampleNode", + "YDemFaceDirection", + "YDemImageProcessor" + ], + { + "title_aux": "ydem_nodes" + } + ], + "https://github.com/luxdelux7/ComfyUI-Forbidden-Vision": [ + [ + "ForbiddenVisionFaceEditMerge", + "ForbiddenVisionFaceEditPrep", + "ForbiddenVisionFaceFixerMaskOnly", + "ForbiddenVisionFaceProcessorIntegrated", + "ForbiddenVisionInpaintLite", + "ForbiddenVisionRebuilder", + "LatentBuilder", + "LatentRefiner", + "SamplerSchedulerSettings" + ], + { + "nodename_pattern": "ForbiddenVision", + "title_aux": "Forbidden Vision" + } + ], + "https://github.com/lxe/ComfyUI-OpenAI-Compat-LLM-Node": [ + [ + "OpenAILLMNode" + ], + { + "title_aux": "ComfyUI OpenAI Compatible LLM Node" + } + ], + "https://github.com/m-sokes/ComfyUI-Sokes-Nodes": [ + [ + "ComfyUI Folder Paths | sokes \ud83e\uddac", + "Current Date and Time | sokes \ud83e\uddac", + "Generate Random Background | sokes \ud83e\uddac", + "Get Files in Folder with Extension | sokes \ud83e\uddac", + "Hex Color Swatch | sokes \ud83e\uddac", + "Hex to Color Name | sokes \ud83e\uddac", + "Image Picker | sokes \ud83e\uddac", + "Latent Switch x9 | sokes \ud83e\uddac", + "Load Random Image | sokes \ud83e\uddac", + "Random Hex Color | sokes \ud83e\uddac", + "Random Number | sokes \ud83e\uddac", + "Replace Text with RegEx | sokes \ud83e\uddac", + "Runpod Serverless | sokes \ud83e\uddac", + "Street View Loader | sokes \ud83e\uddac" + ], + { + "title_aux": "ComfyUI Sokes Nodes \ud83e\uddac" + } + ], + "https://github.com/m3rr/h4_ToolKit": [ + [ + "h4AxisDriver", + "h4DebugATron3000", + "h4DebugATron3000Console", + "h4DebugATronRouter", + "h4ExecutionLogger", + "h4PlotXY", + "h4SeedBroadcaster", + "h4Varianator" + ], + { + "title_aux": "h4 ToolKit" + } + ], + "https://github.com/maepopi/Diffusers-in-ComfyUI": [ + [ + "BLoRALoader", + "GenerateImg2Image", + "GenerateInpaintImage", + "GenerateTxt2Image", + "Img2ImgStableDiffusionPipeline", + "InpaintingStableDiffusionPipeline", + "LoRALoader", + "MakeCanny", + "Text2ImgStableDiffusionPipeline" + ], + { + "title_aux": "Diffusers-in-ComfyUI" + } + ], + "https://github.com/magekinnarus/ComfyUI-V-Prediction-Node": [ + [ + "AddParam" + ], + { + "title_aux": "ComfyUI-V-Prediction-Node" + } + ], + "https://github.com/magic-eraser-org/ComfyUI-Unwatermark": [ + [ + "Remove Watermark" + ], + { + "title_aux": "ComfyUI-Unwatermark" + } + ], + "https://github.com/maikgreubel/comfyui-loaddds": [ + [ + "Load DDS File" + ], + { + "title_aux": "Load DDS File Node" + } + ], + "https://github.com/malkuthro/ComfyUI-Koolook": [ + [ + "EasyAIPipeline", + "EasyResize", + "EasyWan22Prompt", + "Easy_Version", + "KoolookLoadCameraPosesAbsolute", + "WanVideoFunCameraEmbeds", + "easy_ImageBatch" + ], + { + "title_aux": "ComfyUI-Koolook" + } + ], + "https://github.com/mamorett/ComfyUI-Flux2proReplicate": [ + [ + "Flux2ProGenerator", + "ReplicateAuthNode" + ], + { + "title_aux": "ComfyUI-Flux2proReplicate" + } + ], + "https://github.com/mamorett/ComfyUI_minicpmv4": [ + [ + "GenCheckerImage", + "MiniCPMV4GGUFLoader", + "MiniCPMV4VisionInfer", + "VisionPromptBuilder" + ], + { + "title_aux": "MiniCPM\u2011V\u20114 (GGUF) for ComfyUI" + } + ], + "https://github.com/mang01010/MangoNodePack": [ + [ + "CompositeMangoLoader", + "FluxGuidanceMango", + "FluxSamplerMango", + "ImageSaverMango", + "KSamplerMango", + "LatentImageMango", + "LoraStackMango", + "MangoImageLoader", + "MangoLoader", + "MangoLoader10Loras", + "MangoModelData", + "MangoPromptLoad", + "MangoTriggerExporter", + "PromptEmbedMango", + "PromptMango", + "PromptSave" + ], + { + "title_aux": "Mango Node Pack" + } + ], + "https://github.com/mango-rgb/ComfyUI-Mango-Random-node": [ + [ + "RandomFilePathNode", + "RandomImageNode", + "RandomImagePathNode", + "RandomTextNode", + "RandomVideoPathNode" + ], + { + "title_aux": "ComfyUI-Mango-Random" + } + ], + "https://github.com/mangobyed/ComfyUI_Detection_List": [ + [ + "YOLOv8ObjectDetectionNode" + ], + { + "title_aux": "ComfyUI YOLOv8 Object Detection Node" + } + ], + "https://github.com/manifestations/comfyui-globetrotter": [ + [ + "LoRATrainerNode", + "OllamaLLMNode", + "OllamaVisionNode", + "TextCombinerNode" + ], + { + "title_aux": "ComfyUI Globetrotter Nodes" + } + ], + "https://github.com/mape/ComfyUI-mape-Helpers": [ + [ + "mape Variable" + ], + { + "author": "mape", + "description": "Various QoL improvements like prompt tweaking, variable assignment, image preview, fuzzy search, error reporting, organizing and node navigation.", + "nickname": "\ud83d\udfe1 mape's helpers", + "title": "mape's helpers", + "title_aux": "mape's helpers" + } + ], + "https://github.com/maracman/ComfyUI-SubjectStyle-CSV": [ + [ + "CSVPromptProcessor" + ], + { + "title_aux": "ComfyUI-SubjectStyle-CSV" + } + ], + "https://github.com/marawan206/ComfyUI-FaceCropper": [ + [ + "NodoFaceCropping" + ], + { + "title_aux": "Face Cropper Node (2:3 Ratio)" + } + ], + "https://github.com/marco-zanella/ComfyUI-BooleanExpression": [ + [ + "BooleanExpression.And", + "BooleanExpression.ArithmenticComparison.BinaryComparison", + "BooleanExpression.ArithmenticComparison.EqualTo", + "BooleanExpression.ArithmenticComparison.GreaterThan", + "BooleanExpression.ArithmenticComparison.GreaterThanOrEqualTo", + "BooleanExpression.ArithmenticComparison.LessThan", + "BooleanExpression.ArithmenticComparison.LessThanOrEqualTo", + "BooleanExpression.ArithmenticComparison.NotEqualTo", + "BooleanExpression.BinaryExpression", + "BooleanExpression.ConditionalBranch", + "BooleanExpression.False", + "BooleanExpression.Nand", + "BooleanExpression.Nor", + "BooleanExpression.Not", + "BooleanExpression.Or", + "BooleanExpression.StringComparison.AlphabeticalEqualTo", + "BooleanExpression.StringComparison.AlphabeticalGreaterThan", + "BooleanExpression.StringComparison.AlphabeticalGreaterThanOrEqualTo", + "BooleanExpression.StringComparison.AlphabeticalLessThan", + "BooleanExpression.StringComparison.AlphabeticalLessThanOrEqualTo", + "BooleanExpression.StringComparison.AlphabeticalNotEqualTo", + "BooleanExpression.StringComparison.Contains", + "BooleanExpression.StringComparison.EndsWith", + "BooleanExpression.StringComparison.NotContains", + "BooleanExpression.StringComparison.NotEndsWith", + "BooleanExpression.StringComparison.NotStartsWith", + "BooleanExpression.StringComparison.StartsWith", + "BooleanExpression.StringComparison.StringComparison", + "BooleanExpression.True", + "BooleanExpression.Xor" + ], + { + "title_aux": "ComfyUI-BooleanExpression" + } + ], + "https://github.com/marcoc2/ComfyUI-AnotherUtils": [ + [ + "AdaptiveNoise", + "CIELChNoiseGEGLLike", + "CharacterConstructor", + "CharacterRandomizer", + "CustomCrop", + "FightingGameCharacter", + "ImageTypeDetector", + "LastImage", + "LoadImageRemoveAlpha", + "LoadImagesOriginal", + "MeanCurvatureBlurGEGLLike", + "NearestUpscale", + "PixelArtConverter", + "PixelArtConverterParallel", + "PixelArtNormalizer", + "RGBNoiseGEGLLike", + "RemoveAlpha", + "SmartResize", + "WalkingPoseGenerator" + ], + { + "title_aux": "Image Processing Suite for ComfyUI" + } + ], + "https://github.com/marcoc2/ComfyUI_CogView4-6B_diffusers": [ + [ + "CogView4Generator" + ], + { + "title_aux": "ComfyUI-Cog" + } + ], + "https://github.com/marduk191/ComfyUI-Fluxpromptenhancer": [ + [ + "FluxPromptEnhance" + ], + { + "title_aux": "Flux Prompt Enhance Node for ComfyUI" + } + ], + "https://github.com/marduk191/ComfyUI_LFM2-350M": [ + [ + "LFM2Generator", + "LFM2Loader" + ], + { + "title_aux": "ComfyUI_LFM2-350M" + } + ], + "https://github.com/marduk191/comfyui-marnodes": [ + [ + "ImageToDevice", + "marduk191_5_text_string", + "marduk191_5way_text_switch", + "marduk191_s_random_latent", + "marduk191_workflow_settings" + ], + { + "author": "\u02f6marduk191", + "description": "marduk191s nodes.", + "nickname": "marduk191 workflow settings", + "title": "marduk191 workflow settings", + "title_aux": "marduk191 workflow settings" + } + ], + "https://github.com/marduk191/comfyui_qwen_runninghub": [ + [ + "RunningHubImageEnhancer", + "RunningHubImageToImage", + "RunningHubImageToVideo", + "RunningHubLoadImage", + "RunningHubTextToImage" + ], + { + "title_aux": "comfyui_qwen_runninghub" + } + ], + "https://github.com/marhensa/sdxl-recommended-res-calc": [ + [ + "RecommendedResCalc" + ], + { + "title_aux": "Recommended Resolution Calculator" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Picker": [ + [ + "LiebsPicker", + "LiebsPickerSEGS" + ], + { + "title_aux": "ComfyUI-Liebs-Picker" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Title": [ + [ + "LiebsTitleVar" + ], + { + "title_aux": "ComfyUI-Liebs-Title" + } + ], + "https://github.com/marklieberman/ComfyUI-Liebs-Toast": [ + [ + "LiebsToast" + ], + { + "title_aux": "ComfyUI-Liebs-Toast" + } + ], + "https://github.com/markuryy/ComfyUI-Flux-Prompt-Saver": [ + [ + "FluxPromptSaver", + "FluxTextSampler", + "ModelName" + ], + { + "title_aux": "ComfyUI Flux Prompt Saver" + } + ], + "https://github.com/markuryy/ComfyUI-Simple-Video-XY-Plot": [ + [ + "VideoXYPlotSampler" + ], + { + "title_aux": "Video XY Plot" + } + ], + "https://github.com/markuryy/ComfyUI-SuperLoader": [ + [ + "Display String", + "Display String Multiline", + "LoRA Metadata" + ], + { + "title_aux": "Super Loader" + } + ], + "https://github.com/martijnat/comfyui-previewlatent": [ + [ + "LatentToRGB", + "PreviewLatent", + "PreviewLatentAdvanced", + "PreviewLatentFlux", + "PreviewLatentXL" + ], + { + "title_aux": "comfyui-previewlatent" + } + ], + "https://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes": [ + [ + "EmptyZImageLatentImage", + "IllustrationStylePromptEncoder", + "MyTop10Styles", + "MyTop10StylesEditor", + "PhotoStylePromptEncoder", + "SaveImage", + "StylePromptEncoder", + "StyleStringInjector", + "ZSamplerTurbo" + ], + { + "title_aux": "ComfyUI-ZImagePowerNodes" + } + ], + "https://github.com/massao000/ComfyUI_aspect_ratios": [ + [ + "Aspect Ratios Node" + ], + { + "title_aux": "ComfyUI_aspect_ratios" + } + ], + "https://github.com/matan1905/ComfyUI-Serving-Toolkit": [ + [ + "AlwaysExecute", + "CommandPickerServing", + "DiscordServing", + "HTTPServing", + "ServingInputImage", + "ServingInputImageAsLatent", + "ServingInputNumber", + "ServingInputText", + "ServingInputTextImage", + "ServingMultiImageOutput", + "ServingOutput", + "ServingTextOutput", + "TelegramServing", + "WebSocketServing" + ], + { + "title_aux": "ComfyUI Serving toolkit" + } + ], + "https://github.com/matorzhin/milan-nodes-comfyui": [ + [ + "LoadMultipleImagesExtended", + "LoadOneImageExtended" + ], + { + "title_aux": "milan-nodes-comfyui" + } + ], + "https://github.com/matthewfriedrichs/ComfyUI-ThoughtBubble": [ + [ + "ThoughtBubbleNode" + ], + { + "title_aux": "Thought Bubble" + } + ], + "https://github.com/mattjohnpowell/comfyui-lmstudio-image-to-text-node": [ + [ + "Expo Lmstudio Image To Text", + "Expo Lmstudio Text Generation", + "Expo Lmstudio Unified", + "ExpoLmstudioImageToText", + "ExpoLmstudioTextGeneration", + "ExpoLmstudioUnified" + ], + { + "author": "Matt John Powell", + "description": "This extension provides three custom nodes for ComfyUI that integrate LM Studio's capabilities:", + "nickname": "LM Studio Nodes", + "title": "LM Studio Nodes for ComfyUI", + "title_aux": "LM Studio Image to Text Node for ComfyUI" + } + ], + "https://github.com/mav-rik/facerestore_cf": [ + [ + "CropFace", + "FaceRestoreCFWithModel", + "FaceRestoreModelLoader" + ], + { + "title_aux": "Facerestore CF (Code Former)" + } + ], + "https://github.com/max-dingsda/OllamaTools": [ + [ + "OllamaPicDescriber", + "OllamaPromptBooster", + "PromptStylist" + ], + { + "title_aux": "OllamaTools for ComfyUI" + } + ], + "https://github.com/maxczc/comfyui-sora-node": [ + [ + "SoraImageToVideo", + "SoraTextToVideo", + "SoraVideoToVideo" + ], + { + "title_aux": "comfyui-sora-node" + } + ], + "https://github.com/maximilianwicen/ComfyUI-MaxTools": [ + [ + "MaxQuickImageSize" + ], + { + "title_aux": "ComfyUI-MaxTools" + } + ], + "https://github.com/maxious/comfyui-dap": [ + [ + "DAP_ERP_to_Cubemap", + "DAP_Inference", + "DAP_Loader", + "DAP_Normal_Map", + "DAP_Panoramic_Mesh" + ], + { + "title_aux": "comfyui-dap" + } + ], + "https://github.com/maxmad62/ComfyUI-DiscordWebhookWithInput": [ + [ + "DiscordPostViaWebhook", + "DiscordPostViaWebhookWithInput", + "DiscordSetWebhook" + ], + { + "author": "Dayuppy", + "description": "A very simple Discord webhook integration node for ComfyUI that lets you post images and text.", + "nickname": "DiscordWebhook", + "title": "Discord Webhook", + "title_aux": "ComfyUI-DiscordWebhookWithInput" + } + ], + "https://github.com/mayunejie/ComfyUI-Allen-Yinpin": [ + [ + "AllenYinpin" + ], + { + "title_aux": "ComfyUI-Allen-Yinpin" + } + ], + "https://github.com/mbrostami/ComfyUI-HF": [ + [ + "GPT2Node" + ], + { + "title_aux": "ComfyUI-HF" + } + ], + "https://github.com/mbrostami/ComfyUI-TITrain": [ + [ + "TextualInversionTraining" + ], + { + "title_aux": "ComfyUI-TITrain" + } + ], + "https://github.com/mcDandy/more_math": [ + [ + "mrmth_AudioMathNode", + "mrmth_AudioToImageSpectrogram", + "mrmth_BoolToInt", + "mrmth_CLIPMathNode", + "mrmth_ConditioningMathNode", + "mrmth_FloatMathNode", + "mrmth_FloatToInt", + "mrmth_ImageMathNode", + "mrmth_ImageSpectrogramToAudio", + "mrmth_IntToBool", + "mrmth_IntToFloat", + "mrmth_LatentMathNode", + "mrmth_MaskMathNode", + "mrmth_ModelMathNode", + "mrmth_NoiseMathNode", + "mrmth_VAEMathNode", + "mrmth_VideoMathNode", + "mrmth_ag_AudioMathNode", + "mrmth_ag_CLIPMathNode", + "mrmth_ag_ConditioningMathNode", + "mrmth_ag_FloatMathNode", + "mrmth_ag_GuiderMathNode", + "mrmth_ag_ImageMathNode", + "mrmth_ag_LatentMathNode", + "mrmth_ag_MaskMathNode", + "mrmth_ag_ModelMathNode", + "mrmth_ag_NoiseMathNode", + "mrmth_ag_SigmasMathNode", + "mrmth_ag_VAEMathNode", + "mrmth_ag_VideoMathNode" + ], + { + "title_aux": "More Math" + } + ], + "https://github.com/mcmonkeyprojects/sd-dynamic-thresholding": [ + [ + "DynamicThresholdingFull", + "DynamicThresholdingSimple" + ], + { + "title_aux": "Dynamic Thresholding" + } + ], + "https://github.com/meanin2/comfyui-MGnodes": [ + [ + "FluxKontextDiffMerge", + "ImageWatermarkNode", + "TextExtractorNode" + ], + { + "title_aux": "comfyui-MGnodes" + } + ], + "https://github.com/meap158/ComfyUI-Background-Replacement": [ + [ + "BackgroundReplacement", + "ImageComposite" + ], + { + "title_aux": "ComfyUI-Background-Replacement" + } + ], + "https://github.com/meap158/ComfyUI-GPU-temperature-protection": [ + [ + "GPUTemperatureProtection" + ], + { + "title_aux": "GPU temperature protection" + } + ], + "https://github.com/meap158/ComfyUI-Prompt-Expansion": [ + [ + "PromptExpansion" + ], + { + "title_aux": "ComfyUI-Prompt-Expansion" + } + ], + "https://github.com/mech-tools/comfyui-checkpoint-automatic-config": [ + [ + "CheckpointAutomaticConfig", + "ConfigPipe" + ], + { + "title_aux": "ComfyUI Checkpoint Automatic Config" + } + ], + "https://github.com/mediocreatmybest/ComfyUI-Transformers-Pipeline": [ + [ + "BatchProcessorTpl", + "CaptionExportTpl", + "CaptionGeneratorTpl", + "DebugModelNodeTpl", + "DebugNodeTpl", + "ExifMetadataExtractorTpl", + "Florence2NodeTpl", + "ImageLoaderTpl", + "ModelLoaderTpl", + "PresetModelListTpl", + "TaskListTpl" + ], + { + "title_aux": "ComfyUI-Transformers-Pipeline" + } + ], + "https://github.com/melMass/comfy_mtb": [ + [ + "Animation Builder (mtb)", + "Any To String (mtb)", + "Batch Float (mtb)", + "Batch Float Assemble (mtb)", + "Batch Float Fill (mtb)", + "Batch Make (mtb)", + "Batch Merge (mtb)", + "Batch Shake (mtb)", + "Batch Shape (mtb)", + "Batch Transform (mtb)", + "Bbox (mtb)", + "Bbox From Mask (mtb)", + "Blur (mtb)", + "Color Correct (mtb)", + "Colored Image (mtb)", + "Concat Images (mtb)", + "Crop (mtb)", + "Debug (mtb)", + "Deep Bump (mtb)", + "Export With Ffmpeg (mtb)", + "Face Swap (mtb)", + "Film Interpolation (mtb)", + "Fit Number (mtb)", + "Float To Number (mtb)", + "Get Batch From History (mtb)", + "Image Compare (mtb)", + "Image Premultiply (mtb)", + "Image Remove Background Rembg (mtb)", + "Image Resize Factor (mtb)", + "Image Tile Offset (mtb)", + "Int To Bool (mtb)", + "Int To Number (mtb)", + "Interpolate Clip Sequential (mtb)", + "Latent Lerp (mtb)", + "Load Face Analysis Model (mtb)", + "Load Face Enhance Model (mtb)", + "Load Face Swap Model (mtb)", + "Load Film Model (mtb)", + "Load Image From Url (mtb)", + "Load Image Sequence (mtb)", + "Mask To Image (mtb)", + "Math Expression (mtb)", + "Model Patch Seamless (mtb)", + "Pick From Batch (mtb)", + "Qr Code (mtb)", + "Restore Face (mtb)", + "Save Gif (mtb)", + "Save Image Grid (mtb)", + "Save Image Sequence (mtb)", + "Save Tensors (mtb)", + "Sharpen (mtb)", + "Smart Step (mtb)", + "Stack Images (mtb)", + "String Replace (mtb)", + "Styles Loader (mtb)", + "Text To Image (mtb)", + "Transform Image (mtb)", + "Uncrop (mtb)", + "Unsplash Image (mtb)", + "Vae Decode (mtb)" + ], + { + "nodename_pattern": "\\(mtb\\)$", + "title_aux": "MTB Nodes" + } + ], + "https://github.com/melMass/comfy_oiio": [ + [ + "OIIO_ColorspaceConvert", + "OIIO_ColorspaceMatchFinder", + "OIIO_LoadImage", + "OIIO_SaveImage" + ], + { + "title_aux": "comfy-oiio" + } + ], + "https://github.com/mengqin/ComfyUI-TwinFlow": [ + [ + "TwinFlowKSampler", + "TwinFlowPatcher", + "TwinFlowSampler", + "TwinFlowScheduler" + ], + { + "title_aux": "Twinflow Node for ComfyUI" + } + ], + "https://github.com/mengqin/ComfyUI-UnetBnbModelLoader": [ + [ + "UnetBnbModelLoader" + ], + { + "title_aux": "Unet Bnb Model Loader" + } + ], + "https://github.com/mephisto83/petty-paint-comfyui-node": [ + [ + "ConvertWhiteToAlpha", + "PPGenerateRandomFloat", + "PPGenerateRandomNumber", + "PPKSamplerAdvanced", + "PPSelectRandomValue", + "PettyImageImageColorToMask", + "PettyPaintAppend", + "PettyPaintApplyLoRAStack", + "PettyPaintArguments", + "PettyPaintBlurs", + "PettyPaintCheckpointLoaderSimple", + "PettyPaintComponent", + "PettyPaintConditioningSetMaskAndCombine", + "PettyPaintControlNetToMasking", + "PettyPaintConvert", + "PettyPaintCountFiles", + "PettyPaintEnsureDirectory", + "PettyPaintExec", + "PettyPaintFakeConvert", + "PettyPaintFileExists", + "PettyPaintImageColorsToMasks", + "PettyPaintImageCompositeMasked", + "PettyPaintImageDims", + "PettyPaintImageMaskCropper", + "PettyPaintImagePlacement", + "PettyPaintImageSave", + "PettyPaintImageStore", + "PettyPaintImageToMask", + "PettyPaintImagesToMasks", + "PettyPaintJsonMap", + "PettyPaintJsonRead", + "PettyPaintJsonReadArray", + "PettyPaintKSampler", + "PettyPaintKSamplerAdvanced", + "PettyPaintLoRAStack", + "PettyPaintLoadImage", + "PettyPaintLoadImageMasks", + "PettyPaintLoadImages", + "PettyPaintMap", + "PettyPaintMasksToImages", + "PettyPaintNot", + "PettyPaintPassThroughNode", + "PettyPaintProcessor", + "PettyPaintRemoveAddText", + "PettyPaintSDTurboScheduler", + "PettyPaintStoryImage", + "PettyPaintText", + "PettyPaintTexts_to_Conditioning", + "PettyPaintToJson", + "PettyPaintVAEDecode", + "SkippableVAEEncode" + ], + { + "title_aux": "petty-paint-comfyui-node" + } + ], + "https://github.com/mercu-lore/-Multiple-Angle-Camera-Control": [ + [ + "CameraControlPromptNode", + "RelightingPromptNode" + ], + { + "title_aux": "Multiple-Angle-Camera-Control" + } + ], + "https://github.com/mercu-lore/BoxBox": [ + [ + "BoxCrop", + "BoxReinsert", + "BoxResize", + "BoxSelector" + ], + { + "title_aux": "BoxBox" + } + ], + "https://github.com/meshmesh-io/ComfyUI-MeshMesh": [ + [ + "ColorPicker", + "MasksToColoredMasks" + ], + { + "title_aux": "ComfyUI-MeshMesh" + } + ], + "https://github.com/meshmesh-io/mm-comfyui-loopback": [ + [ + "Loop", + "LoopEnd", + "LoopEnd_SEGIMAGE", + "LoopStart", + "LoopStart_SEGIMAGE" + ], + { + "title_aux": "mm-comfyui-loopback" + } + ], + "https://github.com/meshmesh-io/mm-comfyui-megamask": [ + [ + "ColorListMaskToImage", + "FlattenAndCombineMaskImages" + ], + { + "title_aux": "mm-comfyui-megamask" + } + ], + "https://github.com/metal3d/ComfyUI_Human_Parts": [ + [ + "HumanParts" + ], + { + "title_aux": "Human Parts Detector" + } + ], + "https://github.com/metal3d/ComfyUI_M3D_photo_effects": [ + [ + "Bleach Bypass", + "RGB Curve" + ], + { + "title_aux": "M3D photo effects" + } + ], + "https://github.com/metncelik/comfyui_met_suite": [ + [ + "BBOXPadding", + "BBOXResize", + "ImageResizeKeepRatio", + "PrimitiveBBOX" + ], + { + "title_aux": "comfyui_met_suite" + } + ], + "https://github.com/mfg637/ComfyUI-ScheduledGuider-Ext": [ + [ + "ArctanScheduler", + "ConcatSigmas", + "CosineScheduler", + "CustomBaseLogarithm", + "CustomExponent", + "GaussianScheduler", + "InvertSigmas", + "LogNormal Scheduler", + "OffsetSigmas", + "Parametric Peak #1", + "PerpNegScheduledCFGGuider", + "PredefinedExponent", + "PredefinedLogarithm", + "ScaleToRange", + "ScheduledCFGGuider", + "SigmasToPower", + "SplitSigmasByValue", + "k/x scheduler" + ], + { + "title_aux": "ComfyUI-ScheduledGuider-Ext" + } + ], + "https://github.com/mgfxer/ComfyUI-FrameFX": [ + [ + "DynamicAnimatedWeightsHelper", + "EdgeFXSourceImages", + "FlorencePromptTravelHelper", + "LivePromptInterpolation", + "MaskSequenceHelper", + "PromptStackManager", + "PromptTravelHelper" + ], + { + "author": "mgfxer", + "description": "This extension provides various frame and mask sequence manipulation tools for animation workflows.", + "nickname": "FrameFX \ud83d\udcab", + "title": "FrameFX", + "title_aux": "ComfyUI-FrameFX" + } + ], + "https://github.com/miaoshouai/ComfyUI-Miaoshouai-Tagger": [ + [ + "Miaoshouai_Caption_Analyzer", + "Miaoshouai_Flux_CLIPTextEncode", + "Miaoshouai_SaveTags", + "Miaoshouai_Tagger" + ], + { + "title_aux": "ComfyUI-Miaoshouai-Tagger" + } + ], + "https://github.com/miaoshouai/ComfyUI-Video-Segmentation": [ + [ + "DownloadAndLoadTransNetModel", + "SelectVideo", + "TransNetV2_Run", + "ZipCompress" + ], + { + "title_aux": "ComfyUI Video Segmentation Node" + } + ], + "https://github.com/michaelgold/ComfyUI-HF-Model-Downloader": [ + [ + "DownloadModel", + "ModelDownloader" + ], + { + "title_aux": "ComfyUI-HF-Model-Downloader" + } + ], + "https://github.com/mickmumpitz/ComfyUI-Mickmumpitz-Nodes": [ + [ + "BatchColorCorrector", + "PreviewBridge" + ], + { + "title_aux": "Mickmumpitz-Nodes" + } + ], + "https://github.com/microbote/ComfyUI-StyledCLIPTextEncode": [ + [ + "StyledCLIPTextEncode" + ], + { + "title_aux": "StyledCLIPTextEncode" + } + ], + "https://github.com/migero/ComfyUI-Equirectangular-Strip": [ + [ + "EquirectToStrip90", + "Strip90ToEquirect" + ], + { + "title_aux": "ComfyUI-Equirectangular-Strip" + } + ], + "https://github.com/mihaiiancu/ComfyUI_Inpaint": [ + [ + "InpaintMediapipe" + ], + { + "title_aux": "mihaiiancu/Inpaint" + } + ], + "https://github.com/mikebilly/Transparent-background-comfyUI": [ + [ + "Transparentbackground RemBg" + ], + { + "title_aux": "Transparent-background-comfyUI" + } + ], + "https://github.com/mikecaronna/comfyui_c2pa_signer": [ + [ + "C2PASigner", + "C2PAVerifier" + ], + { + "title_aux": "C2PA Image Signer - ComfyUI Custom Node" + } + ], + "https://github.com/mikemojen/ComfyUI-HappNodeSet": [ + [ + "AutoCrop", + "CSVValueExtractor", + "ColorQuantizer", + "DashedToSolidLine", + "ExtractBlack", + "ExtractBlackAdvanced", + "ExtractRed", + "LineDetector", + "NonWhiteToBlack", + "RasterToUniformSVG", + "RoundDownNode", + "RoundUpNode", + "SVGDimensions", + "SVGPathLength", + "SVGPathLengthDetailed" + ], + { + "title_aux": "ComfyUI-HappNodeSet" + } + ], + "https://github.com/mikeshuangyan/ComfyUI_MqUtils": [ + [ + "MqCheckFP4Support", + "MqIntSwitch", + "MqIntToString", + "MqTextSplitter" + ], + { + "title_aux": "ComfyUI_MqUtils" + } + ], + "https://github.com/mikheys/comfyui-gemini-mikheys": [ + [ + "Nano_Banana" + ], + { + "title_aux": "ComfyUI Nano Banana Node" + } + ], + "https://github.com/mikkel/ComfyUI-text-overlay": [ + [ + "Image Text Overlay" + ], + { + "title_aux": "ComfyUI - Text Overlay Plugin" + } + ], + "https://github.com/mikkel/comfyui-mask-boundingbox": [ + [ + "Mask Bounding Box" + ], + { + "title_aux": "ComfyUI - Mask Bounding Box" + } + ], + "https://github.com/mingchoi/ComfyUI-Prompt-Iterator": [ + [ + "PromptIterator", + "PromptTemplateIterator" + ], + { + "title_aux": "ComfyUI-Prompt-Iterator" + } + ], + "https://github.com/mingsky-ai/ComfyUI-MingNodes": [ + [ + "AddWaterMarkNode", + "AdjustBrightnessContrastSaturationNode", + "BaiduTranslateNode", + "ColorBalanceNode", + "ConvertGrayChannelNode", + "HSLColorNode", + "HighlightShadowBrightnessNode", + "ImitationHueNode", + "LightShapeNode", + "RemoveWatermarkNode" + ], + { + "title_aux": "ComfyUI-MingNodes" + } + ], + "https://github.com/mingyi456/ComfyUI-DFloat11-Extended": [ + [ + "CheckpointLoaderWithDFloat11", + "DFloat11CheckpointCompressor", + "DFloat11Decompressor", + "DFloat11DiffusersModelLoader", + "DFloat11LoadingPatch", + "DFloat11ModelCompressor", + "DFloat11ModelLoader", + "DFloat11ModelLoaderAdvanced" + ], + { + "title_aux": "ComfyUI DFloat11 Extended" + } + ], + "https://github.com/mira-6/comfyui-sasolver": [ + [ + "SamplerSASolver", + "SamplerSASolverExperimental" + ], + { + "title_aux": "comfyui-sasolver" + } + ], + "https://github.com/mirabarukaso/ComfyUI_Mira": [ + [ + "BooleanListInterpreter1", + "BooleanListInterpreter4", + "BooleanListInterpreter8", + "CanvasCreatorAdvanced", + "CanvasCreatorBasic", + "CanvasCreatorSimple", + "CheckpointLoaderSimpleMira", + "CreateMaskWithCanvas", + "CreateNestedPNGMask", + "CreateSimpleMask", + "CreateTillingPNGMask", + "CreateWatermarkRemovalMask", + "EightBooleanTrigger", + "EightFloats", + "EvenOrOdd", + "EvenOrOddList", + "FlatColorQuantization", + "FloatListInterpreter1", + "FloatListInterpreter4", + "FloatListInterpreter8", + "FloatMultiplication", + "FourBooleanTrigger", + "FourFloats", + "FunctionSelectAuto", + "FunctionSwap", + "GzippedBase64ToImage", + "ImageBrightness", + "ImageColorTransferMira", + "ImageContrast", + "ImageGamma", + "ImageGrayscale", + "ImageHUE", + "ImageRGBChannel", + "ImageSaturation", + "ImageSaverMira", + "ImageSharpness", + "ImageToGzippedBase64", + "ImageToneCurve", + "IntMultiplication", + "IntSubtraction", + "IntToFloatMultiplication", + "LoRALoaderWithNameStacker", + "LoRAfromText", + "LogicNot", + "NoneToZero", + "NumeralToString", + "OneFloat", + "PngColorMasksToMaskList", + "PngColorMasksToRGB", + "PngColorMasksToString", + "PngColorMasksToStringList", + "PngRectanglesToMask", + "PngRectanglesToMaskList", + "RandomNestedLayouts", + "RandomTillingLayouts", + "ReverseImageAndAllImages", + "SN74HC1G86", + "SN74HC86", + "SN74LVC1G125", + "SeedGeneratorMira", + "SingleBooleanTrigger", + "SixBooleanTrigger", + "StackImages", + "StepsAndCfg", + "TextBoxMira", + "TextCombinerSix", + "TextCombinerTwo", + "TextLoopCombiner", + "TextSwitcherThreeWays", + "TextSwitcherTwoWays", + "TextWildcardSeprator", + "TextWithBooleanSwitchAndCommonTextInput", + "TwoBooleanTrigger", + "TwoFloats", + "UpscaleImageByModelThenResize", + "camie_tagger_mira", + "cl_tagger_mira", + "illustrious_character_select", + "illustrious_character_select_en", + "llm_prompt_gen_node", + "local_llm_prompt_gen", + "wd_tagger_mira" + ], + { + "title_aux": "ComfyUI_Mira" + } + ], + "https://github.com/mirabarukaso/ComfyUI_MiraSubPack": [ + [ + "ImageCropTiles_MiraSubPack", + "ImageMergeByPixelAlign_MiraSubPack", + "ImageTiledKSamplerWithTagger_MiraSubPack", + "JoyCaptionBetaOneSimple_MiraSubPack", + "JoyCaptionNodeBetaOne_MiraSubPack", + "LatentUpscaleAndCropTiles_MiraSubPack", + "LatentUpscaleSimple_MiraSubPack", + "MiraITUPipelineCombine_MiraSubPack", + "MiraITUPipelineExtract_MiraSubPack", + "OverlappedImageMerge_MiraSubPack", + "OverlappedLatentMerge_MiraSubPack", + "TextEncodeQwenImageEditPlus_MiraSubPack", + "TextEncodeQwenImageEdit_MiraSubPack" + ], + { + "title_aux": "ComfyUI_MiraSubPack" + } + ], + "https://github.com/misterjoessef/MLTask_ComfyUI": [ + [ + "FacebookPosterData", + "InstagramPosterData", + "LinkedinPosterData", + "MLTaskUtilsTextImageGenerator", + "PinterestPosterData", + "SocialManMediaToPoster", + "SocialManPostData", + "SocialManPoster", + "TiktokPosterData", + "TwitterPosterData", + "YoutubePosterData" + ], + { + "title_aux": "MLTask_ComfyUI" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiDaisyChainText": [ + [ + "DaisyChainTextMittimi" + ], + { + "author": "mittimi", + "description": "It has the ability to concatenate text.", + "nickname": "mittimiDaisyChainText", + "title": "mittimiDaisyChainText", + "title_aux": "ComfyUI_mittimiDaisyChainText" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiLoadPreset2": [ + [ + "CombineParamDataMittimi", + "LoadImageParamMittimi", + "LoadSetParamMittimi", + "SaveImageParamMittimi", + "SaveParamToPresetMittimi" + ], + { + "author": "mittimi", + "description": "This node can easily switch between models and prompts by saving presets.", + "nickname": "mittimiLoadPreset2", + "title": "mittimiLoadPreset2", + "title_aux": "ComfyUI_mittimiLoadPreset2" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiRecalculateSize": [ + [ + "RecalculateSizeMittimi01" + ], + { + "author": "mittimi", + "description": "Switch between vertical and horizontal values with a single button.", + "nickname": "mittimiWidthHeight", + "title": "mittimiWidthHeight", + "title_aux": "ComfyUI_mittimiRecalculateSize" + } + ], + "https://github.com/mittimi/ComfyUI_mittimiWidthHeight": [ + [ + "GoStopAnythingMittimi01", + "OutputLongLengthMittimi01", + "WidthHeightMittimi01" + ], + { + "author": "mittimi", + "description": "Switch between vertical and horizontal values with a single button.", + "nickname": "mittimiWidthHeight", + "title": "mittimiWidthHeight", + "title_aux": "ComfyUI_mittimiWidthHeight" + } + ], + "https://github.com/mo230761/InsertAnything-ComfyUI-official": [ + [ + "CropBack", + "CropBackNoScaling", + "FillProcess", + "FillProcessNoScaling", + "MaskOption", + "ReduxProcess" + ], + { + "title_aux": "InsertAnything-ComfyUI-official" + } + ], + "https://github.com/mobcat40/ComfyUI-PromptChain": [ + [ + "PromptChain", + "PromptChainDebug", + "SyntaxTest" + ], + { + "title_aux": "ComfyUI-PromptChain" + } + ], + "https://github.com/mobilehacker/ComfyUI_format-lora-stack": [ + [ + "FormatLoraStack" + ], + { + "title_aux": "ComfyUI_format-lora-stack" + } + ], + "https://github.com/modelscope/comfyscope": [ + [ + "DashScopeFLUXAPI" + ], + { + "title_aux": "Dashscope FLUX API for ComfyUI" + } + ], + "https://github.com/modusCell/ComfyUI-dimension-node-modusCell": [ + [ + "DimensionProviderFree modusCell", + "DimensionProviderRatio modusCell", + "Free", + "Ratio", + "String Concat modusCell" + ], + { + "title_aux": "Preset Dimensions" + } + ], + "https://github.com/mohseni-mr/ComfyUI-Mohseni-Kit": [ + [ + "FloatPreview" + ], + { + "title_aux": "ComfyUI Mohseni Kit" + } + ], + "https://github.com/mohsensd1373/comfyui_wordpress": [ + [ + "SaveToWordPressNode" + ], + { + "title_aux": "comfyui_wordpress" + } + ], + "https://github.com/molbal/ComfyUI-LLM-CLIP": [ + [ + "LLMClipLoader", + "LLMClipTextEncode" + ], + { + "title_aux": "ComfyUI-LLM-CLIP" + } + ], + "https://github.com/monkeyWie/ComfyUI-FormInput": [ + [ + "BooleanInput_FormInput", + "DisplayText_FormInput", + "TextInput_FormInput" + ], + { + "title_aux": "ComfyUI-FormInput" + } + ], + "https://github.com/moon7star9/ComfyUI_BiRefNet_Universal": [ + [ + "BiRefNet_Loader", + "BiRefNet_Remove_Background" + ], + { + "title_aux": "ComfyUI_BiRefNet_Universal" + } + ], + "https://github.com/moonwhaler/comfyui-moonpack": [ + [ + "DynamicLoraStack", + "DynamicStringConcat", + "FastNodeBypasser", + "ProportionalDimension", + "RegexStringReplace", + "SimpleStringReplace", + "VACELooperFrameMaskCreator" + ], + { + "title_aux": "comfyui-moonpack" + } + ], + "https://github.com/moonwhaler/comfyui-seedvr2-tilingupscaler": [ + [ + "SeedVR2TilingUpscaler" + ], + { + "title_aux": "SeedVR2 Tiling Upscaler" + } + ], + "https://github.com/morino-kumasan/comfyui-toml-prompt": [ + [ + "CheckPointLoaderSimpleFromString", + "DropFirstImage", + "IntSelector", + "JsonExtractFloat", + "JsonExtractInt", + "JsonExtractString", + "KSamplerFromJsonInfo", + "LatentSelector", + "LoadLoraFromLoraList", + "MultipartCLIPTextEncode", + "MultipleLoraTagLoader", + "PromptDecode", + "PromptLoader", + "SeedGenerator", + "SplitLoraList", + "StringConcat", + "StringConcatInt", + "StringPicker", + "StringSelector", + "StringViewer", + "SummaryReader", + "TomlPromptDecode", + "UNETLoaderFromString" + ], + { + "title_aux": "comfyui-toml-prompt" + } + ], + "https://github.com/moustafa-nasr/ComfyUI-SimpleLogger": [ + [ + "Log Image", + "LogImageNode" + ], + { + "title_aux": "ComfyUI-SimpleLogger" + } + ], + "https://github.com/moyi7712/ComfyUI_Seamless_Patten": [ + [ + "SeamlessApply", + "SeamlessKSampler", + "SeamlessKSamplerAdvanced", + "SeamlessVae" + ], + { + "title_aux": "ComfyUI_Seamless_Patten" + } + ], + "https://github.com/mr7thing/circle_pattern_processor": [ + [ + "CirclePatternProcessor", + "CirclePatternSVGExporter", + "ImageBinarizer" + ], + { + "title_aux": "Circle Pattern Processor for ComfyUI" + } + ], + "https://github.com/mrchipset/ComfyUI-SaveImageS3": [ + [ + "SaveImageS3" + ], + { + "author": "Mr.Chip", + "description": "This extension offers a custom node to save image to S3-compatible oss.", + "nickname": "SaveImageS3", + "title": "SaveImageS3", + "title_aux": "ComfyUI-SaveImageS3" + } + ], + "https://github.com/mrf/ComfyPoe": [ + [ + "PoeImageEdit", + "PoeImageGenerate", + "PoeImageVariation", + "PoeMultiImageEdit" + ], + { + "title_aux": "ComfyPoe" + } + ], + "https://github.com/mrhan1993/ComfyUI-Fooocus": [ + [ + "AlignYourStepsScheduler", + "BasicScheduler", + "CLIPLoader", + "CLIPMergeSimple", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ClearVram", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DiffusersLoader", + "DualCLIPLoader", + "EmptyImage", + "EmptyLatentImage", + "EnhanceControl", + "EnhanceControls", + "ExponentialScheduler", + "FeatherMask", + "FlipSigmas", + "FooocusSampler", + "FooocusSettings", + "FreeU", + "FreeU_V2", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImagePrompts", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "InpaintOutpaint", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LatentAdd", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "LoraStacks", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeBlocks", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingContinuousEDM", + "ModelSamplingDiscrete", + "PatchModelAddDownscale", + "PerpNeg", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "PreviewImage", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_SDE", + "SamplerTCD", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveImage", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StyleModelApply", + "StyleModelLoader", + "TomePatchModel", + "UNETLoader", + "UpscaleModelLoader", + "UpscaleVary", + "VAEDecode", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "author": "Konie", + "title_aux": "ComfyUI-Fooocus" + } + ], + "https://github.com/mrm987/ComfyUI_Multi_Prompt_Generator": [ + [ + "MultiPromptGenerator", + "NAIMultiPromptGenerator" + ], + { + "title_aux": "ComfyUI-Multi-Prompt-Generator" + } + ], + "https://github.com/mudknight/comfyui-mudknight-utils": [ + [ + "AutoLevelNode", + "BBoxInsetAndCrop", + "BaseNode", + "CharacterPresetNode", + "CharacterReplacementNode", + "CombinedUpscaleNode", + "ConditionalLoraFullPipe", + "CustomResolutionPipe", + "DetailerNode", + "DetailerPipeNode", + "FullPipeIn", + "FullPipeLoader", + "FullPipeOut", + "ImageDifference", + "LoaderFullPipe", + "MaskDetailerNode", + "MaskDetailerPipeNode", + "ModelPresetNode", + "MultiStringConditioning", + "NestedDetailerNode", + "NestedDetailerPipeNode", + "OpenCVDenoise", + "PromptConditioningNode", + "ResolutionSelector", + "SaveFullPipe", + "SeedWithOverride", + "SplitLoaderFullPipe", + "StylePresetNode", + "TagPresetNode", + "UpscaleNode", + "WildcardNode" + ], + { + "title_aux": "comfyui-mudknight-utils" + } + ], + "https://github.com/muhammederem/blip-comfyui": [ + [ + "Blip Processor Node", + "List to Text Node" + ], + { + "title_aux": "BLIP Vision-Language Model Integration" + } + ], + "https://github.com/mullakhmetov/comfyui_dynamic_util_nodes": [ + [ + "ConcatStrings", + "FormatString", + "GetFiles", + "LoadImageByPath", + "StringOutput" + ], + { + "title_aux": "comfyui_dynamic_util_nodes" + } + ], + "https://github.com/muxueChen/ComfyUI_NTCosyVoice": [ + [ + "NTCosyVoiceCrossLingualSampler", + "NTCosyVoiceInstruct2Sampler", + "NTCosyVoiceZeroShotSampler" + ], + { + "title_aux": "CosyVoice2 for ComfyUI" + } + ], + "https://github.com/muzi12888/ComfyUI-PoseKeypoint-Mask": [ + [ + "Image Brightness", + "Openpose Keypoint Mask" + ], + { + "title_aux": "PoseKeypoint Mask" + } + ], + "https://github.com/my-opencode/ComfyUI_IndustrialMagick": [ + [ + "IndustrialMagick", + "IndustrialMagickImageIngest" + ], + { + "title_aux": "ComfyUI_IndustrialMagick" + } + ], + "https://github.com/my-opencode/ComfyUI_KSamplerTimer": [ + [ + "KSamplerTimer" + ], + { + "author": "Ludovic Anterieur", + "description": "This extension provides a wrapper of the native KSampler which outputs generation time.", + "nickname": "\u23f1", + "title": "KSampler (timer)", + "title_aux": "ComfyUI_KSamplerTimer" + } + ], + "https://github.com/myonmu0/ComfyUI-Jumper": [ + [ + "Receive Audio", + "Receive Images", + "Receive String", + "Send Audio", + "Send Images", + "Send String" + ], + { + "title_aux": "ComfyUI-Jumper" + } + ], + "https://github.com/myshell-ai/ComfyUI-ShellAgent-Plugin": [ + [ + "High444H264Encode", + "ShellAgentPluginInputAudio", + "ShellAgentPluginInputBoolean", + "ShellAgentPluginInputFloat", + "ShellAgentPluginInputImage", + "ShellAgentPluginInputInteger", + "ShellAgentPluginInputText", + "ShellAgentPluginInputVideo", + "ShellAgentPluginOutputBoolean", + "ShellAgentPluginOutputFloat", + "ShellAgentPluginOutputInteger", + "ShellAgentPluginOutputText", + "ShellAgentPluginSaveAudio", + "ShellAgentPluginSaveAudios", + "ShellAgentPluginSaveImage", + "ShellAgentPluginSaveImages", + "ShellAgentPluginSaveVideoVHS", + "ShellAgentPluginVideoCombineEncrypt" + ], + { + "author": "MyShell", + "description": "", + "title": "comfyui-shellagent-plugin", + "title_aux": "ComfyUI-ShellAgent-Plugin" + } + ], + "https://github.com/n0neye/A3D-comfyui-integration": [ + [ + "A3DListener" + ], + { + "title_aux": "A3D ComfyUI Integration" + } + ], + "https://github.com/nagolinc/ComfyUI_FastVAEDecorder_SDXL": [ + [ + "FastLatentToImage" + ], + { + "title_aux": "ComfyUI_FastVAEDecorder_SDXL" + } + ], + "https://github.com/nagolinc/comfyui_openai_node": [ + [ + "OpenAINode" + ], + { + "title_aux": "comfyui_openai_node" + } + ], + "https://github.com/nakagawadev/comfyui_nakagawa": [ + [ + "SaveVideoWebsocket", + "SaveWEBMWebsocket" + ], + { + "title_aux": "comfyui_nakagawa" + } + ], + "https://github.com/nako-nakoko/ComfyUI_Mel_Nodes": [ + [ + "AddFileNameonly", + "ResolutionSwitcher", + "Split Image Batch", + "Unet Selector_gguf", + "mel_RandomIntNode", + "mel_TextFilterNode", + "mel_TextSplitNode", + "mel_TextSplitNode2" + ], + { + "title_aux": "ComfyUI_Mel_Nodes" + } + ], + "https://github.com/naku-yh/ComfyUI_Flux2ImageReference": [ + [ + "NakuNode_Flux2" + ], + { + "title_aux": "ComfyUI_Flux2ImageReference" + } + ], + "https://github.com/namtb96/OmniGen2-Simple-Node": [ + [ + "OmniGen2ModelLoader", + "OmniGen2Sampler" + ], + { + "title_aux": "OmniGen2 Simple Node" + } + ], + "https://github.com/narusas/Comfyui-Logic-Support": [ + [ + "BooleanIndexAdder", + "NumberConditionChecker", + "NumberRangeIndex", + "NumberSequenceGenerator", + "StringConcatenator", + "StringSwitchByNumber" + ], + { + "title_aux": "ComfyUI Logic Support" + } + ], + "https://github.com/natto-maki/ComfyUI-NegiTools": [ + [ + "NegiTools_CompositeImages", + "NegiTools_DepthEstimationByMarigold", + "NegiTools_DetectFaceRotationForInpainting", + "NegiTools_ImageProperties", + "NegiTools_LatentProperties", + "NegiTools_NoiseImageGenerator", + "NegiTools_OpenAiDalle3", + "NegiTools_OpenAiGpt", + "NegiTools_OpenAiGpt4v", + "NegiTools_OpenAiTranslate", + "NegiTools_OpenPoseToPointList", + "NegiTools_PointListToMask", + "NegiTools_RandomImageLoader", + "NegiTools_SaveImageToDirectory", + "NegiTools_SeedGenerator", + "NegiTools_StereoImageGenerator", + "NegiTools_StringFunction" + ], + { + "title_aux": "ComfyUI-NegiTools" + } + ], + "https://github.com/nawka12/ComfyUI-Adept-Sampler": [ + [ + "AdeptAncestralSampler", + "AdeptSchedulerAOS_E", + "AdeptSchedulerAOS_V", + "AdeptSchedulerAYS", + "AdeptSchedulerAdvanced", + "AdeptSchedulerAkashicAOS", + "AdeptSchedulerEntropic", + "AdeptSchedulerJYS", + "AdeptSchedulerStochastic", + "AdeptSolverSampler", + "AkashicSolverSampler" + ], + { + "title_aux": "ComfyUI-Adept-Sampler" + } + ], + "https://github.com/naxci1/ComfyUI-FlashVSR_Stable": [ + [ + "FlashVSRInitPipe", + "FlashVSRNode", + "FlashVSRNodeAdv" + ], + { + "title_aux": "ComfyUI-FlashVSR_Stable" + } + ], + "https://github.com/nchenevey1/comfyui-gimp-nodes": [ + [ + "NC_LoadImageGIMP", + "NC_LoadMaskGIMP", + "NC_SendImageDimsWebSocketGIMP", + "NC_SendImageWebSocketGIMP" + ], + { + "title_aux": "comfyui-gimp-nodes" + } + ], + "https://github.com/negaga53/comfyui-imgloader": [ + [ + "ImageLoader" + ], + { + "title_aux": "ComfyUI Universal Image Loader" + } + ], + "https://github.com/neggo/comfyui-sambanova": [ + [ + "SambaNova API Node", + "SambaNovaNode" + ], + { + "title_aux": "comfyui-sambanova" + } + ], + "https://github.com/neo-editer/ComfyUI-Better-Dimensions-wan-v2": [ + [ + "BetterImageDimensions_v2", + "PureRatio", + "SDXLDimensions_simple", + "WANDimensions_480", + "WANDimensions_720" + ], + { + "title_aux": "ComfyUI-Better-Dimensions-wan-v2" + } + ], + "https://github.com/neocrz/comfyui-usetaesd": [ + [ + "DecodeTAESD", + "DecodeTAESDTiled", + "EncodeTAESD", + "EncodeTAESDTiled" + ], + { + "title_aux": "comfyui-usetaesd" + } + ], + "https://github.com/neonr-0/ComfyUI-PixelConstrainedScaler": [ + [ + "PixelConstrainedScaler" + ], + { + "title_aux": "ComfyUI-PixelConstrainedScaler" + } + ], + "https://github.com/neph1/comfyui-smooth-step-lora-loader": [ + [ + "Smooth_Step_Lora_Loader" + ], + { + "title_aux": "comfyui-smooth-step-lora-loader" + } + ], + "https://github.com/neurodanzelus-cmd/ComfyUI-TeleStyle": [ + [ + "TeleStyleLoader", + "TeleStyleVideoInference" + ], + { + "title_aux": "ComfyUI-TeleStyle" + } + ], + "https://github.com/neverbiasu/ComfyUI-BAGEL": [ + [ + "BagelImageEdit", + "BagelImageUnderstanding", + "BagelModelLoader", + "BagelMultiImageEdit", + "BagelTextToImage" + ], + { + "title_aux": "ComfyUI-BAGEL" + } + ], + "https://github.com/neverbiasu/ComfyUI-ChatTTS": [ + [ + "ChatTTSLoader", + "ChatTTS_ExtractSpeaker", + "ChatTTS_LoadSpeakerProfile", + "ChatTTS_Sampler", + "ChatTTS_SaveSpeakerProfile", + "ChatTTS_SeedBasedSpeaker", + "ChatTTS_TextNormalizer", + "ChatTTS_TextSplitter" + ], + { + "title_aux": "ComfyUI-ChatTTS" + } + ], + "https://github.com/neverbiasu/ComfyUI-Dashscope": [ + [ + "DashscopeEmoCaller", + "DashscopeLLMLoader", + "DashscopeModelCaller", + "DashscopeOCRCaller", + "DashscopeVLMLoader" + ], + { + "title_aux": "ComfyUI-Dashscope" + } + ], + "https://github.com/neverbiasu/ComfyUI-Image-Captioner": [ + [ + "ImageCaptioner" + ], + { + "title_aux": "ComfyUI-Image-Captioner" + } + ], + "https://github.com/neverbiasu/ComfyUI-ModelScope": [ + [ + "ModelScopeImageGenerator", + "ModelScopeLLM", + "ModelScopeVLM" + ], + { + "title_aux": "ComfyUI-ModelScope" + } + ], + "https://github.com/neverbiasu/ComfyUI-Ovis-U1": [ + [ + "OvisU1ImageEdit", + "OvisU1ImageToText", + "OvisU1ModelLoader", + "OvisU1TextToImage" + ], + { + "title_aux": "ComfyUI-Ovis-U1" + } + ], + "https://github.com/neverbiasu/ComfyUI-SAM2": [ + [ + "GroundingDinoModelLoader", + "GroundingDinoModelLoader (segment anything2)", + "GroundingDinoSAM2Segment", + "GroundingDinoSAM2Segment (segment anything2)", + "InvertMask", + "InvertMask (segment anything)", + "IsMaskEmpty", + "SAM2ModelLoader", + "SAM2ModelLoader (segment anything2)" + ], + { + "title_aux": "ComfyUI SAM2(Segment Anything 2)" + } + ], + "https://github.com/neverbiasu/ComfyUI-StyleShot": [ + [ + "StyleShotApply" + ], + { + "title_aux": "ComfyUI-StyleShot" + } + ], + "https://github.com/ngosset/ComfyUI-ImageSimilarity": [ + [ + "Image Similarity" + ], + { + "title_aux": "ImageSimilarity" + } + ], + "https://github.com/nicehero/comfyui-SegGPT": [ + [ + "SegGPT" + ], + { + "title_aux": "comfyui-SegGPT" + } + ], + "https://github.com/nickve28/ComfyUI-Nich-Utils": [ + [ + "Image from Dir Selector (Nich)", + "Select Text with Regular Expression (Nich)" + ], + { + "title_aux": "ComfyUI Nich Utils" + } + ], + "https://github.com/nicofdga/DZ-FaceDetailer": [ + [ + "DZ_Face_Detailer" + ], + { + "title_aux": "DZ-FaceDetailer" + } + ], + "https://github.com/niknah/ComfyUI-F5-TTS": [ + [ + "F5TTSAudio", + "F5TTSAudioAdvanced", + "F5TTSAudioInputs" + ], + { + "title_aux": "ComfyUI F5-TTS" + } + ], + "https://github.com/niknah/ComfyUI-Hunyuan-3D-2": [ + [ + "Hunyuan3D2ImageTo3D" + ], + { + "title_aux": "ComfyUI Hunyuan-3D-2" + } + ], + "https://github.com/niknah/ComfyUI-InfiniteYou": [ + [ + "InfiniteYouSample", + "InfiniteYouSampler" + ], + { + "title_aux": "ComfyUI-InfiniteYou" + } + ], + "https://github.com/niknah/audio-general-ComfyUI": [ + [ + "AudioBassTreble", + "AudioConcat", + "AudioInfo", + "AudioMix", + "AudioPitch", + "AudioSampleRate", + "AudioSpeed", + "AudioTrimSilenceRosa", + "AudioTrimSilenceVAD" + ], + { + "title_aux": "Audio General" + } + ], + "https://github.com/niknah/presentation-ComfyUI": [ + [ + "PresentationAddQueue", + "PresentationAdvancedSection", + "PresentationAudio", + "PresentationComponent", + "PresentationDropDown", + "PresentationFile", + "PresentationHistory", + "PresentationImage", + "PresentationProgress", + "PresentationSeed", + "PresentationTab", + "PresentationVideo" + ], + { + "title_aux": "Presentation ComfyUI" + } + ], + "https://github.com/nilor-corp/nilor-nodes": [ + [ + "MediaStreamInput", + "MediaStreamOutput", + "Nilor Blur Analysis", + "Nilor Categorize String", + "Nilor Count Images In Directory", + "Nilor Extract Filename from Path", + "Nilor Image Resize v2", + "Nilor Int To List Of Bools", + "Nilor Interpolated Float List", + "Nilor Inverse Map Float List", + "Nilor List of Ints", + "Nilor Load Image By Index", + "Nilor One Minus Float List", + "Nilor Output Filename String", + "Nilor Random String", + "Nilor Remap Float List", + "Nilor Remap Float List Auto Input", + "Nilor Repeat & Trim Image Batch", + "Nilor Repeat, Shuffle, & Trim Image Batch", + "Nilor Save EXR Arbitrary", + "Nilor Save Image To HF Dataset", + "Nilor Save Video To HF Dataset", + "Nilor Select Index From List", + "Nilor Shuffle Image Batch", + "Nilor To Sparse Index Method", + "Nilor Wan Frame Trim", + "Nilor Wan Tile Resolution", + "Nilor n Fractions of Int", + "NilorGroup", + "NilorPreset", + "NilorUserInput_Boolean", + "NilorUserInput_Float", + "NilorUserInput_Int", + "NilorUserInput_String" + ], + { + "title_aux": "Nilor Nodes by Nilor Corp" + } + ], + "https://github.com/ningxiaoxiao/comfyui-NDI": [ + [ + "NDI_LoadImage", + "NDI_SendImage" + ], + { + "title_aux": "comfyui-NDI" + } + ], + "https://github.com/nirbhay-faaya/ImgProcessing_ComfyUI": [ + [ + "ImageConcat", + "ImageCropMultEight", + "ImageCut", + "LightingPreprocessor" + ], + { + "title_aux": "ImgProcessing_ComfyUI" + } + ], + "https://github.com/nirex0/ComfyUI_pytorch_openpose": [ + [ + "pytorch_openpose" + ], + { + "title_aux": "ComfyUI_pytorch_openpose" + } + ], + "https://github.com/nisaruj/comfyui-daam": [ + [ + "CLIPTextEncodeWithTokens", + "DAAMAnalyzer", + "DAAMPreviewImage", + "KSamplerDAAM" + ], + { + "title_aux": "ComfyUI-DAAM" + } + ], + "https://github.com/nisimjoseph/ComfyUI_OpenAI-Prompter": [ + [ + "OpenAI Prompt Generator" + ], + { + "title_aux": "ComfyUI OpenAI Prompter" + } + ], + "https://github.com/nitingrg/comfyui-ntools": [ + [ + "ImageMegapixels" + ], + { + "title_aux": "comfyui-ntools" + } + ], + "https://github.com/njlent/ComfyUI_performance-report": [ + [ + "ExecutionTimeReporter" + ], + { + "title_aux": "ComfyUI Execution Time Reporter" + } + ], + "https://github.com/njlent/ComfyUI_wavelet-colorfix": [ + [ + "WaveletColorFix" + ], + { + "title_aux": "ComfyUI Wavelet Color Fix" + } + ], + "https://github.com/nkchocoai/ComfyUI-DanbooruPromptQuiz": [ + [ + "DanbooruPromptComparison", + "DanbooruPromptQuiz" + ], + { + "title_aux": "ComfyUI-DanbooruPromptQuiz" + } + ], + "https://github.com/nkchocoai/ComfyUI-Dart": [ + [ + "DanbooruTagsTransformerBanTagsFromRegex", + "DanbooruTagsTransformerComposePrompt", + "DanbooruTagsTransformerComposePromptV2", + "DanbooruTagsTransformerDecode", + "DanbooruTagsTransformerDecodeBySplitedParts", + "DanbooruTagsTransformerGenerate", + "DanbooruTagsTransformerGenerateAdvanced", + "DanbooruTagsTransformerGenerationConfig", + "DanbooruTagsTransformerGetAspectRatio", + "DanbooruTagsTransformerLoader", + "DanbooruTagsTransformerRearrangedByAnimagine", + "DanbooruTagsTransformerRemoveTagToken" + ], + { + "title_aux": "ComfyUI-Dart" + } + ], + "https://github.com/nkchocoai/ComfyUI-PromptUtilities": [ + [ + "PromptUtilitiesConstString", + "PromptUtilitiesConstStringMultiLine", + "PromptUtilitiesFormatString", + "PromptUtilitiesJoinStringList", + "PromptUtilitiesLoadPreset", + "PromptUtilitiesLoadPresetAdvanced", + "PromptUtilitiesPromptWeight", + "PromptUtilitiesRandomPreset", + "PromptUtilitiesRandomPresetAdvanced", + "PromptUtilitiesReplaceOrInsertTag", + "PromptUtilitiesRoundPromptWeight", + "PromptUtilitiesSampleTags", + "PromptUtilitiesSampleTagsWithWeight" + ], + { + "title_aux": "ComfyUI-PromptUtilities" + } + ], + "https://github.com/nkchocoai/ComfyUI-SaveImageWithMetaData": [ + [ + "CreateExtraMetaData", + "SaveImageWithMetaData" + ], + { + "title_aux": "ComfyUI-SaveImageWithMetaData" + } + ], + "https://github.com/nkchocoai/ComfyUI-SizeFromPresets": [ + [ + "EmptyLatentImageFromPresetsSD15", + "EmptyLatentImageFromPresetsSDXL", + "GetSimilarResolution", + "GetSimilarResolutionEmptyLatent", + "RandomEmptyLatentImageFromPresetsSD15", + "RandomEmptyLatentImageFromPresetsSDXL", + "RandomSizeFromPresetsSD15", + "RandomSizeFromPresetsSDXL", + "SizeFromPresetsSD15", + "SizeFromPresetsSDXL" + ], + { + "title_aux": "ComfyUI-SizeFromPresets" + } + ], + "https://github.com/nkchocoai/ComfyUI-TextOnSegs": [ + [ + "CalcMaxFontSize", + "ExtractDominantColor", + "GetComplementaryColor", + "SegsToRegion", + "TextOnSegsFloodFill" + ], + { + "title_aux": "ComfyUI-TextOnSegs" + } + ], + "https://github.com/nobandegani/comfyui_ino_nodes": [ + [ + "InoBoolToSwitch", + "InoBooleanEqual", + "InoCropImageByBox", + "InoGetDateTimeAsBase64", + "InoLoadImagesFromFolder", + "InoNotBoolean", + "InoOnImageListCompleted" + ], + { + "title_aux": "ComfyUI Ino Nodes" + } + ], + "https://github.com/nobrainX2/comfyUI-customDia": [ + [ + "Audio retimer", + "Dia text to speech" + ], + { + "title_aux": "ComfyUI Custom Dia" + } + ], + "https://github.com/noelkim12/ComfyUI-NoelTextUtil": [ + [ + "NoelLoRATriggerInjector", + "NoelUnifiedPrefix" + ], + { + "title_aux": "ComfyUI-ComfyUI-NoelTextUtil" + } + ], + "https://github.com/noembryo/ComfyUI-noEmbryo": [ + [ + "PromptTermList1", + "PromptTermList2", + "PromptTermList3", + "PromptTermList4", + "PromptTermList5", + "PromptTermList6" + ], + { + "author": "noEmbryo", + "description": "Some useful nodes for ComfyUI", + "nickname": "noEmbryo", + "title": "noEmbryo nodes", + "title_aux": "noEmbryo nodes" + } + ], + "https://github.com/nofunstudio/Node_Fun_ComfyUI": [ + [ + "DynamicQueueCounter", + "FalAPI_Flux2KleinEdit", + "FalAPI_Flux2LoraEdit", + "FalAPI_Flux2TurboEdit", + "FalAPI_NanoBananaPro", + "FalAPI_QwenEditPlus", + "FalAPI_kling_video", + "FalAPI_ltx2_video", + "FalAPI_recraft_upscale", + "FalAPI_seedance_video", + "FluxKontextInpaintingConditioning", + "Fun KSampler", + "IframeView", + "IndexedStringSelector", + "Kontext Inpainting Conditioning", + "LayeredInfiniteZoom", + "LoadImageBatchFun", + "MultiAlphaComposite", + "Replicate flux 1.1 pro ultra", + "ReplicateAPI_flux_1_1_pro_ultra", + "ReplicateAPI_flux_fill_pro", + "StringLower", + "WaveSpeedAI_Flux2LoraEdit", + "WaveSpeedAI_Image" + ], + { + "title_aux": "Node_Fun_ComfyUI" + } + ], + "https://github.com/nomadoor/ComfyUI-Temporal-Mask-Tools": [ + [ + "TemporalMaskRemoveShortObjects", + "TemporalMaskUnion" + ], + { + "title_aux": "ComfyUI Temporal Mask Tools" + } + ], + "https://github.com/northumber/ComfyUI-northTools": [ + [ + "BooleanIndexesToString", + "ConcatHistoryString", + "ExtractMetadataByKey", + "ImageToTrue", + "LoadImagesFromDirByIndexBatch", + "LoadImagesFromDirByIndexList", + "LoadImagesFromDirList", + "SumIntegers" + ], + { + "title_aux": "ComfyUI-northTools" + } + ], + "https://github.com/nosiu/comfyui-instantId-faceswap": [ + [ + "AngleFromFace", + "AngleFromKps", + "ComposeRotated", + "ControlNetInstantIdApply", + "FaceEmbed", + "FaceEmbedCombine", + "InstantIdAdapterApply", + "InstantIdAndControlnetApply", + "Kps2dRandomizer", + "Kps2dScale", + "Kps2dScaleBy", + "Kps3dFromImage", + "Kps3dRandomizer", + "KpsCrop", + "KpsDraw", + "KpsMaker", + "KpsRotate", + "KpsScale", + "KpsScaleBy", + "LoadInsightface", + "LoadInstantIdAdapter", + "MaskFromKps", + "PreprocessImagAdvancese", + "PreprocessImage", + "PreprocessImageAdvanced", + "RotateImage" + ], + { + "title_aux": "comfyui-instantId-faceswap" + } + ], + "https://github.com/nosiu/comfyui-text-randomizer": [ + [ + "ConcatText", + "RandomTextChoice", + "RandomizeText", + "RandomizeTextWithCheck", + "ShowText" + ], + { + "title_aux": "comfyui-text-randomizer" + } + ], + "https://github.com/noxinias/ComfyUI_NoxinNodes": [ + [ + "NoxinChime", + "NoxinPromptLoad", + "NoxinPromptSave", + "NoxinScaledResolution", + "NoxinSimpleMath", + "NoxinSplitPrompt" + ], + { + "title_aux": "ComfyUI_NoxinNodes" + } + ], + "https://github.com/nsdtcloud3d/ComfyUI-3D-Convert": [ + [ + "ConvertTo3DFormat", + "Load3DConvertAPIKEY", + "Load3DFile" + ], + { + "title_aux": "ComfyUI-3D-Convert" + } + ], + "https://github.com/ntc-ai/ComfyUI-DARE-LoRA-Merge": [ + [ + "Apply LoRA", + "DARE Merge LoRA Stack", + "Save LoRA" + ], + { + "title_aux": "ComfyUI - Apply LoRA Stacker with DARE" + } + ], + "https://github.com/nuanarchy/ComfyUI-NuA-BIRD": [ + [ + "Bird_Deblurring_NuA", + "Bird_Denoising_NuA", + "Bird_Inpainting_NuA", + "Bird_Loader_NuA", + "Bird_Non_Uniform_Deblurring_NuA", + "Bird_Super_Resolution_NuA" + ], + { + "title_aux": "ComfyUI-NuA-BIRD" + } + ], + "https://github.com/nuanarchy/ComfyUI-NuA-FlashFace": [ + [ + "FlashFace_Loader_NuA", + "FlashFace_Sampler_NuA" + ], + { + "title_aux": "ComfyUI-NuA-FlashFace" + } + ], + "https://github.com/nullquant/ComfyUI-BrushNet": [ + [ + "BlendInpaint", + "BrushNet", + "BrushNetLoader", + "CutForInpaint", + "PowerPaint", + "PowerPaintCLIPLoader", + "RAUNet" + ], + { + "author": "nullquant", + "description": "These are custom nodes for ComfyUI native implementation of BrushNet, PowerPaint and RAUNet models", + "nickname": "BrushName nodes", + "title": "BrushNet", + "title_aux": "BrushNet" + } + ], + "https://github.com/numz/ComfyUI-FlowChain": [ + [ + "WorkflowLipSync" + ], + { + "title_aux": "ComfyUI-FlowChain" + } + ], + "https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler": [ + [ + "SeedVR2LoadDiTModel", + "SeedVR2LoadVAEModel", + "SeedVR2TorchCompileSettings", + "SeedVR2VideoUpscaler" + ], + { + "title_aux": "ComfyUI-SeedVR2_VideoUpscaler" + } + ], + "https://github.com/numz/Comfyui-Orpheus": [ + [ + "orpheus", + "orpheusAdvanced" + ], + { + "title_aux": "ComfyUI-Orpheus" + } + ], + "https://github.com/nunchaku-tech/ComfyUI-nunchaku": [ + [ + "NunchakuDepthPreprocessor", + "NunchakuFluxDiTLoader", + "NunchakuFluxIPAdapterApply", + "NunchakuFluxLoraLoader", + "NunchakuFluxLoraStack", + "NunchakuFluxPuLIDApplyV2", + "NunchakuIPAdapterLoader", + "NunchakuModelMerger", + "NunchakuPuLIDLoaderV2", + "NunchakuPulidApply", + "NunchakuPulidLoader", + "NunchakuQwenImageDiTLoader", + "NunchakuTextEncoderLoader", + "NunchakuTextEncoderLoaderV2", + "NunchakuWheelInstaller", + "NunchakuZImageDiTLoader" + ], + { + "title_aux": "ComfyUI-nunchaku" + } + ], + "https://github.com/nux1111/ComfyUI_NetDist_Plus": [ + [ + "CombineImageBatch", + "ConditioningFromBase64(Nux)", + "ConditioningToBase64(Nux)", + "ExtractBase64FromImage(Nux)", + "ExtractBase64FromImageUpload(Nux)", + "FetchRemote", + "FetchRemoteWithExtras(Nux)", + "LatentToBase64(Nux)", + "LoadCurrentWorkflowJSON", + "LoadDiskWorkflowJSON", + "LoadImageUrl", + "LoadLatentFromBase64(Nux)", + "LoadLatentNumpy", + "LoadLatentUrl", + "LoadWorkflowJSON", + "RemoteApplyValues(Nux)", + "RemoteApplyValuesMulti(Nux)", + "RemoteChainEnd", + "RemoteChainStart", + "RemoteChainStart(Nux)", + "RemoteQueueSimple", + "RemoteQueueSimple(Nux)", + "RemoteQueueWorker", + "SaveDiskWorkflowJSON", + "SaveImageUrl", + "SaveImageWithBase64(Nux)", + "SaveLatentNumpy" + ], + { + "title_aux": "ComfyUI_NetDist_Plus" + } + ], + "https://github.com/nyueki/ComfyUI-RemoteCLIPLoader": [ + [ + "RemoteCLIPLoader", + "RemoteCLIPWorker" + ], + { + "title_aux": "ComfyUI-RemoteCLIPLoader" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ChannelMixer": [ + [ + "OlmChannelMixer" + ], + { + "title_aux": "Olm Channel Mixer for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ColorBalance": [ + [ + "OlmColorBalance" + ], + { + "title_aux": "Olm Color Balance for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-CurveEditor": [ + [ + "OlmCurveEditor" + ], + { + "title_aux": "Olm Curve Editor for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-DragCrop": [ + [ + "OlmCropInfoInterpreter", + "OlmDragCrop" + ], + { + "title_aux": "Olm DragCrop for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Histogram": [ + [ + "OlmHistogram" + ], + { + "title_aux": "Olm Histogram for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-ImageAdjust": [ + [ + "OlmImageAdjust" + ], + { + "title_aux": "Olm Image Adjust for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-LGG": [ + [ + "OlmLGG" + ], + { + "title_aux": "Olm LGG (Lift, Gamma, Gain) for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Resolution-Picker": [ + [ + "OlmResolutionPicker" + ], + { + "title_aux": "Olm Resolution Picker for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-Olm-Sketch": [ + [ + "OlmSketch" + ], + { + "title_aux": "Olm Sketch for ComfyUI" + } + ], + "https://github.com/o-l-l-i/ComfyUI-OlmLUT": [ + [ + "OlmLUT" + ], + { + "title_aux": "Olm LUT Node for ComfyUI" + } + ], + "https://github.com/obisin/ComfyUI-DGLS": [ + [ + "DGLSCleanup", + "DGLSModelLoader", + "DynamicSwappingLoader" + ], + { + "title_aux": "ComfyUI - DGLS (Dynamic GPU Layer Swapping)" + } + ], + "https://github.com/obvirm/ComfyUI-WhisperXX": [ + [ + "WhisperXNode" + ], + { + "title_aux": "ComfyUI-WhisperXX" + } + ], + "https://github.com/ohmygoobness/ComfyUI-ImageResolutionFixer": [ + [ + "ImageResolutionFixer" + ], + { + "title_aux": "ComfyUI-ImageResolutionFixer" + } + ], + "https://github.com/okdalto/ComfyUI-FlashPortrait": [ + [ + "FlashPortraitFeatureExtractor", + "FlashPortraitLoader", + "FlashPortraitSampler" + ], + { + "title_aux": "ComfyUI-FlashPortrait" + } + ], + "https://github.com/okdalto/ComfyUI-PersonaLive": [ + [ + "PersonaLiveCheckpointLoader", + "PersonaLivePhotoSampler" + ], + { + "title_aux": "ComfyUI-PersonaLive" + } + ], + "https://github.com/okdalto/ComfyUI-WithAnyone": [ + [ + "WithAnyoneArcFaceExtractorNode", + "WithAnyoneBBoxNode", + "WithAnyoneModelLoaderNode", + "WithAnyoneSamplerNode", + "WithAnyoneSigLIPExtractorNode", + "WithAnyoneSinglePersonConditioningNode" + ], + { + "title_aux": "ComfyUI-WithAnyone" + } + ], + "https://github.com/okgo4/ComfyUI-Mosaic-Mask": [ + [ + "MosaicMask" + ], + { + "title_aux": "ComfyUI-Mosaic-Mask" + } + ], + "https://github.com/olafrv/comfyui_olafrv": [ + [ + "ORVImageSizeBestFitResolution", + "ORvEmbeddingsHeatmap", + "ORvEmbeddingsSpectrogram", + "ORvStringConsoleDebug", + "ORvTextEncoderGoogleEmbeddingGemma3", + "ORvTextStripNonLatin" + ], + { + "title_aux": "Olaf's Nodes" + } + ], + "https://github.com/olduvai-jp/ComfyUI-HfLoader": [ + [ + "ControlNet Loader From HF", + "Lora Loader From HF" + ], + { + "title_aux": "ComfyUI-HfLoader" + } + ], + "https://github.com/olduvai-jp/ComfyUI-S3-IO": [ + [ + "LoadImageS3", + "LoadVideoUploadS3", + "SaveImageS3", + "VHS_AudioToVHSAudio", + "VHS_BatchManager", + "VHS_DuplicateImages", + "VHS_DuplicateLatents", + "VHS_DuplicateMasks", + "VHS_GetImageCount", + "VHS_GetLatentCount", + "VHS_GetMaskCount", + "VHS_LoadAudio", + "VHS_LoadAudioUpload", + "VHS_LoadImagePath", + "VHS_LoadImages", + "VHS_LoadImagesPath", + "VHS_LoadVideo", + "VHS_LoadVideoFFmpeg", + "VHS_LoadVideoFFmpegPath", + "VHS_LoadVideoPath", + "VHS_MergeImages", + "VHS_MergeLatents", + "VHS_MergeMasks", + "VHS_PruneOutputs", + "VHS_SelectEveryNthImage", + "VHS_SelectEveryNthLatent", + "VHS_SelectEveryNthMask", + "VHS_SelectFilename", + "VHS_SelectImages", + "VHS_SelectLatents", + "VHS_SelectLatest", + "VHS_SelectMasks", + "VHS_SplitImages", + "VHS_SplitLatents", + "VHS_SplitMasks", + "VHS_Unbatch", + "VHS_VAEDecodeBatched", + "VHS_VAEEncodeBatched", + "VHS_VHSAudioToAudio", + "VHS_VideoCombine", + "VHS_VideoInfo", + "VHS_VideoInfoLoaded", + "VHS_VideoInfoSource", + "VideoCombineS3" + ], + { + "title_aux": "ComfyUI-S3-IO" + } + ], + "https://github.com/oleksandr612/ComfyUI-Counter": [ + [ + "Simple Counter" + ], + { + "title_aux": "ComfyUI-Counter" + } + ], + "https://github.com/oliverswitzer/ComfyUI-Lora-Visualizer": [ + [ + "LoRAVisualizer", + "PromptComposer", + "PromptSplitter", + "WANLoRAHighLowSplitter" + ], + { + "title_aux": "LoRA Visualizer" + } + ], + "https://github.com/olivv-cs/ComfyUI-FunPack": [ + [ + "FunPackContinueVideo", + "FunPackCreativeTemplate", + "FunPackImg2LatentInterpolation", + "FunPackLorebookEnhancer", + "FunPackPromptEnhancer", + "FunPackStoryMemJSONConverter", + "FunPackStoryMemKeyframeExtractor", + "FunPackStoryMemLastFrameExtractor", + "FunPackStoryWriter", + "FunPackVideoStitch" + ], + { + "title_aux": "ComfyUI-FunPack" + } + ], + "https://github.com/omar92/ComfyUI-QualityOfLifeSuit_Omar92": [ + [ + "CLIPStringEncode _O", + "Chat completion _O", + "ChatGPT Simple _O", + "ChatGPT _O", + "ChatGPT compact _O", + "Chat_Completion _O", + "Chat_Message _O", + "Chat_Message_fromString _O", + "Concat Text _O", + "ConcatRandomNSP_O", + "Debug String _O", + "Debug Text _O", + "Debug Text route _O", + "Equation1param _O", + "Equation2params _O", + "GetImage_(Width&Height) _O", + "GetLatent_(Width&Height) _O", + "ImageScaleFactor _O", + "ImageScaleFactorSimple _O", + "LatentUpscaleFactor _O", + "LatentUpscaleFactorSimple _O", + "LatentUpscaleMultiply", + "Note _O", + "QOL Split String", + "RandomNSP _O", + "Replace Text _O", + "String _O", + "Text _O", + "Text2Image _O", + "Trim Text _O", + "combine_chat_messages _O", + "compine_chat_messages _O", + "concat Strings _O", + "create image _O", + "create_image _O", + "debug Completeion _O", + "debug messages_O", + "float _O", + "floatToInt _O", + "floatToText _O", + "int _O", + "intToFloat _O", + "load_openAI _O", + "replace String _O", + "replace String advanced _O", + "saveTextToFile _O", + "seed _O", + "selectLatentFromBatch _O", + "string2Image _O", + "trim String _O", + "variation_image _O" + ], + { + "title_aux": "Quality of life Suit:V2" + } + ], + "https://github.com/omixmaxdimo/OmiXDev": [ + [ + "OmixChatPro", + "OmixGeminiPro", + "ResolutionPresets" + ], + { + "title_aux": "OmiXdev Custom Nodes" + } + ], + "https://github.com/openvino-dev-samples/comfyui_openvino": [ + [ + "TorchCompileDiffusionOpenVINO", + "TorchCompileVAEOpenVINO" + ], + { + "title_aux": "ComfyUI-OpenVINO" + } + ], + "https://github.com/opparco/ComfyUI-WanLightx2vScheduler": [ + [ + "KSamplerAdvancedPartialSigmas", + "WanLightx2vSchedulerBasic", + "WanLightx2vSchedulerBasicFromModel" + ], + { + "title_aux": "Wan2.2 Lightx2v Scheduler for ComfyUI" + } + ], + "https://github.com/opvelll/ComfyUI_TextListProduct": [ + [ + "ProductedString", + "PromptPairConcat", + "TextListProduct", + "TextListProductWithSingleA", + "TextListProductWithSingleB", + "TextListProductWithSingleBoth" + ], + { + "title_aux": "Comfy UI Text List Product" + } + ], + "https://github.com/orange90/ComfyUI-Regex-Runner": [ + [ + "RegexNode" + ], + { + "title_aux": " ComfyUI-Regex-Runner" + } + ], + "https://github.com/orex2121/comfyui-OreX": [ + [ + "IoNetVision", + "KontextPresetsOrex", + "OreX Image Load Batch", + "OreX Image Save", + "PollinationsTextGenOrex", + "flux-kontext-orexnodes", + "orex IoNet Chat", + "orex IoNet Vision", + "orex IoNet Vision Url", + "orex Kontext Presets", + "orex Load Image", + "orex Load Image Batch", + "orex Load Image Batch Size", + "orex Polination Text Gen", + "orex Save Image" + ], + { + "title_aux": "comfyui-OreX" + } + ], + "https://github.com/orion4d/Calculator_Pro": [ + [ + "DataConverter", + "LengthConverter", + "ManualRateConverter", + "MassConverter", + "ScientificCalculatorTri", + "TimeConverter", + "UniversalConverter", + "VolumeConverter" + ], + { + "title_aux": "CalculatorPro - Node Suite for ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI-Image-Effects": [ + [ + "AsciiArtNode", + "AsciiTextNode", + "AuroraNode", + "BarrelDistortionNode", + "CSSFiltersNode", + "ChannelMixerNode", + "ColorBalanceNode", + "CrystallizeNode", + "CurvesNode", + "FilmGrainNode", + "FisheyeNode", + "GodRaysNode", + "HexagonalPixelateNode", + "HolographicNode", + "KaleidoscopeAdvancedNode", + "KaleidoscopeNode", + "LensFlareNode", + "LevelsNode", + "LightLeaksNode", + "NeonGlowNode", + "PinchNode", + "PolaroidNode", + "PolygonNode", + "RippleNode", + "SaverPlusNode", + "ShadowHighlightNode", + "SpherizeNode", + "TriangulateNode", + "VHSGlitchNode", + "VibranceNode", + "VintageTVNode", + "VoronoiNode" + ], + { + "title_aux": "ComfyUI-Image-Effects" + } + ], + "https://github.com/orion4d/ComfyUI_DAO_master": [ + [ + "ConvertIMGtoSVG", + "ConvertSVGtoIMG", + "DAO Blur", + "DAO Clone Circular", + "DAO Clone Circular Path", + "DAO Clone Grid", + "DAO Clone Grid Path", + "DAO Move", + "DAO RVB Color Picker", + "DAO Text Maker", + "DXF Add Circle", + "DXF Add Ellipse", + "DXF Add Line", + "DXF Add Polygon", + "DXF Add Rectangle", + "DXF Add Rounded Rectangle", + "DXF Add Star", + "DXF Add Triangle", + "DXF Import", + "DXF New", + "DXF Preview", + "DXF Save", + "DXF Stats", + "DXF Transform", + "DXF to SVG", + "Folder File Pro", + "Load Image Pro", + "MosaicAssembleFromFolder", + "MosaicTileAssemble", + "MosaicTileExport", + "Path To Image", + "SVG Boolean", + "SVG Load", + "SVG Passthrough", + "SVG Preview", + "SVG Save", + "SVG Style" + ], + { + "title_aux": "ComfyUI_DAO_master" + } + ], + "https://github.com/orion4d/ComfyUI_SharpnessPro": [ + [ + "Clarity", + "HighPassSharpen", + "SmartSharpen", + "Texture", + "UnsharpMaskSharpen" + ], + { + "title_aux": "SharpnessPro pour ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI_colormaster": [ + [ + "AnnotateHexLines", + "ColorPaletteExtractor", + "HexColorToImage", + "ImageCollageNode", + "SelectHexLine" + ], + { + "title_aux": "ComfyUI Colormaster Nodes" + } + ], + "https://github.com/orion4d/ComfyUI_extract_imag": [ + [ + "ExtractAndSaveImagesFromDocument" + ], + { + "title_aux": "ComfyUI_extract_imag" + } + ], + "https://github.com/orion4d/ComfyUI_image-display": [ + [ + "DisplayImageWithMask" + ], + { + "title_aux": "Display Image with Mask for ComfyUI" + } + ], + "https://github.com/orion4d/ComfyUI_pdf_nodes": [ + [ + "PDFExtractTextFromPages", + "PDFGetPageCount", + "PDFLoad", + "PDFMerge", + "PDFPagesToImages", + "PDFPreviewPage", + "PDFRotatePages", + "PDFSave", + "PDFSelectPageAndExtractText" + ], + { + "title_aux": "ComfyUI PDF Nodes" + } + ], + "https://github.com/orion4d/Comfyui_EncryptMaster": [ + [ + "Generate Passphrase", + "GeneratePassphrase", + "Image Cipher To Noise", + "Image Decipher From Noise", + "Stego Capacity Estimator", + "Stego Embed Image", + "Stego Embed Text", + "Stego Extract Image", + "Stego Extract Text", + "Text Cipher" + ], + { + "title_aux": "ComfyUI EncryptMaster" + } + ], + "https://github.com/orion4d/Gemini_Banana_by_orion4d": [ + [ + "GeminiNanoStudio" + ], + { + "title_aux": "Gemini Nano Banana for ComfyUI" + } + ], + "https://github.com/orion4d/Orion4D_pixelshift": [ + [ + "EnsembleSuperRes_Orion4D", + "SaveImageAdvanced_Orion4D" + ], + { + "title_aux": "Orion4D Pixel-Shift Nodes for ComfyUI" + } + ], + "https://github.com/orion4d/illusion_node": [ + [ + "AdvancedAutostereogramNode", + "CheckerboardNode", + "ColorImageNode", + "OpticalGeometricNode", + "OpticalIllusionNode", + "PatternGeneratorNode", + "TessellationNode", + "TileImageRepeaterNode" + ], + { + "title_aux": "ComfyUI Illusion & Pattern Nodes" + } + ], + "https://github.com/orpheus-gaze/comfyui-s2-guidance-test": [ + [ + "\u2728 S2Guidance_DIT" + ], + { + "title_aux": "comfyui-s2-guidance-test" + } + ], + "https://github.com/orssorbit/ComfyUI-wanBlockswap": [ + [ + "wanBlockSwap" + ], + { + "title_aux": "ComfyUI-wanBlockswap" + } + ], + "https://github.com/oshtz/ComfyUI-oshtz-nodes": [ + [ + "EasyAspectRatioNode", + "GPTImage1", + "LLMAIONode", + "LoraSwitcherDynamic", + "StringSplitterNode" + ], + { + "title_aux": "oshtz Nodes" + } + ], + "https://github.com/osi1880vr/prompt_quill_comfyui": [ + [ + "PromptQuillGenerate", + "PromptQuillGenerateConditioning", + "PromptQuillSail", + "PromptQuillSailConditioning" + ], + { + "title_aux": "ComfyUI_Prompt-Quill" + } + ], + "https://github.com/ostris/ComfyUI-FlexTools": [ + [ + "Flex2Conditioner", + "FlexGuidance", + "FlexLoraLoader", + "FlexLoraLoaderModelOnly" + ], + { + "nodename_pattern": "- Ostris$", + "title_aux": "Flex.1 tools" + } + ], + "https://github.com/ostris/ostris_nodes_comfyui": [ + [ + "Batch Image Loader - Ostris", + "LLM Pipe Loader - Ostris", + "LLM Prompt Upsampling - Ostris", + "One Seed - Ostris", + "Save Image Direct - Ostris", + "Text Box - Ostris" + ], + { + "nodename_pattern": "- Ostris$", + "title_aux": "Ostris Nodes ComfyUI" + } + ], + "https://github.com/otavanopisto/ComfyUI-aihub-workflow-exposer": [ + [ + "AIHubActionNewAudio", + "AIHubActionNewAudioSegment", + "AIHubActionNewFrames", + "AIHubActionNewImage", + "AIHubActionNewImageBatch", + "AIHubActionNewLatent", + "AIHubActionNewLayer", + "AIHubActionNewText", + "AIHubActionNewVideo", + "AIHubActionNewVideoSegment", + "AIHubActionSetProjectConfigBoolean", + "AIHubActionSetProjectConfigFloat", + "AIHubActionSetProjectConfigInteger", + "AIHubActionSetProjectConfigString", + "AIHubAddRunCondition", + "AIHubExposeAudio", + "AIHubExposeBoolean", + "AIHubExposeCfg", + "AIHubExposeExtendableScheduler", + "AIHubExposeFloat", + "AIHubExposeFrame", + "AIHubExposeImage", + "AIHubExposeImageBatch", + "AIHubExposeImageInfoOnly", + "AIHubExposeInteger", + "AIHubExposeLatent", + "AIHubExposeModel", + "AIHubExposeModelSimple", + "AIHubExposeProjectAudio", + "AIHubExposeProjectConfigBoolean", + "AIHubExposeProjectConfigFloat", + "AIHubExposeProjectConfigInteger", + "AIHubExposeProjectConfigString", + "AIHubExposeProjectImage", + "AIHubExposeProjectImageBatch", + "AIHubExposeProjectLatent", + "AIHubExposeProjectText", + "AIHubExposeProjectVideo", + "AIHubExposeSampler", + "AIHubExposeScheduler", + "AIHubExposeSeed", + "AIHubExposeSteps", + "AIHubExposeString", + "AIHubExposeStringSelection", + "AIHubExposeVideo", + "AIHubMetaExportLora", + "AIHubMetaExportModel", + "AIHubMetaSetExportedLoraImage", + "AIHubMetaSetExportedModelImage", + "AIHubMetaSetExportedWorkflowImage", + "AIHubUtilsCropMergedImageToLayerSize", + "AIHubUtilsFitLayerToMergedImage", + "AIHubUtilsFloatToInt", + "AIHubUtilsLoadCLIP", + "AIHubUtilsLoadLora", + "AIHubUtilsLoadModel", + "AIHubUtilsLoadVAE", + "AIHubUtilsMetadataMap", + "AIHubUtilsNewNormalizer", + "AIHubUtilsScaleImageAndMasks", + "AIHubUtilsStrToFloat", + "AIHubUtilsStrToVector", + "AIHubWorkflowController" + ], + { + "title_aux": "ComfyUI-aihub-workflow-exposer" + } + ], + "https://github.com/ownimage/ComfyUI-ownimage": [ + [ + "Caching Image Loader" + ], + { + "title_aux": "ComfyUI-ownimage" + } + ], + "https://github.com/oxysoft/ComfyUI-gowiththeflow": [ + [ + "KSamplerNoiseless", + "NoiseWarperNode" + ], + { + "title_aux": "ComfyUI-gowiththeflow" + } + ], + "https://github.com/oyvindg/ComfyUI-TrollSuite": [ + [ + "BinaryImageMask", + "ImagePadding", + "LoadLastImage", + "RandomMask", + "TransparentImage" + ], + { + "title_aux": "ComfyUI-TrollSuite" + } + ], + "https://github.com/oztrkoguz/ComfyUI_StoryCreator": [ + [ + "Kosmos2SamplerSimple2", + "KosmosLoader2", + "StoryLoader", + "StorySamplerSimple", + "Write2" + ], + { + "title_aux": "ComfyUI StoryCreater" + } + ], + "https://github.com/p1atdev/comfyui-timm-backbone": [ + [ + "TimmBackboneImageEncode", + "TimmBackboneImageNormalize", + "TimmBackboneLoader", + "TimmBackboneRGB2BGR", + "TimmEmbedsPrint" + ], + { + "title_aux": "comfyui-timm-backbone" + } + ], + "https://github.com/p1atdev/comfyui-tkg-chroma-key": [ + [ + "ApplyTKGChromaKeyAdvanced", + "ApplyTKGChromaKeySDXL" + ], + { + "title_aux": "TKG-DM (Training-free Chroma Key Content Generation Diffusion Model) for ComfyUI" + } + ], + "https://github.com/pacchikAI/comfyui_pacchik_ImagePromptBatch": [ + [ + "LoadImageandPrompt" + ], + { + "title_aux": "ImagePromptBatch" + } + ], + "https://github.com/palant/image-resize-comfyui": [ + [ + "ImageResize" + ], + { + "title_aux": "Image Resize for ComfyUI" + } + ], + "https://github.com/pamparamm/ComfyUI-ppm": [ + [ + "AttentionCouplePPM", + "CFGLimiterGuider", + "CFGPPSamplerSelect", + "CLIPAttentionSelector", + "CLIPMicroConditioning", + "CLIPNegPip", + "CLIPTextEncodeBREAK", + "CLIPTextEncodeInvertWeights", + "CLIPTokenCounter", + "ConditioningZeroOutCombine", + "ConvertTimestepToSigma", + "DynSamplerSelect", + "DynamicThresholdingPost", + "DynamicThresholdingSimplePost", + "EmptyLatentImageAR", + "EpsilonScalingPPM", + "FreeU2PPM", + "Guidance Limiter", + "LatentOperationTonemapLuminance", + "LatentToMaskBB", + "LatentToWidthHeight", + "MaskCompositePPM", + "ModelAttentionSelector", + "PPMSamplerSelect", + "RenormCFGPost", + "RescaleCFGPost", + "SamplerGradientEstimation", + "SkipFirstStepCFG", + "TCFGAdvanced", + "TilePreprocessorPPM" + ], + { + "title_aux": "ComfyUI-ppm" + } + ], + "https://github.com/pamparamm/ComfyUI-vectorscope-cc": [ + [ + "DiffusionCG", + "NormalizeLatent", + "VectorscopeCC" + ], + { + "title_aux": "ComfyUI Vectorscope CC" + } + ], + "https://github.com/pamparamm/sd-perturbed-attention": [ + [ + "NormalizedAttentionGuidance", + "PLADIS", + "PerturbedAttention", + "SlidingWindowGuidanceAdvanced", + "SmoothedEnergyGuidanceAdvanced", + "TRTAttachPag", + "TRTPerturbedAttention", + "TokenPerturbationGuidance" + ], + { + "title_aux": "sd-perturbed-attention" + } + ], + "https://github.com/pantaleone-ai/Comfy-Firefly": [ + [ + "AdobeFireflyTextToImage" + ], + { + "title_aux": "Comfy-Firefly" + } + ], + "https://github.com/pants007/comfy-pants": [ + [ + "CLIPTextEncodeAIO", + "CLIPTextEncodeStylePile Node", + "Image Make Square", + "Image Make Square Node" + ], + { + "title_aux": "pants" + } + ], + "https://github.com/papcorns/ComfyUI-Papcorns-Node-LoadImageFromUrl": [ + [ + "LoadImageFromUrlOrPath" + ], + { + "title_aux": "ComfyUI Load Image From URL" + } + ], + "https://github.com/papcorns/Papcorns-Comfyui-Custom-Nodes": [ + [ + "PapcornsAspectResize", + "PapcornsAudioTrimAndSave", + "PapcornsAudioTrimmer", + "PapcornsFpsCalculator", + "PapcornsMemoryManager", + "PapcornsSimpleMemoryManager", + "UploadImageToGCS" + ], + { + "title_aux": "Papcorns ComfyUI Custom Nodes" + } + ], + "https://github.com/pathway8-sudo/ComfyUI-Pathway-CutPNG-Node": [ + [ + "CutPNGNode" + ], + { + "title_aux": "ComfyUI-Pathway-CutPNG-Node" + } + ], + "https://github.com/patriciogonzalezvivo/comfyui_glslnodes": [ + [ + "float", + "glslBuffers", + "glslEditor", + "glslEditorPro", + "glslUniforms", + "glslViewer", + "int", + "vec2", + "vec2 (pos)", + "vec3", + "vec3 (pos)", + "vec4", + "vec4 (color)" + ], + { + "author": "Patricio Gonzalez Vivo", + "description": "A set of nodes to work with GLSL shaders", + "nickname": "GLSL Nodes", + "title": "GLSL Nodes", + "title_aux": "GLSL Nodes" + } + ], + "https://github.com/paulh4x/ComfyUI_PHRenderFormerWrapper": [ + [ + "RenderFormerCamera", + "RenderFormerCameraTarget", + "RenderFormerExampleScene", + "RenderFormerFromJSON", + "RenderFormerGenerator", + "RenderFormerLighting", + "RenderFormerLightingCombine", + "RenderFormerLightingTarget", + "RenderFormerLoadMesh", + "RenderFormerMeshCombine", + "RenderFormerMeshTarget", + "RenderFormerModelLoader", + "RenderFormerRandomizeColors", + "RenderFormerRemeshMesh", + "RenderFormerSceneBuilder" + ], + { + "title_aux": "ComfyUI_PHRenderFormerWrapper" + } + ], + "https://github.com/paulo-coronado/comfy_clip_blip_node": [ + [ + "CLIPTextEncodeBLIP", + "CLIPTextEncodeBLIP-2", + "Example" + ], + { + "title_aux": "comfy_clip_blip_node" + } + ], + "https://github.com/pawelmal0101/ComfyUI-Webhook": [ + [ + "Webhook" + ], + { + "title_aux": "ComfyUI Webhook Notifier" + } + ], + "https://github.com/pbpbpb2705/ComfyUI-LyraVSIH": [ + [ + "MultiObjectMask" + ], + { + "title_aux": "ComfyUI-LyraVSIH" + } + ], + "https://github.com/pdale-boop/Comfyui-Network-Guardian": [ + [ + "Example", + "NetworkGuardianStatus" + ], + { + "title_aux": "Network Guardian" + } + ], + "https://github.com/penposs/ComfyUI_Gemini_Pro": [ + [ + "Gemini File Processing", + "Gemini File Upload", + "Gemini Pro" + ], + { + "title_aux": "ComfyUI Gemini Pro Node" + } + ], + "https://github.com/penposs/Comfyui-banana2": [ + [ + "BananaNode", + "TransparentImageNode" + ], + { + "title_aux": "Comfyui-banana2" + } + ], + "https://github.com/penposs/Comfyui_wan_api": [ + [ + "WanAPIImageToVideo", + "WanAPIImageUploader", + "WanAPI_Image2Video", + "WanAPI_ImageUploader" + ], + { + "title_aux": "Comfyui_wan_api" + } + ], + "https://github.com/pentarab/ComfyUI-For-ChatterBox": [ + [ + "ChatterboxTTS" + ], + { + "title_aux": "ComfyUI-For-ChatterBox" + } + ], + "https://github.com/perckle/comfyui_dpir": [ + [ + "ImageDenoiseWithDPIR" + ], + { + "title_aux": "ComfyUI-DPIR" + } + ], + "https://github.com/perezjoan/ComfyUI-QwenEdit-Urbanism-by-UGA": [ + [ + "RandomImageSelector", + "SequentialImageSelector", + "StatefulImageCollector" + ], + { + "title_aux": "ComfyUI-QwenEdit-Urbanism-by-UGA" + } + ], + "https://github.com/peter119lee/ComfyUI-BananaForge": [ + [ + "BananaForgeBatch", + "BananaForgeImg2Img", + "BananaForgeText2Img" + ], + { + "title_aux": "ComfyUI-BananaForge" + } + ], + "https://github.com/petmycat/ComfyUI-gen2": [ + [ + "Gen2_ApplyQwenControlNetFun", + "Gen2_DwposeThreshold", + "Gen2_LoadQwenControlNetFun", + "Gen2_LoadQwenLora", + "Gen2_LoadQwenVAE", + "Gen2_QwenClipTextEncode", + "Gen2_QwenImageControlSampler" + ], + { + "title_aux": "ComfyUI-gen2" + } + ], + "https://github.com/petr-pr/ComfyUI-TranslationNode": [ + [ + "TranslationNode" + ], + { + "title_aux": "ComfyUI-TranslationNode" + } + ], + "https://github.com/pharmapsychotic/comfy-cliption": [ + [ + "CLIPtionBeamSearch", + "CLIPtionGenerate", + "CLIPtionLoader" + ], + { + "title_aux": "comfy-cliption" + } + ], + "https://github.com/phaserblast/ComfyUI-DGXSparkSafetensorsLoader": [ + [ + "DGXSparkSafetensorsLoader" + ], + { + "title_aux": "ComfyUI-DGXSparkSafetensorsLoader" + } + ], + "https://github.com/phazei/ComfyUI-OrpheusTTS-LMStudio": [ + [ + "OrpheusTTSLMStudio" + ], + { + "title_aux": "ComfyUI-OrpheusTTS-LMStudio" + } + ], + "https://github.com/phazei/ComfyUI-Prompt-Stash": [ + [ + "PromptStashManager", + "PromptStashPassthrough", + "PromptStashSaver" + ], + { + "title_aux": "Prompt Stash" + } + ], + "https://github.com/philiprodriguez/ComfyUI-HunyuanImageLatentToVideoLatent": [ + [ + "HunyuanImageLatentToVideoLatent" + ], + { + "title_aux": "ComfyUI-HunyuanImageLatentToVideoLatent" + } + ], + "https://github.com/philipy1219/ComfyUI-CloudStorage": [ + [ + "LoadImageFromCloud", + "LoadMaskFromCloud", + "LoadVideoFromCloud", + "SaveImageToCloud", + "UploadFileToCloud" + ], + { + "title_aux": "ComfyUI-CloudStorage" + } + ], + "https://github.com/philipy1219/ComfyUI-TaylorSeer": [ + [ + "FluxBlockSwap", + "HidreamBlockSwap", + "QwenimageBlockSwap", + "TaylorSeer", + "TaylorSeerLite", + "WanvideoBlockSwap" + ], + { + "title_aux": "ComfyUI-TaylorSeer" + } + ], + "https://github.com/philz1337x/ComfyUI-ClarityAI": [ + [ + "Clarity AI Upscaler" + ], + { + "title_aux": "\u2728 Clarity AI - Creative Image Upscaler and Enhancer for ComfyUI" + } + ], + "https://github.com/phuvinh010701/ComfyUI-Nudenet": [ + [ + "ApplyNudenet", + "FilterdLabel", + "NudenetModelLoader" + ], + { + "title_aux": "ComfyUI-Nudenet" + } + ], + "https://github.com/phyblas/nsfw-shorier_comfyui": [ + [ + "CensorNsfwPart", + "FilterNsfw", + "FilterNsfwWithText", + "FindNsfwPart", + "FindNudenetPart", + "GetNsfwScore", + "IsNsfw", + "ReplaceIfNsfw", + "SaveImageSfw" + ], + { + "title_aux": "nsfw-shorier_comfyui" + } + ], + "https://github.com/phyblas/paint-by-example_comfyui": [ + [ + "PaintbyExampleAdvanced", + "PaintbyExampleGen", + "PaintbyExampleSimple", + "PaintbyIchimatsu", + "PaintbySingleColor" + ], + { + "title_aux": "paint-by-example @ ComfyUI" + } + ], + "https://github.com/pictorialink/ComfyUI-Custom-Node-Config": [ + [ + "FormSubmitNode" + ], + { + "title_aux": "ComfyUI-Custom-Node-Config" + } + ], + "https://github.com/pictorialink/ComfyUI-Qwen3-llama.cpp": [ + [ + "Comfyui_Qwen_CUDA/Qwen25_VL", + "Comfyui_Qwen_CUDA/Qwen3", + "Qwen25_VL", + "Qwen3" + ], + { + "title_aux": "ComfyUI-Qwen3-llama.cpp" + } + ], + "https://github.com/pictorialink/ComfyUI-Text-Translation": [ + [ + "Text", + "Text_Concatenate", + "Text_Switch", + "Text_Translation", + "Text_Translation_V2", + "Text_Translation_V2_Full" + ], + { + "title_aux": "ComfyUI-Text-Translation" + } + ], + "https://github.com/picturesonpictures/comfy_PoP": [ + [ + "AdaptiveCannyDetector_PoP", + "AnyAspectRatio", + "ConditioningMultiplier_PoP", + "ConditioningNormalizer_PoP", + "DallE3_PoP", + "EfficientAttention", + "LoadImageResizer_PoP", + "LoraStackLoader10", + "LoraStackLoader10_PoP", + "LoraStackLoader_PoP", + "VAEDecoderPoP", + "VAEEncoderPoP" + ], + { + "title_aux": "comfy_PoP" + } + ], + "https://github.com/pierreb-mf/ComfyUI-MF-PipoNodes": [ + [ + "MF_CustomDropdownMenu", + "MF_DiceRoller", + "MF_GraphPlotter", + "MF_LineCounter", + "MF_LineSelect", + "MF_LogFile", + "MF_LogReader", + "MF_Modulo", + "MF_ModuloAdvanced", + "MF_ReadData", + "MF_SaveData", + "MF_ShotHelper", + "MF_ShowData", + "MF_StoryDriver" + ], + { + "title_aux": "MF PipoNodes" + } + ], + "https://github.com/pikenrover/ComfyUI_PRNodes": [ + [ + "CheckpointLoaderSimpleExtended", + "EmptyLatentImageScaleBy", + "ImageScaleTo", + "LoadRandomImage", + "LoraLoaderExtended", + "RandomPrompt", + "RandomPromptMixed", + "Save Image w/Metadata" + ], + { + "title_aux": "ComfyUI_PRNodes" + } + ], + "https://github.com/piscesbody/ComfyUI-Upscale-CUDAspeed": [ + [ + "ImageUpscaleWithModelCUDAspeedFixed", + "UpscaleModelLoader" + ], + { + "title_aux": "ComfyUI-Upscale-CUDAspeed" + } + ], + "https://github.com/pixelpainter/UI-Decorators": [ + [ + "DividerNode", + "NoteNode", + "SpacerNode", + "TitleNode" + ], + { + "title_aux": "UI-Decorators [SubGraph]" + } + ], + "https://github.com/pixelpainter/comfyui-mute-bypass-by-ID": [ + [ + "RemoteControl", + "RemoteControlMulti", + "RemoteSwitch", + "RemoteSwitchMulti" + ], + { + "title_aux": "mute-bypass by node ID" + } + ], + "https://github.com/pixelworldai/ComfyUI-AlphaFlatten": [ + [ + "FlattenByAlpha" + ], + { + "title_aux": "ComfyUI-AlphaFlatten" + } + ], + "https://github.com/pizurny/ComfyUI-AV-Handles": [ + [ + "AVHandlesAdd", + "AVHandlesTrim" + ], + { + "title_aux": "ComfyUI-AV-Handles" + } + ], + "https://github.com/pizurny/Comfyui-Latent-Transform-Sampler": [ + [ + "LatentTransformSampler", + "NTransformSampler" + ], + { + "title_aux": "ComfyUI Latent Transform Sampler" + } + ], + "https://github.com/pkpkTech/ComfyUI-SaveAVIF": [ + [ + "SaveAvif" + ], + { + "title_aux": "ComfyUI-SaveAVIF" + } + ], + "https://github.com/pkpkTech/ComfyUI-TemporaryLoader": [ + [ + "LoadTempCheckpoint", + "LoadTempLoRA", + "LoadTempMultiLoRA" + ], + { + "title_aux": "ComfyUI-TemporaryLoader" + } + ], + "https://github.com/playbook3d/playbook3d-comfyui-nodes": [ + [ + "Beauty Pass Sequence", + "Depth Pass Sequence", + "Mask Pass Sequence", + "Outline Pass Sequence", + "Playbook Aspect Ratio Select", + "Playbook Beauty", + "Playbook Beauty Sequence", + "Playbook Boolean", + "Playbook Depth", + "Playbook Depth Sequence", + "Playbook Float", + "Playbook Image", + "Playbook LoRA Select", + "Playbook LoRA Selection", + "Playbook Mask", + "Playbook Mask Sequence", + "Playbook Number", + "Playbook Outline", + "Playbook Outline Sequence", + "Playbook Render Result", + "Playbook Seed", + "Playbook Text", + "Playbook Video" + ], + { + "title_aux": "Playbook Nodes" + } + ], + "https://github.com/plugcrypt/CRT-Nodes": [ + [ + "AdvancedBloomFX", + "AdvancedStringReplace", + "AnyTrigger", + "ArcaneBloomFX", + "AudioCompressor", + "AudioFrameAdjuster", + "AudioLoaderCrawl", + "AudioOrManualFrameCount", + "AudioPreviewer", + "AutopromptProcessor", + "BatchBrightnessCurve", + "Boolean Transform", + "BooleanInvert", + "CLIPTextEncodeFluxMerged", + "CRT Post-Process Suite", + "CRTChromaKeyOverlay", + "CRTFirstLastFrameSelector", + "CRTLoadLastMedia", + "CRTLoadLastVideo", + "CRTPctCropCalculator", + "CRTPostProcess", + "CRT_AddSettingsAndPrompt", + "CRT_DynamicPromptScheduler", + "CRT_FileBatchPromptScheduler", + "CRT_KSamplerBatch", + "CRT_QuantizeAndCropImage", + "CRT_RemoveLines", + "CRT_StringBatcher", + "CRT_StringLineCounter", + "CRT_StringSplitter", + "CRT_UpscaleModelAdv", + "CRT_WAN_BatchSampler", + "ClarityFX", + "ClearStyleModelDualCache", + "ColorIsolationFX", + "ColourfulnessFX", + "ContourFX", + "DepthAnythingTensorrtFormat", + "EmptyContext", + "EnableLatent", + "FaceEnhancementPipelineWithInjection", + "FancyNoteNode", + "FancyTimerNode", + "FileLoaderCrawl", + "FileLoaderCrawlBatch", + "FilmGrainFX", + "FluxAIO_CRT", + "FluxControlnetSampler", + "FluxControlnetSamplerWithInjection", + "FluxLoraBlocksPatcher", + "FluxSemanticEncoder", + "FluxTiledSamplerCustomAdvanced", + "ImageDimensionsFromMegaPixels", + "ImageDimensionsFromMegaPixelsAlt", + "ImageLoaderCrawl", + "LTXVAutoGuideSpacing", + "LatentNoiseInjectionSampler", + "LensDistortFX", + "LensFX", + "LoadImageResize", + "LoadLastLatent", + "LoadVideoForVCaptioning", + "Lora Loader Str", + "MaskEmptyFloatNode", + "MaskPassOrPlaceholder", + "MonoToStereoConverter", + "ParametricEQNode", + "PonyFaceEnhancementPipelineWithInjection", + "PonyUpscaleSamplerWithInjection", + "Remove Trailing Comma", + "Resolution", + "SamplerSchedulerCrawler", + "SamplerSchedulerSelector", + "SaveAudioWithPath", + "SaveImageWithPath", + "SaveLatentWithPath", + "SaveTextWithPath", + "SaveVideoWithPath", + "SeamlessLoopBlender", + "SimpleFluxShiftNode", + "SimpleKnobNode", + "SimpleToggleNode", + "SmartControlNetApply", + "SmartDeNoiseFX", + "SmartPreprocessor", + "SmartStyleModelApplyDual", + "Strength To Steps", + "Technicolor2FX", + "Text Box line spot", + "Toggle Lora Unet Blocks L1", + "Toggle Lora Unet Blocks L2", + "Video Duration Calculator", + "VideoLoaderCrawl", + "WAN2.2 LoRA Compare Sampler", + "WanVideoLoraSelectMultiImproved" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "CRT-Nodes" + } + ], + "https://github.com/pmarmotte2/ComfyUI-Speaker-Isolation": [ + [ + "SpeakerDiarizer", + "SpeakerDiarizerChronoNode" + ], + { + "title_aux": "ComfyUI-Speaker-Isolation" + } + ], + "https://github.com/pnikolic-amd/ComfyUI_MIGraphX": [ + [ + "CompileDiffusersMIGraphX" + ], + { + "title_aux": "MIGraphX Node for ComfyUI" + } + ], + "https://github.com/pollockjj/ComfyUI-MultiGPU": [ + [ + "CLIPLoaderDisTorch2MultiGPU", + "CLIPLoaderMultiGPU", + "CLIPVisionLoaderDisTorch2MultiGPU", + "CLIPVisionLoaderMultiGPU", + "CheckpointLoaderAdvancedDisTorch2MultiGPU", + "CheckpointLoaderAdvancedMultiGPU", + "CheckpointLoaderSimpleDisTorch2MultiGPU", + "CheckpointLoaderSimpleMultiGPU", + "ControlNetLoaderDisTorch2MultiGPU", + "ControlNetLoaderMultiGPU", + "DiffControlNetLoaderDisTorch2MultiGPU", + "DiffControlNetLoaderMultiGPU", + "DiffusersLoaderDisTorch2MultiGPU", + "DiffusersLoaderMultiGPU", + "DualCLIPLoaderDisTorch2MultiGPU", + "DualCLIPLoaderMultiGPU", + "QuadrupleCLIPLoaderDisTorch2MultiGPU", + "QuadrupleCLIPLoaderMultiGPU", + "TripleCLIPLoaderDisTorch2MultiGPU", + "TripleCLIPLoaderMultiGPU", + "UNETLoaderDisTorch2MultiGPU", + "UNETLoaderMultiGPU", + "UNetLoaderLP", + "VAELoaderDisTorch2MultiGPU", + "VAELoaderMultiGPU" + ], + { + "title_aux": "ComfyUI-MultiGPU" + } + ], + "https://github.com/polym/ComfyUI-musubi": [ + [ + "MusubiUNETJitLoader", + "MusubiUNETLoader" + ], + { + "title_aux": "ComfyUI-musubi" + } + ], + "https://github.com/polymath-wtf/ComfyUI-Polymath-Vibenodes": [ + [ + "PM_JsonPrompt" + ], + { + "title_aux": "ComfyUI-Polymath-Vibenodes" + } + ], + "https://github.com/popoimm/comfyui-popo-utility": [ + [ + "PopoImageAspectRatioNode", + "PopoImageDimensionsNode", + "PopoImageSizeNode", + "PopoMathExpressionNode" + ], + { + "title_aux": "ComfyUI Popo Utility" + } + ], + "https://github.com/portu-sim/comfyui_bmab": [ + [ + "BMAB Alpha Composit", + "BMAB Base64 Image", + "BMAB Basic", + "BMAB Black And White", + "BMAB Blend", + "BMAB Clip Text Encoder SDXL", + "BMAB Conditioning To Bind", + "BMAB Context", + "BMAB Control Net", + "BMAB ControlNet", + "BMAB ControlNet IPAdapter", + "BMAB ControlNet Openpose", + "BMAB Crop", + "BMAB Detail Anything", + "BMAB Detect And Mask", + "BMAB Detect And Paste", + "BMAB Detection Crop", + "BMAB Detector", + "BMAB DinoSam", + "BMAB Dummy", + "BMAB Edge", + "BMAB Extractor", + "BMAB Face Detailer", + "BMAB Flux ControlNet", + "BMAB Flux Integrator", + "BMAB Google Gemini Prompt", + "BMAB Image Storage", + "BMAB Import Integrator", + "BMAB Inpaint", + "BMAB Integrator", + "BMAB KSampler", + "BMAB KSamplerHiresFix", + "BMAB KSamplerHiresFixWithUpscaler", + "BMAB KSamplerKohyaDeepShrink", + "BMAB Lama Inpaint", + "BMAB LoRA Loader", + "BMAB Load Image", + "BMAB Load Output Image", + "BMAB Masks To Images", + "BMAB Model To Bind", + "BMAB Noise Generator", + "BMAB Normalize Size", + "BMAB Openpose Hand Detailer", + "BMAB Outpaint By Ratio", + "BMAB Person Detailer", + "BMAB Preview Text", + "BMAB Prompt", + "BMAB Reframe", + "BMAB Remote Access And Save", + "BMAB Remove Background", + "BMAB Resize By Person", + "BMAB Resize By Ratio", + "BMAB Resize and Fill", + "BMAB SD-WebUI API BMAB Extension", + "BMAB SD-WebUI API ControlNet", + "BMAB SD-WebUI API I2I", + "BMAB SD-WebUI API Server", + "BMAB SD-WebUI API T2I", + "BMAB SD-WebUI API T2I Hires.Fix", + "BMAB Save Image", + "BMAB SeedGenerator", + "BMAB Segment Anything", + "BMAB Simple Hand Detailer", + "BMAB Square", + "BMAB Subframe Hand Detailer", + "BMAB Text", + "BMAB ToBind", + "BMAB Upscale With Model", + "BMAB Upscaler", + "BMAB Watermark", + "BMAB Zoom Out" + ], + { + "title_aux": "comfyui_bmab" + } + ], + "https://github.com/power88/ComfyUI-PDiD-LLM-Nodes": [ + [ + "APILLMLoader", + "CaptionViaAPI", + "ChatViaAPI", + "ExtraParameters", + "GenerateBBOXViaAPI" + ], + { + "title_aux": "ComfyUI-PDiD-LLM-Nodes" + } + ], + "https://github.com/princepainter/ComfyUI-PainterAI2V": [ + [ + "PainterAI2V", + "PainterAV2V" + ], + { + "title_aux": "ComfyUI-PainterAI2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterFrameCount": [ + [ + "PainterFrameMath" + ], + { + "title_aux": "ComfyUI-PainterFrameCount" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2V": [ + [ + "PainterI2V" + ], + { + "title_aux": "ComfyUI-PainterI2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2Vadvanced": [ + [ + "PainterI2VAdvanced" + ], + { + "title_aux": "ComfyUI-PainterI2Vadvanced" + } + ], + "https://github.com/princepainter/ComfyUI-PainterI2VforKJ": [ + [ + "PainterI2VforKJ" + ], + { + "title_aux": "ComfyUI-PainterI2VforKJ" + } + ], + "https://github.com/princepainter/ComfyUI-PainterImageFromBatch": [ + [ + "PainterImageFromBatch" + ], + { + "title_aux": "ComfyUI-PainterImageFromBatch" + } + ], + "https://github.com/princepainter/ComfyUI-PainterImageLoad": [ + [ + "PainterImageLoad" + ], + { + "title_aux": "ComfyUI-PainterImageLoad" + } + ], + "https://github.com/princepainter/ComfyUI-PainterLTXV2": [ + [ + "PainterLTX2V", + "PainterLTX2VPlus", + "PainterSamplerLTXV" + ], + { + "title_aux": "ComfyUI-PainterLTXV2" + } + ], + "https://github.com/princepainter/ComfyUI-PainterLongVideo": [ + [ + "PainterLongVideo" + ], + { + "title_aux": "ComfyUI-PainterLongVideo" + } + ], + "https://github.com/princepainter/ComfyUI-PainterMultiF2V": [ + [ + "PainterCombineFromBatch", + "PainterMultiF2V", + "PainterPrompt" + ], + { + "title_aux": "ComfyUI-PainterMultiF2V" + } + ], + "https://github.com/princepainter/ComfyUI-PainterQwenImageEdit": [ + [ + "PainterQwenImageEditPlus" + ], + { + "title_aux": "ComfyUI-PainterQwenImageEdit" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoCombine": [ + [ + "PainterVideoCombine" + ], + { + "title_aux": "ComfyUI-PainterVideoCombine" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoInfo": [ + [ + "VideoInfoLoaded", + "VideoInfoSource" + ], + { + "title_aux": "ComfyUI-PainterVideoInfo" + } + ], + "https://github.com/princepainter/ComfyUI-PainterVideoUpscale": [ + [ + "PainterVideoUpscale" + ], + { + "title_aux": "ComfyUI-PainterVideoUpscale" + } + ], + "https://github.com/princepainter/Comfyui-PainterAudioCut": [ + [ + "PainterAudioCut" + ], + { + "title_aux": "Comfyui-PainterAudioCut" + } + ], + "https://github.com/princepainter/Comfyui-PainterAudioLength": [ + [ + "PainterAudioLength" + ], + { + "title_aux": "Comfyui-PainterAudioLength" + } + ], + "https://github.com/princepainter/Comfyui-PainterFLF2V": [ + [ + "PainterFLF2V" + ], + { + "title_aux": "PainterFLF2V - First/Last Frame Video Enhancer" + } + ], + "https://github.com/princepainter/Comfyui-PainterFluxImageEdit": [ + [ + "PainterFluxImageEdit" + ], + { + "title_aux": "Comfyui-PainterFluxImageEdit" + } + ], + "https://github.com/princepainter/Comfyui-PainterSampler": [ + [ + "PainterSampler" + ], + { + "title_aux": "Comfyui-PainterSampler" + } + ], + "https://github.com/princepainter/Comfyui-PainterVRAM": [ + [ + "PainterVRAM" + ], + { + "title_aux": "Comfyui-PainterVRAM" + } + ], + "https://github.com/prodogape/ComfyUI-EasyOCR": [ + [ + "Apply EasyOCR" + ], + { + "title_aux": "ComfyUI-EasyOCR" + } + ], + "https://github.com/prodogape/ComfyUI-Minio": [ + [ + "Load Image From Minio", + "Save Image To Minio", + "Set Minio Config" + ], + { + "title_aux": "Comfyui-Minio" + } + ], + "https://github.com/prodogape/ComfyUI-OmDet": [ + [ + "Apply OmDet" + ], + { + "title_aux": "ComfyUI-OmDet" + } + ], + "https://github.com/prodogape/Comfyui-Yolov8-JSON": [ + [ + "Apply Yolov8 Model", + "Apply Yolov8 Model Seg", + "Draw Labelme Json", + "Load Yolov8 Model", + "Load Yolov8 Model From Path", + "Load Yolov8 Model Upload", + "Save Labelme Json" + ], + { + "title_aux": "Comfyui-Yolov8-JSON" + } + ], + "https://github.com/pschroedl/ComfyUI-SAM2-Realtime": [ + [ + "DownloadAndLoadSAM2RealtimeModel", + "Sam2RealtimeSegmentation" + ], + { + "title_aux": "ComfyUI-SAM2-Realtime" + } + ], + "https://github.com/psdwizzard/Comfyui-XYZ-stitch": [ + [ + "XYZAutoCollector", + "XYZGridInput", + "XYZGridInputBatch", + "XYZGridIterator", + "XYZGridStitch", + "XYZImageCollector", + "XYZStringToNumber" + ], + { + "title_aux": "Comfyui-XYZ-stitch" + } + ], + "https://github.com/ptmaster/ComfyUI-Load-Diffusion-Model-to-Muti-GPUs/raw/refs/heads/main/Load%20Diffusion%20Model%20into%20Muti%20GPUs.py": [ + [ + "OverrideLoadedDiffusionDevice" + ], + { + "title_aux": "ComfyUI-Load-Diffusion-Model-to-Muti-GPUs" + } + ], + "https://github.com/ptmaster/Comfyui-PT-Keyframe-Camera": [ + [ + "PT_KeyframeCamera" + ], + { + "title_aux": "Comfyui-PT-Keyframe-Camera" + } + ], + "https://github.com/ptmaster/comfyui-audio-speed": [ + [ + "PT48KHZ", + "PTAudioSpeed", + "PTEnsureStereo" + ], + { + "title_aux": "ComfyUI-audio-speed" + } + ], + "https://github.com/pupba/Comfy_ForEach": [ + [ + "EventBridgeTriggerNode", + "FolderImageLoaderNode", + "IndexedImageSelectorNode", + "IndexedNameSelectorNode", + "IsLastIndexNode", + "LoadPreCheckpointModel", + "LoadPreControlNetModel", + "SaveExactNameImageNode", + "StringViewer", + "TaskIDStorageNode" + ], + { + "title_aux": "ComfyForEach" + } + ], + "https://github.com/purewater2011/comfyui_color_detection": [ + [ + "IsYellowish", + "YellowHeatmap" + ], + { + "title_aux": "comfyui_color_detection" + } + ], + "https://github.com/purpen/ComfyUI-AIRedoon": [ + [ + "AIRedoonApplyLoRAStack", + "AIRedoonCheckLoraFile", + "AIRedoonCheckModelFile", + "AIRedoonConcatText", + "AIRedoonImageCaptioning", + "AIRedoonImageRGBA2RGB", + "AIRedoonLoRAStack", + "AIRedoonPreviewText", + "AIRedoonQwenModelLoader", + "AIRedoonSaveText", + "AIRedoonTranslator" + ], + { + "title_aux": "AIRedoon" + } + ], + "https://github.com/purpen/ComfyUI-ImageTagger": [ + [ + "AIRedoonImageCaptioning" + ], + { + "title_aux": "ComfyUI-ImageTagger" + } + ], + "https://github.com/purzbeats/ComfyUI-Purz": [ + [ + "PurzAnimatedCheckerboard", + "PurzAnimatedNoise", + "PurzAnimatedPolkaDots", + "PurzAnimatedStripes", + "PurzCheckerboardPattern", + "PurzColorAdjust", + "PurzEdgeDetect", + "PurzGradientPattern", + "PurzGridPattern", + "PurzHexagonPattern", + "PurzImageBlur", + "PurzImageFlip", + "PurzImageRotate", + "PurzImageToBlackWhite", + "PurzInteractiveFilter", + "PurzPixelate", + "PurzPolkaDotPattern", + "PurzSimpleNoisePattern", + "PurzStripesPattern" + ], + { + "title_aux": "ComfyUI-Purz" + } + ], + "https://github.com/pvlprk/comfyui-pvl-api-nodes": [ + [ + "PVL Call OpenAI Assistant", + "PVL ComfyDeploy API Caller", + "PVL Compare", + "PVLCheckIfConnected", + "PVL_Any2String", + "PVL_BatchAny", + "PVL_BooleanLogic", + "PVL_Color_Match", + "PVL_ComfyDeploy_LoraPrep", + "PVL_ComfyDeploy_Universal", + "PVL_Comfydeploy_Avatar_PulID_API", + "PVL_Crop2AR", + "PVL_CropToMask", + "PVL_EdgeExtend", + "PVL_GeminiSegmentation", + "PVL_Gemini_API", + "PVL_Gemini_API_Multi", + "PVL_Gemini_API_avatar_special", + "PVL_Gemini_with_fallback_API", + "PVL_Gemini_with_fallback_API_Multi", + "PVL_Get_Image_Size", + "PVL_Google_NanoBanana_API", + "PVL_Google_NanoBanana_API_mandatory_IMG", + "PVL_Google_NanoBanana_Multi_API", + "PVL_Google_NanoBanana_PRO_Multi_API", + "PVL_ImageBatchToImageList", + "PVL_ImageComposite", + "PVL_ImageListToImageBatch", + "PVL_ImageResize", + "PVL_ImageStitch", + "PVL_Image_Translation_Offset", + "PVL_Math", + "PVL_MathCondition", + "PVL_NoneOutputNode", + "PVL_Padding", + "PVL_Qwen_Img_Edit_Inpaint", + "PVL_Qwen_Img_Edit_Plus", + "PVL_SaveOrNot", + "PVL_Seg_Florence2_API", + "PVL_SplitString", + "PVL_Stitch2Size", + "PVL_StringConcatX3", + "PVL_StringConcatX8", + "PVL_StringListToString", + "PVL_StringToNumber", + "PVL_StringToStringList", + "PVL_StylePicker", + "PVL_Switch", + "PVL_Switch_Huge", + "PVL_Switch_x10", + "PVL_Switch_x15", + "PVL_Switch_x5", + "PVL_Text_Overlay", + "PVL_Txt", + "PVL_fal_DepthAnythingV2_API", + "PVL_fal_EvfSam_API", + "PVL_fal_EvfSam_X5_API", + "PVL_fal_Flux2_Camera_Ctrl_API", + "PVL_fal_Flux2_Dev_API", + "PVL_fal_Flux2_Flex_API", + "PVL_fal_Flux2_Pro_API", + "PVL_fal_FluxDevPulidAvatar_API", + "PVL_fal_FluxDev_API", + "PVL_fal_FluxGeneral_API", + "PVL_fal_FluxPro_Fill_API", + "PVL_fal_FluxPro_v1_1_Ultra_API", + "PVL_fal_FluxPulid", + "PVL_fal_FluxWithLoraPulID_API", + "PVL_fal_FluxWithLora_API", + "PVL_fal_Flux_Dev_Inpaint_API", + "PVL_fal_KontextDevInpaint_API", + "PVL_fal_KontextDevLora_API", + "PVL_fal_KontextMaxMulti_API", + "PVL_fal_KontextMaxSingle_API", + "PVL_fal_KontextPro_API", + "PVL_fal_Kontext_Dev_API", + "PVL_fal_LumaPhoton_FlashReframe_API", + "PVL_fal_LumaPhoton_Reframe_API", + "PVL_fal_Moondream3_Segment_API", + "PVL_fal_NanoBanana_API", + "PVL_fal_QwenImage_API", + "PVL_fal_RemoveBackground_API", + "PVL_fal_Sam3_Segmentation_API", + "PVL_fal_SeeDream4_API", + "PVL_fal_SeeDream_45_API" + ], + { + "title_aux": "ComfyUI Assistant Node" + } + ], + "https://github.com/pxl-pshr/GlitchNodes": [ + [ + "ASCII", + "Corruptor", + "DataBend", + "DitherMe", + "FrequencyModulation", + "GlitchIT", + "LineScreen", + "LuminousFlow", + "OrderedDithering", + "Pixel8Bit", + "PixelFloat", + "PixelRedistribution", + "Rekked", + "Scanz", + "TvGlitch", + "VHSonAcid", + "VaporWave", + "VideoModulation", + "interference" + ], + { + "title_aux": "GlitchNodes" + } + ], + "https://github.com/pythongosssss/ComfyUI-Custom-Scripts": [ + [ + "CheckpointLoader|pysssss", + "ConstrainImageforVideo|pysssss", + "ConstrainImage|pysssss", + "LoadText|pysssss", + "LoraLoader|pysssss", + "MathExpression|pysssss", + "PlaySound|pysssss", + "Repeater|pysssss", + "ReroutePrimitive|pysssss", + "SaveText|pysssss", + "ShowText|pysssss", + "StringFunction|pysssss", + "SystemNotification|pysssss" + ], + { + "title_aux": "ComfyUI-Custom-Scripts" + } + ], + "https://github.com/pythongosssss/ComfyUI-WD14-Tagger": [ + [ + "WD14Tagger|pysssss" + ], + { + "title_aux": "ComfyUI WD 1.4 Tagger" + } + ], + "https://github.com/pzc163/Comfyui-CatVTON": [ + [ + "AutoMasker", + "CatVTON", + "LoadAutoMasker", + "LoadCatVTONPipeline" + ], + { + "title_aux": "Comfyui-CatVTON" + } + ], + "https://github.com/pzc163/Comfyui_MiniCPMv2_6-prompt-generator": [ + [ + "Prompt_Generator", + "Save_Prompts" + ], + { + "title_aux": "Comfyui_MiniCPMv2_6-prompt-generator" + } + ], + "https://github.com/quank123wip/ComfyUI-Step1X-Edit": [ + [ + "Step-1XEditNode" + ], + { + "title_aux": "ComfyUI-Step1X-Edit" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesCompositionGuides": [ + [ + "EsesCompositionGuides" + ], + { + "title_aux": "ComfyUI-EsesCompositionGuides" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageAdjustments": [ + [ + "EsesImageAdjustments2" + ], + { + "title_aux": "ComfyUI-EsesImageAdjustments" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageCompare": [ + [ + "EsesImageCompare" + ], + { + "title_aux": "ComfyUI-EsesImageCompare" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectBloom": [ + [ + "EsesImageEffectBloom" + ], + { + "title_aux": "ComfyUI-EsesImageEffectBloom" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectCurves": [ + [ + "EsesImageEffectCurves" + ], + { + "title_aux": "ComfyUI-EsesImageEffectCurves" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageEffectLevels": [ + [ + "EsesImageEffectLevels" + ], + { + "title_aux": "ComfyUI-EsesImageEffectLevels" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageLensEffects": [ + [ + "EsesImageLensEffects" + ], + { + "title_aux": "ComfyUI-EsesImageLensEffects" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageOffset": [ + [ + "EsesImageOffset" + ], + { + "title_aux": "ComfyUI-EsesImageOffset" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageResize": [ + [ + "EsesImageResize" + ], + { + "title_aux": "EsesImageResize" + } + ], + "https://github.com/quasiblob/ComfyUI-EsesImageTransform": [ + [ + "EsesImageTransform" + ], + { + "title_aux": "ComfyUI-EsesImageTransform" + } + ], + "https://github.com/quasiblob/EsesCompositionGoldenRatio": [ + [ + "EsesCompositionGoldenRatio" + ], + { + "title_aux": "EsesCompositionGoldenRatio" + } + ], + "https://github.com/qwixiwp/queuetools": [ + [ + "load images (queue tools)" + ], + { + "title_aux": "queuetools" + } + ], + "https://github.com/r3dsd/comfyui-template-loader": [ + [ + "TemplateLoader" + ], + { + "title_aux": "Comfyui-Template-Loader" + } + ], + "https://github.com/rafacost/rafacost-comfy": [ + [ + "DreamOmni2-VLM", + "DreamOmni2_Output_Node" + ], + { + "author": "rafacost", + "description": "Nodes to use the DreamOmni2 GGUF models in ComfyUI.", + "title": "rafacostComfy Nodes", + "title_aux": "rafacostComfy" + } + ], + "https://github.com/railep/ComfyUI-HunyuanVideo-Foley": [ + [ + "HunyuanFoleyNode" + ], + { + "title_aux": "ComfyUI-HunyuanVideo-Foley" + } + ], + "https://github.com/raindrop313/ComfyUI-WanVideoStartEndFrames": [ + [ + "WanVideoSEDecode", + "WanVideoSEImageClipEncode", + "WanVideoSEModelLoader", + "WanVideoSESampler", + "WanVideoSEVAELoader" + ], + { + "title_aux": "ComfyUI-WanVideoStartEndFrames" + } + ], + "https://github.com/raindrop313/ComfyUI_SD3_Flowedit": [ + [ + "FlowEditCFGGuider", + "FlowEditSampler", + "OutSD3ModelSamplingPred" + ], + { + "title_aux": "ComfyUI_SD3_Flowedit" + } + ], + "https://github.com/rainlizard/ComfyUI-Raffle": [ + [ + "CurvedRescaleCFG", + "PreviewHistory", + "Raffle", + "TagCategoryStrength" + ], + { + "title_aux": "Raffle" + } + ], + "https://github.com/rainlizard/ComfyUI-WhirlpoolUpscaler": [ + [ + "WhirlpoolUpscaler" + ], + { + "title_aux": "Whirlpool Upscaler" + } + ], + "https://github.com/rakkarage/ComfyRage": [ + [ + "Debug", + "Notify", + "Pre", + "Show" + ], + { + "title_aux": "ComfyRage" + } + ], + "https://github.com/ramesh-x90/ComfyUI_pyannote": [ + [ + "Speaker Diarization", + "Whisper Segments to Speaker" + ], + { + "title_aux": "ComfyUI_pyannote" + } + ], + "https://github.com/ramyma/A8R8_ComfyUI_nodes": [ + [ + "AttentionCouple", + "AttentionCoupleRegion", + "AttentionCoupleRegions", + "Base64ImageInput", + "Base64ImageOutput" + ], + { + "title_aux": "A8R8 ComfyUI Nodes" + } + ], + "https://github.com/randjtw/advance-aesthetic-score": [ + [ + "Adv_Scoring" + ], + { + "title_aux": "advance-aesthetic-score" + } + ], + "https://github.com/randomnoner11/ComfyUI-MistralAI-API": [ + [ + "InvokeMistralEndpoint", + "LoadFewShotPrompt" + ], + { + "title_aux": "ComfyUI-MistralAI-API" + } + ], + "https://github.com/ranska/pixel_palette_art": [ + [ + "ColorFormatterNode", + "ColorPreviewNode", + "CreateColorFromRGBNode", + "GimpPaletteLoader", + "PaletteFormatter", + "PixelPaletteExtractor" + ], + { + "title_aux": "Pixel Palette Art" + } + ], + "https://github.com/ratulrafsan/Comfyui-SAL-VTON": [ + [ + "SALVTON_Apply", + "SV_random" + ], + { + "title_aux": "Comfyui-SAL-VTON" + } + ], + "https://github.com/raykindle/ComfyUI_Step1X-Edit": [ + [ + "Step1XEditGenerate", + "Step1XEditModelLoader", + "Step1XEditTeaCacheGenerate", + "Step1XEditTeaCacheModelLoader" + ], + { + "title_aux": "ComfyUI_Step1X-Edit" + } + ], + "https://github.com/raysers/Mflux-ComfyUI": [ + [ + "MfluxControlNetLoader", + "MfluxCustomModels", + "MfluxImg2Img", + "MfluxLorasLoader", + "MfluxModelsDownloader", + "MfluxModelsLoader", + "QuickMfluxNode" + ], + { + "title_aux": "Mflux-ComfyUI" + } + ], + "https://github.com/razvanmatei-sf/comfyui-stillfront": [ + [ + "SFLLMChat", + "SFPromptList", + "SFQwenResolution", + "SFVertexAIImagen3TextToImage", + "SFVertexAIImagen4TextToImage", + "SFVertexAIImagen4Upscale", + "SFVertexAINanaBananaPro", + "SFVertexAINanaBananaProEdit", + "SFVertexAIVeo31ImageToVideo", + "SFVertexAIVeo31TextToVideo", + "SFWaveSpeedClient", + "SFWaveSpeedFluxControlNetUnionPro2", + "SFWaveSpeedFluxKontextDev", + "SFWaveSpeedFluxKontextMax", + "SFWaveSpeedFluxKontextPro", + "SFWaveSpeedImageUpscaler", + "SFWaveSpeedInfiniteTalk", + "SFWaveSpeedInfiniteTalkMulti", + "SFWaveSpeedNanoBananaEdit", + "SFWaveSpeedNanoBananaProEdit", + "SFWaveSpeedNanoBananaProEditMulti", + "SFWaveSpeedNanoBananaProEditUltra", + "SFWaveSpeedNanoBananaProTextToImage", + "SFWaveSpeedNanoBananaProTextToImageMulti", + "SFWaveSpeedNanoBananaProTextToImageUltra", + "SFWaveSpeedNanoBananaTextToImage", + "SFWaveSpeedQwenEdit", + "SFWaveSpeedQwenEditLora", + "SFWaveSpeedQwenEditPlus", + "SFWaveSpeedQwenEditPlusLora", + "SFWaveSpeedQwenTextToImage", + "SFWaveSpeedQwenTextToImageLora", + "SFWaveSpeedRunwayUpscale", + "SFWaveSpeedSeedreamV4", + "SFWaveSpeedSeedreamV4Edit", + "SFWaveSpeedSeedreamV4EditSequential", + "SFWaveSpeedSeedreamV4Sequential", + "SFWaveSpeedSora2ImageToVideo", + "SFWaveSpeedSora2ImageToVideoPro", + "SFWaveSpeedSora2TextToVideo", + "SFWaveSpeedSora2TextToVideoPro", + "SFWaveSpeedVeo31FastImageToVideo", + "SFWaveSpeedVeo31FastTextToVideo", + "SFWaveSpeedVeo31ImageToVideo", + "SFWaveSpeedVeo31ReferenceToVideo", + "SFWaveSpeedVeo31TextToVideo", + "SFWaveSpeedWan22Animate", + "SFWaveSpeedWan22I2V720p", + "SFWaveSpeedWan25ImageEdit", + "SFWaveSpeedWan25ImageToVideo", + "SFWaveSpeedWan25ImageToVideoFast", + "SFWaveSpeedWan25TextToImage", + "SFWaveSpeedWan25TextToVideo", + "SFWaveSpeedWan25TextToVideoFast", + "WaveSpeedAI Qwen Image Text to Image", + "WaveSpeedAI Qwen Image Text to Image LoRA", + "WaveSpeedAI_RunwaymlUpscaleV1Node", + "WaveSpeedAI_Wan22I2V720pNode" + ], + { + "title_aux": "comfyui-stillfront" + } + ], + "https://github.com/razvanmatei-sf/razv-llm": [ + [ + "RazvLLMChat" + ], + { + "title_aux": "ComfyUI Razv LLM Node" + } + ], + "https://github.com/razvanmatei-sf/razv-wavespeed": [ + [ + "WaveSpeedAI Alibaba Wan 2.5 Image Edit", + "WaveSpeedAI ByteDance Seedream V4", + "WaveSpeedAI ByteDance Seedream V4 Sequential", + "WaveSpeedAI Bytedance Seedream V4 Edit", + "WaveSpeedAI Bytedance Seedream V4 Edit Sequential", + "WaveSpeedAI Client", + "WaveSpeedAI Flux ControlNet Union Pro 2.0", + "WaveSpeedAI Flux Kontext Dev", + "WaveSpeedAI Flux Kontext Max", + "WaveSpeedAI Flux Kontext Pro", + "WaveSpeedAI Google Nano Banana Edit", + "WaveSpeedAI Google Nano Banana Pro Edit", + "WaveSpeedAI Google Nano Banana Pro Edit Multi", + "WaveSpeedAI Google Nano Banana Pro Edit Ultra", + "WaveSpeedAI Google Nano Banana Pro Text to Image", + "WaveSpeedAI Google Nano Banana Pro Text to Image Multi", + "WaveSpeedAI Google Nano Banana Pro Text to Image Ultra", + "WaveSpeedAI Google Nano Banana Text to Image", + "WaveSpeedAI Google VEO 3.1 Fast Image-to-Video", + "WaveSpeedAI Google VEO 3.1 Fast Text-to-Video", + "WaveSpeedAI Google VEO 3.1 Image-to-Video", + "WaveSpeedAI Google VEO 3.1 Reference-to-Video", + "WaveSpeedAI Google VEO 3.1 Text-to-Video", + "WaveSpeedAI Image Upscaler", + "WaveSpeedAI InfiniteTalk", + "WaveSpeedAI InfiniteTalk Multi", + "WaveSpeedAI OpenAI Sora 2 Image-to-Video", + "WaveSpeedAI OpenAI Sora 2 Image-to-Video Pro", + "WaveSpeedAI OpenAI Sora 2 Text-to-Video", + "WaveSpeedAI OpenAI Sora 2 Text-to-Video Pro", + "WaveSpeedAI Qwen Image Edit", + "WaveSpeedAI Qwen Image Edit LoRA", + "WaveSpeedAI Qwen Image Edit Plus", + "WaveSpeedAI Qwen Image Edit Plus LoRA", + "WaveSpeedAI Qwen Image Text to Image", + "WaveSpeedAI Qwen Image Text to Image LoRA", + "WaveSpeedAI WAN 2.2 Animate", + "WaveSpeedAI WAN 2.5 Image-to-Video", + "WaveSpeedAI WAN 2.5 Image-to-Video Fast", + "WaveSpeedAI WAN 2.5 Text-to-Image", + "WaveSpeedAI WAN 2.5 Text-to-Video", + "WaveSpeedAI WAN 2.5 Text-to-Video Fast", + "WaveSpeedAI_RunwaymlUpscaleV1Node", + "WaveSpeedAI_Wan22I2V720pNode" + ], + { + "title_aux": "ComfyUI Razv WaveSpeed Nodes" + } + ], + "https://github.com/razvanmatei-sf/serhii-prompt-list": [ + [ + "Dynamic Prompt List" + ], + { + "title_aux": "Dynamic Prompt List Node for ComfyUI" + } + ], + "https://github.com/rcfcu2000/zhihuige-nodes-comfyui": [ + [ + "Combine ZHGMasks", + "Cover ZHGMasks", + "From ZHG pip", + "GroundingDinoModelLoader (zhihuige)", + "GroundingDinoPIPESegment (zhihuige)", + "GroundingDinoSAMSegment (zhihuige)", + "InvertMask (zhihuige)", + "SAMModelLoader (zhihuige)", + "To ZHG pip", + "ZHG FaceIndex", + "ZHG GetMaskArea", + "ZHG Image Levels", + "ZHG SaveImage", + "ZHG SmoothEdge", + "ZHG UltimateSDUpscale" + ], + { + "title_aux": "zhihuige-nodes-comfyui" + } + ], + "https://github.com/rcsaquino/comfyui-custom-nodes": [ + [ + "BackgroundRemover | rcsaquino", + "VAELoader | rcsaquino", + "VAEProcessor | rcsaquino" + ], + { + "title_aux": "rcsaquino/comfyui-custom-nodes" + } + ], + "https://github.com/rdanalex/ComfyUI-ClownSampler": [ + [ + "Clown Sampler Loader JK" + ], + { + "title_aux": "ComfyUI-ClownSampler" + } + ], + "https://github.com/rdancer/ComfyUI_Florence2SAM2": [ + [ + "RdancerFlorence2SAM2GenerateMask" + ], + { + "title_aux": "ComfyUI_Florence2SAM2" + } + ], + "https://github.com/rdawgemfl/rdawg_3D_pack": [ + [ + "RDAWG3DAnalyzeMesh", + "RDAWG3DBoundingBox", + "RDAWG3DComputeCurvature", + "RDAWG3DComputeDistance", + "RDAWG3DCreateMesh", + "RDAWG3DDownsamplePointCloud", + "RDAWG3DExtractFeatures", + "RDAWG3DLoadModel", + "RDAWG3DLoadPointCloud", + "RDAWG3DMeshToImage", + "RDAWG3DMeshToPointCloud", + "RDAWG3DPointCloudToMesh", + "RDAWG3DRemeshUniform", + "RDAWG3DRemoveOutliers", + "RDAWG3DSimplifyMesh", + "RDAWG3DSmoothMesh", + "RDAWG3DSubdivideMesh", + "RDAWG3DTransform", + "RDAWG3DTransformPointCloud" + ], + { + "title_aux": "RDAWG 3D Pack (CUDA 12.8 + PyTorch 2.9.0)" + } + ], + "https://github.com/rdomunky/comfyui-subfolderimageloader": [ + [ + "SubfolderImageLoader" + ], + { + "title_aux": "comfyui-subfolderimageloader" + } + ], + "https://github.com/reallusion/ComfyUI-Reallusion": [ + [ + "additional_image", + "control_net", + "core", + "upscale_data" + ], + { + "title_aux": "Reallusion ComfyUI Custom Nodes" + } + ], + "https://github.com/receyuki/comfyui-prompt-reader-node": [ + [ + "SDAnyConverter", + "SDBatchLoader", + "SDLoraLoader", + "SDLoraSelector", + "SDParameterExtractor", + "SDParameterGenerator", + "SDPromptMerger", + "SDPromptReader", + "SDPromptSaver", + "SDTypeConverter" + ], + { + "author": "receyuki", + "description": "The ultimate solution for managing image metadata and multi-tool compatibility. ComfyUI node version of the SD Prompt Reader", + "nickname": "SD Prompt Reader", + "title": "SD Prompt Reader", + "title_aux": "SD Prompt Reader" + } + ], + "https://github.com/recraft-ai/ComfyUI-RecraftAI": [ + [ + "RecraftBackgroundRemover", + "RecraftBackgroundReplacer", + "RecraftClarityUpscaler", + "RecraftClient", + "RecraftGenerativeUpscaler", + "RecraftImageGenerator", + "RecraftImageToImageTransformer", + "RecraftInpainter" + ], + { + "title_aux": "ComfyUI-RecraftAI" + } + ], + "https://github.com/red-polo/ComfyUI-WanViTPoseRetargeter": [ + [ + "WanViTPoseEstimator", + "WanViTPoseRetargeter", + "WanViTPoseRetargeterToSrc" + ], + { + "title_aux": "ComfyUI-WanViTPoseRetargeter" + } + ], + "https://github.com/redhottensors/ComfyUI-Prediction": [ + [ + "AvoidErasePrediction", + "CFGPrediction", + "CharacteristicGuidancePrediction", + "CombinePredictions", + "ConditionedPrediction", + "EarlyMiddleLatePrediction", + "InterpolatePredictions", + "LogSigmas", + "PerpNegPrediction", + "SamplerCustomPrediction", + "ScalePrediction", + "ScaledGuidancePrediction", + "SelectSigmas", + "SplitAtSigma", + "SwitchPredictions" + ], + { + "author": "RedHotTensors", + "description": "Fully customizable Classifer Free Guidance for ComfyUI", + "nickname": "ComfyUI-Prediction", + "title": "ComfyUI-Prediction", + "title_aux": "ComfyUI-Prediction" + } + ], + "https://github.com/reeoi/ComfyUI-WebROI": [ + [ + "WebROICapture" + ], + { + "title_aux": "ComfyUI-WebROI" + } + ], + "https://github.com/regiellis/ComfyUI-EasyColorCorrector": [ + [ + "BatchColorCorrection", + "ColorCorrectionViewer", + "ColorPaletteExtractor", + "EasyColorCorrection", + "FilmEmulation", + "RawImageProcessor", + "VAEColorCorrector" + ], + { + "title_aux": "Easy Color Correction" + } + ], + "https://github.com/regiellis/ComfyUI-EasyIllustrious": [ + [ + "IllustriousAppendRegion", + "IllustriousArtists", + "IllustriousAttentionCouple", + "IllustriousAutoOutpaint", + "IllustriousCLIPTextEncoder", + "IllustriousCharacters", + "IllustriousClothing", + "IllustriousColorSuite", + "IllustriousE621Artists", + "IllustriousE621Characters", + "IllustriousEmotions", + "IllustriousEmptyLatentImage", + "IllustriousEmptyRegions", + "IllustriousHairstyles", + "IllustriousKSamplerPresets", + "IllustriousKSamplerPro", + "IllustriousLatentUpscale", + "IllustriousMakeRegion", + "IllustriousMasterModel", + "IllustriousMultiPassSampler", + "IllustriousNegativeCLIPEncoder", + "IllustriousPonyTokens", + "IllustriousPoses", + "IllustriousPrompt", + "IllustriousRegionalConditioning", + "IllustriousScenesPlus", + "IllustriousScheduler", + "IllustriousSmartSceneGenerator", + "IllustriousTriplePassSampler", + "IllustriousVAEDecode", + "IllustriousVAEEncode", + "TIPOPromptOptimizer" + ], + { + "title_aux": "Comfyui-EasyIllustrious" + } + ], + "https://github.com/regiellis/ComfyUI-EasyNoobai": [ + [ + "EasyNoobai", + "EasyNoobaiMasterModel", + "NoobaiArtists", + "NoobaiCharacters", + "NoobaiClothing", + "NoobaiE621Artists", + "NoobaiE621Characters", + "NoobaiHairstyles", + "NoobaiPony", + "NoobaiPoses" + ], + { + "title_aux": "ComfyUI-EasyNoobai" + } + ], + "https://github.com/regiellis/ComfyUI-EasyPony": [ + [ + "EasyPony" + ], + { + "title_aux": "ComfyUI-EasyPony" + } + ], + "https://github.com/regiellis/ComfyUI-SDXL-Adherence": [ + [ + "AlignHintsToLatent", + "AutoSize64", + "CropByBBox", + "NegativePromptHelper", + "PostPolish", + "SDXLDualClipEncode", + "SDXLPromptStyler", + "SmartLatent" + ], + { + "title_aux": "SDXL Adherence" + } + ], + "https://github.com/relhamdi/ComfyUI-RE-CustomUtils": [ + [ + "PromptPresetSelector" + ], + { + "title_aux": "ComfyUI-RE-CustomUtils" + } + ], + "https://github.com/remingtonspaz/ComfyUI-ReferenceChain": [ + [ + "ReferenceChainConditioning", + "ReferenceChainConditioningBase64" + ], + { + "title_aux": "Reference Chain Conditioning" + } + ], + "https://github.com/revirevy/Comfyui_saveimage_imgbb": [ + [ + "ImgBBUploader", + "LLM_prompt_generator" + ], + { + "author": "N.RHEVI", + "description": "This custom node allow save image to imgbb.", + "nickname": "save image to imgbb", + "title": "save image to imgbb", + "title_aux": "Comfyui_saveimage_imgbb" + } + ], + "https://github.com/revisionhiep-create/Comfyui-Prompt-Sorter": [ + [ + "IllustriousPromptSorter" + ], + { + "title_aux": "Comfyui-Prompt-Sorter" + } + ], + "https://github.com/revisionhiep-create/comfyui-standard-trigger-words": [ + [ + "StandardTriggerWordsLoader" + ], + { + "title_aux": "comfyui-standard-trigger-words" + } + ], + "https://github.com/revisionhiep-create/comfyui-universal-trigger-toggle": [ + [ + "UniversalTriggerToggle" + ], + { + "title_aux": "comfyui-universal-trigger-toggle" + } + ], + "https://github.com/revisiontony/LoraMangerWebFrame": [ + [ + "LoraWebFrame" + ], + { + "title_aux": "ComfyUI Lora Manager Web Frame" + } + ], + "https://github.com/rgamevfx/ComfyUI-RGnodes": [ + [ + "MaskRangeDoctor", + "VACEClipDoctor", + "VACEInpaintKeyframeInsert", + "VACEVideoSplice" + ], + { + "title_aux": "ComfyUI-RGnodes" + } + ], + "https://github.com/rgthree/rgthree-comfy": [ + [ + "RgthreeAnySwitch", + "RgthreeBigContext", + "RgthreeContext", + "RgthreeContextMerge", + "RgthreeContextMergeBig", + "RgthreeContextSwitch", + "RgthreeContextSwitchBig", + "RgthreeDisplayAny", + "RgthreeDisplayInt", + "RgthreeImageComparer", + "RgthreeImageInsetCrop", + "RgthreeImageOrLatentSize", + "RgthreeImageResize", + "RgthreeKSamplerConfig", + "RgthreeLoraLoaderStack", + "RgthreePowerLoraLoader", + "RgthreePowerPrimitive", + "RgthreePowerPrompt", + "RgthreePowerPromptSimple", + "RgthreePowerPuter", + "RgthreeSDXLEmptyLatentImage", + "RgthreeSDXLPowerPromptPositive", + "RgthreeSDXLPowerPromptSimple", + "RgthreeSeed" + ], + { + "author": "rgthree", + "description": "A bunch of nodes I created that I also find useful.", + "nickname": "rgthree", + "nodename_pattern": " \\(rgthree\\)$", + "title": "Comfy Nodes", + "title_aux": "rgthree's ComfyUI Nodes" + } + ], + "https://github.com/rhdunn/comfyui-audio-processing": [ + [ + "ComfyAudio.ApplyFilterBank", + "ComfyAudio.GriffinLim", + "ComfyAudio.InverseSpectrogram", + "ComfyAudio.LinearFilterBank", + "ComfyAudio.LoadAudio", + "ComfyAudio.MelScaleFilterBank", + "ComfyAudio.PlotFilterBank", + "ComfyAudio.PlotSpectrogram", + "ComfyAudio.PlotWaveform", + "ComfyAudio.Spectrogram" + ], + { + "title_aux": "comfyui-audio-processing" + } + ], + "https://github.com/rhdunn/comfyui-bus-plugin": [ + [ + "ComfyBus.CLIPConditioningBusNode", + "ComfyBus.CLIPEncodedPromptBusNode", + "ComfyBus.CheckpointBusNode", + "ComfyBus.ImageBusNode", + "ComfyBus.ImageParameterBusNode", + "ComfyBus.ImageScaleToSideParameterBusNode", + "ComfyBus.ImageSizeBusNode", + "ComfyBus.LatentImageBusNode", + "ComfyBus.LatentImageParameterBusNode", + "ComfyBus.PromptBusNode", + "ComfyBus.PromptSDXLBusNode" + ], + { + "title_aux": "comfyui-bus-plugin" + } + ], + "https://github.com/rholdorf/comfyui_imgtools": [ + [ + "ImageDimensionFitter" + ], + { + "title_aux": "comfyui_imgtools" + } + ], + "https://github.com/rhplus0831/ComfyMepi": [ + [ + "MepiCheckpoint", + "MepiImageSize", + "MepiNegativePrompt", + "MepiPositivePrompt", + "MepiSaveImage", + "MepiStepsAndCfg" + ], + { + "title_aux": "ComfyMepi" + } + ], + "https://github.com/richinsley/Comfy-LFO": [ + [ + "LFO_Pulse", + "LFO_Sawtooth", + "LFO_Sine", + "LFO_Square", + "LFO_Triangle" + ], + { + "title_aux": "Comfy-LFO" + } + ], + "https://github.com/ricklove/comfyui-ricklove": [ + [ + "RL_BBox", + "RL_CacheImageSequence", + "RL_CacheMaskSequence", + "RL_CivitaiTopImagePrompts", + "RL_Crop_Resize", + "RL_Finetune_Analyze", + "RL_Finetune_Analyze_Batch", + "RL_Finetune_Variable", + "RL_ForceDependencyOrder", + "RL_ForceDependencyOrder_ImageString", + "RL_ForceDependencyOrder_Images", + "RL_ForceDependencyOrder_Latents", + "RL_ForceDependencyOrder_String", + "RL_ForceDependencyOrder_Strings", + "RL_IfFileExists", + "RL_Image_Shadow", + "RL_Image_Threshold_Channels", + "RL_Internet_Search", + "RL_LoadImageSequence", + "RL_Load_Flow", + "RL_LoraTextExtractTags", + "RL_Optical_Flow_Dip", + "RL_RebootComfyIfLeaky", + "RL_SaveImageSequence", + "RL_Save_Flow", + "RL_SequenceContext", + "RL_Sequence_ToFilePathList", + "RL_StopIfBlack", + "RL_Uncrop", + "RL_Warp_Image", + "RL_Zoe_Depth_Map_Preprocessor", + "RL_Zoe_Depth_Map_Preprocessor_Raw_Infer", + "RL_Zoe_Depth_Map_Preprocessor_Raw_Process" + ], + { + "title_aux": "comfyui-ricklove" + } + ], + "https://github.com/rickrender/ComfyUI-Vectorizer-API": [ + [ + "BackgroundRemoverNode", + "BackgroundRemoverSVGNode", + "VectorizerAINode" + ], + { + "title_aux": "Vectorizer API" + } + ], + "https://github.com/rickyars/comfyui-llm-tile": [ + [ + "TiledImageGenerator", + "TiledImageGeneratorAdvanced" + ], + { + "title_aux": "Tiled Image Generator for ComfyUI" + } + ], + "https://github.com/risunobushi/ComfyUI-Similarity-Score": [ + [ + "ImageSimilarityScores" + ], + { + "title_aux": "ComfyUI-Similarity-Score" + } + ], + "https://github.com/risunobushi/ComfyUI_DisplacementMapTools": [ + [ + "DisplaceLogo", + "ExtractDisplacementMap" + ], + { + "title_aux": "ComfyUI_DisplacementMapTools" + } + ], + "https://github.com/risunobushi/ComfyUI_sm4ll-Wrapper": [ + [ + "VTONAPINode", + "VTONAPIPaidNode", + "VTONLookbookNode" + ], + { + "title_aux": "ComfyUI_sm4ll-Wrapper" + } + ], + "https://github.com/risunobushi/comfyUI_FrequencySeparation_RGB-HSV": [ + [ + "FrequencyCombination", + "FrequencyCombinationHSV", + "FrequencySeparation", + "FrequencySeparationHSV" + ], + { + "title_aux": "comfyUI_FrequencySeparation_RGB-HSV" + } + ], + "https://github.com/ritik-devsecops/ComfyUI-Floyo-Flux2-API-node": [ + [ + "Flux2FlexImageEdit", + "Flux2FlexTextToImage", + "Flux2ProImageEdit", + "Flux2ProTextToImage" + ], + { + "title_aux": "ComfyUI-Floyo-Flux2-API-node" + } + ], + "https://github.com/rjgoif/ComfyUI-Img-Label-Tools": [ + [ + "ImageArray", + "ImageEqualizer", + "RandomSubset" + ], + { + "title_aux": "Img Label Tools" + } + ], + "https://github.com/rkfg/ComfyUI-Dia_tts": [ + [ + "DiaModelLoader", + "DiaSampler" + ], + { + "title_aux": "Dia realistic TTS" + } + ], + "https://github.com/rnbwdsh/ComfyUI-LatentWalk": [ + [ + "LatentWalkConditional", + "LatentWalkConditionalRandom", + "LatentWalkNoise", + "LatentWalkVae" + ], + { + "title_aux": "Latent Walk" + } + ], + "https://github.com/rndnanthu/ComfyUI-RndNanthu": [ + [ + "AutoGradePro", + "ColorAnalysisPlotNode", + "ColorSpaceSim", + "FilmGrain", + "LogReconstructionNode", + "ProColorGrading", + "PromptGenerator" + ], + { + "title_aux": "ComfyUI-RndNanthu" + } + ], + "https://github.com/robertvoy/ComfyUI-Distributed": [ + [ + "AudioBatchDivider", + "DistributedCollector", + "DistributedEmptyImage", + "DistributedModelName", + "DistributedQueue", + "DistributedSeed", + "ImageBatchDivider", + "UltimateSDUpscaleDistributed" + ], + { + "title_aux": "ComfyUI-Distributed" + } + ], + "https://github.com/robertvoy/ComfyUI-Flux-Continuum": [ + [ + "BatchSlider", + "BooleanToEnabled", + "CannySlider", + "ConfigurableDrawText", + "ConfigurableModelRouter", + "ControlNetSlider", + "DenoiseSlider", + "DrawTextConfig", + "FluxContinuumModelRouter", + "GPUSlider", + "GuidanceSlider", + "IPAdapterSlider", + "ImageBatchBoolean", + "ImpactControlBridgeFix", + "IntPass", + "LatentPass", + "MaxShiftSlider", + "OutputGetString", + "PipePass", + "ResolutionMultiplySlider", + "ResolutionPicker", + "SEGSPass", + "SamplerParameterPacker", + "SamplerParameterUnpacker", + "SelectFromBatch", + "SimpleTextTruncate", + "SplitVec2", + "SplitVec3", + "StepSlider", + "TextVersions" + ], + { + "title_aux": "ComfyUI Flux Continuum: Modular Interface" + } + ], + "https://github.com/robomello/comfyui-prompt-saver": [ + [ + "PromptSaverNode" + ], + { + "title_aux": "ComfyUI Prompt Saver" + } + ], + "https://github.com/robtl2/ComfyUI-ComfyBridge": [ + [ + "CB_ImageReceiver", + "CB_ImageSender" + ], + { + "title_aux": "ComfyUI-ComfyBridge" + } + ], + "https://github.com/rockerBOO/pixel-sorting": [ + [ + "PixelSortAnalyze", + "PixelSorting" + ], + { + "title_aux": "pixel-sorting" + } + ], + "https://github.com/rohitsainier/ComfyUI-InstagramDownloader": [ + [ + "InstagramDownloader", + "MediaOrganizer" + ], + { + "title_aux": "ComfyUI-InstagramDownloader" + } + ], + "https://github.com/romeobuilderotti/ComfyUI-PNG-Metadata": [ + [ + "SetMetadataAll", + "SetMetadataString" + ], + { + "title_aux": "ComfyUI PNG Metadata" + } + ], + "https://github.com/ronaldzgithub/ComfyUI_Appstore": [ + [ + "ComfyUIAppstoreHost", + "ComfyUIAppstoreParam", + "ComfyUIAppstoreSaveImage", + "sdAppstore_saveImage" + ], + { + "title_aux": "ComfyUI_Appstore" + } + ], + "https://github.com/ronniebasak/ComfyUI-Tara-LLM-Integration": [ + [ + "TaraAdvancedComposition", + "TaraApiKeyLoader", + "TaraApiKeySaver", + "TaraDaisyChainNode", + "TaraLLMConfig", + "TaraPresetLLMConfig", + "TaraPrompter", + "TaraPrompterAdvanced" + ], + { + "title_aux": "ComfyUI-Tara-LLM-Integration" + } + ], + "https://github.com/ronsantash/Comfyui-flexi-lora-loader": [ + [ + "ComfyUIFlexiLoRALoader" + ], + { + "title_aux": "ComfyUIFlexiLoRALoader" + } + ], + "https://github.com/rookiepsi/comfypsi_blur_mask": [ + [ + "comfypsi_blur_mask" + ], + { + "title_aux": "Blur Mask" + } + ], + "https://github.com/rookiepsi/comfyui-extended": [ + [ + "ImageLiquify", + "ImageSwitch", + "MaskSwitch", + "PreviewBoolean", + "PreviewFloat", + "PreviewInteger", + "PreviewMask", + "PreviewText", + "PrimitiveBoolean", + "PrimitiveDimensions", + "PrimitiveFloat", + "PrimitiveInteger", + "PrimitiveText", + "UtilityExpression", + "UtilityImageDimensions", + "UtilitySwitch", + "rookiepsi_BlurMask", + "rookiepsi_ConstructMask", + "rookiepsi_CropImageToMask", + "rookiepsi_ResizeMask" + ], + { + "title_aux": "ComfyUI Extended" + } + ], + "https://github.com/rookiestar28/ComfyUI-Danbooru-Tags-Upsampler": [ + [ + "DanbooruTagsUpsamplerNodeRay" + ], + { + "title_aux": "Danbooru Tags Upsampler for ComfyUI" + } + ], + "https://github.com/rookiestar28/ComfyUI-Doctor": [ + [ + "DebugPrintNode" + ], + { + "title_aux": "ComfyUI-Doctor" + } + ], + "https://github.com/rookiestar28/ComfyUI-TranslateGemma": [ + [ + "TranslateGemma" + ], + { + "title_aux": "ComfyUI-TranslateGemma" + } + ], + "https://github.com/rookiestar28/ComfyUI_Text_Processor": [ + [ + "AddTextToImage", + "AdvancedImageSaver", + "AdvancedTextFilter", + "EvaluateFloats", + "EvaluateInts", + "EvaluateStrs", + "ImageCropper", + "TP_LoadMask", + "TP_SaveMask", + "TextInput", + "TextScraper", + "TextStorageReader", + "TextStorageWriter", + "WildcardsNode", + "image_concat_advanced" + ], + { + "title_aux": "ComfyUI Text Processor" + } + ], + "https://github.com/room3dev/ComfyUI-FrameIO": [ + [ + "BatchLoadImageList", + "BatchLoadImageSequence", + "BatchLoadImageSequenceWithTrigger", + "BatchSaveImageSequenceWebP", + "ListVideoFiles" + ], + { + "title_aux": "ComfyUI-FrameIO" + } + ], + "https://github.com/room3dev/ComfyUI-I2VChainHelper": [ + [ + "I2VChainHelper" + ], + { + "title_aux": "ComfyUI-I2VChainHelper" + } + ], + "https://github.com/room3dev/ComfyUI-PixelForge": [ + [ + "PixelForge", + "PixelForgeResizeImage" + ], + { + "title_aux": "ComfyUI-PixelForge" + } + ], + "https://github.com/roundyyy/ComfyUI-mesh-simplifier": [ + [ + "MeshSimplifierNode" + ], + { + "title_aux": "Mesh Simplifier for ComfyUI" + } + ], + "https://github.com/routhakash/AkkiNodes-LLM-Suite-for-ComfyUI": [ + [ + "AICharacterLookdevBible-Akki", + "AICinematographer_Akki", + "AIQCSupervisor-Akki", + "AISceneChoreographerBible-Akki", + "AIScriptCrafter01FoundationBible-Akki", + "AIScriptCrafter02BeatSheetBible-Akki", + "AIScriptCrafter03ScreenplayBible-Akki", + "AISetLookdevBible-Akki", + "AIShotDurationCalculator-Akki", + "AIVideoPromptEngineerPro-Akki", + "AssetSelector-Akki", + "GenericFileLoader-Akki", + "GenericFileSaver-Akki", + "GenericImageLoader-Akki", + "GenericImageNamer-Akki", + "KeywordLoader-Akki", + "LLMLoader-Akki", + "LLMLoaderLMStudio-Akki", + "LoadTextFileAdvanced-Akki", + "LoadTextFileSimple-Akki", + "LookdevBibleLoader-Akki", + "ProShotListParser-Akki", + "ProjectDirector-Akki", + "SaveTextFile-Akki", + "SceneChoreographyLoader-Akki", + "ShotAssetLoader-Akki", + "ShotSelector-Akki", + "StoryWriter-Akki", + "VideoPromptLoader-Akki" + ], + { + "title_aux": "AkkiNodes LLM Suite: Your Personal AI Film Studio" + } + ], + "https://github.com/royceschultz/ComfyUI-Notifications": [ + [ + "Notif-PlaySound", + "Notif-SystemNotification", + "Notif-UnifiedNotification", + "Notif-Webhook" + ], + { + "title_aux": "ComfyUI-Notifications" + } + ], + "https://github.com/royceschultz/ComfyUI-TranscriptionTools": [ + [ + "TT-AudioSink", + "TT-ConvertVhsAudioToAudio", + "TT-LoadAudio", + "TT-LoadBatch", + "TT-LoadVideoAudio", + "TT-LoadWhisperModel", + "TT-WhisperTranscription", + "TT-WhisperTranscriptionBatch" + ], + { + "title_aux": "ComfyUI-TranscriptionTools" + } + ], + "https://github.com/rslosch/comfyui-nodesweet": [ + [ + "AudioReactiveTransform", + "AudioWeightsRemap", + "BboxDetectorBatch", + "BboxDetectorBatchChunked", + "BboxDetectorBatchForEach", + "LoadImageSetFromFolderSortedNode", + "MultilineStringRepeater", + "SortImageSetFromFolderSortedNode" + ], + { + "title_aux": "ComfyUI Batch BBox Detector" + } + ], + "https://github.com/rsxdalv/ComfyUI-TTS-Webui": [ + [ + "TTSWebUI_OpenAI_TTS", + "TTS_ChatterboxNode", + "TTS_F5TTSNode", + "TTS_FireRedTTS2Node", + "TTS_GlobalPresetNode", + "TTS_HiggsV2Node", + "TTS_KittenTTSNode", + "TTS_KokoroNode", + "TTS_MMSNode", + "TTS_MegaTTS3Node", + "TTS_ParlerTTSNode", + "TTS_PiperTTSNode", + "TTS_StyleTTS2Node", + "TTS_VallEXNode" + ], + { + "title_aux": "TTS WebUI API nodes for ComfyUI" + } + ], + "https://github.com/ru4ls/ComfyUI_Google-Fonts": [ + [ + "GoogleFontTextNode" + ], + { + "title_aux": "Google Font Text Image Node for ComfyUI" + } + ], + "https://github.com/ru4ls/ComfyUI_Imagen": [ + [ + "ImagenNode" + ], + { + "title_aux": "ComfyUI_Imagen" + } + ], + "https://github.com/ru4ls/ComfyUI_Nano_Banana": [ + [ + "NanoBananaAIO", + "NanoBananaMultiTurnChat" + ], + { + "title_aux": "ComfyUI_Nano_Banana" + } + ], + "https://github.com/ru4ls/ComfyUI_StreetView-Loader": [ + [ + "StreetViewAnimator", + "StreetViewCubemapLoader", + "StreetViewEquirectangularLoader", + "StreetViewLoader", + "StreetViewPanoLoader", + "StreetViewURLParser" + ], + { + "title_aux": "ComfyUI Street View Loader Node" + } + ], + "https://github.com/ru4ls/ComfyUI_Wan": [ + [ + "WanI2IGenerator", + "WanI2VEffectGenerator", + "WanI2VGenerator", + "WanII2VGenerator", + "WanT2IGenerator", + "WanT2VGenerator", + "WanVACEImageReference", + "WanVACEVideoEdit", + "WanVACEVideoExtension", + "WanVACEVideoOutpainting", + "WanVACEVideoRepainting" + ], + { + "title_aux": "ComfyUI_Wan" + } + ], + "https://github.com/ruanjianlun/comfyui_maya1_tts_alun": [ + [ + "MayaTTSNode", + "custom_nodes" + ], + { + "title_aux": "comfyui-maya1-tts" + } + ], + "https://github.com/rubenvillarreal/ComfyUI_PoseAlign": [ + [ + "PoseAlignTwoToOne", + "PoseViewer", + "SimpleTestNode" + ], + { + "title_aux": "ComfyUI_PoseAlign" + } + ], + "https://github.com/rubi-du/ComfyUI-BiRefNet-Super": [ + [ + "BiRefNet_Lite", + "BiRefNet_Super", + "BiRefNet_onnx" + ], + { + "title_aux": "ComfyUI-BiRefNet-lite" + } + ], + "https://github.com/rubi-du/ComfyUI-Flux-Inpainting": [ + [ + "Flux Inpainting", + "FluxGuffInpainting", + "FluxInpainting", + "FluxSimpleInpainting", + "FluxTransformerInpainting", + "FluxVAELoader" + ], + { + "title_aux": "ComfyUI-Flux-Inpainting" + } + ], + "https://github.com/rubi-du/ComfyUI-ICC-nodes": [ + [ + "LoadImageICC", + "PreviewImageICC", + "SaveImageICC" + ], + { + "title_aux": "ComfyUI-ICC-nodes" + } + ], + "https://github.com/rui40000/RUI-Nodes": [ + [ + "ABCondition", + "CharacterCount" + ], + { + "title_aux": "RUI-Nodes" + } + ], + "https://github.com/ruiqutech/ComfyUI-RuiquNodes": [ + [ + "EvaluateListMultiple1", + "EvaluateListMultiple3", + "EvaluateListMultiple6", + "EvaluateListMultiple9", + "EvaluateMultiple1", + "EvaluateMultiple3", + "EvaluateMultiple6", + "EvaluateMultiple9", + "ImageDilate", + "ImageErode", + "ListPath", + "MaskDilate", + "MaskErode", + "PreviewMask", + "RangeSplit", + "SaveMask", + "StringAsAny", + "StringConcat1", + "StringConcat3", + "StringConcat6", + "StringConcat9", + "StringPathStem", + "TermsToList", + "VAEDecodeSave" + ], + { + "title_aux": "RuiquNodes for ComfyUI" + } + ], + "https://github.com/runtime44/comfyui_r44_nodes": [ + [ + "Runtime44ColorMatch", + "Runtime44DynamicKSampler", + "Runtime44FilmGrain", + "Runtime44ImageEnhance", + "Runtime44ImageOverlay", + "Runtime44ImageResizer", + "Runtime44ImageToNoise", + "Runtime44IterativeUpscaleFactor", + "Runtime44MaskSampler", + "Runtime44TiledMaskSampler", + "Runtime44Upscaler" + ], + { + "title_aux": "Runtime44 ComfyUI Nodes" + } + ], + "https://github.com/ruucm/ruucm-comfy": [ + [ + "BatchAverageImage", + "LoadExternalLoraModelOnly", + "RuucmShareScreen" + ], + { + "nodename_pattern": " \\(ruucm\\)$", + "title_aux": "Ruucm's ComfyUI Nodes" + } + ], + "https://github.com/ryan-seungyong-lee/ComfyUI-PromptEnhancer": [ + [ + "PromptEnhancerI2I", + "PromptEnhancerT2I" + ], + { + "title_aux": "ComfyUI-PromptEnhancer" + } + ], + "https://github.com/ryanontheinside/ComfyUI-DeepLiveCam": [ + [ + "DeepLiveCamNode" + ], + { + "title_aux": "Deep Live Cam for ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_ControlFreak": [ + [ + "ControlFreak" + ], + { + "title_aux": "Control Freak for ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_Doom": [ + [ + "Doom" + ], + { + "title_aux": "Doom" + } + ], + "https://github.com/ryanontheinside/ComfyUI_EfficientTAM": [ + [ + "EfficientTAMLoader", + "EfficientTAMPredictor" + ], + { + "title_aux": "ComfyUI-EfficientTAM" + } + ], + "https://github.com/ryanontheinside/ComfyUI_ProfilerX": [ + [ + "ExecutionTracker" + ], + { + "title_aux": "ComfyUI_ProfilerX" + } + ], + "https://github.com/ryanontheinside/ComfyUI_RealtimeNodes": [ + [ + "BlendshapeControlFloat", + "BlendshapeControlInt", + "BlendshapeTrigger", + "CompareMediaPipeEmbeddings", + "CoordinateConverter", + "FaceDetectionToMask", + "FaceLandmarkPosition", + "FaceTextureWarp", + "HandLandmarkPosition", + "HeadPoseControlFloat", + "HeadPoseControlInt", + "HeadPoseTrigger", + "MaskFromFaceLandmarks", + "MaskFromHandLandmarks", + "MaskFromPoseLandmarks", + "MediaPipeFaceDetector", + "MediaPipeFaceDetectorModelLoader", + "MediaPipeFaceLandmarker", + "MediaPipeFaceLandmarkerModelLoader", + "MediaPipeFaceStylizer", + "MediaPipeFaceStylizerModelLoader", + "MediaPipeGestureRecognizer", + "MediaPipeGestureRecognizerModelLoader", + "MediaPipeHandLandmarker", + "MediaPipeHandLandmarkerModelLoader", + "MediaPipeHolisticLandmarker", + "MediaPipeHolisticVisualizer", + "MediaPipeImageEmbedder", + "MediaPipeImageEmbedderModelLoader", + "MediaPipeImageSegmenter", + "MediaPipeImageSegmenterModelLoader", + "MediaPipeInteractiveSegmenter", + "MediaPipeInteractiveSegmenterModelLoader", + "MediaPipeObjectDetector", + "MediaPipeObjectDetectorModelLoader", + "MediaPipePoseLandmarker", + "MediaPipePoseLandmarkerModelLoader", + "Point2D", + "PointList", + "PoseLandmarkPosition", + "RTCoordinateConverter", + "RTDrawLines", + "RTDrawPoints", + "RTDrawPolygon", + "ReshapeMediaPipeEmbedding", + "SelectMediaPipeSegment", + "VisualizeFaceDetections", + "VisualizeFaceLandmarks", + "VisualizeGestureRecognitions", + "VisualizeHandLandmarks", + "VisualizeObjectDetections", + "VisualizePoseLandmarks" + ], + { + "title_aux": "Nodes for use with real-time applications of ComfyUI" + } + ], + "https://github.com/ryanontheinside/ComfyUI_RyanOnTheInside": [ + [ + "ACEStep15NativeCoverGuider", + "ACEStep15NativeEditGuider", + "ACEStep15NativeExtractGuider", + "ACEStep15NativeLegoGuider", + "ACEStep15SemanticExtractor", + "ACEStep15SemanticHintsBlend", + "ACEStep15TaskTextEncode", + "ACEStepAnalyzeLatent", + "ACEStepAudioPostProcessor", + "ACEStepExtendGuider", + "ACEStepHybridGuider", + "ACEStepMaskVisualizer", + "ACEStepRepaintGuider", + "ACEStepTimeRange", + "AdvancedLuminanceMask", + "AnimatedFeaturePreview", + "AreaFeatureNode", + "AudioChannelMerge", + "AudioChannelSplit", + "AudioDither", + "AudioFade", + "AudioFeatureExtractor", + "AudioFeatureVisualizer", + "AudioFilter", + "AudioGain", + "AudioInfo", + "AudioLatentBlend", + "AudioLatentInfo", + "AudioMaskAnalyzer", + "AudioPad", + "AudioPitchShift", + "AudioRegionMask", + "AudioRegionMask15", + "AudioResample", + "AudioSeparatorSimple", + "AudioSubtract", + "AudioTemporalMask", + "AudioTemporalMask15", + "AudioTimeStretch", + "AudioTrim", + "AudioVolumeNormalization", + "Audio_Combine", + "Audio_Concatenate", + "BrightnessFeatureNode", + "ColorFeatureNode", + "Color_Picker", + "ContextModifier", + "DepthBlender", + "DepthFeatureNode", + "DepthInjection", + "DepthRippleEffect", + "DepthShapeModifier", + "DepthShapeModifierPrecise", + "Doom_", + "DownloadOpenUnmixModel", + "DrawableFeatureNode", + "DyeImage", + "EffectVisualizer", + "EmbeddingGuidedLatentInterpolate", + "EmitterEmissionRateModulation", + "EmitterMovement", + "EmptyImageAndMaskFromAudio", + "EmptyImageFromAudio", + "EmptyMaskFromAudio", + "FeatureAccumulate", + "FeatureCombine", + "FeatureContiguousInterpolate", + "FeatureFade", + "FeatureInfoNode", + "FeatureInterpolateMulti", + "FeatureInterpolator", + "FeatureMath", + "FeatureMixer", + "FeatureOscillator", + "FeaturePeakDetector", + "FeatureRebase", + "FeatureRenormalize", + "FeatureScaler", + "FeatureSmoothing", + "FeatureToFilteredList", + "FeatureToFlexFloatParam", + "FeatureToFlexIntParam", + "FeatureToFloat", + "FeatureToLatentKeyframe", + "FeatureToMask", + "FeatureToSplineData", + "FeatureToTimestepKeyframe", + "FeatureToWeightsStrategy", + "FeatureTruncateOrExtend", + "FlexAudioPitchShift", + "FlexAudioTimeStretch", + "FlexAudioVisualizerCircular", + "FlexAudioVisualizerContour", + "FlexAudioVisualizerLine", + "FlexImageBloom", + "FlexImageChromaticAberration", + "FlexImageColorGrade", + "FlexImageContrast", + "FlexImageDepthWarp", + "FlexImageEdgeDetect", + "FlexImageGlitch", + "FlexImageHorizontalToVertical", + "FlexImageHueShift", + "FlexImageKaleidoscope", + "FlexImageParallax", + "FlexImagePixelate", + "FlexImagePosterize", + "FlexImageTiltShift", + "FlexImageTransform", + "FlexImageVignette", + "FlexImageWarp", + "FlexLatentBlend", + "FlexLatentInterpolate", + "FlexLatentNoise", + "FlexMaskBinary", + "FlexMaskDepthChamber", + "FlexMaskEmanatingRings", + "FlexMaskInterpolate", + "FlexMaskMath", + "FlexMaskMorph", + "FlexMaskOpacity", + "FlexMaskRandomShapes", + "FlexMaskTransform", + "FlexMaskVoronoiScheduled", + "FlexMaskWarp", + "FlexMaskWavePropagation", + "FlexVideoDirection", + "FlexVideoFrameBlend", + "FlexVideoSeek", + "FlexVideoSpeed", + "FlexlatentAudioBlend", + "FloatFeatureNode", + "FrequencyFilterCustom", + "FrequencyFilterPreset", + "FrequencyRange", + "GravityWell", + "ImageCASBatch", + "ImageChunk", + "ImageDifference", + "ImageIndexSelect", + "ImageInterval", + "ImageIntervalSelectPercentage", + "ImageScaleToTarget", + "Image_Shuffle", + "Knob", + "LatentFrequencyBlender", + "LocationFromMask", + "LocationFromPoint", + "LocationTransform", + "MIDIFeatureExtractor", + "MIDILoadAndExtract", + "MIDILoader", + "MIDIToAudio", + "ManualFeatureFromPipe", + "ManualFeatureNode", + "ManualFeaturePipe", + "ManualWhisperAlignmentData", + "MaskMath", + "MaskMorph", + "MaskRings", + "MaskToAudioMask", + "MaskToAudioMask15", + "MaskTransform", + "MaskWarp", + "ModelSamplingACEStep", + "MotionFeatureNode", + "MovingShape", + "OpticalFlowDirectionMask", + "OpticalFlowMaskModulation", + "OpticalFlowParticleSystem", + "ParticleColorModulation", + "ParticleEmissionMask", + "ParticleEmitter", + "ParticleSizeModulation", + "ParticleSpeedModulation", + "PitchFeatureExtractor", + "PitchRange", + "PitchRangeByNoteNode", + "PitchRangePreset", + "PitchVisualizer", + "PreviewAudioCompare", + "PreviewFeature", + "ProximityFeatureNode", + "ProximityVisualizer", + "ROTIDisplayAny", + "RhythmFeatureExtractor", + "SplineFeatureModulator", + "SplineRhythmModulator", + "SpringJointSetting", + "StaticBody", + "SwapDevice", + "TextMaskNode", + "TimeFeatureNode", + "TranslucentComposite", + "TriggerBuilder", + "VideoChunk", + "Vortex", + "WhisperAutoAdjust", + "WhisperFeature", + "WhisperTextRenderer", + "WhisperTimeAdjuster", + "WhisperToPromptTravel", + "_mfc" + ], + { + "title_aux": "RyanOnTheInside" + } + ], + "https://github.com/ryanontheinside/ComfyUI_SuperResolution": [ + [ + "SuperResolutionModelLoader", + "SuperResolutionUpscale" + ], + { + "title_aux": "ComfyUI_SuperResolution" + } + ], + "https://github.com/rzgarespo/ComfyUI-diffusiondb": [ + [ + "SDPromptNode" + ], + { + "title_aux": "ComfyUI-diffusiondb" + } + ], + "https://github.com/rzgarespo/ComfyUI-qwen-image-size-picker": [ + [ + "QwenImageSize" + ], + { + "title_aux": "ComfyUI Qwen Image Size Picker" + } + ], + "https://github.com/s9roll7/comfyui_cotracker_node": [ + [ + "CoTrackerNode", + "GridPointGeneratorNode", + "PerlinCoordinateRandomizerNode", + "XYMotionAmplifierNode" + ], + { + "title_aux": "Comfyui CoTracker Node" + } + ], + "https://github.com/saftle/uber_comfy_nodes": [ + [ + "AdaptiveImageScaler", + "ControlNet Selector", + "ControlNetOptionalLoader", + "DiffusersSelector", + "ModelSimilarityNode", + "ModelWeightDumperNode", + "MultiInputVariableRewrite", + "RunwareResolutionCalculator", + "SaveImageJPGNoMeta", + "TextRegexOperations", + "VideoSegmentCalculator" + ], + { + "title_aux": "Suplex Misc ComfyUI Nodes" + } + ], + "https://github.com/sakura1bgx/ComfyUI_FlipStreamViewer": [ + [ + "FlipStreamAllowIp", + "FlipStreamAnd", + "FlipStreamBatchPrompt", + "FlipStreamButton", + "FlipStreamChat", + "FlipStreamChatJson", + "FlipStreamCurrent", + "FlipStreamFileSelect_AnimateDiffModel", + "FlipStreamFileSelect_Checkpoints", + "FlipStreamFileSelect_ControlNetModel", + "FlipStreamFileSelect_Input", + "FlipStreamFileSelect_LLM", + "FlipStreamFileSelect_Loras", + "FlipStreamFileSelect_Output", + "FlipStreamFileSelect_TensorRT", + "FlipStreamFileSelect_VAE", + "FlipStreamFilmVfi", + "FlipStreamFree", + "FlipStreamGate", + "FlipStreamGet", + "FlipStreamGetFrame", + "FlipStreamGetParam", + "FlipStreamGetPreviewRoi", + "FlipStreamGetSize", + "FlipStreamGetState", + "FlipStreamImageSize", + "FlipStreamInputBox", + "FlipStreamLoadLora", + "FlipStreamLogBox", + "FlipStreamLoraMode", + "FlipStreamOr", + "FlipStreamParseJson", + "FlipStreamPasteBox", + "FlipStreamPreviewBox", + "FlipStreamRembg", + "FlipStreamRunApiWorkflow", + "FlipStreamRunOnce", + "FlipStreamSaveApiWorkflow", + "FlipStreamScreenGrabber", + "FlipStreamSection", + "FlipStreamSegMask", + "FlipStreamSelectBox_Samplers", + "FlipStreamSelectBox_Scheduler", + "FlipStreamSetMessage", + "FlipStreamSetParam", + "FlipStreamSetState", + "FlipStreamShutdown", + "FlipStreamSizeSelect", + "FlipStreamSlider", + "FlipStreamSource", + "FlipStreamSwitch", + "FlipStreamSwitchImage", + "FlipStreamSwitchLatent", + "FlipStreamTextBox", + "FlipStreamTextConcat", + "FlipStreamTextReplace", + "FlipStreamVideoInput", + "FlipStreamViewer", + "FlipStreamViewerSimple" + ], + { + "title_aux": "ComfyUI_FlipStreamViewer" + } + ], + "https://github.com/sammykumar/ComfyUI-SwissArmyKnife": [ + [ + "AzureStorageUpload", + "CivitMetadataHelper", + "ControlPanelOverview", + "ControlPanelPromptBreakdown", + "FilenameGenerator", + "FrameExtractor", + "GeminiUtilOptions", + "LLMStudioOptions", + "LLMStudioPictureDescribe", + "LLMStudioStructuredDescribe", + "LLMStudioStructuredVideoDescribe", + "LLMStudioVideoDescribe", + "LoRAInfoExtractor", + "MediaDescribe", + "MediaDescribeOverrides", + "MediaSelection", + "MultiCaptionCombiner", + "ShowText", + "VACEDepthAnnotator", + "VACEFlowAnnotator", + "VACEScribbleAnnotator", + "VideoMetadataNode", + "VideoPreview", + "VideoPreviewNative" + ], + { + "title_aux": "ComfyUI-SwissArmyKnife" + } + ], + "https://github.com/sanbuphy/ComfyUI-AudioLDM": [ + [ + "AudioLDM", + "PreviewAudioLDM", + "SaveAudioLDM" + ], + { + "title_aux": "ComfyUI-AudioLDM" + } + ], + "https://github.com/santiagosamuel3455/ComfyUI-GeminiImageToPrompt": [ + [ + "DeepseekR1KlingAINode", + "GeminiImageToPromptNode", + "GeminiTextToCinematicPromptNode", + "ShowGeneratedText", + "ShowTextNode" + ], + { + "title_aux": "ComfyUI-GeminiImageToPrompt" + } + ], + "https://github.com/scofano/ComfyUI-Advanced-TextOverlay": [ + [ + "Advanced Text Overlay", + "Advanced Text Overlay - Video" + ], + { + "title_aux": "Advanced Text Overlay" + } + ], + "https://github.com/scofano/ComfyUI-Simple-video-effects": [ + [ + "AdvancedFolderVideoCombiner", + "CameraMoveNode", + "CameraMoveVideoNode", + "CameraShakeNode", + "CameraShakeVideoNode", + "CloseUpImageNode", + "CloseUpNode", + "ComfyAddSoundtrack", + "ComfyImageAudioCSV", + "ImageSequenceOverlay", + "ImageTransitionNode", + "MergeVideoAudioNode", + "SimpleFolderVideoCombiner", + "VideoImageOverlay", + "VideoLoopExtenderNode", + "VideoOverlay", + "VideoOverlayBatch", + "VideoOverlayFromFile", + "VideoSplitterNode", + "ZoomSequenceBatchNode", + "ZoomSequenceNode", + "ZoomSequenceVideoNode" + ], + { + "title_aux": "Simple Video Effects" + } + ], + "https://github.com/scofano/comfy-audio-duration": [ + [ + "Audio Duration" + ], + { + "title_aux": "Audio Duration" + } + ], + "https://github.com/scofano/comfy-text-stats": [ + [ + "TextStats" + ], + { + "title_aux": "Comfy Text Stats" + } + ], + "https://github.com/scraed/LanPaint": [ + [ + "LanPaint_KSampler", + "LanPaint_KSamplerAdvanced", + "LanPaint_MaskBlend", + "LanPaint_SamplerCustom", + "LanPaint_SamplerCustomAdvanced" + ], + { + "title_aux": "LanPaint" + } + ], + "https://github.com/sdfxai/SDFXBridgeForComfyUI": [ + [ + "SDFXClipTextEncode" + ], + { + "title_aux": "SDFXBridgeForComfyUI - ComfyUI Custom Node for SDFX Integration" + } + ], + "https://github.com/sdtana/ComfyUI-FDG": [ + [ + "FDGNode" + ], + { + "title_aux": "ComfyUI-FDG" + } + ], + "https://github.com/seanjang990/comfyui-document-auto-crop": [ + [ + "CropRotateNode" + ], + { + "title_aux": "ComfyUI Document Auto Crop Node" + } + ], + "https://github.com/seanlynch/comfyui-optical-flow": [ + [ + "Apply optical flow", + "ApplyOpticalFlow", + "Compute optical flow", + "ComputeOpticalFlow", + "Visualize optical flow", + "VisualizeOpticalFlow" + ], + { + "title_aux": "ComfyUI Optical Flow" + } + ], + "https://github.com/seanlynch/srl-nodes": [ + [ + "SRL Conditional Interrrupt", + "SRL Eval", + "SRL Filter Image List", + "SRL Format String", + "SrlConditionalInterrupt", + "SrlEval", + "SrlFilterImageList", + "SrlFormatString" + ], + { + "title_aux": "SRL's nodes" + } + ], + "https://github.com/sebagallo/comfyui-sg-llama-cpp": [ + [ + "LlamaCPPEngine", + "LlamaCPPMemoryCleanup", + "LlamaCPPModelLoader", + "LlamaCPPOptions" + ], + { + "title_aux": "comfyui-sg-llama-cpp" + } + ], + "https://github.com/sebagallo/comfyui-sg-openai-client": [ + [ + "OpenAIChatCompletion", + "OpenAIClient" + ], + { + "title_aux": "comfyui-sg-openai-client" + } + ], + "https://github.com/sebagallo/comfyui-sg-text-encode-reference-images": [ + [ + "TextEncodeReferenceImages" + ], + { + "title_aux": "comfyui-sg-text-encode-reference-images" + } + ], + "https://github.com/sebord/ComfyUI-LMCQ": [ + [ + "LmcqCodeDecryptionLoader", + "LmcqCodeEncryption", + "LmcqDeepGen", + "LmcqDeepLoader", + "LmcqGetMachineCode", + "LmcqImageSaver", + "LmcqImageSaverTransit", + "LmcqImageSaverWeb", + "LmcqInputValidator", + "LmcqLoadFluxNF4Checkpoint", + "LmcqRuntimeLoraDecryption", + "LmcqRuntimeLoraEncryption", + "LmcqRuntimeModelDecryption", + "LmcqRuntimeModelEncryption", + "LmcqRuntimeWorkflowDecryption", + "LmcqRuntimeWorkflowEncryption" + ], + { + "title_aux": "ComfyUI-LMCQ" + } + ], + "https://github.com/senhaicc/Comfyui-WL-MainImageDesign": [ + [ + "WLMainImageGenerator", + "WLPromptBatchConverter" + ], + { + "title_aux": "Comfyui-WL-MainImageDesign" + } + ], + "https://github.com/sergekatzmann/ComfyUI_Nimbus-Pack": [ + [ + "AdjustAndRoundDimensions", + "AspectRatioMobileDevices", + "AutoLevelsNode", + "ImageCombineRect", + "ImageExtractRect", + "ImageResizeAndCropNode", + "ImageSquareAdapterNode", + "LoadImagesFromFolder", + "MathOperationNode", + "NumberRangeNode", + "PopularScreenResolutions", + "SliderComparisonNode" + ], + { + "title_aux": "ComfyUI_Nimbus-Pack" + } + ], + "https://github.com/sfinktah/comfy-ovum": [ + [ + "ImageExContextListOvum", + "ImageExContextOvum", + "LoadImageFromOutputSubdirectoryWithWorkflowOvum", + "LoadImageFromOutputWithWorkflowOvum", + "LoadImageWithWorkflowOvum" + ], + { + "title_aux": "comfy-ovum" + } + ], + "https://github.com/sgyyao/ComfyUI_LLM_Prompt_Optimizer": [ + [ + "PromptOptimizer" + ], + { + "title_aux": "ComfyUI_LLM_Prompt_Optimizer" + } + ], + "https://github.com/sh570655308/ComfyUI-GigapixelAI": [ + [ + "GigapixelAI", + "GigapixelModelSettings", + "GigapixelUpscaleSettings" + ], + { + "title_aux": "ComfyUI-GigapixelAI" + } + ], + "https://github.com/sh570655308/ComfyUI-TopazVideoAI": [ + [ + "TopazUpscaleParams", + "TopazVideoAI" + ], + { + "title_aux": "ComfyUI-TopazVideoAI" + } + ], + "https://github.com/shabri-arrahim/ComfyUI-Safety-Checker": [ + [ + "CompVisSafetyChecker", + "FalconsAISafetyChecker", + "loadImageBase64" + ], + { + "title_aux": "ComfyUI Safety Checker" + } + ], + "https://github.com/shadowcz007/comfyui-Image-reward": [ + [ + "ImageBatchToList_", + "ImageRewardScore_" + ], + { + "title_aux": "comfyui-Image-reward" + } + ], + "https://github.com/shadowcz007/comfyui-consistency-decoder": [ + [ + "VAEDecodeConsistencyDecoder", + "VAELoaderConsistencyDecoder" + ], + { + "title_aux": "Consistency Decoder" + } + ], + "https://github.com/shadowcz007/comfyui-edit-mask": [ + [ + "EditMask" + ], + { + "title_aux": "comfyui-edit-mask" + } + ], + "https://github.com/shadowcz007/comfyui-liveportrait": [ + [ + "ExpressionEditor_", + "ExpressionVideo2VideoNode", + "ExpressionVideoNode", + "FaceCropInfo", + "LivePortraitNode", + "LivePortraitVideoNode", + "Retargeting" + ], + { + "title_aux": "comfyui-liveportrait" + } + ], + "https://github.com/shadowcz007/comfyui-mixlab-nodes": [ + [ + "3DImage", + "AnalyzeAudio", + "AppInfo", + "ApplyVisualStylePrompting_", + "AreaToMask", + "AudioPlay", + "AudioToPrompt", + "CenterImage", + "ChinesePrompt_Mix", + "CkptNames_", + "ClipInterrogator", + "Color", + "ComparingTwoFrames_", + "CompositeImages_", + "CreateJsonNode", + "DepthViewer", + "DynamicDelayProcessor", + "EditMask", + "EmbeddingPrompt", + "EnhanceImage", + "FaceToMask", + "FeatheredMask", + "FloatSlider", + "FloatingVideo", + "Font", + "GLIGENTextBoxApply_Advanced", + "GetImageSize_", + "GradientImage", + "GridDisplayAndSave", + "GridInput", + "GridOutput", + "ImageBatchToList_", + "ImageColorTransfer", + "ImageCropByAlpha", + "ImageListReplace_", + "ImageListToBatch_", + "ImagesPrompt_", + "IncrementingListNode_", + "IntNumber", + "JoinWithDelimiter", + "KeyInput", + "LaMaInpainting", + "LimitNumber", + "ListSplit_", + "LoadImagesFromPath", + "LoadImagesFromURL", + "LoadImagesToBatch", + "LoadTripoSRModel_", + "LoadVQGAN", + "LoadVideoAndSegment_", + "LoadVideoFromURL", + "LoadWhisperModel_", + "LoraNames_", + "MaskListMerge_", + "MaskListReplace_", + "MergeLayers", + "MiniCPM_VQA_Simple", + "MirroredImage", + "MultiplicationNode", + "NewLayer", + "NoiseImage", + "OutlineMask", + "P5Input", + "PreviewMask_", + "Prompt2Semantic", + "PromptGenerate_Mix", + "PromptImage", + "PromptSimplification", + "PromptSlide", + "RandomPrompt", + "RembgNode_Mix", + "ResizeImageMixlab", + "SamplerNames_", + "SaveImageAndMetadata_", + "SaveImageToLocal", + "SaveTripoSRMesh", + "SceneInfoNode", + "ScenedetectNode_", + "ScreenShare", + "Seed_", + "Semantic2Audio", + "SenseVoiceNode", + "ShowLayer", + "SmoothMask", + "SpeechRecognition", + "SpeechSynthesis", + "SplitImage", + "SplitLongMask", + "StyleAlignedBatchAlign_", + "StyleAlignedReferenceSampler_", + "StyleAlignedSampleReferenceLatents_", + "SvgImage", + "SwitchByIndex", + "TESTNODE_", + "TESTNODE_TOKEN", + "TextImage", + "TextInput_", + "TextToNumber", + "TransparentImage", + "TripoSRSampler_", + "VideoCombine_Adv", + "VideoGenKlingNode", + "VideoGenLumaDreamMachineNode", + "VideoGenRunwayGen3Node", + "WhisperTranscribe_" + ], + { + "title_aux": "comfyui-mixlab-nodes" + } + ], + "https://github.com/shadowcz007/comfyui-sound-lab": [ + [ + "AudioPlay", + "Musicgen_", + "StableAudio_" + ], + { + "title_aux": "comfyui-sound-lab" + } + ], + "https://github.com/shadowcz007/comfyui-try-on": [ + [ + "CatVTONNode", + "FashionClothMask", + "FashionClothMask2" + ], + { + "author": "chflame", + "description": "CatVTON warpper for ComfyUI", + "nickname": "CatVTON_Wrapper", + "title": "CatVTON_Wrapper", + "title_aux": "comfyui-try-on" + } + ], + "https://github.com/shadowcz007/comfyui-ultralytics-yolo": [ + [ + "DetectByLabel" + ], + { + "title_aux": "comfyui-ultralytics-yolo" + } + ], + "https://github.com/shahkoorosh/ComfyUI-KGnodes": [ + [ + "CustomResolutionLatentNode", + "FaceDetectorAndCropper", + "ImageScaleToSide", + "OverlayRGBAonRGB", + "StyleSelector", + "TextBehindImage" + ], + { + "author": "ShahKoorosh", + "description": "This Custom node pack offers various nodes to make it easier to use ComfyUI.", + "nickname": "KGnodes", + "title": "ComfyUI-KGnodes", + "title_aux": "ComfyUI-KGnodes" + } + ], + "https://github.com/shahkoorosh/ComfyUI-PersianText": [ + [ + "PersianText" + ], + { + "author": "shahkoorosh", + "description": "A powerful ComfyUI node for rendering text with advanced styling options, including full support for Persian/Farsi and Arabic scripts.", + "nickname": "PersianText", + "title": "ComfyUI-PersianText", + "title_aux": "ComfyUI-PersianText" + } + ], + "https://github.com/shenduldh/ComfyUI-Lightning": [ + [ + "ApplyFBCacheAndSkipBlocks", + "ApplyMBCacheAndSkipBlocks", + "ApplyMBCacheAndSkipBlocksForSana", + "ApplySageAttention", + "ApplySpargeAttn", + "ApplyTeaCacheAndSkipBlocks", + "ApplyToCa", + "ApplyTokenMerging", + "CompileAndQuantizeModel", + "SanaCLIPLoader", + "SanaDiffusionLoader", + "SanaEmptyLatentImage", + "SanaTextEncode", + "SanaVAELoader", + "SaveSpargeAttnHyperparams" + ], + { + "title_aux": "ComfyUI-Lightning" + } + ], + "https://github.com/shi3z/ComfyUI_Memeplex_DALLE": [ + [ + "DallERender", + "GPT", + "MemeplexCustomSDXLRender", + "MemeplexRender", + "TextInput", + "TextSend" + ], + { + "title_aux": "ComfyUI_Memeplex_DALLE" + } + ], + "https://github.com/shiertier/ComfyUI-TeaCache-lumina2": [ + [ + "TeaCacheForLumina2", + "TeaCacheForLuminaAuto", + "TeaCacheForLuminaNext" + ], + { + "title_aux": "ComfyUI-TeaCache-Lumina" + } + ], + "https://github.com/shiimizu/ComfyUI-PhotoMaker-Plus": [ + [ + "PhotoMakerEncodePlus", + "PhotoMakerInsightFaceLoader", + "PhotoMakerLoaderPlus", + "PhotoMakerLoraLoaderPlus", + "PhotoMakerStyles", + "PrepImagesForClipVisionFromPath" + ], + { + "title_aux": "ComfyUI PhotoMaker Plus" + } + ], + "https://github.com/shiimizu/ComfyUI-TiledDiffusion": [ + [ + "SpotDiffusionParams_TiledDiffusion", + "TiledDiffusion", + "VAEDecodeTiled_TiledDiffusion", + "VAEEncodeTiled_TiledDiffusion" + ], + { + "title_aux": "Tiled Diffusion & VAE for ComfyUI" + } + ], + "https://github.com/shiimizu/ComfyUI-semantic-aware-guidance": [ + [ + "SemanticAwareGuidance" + ], + { + "title_aux": "Semantic-aware Guidance (S-CFG)" + } + ], + "https://github.com/shiimizu/ComfyUI_smZNodes": [ + [ + "smZ CLIPTextEncode", + "smZ Settings" + ], + { + "title_aux": "smZNodes" + } + ], + "https://github.com/shin131002/RandomLoRALoader": [ + [ + "FilteredRandomLoRALoader", + "FilteredRandomLoRALoaderLBW", + "RandomLoRALoader" + ], + { + "title_aux": "RandomLoRALoader" + } + ], + "https://github.com/shinich39/comfyui-break-workflow": [ + [ + "BreakWorkflow" + ], + { + "author": "shinich39", + "description": "Break the execution, save the incompleted image then continue later.", + "nickname": "comfyui-break-workflow", + "title": "comfyui-break-workflow", + "title_aux": "comfyui-break-workflow" + } + ], + "https://github.com/shinich39/comfyui-dynamic-routes": [ + [ + "DynamicRoutes" + ], + { + "author": "shinich39", + "description": "Shuffle nodes after queue execution.", + "nickname": "comfyui-dynamic-routes", + "title": "comfyui-dynamic-routes", + "title_aux": "comfyui-dynamic-routes" + } + ], + "https://github.com/shinich39/comfyui-get-meta": [ + [ + "GetBooleanFromImage", + "GetComboFromImage", + "GetFloatFromImage", + "GetIntFromImage", + "GetPromptFromImage", + "GetStringFromImage", + "GetValuesFromImage", + "GetWorkflowFromImage" + ], + { + "author": "shinich39", + "description": "Get metadata from image.", + "nickname": "comfyui-get-meta", + "title": "comfyui-get-meta", + "title_aux": "comfyui-get-meta" + } + ], + "https://github.com/shinyakidoguchi301/comfyui-lora-tag-loader": [ + [ + "LoRA_TagLoader" + ], + { + "title_aux": "shinyakidoguchi301/LoRA Tag Loader for ComfyUI" + } + ], + "https://github.com/shmbatom/Comfyui-Image-Concat": [ + [ + "ImageConcatNode" + ], + { + "title_aux": "Comfyui-Image-Concat" + } + ], + "https://github.com/shmbatom/Comfyui-ImageAB-Compare": [ + [ + "ImageABCompare" + ], + { + "title_aux": "Comfyui-ImageAB-Compare" + } + ], + "https://github.com/shobhitic/ComfyUI-PlusMinusTextClip": [ + [ + "PlusMinusTextClip" + ], + { + "title_aux": "PlusMinusTextClip - Single node for Positive and Negative Prompts" + } + ], + "https://github.com/shockz0rz/comfy-easy-grids": [ + [ + "FloatToText", + "GridFloatList", + "GridFloats", + "GridIntList", + "GridInts", + "GridLoras", + "GridStringList", + "GridStrings", + "ImageGridCommander", + "IntToText", + "SaveImageGrid", + "TextConcatenator" + ], + { + "title_aux": "comfy-easy-grids" + } + ], + "https://github.com/shootthesound/comfyUI-LongLook": [ + [ + "WanContinuationConditioning", + "WanFreeLong", + "WanFreeLongEnforcer", + "WanMotionScale", + "WanMotionScaleAdvanced" + ], + { + "title_aux": "comfyUI-LongLook" + } + ], + "https://github.com/shootthesound/comfyui-wan-i2v-control": [ + [ + "DropFirstFrames", + "WanI2VConditioningMaskPro" + ], + { + "title_aux": "comfyui-wan-i2v-control" + } + ], + "https://github.com/shumoLR/Comfyui_SynVow_MultiangleCamera": [ + [ + "SynvowMultiangleCameraNode" + ], + { + "title_aux": "Comfyui_SynVow_MultiangleCamera" + } + ], + "https://github.com/shumoLR/Comfyui_SynVow_TeleStyle": [ + [ + "TeleStyleVideo", + "TeleStyleVideoLoader" + ], + { + "title_aux": "Comfyui_SynVow_TeleStyle" + } + ], + "https://github.com/silveroxides/ComfyUI-ModelUtils": [ + [ + "CheckpointMetaKeys", + "CheckpointPruneKeys", + "CheckpointRenameKeys", + "CheckpointThreeMerger", + "CheckpointTwoMerger", + "EmbeddingMetaKeys", + "EmbeddingPruneKeys", + "EmbeddingRenameKeys", + "EmbeddingThreeMerger", + "EmbeddingTwoMerger", + "LoRAExtractFixed", + "LoRAExtractFrobenius", + "LoRAExtractKnee", + "LoRAExtractQuantile", + "LoRAExtractRatio", + "LoRAMergeToModel", + "LoRAMetaKeys", + "LoRAMultiMerge", + "LoRAPruneKeys", + "LoRARenameKeys", + "LoRAResizeCumulative", + "LoRAResizeFixed", + "LoRAResizeFrobenius", + "LoRAResizeRatio", + "LoRAResizeViaBaseCumulative", + "LoRAResizeViaBaseFixed", + "LoRAResizeViaBaseFrobenius", + "LoRAResizeViaBaseRatio", + "LoRAThreeMerger", + "LoRATwoMerger", + "ModelMetaKeys", + "ModelPruneKeys", + "ModelRenameKeys", + "ModelThreeMerger", + "ModelTwoMerger", + "TextEncoderMetaKeys", + "TextEncoderPruneKeys", + "TextEncoderRenameKeys", + "TextEncoderThreeMerger", + "TextEncoderTwoMerger" + ], + { + "title_aux": "Model Utility Toolkit" + } + ], + "https://github.com/silveroxides/ComfyUI-PokeIndex": [ + [ + "PokeIndex" + ], + { + "title_aux": "ComfyUI-PokeIndex" + } + ], + "https://github.com/silveroxides/ComfyUI-RR-JointTagger": [ + [ + "Jtp3HydraTagger|redrocket", + "RRJointTagger|redrocket" + ], + { + "title_aux": "ComfyUI-RR-JointTagger" + } + ], + "https://github.com/silveroxides/ComfyUI_EmbeddingToolkit": [ + [ + "InspectEmbeddingForClip", + "PromptEmbeddingFixer", + "SaveA1111WeightedEmbeddings", + "SaveTokenEmbeddings", + "SaveWeightedEmbeddings", + "SliceExistingEmbedding" + ], + { + "title_aux": "ComfyUI_EmbeddingToolkit" + } + ], + "https://github.com/silveroxides/ComfyUI_FDGuidance": [ + [ + "FDG_APG_Patcher", + "FDG_APG_PatcherAnimation", + "FrequencyDecoupledGuidance", + "FrequencyDecoupledGuidanceAnimation" + ], + { + "title_aux": "ComfyUI_FDGuidance" + } + ], + "https://github.com/silveroxides/ComfyUI_Gemini_Expanded_API": [ + [ + "GetKeyAPI", + "SSL_GeminiAPIKeyConfig", + "SSL_GeminiTextPrompt" + ], + { + "title_aux": "ComfyUI Gemini Expanded API" + } + ], + "https://github.com/silveroxides/ComfyUI_Hybrid-Scaled_fp8-Loader": [ + [ + "HybridConfigNode", + "ScaledFP8HybridCheckpointLoader", + "ScaledFP8HybridUNetLoader" + ], + { + "title_aux": "ComfyUI_Hybrid-Scaled_fp8-Loader" + } + ], + "https://github.com/silveroxides/ComfyUI_PowerShiftScheduler": [ + [ + "PowerShiftScheduler", + "RadianceShiftScheduler" + ], + { + "title_aux": "ComfyUI Power Shift Scheduler" + } + ], + "https://github.com/silveroxides/ComfyUI_SigmoidOffsetScheduler": [ + [ + "SigmoidOffsetScheduler" + ], + { + "title_aux": "ComfyUI Sigmoid Offset Scheduler" + } + ], + "https://github.com/sinanzoo2nd/ComfyUI-Seed-Wildcard-Pack": [ + [ + "DynamicTextConcatenate", + "ResizeByScale", + "SeedBasedWildcardImpact", + "SeedBasedWildcardLora", + "SeedGeneratorWithMin" + ], + { + "title_aux": "ComfyUI Seed Wildcard Pack" + } + ], + "https://github.com/sipherxyz/comfyui-art-venture": [ + [ + "AV_AwsBedrockClaudeApi", + "AV_AwsBedrockMistralApi", + "AV_CheckpointLoader", + "AV_CheckpointMerge", + "AV_CheckpointModelsToParametersPipe", + "AV_CheckpointSave", + "AV_ClaudeApi", + "AV_ControlNetEfficientLoader", + "AV_ControlNetEfficientLoaderAdvanced", + "AV_ControlNetEfficientStacker", + "AV_ControlNetEfficientStackerSimple", + "AV_ControlNetLoader", + "AV_ControlNetPreprocessor", + "AV_FaceDetailer", + "AV_FaceDetailerPipe", + "AV_GeminiApi", + "AV_IPAdapter", + "AV_IPAdapterPipe", + "AV_LLMApiConfig", + "AV_LLMChat", + "AV_LLMCompletion", + "AV_LLMMessage", + "AV_LoraListLoader", + "AV_LoraListStacker", + "AV_LoraLoader", + "AV_NanoBananaApiConfig", + "AV_OpenAIApi", + "AV_OpenRouterApi", + "AV_ParametersPipeToCheckpointModels", + "AV_ParametersPipeToPrompts", + "AV_PromptsToParametersPipe", + "AV_SAMLoader", + "AV_VAELoader", + "AnimateDiffFrameCalculator", + "AspectRatioSelector", + "BLIPCaption", + "BLIPLoader", + "BooleanPrimitive", + "CheckpointNameSelector", + "ColorBlend", + "ColorCorrect", + "DeepDanbooruCaption", + "DependenciesEdit", + "DownloadAndLoadBlip", + "DownloadISNetModel", + "Fooocus_KSampler", + "Fooocus_KSamplerAdvanced", + "Fooocus_KSamplerEfficient", + "Fooocus_KSamplerEfficientAdvanced", + "GetBoolFromJson", + "GetFloatFromJson", + "GetIntFromJson", + "GetObjectFromJson", + "GetSAMEmbedding", + "GetTextFromJson", + "ISNetLoader", + "ISNetSegment", + "ImageAlphaComposite", + "ImageApplyChannel", + "ImageExtractChannel", + "ImageGaussianBlur", + "ImageMuxer", + "ImageRepeat", + "ImageScaleDown", + "ImageScaleDownBy", + "ImageScaleDownToSize", + "ImageScaleToMegapixels", + "LaMaInpaint", + "LoadImageAsMaskFromUrl", + "LoadImageFromUrl", + "LoadJsonFromText", + "LoadJsonFromUrl", + "LoadLaMaModel", + "LoadVideoFromUrl", + "MergeModels", + "NumberScaler", + "OverlayInpaintedImage", + "OverlayInpaintedLatent", + "PrepareImageAndMaskForInpaint", + "QRCodeGenerator", + "RandomFloat", + "RandomInt", + "SAMEmbeddingToImage", + "SDXLAspectRatioSelector", + "SDXLPromptStyler", + "SeedSelector", + "StringToInt", + "StringToNumber", + "TextRandomMultiline", + "TextSwitchCase" + ], + { + "title_aux": "comfyui-art-venture" + } + ], + "https://github.com/sipie800/ComfyUI-PuLID-Flux-Enhanced": [ + [ + "ApplyPulidFlux", + "PulidFluxEvaClipLoader", + "PulidFluxInsightFaceLoader", + "PulidFluxModelLoader" + ], + { + "title_aux": "ComfyUI-PuLID-Flux-Enhanced" + } + ], + "https://github.com/siraxe/ComfyUI-WanVideoWrapper_QQ": [ + [ + "CheckpointLoader_v2", + "CreateImageList", + "HolocineFrames", + "ImageBlend_GPU", + "ImageRadialZoomBlur_GPU", + "LoraExtractKJv2", + "LoraReduceRank", + "LoraRemapStrength", + "LoraSmartCombine", + "PowerLoraLoaderV2", + "VideoMergeABC", + "VideoTextEncodeCached_KJ", + "WanFMLF", + "WanScaleAB", + "WanVideoCacheSamples", + "WanVideoCacheVideos", + "WanVideoEmptyEmbeds_v2", + "WanVideoFlowmapDistortion", + "WanVideoImageToVideoEncode_v2", + "WanVideoMotionToFlowmap", + "WanVideoPowerLoraLoader" + ], + { + "title_aux": "ComfyUI-WanVideoWrapper_QQ" + } + ], + "https://github.com/siray-ai/siray-comfyui": [ + [ + "Siray Client", + "Siray Video Player" + ], + { + "title_aux": "siray-comfyui" + } + ], + "https://github.com/sirouk/chutes-comfyui-node": [ + [ + "ChutesWanVideoFast" + ], + { + "title_aux": "chutes-comfyui-node" + } + ], + "https://github.com/sittere/ComfyUI-YK_Line-loading": [ + [ + "MultiTextLoader" + ], + { + "title_aux": "ComfyUI-YK Line loading" + } + ], + "https://github.com/sjh00/ComfyUI-LoadImageWithInfo": [ + [ + "LoadImageWithInfo", + "SaveImageWithInfo" + ], + { + "title_aux": "ComfyUI LoadImageWithInfo" + } + ], + "https://github.com/sjhddh/ComfyUI-Cyber-Steganography": [ + [ + "StegoDecode", + "StegoEncode" + ], + { + "title_aux": "ComfyUI-Cyber-Steganography" + } + ], + "https://github.com/skatardude10/ComfyUI-Optical-Realism": [ + [ + "OpticalRealism", + "RemoveAlphaChannel" + ], + { + "title_aux": "ComfyUI-Optical-Realism" + } + ], + "https://github.com/skfoo/ComfyUI-Coziness": [ + [ + "LoraTextExtractor-b1f83aa2", + "MultiLoraLoader-70bf3d77" + ], + { + "title_aux": "ComfyUI-Coziness" + } + ], + "https://github.com/skycoder182/comfyui-filename-tools": [ + [ + "ExtractAndTrimFilename", + "LoadImageWithFilename" + ], + { + "title_aux": "Filename Tools" + } + ], + "https://github.com/skycoder182/comfyui-skycoder-tools": [ + [ + "Aspect_Ratio_and_Tile_size_calculator", + "BLIP2Captioning", + "BooleanToggle", + "ConcatenateAndTestIfEmpty", + "DirectoryImageInfo", + "DirectoryImageLoader", + "ImageBasicNode" + ], + { + "title_aux": "Skycoder Tools" + } + ], + "https://github.com/slahiri/ComfyUI-AI-Photography-Toolkit": [ + [ + "SID_LLM_API", + "SID_LLM_Local", + "SID_ZImagePromptGenerator" + ], + { + "title_aux": "ComfyUI-AI-Photography-Toolkit" + } + ], + "https://github.com/slvslvslv/ComfyUI-SmartHelperNodes": [ + [ + "SmartFormatString", + "SmartFormatString10", + "SmartHVLoraSelect", + "SmartHVLoraStack", + "SmartHWMonitor", + "SmartLoadLoRA", + "SmartModelOrLoraToString", + "SmartPrompt", + "SmartRemoveComments", + "SmartSaveAnimatedGIF", + "SmartSaveText", + "SmartShowAnything" + ], + { + "title_aux": "ComfyUI Smart Helper Nodes" + } + ], + "https://github.com/slvslvslv/ComfyUI-SmartImageTools": [ + [ + "SmartBackgroundFill", + "SmartBackgroundRemove", + "SmartColorFillMask", + "SmartColorMatch", + "SmartDrawPoints", + "SmartFillTransparentHoles", + "SmartGenerateImage", + "SmartGetMask", + "SmartGradientDeformation", + "SmartImageCrop", + "SmartImagePadding", + "SmartImagePaletteConvert", + "SmartImagePaletteCreate", + "SmartImagePaletteExtract", + "SmartImagePoint", + "SmartImagePreviewScaled", + "SmartImageRegion", + "SmartImagesProcessor", + "SmartLoadGIFImage", + "SmartPoint", + "SmartPointSet", + "SmartPointSetMerge", + "SmartPreviewPalette", + "SmartProgressiveScaleImage", + "SmartSaveAnimatedPNG", + "SmartSavePNG", + "SmartSemiTransparenceRemove", + "SmartVideoPreviewScaled", + "SmartVideoPreviewScaledMasked" + ], + { + "title_aux": "ComfyUI-SmartImageTools" + } + ], + "https://github.com/slyt/comfyui-ollama-nodes": [ + [ + "BooleanToString", + "DownloadHuggingfaceModel", + "FloatToString", + "GenerateOllama", + "IntToString", + "ListModels", + "ListToString", + "PullModel" + ], + { + "title_aux": "comfyui-ollama-nodes" + } + ], + "https://github.com/smagnetize/kb-comfyui-nodes": [ + [ + "SingleImageDataUrlLoader" + ], + { + "title_aux": "kb-comfyui-nodes" + } + ], + "https://github.com/smartvain/ComfyUI-FaceKeypointsFilter": [ + [ + "FaceKeypointsFilter" + ], + { + "title_aux": "ComfyUI-FaceKeypointsFilter" + } + ], + "https://github.com/smartvain/ComfyUI-PoseKeypointsToImage": [ + [ + "PoseKeypointsToImage" + ], + { + "title_aux": "ComfyUI-PoseKeypointsToImage" + } + ], + "https://github.com/smartvain/ComfyUI-PromptComment": [ + [ + "PromptComment", + "PromptCommentMultiMarker" + ], + { + "title_aux": "ComfyUI-PromptComment" + } + ], + "https://github.com/smbdsbrain/ComfyUI-PK_load_image_paste": [ + [ + "PKLoadImagePaste" + ], + { + "title_aux": "ComfyUI PK Load Image Paste" + } + ], + "https://github.com/smlbiobot/ComfyUI-Flux-Replicate-API": [ + [ + "SML_FluxProUltra_Replicate_Standalone", + "SML_FluxPro_Replicate_Standalone" + ], + { + "title_aux": "ComfyUI-Flux-Replicate-API" + } + ], + "https://github.com/smlbiobot/sml-comfyui-prompt-expansion": [ + [ + "SML_Prompt_Generator" + ], + { + "title_aux": "sml-comfyui-prompt-expansion" + } + ], + "https://github.com/smthemex/ComfyUI_AniCrafter": [ + [ + "AniCrafterLoader", + "AniCrafterPreImage", + "AniCrafterPreText", + "AniCrafterPreVideo", + "AniCrafterSampler" + ], + { + "title_aux": "ComfyUI_AniCrafter" + } + ], + "https://github.com/smthemex/ComfyUI_AnyDoor": [ + [ + "AnyDoor_LoadModel", + "AnyDoor_img2img" + ], + { + "title_aux": "ComfyUI_AnyDoor" + } + ], + "https://github.com/smthemex/ComfyUI_CSD_MT": [ + [ + "CSDMTLoader", + "CSDMTSampler" + ], + { + "title_aux": "ComfyUI_CSD_MT" + } + ], + "https://github.com/smthemex/ComfyUI_CSGO_Wrapper": [ + [ + "Blip_Loader", + "CSGO_Loader", + "CSGO_Sampler" + ], + { + "title_aux": "ComfyUI_CSGO_Wrapper" + } + ], + "https://github.com/smthemex/ComfyUI_ChatGLM_API": [ + [ + "Glm_4_9b_Chat", + "Glm_4v_9b", + "Glm_Lcoal_Or_Repo", + "ZhipuaiApi_Character", + "ZhipuaiApi_Img", + "ZhipuaiApi_Txt", + "ZhipuaiApi_img" + ], + { + "title_aux": "ComfyUI_ChatGLM_API" + } + ], + "https://github.com/smthemex/ComfyUI_ChronoEdit_SM": [ + [ + "ChronoEdit_SM_Enhance", + "ChronoEdit_SM_Enhance_Loader", + "ChronoEdit_SM_KSampler", + "ChronoEdit_SM_Latent", + "ChronoEdit_SM_LoadVAE", + "ChronoEdit_SM_Lora", + "ChronoEdit_SM_Model", + "ChronoEdit_SM_Vae" + ], + { + "title_aux": "ComfyUI_ChronoEdit_SM" + } + ], + "https://github.com/smthemex/ComfyUI_CustomNet": [ + [ + "CustomNet_LoadModel", + "CustomNet_Sampler" + ], + { + "title_aux": "ComfyUI_CustomNet" + } + ], + "https://github.com/smthemex/ComfyUI_DICE_Talk": [ + [ + "Dice_Talk_Loader", + "Dice_Talk_PreData", + "Dice_Talk_Sampler" + ], + { + "title_aux": "ComfyUI_DICE_Talk" + } + ], + "https://github.com/smthemex/ComfyUI_DeepFakeDefenders": [ + [ + "DeepFakeDefender_Loader", + "DeepFakeDefender_Sampler" + ], + { + "title_aux": "ComfyUI_DeepFakeDefenders" + } + ], + "https://github.com/smthemex/ComfyUI_Demucs": [ + [ + "Demucs_Loader", + "Demucs_Sampler" + ], + { + "title_aux": "ComfyUI_Demucs" + } + ], + "https://github.com/smthemex/ComfyUI_Diffree": [ + [ + "Diffree_Model_Loader", + "Diffree_Sampler" + ], + { + "title_aux": "ComfyUI_Diffree" + } + ], + "https://github.com/smthemex/ComfyUI_DiffuEraser": [ + [ + "DiffuEraser_Loader", + "DiffuEraser_PreData", + "DiffuEraser_Sampler", + "Propainter_Loader", + "Propainter_Sampler" + ], + { + "title_aux": "ComfyUI_DiffuEraser" + } + ], + "https://github.com/smthemex/ComfyUI_DyPE": [ + [ + "DyPE_Condition", + "DyPE_Encoder", + "DyPE_KSampler", + "DyPE_Model" + ], + { + "title_aux": "ComfyUI_DyPE" + } + ], + "https://github.com/smthemex/ComfyUI_EchoMimic": [ + [ + "Echo_LoadModel", + "Echo_Predata", + "Echo_Sampler" + ], + { + "title_aux": "ComfyUI_EchoMimic" + } + ], + "https://github.com/smthemex/ComfyUI_Face_Anon_Simple": [ + [ + "Face_Anon_Simple_Align", + "Face_Anon_Simple_LoadModel", + "Face_Anon_Simple_Sampler" + ], + { + "title_aux": "ComfyUI_Face_Anon_Simple" + } + ], + "https://github.com/smthemex/ComfyUI_FlashVSR": [ + [ + "FlashVSR_SM_KSampler", + "FlashVSR_SM_Model", + "FlashVSR_SM_VideoPathLoop" + ], + { + "title_aux": "ComfyUI_FlashVSR" + } + ], + "https://github.com/smthemex/ComfyUI_FoleyCrafter": [ + [ + "FoleyCrafter_LoadModel", + "FoleyCrafter_Sampler" + ], + { + "title_aux": "ComfyUI_FoleyCrafter" + } + ], + "https://github.com/smthemex/ComfyUI_FollowYourEmoji": [ + [ + "Emoji_Make_Temple", + "FollowYouEmoji_LoadModel", + "FollowYouEmoji_Sampler" + ], + { + "title_aux": "ComfyUI_FollowYourEmoji" + } + ], + "https://github.com/smthemex/ComfyUI_GRAG_Image_Editing": [ + [ + "Qwen_Edit_GRAG_SM_Encode", + "Qwen_Edit_GRAG_SM_KSampler", + "Qwen_Edit_GRAG_SM_Model" + ], + { + "title_aux": "ComfyUI_GRAG_Image_Editing" + } + ], + "https://github.com/smthemex/ComfyUI_Hallo2": [ + [ + "HalloLoader", + "HalloPreImgAndAudio", + "HalloSampler", + "HallosSampler", + "HallosUpscaleloader", + "HallosVideoUpscale" + ], + { + "title_aux": "ComfyUI_Hallo2" + } + ], + "https://github.com/smthemex/ComfyUI_HiDiffusion_Pro": [ + [ + "HI_Diffusers_Model_Loader", + "Hi_Hi_Sampler", + "Hi_Sampler" + ], + { + "title_aux": "ComfyUI_HiDiffusion_Pro" + } + ], + "https://github.com/smthemex/ComfyUI_HunyuanAvatar_Sm": [ + [ + "HY_Avatar_Loader", + "HY_Avatar_PreData", + "HY_Avatar_Sampler" + ], + { + "title_aux": "ComfyUI_HunyuanAvatar_Sm" + } + ], + "https://github.com/smthemex/ComfyUI_ID_Animator": [ + [ + "ID_Animator", + "ID_Repo_Choice" + ], + { + "title_aux": "ComfyUI_ID_Animator" + } + ], + "https://github.com/smthemex/ComfyUI_InstantIR_Wrapper": [ + [ + "InstantIR_Loader", + "InstantIR_Sampler" + ], + { + "author": "zhaoyafei", + "title_aux": "ComfyUI_InstantIR_Wrapper" + } + ], + "https://github.com/smthemex/ComfyUI_InteractAvatar": [ + [ + "InteractAvatar_SM_Model", + "InteractAvatar_SM_Predata", + "InteractAvatar_SM_Sampler" + ], + { + "title_aux": "ComfyUI_InteractAvatar" + } + ], + "https://github.com/smthemex/ComfyUI_KV_Edit": [ + [ + "KV_Edit_Load", + "KV_Edit_Load_LoRA", + "KV_Edit_PreData", + "KV_Edit_Sampler" + ], + { + "title_aux": "ComfyUI_KV_Edit" + } + ], + "https://github.com/smthemex/ComfyUI_Light_A_Video": [ + [ + "Light_A_Video_Loader", + "Light_A_Video_Sampler" + ], + { + "title_aux": "ComfyUI_Light_A_Video" + } + ], + "https://github.com/smthemex/ComfyUI_Llama3_8B": [ + [ + "ChatQA_1p5_8b", + "Local_Or_Repo_Choice", + "Meta_Llama3_8B", + "MiniCPM_Llama3_V25" + ], + { + "title_aux": "ComfyUI_Llama3_8B" + } + ], + "https://github.com/smthemex/ComfyUI_LucidFlux": [ + [ + "LucidFlux_SM_Cond", + "LucidFlux_SM_Diff_Model", + "LucidFlux_SM_Diffbir", + "LucidFlux_SM_Encode", + "LucidFlux_SM_KSampler", + "LucidFlux_SM_Model" + ], + { + "title_aux": "ComfyUI_LucidFlux" + } + ], + "https://github.com/smthemex/ComfyUI_MS_Diffusion": [ + [ + "MS_Object_img_Batch", + "MSdiffusion_Model_Loader", + "MSdiffusion_Sampler" + ], + { + "title_aux": "ComfyUI_MS_Diffusion" + } + ], + "https://github.com/smthemex/ComfyUI_MangaNinjia": [ + [ + "MangaNinjiaLoader", + "MangaNinjiaSampler", + "MarkImageNode" + ], + { + "title_aux": "ComfyUI_MangaNinjia" + } + ], + "https://github.com/smthemex/ComfyUI_MooER": [ + [ + "MooER_LoadModel", + "MooER_Sampler" + ], + { + "title_aux": "ComfyUI_MooER" + } + ], + "https://github.com/smthemex/ComfyUI_ObjectClear": [ + [ + "ObjectClearBatch", + "ObjectClearLoader", + "ObjectClearSampler", + "ObjectClearVision" + ], + { + "title_aux": "ComfyUI_ObjectClear" + } + ], + "https://github.com/smthemex/ComfyUI_OmniParser": [ + [ + "OmniParser_Loader", + "OmniParser_Sampler" + ], + { + "title_aux": "ComfyUI_OmniParser" + } + ], + "https://github.com/smthemex/ComfyUI_OmniPart": [ + [ + "OmniPart_SM_KSampler", + "OmniPart_SM_MergeImg", + "OmniPart_SM_Model", + "OmniPart_SM_PreImg", + "OmniPart_SM_PreModel", + "OmniPart_SM_Prebox" + ], + { + "title_aux": "ComfyUI_OmniPart" + } + ], + "https://github.com/smthemex/ComfyUI_OmniSVG": [ + [ + "OmniSVG_Loader", + "OmniSVG_Sampler" + ], + { + "title_aux": "ComfyUI_OmniSVG" + } + ], + "https://github.com/smthemex/ComfyUI_PBR_Maker": [ + [ + "Load_MatForger", + "MatForger_Sampler" + ], + { + "title_aux": "ComfyUI_PBR_Maker" + } + ], + "https://github.com/smthemex/ComfyUI_ParlerTTS": [ + [ + "ParlerTTS_LoadModel", + "ParlerTTS_Sampler" + ], + { + "title_aux": "ComfyUI_ParlerTTS" + } + ], + "https://github.com/smthemex/ComfyUI_PartPacker": [ + [ + "PartPacker_Loader", + "PartPacker_Sampler" + ], + { + "title_aux": "ComfyUI_PartPacker" + } + ], + "https://github.com/smthemex/ComfyUI_Personalize_Anything": [ + [ + "Personalize_Anything_Load", + "Personalize_Anything_Sampler" + ], + { + "title_aux": "ComfyUI_Personalize_Anything" + } + ], + "https://github.com/smthemex/ComfyUI_PhotoDoodle": [ + [ + "PhotoDoodle_Loader", + "PhotoDoodle_Sampler" + ], + { + "title_aux": "ComfyUI_PhotoDoodle" + } + ], + "https://github.com/smthemex/ComfyUI_Pic2Story": [ + [ + "Pic2Story_Loader", + "Pic2Story_Sampler" + ], + { + "title_aux": "ComfyUI_Pic2Story" + } + ], + "https://github.com/smthemex/ComfyUI_Pipeline_Tool": [ + [ + "Pipeline_Tool" + ], + { + "title_aux": "ComfyUI_Pipeline_Tool" + } + ], + "https://github.com/smthemex/ComfyUI_Pops": [ + [ + "Pops_Decoder", + "Pops_Repo_Loader", + "Pops_Sampler" + ], + { + "title_aux": "ComfyUI_Pops" + } + ], + "https://github.com/smthemex/ComfyUI_SVFR": [ + [ + "SVFR_LoadModel", + "SVFR_Sampler", + "SVFR_img2mask" + ], + { + "title_aux": "ComfyUI_SVFR" + } + ], + "https://github.com/smthemex/ComfyUI_Sapiens": [ + [ + "SapiensLoader", + "SapiensSampler" + ], + { + "title_aux": "ComfyUI_Sapiens" + } + ], + "https://github.com/smthemex/ComfyUI_SongGeneration": [ + [ + "SongGeneration_Loader", + "SongGeneration_Sampler", + "SongGeneration_Stage1", + "SongGeneration_Stage2" + ], + { + "title_aux": "ComfyUI_SongGeneration" + } + ], + "https://github.com/smthemex/ComfyUI_Sonic": [ + [ + "SONICSampler", + "SONICTLoader", + "SONIC_PreData" + ], + { + "title_aux": "ComfyUI_Sonic" + } + ], + "https://github.com/smthemex/ComfyUI_StableAudio_Open": [ + [ + "StableAudio_ModelLoader", + "StableAudio_Sampler" + ], + { + "title_aux": "ComfyUI_StableAudio_Open" + } + ], + "https://github.com/smthemex/ComfyUI_StableAvatar": [ + [ + "StableAvatar_LoadModel", + "StableAvatar_Predata", + "StableAvatar_Sampler" + ], + { + "title_aux": "ComfyUI_StableAvatar" + } + ], + "https://github.com/smthemex/ComfyUI_Stable_Makeup": [ + [ + "StableMakeup_LoadModel", + "StableMakeup_Sampler" + ], + { + "author": "Sajjad Ayobbi", + "title_aux": "ComfyUI_Stable_Makeup" + } + ], + "https://github.com/smthemex/ComfyUI_Step_Audio_EditX_SM": [ + [ + "Step_Audio_EditX_SM_KSampler", + "Step_Audio_EditX_SM_Model" + ], + { + "title_aux": "ComfyUI_Step_Audio_EditX_SM" + } + ], + "https://github.com/smthemex/ComfyUI_StoryDiffusion": [ + [ + "Comic_Type", + "EasyFunction_Lite", + "Pre_Translate_prompt", + "StoryDiffusion_Apply", + "StoryDiffusion_CLIPTextEncode", + "StoryDiffusion_KSampler" + ], + { + "title_aux": "ComfyUI_StoryDiffusion" + } + ], + "https://github.com/smthemex/ComfyUI_Streamv2v_Plus": [ + [ + "Load_Stream", + "Stream_Lora_Loader", + "Stream_Model_Loader", + "Stream_Sampler" + ], + { + "title_aux": "ComfyUI_Streamv2v_Plus" + } + ], + "https://github.com/smthemex/ComfyUI_TRELLIS": [ + [ + "Trellis_LoadModel", + "Trellis_Sampler", + "Trellis_multiimage_loader" + ], + { + "title_aux": "ComfyUI_TRELLIS" + } + ], + "https://github.com/smthemex/ComfyUI_UltraFlux": [ + [ + "UltraFlux_SM_KSampler", + "UltraFlux_SM_Model" + ], + { + "title_aux": "ComfyUI_UltraFlux" + } + ], + "https://github.com/smthemex/ComfyUI_VisualCloze": [ + [ + "Img_Quadruple", + "MSdiffusion_Aplly", + "VisualCloze_Aplly", + "VisualCloze_CLIPText", + "VisualCloze_KSampler" + ], + { + "title_aux": "ComfyUI_VisualCloze" + } + ], + "https://github.com/smthemex/ComfyUI_YuE": [ + [ + "YUE_Stage_A_Loader", + "YUE_Stage_A_Sampler", + "YUE_Stage_B_Loader", + "YUE_Stage_B_Sampler" + ], + { + "title_aux": "ComfyUI_YuE" + } + ], + "https://github.com/sn0w12/ComfyUI-Sn0w-Scripts": [ + [ + "Character Selector", + "Copy/Paste Textbox", + "Filter Tags", + "Generate All Characters", + "Get Font Size", + "Load Lora Folder", + "Load Lora Sn0w", + "Lora Selector", + "Lora Tester", + "Prompt Combine", + "Prompt Selector", + "Sn0w KSampler", + "Sn0w Lora Stacker", + "TaggedTiledUpscaler", + "Upscale Image With Model By" + ], + { + "title_aux": "ComfyUI-Sn0w-Scripts" + } + ], + "https://github.com/sneccc/comfyui-snek-nodes": [ + [ + "Aesthetics", + "Aesthetics V2", + "Load AI Toolkit Latent Flux", + "Save_Image_And_Caption", + "Send_to_Eagle", + "Snek SQLite Prompt Logger", + "\ud83d\udc0d Random Prompt From JSON" + ], + { + "title_aux": "comfyui-snek-nodes" + } + ], + "https://github.com/snicolast/ComfyUI-IndexTTS2": [ + [ + "IndexTTS2Advanced", + "IndexTTS2EmotionFromText", + "IndexTTS2EmotionVector", + "IndexTTS2SaveAudio", + "IndexTTS2Simple" + ], + { + "title_aux": "ComfyUI-IndexTTS2" + } + ], + "https://github.com/snicolast/ComfyUI-Ovi": [ + [ + "OviAttentionSelector", + "OviEngineLoader", + "OviLatentDecoder", + "OviVideoGenerator", + "OviWanComponentLoader" + ], + { + "title_aux": "ComfyUI-Ovi" + } + ], + "https://github.com/snomiao/ComfyUI-Video-Crop": [ + [ + "VideoCropNode" + ], + { + "title_aux": "ComfyUI Video Crop" + } + ], + "https://github.com/solidlime/Comfyui-Random_Image_Picker": [ + [ + "RandomImagePicker" + ], + { + "nodename_pattern": "RandomImagePicker", + "title_aux": "Random Image Picker" + } + ], + "https://github.com/sonnybox/ComfyUI-SuperNodes": [ + [ + "FaceBBoxToMask", + "GetCommonAspectRatio", + "ImageMaskCrop", + "ImageSizeCalculator", + "RestoreMaskCrop", + "SetReserveVRAM", + "SigmaReplace", + "SigmaSmoother", + "SigmasGraph", + "SigmasRescale", + "SuperBrightnessContrast", + "SuperColorAdjustAllInOne", + "SuperCreateTiles", + "SuperHueSaturation", + "SuperLatentStats", + "SuperLevelsNormalize", + "SuperResizeImage", + "SuperSVRCalcTiles", + "SuperStitchTiles", + "SuperWhiteBalanceCAT" + ], + { + "title_aux": "ComfyUI-SuperNodes" + } + ], + "https://github.com/sooxt98/comfyui_longcat_image": [ + [ + "LongCatImageEdit", + "LongCatImageModelLoader", + "LongCatImageTextToImage" + ], + { + "title_aux": "comfyui_longcat_image" + } + ], + "https://github.com/souki202/ComfyUI-LoadImage-Advanced": [ + [ + "ColorAdjustment", + "LoadImageUpscale", + "LoadImageUpscaleBy" + ], + { + "title_aux": "ComfyUI-LoadImage-Advanced" + } + ], + "https://github.com/soulctcher/TetriNode": [ + [ + "TetriNode" + ], + { + "title_aux": "TetriNode" + } + ], + "https://github.com/sourceful-official/LoadLoraModelOnlyWithUrl": [ + [ + "LoadLoraModelOnlyWithUrl" + ], + { + "title_aux": "LoadLoraModelOnlyWithUrl" + } + ], + "https://github.com/sousakujikken/ComfyUI-PixydustQuantizer": [ + [ + "CRTLikeEffectNode", + "Quantizer", + "XYBlurNode" + ], + { + "title_aux": "ComfyUI-PixydustQuantizer" + } + ], + "https://github.com/space-nuko/ComfyUI-Disco-Diffusion": [ + [ + "DiscoDiffusion_DiscoDiffusion", + "DiscoDiffusion_DiscoDiffusionExtraSettings", + "DiscoDiffusion_GuidedDiffusionLoader", + "DiscoDiffusion_OpenAICLIPLoader" + ], + { + "title_aux": "Disco Diffusion" + } + ], + "https://github.com/space-nuko/ComfyUI-OpenPose-Editor": [ + [ + "Nui.OpenPoseEditor" + ], + { + "title_aux": "OpenPose Editor" + } + ], + "https://github.com/space-nuko/nui-suite": [ + [ + "Nui.DynamicPromptsTextEncode", + "Nui.DynamicPromptsTextGen", + "Nui.FeelingLuckyTextEncode", + "Nui.FeelingLuckyTextGen", + "Nui.OutputString" + ], + { + "title_aux": "nui suite" + } + ], + "https://github.com/spacepxl/ComfyUI-Depth-Pro": [ + [ + "DepthPro", + "FocalFromList", + "FocalMMtoPX", + "FocalPXtoMM", + "LoadDepthPro", + "MetricDepthToInverse", + "MetricDepthToRelative" + ], + { + "title_aux": "ComfyUI-Depth-Pro" + } + ], + "https://github.com/spacepxl/ComfyUI-HQ-Image-Save": [ + [ + "LoadEXR", + "LoadEXRFrames", + "LoadImageAndPrompt", + "LoadLatentEXR", + "SaveEXR", + "SaveEXRFrames", + "SaveImageAndPromptExact", + "SaveImageAndPromptIncremental", + "SaveLatentEXR", + "SaveTiff" + ], + { + "title_aux": "ComfyUI-HQ-Image-Save" + } + ], + "https://github.com/spacepxl/ComfyUI-LossTesting": [ + [ + "Measure Timestep Loss" + ], + { + "title_aux": "ComfyUI-LossTesting" + } + ], + "https://github.com/spacepxl/ComfyUI-RAVE": [ + [ + "ImageGridCompose", + "ImageGridDecompose", + "KSamplerRAVE", + "LatentGridCompose", + "LatentGridDecompose" + ], + { + "title_aux": "ComfyUI-RAVE" + } + ], + "https://github.com/spacepxl/ComfyUI-StyleGan": [ + [ + "BatchAverageStyleGANLatents", + "BlendStyleGANLatents", + "GenerateStyleGANLatent", + "LoadStyleGAN", + "StyleGANInversion", + "StyleGANLatentFromBatch", + "StyleGANSampler" + ], + { + "title_aux": "ComfyUI-StyleGan" + } + ], + "https://github.com/spawner1145/CUI-Lumina2-TeaCache": [ + [ + "LPIPS_Model_Loader", + "Store_Baseline_Image", + "TeaCache_LPIPS_Evaluator", + "TeaCache_Lumina2", + "TeaCache_Patcher", + "TeaCache_Result_Collector" + ], + { + "title_aux": "CUI-Lumina2-TeaCache" + } + ], + "https://github.com/spawner1145/comfyui-aichat": [ + [ + "GeminiApiLoader", + "GeminiChat", + "GeminiContentConnector", + "GeminiFileUploader", + "GeminiImageEncoder", + "GeminiTextBlock", + "OpenAIApiLoader", + "OpenAIChat", + "OpenAIContentConnector", + "OpenAIFileUploader", + "OpenAIImageEncoder", + "OpenAITextBlock" + ], + { + "title_aux": "comfyui-aichat" + } + ], + "https://github.com/spawner1145/comfyui-lsnet": [ + [ + "LSNetArtistImageConnector", + "LSNetArtistInference", + "LSNetArtistSimilarity", + "LSNetClustering", + "LSNetCommonFeatures", + "LSNetFeatureComparison", + "LSNetModelLoader" + ], + { + "title_aux": "comfyui-lsnet" + } + ], + "https://github.com/speige/ComfyUI_Make-It-Animatable": [ + [ + "MakeItAnimatableRig", + "MakeItAnimatableRigGS" + ], + { + "title_aux": "ComfyUI_Make-It-Animatable" + } + ], + "https://github.com/spinagon/ComfyUI-seam-carving": [ + [ + "SeamCarving" + ], + { + "title_aux": "ComfyUI-seam-carving" + } + ], + "https://github.com/spinagon/ComfyUI-seamless-tiling": [ + [ + "CircularVAEDecode", + "MakeCircularVAE", + "OffsetImage", + "SeamlessTile" + ], + { + "title_aux": "Seamless tiling Node for ComfyUI" + } + ], + "https://github.com/spro/comfyui-mirror": [ + [ + "LatentMirror" + ], + { + "title_aux": "Latent Mirror node for ComfyUI" + } + ], + "https://github.com/sputnik57/comfyui-prompt-logger": [ + [ + "Prompt Logger Unified v2", + "PromptLoggerUnified", + "PromptLoggerUnified_v2" + ], + { + "title_aux": "comfyui-prompt-logger" + } + ], + "https://github.com/squirrel765/ComfyUI-LLM-VLM-Node": [ + [ + "UnifiedGenerator|LP" + ], + { + "title_aux": "ComfyUI-LLM-VLM-Node" + } + ], + "https://github.com/ssitu/ComfyUI_UltimateSDUpscale": [ + [ + "UltimateSDUpscale", + "UltimateSDUpscaleCustomSample", + "UltimateSDUpscaleNoUpscale" + ], + { + "title_aux": "UltimateSDUpscale" + } + ], + "https://github.com/ssitu/ComfyUI_fabric": [ + [ + "FABRICPatchModel", + "FABRICPatchModelAdv", + "KSamplerAdvFABRICAdv", + "KSamplerFABRIC", + "KSamplerFABRICAdv" + ], + { + "title_aux": "ComfyUI fabric" + } + ], + "https://github.com/ssitu/ComfyUI_restart_sampling": [ + [ + "KRestartSampler", + "KRestartSamplerAdv", + "KRestartSamplerCustom", + "KRestartSamplerSimple", + "RestartSampler", + "RestartScheduler", + "RestartSelfTest" + ], + { + "title_aux": "Restart Sampling" + } + ], + "https://github.com/ssitu/ComfyUI_roop": [ + [ + "RoopImproved", + "roop" + ], + { + "title_aux": "ComfyUI roop" + } + ], + "https://github.com/ssspace1/SSpack_ComfyUI": [ + [ + "SSCheckpointLoader", + "SSCheckpointSelector", + "SSCheckpointSelector12", + "SSCheckpointSelector6", + "SSFilter", + "SSImageNodeAnnotator", + "SSJsonOutput", + "SSLoRAStackApplier", + "SSLoraSelector", + "SSRandomLoraApplier", + "SSSavedImageLoader", + "SSTextWeight", + "SS_SDXL_AutoResize" + ], + { + "title_aux": "SSpack_ComfyUI" + } + ], + "https://github.com/stavsap/comfyui-downloader": [ + [ + "DownloadSummaryParser", + "DownloadTokenLoader", + "Downloader" + ], + { + "title_aux": "comfyui-downloader" + } + ], + "https://github.com/stavsap/comfyui-kokoro": [ + [ + "KokoroGenerator", + "KokoroSpeaker", + "KokoroSpeakerCombiner" + ], + { + "title_aux": "comfyui-kokoro" + } + ], + "https://github.com/stavsap/comfyui-ollama": [ + [ + "OllamaChat", + "OllamaConnectivityV2", + "OllamaGenerate", + "OllamaGenerateAdvance", + "OllamaGenerateV2", + "OllamaLoadContext", + "OllamaOptionsV2", + "OllamaSaveContext", + "OllamaVision" + ], + { + "title_aux": "ComfyUI Ollama" + } + ], + "https://github.com/stduhpf/ComfyUI--Wan22FirstLastFrameToVideoLatent": [ + [ + "Wan22FirstLastFrameToVideoLatent", + "Wan22FirstLastFrameToVideoLatentTiledVAE" + ], + { + "title_aux": "Wan22FirstLastFrameToVideoLatent for ComfyUI" + } + ], + "https://github.com/stduhpf/ComfyUI--WanImageToVideoTiled": [ + [ + "Wan22ImageToVideoLatentTiledVAE", + "WanCameraImageToVideoTiledVAE", + "WanFirstLastFrameToVideoTiledVAE", + "WanFunControlToVideoTiledVAE", + "WanFunInpaintToVideoTiledVAE", + "WanImageToVideoTiledVAE", + "WanPhantomSubjectToVideoTiledVAE", + "WanTrackToVideoTiledVAE", + "WanVaceToVideoTiledVAE" + ], + { + "title_aux": "WanImageToVideoTiledVAE for ComfyUI" + } + ], + "https://github.com/stduhpf/ComfyUI-WanMoeKSampler": [ + [ + "SplitSigmasAtT", + "WanMoeKSampler", + "WanMoeKSamplerAdvanced" + ], + { + "title_aux": "KSampler for Wan 2.2 MoE for ComfyUI" + } + ], + "https://github.com/stepfun-ai/ComfyUI-StepVideo": [ + [ + "TI2V", + "TI2V_API" + ], + { + "title_aux": "ComfyUI-StepVideo" + } + ], + "https://github.com/stevenwg/ComfyUI-VideoGrid": [ + [ + "VideosConcateHorizontal:", + "VideosConcateVertical" + ], + { + "title_aux": "ComfyUI-VideoGrid" + } + ], + "https://github.com/stormcenter/ComfyUI-AutoSplitGridImage": [ + [ + "EvenImageResizer", + "GridImageSplitter" + ], + { + "title_aux": "ComfyUI-AutoSplitGridImage" + } + ], + "https://github.com/stormcenter/ComfyUI-LivePhotoCreator": [ + [ + "ImageCompareTransition", + "LivePhotoCreator", + "LivePhotoPreview" + ], + { + "title_aux": "ComfyUI LivePhoto Creator" + } + ], + "https://github.com/stormcenter/ComfyUI-SVGFullfill": [ + [ + "SVGEditor", + "SVGUploader" + ], + { + "title_aux": "ComfyUI-SVGFullfill" + } + ], + "https://github.com/storyicon/comfyui_musev_evolved": [ + [ + "AnimationZoom (comfyui_musev_evolved)", + "ImageSelector (comfyui_musev_evolved)", + "MuseVImg2Vid V1 (comfyui_musev_evolved)", + "MuseVPredictor V1 (comfyui_musev_evolved)" + ], + { + "author": "infguo", + "title_aux": "ComfyUI MuseV Evolved" + } + ], + "https://github.com/storyicon/comfyui_segment_anything": [ + [ + "GroundingDinoModelLoader (segment anything)", + "GroundingDinoSAMSegment (segment anything)", + "InvertMask (segment anything)", + "IsMaskEmpty", + "SAMModelLoader (segment anything)" + ], + { + "title_aux": "segment anything" + } + ], + "https://github.com/strand1/ComfyUI-Autogen": [ + [ + "AutogenAssistantAgent", + "AutogenCodeExecutor", + "AutogenGroupChat", + "AutogenModel" + ], + { + "title_aux": "ComfyUI-Autogen" + } + ], + "https://github.com/strawberryPunch/vram_optimizer": [ + [ + "StrawberryGPUMonitor", + "StrawberryVramOptimizer", + "custom_nodes" + ], + { + "nodename_pattern": "StFist", + "title_aux": "StrawberryFist VRAM Optimizer" + } + ], + "https://github.com/strimmlarn/ComfyUI-Strimmlarns-Aesthetic-Score": [ + [ + "AesthetlcScoreSorter", + "CalculateAestheticScore", + "LoadAesteticModel", + "ScoreToNumber" + ], + { + "title_aux": "ComfyUI_Strimmlarns_aesthetic_score" + } + ], + "https://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep": [ + [ + "LoadVideosFromFolderSimple", + "WanVACEBatchContext", + "WanVACEExtend", + "WanVACEPrep", + "WanVACEPrepBatch" + ], + { + "title_aux": "ComfyUI Wan VACE Prep" + } + ], + "https://github.com/styler00dollar/ComfyUI-deepcache": [ + [ + "DeepCache" + ], + { + "title_aux": "ComfyUI-deepcache" + } + ], + "https://github.com/styler00dollar/ComfyUI-sudo-latent-upscale": [ + [ + "SudoLatentUpscale" + ], + { + "title_aux": "ComfyUI-sudo-latent-upscale" + } + ], + "https://github.com/styletransfer/ComfyUI-TRELLIS2_Motion": [ + [ + "CameraTrajectory_T2", + "MergeMeshSequences", + "MeshRenderer", + "MeshSequenceRenderer", + "MultiAngleCamera", + "OnionSkinning", + "RenderingEffects", + "Trellis2Predict", + "Trellis2VideoAngleShift", + "VideoToMeshes" + ], + { + "title_aux": "ComfyUI-TRELLIS2_Motion" + } + ], + "https://github.com/subraoul/ComfyUI_Bit-Depth-Enhancer": [ + [ + "ABCD_BitDepthEnhancement", + "BitDepthEnhancementClassical", + "DeepDeband", + "Save16BitTIFF" + ], + { + "title_aux": "Bit Depth Enhancer" + } + ], + "https://github.com/sugarkwork/ComfyUI_AspectRatioToSize": [ + [ + "AspectRatio", + "AspectRatioToSize", + "CalcFactorWidthHeight", + "CalculateImagePadding", + "MatchImageToAspectRatio", + "SizeToWidthHeight" + ], + { + "title_aux": "ComfyUI_AspectRatioToSize" + } + ], + "https://github.com/sugarkwork/comfyui-trtupscaler": [ + [ + "TRTUpscaler" + ], + { + "title_aux": "comfyui-trtupscaler" + } + ], + "https://github.com/sugarkwork/comfyui_cohere": [ + [ + "SimpleCohereNode" + ], + { + "title_aux": "comfyui_cohere" + } + ], + "https://github.com/sugarkwork/comfyui_smart_character_detailer": [ + [ + "SmartCharacterDetailer" + ], + { + "title_aux": "comfyui_smart_character_detailer" + } + ], + "https://github.com/sugarkwork/comfyui_tag_fillter": [ + [ + "TagCategory", + "TagCategoryEnhance", + "TagComparator", + "TagDetector", + "TagEmpty", + "TagEnhance", + "TagFilter", + "TagFlag", + "TagFlagImage", + "TagIf", + "TagMerger", + "TagMerger4", + "TagMerger6", + "TagPipeIn", + "TagPipeOut", + "TagPipeOutOne", + "TagPipeUpdate", + "TagRandom", + "TagRandomCategory", + "TagRemover", + "TagReplace", + "TagSelector", + "TagSwitcher", + "TagWildcardFilter" + ], + { + "title_aux": "comfyui_tag_filter" + } + ], + "https://github.com/suhee19/comfyui-orpheus-loader": [ + [ + "OrpheusLoader" + ], + { + "title_aux": "comfyui-orpheus-loader" + } + ], + "https://github.com/sumitchatterjee13/Luminance-Stack-Processor": [ + [ + "HDRExportNode", + "LatentStackProcessor5Stops", + "LuminanceStackProcessor3Stops", + "LuminanceStackProcessor5Stops" + ], + { + "title_aux": "Luminance Stack Processor" + } + ], + "https://github.com/sumitchatterjee13/nuke-nodes-comfyui": [ + [ + "NukeBlur", + "NukeChannelShuffle", + "NukeColorBars", + "NukeColorCorrect", + "NukeConstant", + "NukeCornerPin", + "NukeCrop", + "NukeDefocus", + "NukeExposure", + "NukeExposureAdvanced", + "NukeGrade", + "NukeLevels", + "NukeMerge", + "NukeMix", + "NukeMotionBlur", + "NukeOCIOColorSpace", + "NukeOCIODisplay", + "NukeOCIOInfo", + "NukeRamp", + "NukeRead", + "NukeReadInfo", + "NukeTransform", + "NukeVectorfield", + "NukeVectorfieldInfo", + "NukeViewer", + "NukeWrite" + ], + { + "title_aux": "Nuke Nodes for ComfyUI" + } + ], + "https://github.com/supElement/ComfyUI_Element_easy": [ + [ + "EmptyImageRGB_Element", + "ImagePadBlur_Element", + "MaskNoiseInjection_Element", + "MaskStroke_Element", + "RandomCharacterGenerator", + "TextLineBreak_Element" + ], + { + "title_aux": "ComfyUI_Element_easy" + } + ], + "https://github.com/superyoman/comfyui_lumaAPI": [ + [ + "LUMA_API_YoC", + "LUMA_API_result_YoC" + ], + { + "title_aux": "comfyui_lumaAPI" + } + ], + "https://github.com/surinder83singh/ComfyUI-compare-videos": [ + [ + "CompareVideos" + ], + { + "title_aux": "Compare Videos" + } + ], + "https://github.com/svetozarov/AS_LLM_nodes": [ + [ + "AS_ComfyGPT", + "AS_GeminiCaptioning", + "AS_MultimodalGemini" + ], + { + "title_aux": "AS_LLM_nodes" + } + ], + "https://github.com/svntax/ComfyUI-RetroDiffusion-API-Node": [ + [ + "Retro Diffusion API Node" + ], + { + "title_aux": "ComfyUI-RetroDiffusion-API-Node" + } + ], + "https://github.com/swan7-py/ComfyUI-ImageAlphaCrop": [ + [ + "ImageAlphaCrop", + "ImageAlphaCropAdvanced", + "LoadImageWithAlpha", + "LoadImagesFromPathRGBA", + "SaveImageRGBA" + ], + { + "title_aux": "ComfyUI-ImageAlphaCrop" + } + ], + "https://github.com/sweetndata/ComfyUI-Image-Harmonizer": [ + [ + "harmonizer" + ], + { + "title_aux": "ComfyUI-Image-Harmonizer" + } + ], + "https://github.com/sweetndata/ComfyUI-Reflatent": [ + [ + "RefLatent" + ], + { + "title_aux": "ComfyUI-Reflatent" + } + ], + "https://github.com/sweetndata/ComfyUI-googletrans": [ + [ + "googletrans" + ], + { + "title_aux": "ComfyUI-googletrans" + } + ], + "https://github.com/sweetndata/ComfyUI_Sticker_Compositer": [ + [ + "Sticker_Compositer" + ], + { + "title_aux": "ComfyUI_Sticker_Compositer" + } + ], + "https://github.com/swfxliyiyu/ComfyUI-FastVideo": [ + [ + "DITConfig", + "InferenceArgs", + "LoadImagePath", + "TextEncoderConfig", + "VAEConfig", + "VideoGenerator" + ], + { + "title_aux": "ComfyUI-FastVideo" + } + ], + "https://github.com/syllebra/bilbox-comfyui": [ + [ + "BilboXLut", + "BilboXPhotoPrompt", + "BilboXVignette" + ], + { + "title_aux": "BilboX's ComfyUI Custom Nodes" + } + ], + "https://github.com/sylym/comfy_vid2vid": [ + [ + "CheckpointLoaderSimpleSequence", + "DdimInversionSequence", + "KSamplerSequence", + "LoadImageMaskSequence", + "LoadImageSequence", + "LoraLoaderSequence", + "SetLatentNoiseSequence", + "TrainUnetSequence", + "VAEEncodeForInpaintSequence" + ], + { + "title_aux": "Vid2vid" + } + ], + "https://github.com/synthetai/ComfyUI-JM-Gemini-API": [ + [ + "JMGeminiImageGenerator", + "JMGeminiReverseGenerator", + "JMGeminiVideoGenerator", + "JMGeminiWatermarkRemover" + ], + { + "title_aux": "ComfyUI-JM-Gemini-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-KLing-API": [ + [ + "JM-KLingAI-API/api-key", + "JM-KLingAI-API/hybrid-video", + "JM-KLingAI-API/image-downloader", + "JM-KLingAI-API/image-generation", + "JM-KLingAI-API/image2video", + "JM-KLingAI-API/lip-sync", + "JM-KLingAI-API/lip-sync-async", + "JM-KLingAI-API/multi-image2image", + "JM-KLingAI-API/multi-image2video", + "JM-KLingAI-API/query-status", + "JM-KLingAI-API/text2video", + "JM-KLingAI-API/video-downloader" + ], + { + "title_aux": "ComfyUI-JM-KLing-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-MiniMax-API": [ + [ + "JM-MiniMax-API/check-video-status", + "JM-MiniMax-API/download-video", + "JM-MiniMax-API/load-audio", + "JM-MiniMax-API/music-generation", + "JM-MiniMax-API/text-to-speech", + "JM-MiniMax-API/video-generation", + "JM-MiniMax-API/voice-cloning", + "JM-MiniMax-API/voice-design" + ], + { + "title_aux": "ComfyUI-JM-MiniMax-API" + } + ], + "https://github.com/synthetai/ComfyUI-JM-Volcengine-API": [ + [ + "VolcengineI2VS2Pro", + "VolcengineImgEditV3", + "volcengine-doubao-seedance", + "volcengine-i2v-s2pro", + "volcengine-img-edit-v3", + "volcengine-seedream-v3" + ], + { + "title_aux": "ComfyUI-JM-Volcengine-API" + } + ], + "https://github.com/synthetai/ComfyUI-ToolBox": [ + [ + "AutoDLDownload", + "CreatePaths", + "FolderDeleter", + "FolderViewe", + "PathOutput" + ], + { + "title_aux": "ComfyUI-ToolBox" + } + ], + "https://github.com/synthetai/ComfyUI_FaceEnhancer": [ + [ + "GFPGANFaceEnhancer", + "GFPGANFolderProcessor" + ], + { + "title_aux": "ComfyUI_FaceEnhancer" + } + ], + "https://github.com/synthetai/ComfyUI_PromptBatcher": [ + [ + "LoadPromptsFromDir", + "SaveTextToFiles" + ], + { + "title_aux": "ComfyUI_PromptBatcher" + } + ], + "https://github.com/synystersocks/ComfyUI-SocksLatentPatcher": [ + [ + "I2VLatentPatcher", + "VaceExt4fLatentPatcher", + "VaceExt6fLatentPatcher", + "VaceExt8fLatentPatcher" + ], + { + "title_aux": "ComfyUI-SocksLatentPatcher" + } + ], + "https://github.com/sysL-padawan/comfyui-elevenlabs-integration": [ + [ + "Elevenlabs text to effect", + "Elevenlabs text to speech", + "ElevenlabsTextToEffect", + "ElevenlabsTextToSpeech" + ], + { + "title_aux": "ComfyUI ElevenLabs API integration" + } + ], + "https://github.com/systemaiofinterest-wq/ComfyUI-MetaAI": [ + [ + "MetaAiBrowserNode", + "MetaAiImageGenerator", + "MetaAiSingleVideoGenerator" + ], + { + "title_aux": "ComfyUI-MetaAI" + } + ], + "https://github.com/szhublox/ambw_comfyui": [ + [ + "Auto Merge Block Weighted", + "CLIPMergeSimple", + "CheckpointSave", + "ModelMergeBlocks", + "ModelMergeSimple" + ], + { + "title_aux": "Auto-MBW" + } + ], + "https://github.com/t22m003/ComfyUI_LoopNode": [ + [ + "SimpleForLoop", + "SimpleForLoopRange" + ], + { + "title_aux": "ComfyUI_LoopNode" + } + ], + "https://github.com/taabata/LCM_Inpaint_Outpaint_Comfy": [ + [ + "ComfyNodesToSaveCanvas", + "FloatNumber", + "FreeU_LCM", + "ImageDims", + "ImageOutputToComfyNodes", + "ImageResize", + "ImageShuffle", + "ImageSwitch", + "LCMGenerate", + "LCMGenerate_ReferenceOnly", + "LCMGenerate_SDTurbo", + "LCMGenerate_img2img", + "LCMGenerate_img2img_IPAdapter", + "LCMGenerate_img2img_controlnet", + "LCMGenerate_inpaintv2", + "LCMGenerate_inpaintv3", + "LCMLoader", + "LCMLoader_RefInpaint", + "LCMLoader_ReferenceOnly", + "LCMLoader_SDTurbo", + "LCMLoader_controlnet", + "LCMLoader_controlnet_inpaint", + "LCMLoader_img2img", + "LCMLoraLoader_inpaint", + "LCMLoraLoader_ipadapter", + "LCMLora_inpaint", + "LCMLora_inpaintV2", + "LCMLora_ipadapter", + "LCMT2IAdapter", + "LCM_IPAdapter", + "LCM_IPAdapter_inpaint", + "LCM_outpaint_prep", + "LoadImageNode_LCM", + "Loader_SegmindVega", + "OutpaintCanvasTool", + "SaveImage_Canvas", + "SaveImage_LCM", + "SaveImage_Puzzle", + "SaveImage_PuzzleV2", + "SegmindVega", + "SettingsSwitch", + "stitch" + ], + { + "title_aux": "LCM_Inpaint-Outpaint_Comfy" + } + ], + "https://github.com/taabata/SANA_LOWVRAM": [ + [ + "SANADiffuse", + "SANATextEncode" + ], + { + "title_aux": "SANA_LOWVRAM" + } + ], + "https://github.com/tabisheva/comfyui-segs-profile": [ + [ + "SEGSIsProfile" + ], + { + "title_aux": "comfyui-segs-profile" + } + ], + "https://github.com/tackcrypto1031/tk_comfyui_img2mask": [ + [ + "TK_Image2Mask" + ], + { + "title_aux": "tk_comfyui_img2mask" + } + ], + "https://github.com/tackcrypto1031/tk_comfyui_view_and_light": [ + [ + "TK_View_And_Light" + ], + { + "title_aux": "tk_comfyui_view_and_light" + } + ], + "https://github.com/takemetosiberia/ComfyUI-SAMURAI--SAM2-": [ + [ + "SAMURAIBoxInputNode", + "SAMURAIPointsInputNode", + "SAMURAIRefineNode" + ], + { + "title_aux": "SAMURAI Nodes for ComfyUI" + } + ], + "https://github.com/talesofai/comfyui-browser": [ + [ + "DifyTextGenerator //Browser", + "LoadImageByUrl //Browser", + "SelectInputs //Browser", + "UploadToRemote //Browser", + "XyzPlot //Browser" + ], + { + "title_aux": "ComfyUI Browser" + } + ], + "https://github.com/tanglaoya321/ComfyUI-StoryMaker": [ + [ + "StoryMakerSinglePortraitNode", + "StoryMakerSwapClothNode", + "StoryMakerTwoPortraitNode" + ], + { + "title_aux": "ComfyUI-StoryMaker" + } + ], + "https://github.com/tardigrade1001/latent-rotate-90": [ + [ + "LatentRotatePortraitLandscape" + ], + { + "title_aux": "latent-rotate-90" + } + ], + "https://github.com/tatookan/comfyui_ssl_gemini_EXP": [ + [ + "SSL_GeminiAPIKeyConfig", + "SSL_GeminiTextPrompt" + ], + { + "title_aux": "comfyui_ssl_gemini_EXP" + } + ], + "https://github.com/tauraloke/ComfyUI-Unfake-Pixels": [ + [ + "PixelArtScaler" + ], + { + "title_aux": "ComfyUI-Unfake-Pixels" + } + ], + "https://github.com/tavyra/ComfyUI_Curves": [ + [ + "Curve Visualizer", + "RGB Curve Editor", + "RGBCurvesAdvanced" + ], + { + "title_aux": "ComfyUI_Curves" + } + ], + "https://github.com/teamalpha-ai/comfyui-image-transformer": [ + [ + "ImageTransformerResizeToMaxPixels" + ], + { + "title_aux": "ComfyUI-ImageTransformer" + } + ], + "https://github.com/techzuhaib/FaceCLIP-ComfyUI": [ + [ + "FaceCLIPSDXLGenerate", + "FaceCLIPTextImageEncode" + ], + { + "title_aux": "FaceCLIP-ComfyUI" + } + ], + "https://github.com/teepunkt-esspunkt/ComfyUI-SuiteTea": [ + [ + "Tea_ImageCheckpointFromPath", + "Tea_LoadFrameFromVidAsImg", + "Tea_SaveAndReloadImage" + ], + { + "title_aux": "ComfyUI-SuiteTea" + } + ], + "https://github.com/tenitsky/tenitsky-prompt-cycler-simple": [ + [ + "PromptCycler" + ], + { + "title_aux": "ComfyUI Prompt Cycler Node" + } + ], + "https://github.com/tercumantanumut/ComfyUI-Omini-Kontext": [ + [ + "OminiKontextImageEncoder", + "OminiKontextImageScale", + "OminiKontextLatentCombiner", + "OminiKontextLatentDecoder", + "OminiKontextLatentVisualizer", + "OminiKontextLoRALoader", + "OminiKontextLoRAMerge", + "OminiKontextLoRAUnload", + "OminiKontextPipeline", + "OminiKontextPipelineLoader", + "OminiKontextReferenceEncoder", + "OminiKontextSplitPipelineLoader", + "OminiKontextTextEncoder" + ], + { + "title_aux": "ComfyUI-Omini-Kontext" + } + ], + "https://github.com/terefang/ComfyUI-Terefang-Nodes": [ + [ + "Terefang Simple Latent Image", + "Terefang Wildcards", + "TerefangSimpleLatentImage", + "TerefangWildcards" + ], + { + "title_aux": "ComfyUI-Terefang-Nodes" + } + ], + "https://github.com/tester4488/mc_qwen": [ + [ + "McTextEncodeQwenImEditPlus" + ], + { + "title_aux": "mc_qwen" + } + ], + "https://github.com/tetsuoo-online/comfyui-too-xmp-metadata": [ + [ + "ReadXMPMetadata", + "WriteXMPMetadataLossless", + "WriteXMPMetadataTensor" + ], + { + "title_aux": "comfyui-too-xmp-metadata" + } + ], + "https://github.com/teward/ComfyUI-Helper-Nodes": [ + [ + "HelperNodes_CfgScale", + "HelperNodes_CheckpointSelector", + "HelperNodes_MultilineStringLiteral", + "HelperNodes_Prompt", + "HelperNodes_SDXLCommonResolutions", + "HelperNodes_SamplerSelector", + "HelperNodes_SaveImage", + "HelperNodes_SchedulerSelector", + "HelperNodes_SeedSelector", + "HelperNodes_Steps", + "HelperNodes_StringLiteral", + "HelperNodes_VAESelector", + "HelperNodes_WidthHeight" + ], + { + "title_aux": "ComfyUI-Helper-Nodes" + } + ], + "https://github.com/thalismind/ComfyUI-Blend-Nodes": [ + [ + "BlendImageNode" + ], + { + "title_aux": "ComfyUI Blend Image Nodes" + } + ], + "https://github.com/thalismind/ComfyUI-LoadImageWithFilename": [ + [ + "CropImageByMask", + "LoadImageFolder", + "LoadImageWithFilename", + "SaveImageWithFilename" + ], + { + "title_aux": "ComfyUI LoadImageWithFilename" + } + ], + "https://github.com/thatname/Comfyui_CharaConsist": [ + [ + "BatchedMaskedReferenceGen", + "ConditioningMatchMask", + "ExtractAttn", + "GenConsistent", + "GetCrossSim", + "MaskToPatchMask", + "MasksToPatches", + "PreviewSubjectMask", + "ReferenceConditionCombine" + ], + { + "title_aux": "Comfyui_CharaConsist" + } + ], + "https://github.com/theAdamColton/ComfyUI-texflow-extension": [ + [ + "Load Texflow Depth Image", + "Save Texflow Image" + ], + { + "title_aux": "ComfyUI-texflow-extension" + } + ], + "https://github.com/theUpsider/ComfyUI-Styles_CSV_Loader": [ + [ + "Load Styles CSV", + "StylesCSVLoader" + ], + { + "title_aux": "Styles CSV Loader Extension for ComfyUI" + } + ], + "https://github.com/thecooltechguy/ComfyUI-MagicAnimate": [ + [ + "MagicAnimate", + "MagicAnimateModelLoader" + ], + { + "title_aux": "ComfyUI-MagicAnimate" + } + ], + "https://github.com/thecooltechguy/ComfyUI-Stable-Video-Diffusion": [ + [ + "SVDDecoder", + "SVDModelLoader", + "SVDSampler", + "SVDSimpleImg2Vid" + ], + { + "title_aux": "ComfyUI Stable Video Diffusion" + } + ], + "https://github.com/thedivergentai/divergent_nodes": [ + [ + "CLIPTokenCounter", + "DivergentGeminiNode", + "GeminiBatchProcess", + "ImageInfo", + "LoraStrengthXYPlot", + "MusiQNode", + "PreviewText", + "PromptCombiner", + "SaveImageEnhancedNode", + "StringToList" + ], + { + "title_aux": "Divergent Nodes" + } + ], + "https://github.com/theluminhub/ComfyUI-Lumin-Upload": [ + [ + "AssetManagerNode" + ], + { + "title_aux": "ComfyUI-Lumin-Upload" + } + ], + "https://github.com/theshubzworld/ComfyUI-FaceCalloutNode": [ + [ + "FaceCalloutEffect", + "IntegratedFaceComposite", + "IsolatedFaceCallout" + ], + { + "title_aux": "ComfyUI-FaceCalloutNode" + } + ], + "https://github.com/theshubzworld/ComfyUI-NvidiaCaptioner": [ + [ + "NvidiaCaptionerNode" + ], + { + "title_aux": "ComfyUI-NvidiaCaptioner" + } + ], + "https://github.com/theshubzworld/ComfyUI-SD3.5-Latent-Size-Picker": [ + [ + "FluxEmptyLatent", + "SD3_5EmptyLatent" + ], + { + "title_aux": "SD3.5 Empty Latent Size Picker" + } + ], + "https://github.com/theshubzworld/ComfyUI-TogetherVision": [ + [ + "Together Image \ud83c\udfa8", + "TogetherVisionBatchNode", + "TogetherVisionNode", + "TogetherVisionNode \ud83d\udd0d (Enhanced)" + ], + { + "title_aux": "Together Vision Node" + } + ], + "https://github.com/theshubzworld/ComfyUI-Universal-Latent": [ + [ + "UniversalLatent" + ], + { + "title_aux": "ComfyUI-Universal-Latent" + } + ], + "https://github.com/theshubzworld/ComfyUI-ollama_killer": [ + [ + "OllamaKiller" + ], + { + "title_aux": "ComfyUI-ollama_killer" + } + ], + "https://github.com/thezveroboy/ComfyUI-CSM-Nodes": [ + [ + "CSMTextToSpeech", + "CSMTextToSpeechWithContext", + "LoadAudioWithTranscription", + "LoadCSMCheckpoint", + "LoadCSMTokenizer" + ], + { + "title_aux": "ComfyUI-CSM-Nodes" + } + ], + "https://github.com/thezveroboy/ComfyUI-ClipReshaper": [ + [ + "CR_ConditioningAssertDim", + "CR_ConditioningInspect", + "CR_ConditioningLinearProject", + "CR_ConditioningPadOrSlice", + "CR_SDXLMetadataEnsure" + ], + { + "title_aux": "ComfyUI-ClipReshaper" + } + ], + "https://github.com/thezveroboy/ComfyUI-LoadRandomText": [ + [ + "LoadRandomTextClassic", + "LoadRandomTextSeed", + "LoadRandomTextShuffle" + ], + { + "title_aux": "ComfyUI-LoadRandomText" + } + ], + "https://github.com/thezveroboy/ComfyUI-WAN-ClipSkip": [ + [ + "CLIPSkip" + ], + { + "title_aux": "ComfyUI-WAN-ClipSkip" + } + ], + "https://github.com/thezveroboy/ComfyUI-klein4-9multiangle": [ + [ + "KleinMultiAnglePrompt" + ], + { + "title_aux": "ComfyUI-klein4-9multiangle" + } + ], + "https://github.com/thezveroboy/ComfyUI-lut": [ + [ + "ImageToLUT" + ], + { + "title_aux": "ComfyUI-LUT" + } + ], + "https://github.com/thezveroboy/ComfyUI_ACE-Step-zveroboy": [ + [ + "ACEModelLoaderZveroboy", + "ACEStepEditZveroboy", + "ACEStepExtendZveroboy", + "ACEStepGenerateZveroboy", + "ACEStepRepaintZveroboy" + ], + { + "title_aux": "ComfyUI_ACE-Step-zveroboy" + } + ], + "https://github.com/thezveroboy/comfyui-RandomPromptsZveroboy": [ + [ + "RandomPromptsZveroboy" + ], + { + "title_aux": "comfyui-RandomPromptsZveroboy" + } + ], + "https://github.com/thezveroboy/comfyui-random-image-loader": [ + [ + "LoadRandomImage" + ], + { + "title_aux": "ComfyUI Random Image Loader" + } + ], + "https://github.com/thimpat/ThimPatUtils": [ + [ + "CalculateAndDisplay", + "CalculateVideoFrameCount", + "ExtractAudioInfo", + "IntToFloatConverter", + "LoadPathToAudioInfo", + "ResizeVideoFrames" + ], + { + "title_aux": "ComfyUI Multimedia Utilities" + } + ], + "https://github.com/thrakotool/ComfyUI-KiraLoraEQ": [ + [ + "KiraLora_EQ" + ], + { + "title_aux": "ComfyUI-KiraLoraEQ" + } + ], + "https://github.com/tianguanggliu/Utools": [ + [ + "UTools" + ], + { + "title_aux": "comfyui-utools" + } + ], + "https://github.com/tiankuan93/ComfyUI-V-Express": [ + [ + "Load_Audio_Path", + "Load_Audio_Path_From_Video", + "Load_Image_Path", + "Load_Kps_Path", + "Load_Kps_Path_From_Video", + "Load_Video_Path", + "VEINTConstant", + "VEPreview_Video", + "VEStringConstant", + "V_Express_Loader", + "V_Express_Sampler" + ], + { + "title_aux": "V-Express: Conditional Dropout for Progressive Training of Portrait Video Generation" + } + ], + "https://github.com/tianlang0704/ComfyUI-StableProjectorzBridge": [ + [ + "ProjectorzControlnetInput", + "ProjectorzControlnetParameter", + "ProjectorzInitInput", + "ProjectorzOutput", + "ProjectorzParameter", + "ProjectorzStringToFloat", + "ProjectorzStringToInt" + ], + { + "title_aux": "Stable Projectorz Bridge" + } + ], + "https://github.com/tianyuw/ComfyUI-LLM-API": [ + [ + "PromptWithImage" + ], + { + "title_aux": "Custom nodes for llm chat with optional image input" + } + ], + "https://github.com/tigeryy2/comfyui-structured-outputs": [ + [ + "AttributeNode", + "AttributeToTextNode", + "StructuredOutputNode" + ], + { + "title_aux": "ComfyUI Structured Outputs" + } + ], + "https://github.com/tighug/comfyui-eagle-feeder": [ + [ + "EagleFeederAnimatedWebp", + "EagleFeederMp4", + "EagleFeederPng" + ], + { + "title_aux": "ComfyUI Eagle Feeder" + } + ], + "https://github.com/tighug/comfyui-rating-checker": [ + [ + "RatingCheckerGantMan", + "RatingCheckerMarqo", + "RatingCheckerNudeNet" + ], + { + "title_aux": "ComfyUI Rating Checker" + } + ], + "https://github.com/tj5miniop/VRAM_Fix_Comfy": [ + [ + "VRAMOverrideNode" + ], + { + "title_aux": "VRAM_Fix_Comfy" + } + ], + "https://github.com/tkreuziger/comfyui-claude": [ + [ + "Combine Texts", + "Describe Image", + "Transform Text" + ], + { + "title_aux": "ComfyUI and Claude" + } + ], + "https://github.com/tmagara/ComfyUI-Prediction-Boost": [ + [ + "PredictionBoost" + ], + { + "title_aux": "ComfyUI-Prediction-Boost" + } + ], + "https://github.com/tmode-1960/TA-ComfyUI-Nodes-Pack": [ + [ + "TAEbuLMStudioLoadModel", + "TAEbuLMStudioUnload", + "TAEbuLMStudioVisionRequest", + "TAFilenameGenerator", + "TALMStudioLoadOnRun", + "TALMStudioLoadedModels", + "TALMStudioModelSelector", + "TALMStudioSmartLoader", + "TALoadCheckpointModelWithName", + "TALoadDiffusionModelWithName", + "TALoadGGUFModelWithName", + "TAPromptController", + "TASaveImageWithPrompt", + "ta_captioning" + ], + { + "title_aux": "TA-ComfyUI-Nodes-Pack" + } + ], + "https://github.com/tocubed/ComfyUI-AudioReactor": [ + [ + "AudioFrameTransformBeats", + "AudioFrameTransformShadertoy", + "AudioLoadPath", + "Shadertoy" + ], + { + "title_aux": "ComfyUI-AudioReactor" + } + ], + "https://github.com/tocubed/ComfyUI-EvTexture": [ + [ + "EVTEventsToImage", + "EVTLoadEvTextureModel", + "EVTTextureUpscaleVideo", + "EVTVideoToEvents" + ], + { + "title_aux": "ComfyUI-EvTexture" + } + ], + "https://github.com/tomudo/ComfyUI-ascii-art": [ + [ + "ImageToAscii" + ], + { + "author": "dfl", + "description": "CLIP text encoder that does BREAK prompting like A1111", + "nickname": "CLIP with BREAK", + "title": "CLIP with BREAK syntax", + "title_aux": "ComfyUI-ascii-art" + } + ], + "https://github.com/tooldigital/ComfyUI-Yolo-Cropper": [ + [ + "ToolYoloCropper" + ], + { + "title_aux": "Easy automatic (square) image cropper using Yolo" + } + ], + "https://github.com/tori29umai0123/ComfyUI-Model_Downloader": [ + [ + "HuggingFaceDirectoryDownloader", + "ModelDownloader", + "ModelDownloaderFromINI" + ], + { + "title_aux": "ComfyUI-Model_Downloader" + } + ], + "https://github.com/toxicwind/ComfyUI-TTools": [ + [ + "TTools Extract JSON", + "TTools SD3 Resolution Solver", + "TToolsExtractJson", + "TToolsSD3ResolutionSolver" + ], + { + "title_aux": "TTools for ComfyUI" + } + ], + "https://github.com/toyxyz/ComfyUI_rgbx_Wrapper": [ + [ + "rgb2x" + ], + { + "title_aux": "ComfyUI_rgbx_Wrapper" + } + ], + "https://github.com/toyxyz/ComfyUI_toyxyz_test_nodes": [ + [ + "CaptureWebcam", + "ComfyCoupleMask", + "ComfyCoupleRegion", + "ComfyCoupleRegionExtractor", + "ComfyCoupleRegionVisualizer", + "Depth to normal", + "Depth_to_normal", + "Direct Screen Capture", + "Direct_screenCap", + "Export glb", + "Export_glb", + "ImageResize_Padding", + "JoinPose", + "LatentDelay", + "Load Random Text From File", + "LoadWebcamImage", + "Load_Random_Text_From_File", + "OpenposeEditorNode", + "PoseKeypointToCoordStr", + "PoseToMaskNode", + "Pose_Inter", + "Remove noise", + "Remove_noise", + "SaveImagetoPath", + "VisualAreaMask" + ], + { + "title_aux": "ComfyUI_toyxyz_test_nodes" + } + ], + "https://github.com/tpc2233/ComfyUI-Z-Image-Turbo": [ + [ + "ZImageLoader", + "ZImageSampler" + ], + { + "title_aux": "ComfyUI-Z-Image-Turbo" + } + ], + "https://github.com/tppp2806/ComfyUI-YoloTrack": [ + [ + "MaskCropExtractNode", + "YOLODetectionNode", + "YOLOTrackingNode" + ], + { + "title_aux": "ComfyUI-YoloTrack" + } + ], + "https://github.com/transcendedhacker/Mode_personal_node": [ + [ + "NegativePromptNode", + "PromptComposerNode" + ], + { + "title_aux": "Mode_personal_node" + } + ], + "https://github.com/traugdor/ComfyUI-Riffusion": [ + [ + "RiffusionNode", + "RiffusionToBatchNode" + ], + { + "title_aux": "ComfyUI-Riffusion" + } + ], + "https://github.com/traugdor/ComfyUI-UltimateSDUpscale-GGUF": [ + [ + "UltimateSDUpscaleGGUF" + ], + { + "title_aux": "ComfyUI-UltimateSDUpscale-GGUF" + } + ], + "https://github.com/traugdor/ComfyUI-quadMoons-nodes": [ + [ + "AnimateDiff Script", + "Apply ControlNet Stack", + "Control Net Stacker", + "Eff. Loader SDXL", + "Efficient Loader", + "HighRes-Fix Script", + "Image Overlay", + "Join XY Inputs of Same Type", + "KSampler (Efficient)", + "KSampler Adv. (Efficient)", + "KSampler SDXL (Eff.)", + "LatentUpscaler", + "LoRA Stack to String converter", + "LoRA Stacker", + "Manual XY Entry Info", + "NNLatentUpscale", + "NNlLatentUpscale", + "Noise Control Script", + "Pack SDXL Tuple", + "Tiled Upscaler Script", + "Unpack SDXL Tuple", + "XY Input: Add/Return Noise", + "XY Input: Aesthetic Score", + "XY Input: CFG Scale", + "XY Input: Checkpoint", + "XY Input: Clip Skip", + "XY Input: Control Net", + "XY Input: Control Net Plot", + "XY Input: Denoise", + "XY Input: LoRA", + "XY Input: LoRA Plot", + "XY Input: LoRA Stacks", + "XY Input: Manual XY Entry", + "XY Input: Prompt S/R", + "XY Input: Refiner On/Off", + "XY Input: Sampler/Scheduler", + "XY Input: Seeds++ Batch", + "XY Input: Steps", + "XY Input: VAE", + "XY Plot", + "quadmoonBatchFromLatent", + "quadmoonCLIPTextEncode", + "quadmoonCLIPTextEncode2", + "quadmoonChangeBackground", + "quadmoonConvertBoolToString", + "quadmoonConvertFloatToString", + "quadmoonConvertImageToPrompt", + "quadmoonConvertIntToString", + "quadmoonConvertNormalizeHW", + "quadmoonConvertNumberToString", + "quadmoonINTConditionalOperation", + "quadmoonKSampler", + "quadmoonKSamplerAdvanced", + "quadmoonKSamplerBatched", + "quadmoonLatentImage", + "quadmoonLoadConfigs", + "quadmoonModelLoader", + "quadmoonRotationalSampler", + "quadmoonSaveNeg", + "quadmoonSavePrompt", + "quadmoonSmartNeg", + "quadmoonSmartPrompt", + "quadmoonThebutton" + ], + { + "author": "quadmoon (https://github.com/traugdor)", + "description": "These are just some nodes I wanted and couldn't find where anyone else had made them yet.", + "nickname": "quadmoon's Nodes", + "title": "quadmoon's ComfyUI nodes", + "title_aux": "quadmoon's ComfyUI nodes" + } + ], + "https://github.com/tritant/ComfyUI-Advanced-Photo-Grain": [ + [ + "FreqSeparationSharpen", + "PhotoFilmGrain" + ], + { + "title_aux": "Advanced Photo Grain" + } + ], + "https://github.com/tritant/ComfyUI_CreaPrompt": [ + [ + "CSL", + "CreaPrompt", + "CreaPrompt List", + "CreaPrompt_0", + "CreaPrompt_1", + "CreaPrompt_2", + "CreaPrompt_3", + "CreaPrompt_4" + ], + { + "title_aux": "ComfyUI-CreaPrompt" + } + ], + "https://github.com/tritant/ComfyUI_Custom_Switch": [ + [ + "AutomaticImageSwitcher", + "OrchestratorNodeGroupBypasser", + "OrchestratorNodeGroupMuter", + "OrchestratorNodeMuter", + "OrchestratorNodeToogle" + ], + { + "title_aux": "ComfyUI_Custom_Switch" + } + ], + "https://github.com/tritant/ComfyUI_Flux_Block_Lora_Merger": [ + [ + "FluxBlockLoraMerger" + ], + { + "title_aux": "Flux Block LoRA Merger" + } + ], + "https://github.com/tritant/ComfyUI_Flux_Lora_Merger": [ + [ + "FluxLoraMerger" + ], + { + "title_aux": "Flux LoRA Merger" + } + ], + "https://github.com/tritant/ComfyUI_Kitchen_nvfp4_Converter": [ + [ + "ConvertToNVFP4" + ], + { + "title_aux": "ComfyUI_Kitchen_nvfp4_Converter" + } + ], + "https://github.com/tritant/ComfyUI_Layers_Utility": [ + [ + "LayerSystem" + ], + { + "title_aux": "Layers System" + } + ], + "https://github.com/tritant/ComfyUI_Relight_Img": [ + [ + "RelightNode" + ], + { + "title_aux": "Advanced_Relight_Img" + } + ], + "https://github.com/tritant/ComfyUI_Remove_Banding_Artifacts": [ + [ + "ResampleBandingFix" + ], + { + "title_aux": "Remove Banding Artifacts" + } + ], + "https://github.com/tritant/ComfyUI_SuperScaler": [ + [ + "SuperScaler_Pipeline" + ], + { + "title_aux": "SuperScaler" + } + ], + "https://github.com/trojblue/trNodes": [ + [ + "trColorCorrection", + "trLayering", + "trRouter", + "trRouterLonger" + ], + { + "title_aux": "trNodes" + } + ], + "https://github.com/troyxmccall/ComfyUI-ScaleToTargetMegapixels": [ + [ + "ScaleToTargetMegapixels" + ], + { + "title_aux": "ComfyUI-ScaleToTargetMegapixels" + } + ], + "https://github.com/trumanwong/ComfyUI-NSFW-Detection": [ + [ + "NSFWDetection" + ], + { + "title_aux": "ComfyUI-NSFW-Detection" + } + ], + "https://github.com/trunksn1/comfyui-change-checkpoint-randomly": [ + [ + "BatchIndexCounter", + "CheckpointFilename", + "CheckpointRotation", + "CheckpointRotationSimple", + "CheckpointRotationWithCounter", + "SaveImageWithCheckpoint", + "SimpleCheckpointRotation", + "SimpleCounter" + ], + { + "title_aux": "ComfyUI Checkpoint Rotation Node" + } + ], + "https://github.com/tsogzark/ComfyUI-load-image-from-url": [ + [ + "LoadImageFromUrlOrPath" + ], + { + "title_aux": "ComfyUI-load-image-from-url" + } + ], + "https://github.com/ttulttul/Better-Gemini": [ + [ + "BetterGemini" + ], + { + "title_aux": "Better-Gemini" + } + ], + "https://github.com/ttulttul/ComfyUI-FlowMatching-Inverter": [ + [ + "LatentHybridInverter", + "MemoryDiagnosticsPassThrough", + "QwenRectifiedFlowInverter" + ], + { + "title_aux": "ComfyUI Qwen Rectified Flow Tools" + } + ], + "https://github.com/ttulttul/ComfyUI-FlowMatching-Upscaler": [ + [ + "DyPEFlux2", + "DyPEQwenImage", + "FlowMatchingProgressiveUpscaler", + "FlowMatchingStage", + "FlowMatchingStageMerge", + "FlowMatchingStagePrep", + "LatentUpscaleAdvanced" + ], + { + "title_aux": "ComfyUI-FlowMatching-Upscaler" + } + ], + "https://github.com/ttulttul/ComfyUI-Iterative-Mixer": [ + [ + "Batch Unsampler", + "Iterative Mixing KSampler", + "Iterative Mixing KSampler Advanced", + "IterativeMixingSampler", + "IterativeMixingScheduler", + "IterativeMixingSchedulerAdvanced", + "Latent Batch Comparison Plot", + "Latent Batch Statistics Plot", + "MixingMaskGenerator" + ], + { + "title_aux": "ComfyUI Iterative Mixing Nodes" + } + ], + "https://github.com/ttulttul/ComfyUI-Taylor-Attention": [ + [ + "ClockedSweepValues", + "Combinations", + "Flux2TTRController", + "Flux2TTRControllerTrainer", + "Flux2TTRTrainer", + "Flux2TTRTrainingParameters", + "LoadPromptListFromJSON", + "RandomSeedBatch" + ], + { + "title_aux": "ComfyUI-Taylor-Attention" + } + ], + "https://github.com/ttulttul/ComfyUI-Tensor-Operations": [ + [ + "Fast Image to Noise", + "Image Match Normalize", + "Latent Match Normalize" + ], + { + "title_aux": "ComfyUI-Tensor-Operations" + } + ], + "https://github.com/ttulttul/Skoogeer-Noise": [ + [ + "CombineLatentPhaseMagnitude", + "ConditioningAddNoise", + "ConditioningFrequencyMerge", + "ConditioningFrequencySplit", + "ConditioningGaussianBlur", + "ConditioningScale", + "FluidImageAdvection", + "FluidLatentAdvection", + "FrequencySelectiveStructuredNoise", + "ImageAddNoise", + "ImageBatchToLatent", + "ImageFractalBrownianMotion", + "ImageMeshDrag", + "ImageNoise", + "ImagePerlinFractalNoise", + "ImageReactionDiffusion", + "ImageSimplexNoise", + "ImageSmokeSimulation", + "ImageSwirlNoise", + "ImageWorleyNoise", + "LatentAddNoise", + "LatentChannelLinearTransform", + "LatentChannelMerge", + "LatentChannelNonlinearTransform", + "LatentChannelStatsPreview", + "LatentForwardDiffusion", + "LatentFractalBrownianMotion", + "LatentFrequencyMerge", + "LatentFrequencySplit", + "LatentGaussianBlur", + "LatentMeshDrag", + "LatentNoise", + "LatentPackedSlotTransform", + "LatentPerlinFractalNoise", + "LatentReactionDiffusion", + "LatentSimplexNoise", + "LatentSmokeSimulation", + "LatentSwirlNoise", + "LatentToImage", + "LatentWorleyNoise", + "PatchifyFlux2Latent", + "SplitLatentPhaseMagnitude", + "UnpatchifyFlux2Latent" + ], + { + "title_aux": "Skoogeer-Noise" + } + ], + "https://github.com/tuki0918/ComfyUI_Cooldown_Node": [ + [ + "CooldownImageNode", + "CooldownIntNode", + "CooldownStringNode" + ], + { + "title_aux": "ComfyUI_Cooldown_Node" + } + ], + "https://github.com/tuki0918/comfyui-image-expand-nodes": [ + [ + "ImageExpandMerger", + "ImageExpandNoiser", + "ImageExpandOption" + ], + { + "title_aux": "comfyui-image-expand-nodes" + } + ], + "https://github.com/tuki0918/comfyui-image-tiled-nodes": [ + [ + "TiledImageMerger", + "TiledImageSplitter" + ], + { + "title_aux": "comfyui-image-tiled-nodes" + } + ], + "https://github.com/tumbowungus/MultiMaskCouple": [ + [ + "MaskedRegionCond", + "MultiMaskCouple" + ], + { + "title_aux": "MultiMaskCouple" + } + ], + "https://github.com/tungdop2/Comfyui_face_restorer": [ + [ + "FaceRestorer", + "FaceRestorerLoader" + ], + { + "title_aux": "Face Restorer for ComfyUI" + } + ], + "https://github.com/tungdop2/Comfyui_joy-caption-alpha-two": [ + [ + "JoyCaptioner" + ], + { + "title_aux": "Joy Caption Alpha Two for ComfyUI" + } + ], + "https://github.com/turkyden/ComfyUI-SmartCrop": [ + [ + "ImageSmartCrop" + ], + { + "title_aux": "ComfyUI-SmartCrop" + } + ], + "https://github.com/turnbros/ComfyBros": [ + [ + "ComfyBros_DictGet", + "ComfyBros_EndpointConfiguration", + "ComfyBros_GenerateImage", + "ComfyBros_GenerateImageAPI", + "ComfyBros_ImageBatchCombiner", + "ComfyBros_ImageBatchSplitter", + "ComfyBros_ImageBatchToGIF", + "ComfyBros_ImageToImage", + "ComfyBros_IntegerCompare", + "ComfyBros_IntegerConstant", + "ComfyBros_IntegerMath", + "ComfyBros_JsonParse", + "ComfyBros_LoraDiscovery", + "ComfyBros_MediaUpload", + "ComfyBros_ModuleManagement", + "ComfyBros_OllamaConfiguration", + "ComfyBros_OllamaConnection", + "ComfyBros_OllamaConverse", + "ComfyBros_SDXLLORAPrompter", + "ComfyBros_TextConcatenate", + "ComfyBros_TextStorage", + "ComfyBros_TextTemplate", + "ComfyBros_TextToVideo", + "ComfyBros_WAN22GenerateVideo", + "ComfyBros_WAN22UpscaleImage" + ], + { + "title_aux": "ComfyBros - Custom ComfyUI Nodes" + } + ], + "https://github.com/tusharbhutt/Endless-Nodes": [ + [ + "BatchNegativePrompts", + "Eight_Input_Int_Switch", + "Eight_Input_Int_Switch_Widget", + "Eight_Input_Text_Switch", + "EndlessReplicateLatents", + "FluxBatchPrompts", + "FluxKontextBatchPrompts", + "Four_Input_Int_Switch", + "Four_Input_Int_Switch_Widget", + "Four_Input_Text_Switch", + "ImageComplexityScorer", + "ImageNoveltyScorer", + "Image_saver", + "PromptCounter", + "Random_Prompt_Multipicker", + "Random_Prompt_Selector", + "Randomizer_Chaos", + "Randomizer_Mayhem", + "Randomizer_Pandemonium", + "SDXLBatchPrompts", + "SimpleBatchPrompts", + "Six_Input_Int_Switch", + "Six_Input_Int_Switch_Widget", + "Six_Input_Text_Switch" + ], + { + "title_aux": "Endless \ufe0f\ud83c\udf0a\u2728 Nodes" + } + ], + "https://github.com/twri/sdxl_prompt_styler": [ + [ + "SDXLPromptStyler", + "SDXLPromptStylerAdvanced" + ], + { + "title_aux": "SDXL Prompt Styler" + } + ], + "https://github.com/ty0x2333/ComfyUI-Dev-Utils": [ + [ + "TY_ExecutionTime", + "TY_UploadAnything", + "TY_UrlDownload" + ], + { + "title_aux": "ComfyUI-Dev-Utils" + } + ], + "https://github.com/u5dev/comfyUI_u5_VramFREE": [ + [ + "SequentialCLIPLoaderSimple", + "SequentialCheckpointLoader", + "SequentialLoRALoader", + "SequentialVAELoaderSimple", + "VRAMFree" + ], + { + "title_aux": "u5 FreeVRAM - Memory Management" + } + ], + "https://github.com/uarefans/ComfyUI-Fans": [ + [ + "Fans Prompt Styler Negative", + "Fans Prompt Styler Positive", + "Fans Styler", + "Fans Text Concatenate" + ], + { + "title_aux": "ComfyUI-Fans" + } + ], + "https://github.com/ubisoft/ComfyUI-Chord": [ + [ + "ChordLoadModel", + "ChordMaterialEstimation", + "ChordNormalToHeight" + ], + { + "title_aux": "ComfyUI-Chord" + } + ], + "https://github.com/ucloud/comfyui-plugin": [ + [ + "Gemini Pro Image (Nano Banana Pro)", + "ModelVerse Image Packer", + "Modelverse FluxDevNode", + "Modelverse FluxKontextMaxNode", + "Modelverse FluxKontextMaxT2INode", + "Modelverse FluxKontextProNode", + "Modelverse FluxKontextProT2INode", + "Modelverse GPTImage1EditNode", + "Modelverse GPTImage1Node", + "Modelverse QwenImageEditNode", + "Modelverse QwenImageT2INode", + "Modelverse Step1xEditNode", + "ModelverseChat", + "ModelverseInputFiles", + "Modelverse_PreviewVideo", + "Modelverse_WanAII2V", + "Modelverse_WanAIT2V", + "NanoBanana", + "Sora_Img2Video", + "Sora_Text2Video", + "UCloud ModelVerse Client", + "Vidu_Extend", + "Vidu_Img2Video", + "Vidu_Reference2Video", + "Vidu_StartEnd2Video", + "Vidu_Text2Video" + ], + { + "title_aux": "ComfyUl-UCloud" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Claude-VAE": [ + [ + "ClaudeSmartVAEDecode" + ], + { + "title_aux": "ComfyUI-Claude-VAE" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Gemini-VAE-Fix": [ + [ + "GeminiSmartVAEDecode" + ], + { + "title_aux": "ComfyUI-Gemini-VAE-Fix" + } + ], + "https://github.com/uczensokratesa/ComfyUI-Grok-SmartVAE": [ + [ + "UniversalSmartVAEDecode", + "UniversalSmartVAEVideoDecode" + ], + { + "title_aux": "ComfyUI-Grok-SmartVAE" + } + ], + "https://github.com/uczensokratesa/ComfyUI-UniversalSmartVAE": [ + [ + "TemporalVAEDecode" + ], + { + "title_aux": "ComfyUI-UniversalSmartVAE" + } + ], + "https://github.com/uetuluk/comfyui-webcam-node": [ + [ + "webcam_capture_node" + ], + { + "title_aux": "comfyui-webcam-node" + } + ], + "https://github.com/uihp/ComfyUI-String-Chain": [ + [ + "String Chain", + "String Concat", + "String Toggle", + "String Toggle (Multiline)" + ], + { + "title_aux": "ComfyUI-String-Chain" + } + ], + "https://github.com/umiyuki/comfyui-pad-to-eight": [ + [ + "Pad To Eight" + ], + { + "title_aux": "ComfyUI Pad To Eight" + } + ], + "https://github.com/un-seen/comfyui-tensorops": [ + [ + "BackgroundSelect", + "ChannelSelector", + "DownloadAndLoadFlorence2Model", + "DownloadAndLoadSAM2Model", + "FaceSwap", + "FalDifferentialDiffusion", + "FalDiffusion", + "FetchFromRedis", + "FetchJsonFromSurreal", + "Florence2Run", + "Florence2toCoordinates", + "ForegroundMask", + "GetLayerMask", + "MaskImage", + "Sam2AutoSegmentation", + "Sam2Segmentation", + "Sam2VideoSegmentation", + "Sam2VideoSegmentationAddPoints", + "SaveImageToS3", + "SaveJsonToSurreal", + "SaveTextToSurreal", + "SaveToRedis", + "SendImageOnWebSocket", + "SendJsonOnWebSocket", + "SeparateMask" + ], + { + "title_aux": "comfyui-tensorop" + } + ], + "https://github.com/un-seen/comfyui_segment_anything_plus": [ + [ + "GroundingDinoModelLoader (segment anything plus)", + "GroundingDinoSAMSegment (segment anything plus)", + "InvertMask (segment anything plus)", + "IsMaskEmpty (segment anything plus)", + "SAMModelLoader (segment anything plus)" + ], + { + "title_aux": "ComfyUI Segment Anything" + } + ], + "https://github.com/unicough/comfy_openai_image_api": [ + [ + "OpenAI Image API" + ], + { + "title_aux": "OpenAI Image API with gpt-image-1" + } + ], + "https://github.com/unwdef/unwdef-nodes-comfyui": [ + [ + "RandomTextFromMultiline", + "RandomizeLoras", + "RandomizeLorasStack", + "TextMultilineWithVariables" + ], + { + "title_aux": "unwdef-nodes" + } + ], + "https://github.com/upseem/comfyui_sun_nodes": [ + [ + "SunxAI_BatchImageLoopCloseChen", + "SunxAI_BatchImageLoopOpenChen" + ], + { + "title_aux": "SunxAI Custom Nodes for ComfyUI" + } + ], + "https://github.com/upseem/comfyui_sunxAI_facetools": [ + [ + "ApplyInstantID", + "ColorAdjustNew(FaceParsing)", + "CropFaces", + "DetectFaceByIndex", + "DetectFaces", + "Example", + "InstantIDFaceAnalysis", + "InstantIDModelLoader", + "LoadFaceEmbeds", + "SaveFaceEmbeds", + "SaveImageWebsocketNew", + "SelectFloatByBool", + "VAEDecodeNew", + "VAEEncodeNew", + "WarpFacesBack" + ], + { + "title_aux": "comfyui_sunxAI_facetools" + } + ], + "https://github.com/usrname0/comfyui-holdup": [ + [ + "HoldUp" + ], + { + "title_aux": "comfyui-holdup" + } + ], + "https://github.com/ussoewwin/ComfyUI-DistorchMemoryManager": [ + [ + "DisTorchPurgeVRAMV2", + "MemoryManager", + "ModelPatchMemoryCleaner", + "PatchSageAttentionDM" + ], + { + "title_aux": "ComfyUI-DistorchMemoryManager" + } + ], + "https://github.com/ussoewwin/ComfyUI-NunchakuFluxLoraStacker": [ + [ + "FastGroupsBypasserV2", + "FluxLoraMultiLoader", + "ModelPatchLoaderCustom" + ], + { + "title_aux": "ComfyUI-NunchakuFluxLoraStacker" + } + ], + "https://github.com/ussoewwin/ComfyUI-QwenImageLoraLoader": [ + [ + "NunchakuQwenImageLoraLoader", + "NunchakuQwenImageLoraStack" + ], + { + "title_aux": "ComfyUI-QwenImageLoraLoader" + } + ], + "https://github.com/vadimcro/VKRiez-Edge": [ + [ + "VKriezEnhancedEdgePreprocessor", + "VKriezHybridEdgePreprocessor" + ], + { + "title_aux": "VKRiez-Edge" + } + ], + "https://github.com/vahidzxc/va-nodes": [ + [ + "VA_Seed" + ], + { + "title_aux": "va-nodes" + } + ], + "https://github.com/vahlok-alunmid/ComfyUI-ExtendIPAdapterClipVision": [ + [ + "EXTEND_CLIP_VISION_INPUT_SIZE", + "IPAdapterAdvancedSizeAware" + ], + { + "title_aux": "ComfyUI-ExtendIPAdapterClipVision" + } + ], + "https://github.com/vaishnav-vn/va1": [ + [ + "RandomAspectRatioMask" + ], + { + "title_aux": "va1" + } + ], + "https://github.com/valofey/Openrouter-Node": [ + [ + "OpenrouterNode" + ], + { + "title_aux": "OpenRouter Node" + } + ], + "https://github.com/vanche1212/ComfyUI-InspireMusic": [ + [ + "InspireMusicTextToMusic" + ], + { + "title_aux": "ComfyUI InspireMusic Plugin" + } + ], + "https://github.com/vanche1212/ComfyUI-ZMG-Nodes": [ + [ + "API Request Node", + "CombineImageAudioToVideoNode", + "Empty Image Node", + "JSON Builder Node", + "JSON Parser Node", + "JsonBuilderNode", + "LoadAudioFromUrlNode", + "LoadImageFromUrlNode", + "MultilinePromptNode", + "OSSUploadNode", + "RemoveEmptyLinesNode", + "SaveVideoRGBA", + "TextToImageNode" + ], + { + "title_aux": "ZMG PLUGIN" + } + ], + "https://github.com/vanillacode314/SimpleWildcardsComfyUI": [ + [ + "SimpleConcat", + "SimpleWildcard" + ], + { + "author": "VanillaCode314", + "description": "A simple wildcard node for ComfyUI. Can also be used a style prompt node.", + "nickname": "Simple Wildcard", + "title": "Simple Wildcard", + "title_aux": "Simple Wildcard" + } + ], + "https://github.com/vantagewithai/Vantage-DreamOmni2": [ + [ + "TextEncodeDreamOmni2", + "VantageAdaptiveImageGrid" + ], + { + "title_aux": "Vantage-DreamOmni2" + } + ], + "https://github.com/vantagewithai/Vantage-DyPE": [ + [ + "VantageFluxDyPEPatch" + ], + { + "title_aux": "Vantage-DyPE" + } + ], + "https://github.com/vantagewithai/Vantage-HunyuanFoley": [ + [ + "HunyuanFoleyDenoiser", + "HunyuanFoleyVAEDecode", + "HunyuanTextEncode", + "HunyuanVisualEncode" + ], + { + "title_aux": "Vantage-HunyuanFoley" + } + ], + "https://github.com/vantagewithai/Vantage-Nodes": [ + [ + "AdvancedCalculator", + "AppendImageBatch", + "AppendLatentBatch", + "CastAnyToIntStringFloat", + "ConditionalPassThrough", + "DelimiterSplit", + "IndexWrap", + "JoinImageBatch", + "JoinLatentBatch", + "PromptSceneRouter", + "QwenTTSModelDownloader", + "QwenTTSMultiSpeakerNode", + "QwenTTSSpeakerBankNode", + "QwenTTSVoiceClonePromptNode", + "QwenTTSVoiceDesignNode", + "RegexFilter", + "StringJoiner", + "StringListIndex", + "StringListRandom", + "StringListStepper", + "SwitchAny", + "SwitchAnyByIndex", + "SwitchImageByIndex", + "SwitchLatentByIndex", + "ValidateImageShape", + "VantageGGUFLoader", + "VantageWanBlockSwap" + ], + { + "title_aux": "Vantage-Nodes" + } + ], + "https://github.com/vantagewithai/Vantage-Step-Audio-EditX": [ + [ + "EditXModelLoader", + "EditXMultiVoiceCloner", + "EditXSingleVoiceCloner", + "EditXSingleVoiceClonerFromPath", + "EditXSingleVoiceEditor", + "EditXSingleVoiceEditorFromPath", + "LoadSpeakers" + ], + { + "title_aux": "Vantage-Step-Audio-EditX" + } + ], + "https://github.com/vantagewithai/VantageLongWanVideo": [ + [ + "VantageI2VDualLooper", + "VantageI2VSingleLooper", + "VantageProject" + ], + { + "title_aux": "Vantage Long Wan Video" + } + ], + "https://github.com/var1ableX/ComfyUI_Accessories": [ + [ + "ACC_AnyCast", + "AccMakeListNode", + "GetMaskDimensions", + "GetRandomDimensions", + "isImageEmpty", + "isMaskEmpty" + ], + { + "title_aux": "ComfyUI_Accessories" + } + ], + "https://github.com/vault-developer/comfyui-image-blender": [ + [ + "ImageBlender" + ], + { + "title_aux": "ImageBlender" + } + ], + "https://github.com/veighnsche/comfyui_gr85": [ + [ + "GR85_ImageDimensionResizer", + "GR85_ImageSizer", + "GR85_ImageSizerAll", + "GR85_NextSeed", + "GR85_RandomFloat", + "GR85_RandomInt", + "GR85_RandomRatio", + "GR85_SeedBasedOutputSelector", + "GR85_SimpleWildcardPicker", + "GR85_TagInjector", + "GR85_TagInjectorDuo", + "GR85_TagInjectorLarge", + "GR85_TagInjectorSingle" + ], + { + "title_aux": "comfyui_gr85" + } + ], + "https://github.com/vekitan55/SimpleFlux1Merger": [ + [ + "ExpertFlux1Merge", + "SimplifiedFlux1Merge" + ], + { + "title_aux": "Simple Flux.1 Merger for ComfyUI" + } + ], + "https://github.com/verIdyia/ComfyUI-Qwen-Image-DF11": [ + [ + "DFloat11QwenImageLoader", + "QwenImageAspectRatio", + "QwenImageDecode", + "QwenImagePresetSampler", + "QwenImageSampler", + "QwenImageTextEncode" + ], + { + "title_aux": "ComfyUI Qwen-Image DFloat11 Nodes" + } + ], + "https://github.com/victorchall/comfyui_webcamcapture": [ + [ + "WebcamCapture" + ], + { + "title_aux": "Comfyui Webcam capture node" + } + ], + "https://github.com/vienteck/ComfyUI-Chat-GPT-Integration": [ + [ + "ChatGptPrompt" + ], + { + "title_aux": "ComfyUI-Chat-GPT-Integration" + } + ], + "https://github.com/violet-chen/comfyui-psd2png": [ + [ + "Psd2Png", + "StringInsert" + ], + { + "title_aux": "comfyui-psd2png" + } + ], + "https://github.com/violet0927/ComfyUI-HuggingFaceLoraUploader": [ + [ + "HuggingFaceLoraUploader", + "ModelScopeLoraUploader" + ], + { + "title_aux": "Hugging Face LoRA Uploader" + } + ], + "https://github.com/viperyl/ComfyUI-RGT": [ + [ + "RGT Upscale", + "RGT_Upscale" + ], + { + "title_aux": "ComfyUI-RGT" + } + ], + "https://github.com/visualbruno/ComfyUI-Hunyuan3d-2-1": [ + [ + "Hy3D21CameraConfig", + "Hy3D21ExportMesh", + "Hy3D21GenerateMultiViewsBatch", + "Hy3D21IMRemesh", + "Hy3D21LoadImageWithTransparency", + "Hy3D21LoadMesh", + "Hy3D21MeshGenerationBatch", + "Hy3D21MeshUVWrap", + "Hy3D21MeshlibDecimate", + "Hy3D21MultiViewsGeneratorWithMetaData", + "Hy3D21PostprocessMesh", + "Hy3D21ResizeImages", + "Hy3D21SimpleMeshlibDecimate", + "Hy3D21UseMultiViews", + "Hy3D21UseMultiViewsFromMetaData", + "Hy3D21VAEConfig", + "Hy3D21VAEDecode", + "Hy3D21VAELoader", + "Hy3DBakeMultiViews", + "Hy3DBakeMultiViewsWithMetaData", + "Hy3DHighPolyToLowPolyBakeMultiViewsWithMetaData", + "Hy3DInPaint", + "Hy3DMeshGenerator", + "Hy3DMultiViewsGenerator" + ], + { + "title_aux": "ComfyUI-Hunyuan3d-2-1" + } + ], + "https://github.com/visualbruno/ComfyUI-Trellis2": [ + [ + "Trellis2BatchSimplifyMeshAndExport", + "Trellis2Continue", + "Trellis2ExportMesh", + "Trellis2FillHolesWithMeshlib", + "Trellis2LoadImageWithTransparency", + "Trellis2LoadMesh", + "Trellis2LoadModel", + "Trellis2MeshRefiner", + "Trellis2MeshTexturing", + "Trellis2MeshWithVoxelAdvancedGenerator", + "Trellis2MeshWithVoxelGenerator", + "Trellis2MeshWithVoxelToMeshlibMesh", + "Trellis2MeshWithVoxelToTrimesh", + "Trellis2OvoxelExportToGLB", + "Trellis2PostProcess2", + "Trellis2PostProcessAndUnWrapAndRasterizer", + "Trellis2PostProcessMesh", + "Trellis2PreProcessImage", + "Trellis2ProgressiveSimplify", + "Trellis2ReconstructMesh", + "Trellis2Remesh", + "Trellis2RemeshWithQuad", + "Trellis2SimplifyMesh", + "Trellis2SimplifyTrimesh", + "Trellis2SmoothNormals", + "Trellis2TrimeshToMeshWithVoxel", + "Trellis2UnWrapAndRasterizer" + ], + { + "title_aux": "ComfyUI-Trellis2" + } + ], + "https://github.com/vivax3794/ComfyUI-Sub-Nodes": [ + [ + "VIV_Default", + "VIV_Subgraph", + "VIV_Subgraph_Inputs", + "VIV_Subgraph_Outputs" + ], + { + "title_aux": "ComfyUI-Sub-Nodes" + } + ], + "https://github.com/vivax3794/ComfyUI-Vivax-Nodes": [ + [ + "Any String", + "Chunk Up", + "Get Chunk", + "Inspect", + "Join Chunks", + "Model From URL" + ], + { + "title_aux": "ComfyUI-Vivax-Nodes" + } + ], + "https://github.com/vjumpkung/ComfyUI-Musubi-Tuner-LoRA-Loader": [ + [ + "MusubiTunerLoRALoaderModelOnly" + ], + { + "title_aux": "ComfyUI-Musubi-Tuner-LoRA-Loader" + } + ], + "https://github.com/vjumpkung/ComfyUI-STARWrapper": [ + [ + "STARVSRNode" + ], + { + "title_aux": "ComfyUI-STARWrapper" + } + ], + "https://github.com/vkff5833/ComfyUI-MobileClient": [ + [ + "MobileClient" + ], + { + "title_aux": "ComfyUI-MobileClient" + } + ], + "https://github.com/vkff5833/ComfyUI-PromptConverter": [ + [ + "PromptConverter", + "PromptConverterWithFilter" + ], + { + "title_aux": "ComfyUI-PromptConverter" + } + ], + "https://github.com/vladpro3/ComfyUI_BishaNodes": [ + [ + "CreatePromptsWithTextFromFile", + "EmptyLatentSizePicker", + "LoadDataFromFiles", + "SimpleSizePicker", + "WildcardReplace", + "WildcardReplaceFromFile" + ], + { + "title_aux": "ComfyUI_BishaNodes" + } + ], + "https://github.com/voxta-ai/ComfyUI-VoxtaNodes": [ + [ + "VoxtaExportCharacter", + "VoxtaFilterExistingCombinations", + "VoxtaOutputFolder" + ], + { + "title_aux": "Voxta ComfyUI Nodes" + } + ], + "https://github.com/vrgamegirl19/comfyui-vrgamedevgirl": [ + [ + "BeatImpactAnalysisNode", + "BeatSceneDurationNode", + "ColorMatchToReference", + "FastFilmGrain", + "FastLaplacianSharpen", + "FastSobelSharpen", + "FastUnsharpSharpen", + "IndexedImageFromFolder", + "SRTLyricsMerger", + "VRGDG_AudioCrop", + "VRGDG_AudioCropTime", + "VRGDG_AudioDelayByIndex", + "VRGDG_BuildVideoOutputPath_General", + "VRGDG_BuildVideoOutputPath_General_SRT", + "VRGDG_CalculateSetsFromAudio", + "VRGDG_CalculateSetsFromAudio_Queue", + "VRGDG_CleanAudio", + "VRGDG_CombinevideosV2", + "VRGDG_CombinevideosV3", + "VRGDG_CombinevideosV5", + "VRGDG_ConditionalLoadVideos", + "VRGDG_CreateFinalVideo", + "VRGDG_CreateFinalVideo_SRT", + "VRGDG_DisplayIndex", + "VRGDG_DurationIndexFloat", + "VRGDG_Extract_Frame_Number", + "VRGDG_GetFilenamePrefix", + "VRGDG_GetIndexNumber", + "VRGDG_GetRunIndexFromJson", + "VRGDG_HumoReminderNode", + "VRGDG_ImageIndexMap", + "VRGDG_ImageSwitch4", + "VRGDG_IndexedPromptChunker", + "VRGDG_IndexedPromptChunkerV2", + "VRGDG_LLM_OutputSaver", + "VRGDG_LLM_PromptBatcher", + "VRGDG_LoadAudioSplitDynamic", + "VRGDG_LoadAudioSplitUpload", + "VRGDG_LoadAudioSplit_General", + "VRGDG_LoadAudioSplit_HUMO", + "VRGDG_LoadAudioSplit_HUMO_Transcribe", + "VRGDG_LoadAudioSplit_HUMO_TranscribeV2", + "VRGDG_LoadAudioSplit_HUMO_TranscribeV3", + "VRGDG_LoadAudioSplit_SRTOnly", + "VRGDG_LoadAudioSplit_Wan22HumoFMML", + "VRGDG_LoadVideos", + "VRGDG_LyricsEmotionMerger", + "VRGDG_ManualLyricsExtractor", + "VRGDG_ManualLyricsExtractor_SRT", + "VRGDG_MusicVideoPromptCreator", + "VRGDG_MusicVideoPromptCreatorV2", + "VRGDG_MusicVideoPromptCreatorV3", + "VRGDG_NanoBananaPro", + "VRGDG_PadVideoWithLastFrame", + "VRGDG_PostRunIndexStepper", + "VRGDG_PromptSpitterWithIndex", + "VRGDG_PromptSplitter", + "VRGDG_PromptSplitter2", + "VRGDG_PromptSplitter4", + "VRGDG_PromptSplitterForFL", + "VRGDG_PromptSplitterForFMML", + "VRGDG_PromptSplitterForManual", + "VRGDG_PromptSplitterJson", + "VRGDG_PromptSplitterV2", + "VRGDG_PromptSplitterWithIndex", + "VRGDG_PromptSplitter_General", + "VRGDG_PromptTemplateBuilder", + "VRGDG_QueueTriggerFromAudio", + "VRGDG_RunStateLogger_SRT", + "VRGDG_SmartSplitTextTwo", + "VRGDG_SpeechEmotionExtractor", + "VRGDG_SplitPrompt_T2I_I2V", + "VRGDG_StoryBoardCreator", + "VRGDG_StringConcat", + "VRGDG_ThemeSplitter", + "VRGDG_TimecodeFromIndex", + "VRGDG_TranscribeText", + "VRGDG_TriggerCounter", + "VRGDG_TrimFinalClip", + "VRGDG_TrimImageBatch", + "VRGDG_TrimImageBatch_SRTOnly", + "VRGDG_VideoSplitter" + ], + { + "title_aux": "VRGameDevGirl Video Enhancement Nodes" + } + ], + "https://github.com/vsaan212/Vsaan212-workflow-utilities": [ + [ + "ComfyUI_ScenarioSelector", + "ComfyUI_subjectselector", + "OptionalSwitchLoRA", + "Vsaan_OptionalSwitchLoRA", + "Vsaan_ScenarioSelector", + "Vsaan_SubjectSelector", + "Vsaan_TextSplit" + ], + { + "title_aux": "Vsaan212-workflow-utilities" + } + ], + "https://github.com/vsevolod-oparin/comfyui-kandinsky22": [ + [ + "comfy-kandinsky22-decoder-loader", + "comfy-kandinsky22-hint-combiner", + "comfy-kandinsky22-image-encoder", + "comfy-kandinsky22-img-latents", + "comfy-kandinsky22-latents", + "comfy-kandinsky22-movq-decoder", + "comfy-kandinsky22-positive-text-encoder", + "comfy-kandinsky22-prior-averaging-2", + "comfy-kandinsky22-prior-averaging-3", + "comfy-kandinsky22-prior-averaging-4", + "comfy-kandinsky22-prior-loader", + "comfy-kandinsky22-text-encoder", + "comfy-kandinsky22-unet-decoder" + ], + { + "title_aux": "Kandinsky 2.2 ComfyUI Plugin" + } + ], + "https://github.com/vslinx/ComfyUI-vslinx-nodes": [ + [ + "vsLinx_AppendLorasFromNodeToString", + "vsLinx_BooleanAndOperator", + "vsLinx_BooleanFlip", + "vsLinx_BooleanOrOperator", + "vsLinx_BypassOnBool", + "vsLinx_FitImageIntoBBoxMask", + "vsLinx_ImpactMultilineWildcardText", + "vsLinx_LoadSelectedImagesBatch", + "vsLinx_LoadSelectedImagesList", + "vsLinx_MuteOnBool", + "vsLinx_UpscaleByFactorWithModel" + ], + { + "title_aux": "ComfyUI vsLinx Nodes" + } + ], + "https://github.com/vuhung3990/comfyui-nsfw-guard": [ + [ + "NSFWCheck" + ], + { + "title_aux": "NSFW Guard" + } + ], + "https://github.com/vuongminh1907/ComfyUI_ZenID": [ + [ + "ApplyZenID", + "InstantIDFaceAnalysis", + "InstantIDModelLoader", + "ZenIDCombineFace" + ], + { + "title_aux": "ComfyUI_ZenID" + } + ], + "https://github.com/wTechArtist/ComfyUI-CustomNodes": [ + [ + "GPT4 WWL", + "IPAdapter FaceID With Bool", + "IPAdapter Mad Scientist Weight_Type", + "Image Blending Mode Mask", + "Load Image With Bool", + "Load Lora With Shared" + ], + { + "title_aux": "ComfyUI-CustomNodes" + } + ], + "https://github.com/wTechArtist/ComfyUI-StableDelight-weiweiliang": [ + [ + "WWL_StableDelight" + ], + { + "title_aux": "ComfyUI-StableDelight-weiweiliang" + } + ], + "https://github.com/wTechArtist/ComfyUI_VVL_VideoCamera_Advanced": [ + [ + "VGGTVideoCameraNode", + "VVLVGGTLoader" + ], + { + "title_aux": "ComfyUI VVL Video Camera Advanced" + } + ], + "https://github.com/wakattac/ComfyUI-AbstractImaGen": [ + [ + "AbstractImageBackground", + "AbstractImageFilledShapes", + "AbstractImageGenerator", + "AbstractImageLines", + "AbstractImageNoise", + "AbstractImagePattern", + "AbstractImagePostprocessing" + ], + { + "title_aux": "ComfyUI-AbstractImaGen" + } + ], + "https://github.com/walke2019/ComfyUI-GGUF-VLM": [ + [ + "LocalTextModelLoader", + "MemoryManagerNode", + "MultiImageAnalysis", + "NexaServiceStatus", + "RemoteAPIConfig", + "RemoteTextModelSelector", + "RemoteVisionAnalysis", + "RemoteVisionModelConfig", + "SystemPromptConfig", + "TextGeneration", + "TextGenerationNode", + "TextModelLoader", + "VisionLanguageNode", + "VisionModelLoader", + "VisionModelLoaderTransformers" + ], + { + "title_aux": "Qwen2.5-VL GGUF Nodes" + } + ], + "https://github.com/wallen0322/ComfyUI-AE-Animation": [ + [ + "AEAnimation" + ], + { + "title_aux": "ComfyUI-AE-Animation" + } + ], + "https://github.com/wallen0322/ComfyUI-QI-QwenEditSafe": [ + [ + "QI_DyPE", + "QI_QwenVLClipWrapper", + "QI_RefEditEncode_Safe", + "QI_TextEncodeQwenImageEdit_Safe", + "QI_VAEDecodeLockSize" + ], + { + "title_aux": "ComfyUI-QI-QwenEditSafe" + } + ], + "https://github.com/wallen0322/ComfyUI-SageAttention3": [ + [ + "Sage3AttentionOnlySwitch" + ], + { + "title_aux": "ComfyUI-SageAttention3" + } + ], + "https://github.com/wallen0322/ComfyUI-Wan22FMLF": [ + [ + "WanAdvancedExtractLastFrames", + "WanAdvancedExtractLastImages", + "WanAdvancedI2V", + "WanFirstMiddleLastFrameToVideo", + "WanFourFrameReferenceUltimate", + "WanMultiFrameRefToVideo", + "WanMultiImageLoader" + ], + { + "title_aux": "ComfyUI-Wan22FMLF" + } + ], + "https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer": [ + [ + "WanAnimateModelEnhancer", + "WanAnimateToVideoEnhanced" + ], + { + "title_aux": "ComfyUI-WanAnimate-Enhancer" + } + ], + "https://github.com/wallen0322/ComfyUI-qwenmultianglelight": [ + [ + "QwenMultiangleLightningNode" + ], + { + "title_aux": "ComfyUI-qwenmultianglelight" + } + ], + "https://github.com/wallish77/wlsh_nodes": [ + [ + "Build Filename String (WLSH)", + "CLIP +/- w/Text Unified (WLSH)", + "CLIP Positive-Negative (WLSH)", + "CLIP Positive-Negative XL (WLSH)", + "CLIP Positive-Negative XL w/Text (WLSH)", + "CLIP Positive-Negative w/Text (WLSH)", + "Checkpoint Loader w/Name (WLSH)", + "Empty Latent by Pixels (WLSH)", + "Empty Latent by Ratio (WLSH)", + "Empty Latent by Size (WLSH)", + "Generate Border Mask (WLSH)", + "Grayscale Image (WLSH)", + "Image Load with Metadata (WLSH)", + "Image Save with Prompt (WLSH)", + "Image Save with Prompt File (WLSH)", + "Image Save with Prompt/Info (WLSH)", + "Image Save with Prompt/Info File (WLSH)", + "Image Scale By Factor (WLSH)", + "Image Scale by Shortside (WLSH)", + "KSamplerAdvanced (WLSH)", + "Multiply Integer (WLSH)", + "Outpaint to Image (WLSH)", + "Prompt Weight (WLSH)", + "Quick Resolution Multiply (WLSH)", + "Resolutions by Ratio (WLSH)", + "SDXL Quick Empty Latent (WLSH)", + "SDXL Quick Image Scale (WLSH)", + "SDXL Resolutions (WLSH)", + "SDXL Steps (WLSH)", + "Save Positive Prompt(WLSH)", + "Save Prompt (WLSH)", + "Save Prompt/Info (WLSH)", + "Seed and Int (WLSH)", + "Seed to Number (WLSH)", + "Simple Pattern Replace (WLSH)", + "Simple String Combine (WLSH)", + "Time String (WLSH)", + "Upscale by Factor with Model (WLSH)", + "VAE Encode for Inpaint w/Padding (WLSH)" + ], + { + "title_aux": "wlsh_nodes" + } + ], + "https://github.com/wangyff-code/ComfyUI-PixelArt-Converter": [ + [ + "PixelArtConverter" + ], + { + "title_aux": "ComfyUI PixelArt Converter" + } + ], + "https://github.com/wanjin123111/ComfyUI-3D-Human-Pose": [ + [ + "ThreeD_Human_Pose" + ], + { + "title_aux": "ComfyUI-3D-Human-Pose" + } + ], + "https://github.com/wasilone11/comfyui-pvm-node": [ + [ + "SyncPVMessengerNode" + ], + { + "title_aux": "ComfyUI Sync PVM Node" + } + ], + "https://github.com/wasilone11/comfyui-sync-lipsync-node": [ + [ + "SyncLipsyncInputNode", + "SyncLipsyncMainNode", + "SyncLipsyncOutputNode" + ], + { + "title_aux": "ComfyUI Sync Lipsync Node" + } + ], + "https://github.com/watarika/ComfyUI-SendToEagle-w-Metadata": [ + [ + "CreateExtraMetadata", + "SendToEagleWithMetadata", + "SendToEagleWithMetadataSimple" + ], + { + "title_aux": "ComfyUI-SendToEagle-w-Metadata" + } + ], + "https://github.com/wawahuy/ComfyUI-HTTP": [ + [ + "Base64ToImage", + "HTTPAuth", + "HTTPConvertJSON", + "HTTPDelete", + "HTTPDisplayResult", + "HTTPFileUpload", + "HTTPFormData", + "HTTPFormDataConcat", + "HTTPFormDataItem", + "HTTPFormFileItem", + "HTTPFormImageItem", + "HTTPFormTextItem", + "HTTPGet", + "HTTPGetJSONField", + "HTTPHead", + "HTTPImageLoader", + "HTTPOptions", + "HTTPPatch", + "HTTPPost", + "HTTPPut", + "HTTPSessionManager", + "HTTPUtils", + "ImageToBase64" + ], + { + "title_aux": "ComfyUI HTTP - REST API Nodes" + } + ], + "https://github.com/web3nomad/ComfyUI_Invisible_Watermark": [ + [ + "InvisibleWatermarkEncode" + ], + { + "title_aux": "ComfyUI Invisible Watermark" + } + ], + "https://github.com/weberjc/book-cover-finder-comfy": [ + [ + "BookCoverFinder" + ], + { + "title_aux": "BookCoverFinder" + } + ], + "https://github.com/webfiltered/DebugNode-ComfyUI": [ + [ + "WTFDebugNode" + ], + { + "title_aux": "WTF? - a debug node for ComfyUI" + } + ], + "https://github.com/webuilder/WB-ComfyUI-Utils": [ + [ + "WB_AudioDuration" + ], + { + "title_aux": "ComfyUI WB Utils" + } + ], + "https://github.com/weekii/ComfyUI-GGUF-FX": [ + [ + "GGUFModelManager", + "LocalTextModelLoader", + "MultiImageAnalysis", + "MultiImageComparison", + "NexaModelSelector", + "NexaServiceStatus", + "NexaTextGeneration", + "RemoteTextModelSelector", + "SystemPromptConfig", + "TextGeneration", + "TextGenerationNode", + "TextModelLoader", + "VisionLanguageNode", + "VisionLanguageNodeTransformers", + "VisionModelLoader", + "VisionModelLoaderTransformers" + ], + { + "title_aux": "ComfyUI-GGUF-FX" + } + ], + "https://github.com/weekii/comfyui-save-image-pro": [ + [ + "LoadImageFromURLPro", + "LoadMaskFromURLPro", + "SaveImageAdvanced", + "SaveImageSimple" + ], + { + "author": "weekii", + "description": "\u4e13\u4e1a\u7ea7\u56fe\u50cf\u4fdd\u5b58\u63d2\u4ef6\uff0c\u652f\u6301\u591a\u683c\u5f0f\u3001\u81ea\u5b9a\u4e49\u547d\u540d\u548c\u9ad8\u7ea7\u529f\u80fd", + "nickname": "Save Image Pro", + "title": "ComfyUI Save Image Pro", + "title_aux": "comfyui-save-image-pro" + } + ], + "https://github.com/weilin9999/WeiLin-Comfyui-Tools": [ + [ + "WeiLinPromptUI", + "WeiLinPromptUIOnlyLoraStack", + "WeiLinPromptUIWithoutLora" + ], + { + "title_aux": "WeiLin-Comfyui-Tools" + } + ], + "https://github.com/welltop-cn/ComfyUI-TeaCache": [ + [ + "CompileModel", + "TeaCache", + "TeaCacheForCogVideoX" + ], + { + "title_aux": "ComfyUI-TeaCache" + } + ], + "https://github.com/wentao-uw/ComfyUI-template-matching": [ + [ + "IsMaskEmptyNode (template matching)", + "TemplateMatching (template matching)" + ], + { + "title_aux": "ComfyUI template matching" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-editor": [ + [ + "AppendageEditorNode", + "OpenposeEditorNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-editor" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-estimator": [ + [ + "OpenposeEstimatorNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-estimator" + } + ], + "https://github.com/westNeighbor/ComfyUI-ultimate-openpose-render": [ + [ + "OpenposeRenderNode" + ], + { + "title_aux": "ComfyUI-ultimate-openpose-render" + } + ], + "https://github.com/wgedeon/comfyui_play_traversal": [ + [ + "fot_BatchData", + "fot_PlayAct", + "fot_PlayActData", + "fot_PlayContinue", + "fot_PlayData", + "fot_PlayStart", + "fot_Scene", + "fot_SceneBackdrop", + "fot_SceneBackdropData", + "fot_SceneBeat", + "fot_SceneBeatData", + "fot_SceneData" + ], + { + "title_aux": "comfyui_play_traversal" + } + ], + "https://github.com/whatbirdisthat/cyberdolphin": [ + [ + "CyberDolphin GPT-3.5 (Simple)", + "CyberDolphin Gradio", + "CyberDolphin OpenAI (Advanced)", + "CyberDolphin OpenAI Compatible", + "CyberDolphin OpenAI DALL\u00b7E", + "\ud83d\udc2c Gradio ChatInterface", + "\ud83d\udc2c OpenAI Advanced", + "\ud83d\udc2c OpenAI Compatible", + "\ud83d\udc2c OpenAI DALL\u00b7E", + "\ud83d\udc2c OpenAI Simple" + ], + { + "title_aux": "cyberdolphin" + } + ], + "https://github.com/whmc76/ComfyUI-Openpose-Editor-Plus": [ + [ + "CDL.OpenPoseEditorPlus" + ], + { + "title_aux": "ComfyUI-Openpose-Editor-Plus" + } + ], + "https://github.com/whmc76/ComfyUI-RemoveBackgroundSuite": [ + [ + "BiRefNetUltra_RBS", + "MaskProcessDetails_RBS", + "TransparentBackgroundUltra_RBS" + ], + { + "title_aux": "ComfyUI-RemoveBackgroundSuite" + } + ], + "https://github.com/whmc76/ComfyUI-UniversalToolkit": [ + [ + "APIImageGenerator_UTK", + "AudioCropProcessUTK", + "BboxVisualize_UTK", + "BestContextWindow_UTK", + "BlockifyMask_UTK", + "CheckMask_UTK", + "ColorMatch_UTK", + "ColorToMask_UTK", + "CropByMask_UTK", + "DepthMapBlur_UTK", + "EmptyUnitGenerator_UTK", + "Extract_Video_Frames_UTK", + "FillMaskedArea_UTK", + "GetImageRangeFromBatch_UTK", + "ImageAndMaskPreview_UTK", + "ImageBlendAdvance_UTK", + "ImageCombineAlpha_UTK", + "ImageConcatenateMulti_UTK", + "ImageConcatenate_UTK", + "ImageCropByMaskAndResize_UTK", + "ImageMaskScaleAs_UTK", + "ImagePadForOutpaintMasked_UTK", + "ImageRatioDetector_UTK", + "ImageRemoveAlpha_UTK", + "ImageScaleByAspectRatio_UTK", + "ImageScaleRestore_UTK", + "ImitationHueNode_UTK", + "LazySwitchKJ_UTK", + "LoadAudioPlusFromPath_UTK", + "LoadKontextPresets_UTK", + "LoraInfo_UTK", + "MaskAdd_UTK", + "MaskAnd_UTK", + "MaskSub_UTK", + "MathExpression_UTK", + "PurgeVRAM_UTK", + "ResizeImageVerKJ_UTK", + "RestoreCropBox_UTK", + "SeparateMasks_UTK", + "ShowAny_UTK", + "TextBoxNode_UTK", + "TextConcatenate_UTK", + "TextTranslatorAPI_UTK", + "ThinkRemover_UTK", + "Video_Prompt_Helper" + ], + { + "title_aux": "ComfyUI-UniversalToolkit" + } + ], + "https://github.com/wildminder/ComfyUI-Chatterbox": [ + [ + "ChatterboxTTS", + "ChatterboxVC" + ], + { + "title_aux": "ComfyUI-Chatterbox" + } + ], + "https://github.com/wildminder/ComfyUI-DyPE": [ + [ + "DyPE_FLUX" + ], + { + "title_aux": "ComfyUI-DyPE" + } + ], + "https://github.com/wildminder/ComfyUI-KEEP": [ + [ + "KEEP_FaceUpscaleImage", + "KEEP_ModelLoader", + "KEEP_ProcessImageSequence" + ], + { + "title_aux": "ComfyUI-KEEP" + } + ], + "https://github.com/wildminder/ComfyUI-KaniTTS": [ + [ + "KaniTTS" + ], + { + "title_aux": "ComfyUI-KaniTTS" + } + ], + "https://github.com/wildminder/ComfyUI-VibeVoice": [ + [ + "VibeVoiceTTS" + ], + { + "title_aux": "ComfyUI-VibeVoice" + } + ], + "https://github.com/wildminder/ComfyUI-VoxCPM": [ + [ + "VoxCPM_DatasetMaker", + "VoxCPM_LoraTrainer", + "VoxCPM_TTS", + "VoxCPM_TrainConfig" + ], + { + "title_aux": "ComfyUI-VoxCPM" + } + ], + "https://github.com/willchil/ComfyUI-Environment-Visualizer": [ + [ + "EnvironmentVisualizer", + "InterpolateEdges", + "MapEquirectangular" + ], + { + "title_aux": "ComfyUI-Environment-Visualizer" + } + ], + "https://github.com/willmiao/ComfyUI-Lora-Manager": [ + [ + "DebugMetadataLM", + "LoraCyclerLM", + "LoraLoaderLM", + "LoraPoolLM", + "LoraRandomizerLM", + "LoraStackerLM", + "LoraTextLoaderLM", + "PromptLM", + "SaveImageLM", + "TextLM", + "TriggerWordToggleLM", + "WanVideoLoraSelectLM", + "WanVideoLoraTextSelectLM" + ], + { + "title_aux": "ComfyUI-Lora-Manager" + } + ], + "https://github.com/windfancy/zsq_prompt": [ + [ + "BatchPromptJson", + "BatchPromptSelector", + "ConnectionString", + "DoubleCLIPEncode", + "FaceRestoreCFWithModel", + "FloatMathOperation", + "ImageAddText", + "ImageColorAdapter", + "ImageEmpty", + "IndexString", + "IntMathOperation", + "JoinImageBatch", + "LLMImage", + "LLMText", + "LoadImagesFromFolder", + "MaskToImage", + "OptionString", + "PersonMaskUltraV2", + "PortraitStyler", + "ReActorBuildFaceModel", + "ReActorMakeFaceModelBatch", + "ReActorSaveFaceModel", + "SaveJpgImage", + "StringInput", + "ZSQPixelLatent", + "ZSQRatioLatent", + "ZSQShowINT", + "ZSQShowText", + "ZsqLatent", + "checkpoint_sampler", + "checkpoint_sampler_dualclip", + "checkpoint_sampler_tripleclip", + "checkpoint_sampler_unet", + "controlnetStack", + "controlnetStack_2", + "face_reactor", + "face_reactor_plus", + "imageConcat", + "imageCount", + "imageCrop", + "imageDetailTransfer", + "imageFilter", + "imageFlip", + "imageGaussianBlur", + "imageRGB", + "imageRatio", + "imageResize", + "imageRotate", + "imageSaveSimple", + "imageScaleDown", + "imageScaleDownBy", + "imageSharpen", + "imageSize", + "imageTilesFromBatch", + "imagesSplitImage", + "loraStack", + "loraStack_2", + "stylesSelector", + "zsq_rmbg", + "zsqcheckpoint", + "zsqcontrolnet", + "zsqsampler" + ], + { + "title_aux": "zsq_prompt" + } + ], + "https://github.com/wings6407/ComfyUI_HBH-image_overlay": [ + [ + "HBH_ImageCoordinatePicker", + "HBH_ImageCoordinatePreview", + "HBH_ImageInteractivePicker", + "HBH_ImageOverlay", + "HBH_ImageOverlayPreview", + "HBH_ImagePreview" + ], + { + "title_aux": "ComfyUI_HBH-image_overlay" + } + ], + "https://github.com/wirytiox/ComfyUI-SelectStringFromListWithIndex": [ + [ + "StringFromList" + ], + { + "title_aux": "ComfyUI-SelectStringFromListWithIndex" + } + ], + "https://github.com/withmpx/mpx-comfyui-nodes": [ + [ + "Agent_PickBestImageFromList", + "Agent_ReflectionOnImageList", + "ImagesTo3DModels", + "LoadImageData", + "ObjectListToImageList", + "PickFromList", + "SaveModelsToDisk", + "ShowList", + "ShowString", + "StringListToStringList", + "StringListToText", + "TextToImage", + "TextToList", + "TextToObjectList", + "TextToScriptBreakdown", + "TextToStory", + "TextToText", + "TransformObjectList", + "TwoTextToText" + ], + { + "title_aux": "mpx-comfyui-nodes" + } + ], + "https://github.com/wizdroid/wizdroid-character": [ + [ + "WizdroidBackground", + "WizdroidCharacterEdit", + "WizdroidCharacterPrompt", + "WizdroidContestPrompt", + "WizdroidImageEdit", + "WizdroidLoRADataset", + "WizdroidLoRADatasetValidator", + "WizdroidLoRATrainer", + "WizdroidLoRAValidate", + "WizdroidMetaPrompt", + "WizdroidPhotoAspect", + "WizdroidPromptCombiner", + "WizdroidSceneGenerator" + ], + { + "title_aux": "Wizdroid Character Nodes for ComfyUI" + } + ], + "https://github.com/wjl0313/ComfyUI_KimNodes": [ + [ + "Add_ImageMetadata", + "Bitch_Filter", + "BoundingBox_Cropper", + "Crop_Paste", + "Distribute_Icons", + "Edge_Element_Cropper", + "IconDistributeByGrid", + "Icon_Position_Cropper", + "Image_Classification", + "Image_List_Splitter", + "Image_PixelFilter", + "Image_Resize", + "Image_Square_Pad", + "JSON_Image_Compositor", + "KimFilter", + "KimHDR", + "LoRA_Metadata_Reader", + "LoadImage_Metadata", + "Manual_MetadataInput", + "Mask_Add_Switch", + "Mask_Noise_Cleaner", + "Mask_White_Area_Ratio", + "MaxLength_ImageListSelector", + "Percentage_Cropper", + "Pixelate_Filter", + "Prompt_Loader", + "Prompt_Text", + "Save_Image", + "Seamless_Icon_Generator", + "Seamless_Tiling_Generator", + "Split_Mask", + "Text_Match", + "Text_Processor", + "Transparent_Area_Cropper", + "Transparent_Image_Filter", + "Whitening_Node", + "YOLOWorld_Match", + "YOLO_Crop", + "YOLO_Multi_Crop" + ], + { + "title_aux": "ComfyUI_KimNodes" + } + ], + "https://github.com/wmatson/easy-comfy-nodes": [ + [ + "EZAssocDictNode", + "EZAssocImgNode", + "EZAssocStrNode", + "EZEmptyDictNode", + "EZHttpPostNode", + "EZLoadImgBatchFromUrlsNode", + "EZLoadImgFromUrlNode", + "EZRemoveImgBackground", + "EZS3Uploader" + ], + { + "title_aux": "easy-comfy-nodes" + } + ], + "https://github.com/wmpmiles/comfyui-some-image-processing-stuff": [ + [ + "Blur Mask", + "Color Grading", + "Latent Zero Mask", + "Mask-Crop Inpaint | Post", + "Mask-Crop Inpaint | Pre", + "Mask-Crop | Post", + "Mask-Crop | Pre", + "Resample Image", + "Resample Latent", + "Resample Mask", + "Resampler | Area", + "Resampler | Jinc-Lanczos", + "Resampler | Lanczos", + "Resampler | Mitchell-Netravali", + "Resampler | Nearest-Neighbor", + "Resampler | Triangle", + "Scaler | Area", + "Scaler | Fixed", + "Scaler | Megapixels", + "Scaler | Pixel Deltas", + "Scaler | Side", + "Scaler | Sides Unlinked" + ], + { + "title_aux": "comfyui-some-image-processing-stuff" + } + ], + "https://github.com/woct0rdho/ComfyUI-RadialAttn": [ + [ + "PatchRadialAttn" + ], + { + "title_aux": "ComfyUI-RadialAttn" + } + ], + "https://github.com/wolfden/ComfyUi_PromptStylers": [ + [ + "SDXLPromptStylerAll", + "SDXLPromptStylerHorror", + "SDXLPromptStylerMisc", + "SDXLPromptStylerbyArtist", + "SDXLPromptStylerbyCamera", + "SDXLPromptStylerbyComposition", + "SDXLPromptStylerbyCyberpunkSurrealism", + "SDXLPromptStylerbyDepth", + "SDXLPromptStylerbyEnvironment", + "SDXLPromptStylerbyFantasySetting", + "SDXLPromptStylerbyFilter", + "SDXLPromptStylerbyFocus", + "SDXLPromptStylerbyImpressionism", + "SDXLPromptStylerbyLighting", + "SDXLPromptStylerbyMileHigh", + "SDXLPromptStylerbyMood", + "SDXLPromptStylerbyMythicalCreature", + "SDXLPromptStylerbyOriginal", + "SDXLPromptStylerbyQuantumRealism", + "SDXLPromptStylerbySteamPunkRealism", + "SDXLPromptStylerbySubject", + "SDXLPromptStylerbySurrealism", + "SDXLPromptStylerbyTheme", + "SDXLPromptStylerbyTimeofDay", + "SDXLPromptStylerbyWyvern", + "SDXLPromptbyCelticArt", + "SDXLPromptbyContemporaryNordicArt", + "SDXLPromptbyFashionArt", + "SDXLPromptbyGothicRevival", + "SDXLPromptbyIrishFolkArt", + "SDXLPromptbyRomanticNationalismArt", + "SDXLPromptbySportsArt", + "SDXLPromptbyStreetArt", + "SDXLPromptbyVikingArt", + "SDXLPromptbyWildlifeArt" + ], + { + "title_aux": "SDXL Prompt Styler (customized version by wolfden)" + } + ], + "https://github.com/wolfden/ComfyUi_String_Function_Tree": [ + [ + "StringFunction" + ], + { + "title_aux": "ComfyUi_String_Function_Tree" + } + ], + "https://github.com/wootwootwootwoot/ComfyUI-RK-Sampler": [ + [ + "RungeKuttaSampler" + ], + { + "author": "wootwootwootwoot", + "description": "Batched Runge-Kutta Samplers for ComfyUI", + "nickname": "ComfyUI-RK-Sampler", + "title": "ComfyUI-RK-Sampler", + "title_aux": "ComfyUI-RK-Sampler" + } + ], + "https://github.com/wouterverweirder/comfyui-penplotter": [ + [ + "DisengagePlotter", + "ImageToCenterline", + "OptimizeSVG", + "PlotSVG" + ], + { + "title_aux": "ComfyUI PenPlotter" + } + ], + "https://github.com/wouterverweirder/comfyui_live_input_stream": [ + [ + "be.aboutme.comfyui.live_input_stream.mjpeg_stream_capture_advanced", + "be.aboutme.comfyui.live_input_stream.screen_capture_advanced", + "be.aboutme.comfyui.live_input_stream.webcam_capture_advanced" + ], + { + "title_aux": "comfyui_live_input_stream" + } + ], + "https://github.com/wouterverweirder/comfyui_sam3": [ + [ + "MaskOutline", + "SAM3Segmentation", + "SEGSToRectangle" + ], + { + "title_aux": "ComfyUI SAM3" + } + ], + "https://github.com/wqjuser/ComfyUI-Chat-Image": [ + [ + "LLMImageDescription" + ], + { + "title_aux": "ComfyUI-Chat-Image" + } + ], + "https://github.com/writer-in-fancy-pants/octo_json_presets": [ + [ + "Anything into string", + "Load Experiment Presets Json", + "Model Presets", + "Save Experiment Presets Json" + ], + { + "title_aux": "Octo Json Presets" + } + ], + "https://github.com/wu12023/ComfyUI-Image-Evaluation": [ + [ + "Clip_Score-\ud83d\udd2c", + "Dino_Score-\ud83d\udd2c" + ], + { + "title_aux": "ComfyUI-Image-Evaluation" + } + ], + "https://github.com/wujm424606/ComfyUi-Ollama-YN": [ + [ + "MyOllamaDeleteModel", + "MyOllamaGenerate", + "MyOllamaGenerateAdvance", + "MyOllamaLoadContext", + "MyOllamaSaveContext", + "MyOllamaSpecialGenerateAdvance", + "MyOllamaVision" + ], + { + "title_aux": "ComfyUi-Ollama-YN" + } + ], + "https://github.com/wutipong/ComfyUI-TextUtils": [ + [ + "Text Utils - Join N-Elements of String List", + "Text Utils - Join String List", + "Text Utils - Join Strings", + "Text Utils - Split String to List" + ], + { + "title_aux": "ComfyUI-TextUtils" + } + ], + "https://github.com/wwwins/ComfyUI-Simple-Aspect-Ratio": [ + [ + "SimpleAspectRatio" + ], + { + "title_aux": "ComfyUI-Simple-Aspect-Ratio" + } + ], + "https://github.com/wwzhifeng/comfyui-jsonprompt": [ + [ + "JSONPromptBuilder" + ], + { + "title_aux": "comfyui-jsonprompt" + } + ], + "https://github.com/wywywywy/ComfyUI-pause": [ + [ + "PauseWorkflowNode" + ], + { + "title_aux": "ComfyUI Pause Workflow Node" + } + ], + "https://github.com/wzken/ComfyUI-Steganos-Node": [ + [ + "SteganosNode" + ], + { + "title_aux": "Steganos Node for ComfyUI" + } + ], + "https://github.com/wzyfromhust/ComfyUI_SAM2UltraV2": [ + [ + "SAM2UltraV2: Crop", + "SAM2UltraV2: LoadModel", + "SAM2UltraV2: MaskKeepLargestN", + "SAM2UltraV2: UpperBody" + ], + { + "author": "chflame", + "description": "A set of nodes for ComfyUI that can composite layer and mask to achieve Photoshop like functionality.", + "nickname": "LayerStyle", + "title": "LayerStyle", + "title_aux": "ComfyUI_SAM2UltraV2" + } + ], + "https://github.com/x0x0b/ComfyUI-PromptHistoryGallery": [ + [ + "PromptHistoryInput" + ], + { + "title_aux": "Prompt History Gallery" + } + ], + "https://github.com/x0x0b/ComfyUI-spritefusion-pixel-snapper": [ + [ + "PixelSnapper" + ], + { + "title_aux": "ComfyUI-spritefusion-pixel-snapper" + } + ], + "https://github.com/xLegende/ComfyUI-Prompt-Formatter": [ + [ + "CategorizedPromptAnalyzer", + "CategorizedPromptFormatter", + "CategorizedRandomPromptFormatter", + "WildcardImporter" + ], + { + "title_aux": "ComfyUI-Prompt-Formatter" + } + ], + "https://github.com/xXAdonesXx/NodeGPT": [ + [ + "AppendAgent", + "Assistant", + "Chat", + "ChatGPT", + "CombineInput", + "Conditioning", + "CostumeAgent_1", + "CostumeAgent_2", + "CostumeMaster_1", + "Critic", + "DisplayString", + "DisplayTextAsImage", + "EVAL", + "Engineer", + "Executor", + "GroupChat", + "Image_generation_Conditioning", + "LM_Studio", + "LoadAPIconfig", + "LoadTXT", + "MemGPT", + "Memory_Excel", + "Model_1", + "Ollama", + "Output2String", + "Planner", + "Scientist", + "TextCombine", + "TextGeneration", + "TextGenerator", + "TextInput", + "TextOutput", + "UserProxy", + "llama-cpp", + "llava", + "oobaboogaOpenAI" + ], + { + "title_aux": "NodeGPT" + } + ], + "https://github.com/xela-io/ComfyUI-HairDetailer": [ + [ + "HairColorAnalyzer", + "HairDetailEnhancer", + "HairDetector", + "HairDetectorAdvanced", + "HairMaskRefiner", + "HairRegionPrompt" + ], + { + "title_aux": "ComfyUI-HairDetailer" + } + ], + "https://github.com/xela-io/ComfyUI-RegionalPrompting": [ + [ + "MaskFromRegions", + "MaskRegionCreator", + "RegionalConditioningCombiner", + "RegionalPromptComposer", + "SimpleRegionalPrompt" + ], + { + "title_aux": "ComfyUI-RegionalPrompting" + } + ], + "https://github.com/xfgexo/EXO-Custom-ComfyUI-Nodes": [ + [ + "ComfyUI_EXO_Clip_Text_Encode", + "ComfyUI_EXO_DisplayText", + "ComfyUI_EXO_FluxSampler", + "ComfyUI_EXO_FluxSamplerMini", + "ComfyUI_EXO_ImageRescale", + "ComfyUI_EXO_LatentImageSize", + "ComfyUI_EXO_LatentImageSizeX", + "ComfyUI_EXO_Notes", + "ComfyUI_EXO_NumericValue", + "ComfyUI_EXO_PromptBuilderDeluxe", + "ComfyUI_EXO_SaveText", + "ComfyUI_EXO_TranslateText" + ], + { + "title_aux": "EXO Custom ComfyUI Nodes" + } + ], + "https://github.com/xhh522/ComfyUI-preview-monitor": [ + [ + "HybridPreviewImageMonitor", + "PreviewImageMonitor" + ], + { + "title_aux": "ComfyUI Preview Monitor" + } + ], + "https://github.com/xhiroga/ComfyUI-FramePackWrapper_PlusOne": [ + [ + "DownloadAndLoadFramePackModel", + "FramePackFindNearestBucket", + "FramePackLoraSelect", + "FramePackSampler", + "FramePackSampler_F1", + "FramePackSingleFrameResizeSampler", + "FramePackSingleFrameSampler", + "FramePackTimestampedTextEncode", + "FramePackTorchCompileSettings", + "LoadFramePackModel", + "ReferenceEmbedsList", + "ReferenceLatentList", + "ReferenceMaskList" + ], + { + "title_aux": "ComfyUI-FramePackWrapper_PlusOne" + } + ], + "https://github.com/xiangyuT/ComfyUI-PromptEnhance": [ + [ + "PromptEnhance", + "PromptEnhanceAdvanced" + ], + { + "title_aux": "ComfyUI-PromptEnhance" + } + ], + "https://github.com/xiaogui8dangjia/Comfyui-imagetoSTL": [ + [ + "ImageToSTLNode" + ], + { + "title_aux": "Comfyui-imagetoSTL" + } + ], + "https://github.com/xiaoshengyvlin/ComfyUI-MetaData-ZaKo": [ + [ + "MetaDataZaKo" + ], + { + "title_aux": "ComfyUI-MetaData-ZaKo" + } + ], + "https://github.com/xiaowc-lib/comfyui-dynamic-params": [ + [ + "DynamicParams" + ], + { + "title_aux": "Comfyui-Dynamic-Params" + } + ], + "https://github.com/xiaoxiaodesha/hd_node": [ + [ + "Combine HDMasks", + "Cover HDMasks", + "HD FaceIndex", + "HD GetMaskArea", + "HD Image Levels", + "HD SmoothEdge", + "HD UltimateSDUpscale" + ], + { + "title_aux": "hd-nodes-comfyui" + } + ], + "https://github.com/xingBaGan/ComfyUI-connect-ui": [ + [ + "SaveImageByWebsocket", + "reciveImageByWebsocket" + ], + { + "title_aux": "ComfyUI-connect-ui" + } + ], + "https://github.com/xiujiang1987/ComfyUI-SmartSize": [ + [ + "GetImageSize_Custom" + ], + { + "title_aux": "ComfyUI-SmartSize" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-auto-messaging-realtime": [ + [ + "Auto-MSG-ALL", + "Auto-MSG-Discord-Bot", + "Auto-MSG-Line-Notify", + "Auto-MSG-Telegram-Bot" + ], + { + "title_aux": "ComfyUI-decadetw-auto-messaging-realtime" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-auto-prompt-llm": [ + [ + "Auto-LLM-Chat", + "Auto-LLM-Text", + "Auto-LLM-Text-Vision", + "Auto-LLM-Vision" + ], + { + "title_aux": "ComfyUI-decadetw-auto-prompt-llm" + } + ], + "https://github.com/xlinx/ComfyUI-decadetw-spout-syphon-im-vj": [ + [ + "Im-SD-VJ-SPOUT", + "Im-SD-VJ-SYPHON" + ], + { + "title_aux": "ComfyUI-decadetw-spout-syphon-im-vj" + } + ], + "https://github.com/xliry/ComfyUI_SendDiscord": [ + [ + "SendDiscord" + ], + { + "title_aux": "ComfyUI_SendDiscord" + } + ], + "https://github.com/xmarre/TorchCompileModel_LoRASafe": [ + [ + "TorchCompileModel_LoRASafe" + ], + { + "title_aux": "LoRA-Safe TorchCompile" + } + ], + "https://github.com/xobiomesh/ComfyUI_xObiomesh": [ + [ + "OllamaModelSelect", + "OllamaTextGen", + "ShowText_xO", + "xO_ComfyUIPortRunner", + "xO_GetImageFilename", + "xO_LoadRecentFile", + "xO_TestScriptRunner", + "xO_WorkflowRunner" + ], + { + "title_aux": "ComfyUI Neural Nodes" + } + ], + "https://github.com/xs315431/Comfyui_Get_promptId": [ + [ + "GetPromptId", + "SuccessCallback", + "UploadVideo" + ], + { + "title_aux": "Comfyui_Get_promptId" + } + ], + "https://github.com/xufengbo1993/ComfyUI-ZFL-JSON-Extractor": [ + [ + "JSONExtractorFourWay" + ], + { + "title_aux": "ComfyUI-ZFL-JSON-Extractor" + } + ], + "https://github.com/xuheyao/comfyui-dinov3-point-prompt": [ + [ + "DINOv3Loader", + "DINOv3PointCollector", + "DINOv3Process", + "DINOv3Similarity" + ], + { + "title_aux": "comfyui-dinov3-point-prompt" + } + ], + "https://github.com/xuhongming251/ComfyUI-GPEN": [ + [ + "FaceEnhancement" + ], + { + "title_aux": "ComfyUI-GPEN" + } + ], + "https://github.com/xuhongming251/ComfyUI-InfiniteTalk-MultiImage": [ + [ + "GetFloatByIndex", + "GetIntByIndex", + "InfiniteTalkEmbedsSlice", + "InfiniteTalkMultiImage", + "MakeBatchFromFloatList", + "MakeBatchFromIntList", + "VideoFromPathsAndAudio" + ], + { + "title_aux": "ComfyUI-InfiniteTalk-MultiImage" + } + ], + "https://github.com/xuhongming251/ComfyUI-Jimeng": [ + [ + "JimengAPIClient", + "JimengFirstLastFrame2Video", + "JimengImage2Video", + "PreviewVideoFromUrl" + ], + { + "title_aux": "ComfyUI-Jimeng" + } + ], + "https://github.com/xuhongming251/ComfyUI-MuseTalkUtils": [ + [ + "MuseTalkPostprocess", + "MuseTalkPreprocess", + "MuseTalkTrain", + "MuseTalkTrainPreprocess" + ], + { + "title_aux": "ComfyUI-MuseTalkUtils" + } + ], + "https://github.com/xuhongming251/ComfyUI_Camera": [ + [ + "Load Image From Local Camera", + "Save Image To Local Camera" + ], + { + "title_aux": "ComfyUI_Camera" + } + ], + "https://github.com/yamanacn/comfyui_kontext_Analyze": [ + [ + "KontextDuoImageAnalyzer" + ], + { + "title_aux": "ComfyUI Kontext Duo Image Analyzer" + } + ], + "https://github.com/yangrui511/ComfyUI-Text-Preserve": [ + [ + "TextPreserveNode" + ], + { + "title_aux": "ComfyUI-Text-Preserve" + } + ], + "https://github.com/yanhuifair/comfyui-janus": [ + [ + "JanusProImageGenerationNode", + "JanusProModelLoaderNode", + "JanusProMultimodalUnderstandingNode" + ], + { + "title_aux": "comfyui-janus" + } + ], + "https://github.com/yanlang0123/ComfyUI_Lam": [ + [ + "AppParams", + "AspectRatio", + "AudioBeforeAfterSilence", + "AutioInfo", + "AutioPath", + "DoWhileEnd", + "DoWhileStart", + "EasyPromptSelecto", + "FaceFusion", + "ForEnd", + "ForInnerEnd", + "ForInnerStart", + "ForStart", + "IdentifyingQR", + "IfInnerExecute", + "Image2Video", + "ImageAddMask", + "ImageBlank", + "ImageClone", + "ImageCropFaces", + "ImageLama", + "ImageToMasks", + "JyAnimationGroup", + "JyAnimationIn", + "JyAnimationOut", + "JyAudio2CaptionsGroup", + "JyAudioNative", + "JyAudioTrack", + "JyCaptionsNative", + "JyCaptionsTrack", + "JyEffectNative", + "JyEffectTrack", + "JyMediaAnimation", + "JyMediaNative", + "JyMediaTrack", + "JyMultiAudioGroup", + "JyMultiCaptionsGroup", + "JyMultiEffectGroup", + "JyMultiMediaGroup", + "JySaveDraft", + "JySaveNoOutDraft", + "JySaveNotOutDraft", + "JySaveOutDraft", + "JyTransition", + "LAM.OpenPoseEditorPlus", + "LamCommonHidden", + "LamCommonNames", + "LamCommonPrint", + "LamCommonPrintNoOutput", + "LamFaceAnalysisModels", + "LamGetPngInfo", + "LamHeyGemNode", + "LamHeyGemQueryNode", + "LamIndexTTS2AdvancedParams", + "LamIndexTTS2Node0", + "LamIndexTTS2Node1", + "LamIndexTTS2Node2", + "LamIndexTTS2Node3", + "LamIndexTTS2UnloadModel", + "LamLoadImageBase64", + "LamLoadPathImage", + "LamLoadVideo", + "LamPanorama2Spherical", + "LamReadFileList", + "LamSamplerName", + "LamSaveAudio", + "LamSaveOnly", + "LamSaveVideo", + "LamScheduler", + "LamSpherical2Panorama", + "LamSwitchMiddle", + "LamSwitchStart", + "LamSwitcherCase", + "LamViewVideo", + "LamViewVideoOut", + "LoadDirImgPaths", + "LoadImagePath", + "LoadReplaceImage", + "LongTextToList", + "MultiControlNetApply", + "MultiGLIGENTextBoxApply", + "MultiIPAdapterRegional", + "MultiIntFormula", + "MultiMergeAudio", + "MultiMergeVideos", + "MultiParamFormula", + "MultiTextConcatenate", + "MultiTextEncode", + "MultiTextEncodeAdvanced", + "MultiTextSelelct", + "MultiTextSetArea", + "MultiTextSetGligen", + "MultiTextSetMask", + "OpenAiPrompt", + "OutDoWhileEnd", + "OutDoWhileStart", + "PreviewImageLam", + "PromptTranslator", + "QRCode", + "QwenImageEditNode", + "QwenImageNode", + "SaveImageLam", + "SaveImgOutputLam", + "SectionEnd", + "SectionStart", + "StyleSelecto", + "Text2AutioEdgeTts", + "TextListSelelct", + "VideoAddAudio", + "VideoExtractAudio", + "VideoFaceFusion", + "VideoPath", + "WaitImagSelector", + "ZhPromptTranslator" + ], + { + "title_aux": "ComfyUI_Lam" + } + ], + "https://github.com/yannickcruz/ComfyUI_YSC_HighResFix": [ + [ + "YSC_HighresFix" + ], + { + "title_aux": "ComfyUI YSC HighRes-Fix" + } + ], + "https://github.com/yano/comfyui-fast-mosaic-detector": [ + [ + "MosaicDetectionNode" + ], + { + "title_aux": "ComfyUI Fast Mosaic Detector" + } + ], + "https://github.com/yasser-baalla/comfyUI-SemanticImageFetch": [ + [ + "ColorGradeSampler", + "ColorGrading", + "SemanticImageFetch" + ], + { + "title_aux": "comfyUI-SemanticImageFetch" + } + ], + "https://github.com/ycchanau/ComfyUI_Preview_Magnifier": [ + [ + "YC.ImageComparerMagnifier", + "YC.PreviewImageMagnifier", + "YC.XYPreviewImageMagnifier" + ], + { + "title_aux": "ComfyUI Preview Magnifier" + } + ], + "https://github.com/ycyy/ComfyUI-YCYY-API": [ + [ + "YCYY_API_Config_Options", + "YCYY_API_Proxy_Options", + "YCYY_Gemini_Image_API", + "YCYY_Gemini_Image_Preset", + "YCYY_Gemini_STT_API", + "YCYY_Gemini_TTS_API", + "YCYY_ModelScope_Image_API", + "YCYY_Ollama_LLM_API", + "YCYY_Ollama_LLM_Advanced_Options", + "YCYY_Ollama_VLM_API" + ], + { + "title_aux": "ComfyUI-YCYY-API" + } + ], + "https://github.com/ycyy/ComfyUI-YCYY-LoraInfo": [ + [ + "LoraInfo" + ], + { + "title_aux": "ComfyUI-YCYY-LoraInfo" + } + ], + "https://github.com/yeeyou/ComfyUI-OpenAI-Compatible-API": [ + [ + "OpenAICompatibleLLM" + ], + { + "title_aux": "ComfyUI OpenAI Compatible API Node" + } + ], + "https://github.com/yffyhk/comfyui_auto_danbooru": [ + [ + "GetDanbooru", + "TagEncode" + ], + { + "title_aux": "comfyui_auto_danbooru" + } + ], + "https://github.com/yhayano-ponotech/ComfyUI-Fal-API-Flux": [ + [ + "FalAPIFluxControlNetConfigNode", + "FalAPIFluxControlNetUnionConfigNode", + "FalAPIFluxDevCannyWithLoraNode", + "FalAPIFluxDevImageToImageNode", + "FalAPIFluxDevNode", + "FalAPIFluxDevWithLoraAndControlNetImageToImageNode", + "FalAPIFluxDevWithLoraAndControlNetInpaintNode", + "FalAPIFluxDevWithLoraAndControlNetNode", + "FalAPIFluxDevWithLoraImageToImageNode", + "FalAPIFluxDevWithLoraInpaintNode", + "FalAPIFluxDevWithLoraNode", + "FalAPIFluxLoraConfigNode", + "FalAPIFluxProCannyNode", + "FalAPIFluxProDepthNode", + "FalAPIFluxProFillNode", + "FalAPIFluxProNode", + "FalAPIFluxProReduxNode", + "FalAPIFluxProV11Node", + "FalAPIFluxProV11UltraNode" + ], + { + "title_aux": "ComfyUI-Fal-API-Flux" + } + ], + "https://github.com/yhayano-ponotech/comfyui-save-image-local": [ + [ + "Local Save" + ], + { + "title_aux": "ComfyUI Local Save Node" + } + ], + "https://github.com/yhayano-ponotech/comfyui-stability-ai-api": [ + [ + "StabilityControlSketch", + "StabilityControlStructure", + "StabilityControlStyle", + "StabilityEdit", + "StabilityImageCore", + "StabilityImageSD3", + "StabilityImageToVideo", + "StabilityImageUltra", + "StabilityUpscaleConservative", + "StabilityUpscaleCreative", + "StabilityUpscaleFast" + ], + { + "title_aux": "ComfyUI-Stability-AI-API" + } + ], + "https://github.com/yichengup/ComfyUI-LinearTransition": [ + [ + "GradientTransition", + "LinearTransition" + ], + { + "title_aux": "ComfyUI-LinearTransition" + } + ], + "https://github.com/yichengup/ComfyUI-VideoTransition": [ + [ + "CubeRotationNode", + "VideoBlindsTransitionNode", + "VideoBlinkTransitionNode", + "VideoCheckerboardTransitionNode", + "VideoCrossfadeNode", + "VideoCubeRotationAdvancedNode", + "VideoCubeTransitionNode", + "VideoExplosionTransitionNode", + "VideoFlip3DTransitionNode", + "VideoGlitchArtEnhancedNode", + "VideoGlitchArtTransitionNode", + "VideoPageTurnNode", + "VideoShakeTransitionNode", + "VideoWarpTransitionNode" + ], + { + "title_aux": "ComfyUI-VideoTransition" + } + ], + "https://github.com/yichengup/ComfyUI-YCNodes": [ + [ + "AdvancedImageSelector", + "DynamicThreshold", + "ImageBatchSelector", + "ImageBlendMaskFitCover", + "ImageBlendResize", + "ImageIC", + "ImageICAdvanced", + "ImageLoaderAdvanced", + "ImageMirror", + "ImageMosaic", + "ImageRotate", + "ImageScaleRestoreV2_YC", + "ImageSelector", + "ImageUpscaleTiled", + "IrregularToEllipseMask", + "LoadImagesFromFolder", + "MaskBatchComposite", + "MaskBatchCopy", + "MaskComposite", + "MaskContourFillNode", + "MaskCropRestore_YC", + "MaskCrop_YC", + "MaskFilterBySolidity", + "MaskFromBatch", + "MaskPreviewNode", + "MaskRepeatBatch", + "MaskResizeToRatio", + "MaskSmartValleySplit", + "MaskSplitFilter", + "MaskTopNFilter", + "TextKeyword", + "YC Extract Number", + "YC Mask Condition Switch", + "YC Seed List", + "YC Super Selector", + "YC Text Condition Switch", + "YC Text Index Switch", + "YC Universal Gate", + "YCImageAccumulator", + "YCImageSmartCrop", + "YCImageSmartPad", + "YCImageTile", + "YCImageUntile", + "YCMaskBlur", + "YCMaskDirectionExpand", + "YCMaskRatioPadCrop", + "YCRemapMaskRange", + "YCTextImageGenerator", + "YC_FiveTextCombineNode", + "YC_Image_Save", + "YC_MaskColorOverlay", + "YC_SingleTextNode", + "YC_textReplaceNode", + "ycImageTilem" + ], + { + "title_aux": "ComfyUI-YCNodes" + } + ], + "https://github.com/yichengup/ComfyUI-YCNodes_Toolkit": [ + [ + "YCLiveLoadImagesMulti", + "YCSwitch", + "YC_ShowText", + "ycBBoxBridge", + "ycCanvasBBox", + "ycCanvasBBoxMask", + "ycimagebrushmask" + ], + { + "title_aux": "ComfyUI-YCNodes_Toolkit" + } + ], + "https://github.com/yichengup/ComfyUI-gaussian_preview": [ + [ + "SavePLY", + "YCGaussianPreview" + ], + { + "title_aux": "ComfyUI-gaussian_preview" + } + ], + "https://github.com/yichengup/ComfyUI_SwiftCut": [ + [ + "SelectImages", + "SelectImagesAdvanced", + "YCImageBatchBlend", + "YCImageColorTrackBindPro", + "YCImageOverlayBlend", + "YCImagePushPullLens", + "YC_Subtitle" + ], + { + "title_aux": "ComfyUI_SwiftCut" + } + ], + "https://github.com/yichengup/ComfyUI_Yc_JanusPro": [ + [ + "ImageAnalyzer", + "JanusChatAnalyzer", + "JanusImageGenerator", + "JanusProLoader" + ], + { + "title_aux": "ComfyUI_Yc_JanusPro" + } + ], + "https://github.com/yichengup/Comfyui-Deepseek": [ + [ + "DeepseekAdvancedNode", + "DeepseekNode", + "DeepseekReasonerNode", + "SiliconDeepseekChat", + "SiliconDeepseekReasoner" + ], + { + "title_aux": "Comfyui-Deepseek" + } + ], + "https://github.com/yichengup/Comfyui-Ycanvas": [ + [ + "CanvasNode" + ], + { + "title_aux": "Comfyui-Ycanvas" + } + ], + "https://github.com/yichengup/Comfyui_Flux_Style_Adjust": [ + [ + "StyleModelAdvancedApply" + ], + { + "title_aux": "Comfyui_Flux_Style_Adjust (Redux)" + } + ], + "https://github.com/yichengup/Comfyui_Redux_Advanced": [ + [ + "StyleAdvancedApply", + "YC_LG_Redux" + ], + { + "title_aux": "Comfyui_Redux_Advanced" + } + ], + "https://github.com/yichengup/comfyui-face-liquify": [ + [ + "FaceLiquifyNode" + ], + { + "title_aux": "comfyui-face-liquify" + } + ], + "https://github.com/yiwangsimple/ComfyUI_DW_Chat": [ + [ + "DeepSeekChatNode", + "DeepSeekTranslator", + "ErrorLogNode", + "ExecutionTime", + "FileBasedChatNode", + "FluxPromptEngineeringNode", + "Gemini1_5Text", + "Gemini1_5Vision", + "GeminiFluxPrompt", + "Gemma2PromptNode", + "GemmaDialogueNode", + "GithubLinkNode", + "GroqChatNode", + "MoonshotMultiChatNode", + "MoonshotSingleChatNode", + "OllamaImageToText", + "OllamaPromptExtractor", + "OllamaTextToText", + "PaliGemma3bCaptioner", + "PromptEngineeringNode", + "PromptExtractorNode", + "Qwen2VLCaption", + "Qwen2VLLocalCaption", + "SD3LongCaptionerV2", + "SDPromptAgent", + "dwimage2" + ], + { + "title_aux": "ComfyUI_DW_Chat" + } + ], + "https://github.com/yiwangsimple/florence_dw": [ + [ + "Florence2", + "Florence2Postprocess", + "Florence2PostprocessAll", + "LoadFlorence2Model" + ], + { + "title_aux": "florence_dw" + } + ], + "https://github.com/yohji-yohji/comfyui-nanobanana-pro": [ + [ + "Gemini3ProGenerateContent" + ], + { + "title_aux": "comfyui-nanobanana-pro" + } + ], + "https://github.com/yolain/ComfyUI-Easy-DotsOCR": [ + [ + "easy applyDotsOCR", + "easy downloadDotsOCRAndLoadModel" + ], + { + "title_aux": "ComfyUI-Easy-DotsOCR" + } + ], + "https://github.com/yolain/ComfyUI-Easy-Use": [ + [ + "dynamicThresholdingFull", + "easy LLLiteLoader", + "easy XYInputs: CFG Scale", + "easy XYInputs: Checkpoint", + "easy XYInputs: ControlNet", + "easy XYInputs: Denoise", + "easy XYInputs: FluxGuidance", + "easy XYInputs: Lora", + "easy XYInputs: ModelMergeBlocks", + "easy XYInputs: NegativeCond", + "easy XYInputs: NegativeCondList", + "easy XYInputs: PositiveCond", + "easy XYInputs: PositiveCondList", + "easy XYInputs: PromptSR", + "easy XYInputs: Sampler/Scheduler", + "easy XYInputs: Seeds++ Batch", + "easy XYInputs: Steps", + "easy XYPlot", + "easy XYPlotAdvanced", + "easy a1111Loader", + "easy ab", + "easy anythingIndexSwitch", + "easy anythingInversedSwitch", + "easy applyBrushNet", + "easy applyFooocusInpaint", + "easy applyInpaint", + "easy applyPowerPaint", + "easy batchAnything", + "easy blocker", + "easy boolean", + "easy cascadeKSampler", + "easy cascadeLoader", + "easy ckptNames", + "easy cleanGpuUsed", + "easy clearCacheAll", + "easy clearCacheKey", + "easy comfyLoader", + "easy compare", + "easy conditioningIndexSwitch", + "easy controlnetLoader", + "easy controlnetLoader++", + "easy controlnetLoaderADV", + "easy controlnetNames", + "easy controlnetStack", + "easy controlnetStackApply", + "easy convertAnything", + "easy detailerFix", + "easy float", + "easy fluxLoader", + "easy forLoopEnd", + "easy forLoopStart", + "easy fullCascadeKSampler", + "easy fullLoader", + "easy fullkSampler", + "easy globalSeed", + "easy hiresFix", + "easy humanSegmentation", + "easy hunyuanDiTLoader", + "easy icLightApply", + "easy if", + "easy ifElse", + "easy imageBatchToImageList", + "easy imageChooser", + "easy imageColorMatch", + "easy imageConcat", + "easy imageCount", + "easy imageCropFromMask", + "easy imageDetailTransfer", + "easy imageHSVMask", + "easy imageIndexSwitch", + "easy imageInsetCrop", + "easy imageInterrogator", + "easy imageListToImageBatch", + "easy imagePixelPerfect", + "easy imageRatio", + "easy imageRemBg", + "easy imageSave", + "easy imageScaleDown", + "easy imageScaleDownBy", + "easy imageScaleDownToSize", + "easy imageScaleToNormPixels", + "easy imageSize", + "easy imageSizeByLongerSide", + "easy imageSizeBySide", + "easy imageSplitGrid", + "easy imageSplitList", + "easy imageSplitTiles", + "easy imageSwitch", + "easy imageTilesFromBatch", + "easy imageToBase64", + "easy imageToMask", + "easy imageUncropFromBBOX", + "easy imagesCountInDirectory", + "easy imagesSplitImage", + "easy indexAnything", + "easy injectNoiseToLatent", + "easy instantIDApply", + "easy instantIDApplyADV", + "easy int", + "easy ipadapterApply", + "easy ipadapterApplyADV", + "easy ipadapterApplyEmbeds", + "easy ipadapterApplyEncoder", + "easy ipadapterApplyFaceIDKolors", + "easy ipadapterApplyFromParams", + "easy ipadapterApplyRegional", + "easy ipadapterStyleComposition", + "easy isFileExist", + "easy isMaskEmpty", + "easy isNone", + "easy isSDXL", + "easy joinImageBatch", + "easy joyCaption2API", + "easy joyCaption3API", + "easy kSampler", + "easy kSamplerCustom", + "easy kSamplerDownscaleUnet", + "easy kSamplerInpainting", + "easy kSamplerLayerDiffusion", + "easy kSamplerSDTurbo", + "easy kSamplerTiled", + "easy kolorsLoader", + "easy latentCompositeMaskedWithCond", + "easy latentNoisy", + "easy lengthAnything", + "easy loadImageBase64", + "easy loadImagesForLoop", + "easy loraNames", + "easy loraPromptApply", + "easy loraStack", + "easy loraStackApply", + "easy loraSwitcher", + "easy makeImageForICLora", + "easy mathFloat", + "easy mathInt", + "easy mathString", + "easy mochiLoader", + "easy multiAngle", + "easy negative", + "easy outputToList", + "easy pipeBatchIndex", + "easy pipeEdit", + "easy pipeEditPrompt", + "easy pipeIn", + "easy pipeOut", + "easy pipeToBasicPipe", + "easy pixArtLoader", + "easy pixels", + "easy portraitMaster", + "easy poseEditor", + "easy positive", + "easy preDetailerFix", + "easy preMaskDetailerFix", + "easy preSampling", + "easy preSamplingAdvanced", + "easy preSamplingCascade", + "easy preSamplingCustom", + "easy preSamplingDynamicCFG", + "easy preSamplingLayerDiffusion", + "easy preSamplingLayerDiffusionADDTL", + "easy preSamplingNoiseIn", + "easy preSamplingSdTurbo", + "easy prompt", + "easy promptAwait", + "easy promptConcat", + "easy promptLine", + "easy promptList", + "easy promptReplace", + "easy pulIDApply", + "easy pulIDApplyADV", + "easy rangeFloat", + "easy rangeInt", + "easy removeLocalImage", + "easy samLoaderPipe", + "easy saveImageLazy", + "easy saveText", + "easy saveTextLazy", + "easy seed", + "easy seedList", + "easy showAnything", + "easy showAnythingLazy", + "easy showLoaderSettingsNames", + "easy showSpentTime", + "easy showTensorShape", + "easy simpleMath", + "easy simpleMathDual", + "easy sleep", + "easy sliderControl", + "easy stableDiffusion3API", + "easy string", + "easy stringJoinLines", + "easy stringToFloatList", + "easy stringToIntList", + "easy styleAlignedBatchAlign", + "easy stylesSelector", + "easy sv3dLoader", + "easy svdLoader", + "easy textIndexSwitch", + "easy textSwitch", + "easy ultralyticsDetectorPipe", + "easy unSampler", + "easy whileLoopEnd", + "easy whileLoopStart", + "easy wildcards", + "easy wildcardsMatrix", + "easy xyAny", + "easy zero123Loader" + ], + { + "title_aux": "ComfyUI Easy Use" + } + ], + "https://github.com/yolain/SaveVideoRGBA": [ + [ + "SaveVideoRGBA" + ], + { + "title_aux": "SaveVideoRGBA" + } + ], + "https://github.com/yolanother/ComfyUI-Save16bitPng": [ + [ + "SaveImageARGB16PNG" + ], + { + "title_aux": "Save Uncompressed 16 Bit PNG" + } + ], + "https://github.com/yolanother/DTAIComfyImageSubmit": [ + [ + "DTSimpleSubmitImage", + "DTSubmitImage" + ], + { + "title_aux": "Comfy AI DoubTech.ai Image Sumission Node" + } + ], + "https://github.com/yolanother/DTAIComfyLoaders": [ + [ + "DTCLIPLoader", + "DTCLIPVisionLoader", + "DTCheckpointLoader", + "DTCheckpointLoaderSimple", + "DTControlNetLoader", + "DTDiffControlNetLoader", + "DTDiffusersLoader", + "DTGLIGENLoader", + "DTLoadImage", + "DTLoadImageMask", + "DTLoadLatent", + "DTLoraLoader", + "DTLorasLoader", + "DTPreviewImage", + "DTStyleModelLoader", + "DTUpscaleModelLoader", + "DTVAELoader", + "DTunCLIPCheckpointLoader" + ], + { + "title_aux": "Comfy UI Online Loaders" + } + ], + "https://github.com/yolanother/DTAIComfyPromptAgent": [ + [ + "DTPromptAgent", + "DTPromptAgentString" + ], + { + "title_aux": "Comfy UI Prompt Agent" + } + ], + "https://github.com/yolanother/DTAIComfyQRCodes": [ + [ + "QRCode" + ], + { + "title_aux": "Comfy UI QR Codes" + } + ], + "https://github.com/yolanother/DTAIComfyVariables": [ + [ + "DTCLIPTextEncode", + "DTSingleLineStringVariable", + "DTSingleLineStringVariableNoClip", + "FloatVariable", + "IntVariable", + "StringFormat", + "StringFormatSingleLine", + "StringVariable" + ], + { + "title_aux": "Variables for Comfy UI" + } + ], + "https://github.com/yolanother/DTAIImageToTextNode": [ + [ + "DTAIImageToTextNode", + "DTAIImageUrlToTextNode" + ], + { + "title_aux": "Image to Text Node" + } + ], + "https://github.com/yondonfu/ComfyUI-Background-Edit": [ + [ + "BackgroundColor", + "Composite", + "GaussianBlur" + ], + { + "title_aux": "ComfyUI-Background-Edit" + } + ], + "https://github.com/yondonfu/ComfyUI-Torch-Compile": [ + [ + "TorchCompileLoadControlNet", + "TorchCompileLoadVAE" + ], + { + "title_aux": "ComfyUI-Torch-Compile" + } + ], + "https://github.com/yorkane/ComfyUI-KYNode": [ + [ + "KY_AnyByIndex", + "KY_AnyToList", + "KY_BBoxPosition", + "KY_BBoxToXYWH", + "KY_BBoxesToSAM2", + "KY_CreateMask", + "KY_CreateVideoObjectFromPath", + "KY_CropImageByXYWH", + "KY_DummyOut", + "KY_Eval_Python", + "KY_FFmpegAddAudio", + "KY_FFmpegCustomCmd", + "KY_FFmpegImagesToVideo", + "KY_FFmpegTrimVideo", + "KY_FFmpegVideoToImages", + "KY_FilePathAnalyzer-", + "KY_FileSequenceAnalyzer", + "KY_First_NOT_EMPTY", + "KY_GetFromPath", + "KY_ImageCompare", + "KY_ImageCropByBBox", + "KY_JSONToBBox", + "KY_JoinToString", + "KY_LoadImageFrom", + "KY_LoadVideoByPath", + "KY_Load_Images_from_path", + "KY_MathExpression", + "KY_MergeToJSON", + "KY_OpenAICaptionImage", + "KY_OpenAICaptionImages", + "KY_OpenAIChat", + "KY_ReadImage", + "KY_RegexExtractor", + "KY_RegexReplace", + "KY_SaveImageSequence", + "KY_SaveImageToPath", + "KY_SaveVideo", + "KY_ToVideoUrl", + "KY_Uploads", + "KY_VideoCompare", + "KY_isNone", + "KY_restoreBBox", + "KY_toBBox" + ], + { + "title_aux": "ComfyUI-KYNode" + } + ], + "https://github.com/younyokel/comfyui_prompt_formatter": [ + [ + "CLIPTextEncodeFormatter", + "TextAppendFormatter", + "TextOnlyFormatter" + ], + { + "title_aux": "ComfyUI Prompt Formatter" + } + ], + "https://github.com/youyegit/tdxh_node_comfyui": [ + [ + "TdxhBoolNumber", + "TdxhClipVison", + "TdxhControlNetApply", + "TdxhControlNetProcessor", + "TdxhFloatInput", + "TdxhImageToSize", + "TdxhImageToSizeAdvanced", + "TdxhImg2ImgLatent", + "TdxhIntInput", + "TdxhLoraLoader", + "TdxhOnOrOff", + "TdxhReference", + "TdxhStringInput", + "TdxhStringInputTranslator", + "TdxhToggleGuest", + "TdxhToggleMaster" + ], + { + "title_aux": "tdxh_node_comfyui" + } + ], + "https://github.com/ytoaa/ComfyUI-LLM-Client": [ + [ + "QwenSecureE2EEClient" + ], + { + "title_aux": "ComfyUI-LLM-Client" + } + ], + "https://github.com/yuan199696/add_text_2_img": [ + [ + "AddText" + ], + { + "title_aux": "add_text_2_img" + } + ], + "https://github.com/yuan199696/chinese_clip_encode": [ + [ + "ChineseCLIPEncode" + ], + { + "title_aux": "chinese_clip_encode" + } + ], + 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This is required for using Hunyuan Video Image2Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_vision.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/clip_vision/llava_llama3_vision.safetensors", + "size": "649MB" + }, + + { + "name": "LTX-Video 2B v0.9.5 Checkpoint", + "type": "checkpoint", + "base": "LTX-Video", + "save_path": "checkpoints/LTXV", + "description": "LTX-Video is the first DiT-based video generation model capable of generating high-quality videos in real-time. It produces 24 FPS videos at a 768x512 resolution faster than they can be watched. Trained on a large-scale dataset of diverse videos, the model generates high-resolution videos with realistic and varied content.", + "reference": "https://huggingface.co/Lightricks/LTX-Video", + "filename": "ltx-video-2b-v0.9.5.safetensors", + "url": "https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltx-video-2b-v0.9.5.safetensors", + "size": "6.34GB" + }, + { + "name": "kolors/vae/diffusion_pytorch_model.fp16.safetensors", + "type": "VAE", + "base": "Kolors", + "save_path": "vae/kolors", + "description": "Kolors VAE", + "reference": "https://huggingface.co/Kwai-Kolors/Kolors", + "filename": "diffusion_pytorch_model.fp16.safetensors", + "url": "https://huggingface.co/Kwai-Kolors/Kolors/resolve/main/vae/diffusion_pytorch_model.fp16.safetensors", + "size": "167MB" + }, + { + "name": "kolors/vae/diffusion_pytorch_model.safetensors", + "type": "VAE", + "base": "Kolors", + "save_path": "vae/kolors", + "description": "Kolors VAE", + "reference": "https://huggingface.co/Kwai-Kolors/Kolors", + "filename": "diffusion_pytorch_model.safetensors", + "url": "https://huggingface.co/Kwai-Kolors/Kolors/resolve/main/vae/diffusion_pytorch_model.safetensors", + "size": "335MB" + }, + + { + "name": "deepseek-ai/Janus-Pro-1B", + "type": "Janus-Pro", + "base": "Janus-Pro", + "save_path": "Janus-Pro", + "description": "[SNAPSHOT] Janus-Pro-1B model.[w/You cannot download this item on ComfyUI-Manager versions below V3.18]", + "reference": "https://huggingface.co/deepseek-ai/Janus-Pro-1B", + "filename": "", + "url": "deepseek-ai/Janus-Pro-1B", + "size": "7.8GB" + }, + { + "name": "deepseek-ai/Janus-Pro-7B", + "type": "Janus-Pro", + "base": "Janus-Pro", + "save_path": "Janus-Pro", + "description": "[SNAPSHOT] Janus-Pro-7B model.[w/You cannot download this item on ComfyUI-Manager versions below V3.18]", + "reference": "https://huggingface.co/deepseek-ai/Janus-Pro-7B", + "filename": "", + "url": "deepseek-ai/Janus-Pro-7B", + "size": "14.85GB" + }, + + { + "name": "Leoxing/pia.ckpt", + "type": "animatediff-pia", + "base": "SD1.x", + "save_path": "animatediff_models", + "description": "AnimateDiff-PIA Model", + "reference": "https://huggingface.co/Leoxing/PIA/tree/main", + "filename": "pia.ckpt", + "url": "https://huggingface.co/Leoxing/PIA/resolve/main/pia.ckpt", + "size": "1.67GB" + }, + + { + "name": "comfyanonymous/cosmos_cv8x8x8_1.0.safetensors", + "type": "VAE", + "base": "Cosmos-1.0", + "save_path": "default", + "description": "VAE model for Cosmos 1.0", + "reference": "https://huggingface.co/comfyanonymous/cosmos_1.0_text_encoder_and_VAE_ComfyUI/tree/main", + "filename": "cosmos_cv8x8x8_1.0.safetensors", + "url": "https://huggingface.co/comfyanonymous/cosmos_1.0_text_encoder_and_VAE_ComfyUI/resolve/main/vae/cosmos_cv8x8x8_1.0.safetensors", + "size": "211MB" + }, + { + "name": "mcmonkey/Cosmos-1_0-Diffusion-7B-Text2World.safetensors", + "type": "diffusion_model", + "base": "Cosmos-1.0", + "save_path": "diffusion_models/cosmos-1.0", + "description": "Cosmos 1.0 Text2World Diffusion Model (7B)", + "reference": "https://huggingface.co/mcmonkey/cosmos-1.0", + "filename": "Cosmos-1_0-Diffusion-7B-Text2World.safetensors", + "url": "https://huggingface.co/mcmonkey/cosmos-1.0/resolve/main/Cosmos-1_0-Diffusion-7B-Text2World.safetensors", + "size": "14.5GB" + }, + { + "name": "mcmonkey/Cosmos-1_0-Diffusion-7B-Video2World.safetensors", + "type": "diffusion_model", + "base": "Cosmos-1.0", + "save_path": "diffusion_models/cosmos-1.0", + "description": "Cosmos 1.0 Video2World Diffusion Model (7B)", + "reference": "https://huggingface.co/mcmonkey/cosmos-1.0", + "filename": "Cosmos-1_0-Diffusion-7B-Video2World.safetensors", + "url": "https://huggingface.co/mcmonkey/cosmos-1.0/resolve/main/Cosmos-1_0-Diffusion-7B-Video2World.safetensors", + "size": "14.5GB" + }, + { + "name": "mcmonkey/Cosmos-1_0-Diffusion-14B-Text2World.safetensors", + "type": "diffusion_model", + "base": "Cosmos-1.0", + "save_path": "diffusion_models/cosmos-1.0", + "description": "Cosmos 1.0 Text2World Diffusion Model (14B)", + "reference": "https://huggingface.co/mcmonkey/cosmos-1.0", + "filename": "Cosmos-1_0-Diffusion-14B-Text2World.safetensors", + "url": "https://huggingface.co/mcmonkey/cosmos-1.0/resolve/main/Cosmos-1_0-Diffusion-14B-Text2World.safetensors", + "size": "28.5GB" + }, + { + "name": "mcmonkey/Cosmos-1_0-Diffusion-14B-Video2World.safetensors", + "type": "diffusion_model", + "base": "Cosmos-1.0", + "save_path": "diffusion_models/cosmos-1.0", + "description": "Cosmos 1.0 Video2World Diffusion Model (14B)", + "reference": "https://huggingface.co/mcmonkey/cosmos-1.0", + "filename": "Cosmos-1_0-Diffusion-14B-Video2World.safetensors", + "url": "https://huggingface.co/mcmonkey/cosmos-1.0/resolve/main/Cosmos-1_0-Diffusion-14B-Video2World.safetensors", + "size": "28.5GB" + }, + + { + "name": "Comfy-Org/llava_llama3_fp8_scaled.safetensors", + "type": "clip", + "base": "LLaVA-Llama-3", + "save_path": "text_encoders", + "description": "llava_llama3_fp8_scaled text encoder model. This is required for using Hunyuan Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_fp8_scaled.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/text_encoders/llava_llama3_fp8_scaled.safetensors", + "size": "9.09GB" + }, + { + "name": "Comfy-Org/llava_llama3_fp16.safetensors", + "type": "clip", + "base": "LLaVA-Llama-3", + "save_path": "text_encoders", + "description": "llava_llama3_fp16 text encoder model. This is required for using Hunyuan Video.", + "reference": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged", + "filename": "llava_llama3_fp16.safetensors", + "url": "https://huggingface.co/Comfy-Org/HunyuanVideo_repackaged/resolve/main/split_files/text_encoders/llava_llama3_fp16.safetensors", + "size": "16.1GB" + } + ] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/tutorial/custom-node-list.json b/custom_nodes/ComfyUI-Manager/node_db/tutorial/custom-node-list.json new file mode 100644 index 0000000000000000000000000000000000000000..4d4242483972d1867fb1c5dba566c85b9b1fa98f --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/tutorial/custom-node-list.json @@ -0,0 +1,376 @@ +{ + "custom_nodes": [ + { + "author": "Comfy-Org", + "title": "ComfyUI React Extension Template", + "reference": "https://github.com/Comfy-Org/ComfyUI-React-Extension-Template", + "files": [ + "https://github.com/Comfy-Org/ComfyUI-React-Extension-Template" + ], + "install_type": "git-clone", + "description": "A minimal template for creating React/TypeScript frontend extensions for ComfyUI, with complete boilerplate setup including internationalization and unit testing." + }, + { + "author": "comfyui-wiki", + "title": "ComfyUI-i18n-demo", + "reference": "https://github.com/comfyui-wiki/ComfyUI-i18n-demo", + "files": [ + "https://github.com/comfyui-wiki/ComfyUI-i18n-demo" + ], + "install_type": "git-clone", + "description": "ComfyUI custom node develop i18n support demo " + }, + { + "author": "Suzie1", + "title": "Guide To Making Custom Nodes in ComfyUI", + "reference": "https://github.com/Suzie1/ComfyUI_Guide_To_Making_Custom_Nodes", + "files": [ + "https://github.com/Suzie1/ComfyUI_Guide_To_Making_Custom_Nodes" + ], + "install_type": "git-clone", + "description": "There is a small node pack attached to this guide. This includes the init file and 3 nodes associated with the tutorials." + }, + { + "author": "bamboodia", + "title": "BAM Nodes", + "reference": "https://github.com/bamboodia/BAM_Nodes", + "files": [ + "https://github.com/bamboodia/BAM_Nodes" + ], + "install_type": "git-clone", + "description": "A collection of comfyui nodes that I have made for nothing more than educational purposes." + }, + { + "author": "BadCafeCode", + "title": "execution-inversion-demo-comfyui", + "reference": "https://github.com/BadCafeCode/execution-inversion-demo-comfyui", + "files": [ + "https://github.com/BadCafeCode/execution-inversion-demo-comfyui" + ], + "install_type": "git-clone", + "description": "These are demo nodes for [a/PR2666](https://github.com/comfyanonymous/ComfyUI/pull/2666)" + }, + { + "author": "ecjojo", + "title": "ecjojo_example_nodes", + "reference": "https://github.com/ecjojo/ecjojo-example-nodes", + "files": [ + "https://github.com/ecjojo/ecjojo-example-nodes" + ], + "install_type": "git-clone", + "description": "Welcome to ecjojo_example_nodes! This example is specifically designed for beginners who want to learn how to write a simple custom node.\nFeel free to modify this example and make it your own. Experiment with different features and functionalities to enhance your understanding of ComfyUI custom nodes. Don't be afraid to explore and customize the code to suit your needs.\nBy diving into this example and making it your own, you'll gain valuable hands-on experience in creating custom nodes in ComfyUI. Enjoy the process of learning and have fun with your custom node development journey!" + }, + { + "author": "dynamixar", + "title": "Atluris", + "reference": "https://github.com/dynamixar/Atluris", + "files": [ + "https://github.com/dynamixar/Atluris" + ], + "install_type": "git-clone", + "description": "Nodes:Random Line" + }, + { + "author": "et118", + "title": "ComfyUI-ElGogh-Nodes", + "reference": "https://github.com/et118/ComfyUI-ElGogh-Nodes", + "files": [ + "https://github.com/et118/ComfyUI-ElGogh-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:ElGogh Positive Prompt, ElGogh NEGATIVE Prompt, ElGogh Empty Latent Image, ElGogh Checkpoint Loader Simple" + }, + { + "author": "LarryJane491", + "title": "Custom-Node-Base", + "reference": "https://github.com/LarryJane491/Custom-Node-Base", + "files": [ + "https://github.com/LarryJane491/Custom-Node-Base" + ], + "install_type": "git-clone", + "description": "This project is an `empty` custom node that is already in its own folder. It serves as a base to build any custom node. Whenever you want to create a custom node, you can download that, put it in custom_nodes, then you just have to change the names and fill it with code!" + }, + { + "author": "foxtrot-roger", + "title": "comfyui-custom-nodes", + "reference": "https://github.com/foxtrot-roger/comfyui-custom-nodes", + "files": [ + "https://github.com/foxtrot-roger/comfyui-custom-nodes" + ], + "install_type": "git-clone", + "description": "Tutorial nodes" + }, + { + "author": "wailovet", + "title": "ComfyUI-WW", + "reference": "https://github.com/wailovet/ComfyUI-WW", + "files": [ + "https://github.com/wailovet/ComfyUI-WW" + ], + "install_type": "git-clone", + "description": "Nodes:WW_ImageResize" + }, + { + "author": "azure-dragon-ai", + "title": "ComfyUI-HPSv2-Nodes", + "reference": "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes", + "files": [ + "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes" + ], + "install_type": "git-clone", + "description": "Nodes:Loader, Image Processor, Text Processor, ImageScore" + }, + { + "author": "kappa54m", + "title": "ComfyUI-HPSv2-Nodes", + "reference": "https://github.com/kappa54m/ComfyUI_Usability", + "files": [ + "https://github.com/kappa54m/ComfyUI_Usability" + ], + "install_type": "git-clone", + "description": "Nodes:Load Image Dedup" + }, + { + "author": "IvanRybakov", + "title": "comfyui-node-int-to-string-convertor", + "reference": "https://github.com/IvanRybakov/comfyui-node-int-to-string-convertor", + "files": [ + "https://github.com/IvanRybakov/comfyui-node-int-to-string-convertor" + ], + "install_type": "git-clone", + "description": "Nodes:Int To String Convertor" + }, + { + "author": "yowipr", + "title": "ComfyUI-Manual", + "reference": "https://github.com/yowipr/ComfyUI-Manual", + "files": [ + "https://github.com/yowipr/ComfyUI-Manual" + ], + "install_type": "git-clone", + "description": "Nodes:M_Layer, M_Output" + }, + { + "author": "andrewharp", + "title": "ComfyUI Function Annotator", + "reference": "https://github.com/andrewharp/ComfyUI-Annotations", + "files": [ + "https://github.com/andrewharp/ComfyUI-Annotations" + ], + "install_type": "git-clone", + "description": "This module provides an annotation @ComfyFunc to streamline adding custom node types in ComfyUI. It processes your function's signature to create a wrapped function and custom node definition required for ComfyUI, eliminating all the boilerplate code. In most cases you can just add a @ComfyFunc(\"category\") annotation to your existing function." + }, + { + "author": "OuticNZ", + "title": "ComfyUI-Simple-Of-Complex", + "reference": "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex", + "files": [ + "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex" + ], + "install_type": "git-clone", + "description": "Keeping it simple for starting. Single branch for now and will add development branch later." + }, + { + "author": "jtong", + "title": "comfyui-jtong-workflow", + "reference": "https://github.com/jtong/comfyui-jtong-workflow", + "files": [ + "https://github.com/jtong/comfyui-jtong-workflow" + ], + "install_type": "git-clone", + "description": "Nodes:jtong.Highway, Example" + }, + { + "author": "thinkthinking", + "title": "ComfyUI-Ye", + "reference": "https://github.com/thinkthinking/ComfyUI-Ye", + "files": [ + "https://github.com/thinkthinking/ComfyUI-Ye" + ], + "install_type": "git-clone", + "description": "Nodes:Signature|Ye, CheckpointLoader|Ye, PrintHelloWorld|Ye." + }, + { + "author": "BoosterCore", + "title": "ComfyUI-BC-Experimental", + "reference": "https://github.com/BoosterCore/ComfyUI-BC-Experimental", + "files": [ + "https://github.com/BoosterCore/ComfyUI-BC-Experimental" + ], + "install_type": "git-clone", + "description": "Nodes:ClipTextEncodeBC, SaveAnyText, SimpleText" + }, + { + "author": "sonyeon-sj", + "title": "ComfyUI-easy_ImageSize_Selecter", + "reference": "https://github.com/sonyeon-sj/ComfyUI-easy_ImageSize_Selecter", + "files": [ + "https://github.com/sonyeon-sj/ComfyUI-easy_ImageSize_Selecter" + ], + "install_type": "git-clone", + "description": "Custom node for ComfyUI Select the image size from the preset and select Vertical and Horizontal to output Width and Height." + }, + { + "author": "boricuapab", + "title": "ComfyUI_BoricuapabWFNodePack", + "reference": "https://github.com/boricuapab/ComfyUI_BoricuapabWFNodePack", + "files": [ + "https://github.com/boricuapab/ComfyUI_BoricuapabWFNodePack" + ], + "install_type": "git-clone", + "description": "Learning how to make my own comfy ui custom nodes" + }, + { + "author": "mira-6", + "title": "mira-wildcard-node", + "reference": "https://github.com/mira-6/mira-wildcard-node", + "files": [ + "https://github.com/mira-6/mira-wildcard-node" + ], + "install_type": "git-clone", + "description": "Mira's Simple Wildcard Node" + }, + { + "author": "BetaDoggo", + "title": "ComfyUI Tetris", + "id": "tetris", + "reference": "https://github.com/BetaDoggo/ComfyUI-Tetris", + "files": [ + "https://github.com/BetaDoggo/ComfyUI-Tetris" + ], + "install_type": "git-clone", + "description": "The primitive node and dummy input are required because comfy doesn't accept requests with identical graphs. You'll also need a show text node. I like the one from ComfyUI-Custom-Scripts. I got the generic tetris remake from claude so it may or may not be ripped from somewhere else." + }, + { + "author": "FlyMyAI", + "title": "ComfyUI-ExampleNode", + "reference": "https://github.com/FlyMyAI/ComfyUI-ExampleNode", + "files": [ + "https://github.com/FlyMyAI/ComfyUI-ExampleNode" + ], + "install_type": "git-clone", + "description": "Node to provide convenient ComfyUI standard, supported by flymy_comfyui." + }, + { + "author": "Wanghanying", + "title": "ComfyUI_RAGDemo", + "reference": "https://github.com/Wanghanying/ComfyUI_RAGDemo", + "files": [ + "https://github.com/Wanghanying/ComfyUI_RAGDemo" + ], + "install_type": "git-clone", + "description": "RAG Demo for LLM" + }, + { + "author": "FelixTeutsch", + "title": "BachelorThesis", + "reference": "https://github.com/FelixTeutsch/BachelorThesis", + "files": [ + "https://github.com/FelixTeutsch/BachelorThesis" + ], + "install_type": "git-clone", + "description": "This is a ComfyUi custom node, that build a new UI on top of the already existing AI, to enable the use of custom controllers" + }, + { + "author": "jhj0517", + "title": "ComfyUI-CustomNodes-Template", + "reference": "https://github.com/jhj0517/ComfyUI-CustomNodes-Template", + "files": [ + "https://github.com/jhj0517/ComfyUI-CustomNodes-Template" + ], + "install_type": "git-clone", + "description": "This is the ComfyUI custom node template repository that anyone can use to create their own custom nodes." + }, + { + "author": "laogou666", + "title": "Comfyui_LG_Advertisement", + "reference": "https://github.com/LAOGOU-666/Comfyui_LG_Advertisement", + "files": [ + "https://github.com/LAOGOU-666/Comfyui_LG_Advertisement" + ], + "install_type": "git-clone", + "description": "A node for demonstration." + }, + { + "author": "amorano", + "title": "cozy_spoke", + "reference": "https://github.com/cozy-comfyui/cozy_spoke", + "files": [ + "https://github.com/cozy-comfyui/cozy_spoke" + ], + "install_type": "git-clone", + "description": "Example node communicating between ComfyUI Javascript and Python." + }, + { + "author": "amorano", + "title": "Cozy Link Toggle", + "id": "cozyLinkToggle", + "reference": "https://github.com/cozy-comfyui/cozy_link_toggle", + "files": [ + "https://github.com/cozy-comfyui/cozy_link_toggle" + ], + "install_type": "git-clone", + "description": "Example of using ComfyUI Toolbar to Toggle ComfyUI links on/off" + }, + { + "author": "xhiroga", + "title": "ComfyUI-TypeScript-CustomNode", + "reference": "https://github.com/xhiroga/ComfyUI-TypeScript-CustomNode", + "files": [ + "https://github.com/xhiroga/ComfyUI-TypeScript-CustomNode" + ], + "install_type": "git-clone", + "description": "This project is generated from xhiroga/ComfyUI-TypeScript-CustomNode" + }, + { + "author": "zentrocdot", + "title": "ComfyUI-Turtle_Graphics_Demos", + "reference": "https://github.com/zentrocdot/ComfyUI-Turtle_Graphics_Demo", + "files": [ + "https://github.com/zentrocdot/ComfyUI-Turtle_Graphics_Demo" + ], + "description": "ComfyUI node for creating some Turtle Graphic demos.", + "install_type": "git-clone" + }, + { + "author": "cozy-comfyui", + "title": "cozy_ex_dynamic", + "reference": "https://github.com/cozy-comfyui/cozy_ex_dynamic", + "files": [ + "https://github.com/cozy-comfyui/cozy_ex_dynamic" + ], + "description": "Dynamic Node examples for ComfyUI", + "install_type": "git-clone" + }, + { + "author": "Jonathon-Doran", + "title": "remote-combo-demo", + "reference": "https://github.com/Jonathon-Doran/remote-combo-demo", + "files": [ + "https://github.com/Jonathon-Doran/remote-combo-demo" + ], + "install_type": "git-clone", + "description": "A minimal test suite demonstrating how remote COMBO inputs behave in ComfyUI, with and without force_input" + }, + { + "author": "J1mB091", + "title": "ComfyUI-J1mB091 Custom Nodes", + "reference": "https://github.com/J1mB091/ComfyUI-J1mB091", + "files": [ + "https://github.com/J1mB091/ComfyUI-J1mB091" + ], + "install_type": "git-clone", + "description": "Vibe Coded ComfyUI Custom Nodes" + }, + { + "author": "aiforhumans", + "title": "XDev Nodes - Complete Toolkit", + "reference": "https://github.com/aiforhumans/comfyui-xdev-nodes", + "files": [ + "https://github.com/aiforhumans/comfyui-xdev-nodes" + ], + "install_type": "git-clone", + "description": "Complete ComfyUI development toolkit with 8 professional nodes including VAE tools, universal type testing, and comprehensive debugging infrastructure." + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/tutorial/extension-node-map.json b/custom_nodes/ComfyUI-Manager/node_db/tutorial/extension-node-map.json new file mode 100644 index 0000000000000000000000000000000000000000..d5b0c984d2dd1e04e64c8a5d76d0b7af1be1b3b6 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/tutorial/extension-node-map.json @@ -0,0 +1,573 @@ +{ + "https://github.com/BadCafeCode/execution-inversion-demo-comfyui": [ + [ + "AccumulateNode", + "AccumulationGetItemNode", + "AccumulationGetLengthNode", + "AccumulationHeadNode", + "AccumulationSetItemNode", + "AccumulationTailNode", + "AccumulationToListNode", + "BoolOperationNode", + "ComponentInput", + "ComponentMetadata", + "ComponentOutput", + "DebugPrint", + "ExecutionBlocker", + "FloatConditions", + "ForLoopClose", + "ForLoopOpen", + "IntConditions", + "IntMathOperation", + "InversionDemoAdvancedPromptNode", + "InversionDemoLazyConditional", + "InversionDemoLazyIndexSwitch", + "InversionDemoLazyMixImages", + "InversionDemoLazySwitch", + "ListToAccumulationNode", + "MakeListNode", + "StringConditions", + "ToBoolNode", + "WhileLoopClose", + "WhileLoopOpen" + ], + { + "title_aux": "execution-inversion-demo-comfyui" + } + ], + "https://github.com/BetaDoggo/ComfyUI-Tetris": [ + [ + "Tetris" + ], + { + "title_aux": "ComfyUI Tetris" + } + ], + "https://github.com/BoosterCore/ComfyUI-BC-Experimental": [ + [ + "ClipTextEncodeBC", + "ClipTextEncodeBCA", + "FluxEmptyLatentSize", + "LoraWithTriggerWord", + "SaveAnyText", + "SimpleText" + ], + { + "title_aux": "ComfyUI-BC-Experimental" + } + ], + "https://github.com/FlyMyAI/ComfyUI-ExampleNode": [ + [ + "ExampleT2IFMANode" + ], + { + "title_aux": "ComfyUI-ExampleNode" + } + ], + "https://github.com/IvanRybakov/comfyui-node-int-to-string-convertor": [ + [ + "Int To String" + ], + { + "title_aux": "comfyui-node-int-to-string-convertor" + } + ], + "https://github.com/LarryJane491/Custom-Node-Base": [ + [ + "My First Node" + ], + { + "title_aux": "Custom-Node-Base" + } + ], + "https://github.com/OuticNZ/ComfyUI-Simple-Of-Complex": [ + [ + "Pipe From Parameters", + "Pipe To Parameters", + "Prompt Tidy", + "Text Switch 2 Way", + "Text With Context" + ], + { + "title_aux": "ComfyUI-Simple-Of-Complex" + } + ], + "https://github.com/Suzie1/ComfyUI_Guide_To_Making_Custom_Nodes": [ + [ + "Concatenate Hello World", + "Hello World Overlay Text", + "Print Hello World" + ], + { + "title_aux": "Guide To Making Custom Nodes in ComfyUI" + } + ], + "https://github.com/Wanghanying/ComfyUI_RAGDemo": [ + [ + "testRAG" + ], + { + "title_aux": "ComfyUI_RAGDemo" + } + ], + "https://github.com/azure-dragon-ai/ComfyUI-HPSv2-Nodes": [ + [ + "GetImageSize", + "HaojihuiHPSv2ImageProcessor", + "HaojihuiHPSv2ImageScore", + "HaojihuiHPSv2ImageScores", + "HaojihuiHPSv2Loader", + "HaojihuiHPSv2SaveAnimatedWEBP", + "HaojihuiHPSv2SaveImage", + "HaojihuiHPSv2SaveWEBP", + "HaojihuiHPSv2SaveWebpImage", + "HaojihuiHPSv2TextProcessor", + "SaveImageWebp", + "ScaleShort" + ], + { + "title_aux": "ComfyUI-HPSv2-Nodes" + } + ], + "https://github.com/bamboodia/BAM_Nodes": [ + [ + "BAM Crop To Ratio", + "BAM Empty Latent By Ratio", + "BAM Get Shortest Side", + "BAM OnOff INT", + "BAM Random Float", + "BAM Random Image From Folder" + ], + { + "title_aux": "BAM Nodes" + } + ], + "https://github.com/boricuapab/ComfyUI_BoricuapabWFNodePack": [ + [ + "BoricuapabWF Concatenate Hello World", + "BoricuapabWF Integer", + "BoricuapabWF Print Hello Puerto Rican World", + "BoricuapabWF Print Puerto Rican" + ], + { + "title_aux": "ComfyUI_BoricuapabWFNodePack" + } + ], + "https://github.com/comfyanonymous/ComfyUI": [ + [ + "AddNoise", + "AlignYourStepsScheduler", + "BasicGuider", + "BasicScheduler", + "BetaSamplingScheduler", + "CFGGuider", + "CLIPAttentionMultiply", + "CLIPLoader", + "CLIPMergeAdd", + "CLIPMergeSimple", + "CLIPMergeSubtract", + "CLIPSave", + "CLIPSetLastLayer", + "CLIPTextEncode", + "CLIPTextEncodeControlnet", + "CLIPTextEncodeFlux", + "CLIPTextEncodeHunyuanDiT", + "CLIPTextEncodePixArtAlpha", + "CLIPTextEncodeSD3", + "CLIPTextEncodeSDXL", + "CLIPTextEncodeSDXLRefiner", + "CLIPVisionEncode", + "CLIPVisionLoader", + "Canny", + "CheckpointLoader", + "CheckpointLoaderSimple", + "CheckpointSave", + "ConditioningAverage", + "ConditioningCombine", + "ConditioningConcat", + "ConditioningSetArea", + "ConditioningSetAreaPercentage", + "ConditioningSetAreaStrength", + "ConditioningSetMask", + "ConditioningSetTimestepRange", + "ConditioningStableAudio", + "ConditioningZeroOut", + "ControlNetApply", + "ControlNetApplyAdvanced", + "ControlNetApplySD3", + "ControlNetInpaintingAliMamaApply", + "ControlNetLoader", + "CropMask", + "DiffControlNetLoader", + "DifferentialDiffusion", + "DiffusersLoader", + "DisableNoise", + "DualCFGGuider", + "DualCLIPLoader", + "EmptyHunyuanLatentVideo", + "EmptyImage", + "EmptyLTXVLatentVideo", + "EmptyLatentAudio", + "EmptyLatentImage", + "EmptyMochiLatentVideo", + "EmptySD3LatentImage", + "ExponentialScheduler", + "FeatherMask", + "FlipSigmas", + "FluxGuidance", + "FreeU", + "FreeU_V2", + "GITSScheduler", + "GLIGENLoader", + "GLIGENTextBoxApply", + "GrowMask", + "HyperTile", + "HypernetworkLoader", + "ImageBatch", + "ImageBlend", + "ImageBlur", + "ImageColorToMask", + "ImageCompositeMasked", + "ImageCrop", + "ImageFromBatch", + "ImageInvert", + "ImageOnlyCheckpointLoader", + "ImageOnlyCheckpointSave", + "ImagePadForOutpaint", + "ImageQuantize", + "ImageScale", + "ImageScaleBy", + "ImageScaleToTotalPixels", + "ImageSharpen", + "ImageToMask", + "ImageUpscaleWithModel", + "InpaintModelConditioning", + "InstructPixToPixConditioning", + "InvertMask", + "JoinImageWithAlpha", + "KSampler", + "KSamplerAdvanced", + "KSamplerSelect", + "KarrasScheduler", + "LTXVConditioning", + "LTXVImgToVideo", + "LTXVScheduler", + "LaplaceScheduler", + "LatentAdd", + "LatentApplyOperation", + "LatentApplyOperationCFG", + "LatentBatch", + "LatentBatchSeedBehavior", + "LatentBlend", + "LatentComposite", + "LatentCompositeMasked", + "LatentCrop", + "LatentFlip", + "LatentFromBatch", + "LatentInterpolate", + "LatentMultiply", + "LatentOperationSharpen", + "LatentOperationTonemapReinhard", + "LatentRotate", + "LatentSubtract", + "LatentUpscale", + "LatentUpscaleBy", + "Load3D", + "Load3DAnimation", + "LoadAudio", + "LoadImage", + "LoadImageMask", + "LoadLatent", + "LoraLoader", + "LoraLoaderModelOnly", + "LoraSave", + "Mahiro", + "MaskComposite", + "MaskToImage", + "ModelMergeAdd", + "ModelMergeAuraflow", + "ModelMergeBlocks", + "ModelMergeFlux1", + "ModelMergeLTXV", + "ModelMergeMochiPreview", + "ModelMergeSD1", + "ModelMergeSD2", + "ModelMergeSD35_Large", + "ModelMergeSD3_2B", + "ModelMergeSDXL", + "ModelMergeSimple", + "ModelMergeSubtract", + "ModelSamplingAuraFlow", + "ModelSamplingContinuousEDM", + "ModelSamplingContinuousV", + "ModelSamplingDiscrete", + "ModelSamplingFlux", + "ModelSamplingLTXV", + "ModelSamplingSD3", + "ModelSamplingStableCascade", + "ModelSave", + "Morphology", + "PatchModelAddDownscale", + "PerpNeg", + "PerpNegGuider", + "PerturbedAttentionGuidance", + "PhotoMakerEncode", + "PhotoMakerLoader", + "PolyexponentialScheduler", + "PorterDuffImageComposite", + "Preview3D", + "PreviewAudio", + "PreviewImage", + "RandomNoise", + "RebatchImages", + "RebatchLatents", + "RepeatImageBatch", + "RepeatLatentBatch", + "RescaleCFG", + "SDTurboScheduler", + "SD_4XUpscale_Conditioning", + "SV3D_Conditioning", + "SVD_img2vid_Conditioning", + "SamplerCustom", + "SamplerCustomAdvanced", + "SamplerDPMAdaptative", + "SamplerDPMPP_2M_SDE", + "SamplerDPMPP_2S_Ancestral", + "SamplerDPMPP_3M_SDE", + "SamplerDPMPP_SDE", + "SamplerEulerAncestral", + "SamplerEulerAncestralCFGPP", + "SamplerEulerCFGpp", + "SamplerLCMUpscale", + "SamplerLMS", + "SaveAnimatedPNG", + "SaveAnimatedWEBP", + "SaveAudio", + "SaveImage", + "SaveImageWebsocket", + "SaveLatent", + "SelfAttentionGuidance", + "SetLatentNoiseMask", + "SetUnionControlNetType", + "SkipLayerGuidanceDiT", + "SkipLayerGuidanceSD3", + "SolidMask", + "SplitImageWithAlpha", + "SplitSigmas", + "SplitSigmasDenoise", + "StableCascade_EmptyLatentImage", + "StableCascade_StageB_Conditioning", + "StableCascade_StageC_VAEEncode", + "StableCascade_SuperResolutionControlnet", + "StableZero123_Conditioning", + "StableZero123_Conditioning_Batched", + "StubConstantImage", + "StubFloat", + "StubImage", + "StubInt", + "StubMask", + "StyleModelApply", + "StyleModelLoader", + "TestAccumulateNode", + "TestAccumulationGetItemNode", + "TestAccumulationGetLengthNode", + "TestAccumulationHeadNode", + "TestAccumulationSetItemNode", + "TestAccumulationTailNode", + "TestAccumulationToListNode", + "TestBoolOperationNode", + "TestCustomIsChanged", + "TestCustomValidation1", + "TestCustomValidation2", + "TestCustomValidation3", + "TestCustomValidation4", + "TestCustomValidation5", + "TestDynamicDependencyCycle", + "TestExecutionBlocker", + "TestFloatConditions", + "TestForLoopClose", + "TestForLoopOpen", + "TestIntConditions", + "TestIntMathOperation", + "TestIsChangedWithConstants", + "TestLazyMixImages", + "TestListToAccumulationNode", + "TestMakeListNode", + "TestMixedExpansionReturns", + "TestStringConditions", + "TestToBoolNode", + "TestVariadicAverage", + "TestWhileLoopClose", + "TestWhileLoopOpen", + "ThresholdMask", + "TomePatchModel", + "TorchCompileModel", + "TripleCLIPLoader", + "UNETLoader", + "UNetCrossAttentionMultiply", + "UNetSelfAttentionMultiply", + "UNetTemporalAttentionMultiply", + "UpscaleModelLoader", + "VAEDecode", + "VAEDecodeAudio", + "VAEDecodeTiled", + "VAEEncode", + "VAEEncodeAudio", + "VAEEncodeForInpaint", + "VAEEncodeTiled", + "VAELoader", + "VAESave", + "VPScheduler", + "VideoLinearCFGGuidance", + "VideoTriangleCFGGuidance", + "WebcamCapture", + "unCLIPCheckpointLoader", + "unCLIPConditioning" + ], + { + "title_aux": "ComfyUI" + } + ], + "https://github.com/dynamixar/Atluris": [ + [ + "RandomLine" + ], + { + "title_aux": "Atluris" + } + ], + "https://github.com/ecjojo/ecjojo-example-nodes": [ + [ + "BiggerNote_Example", + "DisplayTextNode_Example", + "EmptyNode_Example", + "ExampleNode_Example", + "FilePrefixNode_Example", + "HelloWorldNode_Example", + "RandomSizeNode_Example", + "StringNode_Example", + "TextOverlayNode_Example" + ], + { + "title_aux": "ecjojo_example_nodes" + } + ], + "https://github.com/et118/ComfyUI-ElGogh-Nodes": [ + [ + "ElGoghCLIPSetLastLayer", + "ElGoghCheckpointLoaderSimple", + "ElGoghEmptyLatentImage", + "ElGoghKSamplerAdvanced", + "ElGoghNegativePrompt", + "ElGoghPositivePrompt", + "ElGoghPrimaryLoraLoader", + "ElGoghSecondaryLoraLoader", + "ElGoghSendWebsocketNSFWBool", + "ElGoghTertiaryLoraLoader", + "ElGoghVAELoader" + ], + { + "title_aux": "ComfyUI-ElGogh-Nodes" + } + ], + "https://github.com/foxtrot-roger/comfyui-custom-nodes": [ + [ + "RF_Tutorial" + ], + { + "title_aux": "comfyui-custom-nodes" + } + ], + "https://github.com/jhj0517/ComfyUI-CustomNodes-Template": [ + [ + "(Down)Load My Model", + "Calculate Minus", + "Calculate Plus", + "Example Output Node" + ], + { + "title_aux": "ComfyUI-CustomNodes-Template" + } + ], + "https://github.com/jtong/comfyui-jtong-workflow": [ + [ + "Example", + "high_workflow_caller", + "jtong.Highend", + "jtong.Highway" + ], + { + "author": "Trung0246", + "description": "Random nodes for ComfyUI I made to solve my struggle with ComfyUI (ex: pipe, process). Have varying quality.", + "nickname": "ComfyUI-0246", + "title": "ComfyUI-0246", + "title_aux": "comfyui-jtong-workflow" + } + ], + "https://github.com/kappa54m/ComfyUI_Usability": [ + [ + "KLoadImageByPath", + "KLoadImageByPathAdvanced", + "KLoadImageDedup" + ], + { + "title_aux": "ComfyUI-HPSv2-Nodes" + } + ], + "https://github.com/mira-6/mira-wildcard-node": [ + [ + "MiraWildcard" + ], + { + "author": "mira-6", + "description": "Single-node wildcard implementation.", + "nickname": "mira-wildcard-node", + "title": "mira-wildcard-node", + "title_aux": "mira-wildcard-node" + } + ], + "https://github.com/sonyeon-sj/ComfyUI-easy_ImageSize_Selecter": [ + [ + "ImageSizer", + "promptSelecter" + ], + { + "title_aux": "ComfyUI-easy_ImageSize_Selecter" + } + ], + "https://github.com/thinkthinking/ComfyUI-Ye": [ + [ + "CheckpointLoader|Ye", + "OllamaVision|Ye", + "PrintHelloWorld|Ye", + "Signature|Ye" + ], + { + "title_aux": "ComfyUI-Ye" + } + ], + "https://github.com/wailovet/ComfyUI-WW": [ + [ + "WW_AccumulationPreviewImages", + "WW_AppendString", + "WW_CurrentPreviewImages", + "WW_ImageResize", + "WW_PreviewTextNode", + "WW_RandString" + ], + { + "title_aux": "ComfyUI-WW" + } + ], + "https://github.com/yowipr/ComfyUI-Manual": [ + [ + "EXAMPLE", + "M_Layer", + "M_Output", + "M_RenderArea" + ], + { + "title_aux": "ComfyUI-Manual" + } + ] +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/node_db/tutorial/model-list.json b/custom_nodes/ComfyUI-Manager/node_db/tutorial/model-list.json new file mode 100644 index 0000000000000000000000000000000000000000..8e3e1dc4858a08aa46190aa53ba320d565206cf4 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/tutorial/model-list.json @@ -0,0 +1,3 @@ +{ + "models": [] +} diff --git a/custom_nodes/ComfyUI-Manager/node_db/tutorial/scan.sh b/custom_nodes/ComfyUI-Manager/node_db/tutorial/scan.sh new file mode 100644 index 0000000000000000000000000000000000000000..6e3e6dafd1f031eeee2ed170b3ba1b9cf731f924 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/node_db/tutorial/scan.sh @@ -0,0 +1,3 @@ +#!/bin/bash +rm ~/.tmp/dev/*.py > /dev/null 2>&1 +python ../../scanner.py ~/.tmp/tutorial diff --git a/custom_nodes/ComfyUI-Manager/notebooks/comfyui_colab_with_manager.ipynb b/custom_nodes/ComfyUI-Manager/notebooks/comfyui_colab_with_manager.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..3cfa484b9d2e9bd87624528dd713e83afd4b77ee --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/notebooks/comfyui_colab_with_manager.ipynb @@ -0,0 +1,373 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "aaaaaaaaaa" + }, + "source": [ + "Git clone the repo and install the requirements. (ignore the pip errors about protobuf)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bbbbbbbbbb" + }, + "outputs": [], + "source": [ + "# #@title Environment Setup\n", + "\n", + "from pathlib import Path\n", + "\n", + "OPTIONS = {}\n", + "\n", + "USE_GOOGLE_DRIVE = True #@param {type:\"boolean\"}\n", + "UPDATE_COMFY_UI = True #@param {type:\"boolean\"}\n", + "USE_COMFYUI_MANAGER = True #@param {type:\"boolean\"}\n", + "INSTALL_CUSTOM_NODES_DEPENDENCIES = True #@param {type:\"boolean\"}\n", + "OPTIONS['USE_GOOGLE_DRIVE'] = USE_GOOGLE_DRIVE\n", + "OPTIONS['UPDATE_COMFY_UI'] = UPDATE_COMFY_UI\n", + "OPTIONS['USE_COMFYUI_MANAGER'] = USE_COMFYUI_MANAGER\n", + "OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES'] = INSTALL_CUSTOM_NODES_DEPENDENCIES\n", + "\n", + "current_dir = !pwd\n", + "WORKSPACE = f\"{current_dir[0]}/ComfyUI\"\n", + "\n", + "if OPTIONS['USE_GOOGLE_DRIVE']:\n", + " !echo \"Mounting Google Drive...\"\n", + " %cd /\n", + "\n", + " from google.colab import drive\n", + " drive.mount('/content/drive')\n", + "\n", + " WORKSPACE = \"/content/drive/MyDrive/ComfyUI\"\n", + " %cd /content/drive/MyDrive\n", + "\n", + "![ ! -d $WORKSPACE ] && echo -= Initial setup ComfyUI =- && git clone https://github.com/comfyanonymous/ComfyUI\n", + "%cd $WORKSPACE\n", + "\n", + "if OPTIONS['UPDATE_COMFY_UI']:\n", + " !echo -= Updating ComfyUI =-\n", + "\n", + " # Correction of the issue of permissions being deleted on Google Drive.\n", + " ![ -f \".ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/nightly/update_windows/update_comfyui_and_python_dependencies.bat\n", + " ![ -f \".ci/nightly/windows_base_files/run_nvidia_gpu.bat\" ] && chmod 755 .ci/nightly/windows_base_files/run_nvidia_gpu.bat\n", + " ![ -f \".ci/update_windows/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows/update_comfyui_and_python_dependencies.bat\n", + " ![ -f \".ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\" ] && chmod 755 .ci/update_windows_cu118/update_comfyui_and_python_dependencies.bat\n", + " ![ -f \".ci/update_windows/update.py\" ] && chmod 755 .ci/update_windows/update.py\n", + " ![ -f \".ci/update_windows/update_comfyui.bat\" ] && chmod 755 .ci/update_windows/update_comfyui.bat\n", + " ![ -f \".ci/update_windows/README_VERY_IMPORTANT.txt\" ] && chmod 755 .ci/update_windows/README_VERY_IMPORTANT.txt\n", + " ![ -f \".ci/update_windows/run_cpu.bat\" ] && chmod 755 .ci/update_windows/run_cpu.bat\n", + " ![ -f \".ci/update_windows/run_nvidia_gpu.bat\" ] && chmod 755 .ci/update_windows/run_nvidia_gpu.bat\n", + "\n", + " !git pull\n", + "\n", + "!echo -= Install dependencies =-\n", + "!pip3 install accelerate\n", + "!pip3 install einops transformers>=4.28.1 safetensors>=0.4.2 aiohttp pyyaml Pillow scipy tqdm psutil tokenizers>=0.13.3\n", + "!pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121\n", + "!pip3 install torchsde\n", + "!pip3 install kornia>=0.7.1 spandrel soundfile sentencepiece\n", + "\n", + "if OPTIONS['USE_COMFYUI_MANAGER']:\n", + " %cd custom_nodes\n", + "\n", + " # Correction of the issue of permissions being deleted on Google Drive.\n", + " ![ -f \"ComfyUI-Manager/check.sh\" ] && chmod 755 ComfyUI-Manager/check.sh\n", + " ![ -f \"ComfyUI-Manager/scan.sh\" ] && chmod 755 ComfyUI-Manager/scan.sh\n", + " ![ -f \"ComfyUI-Manager/node_db/dev/scan.sh\" ] && chmod 755 ComfyUI-Manager/node_db/dev/scan.sh\n", + " ![ -f \"ComfyUI-Manager/node_db/tutorial/scan.sh\" ] && chmod 755 ComfyUI-Manager/node_db/tutorial/scan.sh\n", + " ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh\n", + " ![ -f \"ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\" ] && chmod 755 ComfyUI-Manager/scripts/install-comfyui-venv-win.bat\n", + "\n", + " ![ ! -d ComfyUI-Manager ] && echo -= Initial setup ComfyUI-Manager =- && git clone https://github.com/ltdrdata/ComfyUI-Manager\n", + " %cd ComfyUI-Manager\n", + " !git pull\n", + "\n", + "%cd $WORKSPACE\n", + "\n", + "if OPTIONS['INSTALL_CUSTOM_NODES_DEPENDENCIES']:\n", + " !echo -= Install custom nodes dependencies =-\n", + " !pip install GitPython\n", + " !python custom_nodes/ComfyUI-Manager/cm-cli.py restore-dependencies\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cccccccccc" + }, + "source": [ + "Download some models/checkpoints/vae or custom comfyui nodes (uncomment the commands for the ones you want)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dddddddddd" + }, + "outputs": [], + "source": [ + "# Checkpoints\n", + "\n", + "### SDXL\n", + "### I recommend these workflow examples: https://comfyanonymous.github.io/ComfyUI_examples/sdxl/\n", + "\n", + "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_base_1.0.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/resolve/main/sd_xl_refiner_1.0.safetensors -P ./models/checkpoints/\n", + "\n", + "# SDXL ReVision\n", + "#!wget -c https://huggingface.co/comfyanonymous/clip_vision_g/resolve/main/clip_vision_g.safetensors -P ./models/clip_vision/\n", + "\n", + "# SD1.5\n", + "!wget -c https://huggingface.co/runwayml/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.ckpt -P ./models/checkpoints/\n", + "\n", + "# SD2\n", + "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v2-1_512-ema-pruned.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-2-1/resolve/main/v2-1_768-ema-pruned.safetensors -P ./models/checkpoints/\n", + "\n", + "# Some SD1.5 anime style\n", + "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix2/AbyssOrangeMix2_hard.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A1_orangemixs.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/Models/AbyssOrangeMix3/AOM3A3_orangemixs.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/Linaqruf/anything-v3.0/resolve/main/anything-v3-fp16-pruned.safetensors -P ./models/checkpoints/\n", + "\n", + "# Waifu Diffusion 1.5 (anime style SD2.x 768-v)\n", + "#!wget -c https://huggingface.co/waifu-diffusion/wd-1-5-beta3/resolve/main/wd-illusion-fp16.safetensors -P ./models/checkpoints/\n", + "\n", + "\n", + "# unCLIP models\n", + "#!wget -c https://huggingface.co/comfyanonymous/illuminatiDiffusionV1_v11_unCLIP/resolve/main/illuminatiDiffusionV1_v11-unclip-h-fp16.safetensors -P ./models/checkpoints/\n", + "#!wget -c https://huggingface.co/comfyanonymous/wd-1.5-beta2_unCLIP/resolve/main/wd-1-5-beta2-aesthetic-unclip-h-fp16.safetensors -P ./models/checkpoints/\n", + "\n", + "\n", + "# VAE\n", + "!wget -c https://huggingface.co/stabilityai/sd-vae-ft-mse-original/resolve/main/vae-ft-mse-840000-ema-pruned.safetensors -P ./models/vae/\n", + "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/VAEs/orangemix.vae.pt -P ./models/vae/\n", + "#!wget -c https://huggingface.co/hakurei/waifu-diffusion-v1-4/resolve/main/vae/kl-f8-anime2.ckpt -P ./models/vae/\n", + "\n", + "\n", + "# Loras\n", + "#!wget -c https://civitai.com/api/download/models/10350 -O ./models/loras/theovercomer8sContrastFix_sd21768.safetensors #theovercomer8sContrastFix SD2.x 768-v\n", + "#!wget -c https://civitai.com/api/download/models/10638 -O ./models/loras/theovercomer8sContrastFix_sd15.safetensors #theovercomer8sContrastFix SD1.x\n", + "#!wget -c https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/resolve/main/sd_xl_offset_example-lora_1.0.safetensors -P ./models/loras/ #SDXL offset noise lora\n", + "\n", + "\n", + "# T2I-Adapter\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_depth_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_seg_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_sketch_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_keypose_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_openpose_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_color_sd14v1.pth -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_canny_sd14v1.pth -P ./models/controlnet/\n", + "\n", + "# T2I Styles Model\n", + "#!wget -c https://huggingface.co/TencentARC/T2I-Adapter/resolve/main/models/t2iadapter_style_sd14v1.pth -P ./models/style_models/\n", + "\n", + "# CLIPVision model (needed for styles model)\n", + "#!wget -c https://huggingface.co/openai/clip-vit-large-patch14/resolve/main/pytorch_model.bin -O ./models/clip_vision/clip_vit14.bin\n", + "\n", + "\n", + "# ControlNet\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_ip2p_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11e_sd15_shuffle_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_canny_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11f1p_sd15_depth_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_inpaint_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_lineart_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_mlsd_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_normalbae_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_openpose_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_scribble_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_seg_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15_softedge_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11p_sd15s2_lineart_anime_fp16.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/comfyanonymous/ControlNet-v1-1_fp16_safetensors/resolve/main/control_v11u_sd15_tile_fp16.safetensors -P ./models/controlnet/\n", + "\n", + "# ControlNet SDXL\n", + "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-canny-rank256.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-depth-rank256.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-recolor-rank256.safetensors -P ./models/controlnet/\n", + "#!wget -c https://huggingface.co/stabilityai/control-lora/resolve/main/control-LoRAs-rank256/control-lora-sketch-rank256.safetensors -P ./models/controlnet/\n", + "\n", + "# Controlnet Preprocessor nodes by Fannovel16\n", + "#!cd custom_nodes && git clone https://github.com/Fannovel16/comfy_controlnet_preprocessors; cd comfy_controlnet_preprocessors && python install.py\n", + "\n", + "\n", + "# GLIGEN\n", + "#!wget -c https://huggingface.co/comfyanonymous/GLIGEN_pruned_safetensors/resolve/main/gligen_sd14_textbox_pruned_fp16.safetensors -P ./models/gligen/\n", + "\n", + "\n", + "# ESRGAN upscale model\n", + "#!wget -c https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P ./models/upscale_models/\n", + "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x2.pth -P ./models/upscale_models/\n", + "#!wget -c https://huggingface.co/sberbank-ai/Real-ESRGAN/resolve/main/RealESRGAN_x4.pth -P ./models/upscale_models/\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kkkkkkkkkkkkkkk" + }, + "source": [ + "### Run ComfyUI with cloudflared (Recommended Way)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jjjjjjjjjjjjjj" + }, + "outputs": [], + "source": [ + "!wget -P ~ https://github.com/cloudflare/cloudflared/releases/latest/download/cloudflared-linux-amd64.deb\n", + "!dpkg -i ~/cloudflared-linux-amd64.deb\n", + "\n", + "import subprocess\n", + "import threading\n", + "import time\n", + "import socket\n", + "import urllib.request\n", + "\n", + "def iframe_thread(port):\n", + " while True:\n", + " time.sleep(0.5)\n", + " sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n", + " result = sock.connect_ex(('127.0.0.1', port))\n", + " if result == 0:\n", + " break\n", + " sock.close()\n", + " print(\"\\nComfyUI finished loading, trying to launch cloudflared (if it gets stuck here cloudflared is having issues)\\n\")\n", + "\n", + " p = subprocess.Popen([\"cloudflared\", \"tunnel\", \"--url\", \"http://127.0.0.1:{}\".format(port)], stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n", + " for line in p.stderr:\n", + " l = line.decode()\n", + " if \"trycloudflare.com \" in l:\n", + " print(\"This is the URL to access ComfyUI:\", l[l.find(\"http\"):], end='')\n", + " #print(l, end='')\n", + "\n", + "\n", + "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n", + "\n", + "!python main.py --dont-print-server" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kkkkkkkkkkkkkk" + }, + "source": [ + "### Run ComfyUI with localtunnel\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "jjjjjjjjjjjjj" + }, + "outputs": [], + "source": [ + "!npm install -g localtunnel\n", + "\n", + "import subprocess\n", + "import threading\n", + "import time\n", + "import socket\n", + "import urllib.request\n", + "\n", + "def iframe_thread(port):\n", + " while True:\n", + " time.sleep(0.5)\n", + " sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n", + " result = sock.connect_ex(('127.0.0.1', port))\n", + " if result == 0:\n", + " break\n", + " sock.close()\n", + " print(\"\\nComfyUI finished loading, trying to launch localtunnel (if it gets stuck here localtunnel is having issues)\\n\")\n", + "\n", + " print(\"The password/enpoint ip for localtunnel is:\", urllib.request.urlopen('https://ipv4.icanhazip.com').read().decode('utf8').strip(\"\\n\"))\n", + " p = subprocess.Popen([\"lt\", \"--port\", \"{}\".format(port)], stdout=subprocess.PIPE)\n", + " for line in p.stdout:\n", + " print(line.decode(), end='')\n", + "\n", + "\n", + "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n", + "\n", + "!python main.py --dont-print-server" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gggggggggg" + }, + "source": [ + "### Run ComfyUI with colab iframe (use only in case the previous way with localtunnel doesn't work)\n", + "\n", + "You should see the ui appear in an iframe. If you get a 403 error, it's your firefox settings or an extension that's messing things up.\n", + "\n", + "If you want to open it in another window use the link.\n", + "\n", + "Note that some UI features like live image previews won't work because the colab iframe blocks websockets." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hhhhhhhhhh" + }, + "outputs": [], + "source": [ + "import threading\n", + "import time\n", + "import socket\n", + "def iframe_thread(port):\n", + " while True:\n", + " time.sleep(0.5)\n", + " sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n", + " result = sock.connect_ex(('127.0.0.1', port))\n", + " if result == 0:\n", + " break\n", + " sock.close()\n", + " from google.colab import output\n", + " output.serve_kernel_port_as_iframe(port, height=1024)\n", + " print(\"to open it in a window you can open this link here:\")\n", + " output.serve_kernel_port_as_window(port)\n", + "\n", + "threading.Thread(target=iframe_thread, daemon=True, args=(8188,)).start()\n", + "\n", + "!python main.py --dont-print-server" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "provenance": [] + }, + "gpuClass": "standard", + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/custom_nodes/ComfyUI-Manager/openapi.yaml b/custom_nodes/ComfyUI-Manager/openapi.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0446259e384505abd197f903d01af671aa8403fe --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/openapi.yaml @@ -0,0 +1,903 @@ +openapi: 3.1.0 +info: + title: ComfyUI-Manager API + description: | + API for ComfyUI-Manager, a comprehensive management tool for ComfyUI custom nodes, models, and components. + This API enables programmatic access to node management, model downloading, snapshot operations, + and overall system configuration. + version: "3.32.3" + contact: + name: ComfyUI-Manager Maintainers +servers: + - url: '/' + description: Default ComfyUI server + +# Common API components +components: + schemas: + Error: + type: object + properties: + error: + type: string + description: Error message + + NodePackageMetadata: + type: object + properties: + title: + type: string + description: Display name of the node package + name: + type: string + description: Repository/package name + files: + type: array + items: + type: string + description: Source URLs for the package + description: + type: string + description: Description of the node package functionality + install_type: + type: string + enum: [git, copy, pip] + description: Installation method + version: + type: string + description: Version identifier + id: + type: string + description: Unique identifier for the node package + ui_id: + type: string + description: ID for UI reference + channel: + type: string + description: Source channel + mode: + type: string + description: Source mode + + ModelMetadata: + type: object + properties: + name: + type: string + description: Name of the model + type: + type: string + description: Type of model + base: + type: string + description: Base model type + save_path: + type: string + description: Path for saving the model + url: + type: string + description: Download URL + filename: + type: string + description: Target filename + ui_id: + type: string + description: ID for UI reference + + SnapshotItem: + type: string + description: Name of the snapshot + + QueueStatus: + type: object + properties: + total_count: + type: integer + description: Total number of tasks + done_count: + type: integer + description: Number of completed tasks + in_progress_count: + type: integer + description: Number of tasks in progress + is_processing: + type: boolean + description: Whether the queue is currently processing + + ImportFailInfoBulkRequest: + type: object + properties: + cnr_ids: + type: array + items: + type: string + description: A list of CNR IDs to check. + urls: + type: array + items: + type: string + description: A list of repository URLs to check. + + ImportFailInfoBulkResponse: + type: object + additionalProperties: + $ref: '#/components/schemas/ImportFailInfoItem' + description: >- + A dictionary where each key is a cnr_id or url from the request, + and the value is the corresponding error info. + + ImportFailInfoItem: + oneOf: + - type: object + properties: + error: + type: string + traceback: + type: string + - type: "null" + + securitySchemes: + securityLevel: + type: apiKey + in: header + name: Security-Level + description: Security level for sensitive operations + + parameters: + modeParam: + name: mode + in: query + description: Source mode (e.g., "local", "remote") + schema: + type: string + enum: [local, remote, default] + + targetParam: + name: target + in: query + description: Target identifier + required: true + schema: + type: string + + valueParam: + name: value + in: query + description: New value to set + required: true + schema: + type: string + +# API Paths +paths: + # Custom Nodes Endpoints + /customnode/getmappings: + get: + summary: Get node-to-package mappings + description: Provides unified mapping between nodes and node packages + parameters: + - $ref: '#/components/parameters/modeParam' + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + additionalProperties: + type: array + items: + type: array + description: Mapping of node packages to node classes + + /customnode/fetch_updates: + get: + summary: Check for updates + description: Fetches updates for custom nodes + parameters: + - $ref: '#/components/parameters/modeParam' + responses: + '200': + description: No updates available + '201': + description: Updates found + '400': + description: Error occurred + + /customnode/installed: + get: + summary: Get installed custom nodes + description: Returns a list of installed node packages + parameters: + - name: mode + in: query + description: Lists mode, default or imported + schema: + type: string + enum: [default, imported] + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + additionalProperties: + $ref: '#/components/schemas/NodePackageMetadata' + + /customnode/getlist: + get: + summary: Get custom node list + description: Provides a list of available custom nodes + parameters: + - $ref: '#/components/parameters/modeParam' + - name: skip_update + in: query + description: Skip update check + schema: + type: boolean + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + properties: + channel: + type: string + node_packs: + type: object + additionalProperties: + $ref: '#/components/schemas/NodePackageMetadata' + + /customnode/alternatives: + get: + summary: Get alternative node options + description: Provides alternatives for nodes + parameters: + - $ref: '#/components/parameters/modeParam' + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + additionalProperties: + type: object + + /customnode/versions/{node_name}: + get: + summary: Get available versions for a node + description: Lists all available versions for a specific node + parameters: + - name: node_name + in: path + required: true + schema: + type: string + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: array + items: + type: object + properties: + version: + type: string + '400': + description: Node not found + + /customnode/disabled_versions/{node_name}: + get: + summary: Get disabled versions for a node + description: Lists all disabled versions for a specific node + parameters: + - name: node_name + in: path + required: true + schema: + type: string + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: array + items: + type: object + properties: + version: + type: string + '400': + description: Node not found + + /customnode/import_fail_info: + post: + summary: Get import failure information + description: Returns information about why a node failed to import + requestBody: + required: true + content: + application/json: + schema: + type: object + properties: + cnr_id: + type: string + url: + type: string + responses: + '200': + description: Successful operation + '400': + description: No information available + + /v2/customnode/import_fail_info_bulk: + post: + summary: Get import failure info for multiple nodes + description: Retrieves recorded import failure information for a list of custom nodes. + tags: + - customnode + requestBody: + description: A list of CNR IDs or repository URLs to check. + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/ImportFailInfoBulkRequest' + responses: + '200': + description: A dictionary containing the import failure information. + content: + application/json: + schema: + $ref: '#/components/schemas/ImportFailInfoBulkResponse' + '400': + description: Bad Request. The request body is invalid. + '500': + description: Internal Server Error. + + /customnode/install/git_url: + post: + summary: Install custom node via Git URL + description: Installs a custom node from a Git repository URL + security: + - securityLevel: [] + requestBody: + required: true + content: + text/plain: + schema: + type: string + responses: + '200': + description: Installation successful or already installed + '400': + description: Installation failed + '403': + description: Security policy violation + + /customnode/install/pip: + post: + summary: Install custom node dependencies via pip + description: Installs Python package dependencies for custom nodes + security: + - securityLevel: [] + requestBody: + required: true + content: + text/plain: + schema: + type: string + responses: + '200': + description: Installation successful + '403': + description: Security policy violation + + # Model Management Endpoints + /externalmodel/getlist: + get: + summary: Get external model list + description: Provides a list of available external models + parameters: + - $ref: '#/components/parameters/modeParam' + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + properties: + models: + type: array + items: + $ref: '#/components/schemas/ModelMetadata' + + # Queue Management Endpoints + /manager/queue/update_all: + get: + summary: Update all custom nodes + description: Queues update operations for all installed custom nodes + security: + - securityLevel: [] + parameters: + - $ref: '#/components/parameters/modeParam' + responses: + '200': + description: Update queued successfully + '401': + description: Processing already in progress + '403': + description: Security policy violation + + /manager/queue/reset: + get: + summary: Reset queue + description: Resets the operation queue + responses: + '200': + description: Queue reset successfully + + /manager/queue/status: + get: + summary: Get queue status + description: Returns the current status of the operation queue + responses: + '200': + description: Successful operation + content: + application/json: + schema: + $ref: '#/components/schemas/QueueStatus' + + /manager/queue/install: + post: + summary: Install custom node + description: Queues installation of a custom node + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Installation queued successfully + '403': + description: Security policy violation + '404': + description: Target node not found or security issue + + /manager/queue/start: + get: + summary: Start queue processing + description: Starts processing the operation queue + responses: + '200': + description: Processing started + '201': + description: Processing already in progress + + /manager/queue/fix: + post: + summary: Fix custom node + description: Attempts to fix a broken custom node installation + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Fix operation queued successfully + '403': + description: Security policy violation + + /manager/queue/reinstall: + post: + summary: Reinstall custom node + description: Uninstalls and then reinstalls a custom node + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Reinstall operation queued successfully + '403': + description: Security policy violation + + /manager/queue/uninstall: + post: + summary: Uninstall custom node + description: Queues uninstallation of a custom node + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Uninstallation queued successfully + '403': + description: Security policy violation + + /manager/queue/update: + post: + summary: Update custom node + description: Queues update of a custom node + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Update queued successfully + '403': + description: Security policy violation + + /manager/queue/disable: + post: + summary: Disable custom node + description: Disables a custom node without uninstalling it + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/NodePackageMetadata' + responses: + '200': + description: Disable operation queued successfully + + /manager/queue/update_comfyui: + get: + summary: Update ComfyUI + description: Queues an update operation for ComfyUI itself + responses: + '200': + description: Update queued successfully + + /manager/queue/install_model: + post: + summary: Install model + description: Queues installation of a model + security: + - securityLevel: [] + requestBody: + required: true + content: + application/json: + schema: + $ref: '#/components/schemas/ModelMetadata' + responses: + '200': + description: Installation queued successfully + '400': + description: Invalid model request + '403': + description: Security policy violation + + # Snapshot Management Endpoints + /snapshot/getlist: + get: + summary: Get snapshot list + description: Returns a list of available snapshots + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + properties: + items: + type: array + items: + $ref: '#/components/schemas/SnapshotItem' + + /snapshot/remove: + get: + summary: Remove snapshot + description: Removes a specified snapshot + security: + - securityLevel: [] + parameters: + - $ref: '#/components/parameters/targetParam' + responses: + '200': + description: Snapshot removed successfully + '400': + description: Error removing snapshot + '403': + description: Security policy violation + + /snapshot/restore: + get: + summary: Restore snapshot + description: Restores a specified snapshot + security: + - securityLevel: [] + parameters: + - $ref: '#/components/parameters/targetParam' + responses: + '200': + description: Snapshot restoration scheduled + '400': + description: Error restoring snapshot + '403': + description: Security policy violation + + /snapshot/get_current: + get: + summary: Get current snapshot + description: Returns the current system state as a snapshot + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + '400': + description: Error creating snapshot + + /snapshot/save: + get: + summary: Save snapshot + description: Saves the current system state as a new snapshot + responses: + '200': + description: Snapshot saved successfully + '400': + description: Error saving snapshot + + # ComfyUI Management Endpoints + /comfyui_manager/comfyui_versions: + get: + summary: Get ComfyUI versions + description: Returns available and current ComfyUI versions + responses: + '200': + description: Successful operation + content: + application/json: + schema: + type: object + properties: + versions: + type: array + items: + type: string + current: + type: string + '400': + description: Error retrieving versions + + /comfyui_manager/comfyui_switch_version: + get: + summary: Switch ComfyUI version + description: Switches to a specified ComfyUI version + parameters: + - name: ver + in: query + description: Target version + schema: + type: string + responses: + '200': + description: Version switch successful + '400': + description: Error switching version + + /manager/reboot: + get: + summary: Reboot ComfyUI + description: Restarts the ComfyUI server + security: + - securityLevel: [] + responses: + '200': + description: Reboot initiated + '403': + description: Security policy violation + + # Configuration Endpoints + /manager/preview_method: + get: + summary: Get or set preview method + description: Gets or sets the latent preview method + parameters: + - name: value + in: query + required: false + description: New preview method + schema: + type: string + enum: [auto, latent2rgb, taesd, none] + responses: + '200': + description: Setting updated or current value returned + content: + text/plain: + schema: + type: string + + /manager/db_mode: + get: + summary: Get or set database mode + description: Gets or sets the database mode + parameters: + - name: value + in: query + required: false + description: New database mode + schema: + type: string + enum: [channel, local, remote] + responses: + '200': + description: Setting updated or current value returned + content: + text/plain: + schema: + type: string + + /manager/policy/component: + get: + summary: Get or set component policy + description: Gets or sets the component policy + parameters: + - name: value + in: query + required: false + description: New component policy + schema: + type: string + responses: + '200': + description: Setting updated or current value returned + content: + text/plain: + schema: + type: string + + /manager/policy/update: + get: + summary: Get or set update policy + description: Gets or sets the update policy + parameters: + - name: value + in: query + required: false + description: New update policy + schema: + type: string + enum: [stable, nightly, nightly-comfyui] + responses: + '200': + description: Setting updated or current value returned + content: + text/plain: + schema: + type: string + + /manager/channel_url_list: + get: + summary: Get or set channel URL + description: Gets or sets the channel URL for custom node sources + parameters: + - name: value + in: query + required: false + description: New channel name + schema: + type: string + responses: + '200': + description: Setting updated or channel list returned + content: + application/json: + schema: + type: object + properties: + selected: + type: string + list: + type: array + items: + type: object + properties: + name: + type: string + url: + type: string + + # Component Management Endpoints + /manager/component/save: + post: + summary: Save component + description: Saves a reusable workflow component + requestBody: + required: true + content: + application/json: + schema: + type: object + properties: + name: + type: string + workflow: + type: object + responses: + '200': + description: Component saved successfully + content: + text/plain: + schema: + type: string + '400': + description: Error saving component + + /manager/component/loads: + post: + summary: Load components + description: Loads all available workflow components + responses: + '200': + description: Components loaded successfully + content: + application/json: + schema: + type: object + '400': + description: Error loading components + + # Miscellaneous Endpoints + /manager/version: + get: + summary: Get manager version + description: Returns the current version of ComfyUI-Manager + responses: + '200': + description: Successful operation + content: + text/plain: + schema: + type: string + + /manager/notice: + get: + summary: Get manager notice + description: Returns HTML content with notices and version information + responses: + '200': + description: Successful operation + content: + text/html: + schema: + type: string \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/pip_overrides.json.template b/custom_nodes/ComfyUI-Manager/pip_overrides.json.template new file mode 100644 index 0000000000000000000000000000000000000000..3884edb920a3baf02eab169a835d82e3a463c8f2 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/pip_overrides.json.template @@ -0,0 +1,21 @@ +{ + "imageio-ffmpeg": "imageio", + "imageio[ffmpeg]": "imageio", + "imageio_ffmpeg": "imageio", + "diffusers~=0.21.4": "diffusers", + "huggingface_hub": "huggingface-hub", + "numpy<1.24>=1.18": "numpy==1.26.4", + "numpy>=1.18.5, <1.25.0": "numpy==1.26.4", + "opencv-contrib-python": "opencv-contrib-python-headless", + "opencv-python": "opencv-contrib-python-headless", + "opencv-python-headless": "opencv-contrib-python-headless", + "opencv-python-headless[ffmpeg]<=4.7.0.72": "opencv-contrib-python-headless", + "opencv-python>=4.7.0.72": "opencv-contrib-python-headless", + "pandas<=1.5.1": "pandas", + "scikit-image==0.20.0": "scikit-image", + "scipy>=1.11.4": "scipy", + "segment_anything": "segment-anything", + "timm==0.6.5": "timm", + "timm>=0.4.12": "timm", + "transformers==4.26.1": "transformers" +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/pip_overrides.osx.template b/custom_nodes/ComfyUI-Manager/pip_overrides.osx.template new file mode 100644 index 0000000000000000000000000000000000000000..3884edb920a3baf02eab169a835d82e3a463c8f2 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/pip_overrides.osx.template @@ -0,0 +1,21 @@ +{ + "imageio-ffmpeg": "imageio", + "imageio[ffmpeg]": "imageio", + "imageio_ffmpeg": "imageio", + "diffusers~=0.21.4": "diffusers", + "huggingface_hub": "huggingface-hub", + "numpy<1.24>=1.18": "numpy==1.26.4", + "numpy>=1.18.5, <1.25.0": "numpy==1.26.4", + "opencv-contrib-python": "opencv-contrib-python-headless", + "opencv-python": "opencv-contrib-python-headless", + "opencv-python-headless": "opencv-contrib-python-headless", + "opencv-python-headless[ffmpeg]<=4.7.0.72": "opencv-contrib-python-headless", + "opencv-python>=4.7.0.72": "opencv-contrib-python-headless", + "pandas<=1.5.1": "pandas", + "scikit-image==0.20.0": "scikit-image", + "scipy>=1.11.4": "scipy", + "segment_anything": "segment-anything", + "timm==0.6.5": "timm", + "timm>=0.4.12": "timm", + "transformers==4.26.1": "transformers" +} \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/prestartup_script.py b/custom_nodes/ComfyUI-Manager/prestartup_script.py new file mode 100644 index 0000000000000000000000000000000000000000..dabd39dae1b33d354c7e853b11a96ab8639dc590 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/prestartup_script.py @@ -0,0 +1,869 @@ +import os +import shutil +import subprocess +import sys +import atexit +import threading +import re +import locale +import platform +import json +import ast +import logging +import traceback + +glob_path = os.path.join(os.path.dirname(__file__), "glob") +sys.path.append(glob_path) + +import security_check +import manager_util +import cm_global +import manager_downloader +import folder_paths + +manager_util.add_python_path_to_env() + +import datetime as dt + +if hasattr(dt, 'datetime'): + from datetime import datetime as dt_datetime + + def current_timestamp(): + return dt_datetime.now().strftime('%Y-%m-%d %H:%M:%S.%f')[:-3] +else: + # NOTE: Occurs in some Mac environments. + import time + logging.error(f"[ComfyUI-Manager] fallback timestamp mode\n datetime module is invalid: '{dt.__file__}'") + + def current_timestamp(): + return str(time.time()).split('.')[0] + + +cm_global.pip_blacklist = {'torch', 'torchaudio', 'torchsde', 'torchvision'} +cm_global.pip_downgrade_blacklist = ['torch', 'torchaudio', 'torchsde', 'torchvision', 'transformers', 'safetensors', 'kornia'] + + +def skip_pip_spam(x): + return ('Requirement already satisfied:' in x) or ("DEPRECATION: Loading egg at" in x) + + +message_collapses = [skip_pip_spam] +import_failed_extensions = set() +cm_global.variables['cm.on_revision_detected_handler'] = [] +enable_file_logging = True + + +def register_message_collapse(f): + global message_collapses + message_collapses.append(f) + + +def is_import_failed_extension(name): + global import_failed_extensions + return name in import_failed_extensions + + +comfy_path = os.environ.get('COMFYUI_PATH') +comfy_base_path = os.environ.get('COMFYUI_FOLDERS_BASE_PATH') + +if comfy_path is None: + # legacy env var + comfy_path = os.environ.get('COMFYUI_PATH') + +if comfy_path is None: + comfy_path = os.path.abspath(os.path.dirname(sys.modules['__main__'].__file__)) + +if comfy_base_path is None: + comfy_base_path = comfy_path + +sys.__comfyui_manager_register_message_collapse = register_message_collapse +sys.__comfyui_manager_is_import_failed_extension = is_import_failed_extension +cm_global.register_api('cm.register_message_collapse', register_message_collapse) +cm_global.register_api('cm.is_import_failed_extension', is_import_failed_extension) + + +comfyui_manager_path = os.path.abspath(os.path.dirname(__file__)) + +custom_nodes_base_path = folder_paths.get_folder_paths('custom_nodes')[0] + +# Check for System User API availability (PR #10966) +_has_system_user_api = hasattr(folder_paths, 'get_system_user_directory') + +if _has_system_user_api: + manager_files_path = os.path.abspath(os.path.join(folder_paths.get_user_directory(), '__manager')) +else: + manager_files_path = os.path.abspath(os.path.join(folder_paths.get_user_directory(), 'default', 'ComfyUI-Manager')) + +manager_pip_overrides_path = os.path.join(manager_files_path, "pip_overrides.json") +manager_pip_blacklist_path = os.path.join(manager_files_path, "pip_blacklist.list") +restore_snapshot_path = os.path.join(manager_files_path, "startup-scripts", "restore-snapshot.json") +manager_config_path = os.path.join(manager_files_path, 'config.ini') + +cm_cli_path = os.path.join(comfyui_manager_path, "cm-cli.py") + + +default_conf = {} + +def read_config(): + global default_conf + try: + import configparser + config = configparser.ConfigParser(strict=False) + config.read(manager_config_path) + default_conf = config['default'] + except Exception: + pass + +def read_uv_mode(): + if 'use_uv' in default_conf: + manager_util.use_uv = default_conf['use_uv'].lower() == 'true' + +def check_file_logging(): + global enable_file_logging + if 'file_logging' in default_conf and default_conf['file_logging'].lower() == 'false': + enable_file_logging = False + + +read_config() +read_uv_mode() +security_check.security_check() +check_file_logging() + +cm_global.pip_overrides = {} + +if os.path.exists(manager_pip_overrides_path): + with open(manager_pip_overrides_path, 'r', encoding="UTF-8", errors="ignore") as json_file: + cm_global.pip_overrides = json.load(json_file) + + +if os.path.exists(manager_pip_blacklist_path): + with open(manager_pip_blacklist_path, 'r', encoding="UTF-8", errors="ignore") as f: + for x in f.readlines(): + y = x.strip() + if y != '': + cm_global.pip_blacklist.add(y) + + +def remap_pip_package(pkg): + if pkg in cm_global.pip_overrides: + res = cm_global.pip_overrides[pkg] + print(f"[ComfyUI-Manager] '{pkg}' is remapped to '{res}'") + return res + else: + return pkg + + +std_log_lock = threading.Lock() + + +def handle_stream(stream, prefix): + stream.reconfigure(encoding=locale.getpreferredencoding(), errors='replace') + for msg in stream: + if prefix == '[!]' and ('it/s]' in msg or 's/it]' in msg) and ('%|' in msg or 'it [' in msg): + if msg.startswith('100%'): + print('\r' + msg, end="", file=sys.stderr), + else: + print('\r' + msg[:-1], end="", file=sys.stderr), + else: + if prefix == '[!]': + print(prefix, msg, end="", file=sys.stderr) + else: + print(prefix, msg, end="") + + +def process_wrap(cmd_str, cwd_path, handler=None, env=None): + process = subprocess.Popen(cmd_str, cwd=cwd_path, env=env, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True, bufsize=1) + + if handler is None: + handler = handle_stream + + stdout_thread = threading.Thread(target=handler, args=(process.stdout, "")) + stderr_thread = threading.Thread(target=handler, args=(process.stderr, "[!]")) + + stdout_thread.start() + stderr_thread.start() + + stdout_thread.join() + stderr_thread.join() + + return process.wait() + + +original_stdout = sys.stdout + + +def try_get_custom_nodes(x): + for custom_nodes_dir in folder_paths.get_folder_paths('custom_nodes'): + if x.startswith(custom_nodes_dir): + relative_path = os.path.relpath(x, custom_nodes_dir) + next_segment = relative_path.split(os.sep)[0] + if next_segment.lower() != 'comfyui-manager': + return next_segment, os.path.join(custom_nodes_dir, next_segment) + return None + + +def extract_origin_module(): + stack = traceback.extract_stack()[:-2] + for frame in reversed(stack): + info = try_get_custom_nodes(frame.filename) + if info is None: + continue + else: + return info + return None + +def extract_origin_module_from_strings(file_paths): + for filepath in file_paths: + info = try_get_custom_nodes(filepath) + if info is None: + continue + else: + return info + return None + + +def finalize_startup(): + res = {} + for k, v in cm_global.error_dict.items(): + if v['path'] in import_failed_extensions: + res[k] = v + + cm_global.error_dict = res + + +try: + if '--port' in sys.argv: + port_index = sys.argv.index('--port') + if port_index + 1 < len(sys.argv): + port = int(sys.argv[port_index + 1]) + postfix = f"_{port}" + else: + postfix = "" + else: + postfix = "" + + # Logger setup + log_path_base = None + if enable_file_logging: + log_path_base = os.path.join(folder_paths.user_directory, 'comfyui') + + if not os.path.exists(folder_paths.user_directory): + os.makedirs(folder_paths.user_directory) + + if os.path.exists(f"{log_path_base}{postfix}.log"): + if os.path.exists(f"{log_path_base}{postfix}.prev.log"): + if os.path.exists(f"{log_path_base}{postfix}.prev2.log"): + os.remove(f"{log_path_base}{postfix}.prev2.log") + os.rename(f"{log_path_base}{postfix}.prev.log", f"{log_path_base}{postfix}.prev2.log") + os.rename(f"{log_path_base}{postfix}.log", f"{log_path_base}{postfix}.prev.log") + + log_file = open(f"{log_path_base}{postfix}.log", "w", encoding="utf-8", errors="ignore") + + log_lock = threading.Lock() + + original_stdout = sys.stdout + original_stderr = sys.stderr + + if original_stdout.encoding.lower() == 'utf-8': + write_stdout = original_stdout.write + write_stderr = original_stderr.write + else: + def wrapper_stdout(msg): + original_stdout.write(msg.encode('utf-8').decode(original_stdout.encoding, errors="ignore")) + + def wrapper_stderr(msg): + original_stderr.write(msg.encode('utf-8').decode(original_stderr.encoding, errors="ignore")) + + write_stdout = wrapper_stdout + write_stderr = wrapper_stderr + + pat_tqdm = r'\d+%.*\[(.*?)\]' + pat_import_fail = r'seconds \(IMPORT FAILED\):(.*)$' + + is_start_mode = True + + + class ComfyUIManagerLogger: + def __init__(self, is_stdout): + self.is_stdout = is_stdout + self.encoding = "utf-8" + self.last_char = '' + + def fileno(self): + try: + if self.is_stdout: + return original_stdout.fileno() + else: + return original_stderr.fileno() + except AttributeError: + # Handle error + raise ValueError("The object does not have a fileno method") + + def isatty(self): + return False + + def write(self, message): + global is_start_mode + + if any(f(message) for f in message_collapses): + return + + if is_start_mode: + match = re.search(pat_import_fail, message) + if match: + import_failed_extensions.add(match.group(1).strip()) + + if not self.is_stdout: + origin_info = extract_origin_module() + if origin_info is not None: + name, origin_path = origin_info + + if name != 'comfyui-manager': + if name not in cm_global.error_dict: + cm_global.error_dict[name] = {'name': name, 'path': origin_path, 'msg': ''} + + cm_global.error_dict[name]['msg'] += message + + if not self.is_stdout: + match = re.search(pat_tqdm, message) + if match: + message = re.sub(r'([#|])\d', r'\1▌', message) + message = re.sub('#', '█', message) + if '100%' in message: + self.sync_write(message) + else: + write_stderr(message) + original_stderr.flush() + else: + self.sync_write(message) + else: + self.sync_write(message) + + def sync_write(self, message, file_only=False): + with log_lock: + timestamp = current_timestamp() + if self.last_char != '\n': + log_file.write(message) + else: + log_file.write(f"[{timestamp}] {message}") + + try: + log_file.flush() + except Exception: + pass + + self.last_char = message if message == '' else message[-1] + + if not file_only: + with std_log_lock: + if self.is_stdout: + write_stdout(message) + original_stdout.flush() + else: + write_stderr(message) + original_stderr.flush() + + def flush(self): + try: + log_file.flush() + except Exception: + pass + + with std_log_lock: + try: + if self.is_stdout: + original_stdout.flush() + else: + original_stderr.flush() + except (OSError, ValueError): + pass + + def close(self): + self.flush() + + def reconfigure(self, *args, **kwargs): + pass + + # You can close through sys.stderr.close_log() + def close_log(self): + sys.stderr = original_stderr + sys.stdout = original_stdout + log_file.close() + + def close_log(): + sys.stderr = original_stderr + sys.stdout = original_stdout + log_file.close() + + + if enable_file_logging: + sys.stdout = ComfyUIManagerLogger(True) + stderr_wrapper = ComfyUIManagerLogger(False) + sys.stderr = stderr_wrapper + + atexit.register(close_log) + else: + sys.stdout.close_log = lambda: None + stderr_wrapper = None + + + class LoggingHandler(logging.Handler): + def emit(self, record): + global is_start_mode + + message = record.getMessage() + + if is_start_mode: + match = re.search(pat_import_fail, message) + if match: + import_failed_extensions.add(match.group(1).strip()) + + if 'Traceback' in message: + file_lists = self._extract_file_paths(message) + origin_info = extract_origin_module_from_strings(file_lists) + if origin_info is not None: + name, origin_path = origin_info + + if name != 'comfyui-manager': + if name not in cm_global.error_dict: + cm_global.error_dict[name] = {'name': name, 'path': origin_path, 'msg': ''} + + cm_global.error_dict[name]['msg'] += message + + if 'Starting server' in message: + is_start_mode = False + finalize_startup() + + if stderr_wrapper: + stderr_wrapper.sync_write(message+'\n', file_only=True) + + def _extract_file_paths(self, msg): + file_paths = [] + for line in msg.split('\n'): + match = re.findall(r'File \"(.*?)\", line \d+', line) + for x in match: + if not x.startswith('<'): + file_paths.extend(match) + return file_paths + + + logging.getLogger().addHandler(LoggingHandler()) + + +except Exception as e: + print(f"[ComfyUI-Manager] Logging failed: {e}") + + +def ensure_dependencies(): + try: + import git # noqa: F401 + import toml # noqa: F401 + import rich # noqa: F401 + import chardet # noqa: F401 + except ModuleNotFoundError: + my_path = os.path.dirname(__file__) + requirements_path = os.path.join(my_path, "requirements.txt") + + print("## ComfyUI-Manager: installing dependencies. (GitPython)") + try: + subprocess.check_output(manager_util.make_pip_cmd(['install', '-r', requirements_path])) + except subprocess.CalledProcessError: + print("## [ERROR] ComfyUI-Manager: Attempting to reinstall dependencies using an alternative method.") + try: + subprocess.check_output(manager_util.make_pip_cmd(['install', '--user', '-r', requirements_path])) + except subprocess.CalledProcessError: + print("## [ERROR] ComfyUI-Manager: Failed to install the GitPython package in the correct Python environment. Please install it manually in the appropriate environment. (You can seek help at https://app.element.io/#/room/%23comfyui_space%3Amatrix.org)") + + try: + print("## ComfyUI-Manager: installing dependencies done.") + except: + # maybe we should sys.exit() here? there is at least two screens worth of error messages still being pumped after our error messages + print("## [ERROR] ComfyUI-Manager: GitPython package seems to be installed, but failed to load somehow. Make sure you have a working git client installed") + +ensure_dependencies() + + +print("** ComfyUI startup time:", current_timestamp()) +print("** Platform:", platform.system()) +print("** Python version:", sys.version) +print("** Python executable:", sys.executable) +print("** ComfyUI Path:", comfy_path) +print("** ComfyUI Base Folder Path:", comfy_base_path) +print("** User directory:", folder_paths.user_directory) +print("** ComfyUI-Manager config path:", manager_config_path) + + +if log_path_base is not None: + print("** Log path:", os.path.abspath(f'{log_path_base}.log')) +else: + print("** Log path: file logging is disabled") + + +def read_downgrade_blacklist(): + try: + if 'downgrade_blacklist' in default_conf: + items = default_conf['downgrade_blacklist'].split(',') + items = [x.strip() for x in items if x != ''] + cm_global.pip_downgrade_blacklist += items + cm_global.pip_downgrade_blacklist = list(set(cm_global.pip_downgrade_blacklist)) + except: + pass + + +read_downgrade_blacklist() + + +def check_bypass_ssl(): + try: + import ssl + if 'bypass_ssl' in default_conf and default_conf['bypass_ssl'].lower() == 'true': + print(f"[ComfyUI-Manager] WARN: Unsafe - SSL verification bypass option is Enabled. (see {manager_config_path})") + ssl._create_default_https_context = ssl._create_unverified_context # SSL certificate error fix. + except Exception: + pass + +check_bypass_ssl() + + +# Perform install +processed_install = set() +# Use manager_files_path for consistency (fixes path inconsistency bug) +script_list_path = os.path.join(manager_files_path, "startup-scripts", "install-scripts.txt") +pip_fixer = manager_util.PIPFixer(manager_util.get_installed_packages(), comfy_path, manager_files_path) + + +def is_installed(name): + name = name.strip() + + if name.startswith('#'): + return True + + pattern = r'([^<>!~=]+)([<>!~=]=?)([0-9.a-zA-Z]*)' + match = re.search(pattern, name) + + if match: + name = match.group(1) + + if name in cm_global.pip_blacklist: + return True + + if name in cm_global.pip_downgrade_blacklist: + pips = manager_util.get_installed_packages() + + if match is None: + if name in pips: + return True + elif match.group(2) in ['<=', '==', '<', '~=']: + if name in pips: + if manager_util.StrictVersion(pips[name]) >= manager_util.StrictVersion(match.group(3)): + print(f"[ComfyUI-Manager] skip black listed pip installation: '{name}'") + return True + + pkg = manager_util.get_installed_packages().get(name.lower()) + if pkg is None: + return False # update if not installed + + if match is None: + return True # don't update if version is not specified + + if match.group(2) in ['>', '>=']: + if manager_util.StrictVersion(pkg) < manager_util.StrictVersion(match.group(3)): + return False + elif manager_util.StrictVersion(pkg) > manager_util.StrictVersion(match.group(3)): + print(f"[SKIP] Downgrading pip package isn't allowed: {name.lower()} (cur={pkg})") + + if match.group(2) == '==': + if manager_util.StrictVersion(pkg) < manager_util.StrictVersion(match.group(3)): + return False + + if match.group(2) == '~=': + if manager_util.StrictVersion(pkg) == manager_util.StrictVersion(match.group(3)): + return False + + return True # prevent downgrade + + +if os.path.exists(restore_snapshot_path): + try: + cloned_repos = [] + + def msg_capture(stream, prefix): + stream.reconfigure(encoding=locale.getpreferredencoding(), errors='replace') + for msg in stream: + if msg.startswith("CLONE: "): + cloned_repos.append(msg[7:]) + if prefix == '[!]': + print(prefix, msg, end="", file=sys.stderr) + else: + print(prefix, msg, end="") + + elif prefix == '[!]' and ('it/s]' in msg or 's/it]' in msg) and ('%|' in msg or 'it [' in msg): + if msg.startswith('100%'): + print('\r' + msg, end="", file=sys.stderr), + else: + print('\r'+msg[:-1], end="", file=sys.stderr), + else: + if prefix == '[!]': + print(prefix, msg, end="", file=sys.stderr) + else: + print(prefix, msg, end="") + + print("[ComfyUI-Manager] Restore snapshot.") + new_env = os.environ.copy() + if 'COMFYUI_FOLDERS_BASE_PATH' not in new_env: + new_env["COMFYUI_FOLDERS_BASE_PATH"] = comfy_path + + cmd_str = [sys.executable, cm_cli_path, 'restore-snapshot', restore_snapshot_path] + exit_code = process_wrap(cmd_str, custom_nodes_base_path, handler=msg_capture, env=new_env) + + if exit_code != 0: + print("[ComfyUI-Manager] Restore snapshot failed.") + else: + print("[ComfyUI-Manager] Restore snapshot done.") + + except Exception as e: + print(e) + print("[ComfyUI-Manager] Restore snapshot failed.") + + os.remove(restore_snapshot_path) + + +def execute_lazy_install_script(repo_path, executable): + global processed_install + + install_script_path = os.path.join(repo_path, "install.py") + requirements_path = os.path.join(repo_path, "requirements.txt") + + if os.path.exists(requirements_path): + print(f"Install: pip packages for '{repo_path}'") + + lines = manager_util.robust_readlines(requirements_path) + for line in lines: + package_name = remap_pip_package(line.strip()) + package_name = package_name.split('#')[0].strip() + if package_name and not is_installed(package_name): + if '--index-url' in package_name: + s = package_name.split('--index-url') + install_cmd = manager_util.make_pip_cmd(["install", s[0].strip(), '--index-url', s[1].strip()]) + else: + install_cmd = manager_util.make_pip_cmd(["install", package_name]) + + process_wrap(install_cmd, repo_path) + + if os.path.exists(install_script_path) and f'{repo_path}/install.py' not in processed_install: + processed_install.add(f'{repo_path}/install.py') + print(f"Install: install script for '{repo_path}'") + install_cmd = [executable, "install.py"] + + new_env = os.environ.copy() + if 'COMFYUI_FOLDERS_BASE_PATH' not in new_env: + new_env["COMFYUI_FOLDERS_BASE_PATH"] = comfy_path + process_wrap(install_cmd, repo_path, env=new_env) + + +def execute_lazy_cnr_switch(target, zip_url, from_path, to_path, no_deps, custom_nodes_path): + import uuid + import shutil + + # 1. download + archive_name = f"CNR_temp_{str(uuid.uuid4())}.zip" # should be unpredictable name - security precaution + download_path = os.path.join(custom_nodes_path, archive_name) + manager_downloader.download_url(zip_url, custom_nodes_path, archive_name) + + # 2. extract files into @ + extracted = manager_util.extract_package_as_zip(download_path, from_path) + os.remove(download_path) + + if extracted is None: + if len(os.listdir(from_path)) == 0: + shutil.rmtree(from_path) + + print(f'Empty archive file: {target}') + return False + + + # 3. calculate garbage files (.tracking - extracted) + tracking_info_file = os.path.join(from_path, '.tracking') + prev_files = set() + with open(tracking_info_file, 'r') as f: + for line in f: + prev_files.add(line.strip()) + garbage = prev_files.difference(extracted) + garbage = [os.path.join(custom_nodes_path, x) for x in garbage] + + # 4-1. remove garbage files + for x in garbage: + if os.path.isfile(x): + os.remove(x) + + # 4-2. remove garbage dir if empty + for x in garbage: + if os.path.isdir(x): + if not os.listdir(x): + os.rmdir(x) + + # 5. rename dir name @ ==> @ + print(f"'{from_path}' is moved to '{to_path}'") + shutil.move(from_path, to_path) + + # 6. create .tracking file + tracking_info_file = os.path.join(to_path, '.tracking') + with open(tracking_info_file, "w", encoding='utf-8') as file: + file.write('\n'.join(list(extracted))) + + +script_executed = False + +def execute_startup_script(): + global script_executed + print("\n#######################################################################") + print("[ComfyUI-Manager] Starting dependency installation/(de)activation for the extension\n") + + custom_nodelist_cache = None + + def get_custom_node_paths(): + nonlocal custom_nodelist_cache + if custom_nodelist_cache is None: + custom_nodelist_cache = set() + for base in folder_paths.get_folder_paths('custom_nodes'): + for x in os.listdir(base): + fullpath = os.path.join(base, x) + if os.path.isdir(fullpath): + custom_nodelist_cache.add(fullpath) + + return custom_nodelist_cache + + def execute_lazy_delete(path): + # Validate to prevent arbitrary paths from being deleted + if path not in get_custom_node_paths(): + logging.error(f"## ComfyUI-Manager: The scheduled '{path}' is not a custom node path, so the deletion has been canceled.") + return + + if not os.path.exists(path): + logging.info(f"## ComfyUI-Manager: SKIP-DELETE => '{path}' (already deleted)") + return + + try: + shutil.rmtree(path) + logging.info(f"## ComfyUI-Manager: DELETE => '{path}'") + except Exception as e: + logging.error(f"## ComfyUI-Manager: Failed to delete '{path}' ({e})") + + executed = set() + # Read each line from the file and convert it to a list using eval + with open(script_list_path, 'r', encoding="UTF-8", errors="ignore") as file: + for line in file: + if line in executed: + continue + + executed.add(line) + + try: + script = ast.literal_eval(line) + + if script[1].startswith('#') and script[1] != '#FORCE': + if script[1] == "#LAZY-INSTALL-SCRIPT": + execute_lazy_install_script(script[0], script[2]) + + elif script[1] == "#LAZY-CNR-SWITCH-SCRIPT": + execute_lazy_cnr_switch(script[0], script[2], script[3], script[4], script[5], script[6]) + execute_lazy_install_script(script[3], script[7]) + + elif script[1] == "#LAZY-DELETE-NODEPACK": + execute_lazy_delete(script[2]) + + elif os.path.exists(script[0]): + if script[1] == "#FORCE": + del script[1] + else: + if 'pip' in script[1:] and 'install' in script[1:] and is_installed(script[-1]): + continue + + print(f"\n## ComfyUI-Manager: EXECUTE => {script[1:]}") + print(f"\n## Execute management script for '{script[0]}'") + + new_env = os.environ.copy() + if 'COMFYUI_FOLDERS_BASE_PATH' not in new_env: + new_env["COMFYUI_FOLDERS_BASE_PATH"] = comfy_path + exit_code = process_wrap(script[1:], script[0], env=new_env) + + if exit_code != 0: + print(f"management script failed: {script[0]}") + else: + print(f"\n## ComfyUI-Manager: CANCELED => {script[1:]}") + + except Exception as e: + print(f"[ERROR] Failed to execute management script: {line} / {e}") + + # Remove the script_list_path file + if os.path.exists(script_list_path): + script_executed = True + os.remove(script_list_path) + + print("\n[ComfyUI-Manager] Startup script completed.") + print("#######################################################################\n") + + +# Check if script_list_path exists +# Block startup-scripts on old ComfyUI (security measure) +if not _has_system_user_api: + if os.path.exists(script_list_path): + print("[ComfyUI-Manager] Startup scripts blocked on old ComfyUI version.") +elif os.path.exists(script_list_path): + execute_startup_script() + + +pip_fixer.fix_broken() + +del processed_install +del pip_fixer +manager_util.clear_pip_cache() + +if script_executed: + # Restart + print("[ComfyUI-Manager] Restarting to reapply dependency installation.") + + if '__COMFY_CLI_SESSION__' in os.environ: + with open(os.path.join(os.environ['__COMFY_CLI_SESSION__'] + '.reboot'), 'w'): + pass + + print("--------------------------------------------------------------------------\n") + exit(0) + else: + sys_argv = sys.argv.copy() + + if sys_argv[0].endswith("__main__.py"): # this is a python module + module_name = os.path.basename(os.path.dirname(sys_argv[0])) + cmds = [sys.executable, '-m', module_name] + sys_argv[1:] + elif sys.platform.startswith('win32'): + cmds = ['"' + sys.executable + '"', '"' + sys_argv[0] + '"'] + sys_argv[1:] + else: + cmds = [sys.executable] + sys_argv + + print(f"Command: {cmds}", flush=True) + print("--------------------------------------------------------------------------\n") + + os.execv(sys.executable, cmds) + + +def check_windows_event_loop_policy(): + try: + import configparser + config = configparser.ConfigParser(strict=False) + config.read(manager_config_path) + default_conf = config['default'] + + if 'windows_selector_event_loop_policy' in default_conf and default_conf['windows_selector_event_loop_policy'].lower() == 'true': + try: + import asyncio + import asyncio.windows_events + asyncio.set_event_loop_policy(asyncio.windows_events.WindowsSelectorEventLoopPolicy()) + print("[ComfyUI-Manager] Windows event loop policy mode enabled") + except Exception as e: + print(f"[ComfyUI-Manager] WARN: Windows initialization fail: {e}") + except Exception: + pass + + +if platform.system() == 'Windows': + check_windows_event_loop_policy() diff --git a/custom_nodes/ComfyUI-Manager/pyproject.toml b/custom_nodes/ComfyUI-Manager/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..e15ea6e4350194680e714bf339501ba8e363d1d2 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "comfyui-manager" +description = "ComfyUI-Manager provides features to install and manage custom nodes for ComfyUI, as well as various functionalities to assist with ComfyUI." +version = "3.39.2" +license = { file = "LICENSE.txt" } +dependencies = ["GitPython", "PyGithub", "matrix-nio", "transformers", "huggingface-hub>0.20", "typer", "rich", "typing-extensions", "toml", "uv", "chardet"] + +[project.urls] +Repository = "https://github.com/ltdrdata/ComfyUI-Manager" +# Used by Comfy Registry https://comfyregistry.org + +[tool.comfy] +PublisherId = "drltdata" +DisplayName = "ComfyUI-Manager" +Icon = "" diff --git a/custom_nodes/ComfyUI-Manager/requirements.txt b/custom_nodes/ComfyUI-Manager/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..b179f07f14ff12d0a5a2b45ae7eb8cb79c0260c6 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/requirements.txt @@ -0,0 +1,11 @@ +GitPython +PyGithub +matrix-nio +transformers +huggingface-hub +typer +rich +typing-extensions +toml +uv +chardet diff --git a/custom_nodes/ComfyUI-Manager/ruff.toml b/custom_nodes/ComfyUI-Manager/ruff.toml new file mode 100644 index 0000000000000000000000000000000000000000..26ec1d895e319c85a0deda2aee7c584cd55fc7f0 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/ruff.toml @@ -0,0 +1,12 @@ +# Disable all rules by default +lint.ignore = ["ALL"] + +# Enable specific rules +lint.select = [ + "S307", # suspicious-eval-usage + # The "F" series in Ruff stands for "Pyflakes" rules, which catch various Python syntax errors and undefined names. + # See all rules here: https://docs.astral.sh/ruff/rules/#pyflakes-f + "F", +] + +exclude = ["*.ipynb"] diff --git a/custom_nodes/ComfyUI-Manager/scan.sh b/custom_nodes/ComfyUI-Manager/scan.sh new file mode 100644 index 0000000000000000000000000000000000000000..c35e90a508f019e2ba5a6320de04fc897c8bddef --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scan.sh @@ -0,0 +1,11 @@ +#!/bin/bash +rm ~/.tmp/default/*.py > /dev/null 2>&1 +python scanner.py ~/.tmp/default $* +cp extension-node-map.json node_db/new/. + +echo "Integrity check" +if [ -f "check2.sh" ]; then + ./check2.sh +else + ./check.sh +fi \ No newline at end of file diff --git a/custom_nodes/ComfyUI-Manager/scanner.py b/custom_nodes/ComfyUI-Manager/scanner.py new file mode 100644 index 0000000000000000000000000000000000000000..c395dc1236edc7d393fb628eacac7439bf7b5917 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scanner.py @@ -0,0 +1,1562 @@ +import ast +import re +import os +import json +from git import Repo +import concurrent +import datetime +import concurrent.futures +import requests +import warnings +import argparse + +builtin_nodes = set() + +import sys + +from urllib.parse import urlparse +from github import Github, Auth +from pathlib import Path +from typing import Set, Dict, Optional + +# Scanner version for cache invalidation +SCANNER_VERSION = "2.0.13" # Add fallback for dynamic v3 node_id + +# Cache for extract_nodes and extract_nodes_enhanced results +_extract_nodes_cache: Dict[str, Set[str]] = {} +_extract_nodes_enhanced_cache: Dict[str, Set[str]] = {} +_file_mtime_cache: Dict[Path, float] = {} + + +def _get_repo_root(file_path: Path) -> Optional[Path]: + """Find the repository root directory containing .git""" + current = file_path if file_path.is_dir() else file_path.parent + while current != current.parent: + if (current / ".git").exists(): + return current + current = current.parent + return None + + +def _get_repo_hash(repo_path: Path) -> str: + """Get git commit hash or fallback identifier""" + git_dir = repo_path / ".git" + if not git_dir.exists(): + return "" + + try: + # Read HEAD to get current commit + head_file = git_dir / "HEAD" + if head_file.exists(): + head_content = head_file.read_text().strip() + if head_content.startswith("ref:"): + # HEAD points to a ref + ref_path = git_dir / head_content[5:].strip() + if ref_path.exists(): + commit_hash = ref_path.read_text().strip() + return commit_hash[:16] # First 16 chars + else: + # Detached HEAD + return head_content[:16] + except: + pass + + return "" + + +def _load_per_repo_cache(repo_path: Path) -> Optional[tuple]: + """Load nodes and metadata from per-repo cache + + Returns: + tuple: (nodes_set, metadata_dict) or None if cache invalid + """ + cache_file = repo_path / ".git" / "nodecache.json" + + if not cache_file.exists(): + return None + + try: + with open(cache_file, 'r') as f: + cache_data = json.load(f) + + # Verify scanner version + if cache_data.get('scanner_version') != SCANNER_VERSION: + return None + + # Verify git hash + current_hash = _get_repo_hash(repo_path) + if cache_data.get('git_hash') != current_hash: + return None + + # Return nodes and metadata + nodes = cache_data.get('nodes', []) + metadata = cache_data.get('metadata', {}) + return (set(nodes) if nodes else set(), metadata) + + except: + return None + + +def _save_per_repo_cache(repo_path: Path, all_nodes: Set[str], metadata: dict = None): + """Save nodes and metadata to per-repo cache""" + cache_file = repo_path / ".git" / "nodecache.json" + + if not cache_file.parent.exists(): + return + + git_hash = _get_repo_hash(repo_path) + cache_data = { + "scanner_version": SCANNER_VERSION, + "git_hash": git_hash, + "scanned_at": datetime.datetime.now().isoformat(), + "nodes": sorted(list(all_nodes)), + "metadata": metadata if metadata else {} + } + + try: + with open(cache_file, 'w') as f: + json.dump(cache_data, f, indent=2) + except: + pass # Silently fail - cache is optional + + +def download_url(url, dest_folder, filename=None): + # Ensure the destination folder exists + if not os.path.exists(dest_folder): + os.makedirs(dest_folder) + + # Extract filename from URL if not provided + if filename is None: + filename = os.path.basename(url) + + # Full path to save the file + dest_path = os.path.join(dest_folder, filename) + + # Download the file + response = requests.get(url, stream=True) + if response.status_code == 200: + with open(dest_path, 'wb') as file: + for chunk in response.iter_content(chunk_size=1024): + if chunk: + file.write(chunk) + else: + raise Exception(f"Failed to download file from {url}") + + +def parse_arguments(): + """Parse command-line arguments""" + parser = argparse.ArgumentParser( + description='ComfyUI Manager Node Scanner', + formatter_class=argparse.RawDescriptionHelpFormatter, + epilog=''' +Examples: + # Standard mode + python3 scanner.py + python3 scanner.py --skip-update + python3 scanner.py --skip-all --force-rescan + + # Scan-only mode + python3 scanner.py --scan-only temp-urls-clean.list + python3 scanner.py --scan-only urls.list --temp-dir /custom/temp + python3 scanner.py --scan-only urls.list --skip-update --force-rescan + ''' + ) + + parser.add_argument('--scan-only', type=str, metavar='URL_LIST_FILE', + help='Scan-only mode: provide URL list file (one URL per line)') + parser.add_argument('--temp-dir', type=str, metavar='DIR', + help='Temporary directory for cloned repositories') + parser.add_argument('--skip-update', action='store_true', + help='Skip git clone/pull operations') + parser.add_argument('--skip-stat-update', action='store_true', + help='Skip GitHub stats collection') + parser.add_argument('--skip-all', action='store_true', + help='Skip all update operations') + parser.add_argument('--force-rescan', action='store_true', + help='Force rescan all nodes (ignore cache)') + + # Backward compatibility: positional argument for temp_dir + parser.add_argument('temp_dir_positional', nargs='?', metavar='TEMP_DIR', + help='(Legacy) Temporary directory path') + + args = parser.parse_args() + return args + + +# Module-level variables (will be set in main if running as script) +args = None +scan_only_mode = False +url_list_file = None +temp_dir = None +skip_update = False +skip_stat_update = True +g = None + + +parse_cnt = 0 + + +def extract_nodes(code_text): + global parse_cnt + + # Check cache first + cache_key = hash(code_text) + if cache_key in _extract_nodes_cache: + return _extract_nodes_cache[cache_key].copy() + + try: + if parse_cnt % 100 == 0: + print(".", end="", flush=True) + parse_cnt += 1 + + code_text = re.sub(r'\\[^"\']', '', code_text) + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + warnings.filterwarnings('ignore', category=DeprecationWarning) + parsed_code = ast.parse(code_text) + + # Support both ast.Assign and ast.AnnAssign (for type-annotated assignments) + assignments = (node for node in parsed_code.body if isinstance(node, (ast.Assign, ast.AnnAssign))) + + for assignment in assignments: + # Handle ast.AnnAssign (e.g., NODE_CLASS_MAPPINGS: Type = {...}) + if isinstance(assignment, ast.AnnAssign): + if isinstance(assignment.target, ast.Name) and assignment.target.id in ['NODE_CONFIG', 'NODE_CLASS_MAPPINGS']: + node_class_mappings = assignment.value + break + # Handle ast.Assign (e.g., NODE_CLASS_MAPPINGS = {...}) + elif isinstance(assignment.targets[0], ast.Name) and assignment.targets[0].id in ['NODE_CONFIG', 'NODE_CLASS_MAPPINGS']: + node_class_mappings = assignment.value + break + else: + node_class_mappings = None + + if node_class_mappings: + s = set() + + for key in node_class_mappings.keys: + if key is not None and isinstance(key.value, str): + s.add(key.value.strip()) + + # Cache the result + _extract_nodes_cache[cache_key] = s + return s + else: + # Cache empty result + _extract_nodes_cache[cache_key] = set() + return set() + except: + # Cache empty result on error + _extract_nodes_cache[cache_key] = set() + return set() + +def extract_nodes_from_repo(repo_path: Path, verbose: bool = False, force_rescan: bool = False) -> tuple: + """ + Extract all nodes and metadata from a repository with per-repo caching. + + Automatically caches results in .git/nodecache.json. + Cache is invalidated when: + - Git commit hash changes + - Scanner version changes + - force_rescan flag is True + + Args: + repo_path: Path to repository root + verbose: If True, print UI-only extension detection messages + force_rescan: If True, ignore cache and force fresh scan + + Returns: + tuple: (nodes_set, metadata_dict) + """ + # Ensure path is absolute + repo_path = repo_path.resolve() + + # Check per-repo cache first (unless force_rescan is True) + if not force_rescan: + cached_result = _load_per_repo_cache(repo_path) + if cached_result is not None: + return cached_result + + # Cache miss - scan all .py files + all_nodes = set() + all_metadata = {} + py_files = list(repo_path.rglob("*.py")) + + # Filter out __pycache__, .git, and other hidden directories + filtered_files = [] + for f in py_files: + try: + rel_path = f.relative_to(repo_path) + # Skip __pycache__, .git, and any directory starting with . + if '__pycache__' not in str(rel_path) and not any(part.startswith('.') for part in rel_path.parts): + filtered_files.append(f) + except: + continue + py_files = filtered_files + + for py_file in py_files: + try: + # Read file with proper encoding + with open(py_file, 'r', encoding='utf-8', errors='ignore') as f: + code = f.read() + + if code: + # Extract nodes using SAME logic as scan_in_file + # V1 nodes (enhanced with fallback patterns) + nodes = extract_nodes_enhanced(code, py_file, visited=set(), verbose=verbose) + all_nodes.update(nodes) + + # V3 nodes detection + v3_nodes = extract_v3_nodes(code) + all_nodes.update(v3_nodes) + + # Dict parsing - exclude commented NODE_CLASS_MAPPINGS lines + pattern = r"_CLASS_MAPPINGS\s*(?::\s*\w+\s*)?=\s*(?:\\\s*)?{([^}]*)}" + regex = re.compile(pattern, re.MULTILINE | re.DOTALL) + + for match_obj in regex.finditer(code): + # Get the line where NODE_CLASS_MAPPINGS is defined + match_start = match_obj.start() + line_start = code.rfind('\n', 0, match_start) + 1 + line_end = code.find('\n', match_start) + if line_end == -1: + line_end = len(code) + line = code[line_start:line_end] + + # Skip if line starts with # (commented) + if re.match(r'^\s*#', line): + continue + + match = match_obj.group(1) + + # Filter out commented lines from dict content + match_lines = match.split('\n') + match_filtered = '\n'.join( + line for line in match_lines + if not re.match(r'^\s*#', line) + ) + + # Extract key-value pairs with double quotes + key_value_pairs = re.findall(r"\"([^\"]*)\"\s*:\s*([^,\n]*)", match_filtered) + for key, value in key_value_pairs: + all_nodes.add(key.strip()) + + # Extract key-value pairs with single quotes + key_value_pairs = re.findall(r"'([^']*)'\s*:\s*([^,\n]*)", match_filtered) + for key, value in key_value_pairs: + all_nodes.add(key.strip()) + + # Handle .update() pattern (AFTER comment removal) + code_cleaned = re.sub(r'^#.*?$', '', code, flags=re.MULTILINE) + + update_pattern = r"_CLASS_MAPPINGS\.update\s*\(\s*{([^}]*)}\s*\)" + update_match = re.search(update_pattern, code_cleaned, re.DOTALL) + if update_match: + update_dict_text = update_match.group(1) + # Extract key-value pairs (double quotes) + update_pairs = re.findall(r'"([^"]*)"\s*:\s*([^,\n]*)', update_dict_text) + for key, value in update_pairs: + all_nodes.add(key.strip()) + # Extract key-value pairs (single quotes) + update_pairs_single = re.findall(r"'([^']*)'\s*:\s*([^,\n]*)", update_dict_text) + for key, value in update_pairs_single: + all_nodes.add(key.strip()) + + # Additional regex patterns (AFTER comment removal) + patterns = [ + r'^[^=]*_CLASS_MAPPINGS\["(.*?)"\]', + r'^[^=]*_CLASS_MAPPINGS\[\'(.*?)\'\]', + r'@register_node\("(.+)",\s*\".+"\)', + r'"(\w+)"\s*:\s*{"class":\s*\w+\s*' + ] + + for pattern in patterns: + keys = re.findall(pattern, code_cleaned) + all_nodes.update(key.strip() for key in keys) + + # Extract metadata from this file + metadata = extract_metadata_only(str(py_file)) + all_metadata.update(metadata) + except Exception: + # Silently skip files that can't be read + continue + + # Save to per-repo cache + _save_per_repo_cache(repo_path, all_nodes, all_metadata) + + return (all_nodes, all_metadata) + + +def _verify_class_exists(node_name: str, code_text: str, file_path: Optional[Path] = None) -> tuple[bool, Optional[str], Optional[int]]: + """ + Verify that a node class exists and has ComfyUI node structure. + + Returns: (exists: bool, file_path: str, line_number: int) + + A valid ComfyUI node must have: + - Class definition (not commented) + - At least one of: INPUT_TYPES, RETURN_TYPES, FUNCTION method/attribute + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + tree = ast.parse(code_text) + except: + return (False, None, None) + + for node in ast.walk(tree): + if isinstance(node, ast.ClassDef): + if node.name == node_name or node.name.replace('_', '') == node_name.replace('_', ''): + # Found class definition - check if it has ComfyUI interface + has_input_types = False + has_return_types = False + has_function = False + + for item in node.body: + # Check for INPUT_TYPES method + if isinstance(item, ast.FunctionDef) and item.name == 'INPUT_TYPES': + has_input_types = True + # Check for RETURN_TYPES attribute + elif isinstance(item, ast.Assign): + for target in item.targets: + if isinstance(target, ast.Name): + if target.id == 'RETURN_TYPES': + has_return_types = True + elif target.id == 'FUNCTION': + has_function = True + # Check for FUNCTION method + elif isinstance(item, ast.FunctionDef): + has_function = True + + # Valid if has any ComfyUI signature + if has_input_types or has_return_types or has_function: + file_str = str(file_path) if file_path else None + return (True, file_str, node.lineno) + + return (False, None, None) + + +def _extract_display_name_mappings(code_text: str) -> Set[str]: + """ + Extract node names from NODE_DISPLAY_NAME_MAPPINGS. + + Pattern: + NODE_DISPLAY_NAME_MAPPINGS = { + "node_key": "Display Name", + ... + } + + Returns: + Set of node keys from NODE_DISPLAY_NAME_MAPPINGS + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + tree = ast.parse(code_text) + except: + return set() + + nodes = set() + + for node in tree.body: + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Name) and target.id == 'NODE_DISPLAY_NAME_MAPPINGS': + if isinstance(node.value, ast.Dict): + for key in node.value.keys: + if isinstance(key, ast.Constant) and isinstance(key.value, str): + nodes.add(key.value.strip()) + + return nodes + + +def extract_nodes_enhanced( + code_text: str, + file_path: Optional[Path] = None, + visited: Optional[Set[Path]] = None, + verbose: bool = False +) -> Set[str]: + """ + Enhanced node extraction with multi-layer detection system. + + Scanner 2.0.11 - Comprehensive detection strategy: + - Phase 1: NODE_CLASS_MAPPINGS dict literal + - Phase 2: Class.NAME attribute access (e.g., FreeChat.NAME) + - Phase 3: Item assignment (NODE_CLASS_MAPPINGS["key"] = value) + - Phase 4: Class existence verification (detects active classes even if registration commented) + - Phase 5: NODE_DISPLAY_NAME_MAPPINGS cross-reference + - Phase 6: Empty dict detection (UI-only extensions, logging only) + + Fixed Bugs: + - Scanner 2.0.9: Fallback cascade prevented Phase 3 execution + - Scanner 2.0.10: Missed active classes with commented registrations (15 false negatives) + + Args: + code_text: Python source code + file_path: Path to file (for logging and caching) + visited: Visited paths (for circular import prevention) + verbose: If True, print UI-only extension detection messages + + Returns: + Set of node names (union of all detected patterns) + """ + # Check file-based cache if file_path provided + if file_path is not None: + try: + file_path_obj = Path(file_path) if not isinstance(file_path, Path) else file_path + if file_path_obj.exists(): + current_mtime = file_path_obj.stat().st_mtime + + # Check if we have cached result with matching mtime and scanner version + if file_path_obj in _file_mtime_cache: + cached_mtime = _file_mtime_cache[file_path_obj] + cache_key = (str(file_path_obj), cached_mtime, SCANNER_VERSION) + + if current_mtime == cached_mtime and cache_key in _extract_nodes_enhanced_cache: + return _extract_nodes_enhanced_cache[cache_key].copy() + except: + pass # Ignore cache errors, proceed with normal execution + + # Suppress warnings from AST parsing + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + warnings.filterwarnings('ignore', category=DeprecationWarning) + + # Phase 1: Original extract_nodes() - dict literal + phase1_nodes = extract_nodes(code_text) + + # Phase 2: Class.NAME pattern + if visited is None: + visited = set() + phase2_nodes = _fallback_classname_resolver(code_text, file_path) + + # Phase 3: Item assignment pattern + phase3_nodes = _fallback_item_assignment(code_text) + + # Phase 4: NODE_DISPLAY_NAME_MAPPINGS cross-reference (NEW in 2.0.11) + # This catches nodes that are in display names but not in NODE_CLASS_MAPPINGS + phase4_nodes = _extract_display_name_mappings(code_text) + + # Phase 5: Class existence verification ONLY for display name candidates (NEW in 2.0.11) + # This phase is CONSERVATIVE - only verify classes that appear in display names + # This catches the specific Scanner 2.0.10 bug pattern: + # - NODE_CLASS_MAPPINGS registration is commented + # - NODE_DISPLAY_NAME_MAPPINGS still has the entry + # - Class implementation exists + # Example: Bjornulf_ollamaLoader in Bjornulf_custom_nodes + phase5_nodes = set() + for node_name in phase4_nodes: + # Only check classes that appear in display names but not in registrations + if node_name not in (phase1_nodes | phase2_nodes | phase3_nodes): + exists, _, _ = _verify_class_exists(node_name, code_text, file_path) + if exists: + phase5_nodes.add(node_name) + + # Phase 6: Dict comprehension pattern (NEW in 2.0.12) + # Detects: NODE_CLASS_MAPPINGS = {cls.__name__: cls for cls in to_export} + # Example: TobiasGlaubach/ComfyUI-TG_PyCode + phase6_nodes = _fallback_dict_comprehension(code_text, file_path) + + # Phase 7: Import-based class names for dict comprehension (NEW in 2.0.12) + # Detects imported classes that are added to export lists + phase7_nodes = _fallback_import_class_names(code_text, file_path) + + # Union all results (FIX: Scanner 2.0.9 bug + Scanner 2.0.10 bug + Scanner 2.0.12 dict comp) + # 2.0.9: Used early return which missed Phase 3 nodes + # 2.0.10: Only checked registrations, missed classes referenced in display names + # 2.0.12: Added dict comprehension and import-based class detection + all_nodes = phase1_nodes | phase2_nodes | phase3_nodes | phase4_nodes | phase5_nodes | phase6_nodes | phase7_nodes + + # Phase 8: Empty dict detector (logging only, doesn't add nodes) + if not all_nodes: + _fallback_empty_dict_detector(code_text, file_path, verbose) + + # Cache the result + if file_path is not None: + try: + file_path_obj = Path(file_path) if not isinstance(file_path, Path) else file_path + if file_path_obj.exists(): + current_mtime = file_path_obj.stat().st_mtime + cache_key = (str(file_path_obj), current_mtime, SCANNER_VERSION) + _extract_nodes_enhanced_cache[cache_key] = all_nodes + _file_mtime_cache[file_path_obj] = current_mtime + except: + pass + + return all_nodes + + +def _fallback_classname_resolver(code_text: str, file_path: Optional[Path]) -> Set[str]: + """ + Detect Class.NAME pattern in NODE_CLASS_MAPPINGS. + + Pattern: + NODE_CLASS_MAPPINGS = { + FreeChat.NAME: FreeChat, + PaidChat.NAME: PaidChat + } + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + parsed = ast.parse(code_text) + except: + return set() + + nodes = set() + + for node in parsed.body: + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Name) and target.id == 'NODE_CLASS_MAPPINGS': + if isinstance(node.value, ast.Dict): + for key in node.value.keys: + # Detect Class.NAME pattern + if isinstance(key, ast.Attribute): + if isinstance(key.value, ast.Name): + # Use class name as node name + nodes.add(key.value.id) + # Also handle literal strings + elif isinstance(key, ast.Constant) and isinstance(key.value, str): + nodes.add(key.value.strip()) + + return nodes + + +def _fallback_item_assignment(code_text: str) -> Set[str]: + """ + Detect item assignment pattern. + + Pattern: + NODE_CLASS_MAPPINGS = {} + NODE_CLASS_MAPPINGS["MyNode"] = MyNode + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + parsed = ast.parse(code_text) + except: + return set() + + nodes = set() + + for node in ast.walk(parsed): + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Subscript): + if (isinstance(target.value, ast.Name) and + target.value.id in ['NODE_CLASS_MAPPINGS', 'NODE_CONFIG']): + # Extract key + if isinstance(target.slice, ast.Constant): + if isinstance(target.slice.value, str): + nodes.add(target.slice.value) + + return nodes + + +def _fallback_dict_comprehension(code_text: str, file_path: Optional[Path] = None) -> Set[str]: + """ + Detect dict comprehension pattern with __name__ attribute access. + + Pattern: + NODE_CLASS_MAPPINGS = {cls.__name__: cls for cls in to_export} + NODE_CLASS_MAPPINGS = {c.__name__: c for c in [ClassA, ClassB]} + + This function detects dict comprehension assignments to NODE_CLASS_MAPPINGS + and extracts class names from the iterable (list literal or variable reference). + + Returns: + Set of class names extracted from the dict comprehension + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + parsed = ast.parse(code_text) + except: + return set() + + nodes = set() + export_lists = {} # Track list variables and their contents + + # First pass: collect list assignments (to_export = [...], exports = [...]) + for node in ast.walk(parsed): + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Name): + var_name = target.id + # Check for list literal + if isinstance(node.value, ast.List): + class_names = set() + for elt in node.value.elts: + if isinstance(elt, ast.Name): + class_names.add(elt.id) + export_lists[var_name] = class_names + + # Handle augmented assignment: to_export += [...] + elif isinstance(node, ast.AugAssign): + if isinstance(node.target, ast.Name) and isinstance(node.op, ast.Add): + var_name = node.target.id + if isinstance(node.value, ast.List): + class_names = set() + for elt in node.value.elts: + if isinstance(elt, ast.Name): + class_names.add(elt.id) + if var_name in export_lists: + export_lists[var_name].update(class_names) + else: + export_lists[var_name] = class_names + + # Second pass: find NODE_CLASS_MAPPINGS dict comprehension + for node in ast.walk(parsed): + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Name) and target.id in ['NODE_CLASS_MAPPINGS', 'NODE_CONFIG']: + # Check for dict comprehension + if isinstance(node.value, ast.DictComp): + dictcomp = node.value + + # Check if key is cls.__name__ pattern + key = dictcomp.key + if isinstance(key, ast.Attribute) and key.attr == '__name__': + # Get the iterable from the first generator + for generator in dictcomp.generators: + iter_node = generator.iter + + # Case 1: Inline list [ClassA, ClassB, ...] + if isinstance(iter_node, ast.List): + for elt in iter_node.elts: + if isinstance(elt, ast.Name): + nodes.add(elt.id) + + # Case 2: Variable reference (to_export, exports, etc.) + elif isinstance(iter_node, ast.Name): + var_name = iter_node.id + if var_name in export_lists: + nodes.update(export_lists[var_name]) + + return nodes + + +def _fallback_import_class_names(code_text: str, file_path: Optional[Path] = None) -> Set[str]: + """ + Extract class names from imports that are added to export lists. + + Pattern: + from .module import ClassA, ClassB + to_export = [ClassA, ClassB] + NODE_CLASS_MAPPINGS = {cls.__name__: cls for cls in to_export} + + This is a complementary fallback that works with _fallback_dict_comprehension + to resolve import-based node registrations. + + Returns: + Set of imported class names that appear in export-like contexts + """ + try: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + parsed = ast.parse(code_text) + except: + return set() + + # Collect imported names + imported_names = set() + for node in ast.walk(parsed): + if isinstance(node, ast.ImportFrom): + for alias in node.names: + name = alias.asname if alias.asname else alias.name + imported_names.add(name) + + # Check if these names appear in list assignments that feed into NODE_CLASS_MAPPINGS + export_candidates = set() + has_dict_comp_mapping = False + + for node in ast.walk(parsed): + # Check for dict comprehension NODE_CLASS_MAPPINGS + if isinstance(node, ast.Assign): + for target in node.targets: + if isinstance(target, ast.Name) and target.id == 'NODE_CLASS_MAPPINGS': + if isinstance(node.value, ast.DictComp): + has_dict_comp_mapping = True + + # Collect list contents + if isinstance(node, ast.Assign): + if isinstance(node.value, ast.List): + for elt in node.value.elts: + if isinstance(elt, ast.Name) and elt.id in imported_names: + export_candidates.add(elt.id) + + # Handle augmented assignment + elif isinstance(node, ast.AugAssign): + if isinstance(node.value, ast.List): + for elt in node.value.elts: + if isinstance(elt, ast.Name) and elt.id in imported_names: + export_candidates.add(elt.id) + + # Only return if there's a dict comprehension mapping + if has_dict_comp_mapping: + return export_candidates + + return set() + + +def _extract_repo_name(file_path: Path) -> str: + """ + Extract repository name from file path. + + Path structure: /home/rho/.tmp/analysis/temp/{author}_{reponame}/{path/to/file.py} + Returns: {author}_{reponame} or filename if extraction fails + """ + try: + parts = file_path.parts + # Find 'temp' directory in path + if 'temp' in parts: + temp_idx = parts.index('temp') + if temp_idx + 1 < len(parts): + # Next part after 'temp' is the repo directory + return parts[temp_idx + 1] + except (ValueError, IndexError): + pass + + # Fallback to filename if extraction fails + return file_path.name if hasattr(file_path, 'name') else str(file_path) + + +def _fallback_empty_dict_detector(code_text: str, file_path: Optional[Path], verbose: bool = False) -> None: + """ + Detect empty NODE_CLASS_MAPPINGS (UI-only extensions). + Logs for documentation purposes only (when verbose=True). + + Args: + code_text: Python source code to analyze + file_path: Path to the file being analyzed + verbose: If True, print detection messages + """ + empty_patterns = [ + 'NODE_CLASS_MAPPINGS = {}', + 'NODE_CLASS_MAPPINGS={}', + ] + + code_normalized = code_text.replace(' ', '').replace('\n', '') + + for pattern in empty_patterns: + pattern_normalized = pattern.replace(' ', '') + if pattern_normalized in code_normalized: + if file_path and verbose: + repo_name = _extract_repo_name(file_path) + print(f"Info: UI-only extension (empty NODE_CLASS_MAPPINGS): {repo_name}") + return + +def has_comfy_node_base(class_node): + """Check if class inherits from io.ComfyNode or ComfyNode""" + for base in class_node.bases: + # Case 1: ComfyNode + if isinstance(base, ast.Name) and base.id == 'ComfyNode': + return True + # Case 2: io.ComfyNode + elif isinstance(base, ast.Attribute): + if base.attr == 'ComfyNode': + return True + return False + + +def extract_keyword_value(call_node, keyword): + """ + Extract string value of keyword argument + Schema(node_id="MyNode") -> "MyNode" + """ + for kw in call_node.keywords: + if kw.arg == keyword: + # ast.Constant (Python 3.8+) + if isinstance(kw.value, ast.Constant): + if isinstance(kw.value.value, str): + return kw.value.value + # ast.Str (Python 3.7-) - suppress deprecation warning + else: + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=DeprecationWarning) + if hasattr(ast, 'Str') and isinstance(kw.value, ast.Str): + return kw.value.s + return None + + +def is_schema_call(call_node): + """Check if ast.Call is io.Schema() or Schema()""" + func = call_node.func + if isinstance(func, ast.Name) and func.id == 'Schema': + return True + elif isinstance(func, ast.Attribute) and func.attr == 'Schema': + return True + return False + + +def extract_node_id_from_schema(class_node): + """ + Extract node_id from define_schema() method + """ + for item in class_node.body: + if isinstance(item, ast.FunctionDef) and item.name == 'define_schema': + # Walk through function body + for stmt in ast.walk(item): + if isinstance(stmt, ast.Call): + # Check if it's Schema() call + if is_schema_call(stmt): + node_id = extract_keyword_value(stmt, 'node_id') + if node_id: + return node_id + return None + + +def extract_v3_nodes(code_text): + """ + Extract V3 node IDs using AST parsing + Returns: set of node_id strings + """ + global parse_cnt + + try: + if parse_cnt % 100 == 0: + print(".", end="", flush=True) + parse_cnt += 1 + + with warnings.catch_warnings(): + warnings.filterwarnings('ignore', category=SyntaxWarning) + warnings.filterwarnings('ignore', category=DeprecationWarning) + tree = ast.parse(code_text) + except (SyntaxError, UnicodeDecodeError): + return set() + + nodes = set() + + # Find io.ComfyNode subclasses + for node in ast.walk(tree): + if isinstance(node, ast.ClassDef): + # Check if inherits from ComfyNode + if has_comfy_node_base(node): + node_id = extract_node_id_from_schema(node) + if node_id: + nodes.add(node_id) + else: + # Fallback: use class name when node_id is dynamic/empty + nodes.add(node.name) + + return nodes + + +# scan +def extract_metadata_only(filename): + """Extract only metadata (@author, @title, etc) without node scanning""" + try: + with open(filename, encoding='utf-8', errors='ignore') as file: + code = file.read() + + metadata = {} + lines = code.strip().split('\n') + for line in lines: + if line.startswith('@'): + if line.startswith("@author:") or line.startswith("@title:") or line.startswith("@nickname:") or line.startswith("@description:"): + key, value = line[1:].strip().split(':', 1) + metadata[key.strip()] = value.strip() + + return metadata + except: + return {} + + +def scan_in_file(filename, is_builtin=False): + global builtin_nodes + + with open(filename, encoding='utf-8', errors='ignore') as file: + code = file.read() + + # Support type annotations (e.g., NODE_CLASS_MAPPINGS: Type = {...}) and line continuations (\) + pattern = r"_CLASS_MAPPINGS\s*(?::\s*\w+\s*)?=\s*(?:\\\s*)?{([^}]*)}" + regex = re.compile(pattern, re.MULTILINE | re.DOTALL) + + nodes = set() + class_dict = {} + + # V1 nodes detection (enhanced with fallback patterns) + nodes |= extract_nodes_enhanced(code, file_path=Path(filename), visited=set()) + + # V3 nodes detection + nodes |= extract_v3_nodes(code) + code = re.sub(r'^#.*?$', '', code, flags=re.MULTILINE) + + def extract_keys(pattern, code): + keys = re.findall(pattern, code) + return {key.strip() for key in keys} + + def update_nodes(nodes, new_keys): + nodes |= new_keys + + patterns = [ + r'^[^=]*_CLASS_MAPPINGS\["(.*?)"\]', + r'^[^=]*_CLASS_MAPPINGS\[\'(.*?)\'\]', + r'@register_node\("(.+)",\s*\".+"\)', + r'"(\w+)"\s*:\s*{"class":\s*\w+\s*' + ] + + with concurrent.futures.ThreadPoolExecutor() as executor: + futures = {executor.submit(extract_keys, pattern, code): pattern for pattern in patterns} + for future in concurrent.futures.as_completed(futures): + update_nodes(nodes, future.result()) + + matches = regex.findall(code) + for match in matches: + dict_text = match + + key_value_pairs = re.findall(r"\"([^\"]*)\"\s*:\s*([^,\n]*)", dict_text) + for key, value in key_value_pairs: + class_dict[key.strip()] = value.strip() + + key_value_pairs = re.findall(r"'([^']*)'\s*:\s*([^,\n]*)", dict_text) + for key, value in key_value_pairs: + class_dict[key.strip()] = value.strip() + + for key, value in class_dict.items(): + nodes.add(key.strip()) + + update_pattern = r"_CLASS_MAPPINGS.update\s*\({([^}]*)}\)" + update_match = re.search(update_pattern, code) + if update_match: + update_dict_text = update_match.group(1) + update_key_value_pairs = re.findall(r"\"([^\"]*)\"\s*:\s*([^,\n]*)", update_dict_text) + for key, value in update_key_value_pairs: + class_dict[key.strip()] = value.strip() + nodes.add(key.strip()) + + metadata = {} + lines = code.strip().split('\n') + for line in lines: + if line.startswith('@'): + if line.startswith("@author:") or line.startswith("@title:") or line.startswith("@nickname:") or line.startswith("@description:"): + key, value = line[1:].strip().split(':', 1) + metadata[key.strip()] = value.strip() + + if is_builtin: + builtin_nodes += set(nodes) + else: + for x in builtin_nodes: + if x in nodes: + nodes.remove(x) + + return nodes, metadata + + +def get_py_file_paths(dirname): + file_paths = [] + + for root, dirs, files in os.walk(dirname): + if ".git" in root or "__pycache__" in root: + continue + + for file in files: + if file.endswith(".py"): + file_path = os.path.join(root, file) + file_paths.append(file_path) + + return file_paths + + +def get_nodes(target_dir): + py_files = [] + directories = [] + + for item in os.listdir(target_dir): + if ".git" in item or "__pycache__" in item: + continue + + path = os.path.abspath(os.path.join(target_dir, item)) + + if os.path.isfile(path) and item.endswith(".py"): + py_files.append(path) + elif os.path.isdir(path): + directories.append(path) + + return py_files, directories + + +def get_urls_from_list_file(list_file): + """ + Read URLs from list file for scan-only mode + + Args: + list_file (str): Path to URL list file (one URL per line) + + Returns: + list of tuples: [(url, "", None, None), ...] + Format: (url, title, preemptions, nodename_pattern) + - title: Empty string + - preemptions: None + - nodename_pattern: None + + File format: + https://github.com/owner/repo1 + https://github.com/owner/repo2 + # Comments starting with # are ignored + + Raises: + FileNotFoundError: If list_file does not exist + """ + if not os.path.exists(list_file): + raise FileNotFoundError(f"URL list file not found: {list_file}") + + urls = [] + with open(list_file, 'r', encoding='utf-8') as f: + for line_num, line in enumerate(f, 1): + line = line.strip() + + # Skip empty lines and comments + if not line or line.startswith('#'): + continue + + # Validate URL format (basic check) + if not (line.startswith('http://') or line.startswith('https://')): + print(f"WARNING: Line {line_num} is not a valid URL: {line}") + continue + + # Add URL with empty metadata + # (url, title, preemptions, nodename_pattern) + urls.append((line, "", None, None)) + + print(f"Loaded {len(urls)} URLs from {list_file}") + return urls + + +def get_git_urls_from_json(json_file): + with open(json_file, encoding='utf-8') as file: + data = json.load(file) + + custom_nodes = data.get('custom_nodes', []) + git_clone_files = [] + for node in custom_nodes: + if node.get('install_type') == 'git-clone': + files = node.get('files', []) + if files: + git_clone_files.append((files[0], node.get('title'), node.get('preemptions'), node.get('nodename_pattern'))) + + git_clone_files.append(("https://github.com/comfyanonymous/ComfyUI", "ComfyUI", None, None)) + + return git_clone_files + + +def get_py_urls_from_json(json_file): + with open(json_file, encoding='utf-8') as file: + data = json.load(file) + + custom_nodes = data.get('custom_nodes', []) + py_files = [] + for node in custom_nodes: + if node.get('install_type') == 'copy': + files = node.get('files', []) + if files: + py_files.append((files[0], node.get('title'), node.get('preemptions'), node.get('nodename_pattern'))) + + return py_files + + +def clone_or_pull_git_repository(git_url): + repo_name = git_url.split("/")[-1] + if repo_name.endswith(".git"): + repo_name = repo_name[:-4] + + repo_dir = os.path.join(temp_dir, repo_name) + + if os.path.exists(repo_dir): + try: + repo = Repo(repo_dir) + origin = repo.remote(name="origin") + origin.pull() + repo.git.submodule('update', '--init', '--recursive') + print(f"Pulling {repo_name}...") + except Exception as e: + print(f"Failed to pull '{repo_name}': {e}") + else: + try: + Repo.clone_from(git_url, repo_dir, recursive=True) + print(f"Cloning {repo_name}...") + except Exception as e: + print(f"Failed to clone '{repo_name}': {e}") + + +def update_custom_nodes(scan_only_mode=False, url_list_file=None): + """ + Update custom nodes by cloning/pulling repositories + + Args: + scan_only_mode (bool): If True, use URL list file instead of custom-node-list.json + url_list_file (str): Path to URL list file (required if scan_only_mode=True) + + Returns: + dict: node_info mapping {repo_name: (url, title, preemptions, node_pattern)} + """ + if not os.path.exists(temp_dir): + os.makedirs(temp_dir) + + node_info = {} + + # Select URL source based on mode + if scan_only_mode: + if not url_list_file: + raise ValueError("url_list_file is required in scan-only mode") + + git_url_titles_preemptions = get_urls_from_list_file(url_list_file) + print("\n[Scan-Only Mode]") + print(f" - URL source: {url_list_file}") + print(" - GitHub stats: DISABLED") + print(f" - Git clone/pull: {'ENABLED' if not skip_update else 'DISABLED'}") + print(" - Metadata: EMPTY") + else: + if not os.path.exists('custom-node-list.json'): + raise FileNotFoundError("custom-node-list.json not found") + + git_url_titles_preemptions = get_git_urls_from_json('custom-node-list.json') + print("\n[Standard Mode]") + print(" - URL source: custom-node-list.json") + print(f" - GitHub stats: {'ENABLED' if not skip_stat_update else 'DISABLED'}") + print(f" - Git clone/pull: {'ENABLED' if not skip_update else 'DISABLED'}") + print(" - Metadata: FULL") + + def process_git_url_title(url, title, preemptions, node_pattern): + name = os.path.basename(url) + if name.endswith(".git"): + name = name[:-4] + + node_info[name] = (url, title, preemptions, node_pattern) + if not skip_update: + clone_or_pull_git_repository(url) + + def process_git_stats(git_url_titles_preemptions): + GITHUB_STATS_CACHE_FILENAME = 'github-stats-cache.json' + GITHUB_STATS_FILENAME = 'github-stats.json' + + github_stats = {} + try: + with open(GITHUB_STATS_CACHE_FILENAME, 'r', encoding='utf-8') as file: + github_stats = json.load(file) + except FileNotFoundError: + pass + + def is_rate_limit_exceeded(): + return g.rate_limiting[0] <= 20 + + if is_rate_limit_exceeded(): + print(f"GitHub API Rate Limit Exceeded: remained - {(g.rate_limiting_resettime - datetime.datetime.now().timestamp())/60:.2f} min") + else: + def renew_stat(url): + if is_rate_limit_exceeded(): + return + + if 'github.com' not in url: + return None + + print('.', end="") + sys.stdout.flush() + try: + # Parsing the URL + parsed_url = urlparse(url) + domain = parsed_url.netloc + path = parsed_url.path + path_parts = path.strip("/").split("/") + if len(path_parts) >= 2 and domain == "github.com": + owner_repo = "/".join(path_parts[-2:]) + repo = g.get_repo(owner_repo) + owner = repo.owner + now = datetime.datetime.now(datetime.timezone.utc) + author_time_diff = now - owner.created_at + + last_update = repo.pushed_at.strftime("%Y-%m-%d %H:%M:%S") if repo.pushed_at else 'N/A' + item = { + "stars": repo.stargazers_count, + "last_update": last_update, + "cached_time": now.timestamp(), + "author_account_age_days": author_time_diff.days, + } + return url, item + else: + print(f"\nInvalid URL format for GitHub repository: {url}\n") + except Exception as e: + print(f"\nERROR on {url}\n{e}") + + return None + + # resolve unresolved urls + with concurrent.futures.ThreadPoolExecutor(11) as executor: + futures = [] + for url, title, preemptions, node_pattern in git_url_titles_preemptions: + if url not in github_stats: + futures.append(executor.submit(renew_stat, url)) + + for future in concurrent.futures.as_completed(futures): + url_item = future.result() + if url_item is not None: + url, item = url_item + github_stats[url] = item + + # renew outdated cache + outdated_urls = [] + for k, v in github_stats.items(): + elapsed = (datetime.datetime.now().timestamp() - v['cached_time']) + if elapsed > 60*60*12: # 12 hours + outdated_urls.append(k) + + with concurrent.futures.ThreadPoolExecutor(11) as executor: + for url in outdated_urls: + futures.append(executor.submit(renew_stat, url)) + + for future in concurrent.futures.as_completed(futures): + url_item = future.result() + if url_item is not None: + url, item = url_item + github_stats[url] = item + + with open('github-stats-cache.json', 'w', encoding='utf-8') as file: + json.dump(github_stats, file, ensure_ascii=False, indent=4) + + with open(GITHUB_STATS_FILENAME, 'w', encoding='utf-8') as file: + for v in github_stats.values(): + if "cached_time" in v: + del v["cached_time"] + + github_stats = dict(sorted(github_stats.items())) + + json.dump(github_stats, file, ensure_ascii=False, indent=4) + + print(f"Successfully written to {GITHUB_STATS_FILENAME}.") + + if not skip_stat_update: + process_git_stats(git_url_titles_preemptions) + + # Git clone/pull for all repositories + with concurrent.futures.ThreadPoolExecutor(11) as executor: + for url, title, preemptions, node_pattern in git_url_titles_preemptions: + executor.submit(process_git_url_title, url, title, preemptions, node_pattern) + + # .py file download (skip in scan-only mode - only process git repos) + if not scan_only_mode: + py_url_titles_and_pattern = get_py_urls_from_json('custom-node-list.json') + + def download_and_store_info(url_title_preemptions_and_pattern): + url, title, preemptions, node_pattern = url_title_preemptions_and_pattern + name = os.path.basename(url) + if name.endswith(".py"): + node_info[name] = (url, title, preemptions, node_pattern) + + try: + download_url(url, temp_dir) + except: + print(f"[ERROR] Cannot download '{url}'") + + with concurrent.futures.ThreadPoolExecutor(10) as executor: + executor.map(download_and_store_info, py_url_titles_and_pattern) + + return node_info + + +def gen_json(node_info, scan_only_mode=False, force_rescan=False): + """ + Generate extension-node-map.json from scanned node information + + Args: + node_info (dict): Repository metadata mapping + scan_only_mode (bool): If True, exclude metadata from output + force_rescan (bool): If True, ignore cache and force rescan all nodes + """ + # scan from .py file + node_files, node_dirs = get_nodes(temp_dir) + + comfyui_path = os.path.abspath(os.path.join(temp_dir, "ComfyUI")) + # Only reorder if ComfyUI exists in the list + if comfyui_path in node_dirs: + node_dirs.remove(comfyui_path) + node_dirs = [comfyui_path] + node_dirs + + data = {} + for dirname in node_dirs: + py_files = get_py_file_paths(dirname) + metadata = {} + + # Use per-repo cache for node AND metadata extraction + try: + nodes, metadata = extract_nodes_from_repo(Path(dirname), verbose=False, force_rescan=force_rescan) + except: + # Fallback to file-by-file scanning if extract_nodes_from_repo fails + nodes = set() + for py in py_files: + nodes_in_file, metadata_in_file = scan_in_file(py, dirname == "ComfyUI") + nodes.update(nodes_in_file) + metadata.update(metadata_in_file) + + dirname = os.path.basename(dirname) + + if 'Jovimetrix' in dirname: + pass + + if len(nodes) > 0 or (dirname in node_info and node_info[dirname][3] is not None): + nodes = list(nodes) + nodes.sort() + + if dirname in node_info: + git_url, title, preemptions, node_pattern = node_info[dirname] + + # Conditionally add metadata based on mode + if not scan_only_mode: + # Standard mode: include all metadata + metadata['title_aux'] = title + + if preemptions is not None: + metadata['preemptions'] = preemptions + + if node_pattern is not None: + metadata['nodename_pattern'] = node_pattern + # Scan-only mode: metadata remains empty + + data[git_url] = (nodes, metadata) + else: + # Scan-only mode: Repository not in node_info (expected behavior) + # Construct URL from dirname (author_repo format) + if '_' in dirname: + parts = dirname.split('_', 1) + git_url = f"https://github.com/{parts[0]}/{parts[1]}" + data[git_url] = (nodes, metadata) + else: + print(f"WARN: {dirname} is removed from custom-node-list.json") + + for file in node_files: + nodes, metadata = scan_in_file(file) + + if len(nodes) > 0 or (dirname in node_info and node_info[dirname][3] is not None): + nodes = list(nodes) + nodes.sort() + + file = os.path.basename(file) + + if file in node_info: + url, title, preemptions, node_pattern = node_info[file] + + # Conditionally add metadata based on mode + if not scan_only_mode: + metadata['title_aux'] = title + + if preemptions is not None: + metadata['preemptions'] = preemptions + + if node_pattern is not None: + metadata['nodename_pattern'] = node_pattern + + data[url] = (nodes, metadata) + else: + print(f"Missing info: {file}") + + # scan from node_list.json file + extensions = [name for name in os.listdir(temp_dir) if os.path.isdir(os.path.join(temp_dir, name))] + + for extension in extensions: + node_list_json_path = os.path.join(temp_dir, extension, 'node_list.json') + if os.path.exists(node_list_json_path): + # Skip if extension not in node_info (scan-only mode with limited URLs) + if extension not in node_info: + continue + + git_url, title, preemptions, node_pattern = node_info[extension] + + with open(node_list_json_path, 'r', encoding='utf-8') as f: + try: + node_list_json = json.load(f) + except Exception as e: + print(f"\nERROR: Invalid json format '{node_list_json_path}'") + print("------------------------------------------------------") + print(e) + print("------------------------------------------------------") + node_list_json = {} + + metadata_in_url = {} + if git_url not in data: + nodes = set() + else: + nodes_in_url, metadata_in_url = data[git_url] + nodes = set(nodes_in_url) + + try: + for x, desc in node_list_json.items(): + nodes.add(x.strip()) + except Exception as e: + print(f"\nERROR: Invalid json format '{node_list_json_path}'") + print("------------------------------------------------------") + print(e) + print("------------------------------------------------------") + node_list_json = {} + + # Conditionally add metadata based on mode + if not scan_only_mode: + metadata_in_url['title_aux'] = title + + if preemptions is not None: + metadata_in_url['preemptions'] = preemptions + + if node_pattern is not None: + metadata_in_url['nodename_pattern'] = node_pattern + + nodes = list(nodes) + nodes.sort() + data[git_url] = (nodes, metadata_in_url) + + json_path = "extension-node-map.json" + with open(json_path, "w", encoding='utf-8') as file: + json.dump(data, file, indent=4, sort_keys=True) + + +if __name__ == "__main__": + # Parse arguments + args = parse_arguments() + + # Determine mode + scan_only_mode = args.scan_only is not None + url_list_file = args.scan_only if scan_only_mode else None + + # Determine temp_dir + if args.temp_dir: + temp_dir = args.temp_dir + elif args.temp_dir_positional: + temp_dir = args.temp_dir_positional + else: + temp_dir = os.path.join(os.getcwd(), ".tmp") + + if not os.path.exists(temp_dir): + os.makedirs(temp_dir) + + # Determine skip flags + skip_update = args.skip_update or args.skip_all + skip_stat_update = args.skip_stat_update or args.skip_all or scan_only_mode + + if not skip_stat_update: + auth = Auth.Token(os.environ.get('GITHUB_TOKEN')) + g = Github(auth=auth) + else: + g = None + + print("### ComfyUI Manager Node Scanner ###") + + if scan_only_mode: + print(f"\n# [Scan-Only Mode] Processing URL list: {url_list_file}\n") + else: + print("\n# [Standard Mode] Updating extensions\n") + + # Update/clone repositories and collect node info + updated_node_info = update_custom_nodes(scan_only_mode, url_list_file) + + print("\n# Generating 'extension-node-map.json'...\n") + + # Generate extension-node-map.json + force_rescan = args.force_rescan if hasattr(args, 'force_rescan') else False + if force_rescan: + print("⚠️ Force rescan enabled - ignoring all cached results\n") + gen_json(updated_node_info, scan_only_mode, force_rescan) + + print("\n✅ DONE.\n") + + if scan_only_mode: + print("Output: extension-node-map.json (node mappings only)") + else: + print("Output: extension-node-map.json (full metadata)") diff --git a/custom_nodes/ComfyUI-Manager/scripts/colab-dependencies.py b/custom_nodes/ComfyUI-Manager/scripts/colab-dependencies.py new file mode 100644 index 0000000000000000000000000000000000000000..d5a70ed6dd92ba90e8084e07fbb9097fe3096ea5 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scripts/colab-dependencies.py @@ -0,0 +1,39 @@ +import os +import subprocess + + +def get_enabled_subdirectories_with_files(base_directory): + subdirs_with_files = [] + for subdir in os.listdir(base_directory): + try: + full_path = os.path.join(base_directory, subdir) + if os.path.isdir(full_path) and not subdir.endswith(".disabled") and not subdir.startswith('.') and subdir != '__pycache__': + print(f"## Install dependencies for '{subdir}'") + requirements_file = os.path.join(full_path, "requirements.txt") + install_script = os.path.join(full_path, "install.py") + + if os.path.exists(requirements_file) or os.path.exists(install_script): + subdirs_with_files.append((full_path, requirements_file, install_script)) + except Exception as e: + print(f"EXCEPTION During Dependencies INSTALL on '{subdir}':\n{e}") + + return subdirs_with_files + + +def install_requirements(requirements_file_path): + if os.path.exists(requirements_file_path): + subprocess.run(["pip", "install", "-r", requirements_file_path]) + + +def run_install_script(install_script_path): + if os.path.exists(install_script_path): + subprocess.run(["python", install_script_path]) + + +custom_nodes_directory = "custom_nodes" +subdirs_with_files = get_enabled_subdirectories_with_files(custom_nodes_directory) + + +for subdir, requirements_file, install_script in subdirs_with_files: + install_requirements(requirements_file) + run_install_script(install_script) diff --git a/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh b/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh new file mode 100644 index 0000000000000000000000000000000000000000..5a736ef1be2757c9b0307132506916411a65b46b --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-linux.sh @@ -0,0 +1,21 @@ +git clone https://github.com/comfyanonymous/ComfyUI +cd ComfyUI/custom_nodes +git clone https://github.com/ltdrdata/ComfyUI-Manager comfyui-manager +cd .. +python -m venv venv +source venv/bin/activate +python -m pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu121 +python -m pip install -r requirements.txt +python -m pip install -r custom_nodes/comfyui-manager/requirements.txt +cd .. +echo "#!/bin/bash" > run_gpu.sh +echo "cd ComfyUI" >> run_gpu.sh +echo "source venv/bin/activate" >> run_gpu.sh +echo "python main.py --preview-method auto" >> run_gpu.sh +chmod +x run_gpu.sh + +echo "#!/bin/bash" > run_cpu.sh +echo "cd ComfyUI" >> run_cpu.sh +echo "source venv/bin/activate" >> run_cpu.sh +echo "python main.py --preview-method auto --cpu" >> run_cpu.sh +chmod +x run_cpu.sh diff --git a/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-win.bat b/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-win.bat new file mode 100644 index 0000000000000000000000000000000000000000..47470098bb09af02abb0a7e0021a4da49df47213 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scripts/install-comfyui-venv-win.bat @@ -0,0 +1,17 @@ +git clone https://github.com/comfyanonymous/ComfyUI +cd ComfyUI/custom_nodes +git clone https://github.com/ltdrdata/ComfyUI-Manager comfyui-manager +cd .. +python -m venv venv +call venv/Scripts/activate +python -m pip install torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu121 +python -m pip install -r requirements.txt +python -m pip install -r custom_nodes/comfyui-manager/requirements.txt +cd .. +echo "cd ComfyUI" >> run_gpu.bat +echo "call venv/Scripts/activate" >> run_gpu.bat +echo "python main.py" >> run_gpu.bat + +echo "cd ComfyUI" >> run_cpu.bat +echo "call venv/Scripts/activate" >> run_cpu.bat +echo "python main.py --cpu" >> run_cpu.bat diff --git a/custom_nodes/ComfyUI-Manager/scripts/install-manager-for-portable-version.bat b/custom_nodes/ComfyUI-Manager/scripts/install-manager-for-portable-version.bat new file mode 100644 index 0000000000000000000000000000000000000000..6eb58b741b09be2c74aa85e235825a5859b84978 --- /dev/null +++ b/custom_nodes/ComfyUI-Manager/scripts/install-manager-for-portable-version.bat @@ -0,0 +1,3 @@ +.\python_embeded\python.exe -s -m pip install gitpython +.\python_embeded\python.exe -c "import git; git.Repo.clone_from('https://github.com/ltdrdata/ComfyUI-Manager', './ComfyUI/custom_nodes/comfyui-manager')" +.\python_embeded\python.exe -m pip install -r ./ComfyUI/custom_nodes/comfyui-manager/requirements.txt diff --git a/custom_nodes/ComfyUI-Manager/snapshots/the_snapshot_files_are_located_here b/custom_nodes/ComfyUI-Manager/snapshots/the_snapshot_files_are_located_here new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/custom_nodes/ComfyUI-RunpodDirect/LICENSE b/custom_nodes/ComfyUI-RunpodDirect/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7 --- /dev/null +++ b/custom_nodes/ComfyUI-RunpodDirect/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/custom_nodes/ComfyUI-RunpodDirect/README.md b/custom_nodes/ComfyUI-RunpodDirect/README.md new file mode 100644 index 0000000000000000000000000000000000000000..6bb1136353b67dcc012a5f32a53311d64ddd679c --- /dev/null +++ b/custom_nodes/ComfyUI-RunpodDirect/README.md @@ -0,0 +1,88 @@ +# ComfyUI RunpodDirect + +[![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) +[![GitHub](https://img.shields.io/github/stars/MadiatorLabs/ComfyUI-RunpodDirect?style=social)](https://github.com/MadiatorLabs/ComfyUI-RunpodDirect) + +Direct model downloads to your Runpod pod with blazing-fast multi-connection support. No more downloading models to your local machine and re-uploading! + +## Features + +- **Multi-Connection Downloads**: Up to 4x faster with parallel chunk downloading (4 connections per file) +- **Pause/Resume/Cancel**: Full control over active downloads +- **Download All Models**: Queue and download all missing models sequentially with one click +- **Real-Time Progress**: Live progress tracking with download speed, file size, and completion percentage + +## Installation + +1. Clone or download this repository into your ComfyUI `custom_nodes` directory: + +```bash +cd ComfyUI/custom_nodes +git clone https://github.com/MadiatorLabs/ComfyUI-RunpodDirect.git +``` + +Or manually: +- Create a folder: `ComfyUI/custom_nodes/ComfyUI-RunpodDirect` +- Copy all files from this repository into that folder + +2. Restart ComfyUI + +3. **Hard refresh your browser** to load the new extension: + - Windows/Linux: `Ctrl + Shift + R` or `Ctrl + F5` + - Mac: `Cmd + Shift + R` + - Or: Open DevTools (F12) → Right-click refresh → "Empty Cache and Hard Reload" + +4. Verify the version loaded by checking the browser console (F12) for: + ``` + [RunpodDirect] v1.0.0 + ``` + +## Usage + +### Via Missing Models Dialog + +1. Load a workflow that references missing models +2. When the "Missing Models" dialog appears, you'll see: + - **Download All Models to Pod** button (downloads all models sequentially) + - Individual buttons for each model: + - **Download** (browser download - original functionality) + - **Copy URL** (copy model URL - original functionality) + - **Download to Pod** (NEW - downloads directly to server) + +3. **Option A: Download All Models** + - Click "Download All Models to Pod (X)" button + - Watch the progress area showing: + - Current file being downloaded + - Overall progress (X/Y completed) + - Download speed and file size + - Pause/Resume/Cancel controls + +4. **Option B: Download Individual Model** + - Click "Download to Pod" button for a specific model + - Button shows status with icons (spinner → checkmark/error) + - Download happens in the background with multi-connection support + +## Security + +- Only allows downloads from whitelisted sources (as defined in ComfyUI's frontend) +- Downloads are saved to ComfyUI's model directories only +- Prevents overwriting existing files +- Validates all input parameters + +## License + +GNU General Public License v3.0 - See [LICENSE](LICENSE) for details. + +This program is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. + +## Contributing + +Contributions are welcome! Please feel free to submit a Pull Request or open an Issue on [GitHub](https://github.com/MadiatorLabs/ComfyUI-RunpodDirect). + +## Credits + +Developed by [MadiatorLabs](https://github.com/MadiatorLabs) + +## Support + +If you find this useful, please ⭐ star the repo on [GitHub](https://github.com/MadiatorLabs/ComfyUI-RunpodDirect)! diff --git a/custom_nodes/ComfyUI-RunpodDirect/__init__.py b/custom_nodes/ComfyUI-RunpodDirect/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..484a287998b355becb120b86270f7ce769244a28 --- /dev/null +++ b/custom_nodes/ComfyUI-RunpodDirect/__init__.py @@ -0,0 +1,567 @@ +""" +ComfyUI RunpodDirect - Direct Model Downloads for RunPod +Download models directly to your RunPod instance with multi-connection support +""" + +import os +import logging +import asyncio +import folder_paths +from aiohttp import web +from server import PromptServer + +# Track active downloads +active_downloads = {} +# Download control (for pause/resume) +download_control = {} +# Download queue management +download_queue = [] +current_download_task = None # Only one download at a time + +# Configuration optimized for datacenter connections (RunPod) +CHUNK_SIZE = 32 * 1024 * 1024 # 32MB chunks - balanced for 500MB to 30GB+ files +NUM_CONNECTIONS = 8 # 8 parallel connections - optimal for DC bandwidth + + +@PromptServer.instance.routes.post("/server_download/start") +async def start_download(request): + """Start downloading a model file to the server""" + try: + json_data = await request.json() + url = json_data.get("url") + save_path = json_data.get("save_path") # e.g., "checkpoints" + filename = json_data.get("filename") # e.g., "model.safetensors" + + if not url or not save_path or not filename: + return web.json_response( + {"error": "Missing required parameters: url, save_path, filename"}, + status=400 + ) + + # Validate save_path + if save_path not in folder_paths.folder_names_and_paths: + return web.json_response( + {"error": f"Invalid save_path: {save_path}. Must be one of: {list(folder_paths.folder_names_and_paths.keys())}"}, + status=400 + ) + + # Security: Validate filename to prevent path traversal attacks + # Check for any directory separators (both Unix and Windows style) + if "/" in filename or "\\" in filename or os.path.sep in filename: + return web.json_response( + {"error": "Invalid filename: must not contain path separators"}, + status=400 + ) + + # Additional check for various path traversal patterns + if ".." in filename or filename.startswith("/") or filename.startswith("~"): + return web.json_response( + {"error": "Invalid filename: path traversal patterns detected"}, + status=400 + ) + + # Normalize the filename to remove any potential tricks + safe_filename = os.path.basename(filename) + if safe_filename != filename: + return web.json_response( + {"error": "Invalid filename: must be a simple filename without path components"}, + status=400 + ) + + # Get the first folder path for this model type + output_dir = folder_paths.folder_names_and_paths[save_path][0][0] + output_path = os.path.join(output_dir, safe_filename) + + # Final security check: ensure the resolved path is within the intended directory + output_path = os.path.abspath(output_path) + output_dir = os.path.abspath(output_dir) + if not output_path.startswith(output_dir + os.sep): + return web.json_response( + {"error": "Security error: attempted directory escape"}, + status=400 + ) + + # Check if file already exists + if os.path.exists(output_path): + return web.json_response( + {"error": f"File already exists: {output_path}"}, + status=400 + ) + + # Create directory if it doesn't exist + os.makedirs(os.path.dirname(output_path), exist_ok=True) + + # Mark as queued + download_id = f"{save_path}/{safe_filename}" + active_downloads[download_id] = { + "url": url, + "filename": safe_filename, + "save_path": save_path, + "output_path": output_path, + "progress": 0, + "status": "queued", + "priority": None + } + + # Add to queue + download_queue.append({ + "download_id": download_id, + "url": url, + "output_path": output_path + }) + + # Process queue (will start download if slot available) + asyncio.create_task(process_download_queue()) + + return web.json_response({ + "success": True, + "download_id": download_id, + "message": "Download queued" + }) + + except Exception as e: + logging.error(f"Error starting download: {e}") + return web.json_response( + {"error": str(e)}, + status=500 + ) + + +async def process_download_queue(): + """Process the download queue - one download at a time""" + global download_queue, current_download_task + + # Check if already downloading + if current_download_task is not None and not current_download_task.done(): + logging.info("[RunpodDirect] Download already in progress, waiting...") + return # Already downloading + + if len(download_queue) == 0: + logging.info("[RunpodDirect] Queue is empty") + return # Nothing to process + + # Get next download from queue + download_item = download_queue.pop(0) + download_id = download_item["download_id"] + url = download_item["url"] + output_path = download_item["output_path"] + + # Set status to downloading + active_downloads[download_id]["status"] = "downloading" + active_downloads[download_id]["progress"] = 0 + active_downloads[download_id]["downloaded"] = 0 + + logging.info(f"[RunpodDirect] Starting download {download_id} with {NUM_CONNECTIONS} connections (full speed)") + + # Notify frontend that download is starting + await PromptServer.instance.send("server_download_progress", { + "download_id": download_id, + "progress": 0, + "downloaded": 0, + "total": 0 + }) + + # Start download task + current_download_task = asyncio.create_task(download_file(url, output_path, download_id)) + + # Add completion callback to process next in queue + current_download_task.add_done_callback(lambda t: on_download_complete(download_id)) + + +def on_download_complete(download_id): + """Called when a download completes - processes next in queue""" + global current_download_task + + current_download_task = None + logging.info(f"[RunpodDirect] Download completed: {download_id}, processing next in queue...") + + # Process next in queue + asyncio.create_task(process_download_queue()) + + +async def download_chunk(session, url, start, end, output_path, chunk_index, download_id): + """Download a specific chunk of the file""" + headers = {'Range': f'bytes={start}-{end}'} + + try: + async with session.get(url, headers=headers) as response: + if response.status not in [200, 206]: + return None + + chunk_data = await response.read() + + # Write chunk to file at specific position + with open(output_path, 'r+b') as f: + f.seek(start) + f.write(chunk_data) + + return len(chunk_data) + except Exception as e: + logging.error(f"Error downloading chunk {chunk_index} for {download_id}: {e}") + return None + + +async def download_file(url, output_path, download_id): + """Download file with multi-connection support and progress tracking""" + import aiohttp + + logging.info(f"[RunpodDirect] Download {download_id} using {NUM_CONNECTIONS} connections (full speed)") + + try: + # Initialize control for this download + download_control[download_id] = { + "paused": False, + "cancelled": False, + "total_downloaded": 0, # Shared counter for all chunks + "lock": asyncio.Lock() # Lock for thread-safe updates + } + + timeout = aiohttp.ClientTimeout(total=None) + async with aiohttp.ClientSession(timeout=timeout) as session: + # Get file size - try HEAD first, then fall back to GET with Range + total_size = 0 + supports_range = False + + try: + # Try HEAD request first + async with session.head(url, allow_redirects=True) as response: + if response.status == 200: + total_size = int(response.headers.get('content-length', 0)) + supports_range = response.headers.get('accept-ranges') == 'bytes' + except Exception as e: + logging.warning(f"HEAD request failed for {download_id}: {e}") + + # If HEAD didn't give us the size, try GET with Range header + if total_size == 0: + logging.info(f"HEAD request didn't return size, trying GET with Range for {download_id}") + try: + headers = {'Range': 'bytes=0-0'} + async with session.get(url, headers=headers, allow_redirects=True) as response: + if response.status in [200, 206]: + # Try to get size from Content-Range header first + content_range = response.headers.get('content-range', '') + if content_range: + # Format: "bytes 0-0/12345" where 12345 is total size + parts = content_range.split('/') + if len(parts) == 2: + total_size = int(parts[1]) + supports_range = True + + # Fallback to Content-Length + if total_size == 0: + total_size = int(response.headers.get('content-length', 0)) + except Exception as e: + logging.warning(f"GET with Range failed for {download_id}: {e}") + + if total_size == 0: + raise Exception("Could not determine file size from server") + + logging.info(f"File size for {download_id}: {total_size} bytes, supports range: {supports_range}") + + # Create file with full size + with open(output_path, 'wb') as f: + f.seek(total_size - 1) + f.write(b'\0') + + active_downloads[download_id]["total"] = total_size + active_downloads[download_id]["downloaded"] = 0 + + # Use multi-connection download if server supports range requests + if supports_range and total_size > CHUNK_SIZE: + logging.info(f"Using {NUM_CONNECTIONS} connections for {download_id}") + + # Calculate chunk ranges + chunk_size = total_size // NUM_CONNECTIONS + tasks = [] + + for i in range(NUM_CONNECTIONS): + start = i * chunk_size + end = start + chunk_size - 1 if i < NUM_CONNECTIONS - 1 else total_size - 1 + + tasks.append(download_chunk_with_progress( + session, url, start, end, output_path, i, download_id, total_size + )) + + # Download all chunks in parallel + results = await asyncio.gather(*tasks, return_exceptions=True) + + # Check for errors + for result in results: + if isinstance(result, Exception): + raise result + + else: + # Fallback to single connection download + logging.info(f"Using single connection for {download_id}") + await download_single_connection(session, url, output_path, download_id, total_size) + + # Check if cancelled + if download_control[download_id]["cancelled"]: + os.remove(output_path) + return + + # Mark as complete + active_downloads[download_id]["status"] = "completed" + active_downloads[download_id]["progress"] = 100 + + # Send completion message + await PromptServer.instance.send("server_download_complete", { + "download_id": download_id, + "path": output_path, + "size": total_size + }) + + logging.info(f"Successfully downloaded {download_id} to {output_path}") + + # Cleanup + del download_control[download_id] + + except Exception as e: + logging.error(f"Error downloading {download_id}: {e}") + active_downloads[download_id]["status"] = "error" + active_downloads[download_id]["error"] = str(e) + + await PromptServer.instance.send("server_download_error", { + "download_id": download_id, + "error": str(e) + }) + + # Cleanup + if download_id in download_control: + del download_control[download_id] + + +async def download_chunk_with_progress(session, url, start, end, output_path, chunk_index, download_id, total_size): + """Download chunk with progress tracking""" + headers = {'Range': f'bytes={start}-{end}'} + chunk_size = end - start + 1 + downloaded = 0 + last_report_time = 0 + + try: + async with session.get(url, headers=headers) as response: + if response.status not in [200, 206]: + raise Exception(f"HTTP {response.status} for chunk {chunk_index}") + + with open(output_path, 'r+b') as f: + f.seek(start) + + async for chunk in response.content.iter_chunked(CHUNK_SIZE): + # Check if paused + while download_control.get(download_id, {}).get("paused", False): + await asyncio.sleep(0.5) + + # Check if cancelled + if download_control.get(download_id, {}).get("cancelled", False): + return + + f.write(chunk) + chunk_len = len(chunk) + downloaded += chunk_len + + # Update shared progress counter with lock + async with download_control[download_id]["lock"]: + download_control[download_id]["total_downloaded"] += chunk_len + total_downloaded = download_control[download_id]["total_downloaded"] + + # Send progress updates every 100ms to avoid spam (only from chunk 0) + import time + current_time = time.time() + if chunk_index == 0 and (current_time - last_report_time) >= 0.1: + progress = (total_downloaded / total_size) * 100 + active_downloads[download_id]["progress"] = progress + active_downloads[download_id]["downloaded"] = total_downloaded + + await PromptServer.instance.send("server_download_progress", { + "download_id": download_id, + "progress": progress, + "downloaded": total_downloaded, + "total": total_size + }) + + last_report_time = current_time + + except Exception as e: + logging.error(f"Error in chunk {chunk_index} for {download_id}: {e}") + raise + + +async def download_single_connection(session, url, output_path, download_id, total_size): + """Fallback single connection download""" + downloaded_size = 0 + + async with session.get(url) as response: + if response.status != 200: + raise Exception(f"HTTP {response.status}") + + with open(output_path, 'wb') as f: + async for chunk in response.content.iter_chunked(CHUNK_SIZE): + # Check if paused + while download_control.get(download_id, {}).get("paused", False): + await asyncio.sleep(0.5) + + # Check if cancelled + if download_control.get(download_id, {}).get("cancelled", False): + return + + f.write(chunk) + downloaded_size += len(chunk) + + # Update progress + progress = (downloaded_size / total_size) * 100 + active_downloads[download_id]["progress"] = progress + active_downloads[download_id]["downloaded"] = downloaded_size + + await PromptServer.instance.send("server_download_progress", { + "download_id": download_id, + "progress": progress, + "downloaded": downloaded_size, + "total": total_size + }) + + +@PromptServer.instance.routes.get("/server_download/status") +async def get_download_status(request): + """Get status of all downloads""" + return web.json_response(active_downloads) + + +@PromptServer.instance.routes.get("/server_download/status/{download_id:.*}") +async def get_single_download_status(request): + """Get status of a specific download""" + download_id = request.match_info.get("download_id", "") + + if download_id in active_downloads: + return web.json_response(active_downloads[download_id]) + else: + return web.json_response( + {"error": "Download not found"}, + status=404 + ) + + +@PromptServer.instance.routes.post("/server_download/pause") +async def pause_download(request): + """Pause an active download""" + try: + json_data = await request.json() + download_id = json_data.get("download_id") + + if not download_id: + return web.json_response( + {"error": "Missing download_id"}, + status=400 + ) + + if download_id not in download_control: + return web.json_response( + {"error": "Download not found or already completed"}, + status=404 + ) + + download_control[download_id]["paused"] = True + active_downloads[download_id]["status"] = "paused" + + await PromptServer.instance.send("server_download_paused", { + "download_id": download_id + }) + + return web.json_response({"success": True, "message": "Download paused"}) + + except Exception as e: + return web.json_response({"error": str(e)}, status=500) + + +@PromptServer.instance.routes.post("/server_download/resume") +async def resume_download(request): + """Resume a paused download""" + try: + json_data = await request.json() + download_id = json_data.get("download_id") + + if not download_id: + return web.json_response( + {"error": "Missing download_id"}, + status=400 + ) + + if download_id not in download_control: + return web.json_response( + {"error": "Download not found or already completed"}, + status=404 + ) + + download_control[download_id]["paused"] = False + active_downloads[download_id]["status"] = "downloading" + + await PromptServer.instance.send("server_download_resumed", { + "download_id": download_id + }) + + return web.json_response({"success": True, "message": "Download resumed"}) + + except Exception as e: + return web.json_response({"error": str(e)}, status=500) + + +@PromptServer.instance.routes.post("/server_download/cancel") +async def cancel_download(request): + """Cancel an active download""" + global download_queue, current_download_task + + try: + json_data = await request.json() + download_id = json_data.get("download_id") + + if not download_id: + return web.json_response( + {"error": "Missing download_id"}, + status=400 + ) + + # Check if download is queued (not started yet) + download_queue[:] = [d for d in download_queue if d["download_id"] != download_id] + + # Check if download is active + if download_id in download_control: + download_control[download_id]["cancelled"] = True + + # Update status + if download_id in active_downloads: + active_downloads[download_id]["status"] = "cancelled" + + await PromptServer.instance.send("server_download_cancelled", { + "download_id": download_id + }) + + return web.json_response({"success": True, "message": "Download cancelled"}) + + except Exception as e: + return web.json_response({"error": str(e)}, status=500) + + +@PromptServer.instance.routes.get("/extensions/ComfyUI-RunpodDirect/serverDownload.js") +async def serve_js_with_version(request): + """Serve JS file with cache-busting headers""" + js_path = os.path.join(os.path.dirname(__file__), "web", "serverDownload.js") + + response = web.FileResponse(js_path) + # Add cache control headers to force revalidation + response.headers['Cache-Control'] = 'no-cache, must-revalidate' + response.headers['Pragma'] = 'no-cache' + response.headers['Expires'] = '0' + response.headers['X-Version'] = __version__ + + return response + + +# Set the web directory for frontend files +WEB_DIRECTORY = "./web" + +# Version for cache busting - increment this when you update the JS +__version__ = "1.0.6" + +NODE_CLASS_MAPPINGS = {} +NODE_DISPLAY_NAME_MAPPINGS = {} + +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] diff --git a/custom_nodes/ComfyUI-RunpodDirect/pyproject.toml b/custom_nodes/ComfyUI-RunpodDirect/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..76bef8548bea07e16fff27a45ed7eb4d0e0d04b2 --- /dev/null +++ b/custom_nodes/ComfyUI-RunpodDirect/pyproject.toml @@ -0,0 +1,35 @@ +[project] +name = "comfyui-runpoddirect" +description = "Server-side model download extension for ComfyUI on Runpod - Download missing models directly to your pod with multi-connection downloads, queue management, and real-time progress tracking" +version = "1.0.6" +license = {file = "LICENSE"} +authors = [ + {name = "Madiator2011"}, +] +readme = "README.md" +requires-python = ">=3.8" +dependencies = [ + "aiohttp>=3.8.0", +] + +classifiers = [ + # OS independent - works on all operating systems + "Operating System :: OS Independent", + + # GPU support - works with any GPU accelerator + "Environment :: GPU :: NVIDIA CUDA", + "Environment :: GPU :: AMD ROCm", + "Environment :: GPU :: Intel Arc", + "Environment :: GPU :: Apple Metal", +] + +[project.urls] +Repository = "https://github.com/MadiatorLabs/ComfyUI-RunpodDirect" +Documentation = "https://github.com/MadiatorLabs/ComfyUI-RunpodDirect#readme" +"Bug Tracker" = "https://github.com/MadiatorLabs/ComfyUI-RunpodDirect/issues" + +[tool.comfy] +PublisherId = "madiator2011" +DisplayName = "Madiator2011" +Icon = "https://peer.madiator.cloud/lazy-static/avatars/769f014a-9bc4-45e4-8fb5-57512aea2e97.png" +includes = [] \ No newline at end of file diff --git a/custom_nodes/ComfyUI-RunpodDirect/web/serverDownload.js b/custom_nodes/ComfyUI-RunpodDirect/web/serverDownload.js new file mode 100644 index 0000000000000000000000000000000000000000..ba22573fde6403f984412a786beeeb4a2b7cc2b6 --- /dev/null +++ b/custom_nodes/ComfyUI-RunpodDirect/web/serverDownload.js @@ -0,0 +1,729 @@ +import { app } from "../../scripts/app.js"; +import { api } from "../../scripts/api.js"; + +// ComfyUI RunpodDirect Extension +// Version: 1.0.6 +console.log('[RunpodDirect] v1.0.6'); + +// Track download states +const downloadStates = new Map(); +let downloadQueue = []; +let isDownloadingAll = false; +let completedDownloads = 0; +let totalDownloads = 0; +let downloadStartTimes = new Map(); + +// Format bytes to human readable +function formatBytes(bytes) { + if (bytes === 0) return '0 B'; + const k = 1024; + const sizes = ['B', 'KB', 'MB', 'GB']; + const i = Math.floor(Math.log(bytes) / Math.log(k)); + return Math.round((bytes / Math.pow(k, i)) * 100) / 100 + ' ' + sizes[i]; +} + +// Calculate download speed +function calculateSpeed(downloadId, downloaded) { + const startTime = downloadStartTimes.get(downloadId); + if (!startTime) return '0 MB/s'; + + const elapsedSeconds = (Date.now() - startTime) / 1000; + if (elapsedSeconds < 1) return 'Calculating...'; + + const bytesPerSecond = downloaded / elapsedSeconds; + return formatBytes(bytesPerSecond) + '/s'; +} + +// Listen for server download events +api.addEventListener("server_download_progress", ({ detail }) => { + const { download_id, progress, downloaded, total } = detail; + + if (!downloadStartTimes.has(download_id)) { + downloadStartTimes.set(download_id, Date.now()); + } + + const speed = calculateSpeed(download_id, downloaded); + + downloadStates.set(download_id, { + status: 'downloading', + progress, + downloaded, + total, + speed + }); + + // Trigger update event for UI components + window.dispatchEvent(new CustomEvent('serverDownloadUpdate', { + detail: { download_id, ...downloadStates.get(download_id) } + })); +}); + +api.addEventListener("server_download_complete", ({ detail }) => { + const { download_id, path, size } = detail; + + // Increment counter BEFORE updating UI + if (isDownloadingAll) { + completedDownloads++; + console.log(`[RunpodDirect] Progress: ${completedDownloads}/${totalDownloads} completed`); + } + + downloadStates.set(download_id, { + status: 'completed', + progress: 100, + path, + size + }); + + window.dispatchEvent(new CustomEvent('serverDownloadUpdate', { + detail: { download_id, ...downloadStates.get(download_id) } + })); + + console.log(`Download completed: ${download_id} -> ${path}`); + + // Check if all downloads are done + if (isDownloadingAll && completedDownloads >= totalDownloads) { + console.log('[RunpodDirect] All downloads completed!'); + isDownloadingAll = false; + showRefreshPrompt(); + } +}); + +api.addEventListener("server_download_error", ({ detail }) => { + const { download_id, error } = detail; + + // Increment counter BEFORE updating UI + if (isDownloadingAll) { + completedDownloads++; + console.log(`[RunpodDirect] Progress: ${completedDownloads}/${totalDownloads} completed (1 error)`); + } + + downloadStates.set(download_id, { + status: 'error', + error + }); + + window.dispatchEvent(new CustomEvent('serverDownloadUpdate', { + detail: { download_id, ...downloadStates.get(download_id) } + })); + + console.error(`Download error: ${download_id} - ${error}`); + + // Check if all downloads are done (including failed ones) + if (isDownloadingAll && completedDownloads >= totalDownloads) { + console.log('[RunpodDirect] All downloads completed!'); + isDownloadingAll = false; + showRefreshPrompt(); + } +}); + +// Function to start a server download +async function startServerDownload(url, savePath, filename, markAsQueued = false) { + try { + const download_id = `${savePath}/${filename}`; + + // Mark as queued immediately if requested (for Download All) + if (markAsQueued) { + downloadStates.set(download_id, { + status: 'queued', + progress: 0 + }); + + window.dispatchEvent(new CustomEvent('serverDownloadUpdate', { + detail: { download_id, ...downloadStates.get(download_id) } + })); + } + + const response = await api.fetchApi("/server_download/start", { + method: "POST", + headers: { + "Content-Type": "application/json", + }, + body: JSON.stringify({ + url, + save_path: savePath, + filename + }) + }); + + const result = await response.json(); + + if (response.ok) { + // If not already marked as queued, set as queued now + if (!markAsQueued) { + downloadStates.set(download_id, { + status: 'queued', + progress: 0 + }); + + window.dispatchEvent(new CustomEvent('serverDownloadUpdate', { + detail: { download_id, ...downloadStates.get(download_id) } + })); + } + + return { success: true, download_id }; + } else { + return { success: false, error: result.error }; + } + } catch (error) { + console.error("Failed to start download:", error); + return { success: false, error: error.message }; + } +} + +// Get download status +function getDownloadStatus(downloadId) { + return downloadStates.get(downloadId) || null; +} + +// Pause download +async function pauseDownload(downloadId) { + try { + const response = await api.fetchApi("/server_download/pause", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }) + }); + + const result = await response.json(); + return { success: response.ok, ...result }; + } catch (error) { + console.error("Failed to pause download:", error); + return { success: false, error: error.message }; + } +} + +// Resume download +async function resumeDownload(downloadId) { + try { + const response = await api.fetchApi("/server_download/resume", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }) + }); + + const result = await response.json(); + return { success: response.ok, ...result }; + } catch (error) { + console.error("Failed to resume download:", error); + return { success: false, error: error.message }; + } +} + +// Cancel download +async function cancelDownload(downloadId) { + try { + const response = await api.fetchApi("/server_download/cancel", { + method: "POST", + headers: { "Content-Type": "application/json" }, + body: JSON.stringify({ download_id: downloadId }) + }); + + const result = await response.json(); + return { success: response.ok, ...result }; + } catch (error) { + console.error("Failed to cancel download:", error); + return { success: false, error: error.message }; + } +} + +// Process download queue - Sends all downloads to backend which handles queue management +async function processDownloadQueue() { + if (downloadQueue.length === 0) { + console.log('[RunpodDirect] No downloads in queue'); + return; + } + + // Send all downloads to the backend (backend handles queue and priorities) + console.log(`[RunpodDirect] Starting ${downloadQueue.length} downloads (backend will queue and prioritize)`); + + const downloadsToStart = [...downloadQueue]; + downloadQueue = []; // Clear queue as we're sending all to backend + + // Start all downloads - backend will queue and manage priorities + // Pass markAsQueued=true so buttons show "Queued" status immediately + for (const download of downloadsToStart) { + console.log(`[RunpodDirect] Queuing download ${download.filename}`); + await startServerDownload(download.url, download.directory, download.filename, true); + } + + console.log(`[RunpodDirect] All ${downloadsToStart.length} downloads queued on backend`); +} + +// Show refresh prompt +function showRefreshPrompt() { + const dialog = document.querySelector('[role="dialog"]'); + if (!dialog) return; + + // Find the dialog content area + const dialogContent = dialog.querySelector('.p-dialog-content'); + if (!dialogContent) return; + + // Check if prompt already exists + if (document.querySelector('.server-download-refresh-prompt')) { + console.log('[RunpodDirect] Refresh prompt already shown'); + return; + } + + // Create refresh prompt + const refreshPrompt = document.createElement('div'); + refreshPrompt.className = 'server-download-refresh-prompt'; + refreshPrompt.style.cssText = ` + margin-top: 20px; + padding: 16px; + background: #4caf50; + color: white; + border-radius: 8px; + text-align: center; + font-weight: 500; + `; + + refreshPrompt.innerHTML = ` +
    + ✅ All models downloaded successfully! +
    + + `; + + dialogContent.appendChild(refreshPrompt); +} + +// Create global progress area with individual progress bars for each download +function createProgressArea(listbox) { + // Remove existing progress area if any + const existing = document.querySelector('.server-download-progress-area'); + if (existing) existing.remove(); + + const progressArea = document.createElement('div'); + progressArea.className = 'server-download-progress-area'; + progressArea.style.cssText = ` + margin-top: 20px; + padding: 16px; + background: var(--p-content-background, #1e1e1e); + border: 1px solid var(--p-content-border-color, #333); + border-radius: 8px; + `; + + progressArea.innerHTML = ` +
    +
    + Download Progress +
    +
    +
    + Overall: 0/${totalDownloads} models completed +
    +
    + +
    + `; + + listbox.parentElement.appendChild(progressArea); + + // Listen for updates + const updateHandler = (event) => { + const { download_id, status, progress, downloaded, total, speed } = event.detail; + + if (!isDownloadingAll) { + return; + } + + // Update overall progress + const overallProgress = document.getElementById('server-download-overall-progress'); + if (overallProgress) { + overallProgress.textContent = `Overall: ${completedDownloads}/${totalDownloads} models completed`; + } + + // Update or create individual progress item + updateDownloadProgressItem(download_id, status, progress, downloaded, total, speed); + }; + + window.addEventListener('serverDownloadUpdate', updateHandler); +} + +// Update or create a progress item for a specific download +function updateDownloadProgressItem(download_id, status, progress, downloaded, total, speed) { + // Declare variables at function scope so they're accessible across try blocks + let item = null; + let container = null; + const itemId = `download-item-${download_id.replace(/\//g, '-')}`; + + try { + container = document.getElementById('server-download-items-container'); + if (!container) return; + + item = document.getElementById(itemId); + + // Don't show queued items + if (status === 'queued') { + if (item) item.remove(); + return; + } + + // Remove completed/error items after a delay + if (status === 'completed' || status === 'error') { + if (item && !item.dataset.removing) { + item.dataset.removing = 'true'; + setTimeout(() => { + try { + if (item && item.parentNode) item.remove(); + } catch (e) { + console.error('[RunpodDirect] Error removing progress item:', e); + } + }, 2000); + } + } + + // Create new item if it doesn't exist + if (!item) { + item = document.createElement('div'); + item.id = itemId; + item.style.cssText = ` + padding: 12px; + background: rgba(255, 255, 255, 0.05); + border-radius: 6px; + border: 1px solid rgba(255, 255, 255, 0.1); + `; + container.appendChild(item); + } + } catch (e) { + console.error('[RunpodDirect] Error in updateDownloadProgressItem:', e); + return; + } + + try { + // Status icon and color (no priority badge needed - downloading one at a time) + let statusIcon = ''; + let statusColor = '#2196F3'; + if (status === 'downloading') { + statusIcon = ''; + statusColor = '#2196F3'; + } else if (status === 'completed') { + statusIcon = ''; + statusColor = '#4CAF50'; + } else if (status === 'error') { + statusIcon = ''; + statusColor = '#ef4444'; + } else if (status === 'paused') { + statusIcon = ''; + statusColor = '#FF9800'; + } + + const progressPercent = progress || 0; + const speedText = speed || '--'; + const sizeText = downloaded && total ? `${formatBytes(downloaded)} / ${formatBytes(total)}` : '--'; + + if (item) { + item.innerHTML = ` +
    +
    + ${statusIcon}${download_id} +
    +
    + ${progressPercent.toFixed(1)}% +
    +
    +
    +
    +
    +
    + Speed: ${speedText} + ${sizeText} +
    + `; + } + } catch (e) { + console.error('[RunpodDirect] Error updating progress item HTML:', e); + } +} + +// Export functions for use in other modules +window.serverDownload = { + start: startServerDownload, + getStatus: getDownloadStatus, + states: downloadStates +}; + +// Helper to inject buttons using MutationObserver +function setupDialogObserver() { + console.log('[RunpodDirect] Setting up dialog observer'); + + // Watch for the missing models dialog to appear + const observer = new MutationObserver((mutations) => { + for (const mutation of mutations) { + if (mutation.addedNodes.length) { + mutation.addedNodes.forEach(node => { + if (node.nodeType === Node.ELEMENT_NODE) { + // Check if this node or its descendants contain the missing models dialog + const hasDialog = node.querySelector && ( + node.querySelector('.comfy-missing-models') || + node.classList?.contains('comfy-missing-models') + ); + + if (hasDialog) { + console.log('[RunpodDirect] Detected missing models dialog, injecting buttons...'); + setTimeout(() => { + injectServerDownloadButtons(); + }, 500); + } + } + }); + } + } + }); + + // Start observing the document body for dialog additions + observer.observe(document.body, { + childList: true, + subtree: true + }); + + console.log('[RunpodDirect] Observer active'); +} + +function injectServerDownloadButtons() { + console.log('[RunpodDirect] injectServerDownloadButtons called'); + + // Find the missing models listbox + const listbox = document.querySelector('.comfy-missing-models'); + if (!listbox) { + console.log('[RunpodDirect] Missing models listbox not found'); + return; + } + + console.log('[RunpodDirect] Found .comfy-missing-models listbox'); + + // Check if we already added our UI + if (document.querySelector('.server-download-all-btn')) { + console.log('[RunpodDirect] Buttons already injected'); + return; + } + + const listItems = listbox.querySelectorAll('.p-listbox-option'); + console.log(`[RunpodDirect] Found ${listItems.length} list items`); + + if (listItems.length === 0) { + console.log('[RunpodDirect] No list items found'); + return; + } + + // Add "Download All" button before the listbox + const downloadAllContainer = document.createElement('div'); + downloadAllContainer.style.cssText = 'margin-bottom: 16px; display: flex; justify-content: center;'; + + const downloadAllBtn = document.createElement('button'); + downloadAllBtn.className = 'server-download-all-btn p-button p-component p-button-sm'; + downloadAllBtn.type = 'button'; + downloadAllBtn.style.cssText = 'background: #2196F3; color: white; border: none; padding: 10px 20px; font-weight: 600;'; + + const downloadAllLabel = document.createElement('span'); + downloadAllLabel.className = 'p-button-label'; + downloadAllLabel.textContent = `Download All Models to Pod (${listItems.length})`; + downloadAllBtn.appendChild(downloadAllLabel); + + downloadAllBtn.onclick = async (e) => { + e.stopPropagation(); + downloadAllBtn.disabled = true; + downloadAllLabel.textContent = 'Starting downloads...'; + + // Collect all models + downloadQueue = []; + const models = []; + + listItems.forEach((item) => { + const labelElement = item.querySelector('[title]'); + if (!labelElement) return; + + const label = labelElement.textContent.trim(); + const url = labelElement.getAttribute('title'); + const parts = label.split('/').map(p => p.trim()); + if (parts.length !== 2) return; + + const directory = parts[0]; + const filename = parts[1]; + + models.push({ url, directory, filename }); + }); + + downloadQueue = [...models]; + totalDownloads = models.length; + completedDownloads = 0; + isDownloadingAll = true; + + // Create progress area + createProgressArea(listbox); + + // Start first download + if (downloadQueue.length > 0) { + processDownloadQueue(); + } + }; + + downloadAllContainer.appendChild(downloadAllBtn); + listbox.parentElement.insertBefore(downloadAllContainer, listbox); + + listItems.forEach((item, index) => { + console.log(`[RunpodDirect] Processing item ${index + 1}`); + + // Check if we already added the button + if (item.querySelector('.server-download-btn')) { + console.log(`[RunpodDirect] Item ${index + 1} already has server download button, skipping`); + return; + } + + // The HTML structure is: + //
  • + //
    <- main container + //
    model info
    + //
    + //
    + //
    + //
    • + + // Find the main flex container + const mainContainer = item.querySelector('.flex.flex-row.items-center.gap-2'); + if (!mainContainer) { + console.log('[RunpodDirect] Main flex container not found'); + return; + } + + console.log('[RunpodDirect] Found main container'); + + // We'll create a new div for our button (following the same pattern) + const buttonWrapper = document.createElement('div'); + + // Get model info from the item + const labelElement = item.querySelector('[title]'); + if (!labelElement) { + console.log('[RunpodDirect] No title element found'); + return; + } + + const label = labelElement.textContent.trim(); + const url = labelElement.getAttribute('title'); + console.log(`[RunpodDirect] Model: ${label}, URL: ${url}`); + + // Parse "checkpoints / model.safetensors" format + const parts = label.split('/').map(p => p.trim()); + if (parts.length !== 2) { + console.log(`[RunpodDirect] Could not parse label format: ${label}`); + return; + } + + const directory = parts[0]; + const filename = parts[1]; + const download_id = `${directory}/${filename}`; + console.log(`[RunpodDirect] Creating button for ${download_id}`); + + // Create server download button + const serverDownloadBtn = document.createElement('button'); + serverDownloadBtn.className = 'server-download-btn p-button p-component p-button-outlined p-button-sm'; + serverDownloadBtn.type = 'button'; + + // Create button content + const btnLabel = document.createElement('span'); + btnLabel.className = 'p-button-label'; + btnLabel.textContent = 'Download to Pod'; + serverDownloadBtn.appendChild(btnLabel); + + // Status indicator (icon) + const statusIcon = document.createElement('i'); + statusIcon.style.cssText = 'margin-left: 6px; font-size: 14px; display: none;'; + serverDownloadBtn.appendChild(statusIcon); + + // Button click handler + serverDownloadBtn.onclick = async (e) => { + e.stopPropagation(); + serverDownloadBtn.disabled = true; + btnLabel.textContent = 'Starting...'; + + const result = await startServerDownload(url, directory, filename); + + if (result.success) { + btnLabel.textContent = 'Queued'; + statusIcon.className = 'pi pi-clock'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#FF9800'; + } else { + btnLabel.textContent = 'Error'; + statusIcon.className = 'pi pi-times-circle'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#ef4444'; + console.error('Download start failed:', result.error); + } + }; + + // Listen for download updates + const updateHandler = (event) => { + if (event.detail.download_id === download_id) { + const { status, error } = event.detail; + + if (status === 'queued') { + serverDownloadBtn.disabled = true; + btnLabel.textContent = 'Queued'; + statusIcon.className = 'pi pi-clock'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#FF9800'; + } else if (status === 'downloading') { + serverDownloadBtn.disabled = true; + btnLabel.textContent = 'Downloading'; + statusIcon.className = 'pi pi-spin pi-spinner'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#2196F3'; + } else if (status === 'completed') { + btnLabel.textContent = 'Completed'; + statusIcon.className = 'pi pi-check-circle'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#4caf50'; + serverDownloadBtn.style.borderColor = '#4caf50'; + } else if (status === 'error') { + btnLabel.textContent = 'Failed'; + statusIcon.className = 'pi pi-times-circle'; + statusIcon.style.display = 'inline'; + statusIcon.style.color = '#ef4444'; + serverDownloadBtn.title = error; + } + } + }; + + window.addEventListener('serverDownloadUpdate', updateHandler); + + // Add button to wrapper div + buttonWrapper.appendChild(serverDownloadBtn); + + // Add wrapper to main container (alongside Download and Copy URL) + mainContainer.appendChild(buttonWrapper); + console.log(`[RunpodDirect] Button added to main container for ${download_id}`); + }); + + console.log('[RunpodDirect] Button injection complete'); +} + +// Register the extension +app.registerExtension({ + name: "ComfyUI.RunpodDirect", + + async setup() { + console.log("[RunpodDirect] Extension setup starting"); + + // Set up observer to watch for missing models dialog + setupDialogObserver(); + + // Also try to inject immediately if dialog already exists + setTimeout(() => { + console.log('[RunpodDirect] Checking for existing dialog...'); + injectServerDownloadButtons(); + }, 1000); + + // Try again after a longer delay + setTimeout(() => { + console.log('[RunpodDirect] Second check for dialog...'); + injectServerDownloadButtons(); + }, 3000); + + console.log("[RunpodDirect] Extension setup complete"); + } +}); diff --git a/custom_nodes/comfyui-frame-interpolation/.github/workflows/publish.yml b/custom_nodes/comfyui-frame-interpolation/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..eb5b7d5f5484abc954a89dde2b97d327de44b43b --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/.github/workflows/publish.yml @@ -0,0 +1,25 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'Fannovel16' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + ## Add your own personal access token to your Github Repository secrets and reference it here. + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} diff --git a/custom_nodes/comfyui-frame-interpolation/.gitignore b/custom_nodes/comfyui-frame-interpolation/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..c16001cc49079aaeba0e41bb39dcbf6c4ac3733d --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/.gitignore @@ -0,0 +1,3 @@ +ckpts +__pycache__ +test_result \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/.tracking b/custom_nodes/comfyui-frame-interpolation/.tracking new file mode 100644 index 0000000000000000000000000000000000000000..5f9940fadb69689f4fe8a83e460898a4d0351a04 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/.tracking @@ -0,0 +1,82 @@ +.github/workflows/publish.yml +.gitignore +All_in_one_v1_3.png +LICENSE +README.md +__init__.py +config.yaml +demo_frames/anime0.png +demo_frames/anime1.png +demo_frames/bocchi0.jpg +demo_frames/bocchi1.jpg +demo_frames/real0.png +demo_frames/real1.png +demo_frames/rick/00003.png +demo_frames/rick/00004.png +demo_frames/rick/00005.png +demo_frames/violet0.png +demo_frames/violet1.png +example.png +install-taichi.bat +install.bat +install.py +interpolation_schedule.png +other_nodes.py +pyproject.toml +requirements-no-cupy.txt +requirements-with-cupy.txt +test.py +test_vfi_schedule.gif +vfi_models/amt/__init__.py +vfi_models/amt/amt_arch.py +vfi_models/cain/__init__.py +vfi_models/cain/cain_arch.py +vfi_models/cain/cain_encdec_arch.py +vfi_models/cain/cain_noca_arch.py +vfi_models/cain/common.py +vfi_models/eisai/__init__.py +vfi_models/eisai/eisai_arch.py +vfi_models/film/__init__.py +vfi_models/film/film_arch.py +vfi_models/flavr/__init__.py +vfi_models/flavr/flavr_arch.py +vfi_models/flavr/resnet_3D.py +vfi_models/gmfss_fortuna/GMFSS_Fortuna.py +vfi_models/gmfss_fortuna/GMFSS_Fortuna_arch.py +vfi_models/gmfss_fortuna/GMFSS_Fortuna_union.py +vfi_models/gmfss_fortuna/GMFSS_Fortuna_union_arch.py +vfi_models/gmfss_fortuna/__init__.py +vfi_models/ifrnet/IFRNet_L_arch.py +vfi_models/ifrnet/IFRNet_S_arch.py +vfi_models/ifrnet/__init__.py +vfi_models/ifunet/IFUNet_arch.py +vfi_models/ifunet/__init__.py +vfi_models/m2m/M2M_arch.py +vfi_models/m2m/__init__.py +vfi_models/ops/__init__.py +vfi_models/ops/cupy_ops/__init__.py +vfi_models/ops/cupy_ops/adacof.py +vfi_models/ops/cupy_ops/batch_edt.py +vfi_models/ops/cupy_ops/correlation.py +vfi_models/ops/cupy_ops/costvol.py +vfi_models/ops/cupy_ops/sepconv.py +vfi_models/ops/cupy_ops/softsplat.py +vfi_models/ops/cupy_ops/utils.py +vfi_models/ops/taichi_ops/__init__.py +vfi_models/ops/taichi_ops/adacof.py +vfi_models/ops/taichi_ops/batch_edt.py +vfi_models/ops/taichi_ops/correlation.py +vfi_models/ops/taichi_ops/costvol.py +vfi_models/ops/taichi_ops/raw_softsplat.py +vfi_models/ops/taichi_ops/sepconv.py +vfi_models/ops/taichi_ops/utils.py +vfi_models/ops/taichi_ops/worker_process.py +vfi_models/rife/__init__.py +vfi_models/rife/rife_arch.py +vfi_models/sepconv/__init__.py +vfi_models/sepconv/sepconv_enhanced.py +vfi_models/stmfnet/__init__.py +vfi_models/stmfnet/stmfnet_arch.py +vfi_models/xvfi/__init__.py +vfi_models/xvfi/xvfi_arch.py +vfi_utils.py \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/All_in_one_v1_3.png b/custom_nodes/comfyui-frame-interpolation/All_in_one_v1_3.png new file mode 100644 index 0000000000000000000000000000000000000000..364c54b9001c4a450dc434f9fd310c59a2a98af2 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/All_in_one_v1_3.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:90735b644e0c35634642b65f2a8041a9a4da380d27b9bcc4d3bbef47869bd92a +size 1462273 diff --git a/custom_nodes/comfyui-frame-interpolation/LICENSE b/custom_nodes/comfyui-frame-interpolation/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..2a8000ad9540222a0f8f50ac7fb8b04fa8dd0cd3 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 Fannovel16 + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/README.md b/custom_nodes/comfyui-frame-interpolation/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f5d0f3c06b520f1f7a9724e67cc780d8709e2cbb --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/README.md @@ -0,0 +1,194 @@ +# ComfyUI Frame Interpolation (ComfyUI VFI) (WIP) + +A custom node set for Video Frame Interpolation in ComfyUI. +**UPDATE** Memory management is improved. Now this extension takes less RAM and VRAM than before. + +**UPDATE 2** VFI nodes now accept scheduling multipiler values + +![](./interpolation_schedule.png) +![](./test_vfi_schedule.gif) + +## Nodes +* KSampler Gradually Adding More Denoise (efficient) +* GMFSS Fortuna VFI +* IFRNet VFI +* IFUnet VFI +* M2M VFI +* RIFE VFI (4.0 - 4.9) (Note that option `fast_mode` won't do anything from v4.5+ as `contextnet` is removed) +* FILM VFI +* Sepconv VFI +* AMT VFI +* Make Interpolation State List +* STMFNet VFI (requires at least 4 frames, can only do 2x interpolation for now) +* FLAVR VFI (same conditions as STMFNet) + +## Install +### ComfyUI Manager +Incompatibile issue with it is now fixed + +Following this guide to install this extension + +https://github.com/ltdrdata/ComfyUI-Manager#how-to-use +### Command-line +#### Windows +Run install.bat + +For Window users, if you are having trouble with cupy, please run `install.bat` instead of `install-cupy.py` or `python install.py`. +#### Linux +Open your shell app and start venv if it is used for ComfyUI. Run: +``` +python install.py +``` +## Support for non-CUDA device (experimental) +If you don't have a NVidia card, you can try `taichi` ops backend powered by [Taichi Lang](https://www.taichi-lang.org/) + +On Windows, you can install it by running `install.bat` or `pip install taichi` on Linux + +Then change value of `ops_backend` from `cupy` to `taichi` in `config.yaml` + +If `NotImplementedError` appears, a VFI node in the workflow isn't supported by taichi + +## Usage +All VFI nodes can be accessed in **category** `ComfyUI-Frame-Interpolation/VFI` if the installation is successful and require a `IMAGE` containing frames (at least 2, or at least 4 for STMF-Net/FLAVR). + +Regarding STMFNet and FLAVR, if you only have two or three frames, you should use: Load Images -> Other VFI node (FILM is recommended in this case) with `multiplier=4` -> STMFNet VFI/FLAVR VFI + +`clear_cache_after_n_frames` is used to avoid out-of-memory. Decreasing it makes the chance lower but also increases processing time. + +It is recommended to use LoadImages (LoadImagesFromDirectory) from [ComfyUI-Advanced-ControlNet](https://github.com/Kosinkadink/ComfyUI-Advanced-ControlNet/) and [ComfyUI-VideoHelperSuite](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite) along side with this extension. + +## Example +### Simple workflow +Workflow metadata isn't embeded +Download these two images [anime0.png](./demo_frames/anime0.png) and [anime1.png](./demo_frames/anime0.png) and put them into a folder like `E:\test` in this image. +![](./example.png) + +### Complex workflow +It's used in AnimationDiff (can load workflow metadata) +![](All_in_one_v1_3.png) + +## Credit +Big thanks for styler00dollar for making [VSGAN-tensorrt-docker](https://github.com/styler00dollar/VSGAN-tensorrt-docker). About 99% the code of this repo comes from it. + +Citation for each VFI node: +### GMFSS Fortuna +The All-In-One GMFSS: Dedicated for Anime Video Frame Interpolation + +https://github.com/98mxr/GMFSS_Fortuna + +### IFRNet +```bibtex +@InProceedings{Kong_2022_CVPR, + author = {Kong, Lingtong and Jiang, Boyuan and Luo, Donghao and Chu, Wenqing and Huang, Xiaoming and Tai, Ying and Wang, Chengjie and Yang, Jie}, + title = {IFRNet: Intermediate Feature Refine Network for Efficient Frame Interpolation}, + booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, + year = {2022} +} +``` + +### IFUnet +RIFE with IFUNet, FusionNet and RefineNet + +https://github.com/98mxr/IFUNet +### M2M +```bibtex +@InProceedings{hu2022m2m, + title={Many-to-many Splatting for Efficient Video Frame Interpolation}, + author={Hu, Ping and Niklaus, Simon and Sclaroff, Stan and Saenko, Kate}, + journal={CVPR}, + year={2022} + } +``` + +### RIFE +```bibtex +@inproceedings{huang2022rife, + title={Real-Time Intermediate Flow Estimation for Video Frame Interpolation}, + author={Huang, Zhewei and Zhang, Tianyuan and Heng, Wen and Shi, Boxin and Zhou, Shuchang}, + booktitle={Proceedings of the European Conference on Computer Vision (ECCV)}, + year={2022} +} +``` + +### FILM +[Frame interpolation in PyTorch](https://github.com/dajes/frame-interpolation-pytorch) + +```bibtex +@inproceedings{reda2022film, + title = {FILM: Frame Interpolation for Large Motion}, + author = {Fitsum Reda and Janne Kontkanen and Eric Tabellion and Deqing Sun and Caroline Pantofaru and Brian Curless}, + booktitle = {European Conference on Computer Vision (ECCV)}, + year = {2022} +} +``` + +```bibtex +@misc{film-tf, + title = {Tensorflow 2 Implementation of "FILM: Frame Interpolation for Large Motion"}, + author = {Fitsum Reda and Janne Kontkanen and Eric Tabellion and Deqing Sun and Caroline Pantofaru and Brian Curless}, + year = {2022}, + publisher = {GitHub}, + journal = {GitHub repository}, + howpublished = {\url{https://github.com/google-research/frame-interpolation}} +} +``` + +### Sepconv +```bibtex +[1] @inproceedings{Niklaus_WACV_2021, + author = {Simon Niklaus and Long Mai and Oliver Wang}, + title = {Revisiting Adaptive Convolutions for Video Frame Interpolation}, + booktitle = {IEEE Winter Conference on Applications of Computer Vision}, + year = {2021} + } +``` + +```bibtex +[2] @inproceedings{Niklaus_ICCV_2017, + author = {Simon Niklaus and Long Mai and Feng Liu}, + title = {Video Frame Interpolation via Adaptive Separable Convolution}, + booktitle = {IEEE International Conference on Computer Vision}, + year = {2017} + } +``` + +```bibtex +[3] @inproceedings{Niklaus_CVPR_2017, + author = {Simon Niklaus and Long Mai and Feng Liu}, + title = {Video Frame Interpolation via Adaptive Convolution}, + booktitle = {IEEE Conference on Computer Vision and Pattern Recognition}, + year = {2017} + } +``` + +### AMT + ```bibtex + @inproceedings{licvpr23amt, + title={AMT: All-Pairs Multi-Field Transforms for Efficient Frame Interpolation}, + author={Li, Zhen and Zhu, Zuo-Liang and Han, Ling-Hao and Hou, Qibin and Guo, Chun-Le and Cheng, Ming-Ming}, + booktitle={IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, + year={2023} + } + ``` + +### ST-MFNet +```bibtex +@InProceedings{Danier_2022_CVPR, + author = {Danier, Duolikun and Zhang, Fan and Bull, David}, + title = {ST-MFNet: A Spatio-Temporal Multi-Flow Network for Frame Interpolation}, + booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, + month = {June}, + year = {2022}, + pages = {3521-3531} +} +``` + +### FLAVR +```bibtex +@article{kalluri2021flavr, + title={FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolation}, + author={Kalluri, Tarun and Pathak, Deepak and Chandraker, Manmohan and Tran, Du}, + booktitle={arxiv}, + year={2021} +} +``` diff --git a/custom_nodes/comfyui-frame-interpolation/__init__.py b/custom_nodes/comfyui-frame-interpolation/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..b362e2c1dbec391c923bda205c46da3a235d63ee --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/__init__.py @@ -0,0 +1,42 @@ +import os +import sys +sys.path.insert(0, os.path.abspath(os.path.dirname(__file__))) + +from .other_nodes import Gradually_More_Denoise_KSampler + +#Some models are commented out because the code is not completed +#from vfi_models.eisai import EISAI_VFI +from vfi_models.gmfss_fortuna import GMFSS_Fortuna_VFI +from vfi_models.ifrnet import IFRNet_VFI +from vfi_models.ifunet import IFUnet_VFI +from vfi_models.m2m import M2M_VFI +from vfi_models.rife import RIFE_VFI +from vfi_models.sepconv import SepconvVFI +from vfi_models.amt import AMT_VFI +from vfi_models.film import FILM_VFI +from vfi_models.stmfnet import STMFNet_VFI +from vfi_models.flavr import FLAVR_VFI +from vfi_models.cain import CAIN_VFI +from vfi_utils import MakeInterpolationStateList, FloatToInt + +NODE_CLASS_MAPPINGS = { + "KSampler Gradually Adding More Denoise (efficient)": Gradually_More_Denoise_KSampler, +# "EISAI VFI": EISAI_VFI, + "GMFSS Fortuna VFI": GMFSS_Fortuna_VFI, + "IFRNet VFI": IFRNet_VFI, + "IFUnet VFI": IFUnet_VFI, + "M2M VFI": M2M_VFI, + "RIFE VFI": RIFE_VFI, + "Sepconv VFI": SepconvVFI, + "AMT VFI": AMT_VFI, + "FILM VFI": FILM_VFI, + "Make Interpolation State List": MakeInterpolationStateList, + "STMFNet VFI": STMFNet_VFI, + "FLAVR VFI": FLAVR_VFI, + "CAIN VFI": CAIN_VFI, + "VFI FloatToInt": FloatToInt +} + +NODE_DISPLAY_NAME_MAPPINGS = { + "RIFE VFI": "RIFE VFI (recommend rife47 and rife49)" +} \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/config.yaml b/custom_nodes/comfyui-frame-interpolation/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b99d4a76ab08cc1157e349745770dd1f37c9ffca --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/config.yaml @@ -0,0 +1,3 @@ +#Plz don't delete this file, just edit it when neccessary. +ckpts_path: "./ckpts" +ops_backend: "cupy" #Either "taichi" or "cupy" \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/anime0.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/anime0.png new file mode 100644 index 0000000000000000000000000000000000000000..d42b064bac5f4973f8e0119462fcfe11a53dedea --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/anime0.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:734039ac77a89cf8d52fed8989bd4335392a1d246b099979d1c58a145c629ace +size 340936 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/anime1.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/anime1.png new file mode 100644 index 0000000000000000000000000000000000000000..69ffde9dced457a5781aa5ce82e3127bcfc15952 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/anime1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd24bdafe9a0cfc82eada33c40962e9977ed5b6711ae6d89bf28b07cbded712a +size 329357 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi0.jpg b/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi0.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2b8c02eb11b949797b3785e10ac5a1c51e63b8ef --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi0.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c607fae213b83d4c15fa10d6939b612f7f2242afd0b8716b203ace51774f6718 +size 129774 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi1.jpg b/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi1.jpg new file mode 100644 index 0000000000000000000000000000000000000000..432a8d455f504cbfa82ae632d4ab5e8c9605b04d --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/bocchi1.jpg @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f03f067142490d4353d3f5af8bd51b0f9f4bdd3d2094dde6a28f4fec062fbe16 +size 139543 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/real0.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/real0.png new file mode 100644 index 0000000000000000000000000000000000000000..863cfb642782237734eb87916e1f24b25d2bc28b --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/real0.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4792023ccf17c8231c6eb5ee40de528d515e2f8c419b3949985411a122a4de4f +size 1230238 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/real1.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/real1.png new file mode 100644 index 0000000000000000000000000000000000000000..beabe73d95c2114baa3b2d4a4d88ef0dbfd6adb3 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/real1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37c8e6ec527c81895e5a66ea49cdd18b85045f9fed6fdfb75b45f438649235bf +size 1213845 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00003.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00003.png new file mode 100644 index 0000000000000000000000000000000000000000..dfa698b75547a7da2e5f4a457b60a02f922fa729 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00003.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98f5dba7557ba55d13f494425d340ca84af8b56e35f929fab5df39e54015e265 +size 456245 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00004.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00004.png new file mode 100644 index 0000000000000000000000000000000000000000..bf50362fecfdb40e67625d7123f823b01c1b2937 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00004.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61bcf7933b192d84870b80910f7f983371c642d5c7100b34e8cc6dbd01cba7e6 +size 354894 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00005.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00005.png new file mode 100644 index 0000000000000000000000000000000000000000..f886e35f4c3705b321336f8d2edad8bbd3be0243 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/rick/00005.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f795d06e93ad4f9c19db578e9378a48b6008cc3df81fb2cd9fbbd5ed91bd8cf7 +size 357224 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/violet0.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/violet0.png new file mode 100644 index 0000000000000000000000000000000000000000..b1b60f7c60ae594fc5087ef77172f42e414eeaec --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/violet0.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6844899b551801ee22d4f57993ab66fd4b6fbe00eab916d6b987bdf083eadfe +size 888543 diff --git a/custom_nodes/comfyui-frame-interpolation/demo_frames/violet1.png b/custom_nodes/comfyui-frame-interpolation/demo_frames/violet1.png new file mode 100644 index 0000000000000000000000000000000000000000..9b8f96923b006f878ea8f6ab7aa03abed402ce57 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/demo_frames/violet1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:66ee9a9a486f57eb80ba5d41140eaca4ca46f0d946a3cff93eabb0ee3b1e29d0 +size 951287 diff --git a/custom_nodes/comfyui-frame-interpolation/example.png b/custom_nodes/comfyui-frame-interpolation/example.png new file mode 100644 index 0000000000000000000000000000000000000000..2c949e9406acc3c59d07c95ab96ae8b0b3d4834d --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/example.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a5e9310bfba63b109990b326402d42477688682858bc64f146ef546e6662ead +size 182103 diff --git a/custom_nodes/comfyui-frame-interpolation/install-taichi.bat b/custom_nodes/comfyui-frame-interpolation/install-taichi.bat new file mode 100644 index 0000000000000000000000000000000000000000..d601f71c20e8ea2d768ee710a277666f2bd68643 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/install-taichi.bat @@ -0,0 +1,11 @@ +@echo off +echo Installing Taichi lang backend... + +if exist "%python_exec%" ( + %python_exec% -s -m pip install taichi +) else ( + echo Installing with system Python + pip install taichi +) + +pause \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/install.bat b/custom_nodes/comfyui-frame-interpolation/install.bat new file mode 100644 index 0000000000000000000000000000000000000000..84e0f7eb536a2c9bfc3313a377086b9cf4aa508f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/install.bat @@ -0,0 +1,16 @@ +@echo off + +set "requirements_txt=%~dp0\requirements-no-cupy.txt" +set "python_exec=..\..\..\python_embeded\python.exe" + +echo Installing ComfyUI Frame Interpolation.. + +if exist "%python_exec%" ( + echo Installing with ComfyUI Portable + %python_exec% -s install.py +) else ( + echo Installing with system Python + python install.py +) + +pause \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/install.py b/custom_nodes/comfyui-frame-interpolation/install.py new file mode 100644 index 0000000000000000000000000000000000000000..ecbe35da8bd39829134a6ee7759251e0a203d25b --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/install.py @@ -0,0 +1,59 @@ +import os +from pathlib import Path +import sys +import platform + +def get_cuda_ver_from_dir(cuda_home): + nvrtc = filter(lambda lib_file: "nvrtc-builtins" in lib_file, os.listdir(cuda_home)) + nvrtc = list(nvrtc) + if len(nvrtc) == 0: + return + nvrtc = nvrtc[0] + if ('102' in nvrtc) or ('10.2' in nvrtc): + return '102' + if '110' in nvrtc or ('11.0' in nvrtc): + return '110' + if '111' in nvrtc or ('11.1' in nvrtc): + return '111' + if '11' in nvrtc: + return '11x' + if '12' in nvrtc: + return '12x' + +s_param = '-s' if "python_embeded" in sys.executable else '' + +def get_cuda_home_path(): + if "CUDA_HOME" in os.environ: + return os.environ["CUDA_HOME"] + import torch + torch_lib_path = Path(torch.__file__).parent / "lib" + torch_lib_path = str(torch_lib_path.resolve()) + if os.path.exists(torch_lib_path): + nvrtc = filter(lambda lib_file: "nvrtc-builtins" in lib_file, os.listdir(torch_lib_path)) + nvrtc = list(nvrtc) + return torch_lib_path if len(nvrtc) > 0 else None + +def install_cupy(): + cuda_home = get_cuda_home_path() + try: + if cuda_home is not None: + os.environ["CUDA_HOME"] = cuda_home + os.environ["CUDA_PATH"] = cuda_home + import cupy + print("CuPy is already installed.") + except: + print("Uninstall cupy if existed...") + os.system(f'"{sys.executable}" {s_param} -m pip uninstall -y cupy-wheel cupy-cuda102 cupy-cuda110 cupy-cuda111 cupy-cuda11x cupy-cuda12x') + print("Installing cupy...") + cuda_ver = get_cuda_ver_from_dir(cuda_home) + cupy_package = f"cupy-cuda{cuda_ver}" if cuda_ver is not None else "cupy-wheel" + os.system(f'"{sys.executable}" {s_param} -m pip install {cupy_package}') + +with open(Path(__file__).parent / "requirements-no-cupy.txt", 'r') as f: + for package in f.readlines(): + package = package.strip() + print(f"Installing {package}...") + os.system(f'"{sys.executable}" {s_param} -m pip install {package}') + +print("Checking cupy...") +install_cupy() \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/interpolation_schedule.png b/custom_nodes/comfyui-frame-interpolation/interpolation_schedule.png new file mode 100644 index 0000000000000000000000000000000000000000..1c308d6c811936b5f3383ebc8f9243707ed95be6 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/interpolation_schedule.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6999ee4a5fd6222b7b05adb8afa4994053bfe8e0f9c6b5cccf25992638b586c +size 378153 diff --git a/custom_nodes/comfyui-frame-interpolation/other_nodes.py b/custom_nodes/comfyui-frame-interpolation/other_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..75b76fe109424a389eb4802dc4aa8c59c53329ec --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/other_nodes.py @@ -0,0 +1,88 @@ +import latent_preview +import comfy +import einops +import torch + +def common_ksampler(model, seed, steps, cfg, sampler_name, scheduler, positive, negative, latent, denoise=1.0, disable_noise=False, start_step=None, last_step=None, force_full_denoise=False): + device = comfy.model_management.get_torch_device() + latent_image = latent["samples"] + + if disable_noise: + noise = torch.zeros(latent_image.size(), dtype=latent_image.dtype, layout=latent_image.layout, device="cpu") + else: + batch_inds = latent["batch_index"] if "batch_index" in latent else None + noise = comfy.sample.prepare_noise(latent_image, seed, batch_inds) + + noise_mask = None + if "noise_mask" in latent: + noise_mask = latent["noise_mask"] + + preview_format = "JPEG" + if preview_format not in ["JPEG", "PNG"]: + preview_format = "JPEG" + + previewer = latent_preview.get_previewer(device, model.model.latent_format) + + pbar = comfy.utils.ProgressBar(steps) + def callback(step, x0, x, total_steps): + preview_bytes = None + if previewer: + preview_bytes = previewer.decode_latent_to_preview_image(preview_format, x0) + pbar.update_absolute(step + 1, total_steps, preview_bytes) + + samples = comfy.sample.sample(model, noise, steps, cfg, sampler_name, scheduler, positive, negative, latent_image, + denoise=denoise, disable_noise=disable_noise, start_step=start_step, last_step=last_step, + force_full_denoise=force_full_denoise, noise_mask=noise_mask, callback=callback, seed=seed) + out = latent.copy() + out["samples"] = samples + return (out, ) + +class Gradually_More_Denoise_KSampler: + @classmethod + def INPUT_TYPES(s): + return {"required": + {"model": ("MODEL",), + "positive": ("CONDITIONING", ), + "negative": ("CONDITIONING", ), + "latent_image": ("LATENT", ), + + "seed": ("INT", {"default": 0, "min": 0, "max": 0xffffffffffffffff}), + "steps": ("INT", {"default": 20, "min": 1, "max": 10000}), + "cfg": ("FLOAT", {"default": 8.0, "min": 0.0, "max": 100.0}), + "sampler_name": (comfy.samplers.KSampler.SAMPLERS, ), + "scheduler": (comfy.samplers.KSampler.SCHEDULERS, ), + + "start_denoise": ("FLOAT", {"default": 0.0, "min": 0.0, "max": 1.0, "step": 0.01}), + "denoise_increment": ("FLOAT", {"default": 0.1, "min": 0.0, "max": 1.0, "step": 0.1}), + "denoise_increment_steps": ("INT", {"default": 20, "min": 1, "max": 10000}) + }, + "optional": { "optional_vae": ("VAE",) } + } + + RETURN_TYPES = ("MODEL", "CONDITIONING", "CONDITIONING", "LATENT", "VAE", ) + RETURN_NAMES = ("MODEL", "CONDITIONING+", "CONDITIONING-", "LATENT", "VAE", ) + OUTPUT_NODE = True + FUNCTION = "sample" + CATEGORY = "ComfyUI-Frame-Interpolation/others" + + def sample(self, model, positive, negative, latent_image, optional_vae, + seed, steps, cfg, sampler_name, scheduler,start_denoise, denoise_increment, denoise_increment_steps): + if start_denoise + denoise_increment * denoise_increment_steps > 1.0: + raise Exception(f"Max denoise strength can't over 1.0 (start_denoise={start_denoise}, denoise_increment={denoise_increment}, denoise_increment_steps={denoise_increment_steps}") + + copied_latent = latent_image.copy() + out_samples = [] + + for latent_sample in copied_latent["samples"]: + latent = {"samples": einops.rearrange(latent_sample, "c h w -> 1 c h w")} + #Latent's shape is NCHW + gradually_denoising_samples = [ + common_ksampler( + model, seed, steps, cfg, sampler_name, scheduler, positive, negative, latent, denoise=start_denoise + denoise_increment * i + )[0]["samples"] + for i in range(denoise_increment_steps) + ] + out_samples.extend(gradually_denoising_samples) + + copied_latent["samples"] = torch.cat(out_samples, dim=0) + return (model, positive, negative, copied_latent, optional_vae) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/pyproject.toml b/custom_nodes/comfyui-frame-interpolation/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..9878e796c78d0231e7ecb21c7c361a6038bd067f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/pyproject.toml @@ -0,0 +1,13 @@ +[project] +name = "comfyui-frame-interpolation" +description = "A custom node suite for Video Frame Interpolation in ComfyUI" +version = "1.0.7" +license = { file = "LICENSE" } + +[project.urls] +Repository = "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation" + +[tool.comfy] +PublisherId = "fannovel16" +DisplayName = "ComfyUI-Frame-Interpolation" +Icon = "" diff --git a/custom_nodes/comfyui-frame-interpolation/requirements-no-cupy.txt b/custom_nodes/comfyui-frame-interpolation/requirements-no-cupy.txt new file mode 100644 index 0000000000000000000000000000000000000000..c490ca515d47b6623861b051fd822d24bc2ecd7e --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/requirements-no-cupy.txt @@ -0,0 +1,9 @@ +torch +numpy +einops +opencv-contrib-python +kornia +scipy +Pillow +torchvision +tqdm \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/requirements-with-cupy.txt b/custom_nodes/comfyui-frame-interpolation/requirements-with-cupy.txt new file mode 100644 index 0000000000000000000000000000000000000000..bdfeb47253006b2897a2dd3ff1e7c91ccb41e1b2 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/requirements-with-cupy.txt @@ -0,0 +1,10 @@ +torch +numpy +einops +opencv-contrib-python +kornia +scipy +Pillow +torchvision +tqdm +cupy-wheel \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/test.py b/custom_nodes/comfyui-frame-interpolation/test.py new file mode 100644 index 0000000000000000000000000000000000000000..3c06ae20dc974344ed091dce2e410666a9fdd56f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/test.py @@ -0,0 +1,38 @@ +import os +import sys +sys.path.insert(0, os.path.abspath(os.path.dirname(__file__))) + +import shutil +import torch +import torch.nn.functional as F +import PIL +import torchvision.transforms.functional as transform +from vfi_utils import load_file_from_github_release +from vfi_models import gmfss_fortuna, ifrnet, ifunet, m2m, rife, sepconv, amt, xvfi, cain, flavr +import numpy as np + +frame_0 = torch.from_numpy(np.array(PIL.Image.open("demo_frames/anime0.png").convert("RGB")).astype(np.float32) / 255.0).unsqueeze(0) +frame_1 = torch.from_numpy(np.array(PIL.Image.open("demo_frames/anime1.png").convert("RGB")).astype(np.float32) / 255.0).unsqueeze(0) + + +if os.path.exists("test_result"): + shutil.rmtree("test_result") + +vfi_node_class = gmfss_fortuna.GMFSS_Fortuna_VFI() +for i, ckpt_name in enumerate(vfi_node_class.INPUT_TYPES()["required"]["ckpt_name"][0][:2]): + result = vfi_node_class.vfi(ckpt_name, torch.cat([ + frame_0, + frame_1, + frame_0, + frame_1 + ], dim=0).cuda(), multipler=4, batch_size=2)[0] + print(result.shape) + print(f"Generated {result.size(0)} frames") + frames = [PIL.Image.fromarray(np.clip((frame * 255).numpy(), 0, 255).astype(np.uint8)) for frame in result] + print(result[0].shape) + os.makedirs(f"test_result/video{i}", exist_ok=True) + for j, frame in enumerate(frames): + frame.save(f"test_result/video{i}/{j}.jpg") + frames[0].save(f"test_result/video{i}.gif", save_all=True, append_images=frames[1:], optimize=True, duration=1/3, loop=0) + os.startfile(f"test_result{os.path.sep}video{i}.gif") +#torchvision.io.video.write_video("test.mp4", einops.rearrange(result, "n c h w -> n h w c").cpu(), fps=1) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/test_vfi_schedule.gif b/custom_nodes/comfyui-frame-interpolation/test_vfi_schedule.gif new file mode 100644 index 0000000000000000000000000000000000000000..52fabecc38ae3050e723e8b4eb213fd41ad36195 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/test_vfi_schedule.gif @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:931fcd4c2cc84b457cbc1b1c3b8745a2bf292ff7dc43d4f733a2c510ad90353d +size 8409697 diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..20740c2a4d9d669a625db6f729ef11b18c449e9a --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/__init__.py @@ -0,0 +1,87 @@ +import pathlib +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_direct_url, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +from comfy.model_management import get_torch_device +from .amt_arch import AMT_S, AMT_L, AMT_G, InputPadder + +#https://github.com/MCG-NKU/AMT/tree/main/cfgs +CKPT_CONFIGS = { + "amt-s.pth": { + "network": AMT_S, + "params": { "corr_radius": 3, "corr_lvls": 4, "num_flows": 3 } + }, + "amt-l.pth": { + "network": AMT_L, + "params": { "corr_radius": 3, "corr_lvls": 4, "num_flows": 5 } + }, + "amt-g.pth": { + "network": AMT_G, + "params": { "corr_radius": 3, "corr_lvls": 4, "num_flows": 5 } + }, + "gopro_amt-s.pth": { + "network": AMT_S, + "params": { "corr_radius": 3, "corr_lvls": 4, "num_flows": 3 } + } +} + + +MODEL_TYPE = pathlib.Path(__file__).parent.name + +class AMT_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (list(CKPT_CONFIGS.keys()), ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 1, "min": 1, "max": 100}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames: typing.SupportsInt = 1, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + model_path = load_file_from_direct_url(MODEL_TYPE, f"https://huggingface.co/lalala125/AMT/resolve/main/{ckpt_name}") + ckpt_config = CKPT_CONFIGS[ckpt_name] + + interpolation_model = ckpt_config["network"](**ckpt_config["params"]) + interpolation_model.load_state_dict(torch.load(model_path)["state_dict"]) + interpolation_model.eval().to(get_torch_device()) + + frames = preprocess_frames(frames) + padder = InputPadder(frames.shape, 16) + frames = padder.pad(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model): + return model( + frame_0, + frame_1, + embt=torch.FloatTensor([timestep] * frame_0.shape[0]).view(frame_0.shape[0], 1, 1, 1).to(get_torch_device()), + scale_factor=1.0, + eval=True + )["imgt_pred"] + + args = [interpolation_model] + out = generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + out = padder.unpad(out) + out = postprocess_frames(out) + return (out,) + diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/amt_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/amt_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..448c4d56193a833d3a1c89ea3e8475258f11958a --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/amt/amt_arch.py @@ -0,0 +1,1590 @@ +""" +https://github.com/MCG-NKU/AMT/blob/main/utils/dist_utils.py +https://github.com/MCG-NKU/AMT/blob/main/utils/flow_utils.py +https://github.com/MCG-NKU/AMT/blob/main/utils/utils.py +https://github.com/MCG-NKU/AMT/blob/main/networks/blocks/feat_enc.py +https://github.com/MCG-NKU/AMT/blob/main/networks/blocks/ifrnet.py +https://github.com/MCG-NKU/AMT/blob/main/networks/blocks/multi_flow.py +https://github.com/MCG-NKU/AMT/blob/main/networks/blocks/raft.py +https://github.com/MCG-NKU/AMT/blob/main/networks/AMT-S.py +https://github.com/MCG-NKU/AMT/blob/main/networks/AMT-L.py +https://github.com/MCG-NKU/AMT/blob/main/networks/AMT-G.py +""" +#Removed imageio by removing readImage, writeImage +#The model will receive image tensors from other ComfyUI's nodes so they are unneccessary + +import torch +import torch.nn as nn +import numpy as np +from PIL import ImageFile +import torch.nn.functional as F +ImageFile.LOAD_TRUNCATED_IMAGES = True +import re +import sys +import random + +def warp(img, flow): + B, _, H, W = flow.shape + xx = torch.linspace(-1.0, 1.0, W).view(1, 1, 1, W).expand(B, -1, H, -1) + yy = torch.linspace(-1.0, 1.0, H).view(1, 1, H, 1).expand(B, -1, -1, W) + grid = torch.cat([xx, yy], 1).to(img) + flow_ = torch.cat([flow[:, 0:1, :, :] / ((W - 1.0) / 2.0), flow[:, 1:2, :, :] / ((H - 1.0) / 2.0)], 1) + grid_ = (grid + flow_).permute(0, 2, 3, 1) + output = F.grid_sample(input=img, grid=grid_, mode='bilinear', padding_mode='border', align_corners=True) + return output + + +def make_colorwheel(): + """ + Generates a color wheel for optical flow visualization as presented in: + Baker et al. "A Database and Evaluation Methodology for Optical Flow" (ICCV, 2007) + URL: http://vision.middlebury.edu/flow/flowEval-iccv07.pdf + Code follows the original C++ source code of Daniel Scharstein. + Code follows the the Matlab source code of Deqing Sun. + Returns: + np.ndarray: Color wheel + """ + + RY = 15 + YG = 6 + GC = 4 + CB = 11 + BM = 13 + MR = 6 + + ncols = RY + YG + GC + CB + BM + MR + colorwheel = np.zeros((ncols, 3)) + col = 0 + + # RY + colorwheel[0:RY, 0] = 255 + colorwheel[0:RY, 1] = np.floor(255*np.arange(0,RY)/RY) + col = col+RY + # YG + colorwheel[col:col+YG, 0] = 255 - np.floor(255*np.arange(0,YG)/YG) + colorwheel[col:col+YG, 1] = 255 + col = col+YG + # GC + colorwheel[col:col+GC, 1] = 255 + colorwheel[col:col+GC, 2] = np.floor(255*np.arange(0,GC)/GC) + col = col+GC + # CB + colorwheel[col:col+CB, 1] = 255 - np.floor(255*np.arange(CB)/CB) + colorwheel[col:col+CB, 2] = 255 + col = col+CB + # BM + colorwheel[col:col+BM, 2] = 255 + colorwheel[col:col+BM, 0] = np.floor(255*np.arange(0,BM)/BM) + col = col+BM + # MR + colorwheel[col:col+MR, 2] = 255 - np.floor(255*np.arange(MR)/MR) + colorwheel[col:col+MR, 0] = 255 + return colorwheel + +def flow_uv_to_colors(u, v, convert_to_bgr=False): + """ + Applies the flow color wheel to (possibly clipped) flow components u and v. + According to the C++ source code of Daniel Scharstein + According to the Matlab source code of Deqing Sun + Args: + u (np.ndarray): Input horizontal flow of shape [H,W] + v (np.ndarray): Input vertical flow of shape [H,W] + convert_to_bgr (bool, optional): Convert output image to BGR. Defaults to False. + Returns: + np.ndarray: Flow visualization image of shape [H,W,3] + """ + flow_image = np.zeros((u.shape[0], u.shape[1], 3), np.uint8) + colorwheel = make_colorwheel() # shape [55x3] + ncols = colorwheel.shape[0] + rad = np.sqrt(np.square(u) + np.square(v)) + a = np.arctan2(-v, -u)/np.pi + fk = (a+1) / 2*(ncols-1) + k0 = np.floor(fk).astype(np.int32) + k1 = k0 + 1 + k1[k1 == ncols] = 0 + f = fk - k0 + for i in range(colorwheel.shape[1]): + tmp = colorwheel[:,i] + col0 = tmp[k0] / 255.0 + col1 = tmp[k1] / 255.0 + col = (1-f)*col0 + f*col1 + idx = (rad <= 1) + col[idx] = 1 - rad[idx] * (1-col[idx]) + col[~idx] = col[~idx] * 0.75 # out of range + # Note the 2-i => BGR instead of RGB + ch_idx = 2-i if convert_to_bgr else i + flow_image[:,:,ch_idx] = np.floor(255 * col) + return flow_image + +def flow_to_image(flow_uv, clip_flow=None, convert_to_bgr=False): + """ + Expects a two dimensional flow image of shape. + Args: + flow_uv (np.ndarray): Flow UV image of shape [H,W,2] + clip_flow (float, optional): Clip maximum of flow values. Defaults to None. + convert_to_bgr (bool, optional): Convert output image to BGR. Defaults to False. + Returns: + np.ndarray: Flow visualization image of shape [H,W,3] + """ + assert flow_uv.ndim == 3, 'input flow must have three dimensions' + assert flow_uv.shape[2] == 2, 'input flow must have shape [H,W,2]' + if clip_flow is not None: + flow_uv = np.clip(flow_uv, 0, clip_flow) + u = flow_uv[:,:,0] + v = flow_uv[:,:,1] + rad = np.sqrt(np.square(u) + np.square(v)) + rad_max = np.max(rad) + epsilon = 1e-5 + u = u / (rad_max + epsilon) + v = v / (rad_max + epsilon) + return flow_uv_to_colors(u, v, convert_to_bgr) + + + + + + + + + + + +class AverageMeter(): + def __init__(self): + self.reset() + + def reset(self): + self.val = 0. + self.avg = 0. + self.sum = 0. + self.count = 0 + + def update(self, val, n=1): + self.val = val + self.sum += val * n + self.count += n + self.avg = self.sum / self.count + + +class AverageMeterGroups: + def __init__(self) -> None: + self.meter_dict = dict() + + def update(self, dict, n=1): + for name, val in dict.items(): + if self.meter_dict.get(name) is None: + self.meter_dict[name] = AverageMeter() + self.meter_dict[name].update(val, n) + + def reset(self, name=None): + if name is None: + for v in self.meter_dict.values(): + v.reset() + else: + meter = self.meter_dict.get(name) + if meter is not None: + meter.reset() + + def avg(self, name): + meter = self.meter_dict.get(name) + if meter is not None: + return meter.avg + + +class InputPadder: + """ Pads images such that dimensions are divisible by divisor """ + def __init__(self, dims, divisor=16): + self.ht, self.wd = dims[-2:] + pad_ht = (((self.ht // divisor) + 1) * divisor - self.ht) % divisor + pad_wd = (((self.wd // divisor) + 1) * divisor - self.wd) % divisor + self._pad = [pad_wd//2, pad_wd - pad_wd//2, pad_ht//2, pad_ht - pad_ht//2] + + def pad(self, input_tensor): + return F.pad(input_tensor, self._pad, mode='replicate') + + def unpad(self, input_tensor): + return self._unpad(input_tensor) + + def _unpad(self, x): + ht, wd = x.shape[-2:] + c = [self._pad[2], ht-self._pad[3], self._pad[0], wd-self._pad[1]] + return x[..., c[0]:c[1], c[2]:c[3]] + + +def img2tensor(img): + if img.shape[-1] > 3: + img = img[:,:,:3] + return torch.tensor(img).permute(2, 0, 1).unsqueeze(0) / 255.0 + + +def tensor2img(img_t): + return (img_t * 255.).detach( + ).squeeze(0).permute(1, 2, 0).cpu().numpy( + ).clip(0, 255).astype(np.uint8) + +def seed_all(seed): + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed_all(seed) + + +def readPFM(file): + file = open(file, 'rb') + + color = None + width = None + height = None + scale = None + endian = None + + header = file.readline().rstrip() + if header.decode("ascii") == 'PF': + color = True + elif header.decode("ascii") == 'Pf': + color = False + else: + raise Exception('Not a PFM file.') + + dim_match = re.match(r'^(\d+)\s(\d+)\s$', file.readline().decode("ascii")) + if dim_match: + width, height = list(map(int, dim_match.groups())) + else: + raise Exception('Malformed PFM header.') + + scale = float(file.readline().decode("ascii").rstrip()) + if scale < 0: + endian = '<' + scale = -scale + else: + endian = '>' + + data = np.fromfile(file, endian + 'f') + shape = (height, width, 3) if color else (height, width) + + data = np.reshape(data, shape) + data = np.flipud(data) + return data, scale + + +def writePFM(file, image, scale=1): + file = open(file, 'wb') + + color = None + + if image.dtype.name != 'float32': + raise Exception('Image dtype must be float32.') + + image = np.flipud(image) + + if len(image.shape) == 3 and image.shape[2] == 3: + color = True + elif len(image.shape) == 2 or len(image.shape) == 3 and image.shape[2] == 1: + color = False + else: + raise Exception('Image must have H x W x 3, H x W x 1 or H x W dimensions.') + + file.write('PF\n' if color else 'Pf\n'.encode()) + file.write('%d %d\n'.encode() % (image.shape[1], image.shape[0])) + + endian = image.dtype.byteorder + + if endian == '<' or endian == '=' and sys.byteorder == 'little': + scale = -scale + + file.write('%f\n'.encode() % scale) + + image.tofile(file) + + +def readFlow(name): + if name.endswith('.pfm') or name.endswith('.PFM'): + return readPFM(name)[0][:,:,0:2] + + f = open(name, 'rb') + + header = f.read(4) + if header.decode("utf-8") != 'PIEH': + raise Exception('Flow file header does not contain PIEH') + + width = np.fromfile(f, np.int32, 1).squeeze() + height = np.fromfile(f, np.int32, 1).squeeze() + + flow = np.fromfile(f, np.float32, width * height * 2).reshape((height, width, 2)) + + return flow.astype(np.float32) + +def writeFlow(name, flow): + f = open(name, 'wb') + f.write('PIEH'.encode('utf-8')) + np.array([flow.shape[1], flow.shape[0]], dtype=np.int32).tofile(f) + flow = flow.astype(np.float32) + flow.tofile(f) + + +def readFloat(name): + f = open(name, 'rb') + + if(f.readline().decode("utf-8")) != 'float\n': + raise Exception('float file %s did not contain keyword' % name) + + dim = int(f.readline()) + + dims = [] + count = 1 + for i in range(0, dim): + d = int(f.readline()) + dims.append(d) + count *= d + + dims = list(reversed(dims)) + + data = np.fromfile(f, np.float32, count).reshape(dims) + if dim > 2: + data = np.transpose(data, (2, 1, 0)) + data = np.transpose(data, (1, 0, 2)) + + return data + + +def writeFloat(name, data): + f = open(name, 'wb') + + dim=len(data.shape) + if dim>3: + raise Exception('bad float file dimension: %d' % dim) + + f.write(('float\n').encode('ascii')) + f.write(('%d\n' % dim).encode('ascii')) + + if dim == 1: + f.write(('%d\n' % data.shape[0]).encode('ascii')) + else: + f.write(('%d\n' % data.shape[1]).encode('ascii')) + f.write(('%d\n' % data.shape[0]).encode('ascii')) + for i in range(2, dim): + f.write(('%d\n' % data.shape[i]).encode('ascii')) + + data = data.astype(np.float32) + if dim==2: + data.tofile(f) + + else: + np.transpose(data, (2, 0, 1)).tofile(f) + + +def check_dim_and_resize(tensor_list): + shape_list = [] + for t in tensor_list: + shape_list.append(t.shape[2:]) + + if len(set(shape_list)) > 1: + desired_shape = shape_list[0] + print(f'Inconsistent size of input video frames. All frames will be resized to {desired_shape}') + + resize_tensor_list = [] + for t in tensor_list: + resize_tensor_list.append(torch.nn.functional.interpolate(t, size=tuple(desired_shape), mode='bilinear')) + + tensor_list = resize_tensor_list + + return tensor_list + + + + + + + + + + + +class BottleneckBlock(nn.Module): + def __init__(self, in_planes, planes, norm_fn='group', stride=1): + super(BottleneckBlock, self).__init__() + + self.conv1 = nn.Conv2d(in_planes, planes//4, kernel_size=1, padding=0) + self.conv2 = nn.Conv2d(planes//4, planes//4, kernel_size=3, padding=1, stride=stride) + self.conv3 = nn.Conv2d(planes//4, planes, kernel_size=1, padding=0) + self.relu = nn.ReLU(inplace=True) + + num_groups = planes // 8 + + if norm_fn == 'group': + self.norm1 = nn.GroupNorm(num_groups=num_groups, num_channels=planes//4) + self.norm2 = nn.GroupNorm(num_groups=num_groups, num_channels=planes//4) + self.norm3 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + if not stride == 1: + self.norm4 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + + elif norm_fn == 'batch': + self.norm1 = nn.BatchNorm2d(planes//4) + self.norm2 = nn.BatchNorm2d(planes//4) + self.norm3 = nn.BatchNorm2d(planes) + if not stride == 1: + self.norm4 = nn.BatchNorm2d(planes) + + elif norm_fn == 'instance': + self.norm1 = nn.InstanceNorm2d(planes//4) + self.norm2 = nn.InstanceNorm2d(planes//4) + self.norm3 = nn.InstanceNorm2d(planes) + if not stride == 1: + self.norm4 = nn.InstanceNorm2d(planes) + + elif norm_fn == 'none': + self.norm1 = nn.Sequential() + self.norm2 = nn.Sequential() + self.norm3 = nn.Sequential() + if not stride == 1: + self.norm4 = nn.Sequential() + + if stride == 1: + self.downsample = None + + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm4) + + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + y = self.relu(self.norm3(self.conv3(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x+y) + + +class ResidualBlock(nn.Module): + def __init__(self, in_planes, planes, norm_fn='group', stride=1): + super(ResidualBlock, self).__init__() + + self.conv1 = nn.Conv2d(in_planes, planes, kernel_size=3, padding=1, stride=stride) + self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, padding=1) + self.relu = nn.ReLU(inplace=True) + + num_groups = planes // 8 + + if norm_fn == 'group': + self.norm1 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + self.norm2 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + if not stride == 1: + self.norm3 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + + elif norm_fn == 'batch': + self.norm1 = nn.BatchNorm2d(planes) + self.norm2 = nn.BatchNorm2d(planes) + if not stride == 1: + self.norm3 = nn.BatchNorm2d(planes) + + elif norm_fn == 'instance': + self.norm1 = nn.InstanceNorm2d(planes) + self.norm2 = nn.InstanceNorm2d(planes) + if not stride == 1: + self.norm3 = nn.InstanceNorm2d(planes) + + elif norm_fn == 'none': + self.norm1 = nn.Sequential() + self.norm2 = nn.Sequential() + if not stride == 1: + self.norm3 = nn.Sequential() + + if stride == 1: + self.downsample = None + + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm3) + + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x+y) + + +class SmallEncoder(nn.Module): + def __init__(self, output_dim=128, norm_fn='batch', dropout=0.0): + super(SmallEncoder, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == 'group': + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=32) + + elif self.norm_fn == 'batch': + self.norm1 = nn.BatchNorm2d(32) + + elif self.norm_fn == 'instance': + self.norm1 = nn.InstanceNorm2d(32) + + elif self.norm_fn == 'none': + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(3, 32, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 32 + self.layer1 = self._make_layer(32, stride=1) + self.layer2 = self._make_layer(64, stride=2) + self.layer3 = self._make_layer(96, stride=2) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + self.conv2 = nn.Conv2d(96, output_dim, kernel_size=1) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu') + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = BottleneckBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = BottleneckBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + + def forward(self, x): + + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + +class BasicEncoder(nn.Module): + def __init__(self, output_dim=128, norm_fn='batch', dropout=0.0): + super(BasicEncoder, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == 'group': + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=64) + + elif self.norm_fn == 'batch': + self.norm1 = nn.BatchNorm2d(64) + + elif self.norm_fn == 'instance': + self.norm1 = nn.InstanceNorm2d(64) + + elif self.norm_fn == 'none': + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 64 + self.layer1 = self._make_layer(64, stride=1) + self.layer2 = self._make_layer(72, stride=2) + self.layer3 = self._make_layer(128, stride=2) + + # output convolution + self.conv2 = nn.Conv2d(128, output_dim, kernel_size=1) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu') + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = ResidualBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = ResidualBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + + def forward(self, x): + + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + +class LargeEncoder(nn.Module): + def __init__(self, output_dim=128, norm_fn='batch', dropout=0.0): + super(LargeEncoder, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == 'group': + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=64) + + elif self.norm_fn == 'batch': + self.norm1 = nn.BatchNorm2d(64) + + elif self.norm_fn == 'instance': + self.norm1 = nn.InstanceNorm2d(64) + + elif self.norm_fn == 'none': + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 64 + self.layer1 = self._make_layer(64, stride=1) + self.layer2 = self._make_layer(112, stride=2) + self.layer3 = self._make_layer(160, stride=2) + self.layer3_2 = self._make_layer(160, stride=1) + + # output convolution + self.conv2 = nn.Conv2d(self.in_planes, output_dim, kernel_size=1) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu') + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = ResidualBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = ResidualBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + + def forward(self, x): + + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + x = self.layer3_2(x) + + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + + + + + + + + + + + +def resize(x, scale_factor): + return F.interpolate(x, scale_factor=scale_factor, mode="bilinear", align_corners=False) + +def convrelu(in_channels, out_channels, kernel_size=3, stride=1, padding=1, dilation=1, groups=1, bias=True): + return nn.Sequential( + nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding, dilation, groups, bias=bias), + nn.PReLU(out_channels) + ) + +class ResBlock(nn.Module): + def __init__(self, in_channels, side_channels, bias=True): + super(ResBlock, self).__init__() + self.side_channels = side_channels + self.conv1 = nn.Sequential( + nn.Conv2d(in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias), + nn.PReLU(in_channels) + ) + self.conv2 = nn.Sequential( + nn.Conv2d(side_channels, side_channels, kernel_size=3, stride=1, padding=1, bias=bias), + nn.PReLU(side_channels) + ) + self.conv3 = nn.Sequential( + nn.Conv2d(in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias), + nn.PReLU(in_channels) + ) + self.conv4 = nn.Sequential( + nn.Conv2d(side_channels, side_channels, kernel_size=3, stride=1, padding=1, bias=bias), + nn.PReLU(side_channels) + ) + self.conv5 = nn.Conv2d(in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias) + self.prelu = nn.PReLU(in_channels) + + def forward(self, x): + out = self.conv1(x) + + res_feat = out[:, :-self.side_channels, ...] + side_feat = out[:, -self.side_channels:, :, :] + side_feat = self.conv2(side_feat) + out = self.conv3(torch.cat([res_feat, side_feat], 1)) + + res_feat = out[:, :-self.side_channels, ...] + side_feat = out[:, -self.side_channels:, :, :] + side_feat = self.conv4(side_feat) + out = self.conv5(torch.cat([res_feat, side_feat], 1)) + + out = self.prelu(x + out) + return out + +class Encoder(nn.Module): + def __init__(self, channels, large=False): + super(Encoder, self).__init__() + self.channels = channels + prev_ch = 3 + for idx, ch in enumerate(channels, 1): + k = 7 if large and idx == 1 else 3 + p = 3 if k ==7 else 1 + self.register_module(f'pyramid{idx}', + nn.Sequential( + convrelu(prev_ch, ch, k, 2, p), + convrelu(ch, ch, 3, 1, 1) + )) + prev_ch = ch + + def forward(self, in_x): + fs = [] + for idx in range(len(self.channels)): + out_x = getattr(self, f'pyramid{idx+1}')(in_x) + fs.append(out_x) + in_x = out_x + return fs + +class InitDecoder(nn.Module): + def __init__(self, in_ch, out_ch, skip_ch) -> None: + super().__init__() + self.convblock = nn.Sequential( + convrelu(in_ch*2+1, in_ch*2), + ResBlock(in_ch*2, skip_ch), + nn.ConvTranspose2d(in_ch*2, out_ch+4, 4, 2, 1, bias=True) + ) + def forward(self, f0, f1, embt): + h, w = f0.shape[2:] + embt = embt.repeat(1, 1, h, w) + out = self.convblock(torch.cat([f0, f1, embt], 1)) + flow0, flow1 = torch.chunk(out[:, :4, ...], 2, 1) + ft_ = out[:, 4:, ...] + return flow0, flow1, ft_ + +class IntermediateDecoder(nn.Module): + def __init__(self, in_ch, out_ch, skip_ch) -> None: + super().__init__() + self.convblock = nn.Sequential( + convrelu(in_ch*3+4, in_ch*3), + ResBlock(in_ch*3, skip_ch), + nn.ConvTranspose2d(in_ch*3, out_ch+4, 4, 2, 1, bias=True) + ) + def forward(self, ft_, f0, f1, flow0_in, flow1_in): + f0_warp = warp(f0, flow0_in) + f1_warp = warp(f1, flow1_in) + f_in = torch.cat([ft_, f0_warp, f1_warp, flow0_in, flow1_in], 1) + out = self.convblock(f_in) + flow0, flow1 = torch.chunk(out[:, :4, ...], 2, 1) + ft_ = out[:, 4:, ...] + flow0 = flow0 + 2.0 * resize(flow0_in, scale_factor=2.0) + flow1 = flow1 + 2.0 * resize(flow1_in, scale_factor=2.0) + return flow0, flow1, ft_ + + + + + + + + + + + +def multi_flow_combine(comb_block, img0, img1, flow0, flow1, + mask=None, img_res=None, mean=None): + ''' + A parallel implementation of multiple flow field warping + comb_block: An nn.Seqential object. + img shape: [b, c, h, w] + flow shape: [b, 2*num_flows, h, w] + mask (opt): + If 'mask' is None, the function conduct a simple average. + img_res (opt): + If 'img_res' is None, the function adds zero instead. + mean (opt): + If 'mean' is None, the function adds zero instead. + ''' + b, c, h, w = flow0.shape + num_flows = c // 2 + flow0 = flow0.reshape(b, num_flows, 2, h, w).reshape(-1, 2, h, w) + flow1 = flow1.reshape(b, num_flows, 2, h, w).reshape(-1, 2, h, w) + + mask = mask.reshape(b, num_flows, 1, h, w + ).reshape(-1, 1, h, w) if mask is not None else None + img_res = img_res.reshape(b, num_flows, 3, h, w + ).reshape(-1, 3, h, w) if img_res is not None else 0 + img0 = torch.stack([img0] * num_flows, 1).reshape(-1, 3, h, w) + img1 = torch.stack([img1] * num_flows, 1).reshape(-1, 3, h, w) + mean = torch.stack([mean] * num_flows, 1).reshape(-1, 1, 1, 1 + ) if mean is not None else 0 + + img0_warp = warp(img0, flow0) + img1_warp = warp(img1, flow1) + img_warps = mask * img0_warp + (1 - mask) * img1_warp + mean + img_res + img_warps = img_warps.reshape(b, num_flows, 3, h, w) + imgt_pred = img_warps.mean(1) + comb_block(img_warps.view(b, -1, h, w)) + return imgt_pred + + +class MultiFlowDecoder(nn.Module): + def __init__(self, in_ch, skip_ch, num_flows=3): + super(MultiFlowDecoder, self).__init__() + self.num_flows = num_flows + self.convblock = nn.Sequential( + convrelu(in_ch*3+4, in_ch*3), + ResBlock(in_ch*3, skip_ch), + nn.ConvTranspose2d(in_ch*3, 8*num_flows, 4, 2, 1, bias=True) + ) + + def forward(self, ft_, f0, f1, flow0, flow1): + n = self.num_flows + f0_warp = warp(f0, flow0) + f1_warp = warp(f1, flow1) + out = self.convblock(torch.cat([ft_, f0_warp, f1_warp, flow0, flow1], 1)) + delta_flow0, delta_flow1, mask, img_res = torch.split(out, [2*n, 2*n, n, 3*n], 1) + mask = torch.sigmoid(mask) + + flow0 = delta_flow0 + 2.0 * resize(flow0, scale_factor=2.0 + ).repeat(1, self.num_flows, 1, 1) + flow1 = delta_flow1 + 2.0 * resize(flow1, scale_factor=2.0 + ).repeat(1, self.num_flows, 1, 1) + + return flow0, flow1, mask, img_res + + + + + + + + + + + +def resize(x, scale_factor): + return F.interpolate(x, scale_factor=scale_factor, mode="bilinear", align_corners=False) + + +def bilinear_sampler(img, coords, mask=False): + """ Wrapper for grid_sample, uses pixel coordinates """ + H, W = img.shape[-2:] + xgrid, ygrid = coords.split([1,1], dim=-1) + xgrid = 2*xgrid/(W-1) - 1 + ygrid = 2*ygrid/(H-1) - 1 + + grid = torch.cat([xgrid, ygrid], dim=-1) + img = F.grid_sample(img, grid, align_corners=True) + + if mask: + mask = (xgrid > -1) & (ygrid > -1) & (xgrid < 1) & (ygrid < 1) + return img, mask.float() + + return img + + +def coords_grid(batch, ht, wd, device): + coords = torch.meshgrid(torch.arange(ht, device=device), + torch.arange(wd, device=device), + indexing='ij') + coords = torch.stack(coords[::-1], dim=0).float() + return coords[None].repeat(batch, 1, 1, 1) + + +class SmallUpdateBlock(nn.Module): + def __init__(self, cdim, hidden_dim, flow_dim, corr_dim, fc_dim, + corr_levels=4, radius=3, scale_factor=None): + super(SmallUpdateBlock, self).__init__() + cor_planes = corr_levels * (2 * radius + 1) **2 + self.scale_factor = scale_factor + + self.convc1 = nn.Conv2d(2 * cor_planes, corr_dim, 1, padding=0) + self.convf1 = nn.Conv2d(4, flow_dim*2, 7, padding=3) + self.convf2 = nn.Conv2d(flow_dim*2, flow_dim, 3, padding=1) + self.conv = nn.Conv2d(corr_dim+flow_dim, fc_dim, 3, padding=1) + + self.gru = nn.Sequential( + nn.Conv2d(fc_dim+4+cdim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + ) + + self.feat_head = nn.Sequential( + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, cdim, 3, padding=1), + ) + + self.flow_head = nn.Sequential( + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, 4, 3, padding=1), + ) + + self.lrelu = nn.LeakyReLU(negative_slope=0.1, inplace=True) + + def forward(self, net, flow, corr): + net = resize(net, 1 / self.scale_factor + ) if self.scale_factor is not None else net + cor = self.lrelu(self.convc1(corr)) + flo = self.lrelu(self.convf1(flow)) + flo = self.lrelu(self.convf2(flo)) + cor_flo = torch.cat([cor, flo], dim=1) + inp = self.lrelu(self.conv(cor_flo)) + inp = torch.cat([inp, flow, net], dim=1) + + out = self.gru(inp) + delta_net = self.feat_head(out) + delta_flow = self.flow_head(out) + + if self.scale_factor is not None: + delta_net = resize(delta_net, scale_factor=self.scale_factor) + delta_flow = self.scale_factor * resize(delta_flow, scale_factor=self.scale_factor) + + return delta_net, delta_flow + + +class BasicUpdateBlock(nn.Module): + def __init__(self, cdim, hidden_dim, flow_dim, corr_dim, corr_dim2, + fc_dim, corr_levels=4, radius=3, scale_factor=None, out_num=1): + super(BasicUpdateBlock, self).__init__() + cor_planes = corr_levels * (2 * radius + 1) **2 + + self.scale_factor = scale_factor + self.convc1 = nn.Conv2d(2 * cor_planes, corr_dim, 1, padding=0) + self.convc2 = nn.Conv2d(corr_dim, corr_dim2, 3, padding=1) + self.convf1 = nn.Conv2d(4, flow_dim*2, 7, padding=3) + self.convf2 = nn.Conv2d(flow_dim*2, flow_dim, 3, padding=1) + self.conv = nn.Conv2d(flow_dim+corr_dim2, fc_dim, 3, padding=1) + + self.gru = nn.Sequential( + nn.Conv2d(fc_dim+4+cdim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + ) + + self.feat_head = nn.Sequential( + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, cdim, 3, padding=1), + ) + + self.flow_head = nn.Sequential( + nn.Conv2d(hidden_dim, hidden_dim, 3, padding=1), + nn.LeakyReLU(negative_slope=0.1, inplace=True), + nn.Conv2d(hidden_dim, 4*out_num, 3, padding=1), + ) + + self.lrelu = nn.LeakyReLU(negative_slope=0.1, inplace=True) + + def forward(self, net, flow, corr): + net = resize(net, 1 / self.scale_factor + ) if self.scale_factor is not None else net + cor = self.lrelu(self.convc1(corr)) + cor = self.lrelu(self.convc2(cor)) + flo = self.lrelu(self.convf1(flow)) + flo = self.lrelu(self.convf2(flo)) + cor_flo = torch.cat([cor, flo], dim=1) + inp = self.lrelu(self.conv(cor_flo)) + inp = torch.cat([inp, flow, net], dim=1) + + out = self.gru(inp) + delta_net = self.feat_head(out) + delta_flow = self.flow_head(out) + + if self.scale_factor is not None: + delta_net = resize(delta_net, scale_factor=self.scale_factor) + delta_flow = self.scale_factor * resize(delta_flow, scale_factor=self.scale_factor) + return delta_net, delta_flow + + +class BidirCorrBlock: + def __init__(self, fmap1, fmap2, num_levels=4, radius=4): + self.num_levels = num_levels + self.radius = radius + self.corr_pyramid = [] + self.corr_pyramid_T = [] + + corr = BidirCorrBlock.corr(fmap1, fmap2) + batch, h1, w1, dim, h2, w2 = corr.shape + corr_T = corr.clone().permute(0, 4, 5, 3, 1, 2) + + corr = corr.reshape(batch*h1*w1, dim, h2, w2) + corr_T = corr_T.reshape(batch*h2*w2, dim, h1, w1) + + self.corr_pyramid.append(corr) + self.corr_pyramid_T.append(corr_T) + + for _ in range(self.num_levels-1): + corr = F.avg_pool2d(corr, 2, stride=2) + corr_T = F.avg_pool2d(corr_T, 2, stride=2) + self.corr_pyramid.append(corr) + self.corr_pyramid_T.append(corr_T) + + def __call__(self, coords0, coords1): + r = self.radius + coords0 = coords0.permute(0, 2, 3, 1) + coords1 = coords1.permute(0, 2, 3, 1) + assert coords0.shape == coords1.shape, f"coords0 shape: [{coords0.shape}] is not equal to [{coords1.shape}]" + batch, h1, w1, _ = coords0.shape + + out_pyramid = [] + out_pyramid_T = [] + for i in range(self.num_levels): + corr = self.corr_pyramid[i] + corr_T = self.corr_pyramid_T[i] + + dx = torch.linspace(-r, r, 2*r+1, device=coords0.device) + dy = torch.linspace(-r, r, 2*r+1, device=coords0.device) + delta = torch.stack(torch.meshgrid(dy, dx, indexing='ij'), axis=-1) + delta_lvl = delta.view(1, 2*r+1, 2*r+1, 2) + + centroid_lvl_0 = coords0.reshape(batch*h1*w1, 1, 1, 2) / 2**i + centroid_lvl_1 = coords1.reshape(batch*h1*w1, 1, 1, 2) / 2**i + coords_lvl_0 = centroid_lvl_0 + delta_lvl + coords_lvl_1 = centroid_lvl_1 + delta_lvl + + corr = bilinear_sampler(corr, coords_lvl_0) + corr_T = bilinear_sampler(corr_T, coords_lvl_1) + corr = corr.view(batch, h1, w1, -1) + corr_T = corr_T.view(batch, h1, w1, -1) + out_pyramid.append(corr) + out_pyramid_T.append(corr_T) + + out = torch.cat(out_pyramid, dim=-1) + out_T = torch.cat(out_pyramid_T, dim=-1) + return out.permute(0, 3, 1, 2).contiguous().float(), out_T.permute(0, 3, 1, 2).contiguous().float() + + @staticmethod + def corr(fmap1, fmap2): + batch, dim, ht, wd = fmap1.shape + fmap1 = fmap1.view(batch, dim, ht*wd) + fmap2 = fmap2.view(batch, dim, ht*wd) + + corr = torch.matmul(fmap1.transpose(1,2), fmap2) + corr = corr.view(batch, ht, wd, 1, ht, wd) + return corr / torch.sqrt(torch.tensor(dim).float()) + + + + + + + + + + + +class AMT_S(nn.Module): + def __init__(self, + corr_radius=3, + corr_lvls=4, + num_flows=3, + channels=[20, 32, 44, 56], + skip_channels=20): + super(AMT_S, self).__init__() + self.radius = corr_radius + self.corr_levels = corr_lvls + self.num_flows = num_flows + self.channels = channels + self.skip_channels = skip_channels + + self.feat_encoder = SmallEncoder(output_dim=84, norm_fn='instance', dropout=0.) + self.encoder = Encoder(channels) + + self.decoder4 = InitDecoder(channels[3], channels[2], skip_channels) + self.decoder3 = IntermediateDecoder(channels[2], channels[1], skip_channels) + self.decoder2 = IntermediateDecoder(channels[1], channels[0], skip_channels) + self.decoder1 = MultiFlowDecoder(channels[0], skip_channels, num_flows) + + self.update4 = self._get_updateblock(44) + self.update3 = self._get_updateblock(32, 2) + self.update2 = self._get_updateblock(20, 4) + + self.comb_block = nn.Sequential( + nn.Conv2d(3*num_flows, 6*num_flows, 3, 1, 1), + nn.PReLU(6*num_flows), + nn.Conv2d(6*num_flows, 3, 3, 1, 1), + ) + + def _get_updateblock(self, cdim, scale_factor=None): + return SmallUpdateBlock(cdim=cdim, hidden_dim=76, flow_dim=20, corr_dim=64, + fc_dim=68, scale_factor=scale_factor, + corr_levels=self.corr_levels, radius=self.radius) + + def _corr_scale_lookup(self, corr_fn, coord, flow0, flow1, embt, downsample=1): + # convert t -> 0 to 0 -> 1 | convert t -> 1 to 1 -> 0 + # based on linear assumption + t1_scale = 1. / embt + t0_scale = 1. / (1. - embt) + if downsample != 1: + inv = 1 / downsample + flow0 = inv * resize(flow0, scale_factor=inv) + flow1 = inv * resize(flow1, scale_factor=inv) + + corr0, corr1 = corr_fn(coord + flow1 * t1_scale, coord + flow0 * t0_scale) + corr = torch.cat([corr0, corr1], dim=1) + flow = torch.cat([flow0, flow1], dim=1) + return corr, flow + + def forward(self, img0, img1, embt, scale_factor=1.0, eval=False, **kwargs): + mean_ = torch.cat([img0, img1], 2).mean(1, keepdim=True).mean(2, keepdim=True).mean(3, keepdim=True) + img0 = img0 - mean_ + img1 = img1 - mean_ + img0_ = resize(img0, scale_factor) if scale_factor != 1.0 else img0 + img1_ = resize(img1, scale_factor) if scale_factor != 1.0 else img1 + b, _, h, w = img0_.shape + coord = coords_grid(b, h // 8, w // 8, img0.device) + + fmap0, fmap1 = self.feat_encoder([img0_, img1_]) # [1, 128, H//8, W//8] + corr_fn = BidirCorrBlock(fmap0, fmap1, radius=self.radius, num_levels=self.corr_levels) + + # f0_1: [1, c0, H//2, W//2] | f0_2: [1, c1, H//4, W//4] + # f0_3: [1, c2, H//8, W//8] | f0_4: [1, c3, H//16, W//16] + f0_1, f0_2, f0_3, f0_4 = self.encoder(img0_) + f1_1, f1_2, f1_3, f1_4 = self.encoder(img1_) + + ######################################### the 4th decoder ######################################### + up_flow0_4, up_flow1_4, ft_3_ = self.decoder4(f0_4, f1_4, embt) + corr_4, flow_4 = self._corr_scale_lookup(corr_fn, coord, + up_flow0_4, up_flow1_4, + embt, downsample=1) + + # residue update with lookup corr + delta_ft_3_, delta_flow_4 = self.update4(ft_3_, flow_4, corr_4) + delta_flow0_4, delta_flow1_4 = torch.chunk(delta_flow_4, 2, 1) + up_flow0_4 = up_flow0_4 + delta_flow0_4 + up_flow1_4 = up_flow1_4 + delta_flow1_4 + ft_3_ = ft_3_ + delta_ft_3_ + + ######################################### the 3rd decoder ######################################### + up_flow0_3, up_flow1_3, ft_2_ = self.decoder3(ft_3_, f0_3, f1_3, up_flow0_4, up_flow1_4) + corr_3, flow_3 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_3, up_flow1_3, + embt, downsample=2) + + # residue update with lookup corr + delta_ft_2_, delta_flow_3 = self.update3(ft_2_, flow_3, corr_3) + delta_flow0_3, delta_flow1_3 = torch.chunk(delta_flow_3, 2, 1) + up_flow0_3 = up_flow0_3 + delta_flow0_3 + up_flow1_3 = up_flow1_3 + delta_flow1_3 + ft_2_ = ft_2_ + delta_ft_2_ + + ######################################### the 2nd decoder ######################################### + up_flow0_2, up_flow1_2, ft_1_ = self.decoder2(ft_2_, f0_2, f1_2, up_flow0_3, up_flow1_3) + corr_2, flow_2 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_2, up_flow1_2, + embt, downsample=4) + + # residue update with lookup corr + delta_ft_1_, delta_flow_2 = self.update2(ft_1_, flow_2, corr_2) + delta_flow0_2, delta_flow1_2 = torch.chunk(delta_flow_2, 2, 1) + up_flow0_2 = up_flow0_2 + delta_flow0_2 + up_flow1_2 = up_flow1_2 + delta_flow1_2 + ft_1_ = ft_1_ + delta_ft_1_ + + ######################################### the 1st decoder ######################################### + up_flow0_1, up_flow1_1, mask, img_res = self.decoder1(ft_1_, f0_1, f1_1, up_flow0_2, up_flow1_2) + + if scale_factor != 1.0: + up_flow0_1 = resize(up_flow0_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + up_flow1_1 = resize(up_flow1_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + mask = resize(mask, scale_factor=(1.0/scale_factor)) + img_res = resize(img_res, scale_factor=(1.0/scale_factor)) + + # Merge multiple predictions + imgt_pred = multi_flow_combine(self.comb_block, img0, img1, up_flow0_1, up_flow1_1, + mask, img_res, mean_) + imgt_pred = torch.clamp(imgt_pred, 0, 1) + + if eval: + return { 'imgt_pred': imgt_pred, } + else: + up_flow0_1 = up_flow0_1.reshape(b, self.num_flows, 2, h, w) + up_flow1_1 = up_flow1_1.reshape(b, self.num_flows, 2, h, w) + return { + 'imgt_pred': imgt_pred, + 'flow0_pred': [up_flow0_1, up_flow0_2, up_flow0_3, up_flow0_4], + 'flow1_pred': [up_flow1_1, up_flow1_2, up_flow1_3, up_flow1_4], + 'ft_pred': [ft_1_, ft_2_, ft_3_], + } + + + + + + + + + + + +class AMT_L(nn.Module): + def __init__(self, + corr_radius=3, + corr_lvls=4, + num_flows=5, + channels=[48, 64, 72, 128], + skip_channels=48 + ): + super(AMT_L, self).__init__() + self.radius = corr_radius + self.corr_levels = corr_lvls + self.num_flows = num_flows + + self.feat_encoder = BasicEncoder(output_dim=128, norm_fn='instance', dropout=0.) + self.encoder = Encoder([48, 64, 72, 128], large=True) + + self.decoder4 = InitDecoder(channels[3], channels[2], skip_channels) + self.decoder3 = IntermediateDecoder(channels[2], channels[1], skip_channels) + self.decoder2 = IntermediateDecoder(channels[1], channels[0], skip_channels) + self.decoder1 = MultiFlowDecoder(channels[0], skip_channels, num_flows) + + self.update4 = self._get_updateblock(72, None) + self.update3 = self._get_updateblock(64, 2.0) + self.update2 = self._get_updateblock(48, 4.0) + + self.comb_block = nn.Sequential( + nn.Conv2d(3*self.num_flows, 6*self.num_flows, 7, 1, 3), + nn.PReLU(6*self.num_flows), + nn.Conv2d(6*self.num_flows, 3, 7, 1, 3), + ) + + def _get_updateblock(self, cdim, scale_factor=None): + return BasicUpdateBlock(cdim=cdim, hidden_dim=128, flow_dim=48, + corr_dim=256, corr_dim2=160, fc_dim=124, + scale_factor=scale_factor, corr_levels=self.corr_levels, + radius=self.radius) + + def _corr_scale_lookup(self, corr_fn, coord, flow0, flow1, embt, downsample=1): + # convert t -> 0 to 0 -> 1 | convert t -> 1 to 1 -> 0 + # based on linear assumption + t1_scale = 1. / embt + t0_scale = 1. / (1. - embt) + if downsample != 1: + inv = 1 / downsample + flow0 = inv * resize(flow0, scale_factor=inv) + flow1 = inv * resize(flow1, scale_factor=inv) + + corr0, corr1 = corr_fn(coord + flow1 * t1_scale, coord + flow0 * t0_scale) + corr = torch.cat([corr0, corr1], dim=1) + flow = torch.cat([flow0, flow1], dim=1) + return corr, flow + + def forward(self, img0, img1, embt, scale_factor=1.0, eval=False, **kwargs): + mean_ = torch.cat([img0, img1], 2).mean(1, keepdim=True).mean(2, keepdim=True).mean(3, keepdim=True) + img0 = img0 - mean_ + img1 = img1 - mean_ + img0_ = resize(img0, scale_factor) if scale_factor != 1.0 else img0 + img1_ = resize(img1, scale_factor) if scale_factor != 1.0 else img1 + b, _, h, w = img0_.shape + coord = coords_grid(b, h // 8, w // 8, img0.device) + + fmap0, fmap1 = self.feat_encoder([img0_, img1_]) # [1, 128, H//8, W//8] + corr_fn = BidirCorrBlock(fmap0, fmap1, radius=self.radius, num_levels=self.corr_levels) + + # f0_1: [1, c0, H//2, W//2] | f0_2: [1, c1, H//4, W//4] + # f0_3: [1, c2, H//8, W//8] | f0_4: [1, c3, H//16, W//16] + f0_1, f0_2, f0_3, f0_4 = self.encoder(img0_) + f1_1, f1_2, f1_3, f1_4 = self.encoder(img1_) + + ######################################### the 4th decoder ######################################### + up_flow0_4, up_flow1_4, ft_3_ = self.decoder4(f0_4, f1_4, embt) + corr_4, flow_4 = self._corr_scale_lookup(corr_fn, coord, + up_flow0_4, up_flow1_4, + embt, downsample=1) + + # residue update with lookup corr + delta_ft_3_, delta_flow_4 = self.update4(ft_3_, flow_4, corr_4) + delta_flow0_4, delta_flow1_4 = torch.chunk(delta_flow_4, 2, 1) + up_flow0_4 = up_flow0_4 + delta_flow0_4 + up_flow1_4 = up_flow1_4 + delta_flow1_4 + ft_3_ = ft_3_ + delta_ft_3_ + + ######################################### the 3rd decoder ######################################### + up_flow0_3, up_flow1_3, ft_2_ = self.decoder3(ft_3_, f0_3, f1_3, up_flow0_4, up_flow1_4) + corr_3, flow_3 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_3, up_flow1_3, + embt, downsample=2) + + # residue update with lookup corr + delta_ft_2_, delta_flow_3 = self.update3(ft_2_, flow_3, corr_3) + delta_flow0_3, delta_flow1_3 = torch.chunk(delta_flow_3, 2, 1) + up_flow0_3 = up_flow0_3 + delta_flow0_3 + up_flow1_3 = up_flow1_3 + delta_flow1_3 + ft_2_ = ft_2_ + delta_ft_2_ + + ######################################### the 2nd decoder ######################################### + up_flow0_2, up_flow1_2, ft_1_ = self.decoder2(ft_2_, f0_2, f1_2, up_flow0_3, up_flow1_3) + corr_2, flow_2 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_2, up_flow1_2, + embt, downsample=4) + + # residue update with lookup corr + delta_ft_1_, delta_flow_2 = self.update2(ft_1_, flow_2, corr_2) + delta_flow0_2, delta_flow1_2 = torch.chunk(delta_flow_2, 2, 1) + up_flow0_2 = up_flow0_2 + delta_flow0_2 + up_flow1_2 = up_flow1_2 + delta_flow1_2 + ft_1_ = ft_1_ + delta_ft_1_ + + ######################################### the 1st decoder ######################################### + up_flow0_1, up_flow1_1, mask, img_res = self.decoder1(ft_1_, f0_1, f1_1, up_flow0_2, up_flow1_2) + + if scale_factor != 1.0: + up_flow0_1 = resize(up_flow0_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + up_flow1_1 = resize(up_flow1_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + mask = resize(mask, scale_factor=(1.0/scale_factor)) + img_res = resize(img_res, scale_factor=(1.0/scale_factor)) + + # Merge multiple predictions + imgt_pred = multi_flow_combine(self.comb_block, img0, img1, up_flow0_1, up_flow1_1, + mask, img_res, mean_) + imgt_pred = torch.clamp(imgt_pred, 0, 1) + + if eval: + return { 'imgt_pred': imgt_pred, } + else: + up_flow0_1 = up_flow0_1.reshape(b, self.num_flows, 2, h, w) + up_flow1_1 = up_flow1_1.reshape(b, self.num_flows, 2, h, w) + return { + 'imgt_pred': imgt_pred, + 'flow0_pred': [up_flow0_1, up_flow0_2, up_flow0_3, up_flow0_4], + 'flow1_pred': [up_flow1_1, up_flow1_2, up_flow1_3, up_flow1_4], + 'ft_pred': [ft_1_, ft_2_, ft_3_], + } + + + + + + + + + + + +class AMT_G(nn.Module): + def __init__(self, + corr_radius=3, + corr_lvls=4, + num_flows=5, + channels=[84, 96, 112, 128], + skip_channels=84): + super(AMT_G, self).__init__() + self.radius = corr_radius + self.corr_levels = corr_lvls + self.num_flows = num_flows + + self.feat_encoder = LargeEncoder(output_dim=128, norm_fn='instance', dropout=0.) + self.encoder = Encoder(channels, large=True) + self.decoder4 = InitDecoder(channels[3], channels[2], skip_channels) + self.decoder3 = IntermediateDecoder(channels[2], channels[1], skip_channels) + self.decoder2 = IntermediateDecoder(channels[1], channels[0], skip_channels) + self.decoder1 = MultiFlowDecoder(channels[0], skip_channels, num_flows) + + self.update4 = self._get_updateblock(112, None) + self.update3_low = self._get_updateblock(96, 2.0) + self.update2_low = self._get_updateblock(84, 4.0) + + self.update3_high = self._get_updateblock(96, None) + self.update2_high = self._get_updateblock(84, None) + + self.comb_block = nn.Sequential( + nn.Conv2d(3*self.num_flows, 6*self.num_flows, 7, 1, 3), + nn.PReLU(6*self.num_flows), + nn.Conv2d(6*self.num_flows, 3, 7, 1, 3), + ) + + def _get_updateblock(self, cdim, scale_factor=None): + return BasicUpdateBlock(cdim=cdim, hidden_dim=192, flow_dim=64, + corr_dim=256, corr_dim2=192, fc_dim=188, + scale_factor=scale_factor, corr_levels=self.corr_levels, + radius=self.radius) + + def _corr_scale_lookup(self, corr_fn, coord, flow0, flow1, embt, downsample=1): + # convert t -> 0 to 0 -> 1 | convert t -> 1 to 1 -> 0 + # based on linear assumption + t1_scale = 1. / embt + t0_scale = 1. / (1. - embt) + if downsample != 1: + inv = 1 / downsample + flow0 = inv * resize(flow0, scale_factor=inv) + flow1 = inv * resize(flow1, scale_factor=inv) + + corr0, corr1 = corr_fn(coord + flow1 * t1_scale, coord + flow0 * t0_scale) + corr = torch.cat([corr0, corr1], dim=1) + flow = torch.cat([flow0, flow1], dim=1) + return corr, flow + + def forward(self, img0, img1, embt, scale_factor=1.0, eval=False, **kwargs): + mean_ = torch.cat([img0, img1], 2).mean(1, keepdim=True).mean(2, keepdim=True).mean(3, keepdim=True) + img0 = img0 - mean_ + img1 = img1 - mean_ + img0_ = resize(img0, scale_factor) if scale_factor != 1.0 else img0 + img1_ = resize(img1, scale_factor) if scale_factor != 1.0 else img1 + b, _, h, w = img0_.shape + coord = coords_grid(b, h // 8, w // 8, img0.device) + + fmap0, fmap1 = self.feat_encoder([img0_, img1_]) # [1, 128, H//8, W//8] + corr_fn = BidirCorrBlock(fmap0, fmap1, radius=self.radius, num_levels=self.corr_levels) + + # f0_1: [1, c0, H//2, W//2] | f0_2: [1, c1, H//4, W//4] + # f0_3: [1, c2, H//8, W//8] | f0_4: [1, c3, H//16, W//16] + f0_1, f0_2, f0_3, f0_4 = self.encoder(img0_) + f1_1, f1_2, f1_3, f1_4 = self.encoder(img1_) + + ######################################### the 4th decoder ######################################### + up_flow0_4, up_flow1_4, ft_3_ = self.decoder4(f0_4, f1_4, embt) + corr_4, flow_4 = self._corr_scale_lookup(corr_fn, coord, + up_flow0_4, up_flow1_4, + embt, downsample=1) + + # residue update with lookup corr + delta_ft_3_, delta_flow_4 = self.update4(ft_3_, flow_4, corr_4) + delta_flow0_4, delta_flow1_4 = torch.chunk(delta_flow_4, 2, 1) + up_flow0_4 = up_flow0_4 + delta_flow0_4 + up_flow1_4 = up_flow1_4 + delta_flow1_4 + ft_3_ = ft_3_ + delta_ft_3_ + + ######################################### the 3rd decoder ######################################### + up_flow0_3, up_flow1_3, ft_2_ = self.decoder3(ft_3_, f0_3, f1_3, up_flow0_4, up_flow1_4) + corr_3, flow_3 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_3, up_flow1_3, + embt, downsample=2) + + # residue update with lookup corr + delta_ft_2_, delta_flow_3 = self.update3_low(ft_2_, flow_3, corr_3) + delta_flow0_3, delta_flow1_3 = torch.chunk(delta_flow_3, 2, 1) + up_flow0_3 = up_flow0_3 + delta_flow0_3 + up_flow1_3 = up_flow1_3 + delta_flow1_3 + ft_2_ = ft_2_ + delta_ft_2_ + + # residue update with lookup corr (hr) + corr_3 = resize(corr_3, scale_factor=2.0) + up_flow_3 = torch.cat([up_flow0_3, up_flow1_3], dim=1) + delta_ft_2_, delta_up_flow_3 = self.update3_high(ft_2_, up_flow_3, corr_3) + ft_2_ += delta_ft_2_ + up_flow0_3 += delta_up_flow_3[:, 0:2] + up_flow1_3 += delta_up_flow_3[:, 2:4] + + ######################################### the 2nd decoder ######################################### + up_flow0_2, up_flow1_2, ft_1_ = self.decoder2(ft_2_, f0_2, f1_2, up_flow0_3, up_flow1_3) + corr_2, flow_2 = self._corr_scale_lookup(corr_fn, + coord, up_flow0_2, up_flow1_2, + embt, downsample=4) + + # residue update with lookup corr + delta_ft_1_, delta_flow_2 = self.update2_low(ft_1_, flow_2, corr_2) + delta_flow0_2, delta_flow1_2 = torch.chunk(delta_flow_2, 2, 1) + up_flow0_2 = up_flow0_2 + delta_flow0_2 + up_flow1_2 = up_flow1_2 + delta_flow1_2 + ft_1_ = ft_1_ + delta_ft_1_ + + # residue update with lookup corr (hr) + corr_2 = resize(corr_2, scale_factor=4.0) + up_flow_2 = torch.cat([up_flow0_2, up_flow1_2], dim=1) + delta_ft_1_, delta_up_flow_2 = self.update2_high(ft_1_, up_flow_2, corr_2) + ft_1_ += delta_ft_1_ + up_flow0_2 += delta_up_flow_2[:, 0:2] + up_flow1_2 += delta_up_flow_2[:, 2:4] + + ######################################### the 1st decoder ######################################### + up_flow0_1, up_flow1_1, mask, img_res = self.decoder1(ft_1_, f0_1, f1_1, up_flow0_2, up_flow1_2) + + if scale_factor != 1.0: + up_flow0_1 = resize(up_flow0_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + up_flow1_1 = resize(up_flow1_1, scale_factor=(1.0/scale_factor)) * (1.0/scale_factor) + mask = resize(mask, scale_factor=(1.0/scale_factor)) + img_res = resize(img_res, scale_factor=(1.0/scale_factor)) + + # Merge multiple predictions + imgt_pred = multi_flow_combine(self.comb_block, img0, img1, up_flow0_1, up_flow1_1, + mask, img_res, mean_) + imgt_pred = torch.clamp(imgt_pred, 0, 1) + + if eval: + return { 'imgt_pred': imgt_pred, } + else: + up_flow0_1 = up_flow0_1.reshape(b, self.num_flows, 2, h, w) + up_flow1_1 = up_flow1_1.reshape(b, self.num_flows, 2, h, w) + return { + 'imgt_pred': imgt_pred, + 'flow0_pred': [up_flow0_1, up_flow0_2, up_flow0_3, up_flow0_4], + 'flow1_pred': [up_flow1_1, up_flow1_2, up_flow1_3, up_flow1_4], + 'ft_pred': [ft_1_, ft_2_, ft_3_], + } \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..8d1166d1fad2639bb9ce49a2e2ff3471ef6a6415 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/__init__.py @@ -0,0 +1,64 @@ +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +from comfy.model_management import get_torch_device + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["pretrained_cain.pth"] + + +class CAIN_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames: typing.SupportsInt = 1, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .cain_arch import CAIN + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + sd = torch.load(model_path)["state_dict"] + sd = {key.replace('module.', ''): value for key, value in sd.items()} + + + global interpolation_model + interpolation_model = CAIN(depth=3) + interpolation_model.load_state_dict(sd) + interpolation_model.eval().to(get_torch_device()) + del sd + + frames = preprocess_frames(frames) + + + def return_middle_frame(frame_0, frame_1, timestep, model): + #CAIN does some direct modifications to input frame tensors so we need to clone them + return model(frame_0.detach().clone(), frame_1.detach().clone())[0] + + args = [interpolation_model] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, use_timestep=False, dtype=torch.float32) + ) + return (out,) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..abd8db30b7f4260ea847da249d4d4114f8091d95 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_arch.py @@ -0,0 +1,74 @@ +import math +import numpy as np + +import torch +import torch.nn as nn + +from .common import * + + +class Encoder(nn.Module): + def __init__(self, in_channels=3, depth=3): + super(Encoder, self).__init__() + + # Shuffle pixels to expand in channel dimension + # shuffler_list = [PixelShuffle(0.5) for i in range(depth)] + # self.shuffler = nn.Sequential(*shuffler_list) + self.shuffler = PixelShuffle(1 / 2**depth) + + relu = nn.LeakyReLU(0.2, True) + + # FF_RCAN or FF_Resblocks + self.interpolate = Interpolation(5, 12, in_channels * (4**depth), act=relu) + + def forward(self, x1, x2): + """ + Encoder: Shuffle-spread --> Feature Fusion --> Return fused features + """ + feats1 = self.shuffler(x1) + feats2 = self.shuffler(x2) + + feats = self.interpolate(feats1, feats2) + + return feats + + +class Decoder(nn.Module): + def __init__(self, depth=3): + super(Decoder, self).__init__() + + # shuffler_list = [PixelShuffle(2) for i in range(depth)] + # self.shuffler = nn.Sequential(*shuffler_list) + self.shuffler = PixelShuffle(2**depth) + + def forward(self, feats): + out = self.shuffler(feats) + return out + + +class CAIN(nn.Module): + def __init__(self, depth=3): + super(CAIN, self).__init__() + + self.encoder = Encoder(in_channels=3, depth=depth) + self.decoder = Decoder(depth=depth) + + def forward(self, x1, x2): + x1, m1 = sub_mean(x1) + x2, m2 = sub_mean(x2) + + if not self.training: + paddingInput, paddingOutput = InOutPaddings(x1) + x1 = paddingInput(x1) + x2 = paddingInput(x2) + + feats = self.encoder(x1, x2) + out = self.decoder(feats) + + if not self.training: + out = paddingOutput(out) + + mi = (m1 + m2) / 2 + out += mi + + return out, feats \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_encdec_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_encdec_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..ea10ed87e38bee995f435bb4305e221e4c13a4a6 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_encdec_arch.py @@ -0,0 +1,95 @@ +import math +import numpy as np + +import torch +import torch.nn as nn + +from .common import * +from comfy.model_management import get_torch_device + +class Encoder(nn.Module): + def __init__(self, in_channels=3, depth=3, nf_start=32, norm=False): + super(Encoder, self).__init__() + self.device = get_torch_device() + + nf = nf_start + relu = nn.LeakyReLU(negative_slope=0.2, inplace=True) + + self.body = nn.Sequential( + ConvNorm(in_channels, nf * 1, 7, stride=1, norm=norm), + relu, + ConvNorm(nf * 1, nf * 2, 5, stride=2, norm=norm), + relu, + ConvNorm(nf * 2, nf * 4, 5, stride=2, norm=norm), + relu, + ConvNorm(nf * 4, nf * 6, 5, stride=2, norm=norm) + ) + + self.interpolate = Interpolation(5, 12, nf * 6, reduction=16, act=relu) + + def forward(self, x1, x2): + """ + Encoder: Feature Extraction --> Feature Fusion --> Return + """ + feats1 = self.body(x1) + feats2 = self.body(x2) + + feats = self.interpolate(feats1, feats2) + + return feats + + +class Decoder(nn.Module): + def __init__(self, in_channels=192, out_channels=3, depth=3, norm=False, up_mode='shuffle'): + super(Decoder, self).__init__() + self.device = get_torch_device() + + relu = nn.LeakyReLU(negative_slope=0.2, inplace=True) + + nf = [in_channels, (in_channels*2)//3, in_channels//3, in_channels//6] + #nf = [192, 128, 64, 32] + #nf = [186, 124, 62, 31] + self.body = nn.Sequential( + UpConvNorm(nf[0], nf[1], mode=up_mode, norm=norm), + ResBlock(nf[1], nf[1], norm=norm, act=relu), + UpConvNorm(nf[1], nf[2], mode=up_mode, norm=norm), + ResBlock(nf[2], nf[2], norm=norm, act=relu), + UpConvNorm(nf[2], nf[3], mode=up_mode, norm=norm), + ResBlock(nf[3], nf[3], norm=norm, act=relu), + conv7x7(nf[3], out_channels) + ) + + def forward(self, feats): + out = self.body(feats) + #out = self.conv_final(out) + + return out + + +class CAIN_EncDec(nn.Module): + def __init__(self, depth=3, n_resblocks=3, start_filts=32, up_mode='shuffle'): + super(CAIN_EncDec, self).__init__() + self.depth = depth + + self.encoder = Encoder(in_channels=3, depth=depth, norm=False) + self.decoder = Decoder(in_channels=start_filts*6, depth=depth, norm=False, up_mode=up_mode) + + def forward(self, x1, x2): + x1, m1 = sub_mean(x1) + x2, m2 = sub_mean(x2) + + if not self.training: + paddingInput, paddingOutput = InOutPaddings(x1) + x1 = paddingInput(x1) + x2 = paddingInput(x2) + + feats = self.encoder(x1, x2) + out = self.decoder(feats) + + if not self.training: + out = paddingOutput(out) + + mi = (m1 + m2)/2 + out += mi + + return out, feats \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_noca_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_noca_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..08fbb117e9acef30d49627d5c906622b13197623 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/cain_noca_arch.py @@ -0,0 +1,73 @@ +import math +import numpy as np + +import torch +import torch.nn as nn + +from .common import * +from comfy.model_management import get_torch_device + +class Encoder(nn.Module): + def __init__(self, in_channels=3, depth=3): + super(Encoder, self).__init__() + self.device = get_torch_device() + + self.shuffler = PixelShuffle(1/2**depth) + # self.shuffler = nn.Sequential( + # PixelShuffle(1/2), + # PixelShuffle(1/2), + # PixelShuffle(1/2)) + self.interpolate = Interpolation_res(5, 12, in_channels * (4**depth)) + + def forward(self, x1, x2): + feats1 = self.shuffler(x1) + feats2 = self.shuffler(x2) + + feats = self.interpolate(feats1, feats2) + + return feats + + +class Decoder(nn.Module): + def __init__(self, depth=3): + super(Decoder, self).__init__() + self.device = get_torch_device() + + self.shuffler = PixelShuffle(2**depth) + # self.shuffler = nn.Sequential( + # PixelShuffle(2), + # PixelShuffle(2), + # PixelShuffle(2)) + + def forward(self, feats): + out = self.shuffler(feats) + return out + + +class CAIN_NoCA(nn.Module): + def __init__(self, depth=3): + super(CAIN_NoCA, self).__init__() + self.depth = depth + + self.encoder = Encoder(in_channels=3, depth=depth) + self.decoder = Decoder(depth=depth) + + def forward(self, x1, x2): + x1, m1 = sub_mean(x1) + x2, m2 = sub_mean(x2) + + if not self.training: + paddingInput, paddingOutput = InOutPaddings(x1) + x1 = paddingInput(x1) + x2 = paddingInput(x2) + + feats = self.encoder(x1, x2) + out = self.decoder(feats) + + if not self.training: + out = paddingOutput(out) + + mi = (m1 + m2) / 2 + out += mi + + return out, feats \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/common.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/common.py new file mode 100644 index 0000000000000000000000000000000000000000..aa1600a231d32eec39785883cb26b93fd9c64e62 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/cain/common.py @@ -0,0 +1,361 @@ +import math + +import torch +import torch.nn as nn +import torch.nn.functional as F + +def sub_mean(x): + mean = x.mean(2, keepdim=True).mean(3, keepdim=True) + x -= mean + return x, mean + +def InOutPaddings(x): + w, h = x.size(3), x.size(2) + padding_width, padding_height = 0, 0 + if w != ((w >> 7) << 7): + padding_width = (((w >> 7) + 1) << 7) - w + if h != ((h >> 7) << 7): + padding_height = (((h >> 7) + 1) << 7) - h + paddingInput = nn.ReflectionPad2d(padding=[padding_width // 2, padding_width - padding_width // 2, + padding_height // 2, padding_height - padding_height // 2]) + paddingOutput = nn.ReflectionPad2d(padding=[0 - padding_width // 2, padding_width // 2 - padding_width, + 0 - padding_height // 2, padding_height // 2 - padding_height]) + return paddingInput, paddingOutput + + +class ConvNorm(nn.Module): + def __init__(self, in_feat, out_feat, kernel_size, stride=1, norm=False): + super(ConvNorm, self).__init__() + + reflection_padding = kernel_size // 2 + self.reflection_pad = nn.ReflectionPad2d(reflection_padding) + self.conv = nn.Conv2d(in_feat, out_feat, stride=stride, kernel_size=kernel_size, bias=True) + + self.norm = norm + if norm == 'IN': + self.norm = nn.InstanceNorm2d(out_feat, track_running_stats=True) + elif norm == 'BN': + self.norm = nn.BatchNorm2d(out_feat) + + def forward(self, x): + out = self.reflection_pad(x) + out = self.conv(out) + if self.norm: + out = self.norm(out) + return out + + +class UpConvNorm(nn.Module): + def __init__(self, in_channels, out_channels, mode='transpose', norm=False): + super(UpConvNorm, self).__init__() + + if mode == 'transpose': + self.upconv = nn.ConvTranspose2d(in_channels, out_channels, kernel_size=4, stride=2, padding=1) + elif mode == 'shuffle': + self.upconv = nn.Sequential( + ConvNorm(in_channels, 4*out_channels, kernel_size=3, stride=1, norm=norm), + PixelShuffle(2)) + else: + # out_channels is always going to be the same as in_channels + self.upconv = nn.Sequential( + nn.Upsample(mode='bilinear', scale_factor=2, align_corners=False), + ConvNorm(in_channels, out_channels, kernel_size=1, stride=1, norm=norm)) + + def forward(self, x): + out = self.upconv(x) + return out + + + +class meanShift(nn.Module): + def __init__(self, rgbRange, rgbMean, sign, nChannel=3): + super(meanShift, self).__init__() + if nChannel == 1: + l = rgbMean[0] * rgbRange * float(sign) + + self.shifter = nn.Conv2d(1, 1, kernel_size=1, stride=1, padding=0) + self.shifter.weight.data = torch.eye(1).view(1, 1, 1, 1) + self.shifter.bias.data = torch.Tensor([l]) + elif nChannel == 3: + r = rgbMean[0] * rgbRange * float(sign) + g = rgbMean[1] * rgbRange * float(sign) + b = rgbMean[2] * rgbRange * float(sign) + + self.shifter = nn.Conv2d(3, 3, kernel_size=1, stride=1, padding=0) + self.shifter.weight.data = torch.eye(3).view(3, 3, 1, 1) + self.shifter.bias.data = torch.Tensor([r, g, b]) + else: + r = rgbMean[0] * rgbRange * float(sign) + g = rgbMean[1] * rgbRange * float(sign) + b = rgbMean[2] * rgbRange * float(sign) + self.shifter = nn.Conv2d(6, 6, kernel_size=1, stride=1, padding=0) + self.shifter.weight.data = torch.eye(6).view(6, 6, 1, 1) + self.shifter.bias.data = torch.Tensor([r, g, b, r, g, b]) + + # Freeze the meanShift layer + for params in self.shifter.parameters(): + params.requires_grad = False + + def forward(self, x): + x = self.shifter(x) + + return x + + +""" CONV - (BN) - RELU - CONV - (BN) """ +class ResBlock(nn.Module): + def __init__(self, in_feat, out_feat, kernel_size=3, reduction=False, bias=True, # 'reduction' is just for placeholder + norm=False, act=nn.ReLU(True), downscale=False): + super(ResBlock, self).__init__() + + self.body = nn.Sequential( + ConvNorm(in_feat, out_feat, kernel_size=kernel_size, stride=2 if downscale else 1), + act, + ConvNorm(out_feat, out_feat, kernel_size=kernel_size, stride=1) + ) + + self.downscale = None + if downscale: + self.downscale = nn.Conv2d(in_feat, out_feat, kernel_size=1, stride=2) + + def forward(self, x): + res = x + out = self.body(x) + if self.downscale is not None: + res = self.downscale(res) + out += res + + return out + + +## Channel Attention (CA) Layer +class CALayer(nn.Module): + def __init__(self, channel, reduction=16): + super(CALayer, self).__init__() + # global average pooling: feature --> point + self.avg_pool = nn.AdaptiveAvgPool2d(1) + # feature channel downscale and upscale --> channel weight + self.conv_du = nn.Sequential( + nn.Conv2d(channel, channel // reduction, 1, padding=0, bias=True), + nn.ReLU(inplace=True), + nn.Conv2d(channel // reduction, channel, 1, padding=0, bias=True), + nn.Sigmoid() + ) + + def forward(self, x): + y = self.avg_pool(x) + y = self.conv_du(y) + return x * y, y + + +## Residual Channel Attention Block (RCAB) +class RCAB(nn.Module): + def __init__(self, in_feat, out_feat, kernel_size, reduction, bias=True, + norm=False, act=nn.ReLU(True), downscale=False, return_ca=False): + super(RCAB, self).__init__() + + self.body = nn.Sequential( + ConvNorm(in_feat, out_feat, kernel_size, stride=2 if downscale else 1, norm=norm), + act, + ConvNorm(out_feat, out_feat, kernel_size, stride=1, norm=norm), + CALayer(out_feat, reduction) + ) + self.downscale = downscale + if downscale: + self.downConv = nn.Conv2d(in_feat, out_feat, kernel_size=3, stride=2, padding=1) + self.return_ca = return_ca + + def forward(self, x): + res = x + out, ca = self.body(x) + if self.downscale: + res = self.downConv(res) + out += res + + if self.return_ca: + return out, ca + else: + return out + + +## Residual Group (RG) +class ResidualGroup(nn.Module): + def __init__(self, Block, n_resblocks, n_feat, kernel_size, reduction, act, norm=False): + super(ResidualGroup, self).__init__() + + modules_body = [Block(n_feat, n_feat, kernel_size, reduction, bias=True, norm=norm, act=act) + for _ in range(n_resblocks)] + modules_body.append(ConvNorm(n_feat, n_feat, kernel_size, stride=1, norm=norm)) + self.body = nn.Sequential(*modules_body) + + def forward(self, x): + res = self.body(x) + res += x + return res + + +def pixel_shuffle(input, scale_factor): + batch_size, channels, in_height, in_width = input.size() + + out_channels = int(int(channels / scale_factor) / scale_factor) + out_height = int(in_height * scale_factor) + out_width = int(in_width * scale_factor) + + if scale_factor >= 1: + input_view = input.contiguous().view(batch_size, out_channels, scale_factor, scale_factor, in_height, in_width) + shuffle_out = input_view.permute(0, 1, 4, 2, 5, 3).contiguous() + else: + block_size = int(1 / scale_factor) + input_view = input.contiguous().view(batch_size, channels, out_height, block_size, out_width, block_size) + shuffle_out = input_view.permute(0, 1, 3, 5, 2, 4).contiguous() + + return shuffle_out.view(batch_size, out_channels, out_height, out_width) + + +class PixelShuffle(nn.Module): + def __init__(self, scale_factor): + super(PixelShuffle, self).__init__() + self.scale_factor = scale_factor + + def forward(self, x): + return pixel_shuffle(x, self.scale_factor) + def extra_repr(self): + return 'scale_factor={}'.format(self.scale_factor) + + +def conv(in_channels, out_channels, kernel_size, + stride=1, bias=True, groups=1): + return nn.Conv2d( + in_channels, + out_channels, + kernel_size=kernel_size, + padding=kernel_size//2, + stride=1, + bias=bias, + groups=groups) + + +def conv1x1(in_channels, out_channels, stride=1, bias=True, groups=1): + return nn.Conv2d( + in_channels, + out_channels, + kernel_size=1, + stride=stride, + bias=bias, + groups=groups) + +def conv3x3(in_channels, out_channels, stride=1, + padding=1, bias=True, groups=1): + return nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=padding, + bias=bias, + groups=groups) + +def conv5x5(in_channels, out_channels, stride=1, + padding=2, bias=True, groups=1): + return nn.Conv2d( + in_channels, + out_channels, + kernel_size=5, + stride=stride, + padding=padding, + bias=bias, + groups=groups) + +def conv7x7(in_channels, out_channels, stride=1, + padding=3, bias=True, groups=1): + return nn.Conv2d( + in_channels, + out_channels, + kernel_size=7, + stride=stride, + padding=padding, + bias=bias, + groups=groups) + +def upconv2x2(in_channels, out_channels, mode='shuffle'): + if mode == 'transpose': + return nn.ConvTranspose2d( + in_channels, + out_channels, + kernel_size=4, + stride=2, + padding=1) + elif mode == 'shuffle': + return nn.Sequential( + conv3x3(in_channels, 4*out_channels), + PixelShuffle(2)) + else: + # out_channels is always going to be the same as in_channels + return nn.Sequential( + nn.Upsample(mode='bilinear', scale_factor=2, align_corners=False), + conv1x1(in_channels, out_channels)) + + + +class Interpolation(nn.Module): + def __init__(self, n_resgroups, n_resblocks, n_feats, + reduction=16, act=nn.LeakyReLU(0.2, True), norm=False): + super(Interpolation, self).__init__() + + # define modules: head, body, tail + self.headConv = conv3x3(n_feats * 2, n_feats) + + modules_body = [ + ResidualGroup( + RCAB, + n_resblocks=n_resblocks, + n_feat=n_feats, + kernel_size=3, + reduction=reduction, + act=act, + norm=norm) + for _ in range(n_resgroups)] + self.body = nn.Sequential(*modules_body) + + self.tailConv = conv3x3(n_feats, n_feats) + + def forward(self, x0, x1): + # Build input tensor + x = torch.cat([x0, x1], dim=1) + x = self.headConv(x) + + res = self.body(x) + res += x + + out = self.tailConv(res) + return out + + +class Interpolation_res(nn.Module): + def __init__(self, n_resgroups, n_resblocks, n_feats, + act=nn.LeakyReLU(0.2, True), norm=False): + super(Interpolation_res, self).__init__() + + # define modules: head, body, tail (reduces concatenated inputs to n_feat) + self.headConv = conv3x3(n_feats * 2, n_feats) + + modules_body = [ResidualGroup(ResBlock, n_resblocks=n_resblocks, n_feat=n_feats, kernel_size=3, + reduction=0, act=act, norm=norm) + for _ in range(n_resgroups)] + self.body = nn.Sequential(*modules_body) + + self.tailConv = conv3x3(n_feats, n_feats) + + def forward(self, x0, x1): + # Build input tensor + x = torch.cat([x0, x1], dim=1) + x = self.headConv(x) + + res = x + for m in self.body: + res = m(res) + res += x + + x = self.tailConv(res) + + return x \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..3602505192621731e00acde67489c6a51360adb8 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/__init__.py @@ -0,0 +1,84 @@ +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +import torch +import torch.nn as nn +from comfy.model_management import soft_empty_cache, get_torch_device + +MODEL_TYPE = pathlib.Path(__file__).parent.name +MODEL_FILE_NAMES = { + "ssl": "eisai_ssl.pt", + "dtm": "eisai_dtm.pt", + "raft": "eisai_anime_interp_full.ckpt" +} + +class EISAI(nn.Module): + def __init__(self, model_file_names) -> None: + from .eisai_arch import SoftsplatLite, DTM, RAFT + super(EISAI, self).__init__() + self.raft = RAFT(load_file_from_github_release(MODEL_TYPE, model_file_names["raft"])) + self.raft.to(get_torch_device()).eval() + + self.ssl = SoftsplatLite() + self.ssl.load_state_dict(torch.load(load_file_from_github_release(MODEL_TYPE, model_file_names["ssl"]))) + self.ssl.to(get_torch_device()).eval() + + self.dtm = DTM() + self.dtm.load_state_dict(torch.load(load_file_from_github_release(MODEL_TYPE, model_file_names["dtm"]))) + self.dtm.to(get_torch_device()).eval() + + def forward(self, img0, img1, t): + with torch.no_grad(): + flow0, _ = self.raft(img0, img1) + flow1, _ = self.raft(img1, img0) + x = { + "images": torch.stack([img0, img1], dim=1), + "flows": torch.stack([flow0, flow1], dim=1), + } + out_ssl, _ = self.ssl(x, t=t, return_more=True) + out_dtm, _ = self.dtm(x, out_ssl, _, return_more=False) + return out_dtm[:, :3] + +class EISAI_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (["eisai"], ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + interpolation_model = EISAI(MODEL_FILE_NAMES) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model): + return model(frame_0, frame_1, t=timestep) + + scale = 1 + + args = [interpolation_model, scale] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/eisai_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/eisai_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..4a3abae7187b26fedd86219058a7e8e024e59e30 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/eisai/eisai_arch.py @@ -0,0 +1,2586 @@ +""" +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_scripts/interpolate.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/models/ssldtm.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/util_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/twodee_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/pytorch_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/distance_transform_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/sketchers_v1.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/interpolator_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/gridnet_v1.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/flow_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_util/softsplat_v0.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/raft_v1/rfr_new.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/raft_v1/extractor.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/raft_v1/update.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/raft_v1/corr.py +https://github.com/ShuhongChen/eisai-anime-interpolator/blob/master/_train/frame_interpolation/helpers/raft_v1/utils.py +""" + +import copy +import cv2 +import torch.nn.functional as F +import torchvision.transforms.functional as F +import gc +from PIL import Image, ImageFile, ImageFont, ImageDraw +import inspect +from scipy import interpolate +import kornia +import math +from argparse import Namespace +import torch.nn as nn +import numpy as np +import os +from functools import partial +import pathlib +import PIL +import re +import requests +from scipy.spatial.transform import Rotation +import scipy +import shutil +import torchvision.transforms as T +import time +import torch +import torchvision as tv +import zlib +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F +from tqdm.auto import tqdm as std_tqdm +from tqdm.auto import trange as std_trange +from vfi_models.ops import FunctionSoftsplat, batch_edt +from comfy.model_management import get_torch_device + +device = get_torch_device() +autocast = torch.autocast +tqdm = partial(std_tqdm, dynamic_ncols=True) +trange = partial(std_trange, dynamic_ncols=True) +ImageFile.LOAD_TRUNCATED_IMAGES = True + + +def pixel_ij(x, rounding=True): + if isinstance(x, np.ndarray): + x = x.tolist() + return tuple( + pixel_rounder(i, rounding) + for i in (x if isinstance(x, tuple) or isinstance(x, list) else (x, x)) + ) + + +def rescale_dry(x, factor): + h, w = x[-2:] if isinstance(x, tuple) or isinstance(x, list) else I(x).size + return (h * factor, w * factor) + + +def pixel_rounder(n, mode): + if mode == True or mode == "round": + return round(n) + elif mode == "ceil": + return math.ceil(n) + elif mode == "floor": + return math.floor(n) + else: + return n + + +def diam(x): + if isinstance(x, tuple) or isinstance(x, list): + h, w = x[-2:] + elif isinstance(x, I): + h, w = x.size + else: + h, w = x.shape[-2:] + return np.sqrt(h**2 + w**2) + + +def pixel_logit(x, pixel_margin=1): + x = (x * (255 - 2 * pixel_margin) + pixel_margin) / 255 + return torch.log(x / (1 - x)) + + +class InputPadder: + """Pads images such that dimensions are divisible by 8""" + + def __init__(self, dims): + self.ht, self.wd = dims[-2:] + pad_ht = (((self.ht // 8) + 1) * 8 - self.ht) % 8 + pad_wd = (((self.wd // 8) + 1) * 8 - self.wd) % 8 + self._pad = [pad_wd // 2, pad_wd - pad_wd // 2, 0, pad_ht] + + def pad(self, *inputs): + return [F.pad(x, self._pad, mode="replicate") for x in inputs] + + def unpad(self, x): + ht, wd = x.shape[-2:] + c = [self._pad[2], ht - self._pad[3], self._pad[0], wd - self._pad[1]] + return x[..., c[0] : c[1], c[2] : c[3]] + + +def forward_interpolate(flow): + flow = flow.detach().cpu().numpy() + dx, dy = flow[0], flow[1] + + ht, wd = dx.shape + x0, y0 = np.meshgrid(np.arange(wd), np.arange(ht)) + + x1 = x0 + dx + y1 = y0 + dy + + x1 = x1.reshape(-1) + y1 = y1.reshape(-1) + dx = dx.reshape(-1) + dy = dy.reshape(-1) + + valid = (x1 > 0) & (x1 < wd) & (y1 > 0) & (y1 < ht) + x1 = x1[valid] + y1 = y1[valid] + dx = dx[valid] + dy = dy[valid] + + flow_x = interpolate.griddata((x1, y1), dx, (x0, y0), method="cubic", fill_value=0) + + flow_y = interpolate.griddata((x1, y1), dy, (x0, y0), method="cubic", fill_value=0) + + flow = np.stack([flow_x, flow_y], axis=0) + return torch.from_numpy(flow).float() + + +def bilinear_sampler(img, coords, mode="bilinear", mask=False): + """Wrapper for grid_sample, uses pixel coordinates""" + H, W = img.shape[-2:] + xgrid, ygrid = coords.split([1, 1], dim=-1) + xgrid = 2 * xgrid / (W - 1) - 1 + ygrid = 2 * ygrid / (H - 1) - 1 + + grid = torch.cat([xgrid, ygrid], dim=-1) + # print(img.size()) + img = F.grid_sample(img, grid, align_corners=True) + + if mask: + mask = (xgrid > -1) & (ygrid > -1) & (xgrid < 1) & (ygrid < 1) + return img, mask.float() + + return img + + +def coords_grid(batch, ht, wd): + coords = torch.meshgrid(torch.arange(ht), torch.arange(wd)) + coords = torch.stack(coords[::-1], dim=0).float() + return coords[None].repeat(batch, 1, 1, 1) + + +def upflow8(flow, mode="bilinear"): + new_size = (8 * flow.shape[2], 8 * flow.shape[3]) + return 8 * F.interpolate(flow, size=new_size, mode=mode, align_corners=True) + + +class CorrBlock: + def __init__(self, fmap1, fmap2, num_levels=4, radius=4): + self.num_levels = num_levels + self.radius = radius + self.corr_pyramid = [] + + # all pairs correlation + corr = CorrBlock.corr(fmap1, fmap2) + + batch, h1, w1, dim, h2, w2 = corr.shape + corr = corr.reshape(batch * h1 * w1, dim, h2, w2) + + self.corr_pyramid.append(corr) + for i in range(self.num_levels - 1): + corr = F.avg_pool2d(corr, 2, stride=2) + self.corr_pyramid.append(corr) + + def __call__(self, coords): + r = self.radius + coords = coords.permute(0, 2, 3, 1) + batch, h1, w1, _ = coords.shape + + out_pyramid = [] + for i in range(self.num_levels): + corr = self.corr_pyramid[i] + dx = torch.linspace(-r, r, 2 * r + 1) + dy = torch.linspace(-r, r, 2 * r + 1) + delta = torch.stack(torch.meshgrid(dy, dx), dim=-1).to(coords.device) + + centroid_lvl = coords.reshape(batch * h1 * w1, 1, 1, 2) / 2**i + delta_lvl = delta.view(1, 2 * r + 1, 2 * r + 1, 2) + coords_lvl = centroid_lvl + delta_lvl + + corr = bilinear_sampler(corr, coords_lvl) + corr = corr.view(batch, h1, w1, -1) + out_pyramid.append(corr) + + out = torch.cat(out_pyramid, dim=-1) + return out.permute(0, 3, 1, 2).contiguous().float() + + @staticmethod + def corr(fmap1, fmap2): + batch, dim, ht, wd = fmap1.shape + fmap1 = fmap1.view(batch, dim, ht * wd) + fmap2 = fmap2.view(batch, dim, ht * wd) + + corr = torch.matmul(fmap1.transpose(1, 2), fmap2) + corr = corr.view(batch, ht, wd, 1, ht, wd) + return corr / torch.sqrt(torch.tensor(dim).float()) + + +class FlowHead(nn.Module): + def __init__(self, input_dim=128, hidden_dim=256): + super(FlowHead, self).__init__() + self.conv1 = nn.Conv2d(input_dim, hidden_dim, 3, padding=1) + self.conv2 = nn.Conv2d(hidden_dim, 2, 3, padding=1) + self.relu = nn.ReLU(inplace=True) + + def forward(self, x): + return self.conv2(self.relu(self.conv1(x))) + + +class ConvGRU(nn.Module): + def __init__(self, hidden_dim=128, input_dim=192 + 128): + super(ConvGRU, self).__init__() + self.convz = nn.Conv2d(hidden_dim + input_dim, hidden_dim, 3, padding=1) + self.convr = nn.Conv2d(hidden_dim + input_dim, hidden_dim, 3, padding=1) + self.convq = nn.Conv2d(hidden_dim + input_dim, hidden_dim, 3, padding=1) + + def forward(self, h, x): + hx = torch.cat([h, x], dim=1) + + z = torch.sigmoid(self.convz(hx)) + r = torch.sigmoid(self.convr(hx)) + q = torch.tanh(self.convq(torch.cat([r * h, x], dim=1))) + + h = (1 - z) * h + z * q + return h + + +class SepConvGRU(nn.Module): + def __init__(self, hidden_dim=128, input_dim=192 + 128): + super(SepConvGRU, self).__init__() + self.convz1 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (1, 5), padding=(0, 2) + ) + self.convr1 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (1, 5), padding=(0, 2) + ) + self.convq1 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (1, 5), padding=(0, 2) + ) + + self.convz2 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (5, 1), padding=(2, 0) + ) + self.convr2 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (5, 1), padding=(2, 0) + ) + self.convq2 = nn.Conv2d( + hidden_dim + input_dim, hidden_dim, (5, 1), padding=(2, 0) + ) + + def forward(self, h, x): + # horizontal + hx = torch.cat([h, x], dim=1) + z = torch.sigmoid(self.convz1(hx)) + r = torch.sigmoid(self.convr1(hx)) + q = torch.tanh(self.convq1(torch.cat([r * h, x], dim=1))) + h = (1 - z) * h + z * q + + # vertical + hx = torch.cat([h, x], dim=1) + z = torch.sigmoid(self.convz2(hx)) + r = torch.sigmoid(self.convr2(hx)) + q = torch.tanh(self.convq2(torch.cat([r * h, x], dim=1))) + h = (1 - z) * h + z * q + + return h + + +class SmallMotionEncoder(nn.Module): + def __init__(self, args): + super(SmallMotionEncoder, self).__init__() + cor_planes = args.corr_levels * (2 * args.corr_radius + 1) ** 2 + self.convc1 = nn.Conv2d(cor_planes, 96, 1, padding=0) + self.convf1 = nn.Conv2d(2, 64, 7, padding=3) + self.convf2 = nn.Conv2d(64, 32, 3, padding=1) + self.conv = nn.Conv2d(128, 80, 3, padding=1) + + def forward(self, flow, corr): + cor = F.relu(self.convc1(corr)) + flo = F.relu(self.convf1(flow)) + flo = F.relu(self.convf2(flo)) + cor_flo = torch.cat([cor, flo], dim=1) + out = F.relu(self.conv(cor_flo)) + return torch.cat([out, flow], dim=1) + + +class BasicMotionEncoder(nn.Module): + def __init__(self, args): + super(BasicMotionEncoder, self).__init__() + cor_planes = args.corr_levels * (2 * args.corr_radius + 1) ** 2 + self.convc1 = nn.Conv2d(cor_planes, 256, 1, padding=0) + self.convc2 = nn.Conv2d(256, 192, 3, padding=1) + self.convf1 = nn.Conv2d(2, 128, 7, padding=3) + self.convf2 = nn.Conv2d(128, 64, 3, padding=1) + self.conv = nn.Conv2d(64 + 192, 128 - 2, 3, padding=1) + + def forward(self, flow, corr): + cor = F.relu(self.convc1(corr)) + cor = F.relu(self.convc2(cor)) + flo = F.relu(self.convf1(flow)) + flo = F.relu(self.convf2(flo)) + + cor_flo = torch.cat([cor, flo], dim=1) + out = F.relu(self.conv(cor_flo)) + return torch.cat([out, flow], dim=1) + + +class SmallUpdateBlock(nn.Module): + def __init__(self, args, hidden_dim=96): + super(SmallUpdateBlock, self).__init__() + self.encoder = SmallMotionEncoder(args) + self.gru = ConvGRU(hidden_dim=hidden_dim, input_dim=82 + 64) + self.flow_head = FlowHead(hidden_dim, hidden_dim=128) + + def forward(self, net, inp, corr, flow): + motion_features = self.encoder(flow, corr) + inp = torch.cat([inp, motion_features], dim=1) + net = self.gru(net, inp) + delta_flow = self.flow_head(net) + + return net, None, delta_flow + + +class BasicUpdateBlock(nn.Module): + def __init__(self, args, hidden_dim=128, input_dim=128): + super(BasicUpdateBlock, self).__init__() + self.args = args + self.encoder = BasicMotionEncoder(args) + self.gru = SepConvGRU(hidden_dim=hidden_dim, input_dim=128 + hidden_dim) + self.flow_head = FlowHead(hidden_dim, hidden_dim=256) + + self.mask = nn.Sequential( + nn.Conv2d(128, 256, 3, padding=1), + nn.ReLU(inplace=True), + nn.Conv2d(256, 64 * 9, 1, padding=0), + ) + + def forward(self, net, inp, corr, flow, upsample=True): + motion_features = self.encoder(flow, corr) + inp = torch.cat([inp, motion_features], dim=1) + + net = self.gru(net, inp) + delta_flow = self.flow_head(net) + + # scale mask to balence gradients + mask = 0.25 * self.mask(net) + return net, mask, delta_flow + + +class ResidualBlock(nn.Module): + def __init__(self, in_planes, planes, norm_fn="group", stride=1): + super(ResidualBlock, self).__init__() + + self.conv1 = nn.Conv2d( + in_planes, planes, kernel_size=3, padding=1, stride=stride + ) + self.conv2 = nn.Conv2d(planes, planes, kernel_size=3, padding=1) + self.relu = nn.ReLU(inplace=True) + + num_groups = planes // 8 + + if norm_fn == "group": + self.norm1 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + self.norm2 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + if not stride == 1: + self.norm3 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + + elif norm_fn == "batch": + self.norm1 = nn.BatchNorm2d(planes) + self.norm2 = nn.BatchNorm2d(planes) + if not stride == 1: + self.norm3 = nn.BatchNorm2d(planes) + + elif norm_fn == "instance": + self.norm1 = nn.InstanceNorm2d(planes) + self.norm2 = nn.InstanceNorm2d(planes) + if not stride == 1: + self.norm3 = nn.InstanceNorm2d(planes) + + elif norm_fn == "none": + self.norm1 = nn.Sequential() + self.norm2 = nn.Sequential() + if not stride == 1: + self.norm3 = nn.Sequential() + + if stride == 1: + self.downsample = None + + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm3 + ) + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x + y) + + +class BottleneckBlock(nn.Module): + def __init__(self, in_planes, planes, norm_fn="group", stride=1): + super(BottleneckBlock, self).__init__() + + self.conv1 = nn.Conv2d(in_planes, planes // 4, kernel_size=1, padding=0) + self.conv2 = nn.Conv2d( + planes // 4, planes // 4, kernel_size=3, padding=1, stride=stride + ) + self.conv3 = nn.Conv2d(planes // 4, planes, kernel_size=1, padding=0) + self.relu = nn.ReLU(inplace=True) + + num_groups = planes // 8 + + if norm_fn == "group": + self.norm1 = nn.GroupNorm(num_groups=num_groups, num_channels=planes // 4) + self.norm2 = nn.GroupNorm(num_groups=num_groups, num_channels=planes // 4) + self.norm3 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + if not stride == 1: + self.norm4 = nn.GroupNorm(num_groups=num_groups, num_channels=planes) + + elif norm_fn == "batch": + self.norm1 = nn.BatchNorm2d(planes // 4) + self.norm2 = nn.BatchNorm2d(planes // 4) + self.norm3 = nn.BatchNorm2d(planes) + if not stride == 1: + self.norm4 = nn.BatchNorm2d(planes) + + elif norm_fn == "instance": + self.norm1 = nn.InstanceNorm2d(planes // 4) + self.norm2 = nn.InstanceNorm2d(planes // 4) + self.norm3 = nn.InstanceNorm2d(planes) + if not stride == 1: + self.norm4 = nn.InstanceNorm2d(planes) + + elif norm_fn == "none": + self.norm1 = nn.Sequential() + self.norm2 = nn.Sequential() + self.norm3 = nn.Sequential() + if not stride == 1: + self.norm4 = nn.Sequential() + + if stride == 1: + self.downsample = None + + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm4 + ) + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + y = self.relu(self.norm3(self.conv3(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x + y) + + +class BasicEncoder(nn.Module): + def __init__(self, output_dim=128, norm_fn="batch", dropout=0.0): + super(BasicEncoder, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == "group": + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=64) + + elif self.norm_fn == "batch": + self.norm1 = nn.BatchNorm2d(64) + + elif self.norm_fn == "instance": + self.norm1 = nn.InstanceNorm2d(64) + + elif self.norm_fn == "none": + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(3, 64, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 64 + self.layer1 = self._make_layer(64, stride=1) + self.layer2 = self._make_layer(96, stride=2) + self.layer3 = self._make_layer(128, stride=2) + + # output convolution + self.conv2 = nn.Conv2d(128, output_dim, kernel_size=1) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = ResidualBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = ResidualBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + def forward(self, x): + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + + +class BasicEncoder1(nn.Module): + def __init__(self, output_dim=128, norm_fn="batch", dropout=0.0): + super(BasicEncoder1, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == "group": + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=64) + + elif self.norm_fn == "batch": + self.norm1 = nn.BatchNorm2d(64) + + elif self.norm_fn == "instance": + self.norm1 = nn.InstanceNorm2d(64) + + elif self.norm_fn == "none": + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(2, 64, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 64 + self.layer1 = self._make_layer(64, stride=1) + self.layer2 = self._make_layer(96, stride=2) + self.layer3 = self._make_layer(128, stride=2) + + # output convolution + self.conv2 = nn.Conv2d(128, output_dim, kernel_size=1) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = ResidualBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = ResidualBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + def forward(self, x): + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + + +class SmallEncoder(nn.Module): + def __init__(self, output_dim=128, norm_fn="batch", dropout=0.0): + super(SmallEncoder, self).__init__() + self.norm_fn = norm_fn + + if self.norm_fn == "group": + self.norm1 = nn.GroupNorm(num_groups=8, num_channels=32) + + elif self.norm_fn == "batch": + self.norm1 = nn.BatchNorm2d(32) + + elif self.norm_fn == "instance": + self.norm1 = nn.InstanceNorm2d(32) + + elif self.norm_fn == "none": + self.norm1 = nn.Sequential() + + self.conv1 = nn.Conv2d(3, 32, kernel_size=7, stride=2, padding=3) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = 32 + self.layer1 = self._make_layer(32, stride=1) + self.layer2 = self._make_layer(64, stride=2) + self.layer3 = self._make_layer(96, stride=2) + + self.dropout = None + if dropout > 0: + self.dropout = nn.Dropout2d(p=dropout) + + self.conv2 = nn.Conv2d(96, output_dim, kernel_size=1) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1): + layer1 = BottleneckBlock(self.in_planes, dim, self.norm_fn, stride=stride) + layer2 = BottleneckBlock(dim, dim, self.norm_fn, stride=1) + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + def forward(self, x): + # if input is list, combine batch dimension + is_list = isinstance(x, tuple) or isinstance(x, list) + if is_list: + batch_dim = x[0].shape[0] + x = torch.cat(x, dim=0) + + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + x = self.conv2(x) + + if self.training and self.dropout is not None: + x = self.dropout(x) + + if is_list: + x = torch.split(x, [batch_dim, batch_dim], dim=0) + + return x + + +################################################## +# RFR is implemented based on RAFT optical flow # +################################################## + + +def backwarp(img, flow): + _, _, H, W = img.size() + + u = flow[:, 0, :, :] + v = flow[:, 1, :, :] + + gridX, gridY = np.meshgrid(np.arange(W), np.arange(H)) + + gridX = torch.tensor( + gridX, + requires_grad=False, + ).cuda() + gridY = torch.tensor( + gridY, + requires_grad=False, + ).cuda() + x = gridX.unsqueeze(0).expand_as(u).float() + u + y = gridY.unsqueeze(0).expand_as(v).float() + v + # range -1 to 1 + x = 2 * (x / (W - 1) - 0.5) + y = 2 * (y / (H - 1) - 0.5) + # stacking X and Y + grid = torch.stack((x, y), dim=3) + # Sample pixels using bilinear interpolation. + imgOut = torch.nn.functional.grid_sample(img, grid, align_corners=True) + + return imgOut + + +class ErrorAttention(nn.Module): + """A three-layer network for predicting mask""" + + def __init__(self, input, output): + super(ErrorAttention, self).__init__() + self.conv1 = nn.Conv2d(input, 32, 5, padding=2) + self.conv2 = nn.Conv2d(32, 32, 3, padding=1) + self.conv3 = nn.Conv2d(38, output, 3, padding=1) + self.prelu1 = nn.PReLU() + self.prelu2 = nn.PReLU() + + def forward(self, x1): + x = self.prelu1(self.conv1(x1)) + x = self.prelu2(torch.cat([self.conv2(x), x1], dim=1)) + x = self.conv3(x) + return x + + +class RFR(nn.Module): + def __init__(self, args): + super(RFR, self).__init__() + self.attention2 = ErrorAttention(6, 1) + self.hidden_dim = hdim = 128 + self.context_dim = cdim = 128 + args.corr_levels = 4 + args.corr_radius = 4 + args.dropout = 0 + self.args = args + + # feature network, context network, and update block + self.fnet = BasicEncoder(output_dim=256, norm_fn="none", dropout=args.dropout) + # self.cnet = BasicEncoder(output_dim=hdim+cdim, norm_fn='none', dropout=args.dropout) + self.update_block = BasicUpdateBlock(self.args, hidden_dim=hdim) + + def freeze_bn(self): + for m in self.modules(): + if isinstance(m, nn.BatchNorm2d): + m.eval() + + def initialize_flow(self, img): + """Flow is represented as difference between two coordinate grids flow = coords1 - coords0""" + N, C, H, W = img.shape + coords0 = coords_grid(N, H // 8, W // 8).to(img.device) + coords1 = coords_grid(N, H // 8, W // 8).to(img.device) + + # optical flow computed as difference: flow = coords1 - coords0 + return coords0, coords1 + + def upsample_flow(self, flow, mask): + """Upsample flow field [H/8, W/8, 2] -> [H, W, 2] using convex combination""" + N, _, H, W = flow.shape + mask = mask.view(N, 1, 9, 8, 8, H, W) + mask = torch.softmax(mask, dim=2) + + up_flow = F.unfold(8 * flow, [3, 3], padding=1) + up_flow = up_flow.view(N, 2, 9, 1, 1, H, W) + + up_flow = torch.sum(mask * up_flow, dim=2) + up_flow = up_flow.permute(0, 1, 4, 2, 5, 3) + return up_flow.reshape(N, 2, 8 * H, 8 * W) + + def forward( + self, image1, image2, iters=12, flow_init=None, upsample=True, test_mode=False + ): + H, W = image1.size()[2:4] + H8 = H // 8 * 8 + W8 = W // 8 * 8 + + if flow_init is not None: + flow_init_resize = F.interpolate( + flow_init, size=(H8 // 8, W8 // 8), mode="nearest" + ) + + flow_init_resize[:, :1] = ( + flow_init_resize[:, :1].clone() * (W8 // 8 * 1.0) / flow_init.size()[3] + ) + flow_init_resize[:, 1:] = ( + flow_init_resize[:, 1:].clone() * (H8 // 8 * 1.0) / flow_init.size()[2] + ) + + if not hasattr(self.args, "not_use_rfr_mask") or ( + hasattr(self.args, "not_use_rfr_mask") + and (not self.args.not_use_rfr_mask) + ): + im18 = F.interpolate(image1, size=(H8 // 8, W8 // 8), mode="bilinear") + im28 = F.interpolate(image2, size=(H8 // 8, W8 // 8), mode="bilinear") + + warp21 = backwarp(im28, flow_init_resize) + error21 = torch.sum(torch.abs(warp21 - im18), dim=1, keepdim=True) + # print('errormin', error21.min(), error21.max()) + f12init = ( + torch.exp( + -self.attention2( + torch.cat([im18, error21, flow_init_resize], dim=1) + ) + ** 2 + ) + * flow_init_resize + ) + else: + flow_init_resize = None + flow_init = torch.zeros( + image1.size()[0], 2, image1.size()[2] // 8, image1.size()[3] // 8 + ).cuda() + error21 = torch.zeros( + image1.size()[0], 1, image1.size()[2] // 8, image1.size()[3] // 8 + ).cuda() + + f12_init = flow_init + # print('None inital flow!') + + image1 = F.interpolate(image1, size=(H8, W8), mode="bilinear") + image2 = F.interpolate(image2, size=(H8, W8), mode="bilinear") + + f12s, f12, f12_init = self.forward_pred( + image1, image2, iters, flow_init_resize, upsample, test_mode + ) + + if hasattr(self.args, "requires_sq_flow") and self.args.requires_sq_flow: + for ii in range(len(f12s)): + f12s[ii] = F.interpolate(f12s[ii], size=(H, W), mode="bilinear") + f12s[ii][:, :1] = f12s[ii][:, :1].clone() / (1.0 * W8) * W + f12s[ii][:, 1:] = f12s[ii][:, 1:].clone() / (1.0 * H8) * H + if self.training: + return f12s + else: + return [f12s[-1]], f12_init + else: + f12[:, :1] = f12[:, :1].clone() / (1.0 * W8) * W + f12[:, 1:] = f12[:, 1:].clone() / (1.0 * H8) * H + + f12 = F.interpolate(f12, size=(H, W), mode="bilinear") + # print('wo!!') + return ( + f12, + f12_init, + error21, + ) + + def forward_pred( + self, image1, image2, iters=12, flow_init=None, upsample=True, test_mode=False + ): + """Estimate optical flow between pair of frames""" + + image1 = image1.contiguous() + image2 = image2.contiguous() + + hdim = self.hidden_dim + cdim = self.context_dim + + # run the feature network + with autocast(device.type, enabled=self.args.mixed_precision): + fmap1, fmap2 = self.fnet([image1, image2]) + fmap1 = fmap1.float() + fmap2 = fmap2.float() + corr_fn = CorrBlock(fmap1, fmap2, radius=self.args.corr_radius) + + # run the context network + with autocast(device.type, enabled=self.args.mixed_precision): + cnet = self.fnet(image1) + net, inp = torch.split(cnet, [hdim, cdim], dim=1) + net = torch.tanh(net) + inp = torch.relu(inp) + + coords0, coords1 = self.initialize_flow(image1) + + if flow_init is not None: + coords1 = coords1 + flow_init + + flow_predictions = [] + for itr in range(iters): + coords1 = coords1.detach() + if itr == 0: + if flow_init is not None: + coords1 = coords1 + flow_init + corr = corr_fn(coords1) # index correlation volume + + flow = coords1 - coords0 + with autocast(device.type, enabled=self.args.mixed_precision): + net, up_mask, delta_flow = self.update_block(net, inp, corr, flow) + + # F(t+1) = F(t) + \Delta(t) + coords1 = coords1 + delta_flow + + # upsample predictions + if up_mask is None: + flow_up = upflow8(coords1 - coords0) + else: + flow_up = self.upsample_flow(coords1 - coords0, up_mask) + + flow_predictions.append(flow_up) + + return flow_predictions, flow_up, flow_init + +####################### WARPING ####################### + + +# expects batched tensors, considered low-level operation +# img: bs, ch, h, w +# flow: bs, xy (pix displace), h, w +def flow_backwarp( + img, flow, resample="bilinear", padding_mode="border", align_corners=False +): + if len(img.shape) != 4: + img = img[None,] + if len(flow.shape) != 4: + flow = flow[None,] + q = ( + 2 + * flow + / torch.tensor( + [ + flow.shape[-2], + flow.shape[-1], + ], + device=flow.device, + dtype=torch.float, + )[None, :, None, None] + ) + q = q + torch.stack( + torch.meshgrid( + torch.linspace(-1, 1, flow.shape[-2]), + torch.linspace(-1, 1, flow.shape[-1]), + ) + )[ + None, + ].to( + flow.device + ) + if img.dtype != q.dtype: + img = img.type(q.dtype) + + return nn.functional.grid_sample( + img, + q.flip(dims=(1,)).permute(0, 2, 3, 1), + mode=resample, # nearest, bicubic, bilinear + padding_mode=padding_mode, # border, zeros, reflection + align_corners=align_corners, + ) + + +backwarp = flow_warp = flow_backwarp + + +# mode: sum, avg, lin, softmax +# lin/softmax w/out metric defaults to avg +# must use gpu, move back to cpu if retain_device +# typical metric: -20 * | img0 - backwarp(img1,flow) | +# From Fannovel16: Changed mode params for common ops. +def flow_forewarp( + img, flow, mode="average", metric=None, mask=False, retain_device=True +): + # setup + #if mode == "sum": + # mode = "summation" + #elif mode == "avg": + # mode = "average" + if mode in ["lin", "linear"]: + #mode = "linear" if metric is not None else "average" + mode = "linear" if metric is not None else "avg" + elif mode in ["sm", "softmax"]: + #mode = "softmax" if metric is not None else "average" + mode = "soft" if metric is not None else "avg" + if len(img.shape) != 4: + img = img[None,] + if len(flow.shape) != 4: + flow = flow[None,] + if metric is not None and len(metric.shape) != 4: + metric = metric[None,] + flow = flow.flip(dims=(1,)) + if img.dtype != torch.float32: + img = img.type(torch.float32) + if flow.dtype != torch.float32: + flow = flow.type(torch.float32) + if metric is not None and metric.dtype != torch.float32: + metric = metric.type(torch.float32) + + # move to gpu if necessary + assert img.device == flow.device + if metric is not None: + assert img.device == metric.device + was_cpu = img.device.type == "cpu" + if was_cpu: + img = img.to("cuda") + flow = flow.to("cuda") + if metric is not None: + metric = metric.to("cuda") + + # add mask + if mask: + bs, ch, h, w = img.shape + img = torch.cat( + [img, torch.ones(bs, 1, h, w, dtype=img.dtype, device=img.device)], dim=1 + ) + + # forward, move back to cpu if desired + ans = FunctionSoftsplat(img, flow, metric, mode) + if was_cpu and retain_device: + ans = ans.cpu() + return ans + + +forewarp = flow_forewarp + + +# resizing utility +def flow_resize(flow, size, mode="nearest", align_corners=False): + # flow: bs,xy,h,w + size = pixel_ij(size, rounding=True) + if flow.dtype != torch.float: + flow = flow.float() + if len(flow.shape) == 3: + flow = flow[None,] + if flow.shape[-2:] == size: + return flow + return ( + nn.functional.interpolate( + flow, + size=size, + mode=mode, + align_corners=align_corners if mode != "nearest" else None, + ) + * torch.tensor( + [b / a for a, b in zip(flow.shape[-2:], size)], + device=flow.device, + )[None, :, None, None] + ) + + +####################### TRADITIONAL ####################### + +# dense +_lucaskanade = lambda a, b: np.moveaxis( + cv2.optflow.calcOpticalFlowSparseToDense( + a, + b, # grid_step=5, sigma=0.5, + ), + 2, + 0, +)[ + None, +] +_farneback = lambda a, b: np.moveaxis( + cv2.calcOpticalFlowFarneback( + a, + b, + None, + 0.6, + 3, + 25, + 7, + 5, + 1.2, + cv2.OPTFLOW_FARNEBACK_GAUSSIAN, + ), + 2, + 0, +)[ + None, +] +_dtvl1_ = cv2.optflow.createOptFlow_DualTVL1() +_dtvl1 = lambda a, b: np.moveaxis( + _dtvl1_.calc( + a, + b, + None, + ), + 2, + 0, +)[ + None, +] +_simple = lambda a, b: np.moveaxis( + cv2.optflow.calcOpticalFlowSF( + a, + b, + 3, + 5, + 5, + ), + 2, + 0, +)[ + None, +] +_pca_ = cv2.optflow.createOptFlow_PCAFlow() +_pca = lambda a, b: np.moveaxis( + _pca_.calc( + a, + b, + None, + ), + 2, + 0, +)[ + None, +] +_drlof = lambda a, b: np.moveaxis( + cv2.optflow.calcOpticalFlowDenseRLOF( + a, + b, + None, + ), + 2, + 0, +)[ + None, +] +_deepflow_ = cv2.optflow.createOptFlow_DeepFlow() +_deepflow = lambda a, b: np.moveaxis( + _deepflow_.calc( + a, + b, + None, + ), + 2, + 0, +)[ + None, +] + + +def cv2flow(a, b, method="lucaskanade", back=False): + if method == "lucaskanade": + f = _lucaskanade + a = a.convert("L").cv2() + b = b.convert("L").cv2() + elif method == "farneback": + f = _farneback + a = a.convert("L").cv2() + b = b.convert("L").cv2() + elif method == "dtvl1": + f = _dtvl1 + a = a.convert("L").cv2() + b = b.convert("L").cv2() + elif method == "simple": + f = _simple + a = a.convert("RGB").cv2() + b = b.convert("RGB").cv2() + elif method == "pca": + f = _pca + a = a.convert("L").cv2() + b = b.convert("L").cv2() + elif method == "drlof": + f = _drlof + a = a.convert("RGB").cv2() + b = b.convert("RGB").cv2() + elif method == "deepflow": + f = _deepflow + a = a.convert("L").cv2() + b = b.convert("L").cv2() + else: + assert 0 + ans = f(b, a) + if back: + ans = np.concatenate( + [ + ans, + f(a, b), + ] + ) + return torch.tensor(ans).flip(dims=(1,)) + + +####################### FLOWNET2 ####################### + + +def flownet2(img_a, img_b, mode="shm", back=False): + # package + url = f"http://localhost:8109/get-flow" + if mode == "shm": + t = time.time() + fn_a = img_a.save(mkfile(f"/dev/shm/_flownet2/{t}/img_a.png")) + fn_b = img_b.save(mkfile(f"/dev/shm/_flownet2/{t}/img_b.png")) + elif mode == "net": + assert False, "not impl" + q = u2d.img2uri(img.pil("RGB")) + q.decode() + resp = requests.get( + url, + params={ + "img_a": fn_a, + "img_b": fn_b, + "mode": mode, + "back": back, + # 'vis': vis, + }, + ) + + # return + ans = {"response": resp} + if resp.status_code == 200: + j = resp.json() + ans["time"] = j["time"] + ans["output"] = { + "flow": torch.tensor(load(j["fn_flow"])), + } + # if vis: + # ans['output']['vis'] = I(j['fn_vis']) + if mode == "shm": + shutil.rmtree(f"/dev/shm/_flownet2/{t}") + return ans + + +####################### VISUALIZATION ####################### + + +class Gridnet(nn.Module): + def __init__(self, channels_0, channels_1, channels_2, total_dropout_p, depth): + super().__init__() + self.channels_0 = ch0 = channels_0 + self.channels_1 = ch1 = channels_1 + self.channels_2 = ch2 = channels_2 + self.total_dropout_p = p = total_dropout_p + self.depth = depth + self.encoders = nn.ModuleList( + [GridnetEncoder(ch0, ch1, ch2) for i in range(self.depth)] + ) + self.decoders = nn.ModuleList( + [GridnetDecoder(ch0, ch1, ch2) for i in range(self.depth)] + ) + self.total_dropout = GridnetTotalDropout(p) + return + + def forward(self, x): + for e, enc in enumerate(self.encoders): + t = [self.total_dropout(i) for i in t] if e != 0 else x + t = enc(t) + for d, dec in enumerate(self.decoders): + t = [self.total_dropout(i) for i in t] + t = dec(t) + return t + + +class GridnetEncoder(nn.Module): + def __init__(self, channels_0, channels_1, channels_2): + super().__init__() + self.channels_0 = ch0 = channels_0 + self.channels_1 = ch1 = channels_1 + self.channels_2 = ch2 = channels_2 + self.resnet_0 = GridnetResnet(ch0) + self.resnet_1 = GridnetResnet(ch1) + self.resnet_2 = GridnetResnet(ch2) + self.downsample_01 = GridnetDownsample(ch0, ch1) + self.downsample_12 = GridnetDownsample(ch1, ch2) + return + + def forward(self, x): + out = [ + None, + ] * 3 + out[0] = self.resnet_0(x[0]) + out[1] = self.resnet_1(x[1]) + self.downsample_01(out[0]) + out[2] = self.resnet_2(x[2]) + self.downsample_12(out[1]) + return out + + +class GridnetDecoder(nn.Module): + def __init__(self, channels_0, channels_1, channels_2): + super().__init__() + self.channels_0 = ch0 = channels_0 + self.channels_1 = ch1 = channels_1 + self.channels_2 = ch2 = channels_2 + self.resnet_0 = GridnetResnet(ch0) + self.resnet_1 = GridnetResnet(ch1) + self.resnet_2 = GridnetResnet(ch2) + self.upsample_10 = GridnetUpsample(ch1, ch0) + self.upsample_21 = GridnetUpsample(ch2, ch1) + return + + def forward(self, x): + out = [ + None, + ] * 3 + out[2] = self.resnet_2(x[2]) + out[1] = self.resnet_1(x[1]) + self.upsample_21(out[2]) + out[0] = self.resnet_0(x[0]) + self.upsample_10(out[1]) + return out + + +class GridnetConverter(nn.Module): + def __init__(self, channels_in, channels_out): + super().__init__() + self.channels_in = cin = channels_in + self.channels_out = cout = channels_out + self.nets = nn.ModuleList( + [ + nn.Sequential( + nn.PReLU(a), + nn.Conv2d(a, b, kernel_size=1, padding=0), + nn.BatchNorm2d(b), + ) + for a, b in zip(cin, cout) + ] + ) + return + + def forward(self, x): + return [m(q) for m, q in zip(self.nets, x)] + + +class GridnetResnet(nn.Module): + def __init__(self, channels): + super().__init__() + self.channels = ch = channels + self.net = nn.Sequential( + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + ) + return + + def forward(self, x): + return x + self.net(x) + + +class GridnetDownsample(nn.Module): + def __init__(self, channels_in, channels_out): + super().__init__() + self.channels_in = chin = channels_in + self.channels_out = chout = channels_out + self.net = nn.Sequential( + nn.PReLU(chin), + nn.Conv2d(chin, chin, kernel_size=3, padding=1, stride=2), + nn.BatchNorm2d(chin), + nn.PReLU(chin), + nn.Conv2d(chin, chout, kernel_size=3, padding=1), + nn.BatchNorm2d(chout), + ) + return + + def forward(self, x): + return self.net(x) + + +class GridnetUpsample(nn.Module): + def __init__(self, channels_in, channels_out): + super().__init__() + self.channels_in = chin = channels_in + self.channels_out = chout = channels_out + self.net = nn.Sequential( + nn.Upsample(scale_factor=2, mode="nearest"), + nn.PReLU(chin), + nn.Conv2d(chin, chout, kernel_size=3, padding=1), + nn.BatchNorm2d(chout), + nn.PReLU(chout), + nn.Conv2d(chout, chout, kernel_size=3, padding=1), + nn.BatchNorm2d(chout), + ) + return + + def forward(self, x): + return self.net(x) + + +class GridnetTotalDropout(nn.Module): + def __init__(self, p): + super().__init__() + assert 0 <= p < 1 + self.p = p + self.weight = 1 / (1 - p) + return + + def get_drop(self, x): + d = torch.rand(len(x))[:, None, None, None] < self.p + d = (1 - d.float()).to(x.device) * self.weight + return d + + def forward(self, x, force_drop=None): + if force_drop is True: + ans = x * self.get_drop(x) + elif force_drop is False: + ans = x + else: + if self.training: + ans = x * self.get_drop(x) + else: + ans = x + return ans + + +class Interpolator(nn.Module): + def __init__(self, size, mode="bilinear"): + super().__init__() + self.size = size + self.mode = mode + return + + def forward(self, x, is_flow=False): + if x.shape[-2] == self.size: + return x + if len(x.shape) == 4: + # bs,ch,h,w + bs, ch, h, w = x.shape + ans = nn.functional.interpolate( + x, + size=self.size, + mode=self.mode, + align_corners=(False, None)[self.mode == "nearest"], + ) + if is_flow: + ans = ( + ans + * torch.tensor( + [b / a for a, b in zip((h, w), self.size)], + device=ans.device, + )[None, :, None, None] + ) + return ans + elif len(x.shape) == 5: + # bs,k,ch,h,w (merge bs and k) + bs, k, ch, h, w = x.shape + return self.forward( + x.view(bs * k, ch, h, w), + is_flow=is_flow, + ).view(bs, k, ch, *self.size) + else: + assert 0 + + +###################### CANNY ###################### + + +def canny(img, a=100, b=200): + img = I(img).convert("L") + return I(cv2.Canny(img.cv2(), a, b)) + + +# https://www.pyimagesearch.com/2015/04/06/zero-parameter-automatic-canny-edge-detection-with-python-and-opencv/ +def canny_pis(img, sigma=0.33): + # compute the median of the single channel pixel intensities + img = I(img).convert("L").uint8(ch_last=False) + v = np.median(img) + # apply automatic Canny edge detection using the computed median + lower = int(max(0, (1.0 - sigma) * v)) + upper = int(min(255, (1.0 + sigma) * v)) + edged = cv2.Canny(img[0], lower, upper) + # return the edged image + return I(edged) + + +# https://en.wikipedia.org/wiki/Otsu%27s_method +def canny_otsu(img): + img = I(img).convert("L").uint8(ch_last=False) + high, _ = cv2.threshold(img[0], 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU) + low = 0.5 * high + return I(cv2.Canny(img[0], low, high)) + + +def xdog(img, t=1.0, epsilon=0.04, phi=100, sigma=3, k=1.6): + img = I(img).convert("L").uint8(ch_last=False) + grey = np.asarray(img, dtype=np.float32) + g0 = scipy.ndimage.gaussian_filter(grey, sigma) + g1 = scipy.ndimage.gaussian_filter(grey, sigma * k) + + # ans = ((1+p) * g0 - p * g1) / 255 + ans = (g0 - t * g1) / 255 + ans = 1 + np.tanh(phi * (ans - epsilon)) * (ans < epsilon) + return ans + + +def dog(img, t=1.0, sigma=1.0, k=1.6, epsilon=0.01, kernel_factor=4, clip=True): + img = I(img).convert("L").tensor()[None] + kern0 = max(2 * int(sigma * kernel_factor) + 1, 3) + kern1 = max(2 * int(sigma * k * kernel_factor) + 1, 3) + g0 = kornia.filters.gaussian_blur2d( + img, + (kern0, kern0), + (sigma, sigma), + border_type="replicate", + ) + g1 = kornia.filters.gaussian_blur2d( + img, + (kern1, kern1), + (sigma * k, sigma * k), + border_type="replicate", + ) + ans = 0.5 + t * (g1 - g0) - epsilon + ans = ans.clip(0, 1) if clip else ans + return ans[0].numpy() + + +# input: (bs,rgb(a),h,w) or (bs,1,h,w) +# returns: (bs,1,h,w) +def batch_dog(img, t=1.0, sigma=1.0, k=1.6, epsilon=0.01, kernel_factor=4, clip=True): + # to grayscale if needed + bs, ch, h, w = img.shape + if ch in [3, 4]: + img = kornia.color.rgb_to_grayscale(img[:, :3]) + else: + assert ch == 1 + + # calculate dog + kern0 = max(2 * int(sigma * kernel_factor) + 1, 3) + kern1 = max(2 * int(sigma * k * kernel_factor) + 1, 3) + g0 = kornia.filters.gaussian_blur2d( + img, + (kern0, kern0), + (sigma, sigma), + border_type="replicate", + ) + g1 = kornia.filters.gaussian_blur2d( + img, + (kern1, kern1), + (sigma * k, sigma * k), + border_type="replicate", + ) + ans = 0.5 + t * (g1 - g0) - epsilon + ans = ans.clip(0, 1) if clip else ans + return ans + + +############### DERIVED DISTANCES ############### + +# input: (bs,h,w) or (bs,1,h,w) +# returns: (bs,) +# normalized s.t. metric is same across proportional image scales + + +# average of two asymmetric distances +# normalized by diameter and area +def batch_chamfer_distance(gt, pred, block=1024, return_more=False): + t = batch_chamfer_distance_t(gt, pred, block=block) + p = batch_chamfer_distance_p(gt, pred, block=block) + cd = (t + p) / 2 + return cd + + +def batch_chamfer_distance_t(gt, pred, block=1024, return_more=False): + assert gt.device == pred.device and gt.shape == pred.shape + bs, h, w = gt.shape[0], gt.shape[-2], gt.shape[-1] + dpred = batch_edt(pred, block=block) + cd = (gt * dpred).float().mean((-2, -1)) / np.sqrt(h**2 + w**2) + if len(cd.shape) == 2: + assert cd.shape[1] == 1 + cd = cd.squeeze(1) + return cd + + +def batch_chamfer_distance_p(gt, pred, block=1024, return_more=False): + assert gt.device == pred.device and gt.shape == pred.shape + bs, h, w = gt.shape[0], gt.shape[-2], gt.shape[-1] + dgt = batch_edt(gt, block=block) + cd = (pred * dgt).float().mean((-2, -1)) / np.sqrt(h**2 + w**2) + if len(cd.shape) == 2: + assert cd.shape[1] == 1 + cd = cd.squeeze(1) + return cd + + +# normalized by diameter +# always between [0,1] +def batch_hausdorff_distance(gt, pred, block=1024, return_more=False): + assert gt.device == pred.device and gt.shape == pred.shape + bs, h, w = gt.shape[0], gt.shape[-2], gt.shape[-1] + dgt = batch_edt(gt, block=block) + dpred = batch_edt(pred, block=block) + hd = torch.stack( + [ + (dgt * pred).amax(dim=(-2, -1)), + (dpred * gt).amax(dim=(-2, -1)), + ] + ).amax(dim=0).float() / np.sqrt(h**2 + w**2) + if len(hd.shape) == 2: + assert hd.shape[1] == 1 + hd = hd.squeeze(1) + return hd + + +#################### UTILITIES #################### + + +def reset_parameters(model): + for layer in model.children(): + if hasattr(layer, "reset_parameters"): + layer.reset_parameters() + return model + + +def channel_squeeze(x, dim=1): + a = x.shape[:dim] + b = x.shape[dim + 2 :] + return x.reshape(*a, -1, *b) + + +def channel_unsqueeze(x, shape, dim=1): + a = x.shape[:dim] + b = x.shape[dim + 1 :] + return x.reshape(*a, *shape, *b) + + +def default_collate(items, device=None): + return to(dict(torch.utils.data.dataloader.default_collate(items)), device) + + +def to(x, device): + if device is None: + return x + if issubclass(x.__class__, dict): + return dict( + { + k: v.to(device) if isinstance(v, torch.Tensor) else v + for k, v in x.items() + } + ) + if isinstance(x, torch.Tensor): + return x.to(device) + if isinstance(x, np.ndarray): + return torch.tensor(x).to(device) + assert 0, "data not understood" + + +################ PARSING ################ + +from argparse import Namespace + +# args: all args +# bargs: base args +# pargs: data processing args +# largs: data loading args +# margs: model args +# targs: training args + + +# typically used to read dataset filters +def read_filter(fn, cast=None, sort=True, sort_key=None): + if cast is None: + cast = lambda x: x + ans = [cast(line) for line in read(fn).split("\n") if line != ""] + if sort: + return sorted(ans, key=sort_key) + else: + return ans + + +################ FILE MANAGEMENT ################ + + +def mkfile(fn, parents=True, exist_ok=True): + dn = "/".join(fn.split("/")[:-1]) + mkdir(dn, parents=parents, exist_ok=exist_ok) + return fn + + +def mkdir(dn, parents=True, exist_ok=True): + pathlib.Path(dn).mkdir(parents=parents, exist_ok=exist_ok) + return dn if (not dn[-1] == "/" or dn == "/") else dn[:-1] + + +def fstrip(fn, return_more=False): + dspl = fn.split("/") + dn = "/".join(dspl[:-1]) if len(dspl) > 1 else "." + fn = dspl[-1] + fspl = fn.split(".") + if len(fspl) == 1: + bn = fspl[0] + ext = "" + else: + bn = ".".join(fspl[:-1]) + ext = fspl[-1] + if return_more: + return Namespace( + dn=dn, + fn=fn, + path=f"{dn}/{fn}", + bn_path=f"{dn}/{bn}", + bn=bn, + ext=ext, + ) + else: + return bn + + +def read(fn, mode="r"): + with open(fn, mode) as handle: + return handle.read() + + +def write(text, fn, mode="w"): + mkfile(fn, parents=True, exist_ok=True) + with open(fn, mode) as handle: + return handle.write(text) + + +import pickle + + +def dump(obj, fn, mode="wb"): + mkfile(fn, parents=True, exist_ok=True) + with open(fn, mode) as handle: + return pickle.dump(obj, handle) + + +def load(fn, mode="rb"): + with open(fn, mode) as handle: + return pickle.load(handle) + + +import json + + +def jwrite(x, fn, mode="w", indent="\t", sort_keys=False): + mkfile(fn, parents=True, exist_ok=True) + with open(fn, mode) as handle: + return json.dump(x, handle, indent=indent, sort_keys=sort_keys) + + +def jread(fn, mode="r"): + with open(fn, mode) as handle: + return json.load(handle) + + +try: + import yaml + + def ywrite(x, fn, mode="w", default_flow_style=False): + mkfile(fn, parents=True, exist_ok=True) + with open(fn, mode) as handle: + return yaml.dump(x, handle, default_flow_style=default_flow_style) + + def yread(fn, mode="r"): + with open(fn, mode) as handle: + return yaml.safe_load(handle) + +except: + pass + +try: + import pyunpack +except: + pass + +try: + import mysql + import mysql.connector +except: + pass + + +################ MISC ################ + +hakase = "./env/__hakase__.jpg" +if not os.path.isfile(hakase): + hakase = "./__env__/__hakase__.jpg" + + +def mem(units="m"): + return ( + psProcess(os.getpid()).memory_info().rss + / { + "b": 1, + "k": 1e3, + "m": 1e6, + "g": 1e9, + "t": 1e12, + }[units[0].lower()] + ) + + +def chunk(array, length, colwise=True): + if colwise: + return [array[i : i + length] for i in range(0, len(array), length)] + else: + return chunk(array, int(math.ceil(len(array) / length)), colwise=True) + + +def classtree(x): + return inspect.getclasstree(inspect.getmro(x)) + + +################ AESTHETIC ################ + + +class Table: + def __init__( + self, + table, + delimiter=" ", + orientation="br", + double_colon=True, + ): + self.delimiter = delimiter + self.orientation = orientation + self.t = Table.parse(table, delimiter, orientation, double_colon) + return + + # rendering + def __str__(self): + return self.render() + + def __repr__(self): + return self.render() + + def render(self): + # set up empty entry + empty = ("", Table._spec(self.orientation, transpose=False)) + + # calculate table size + t = copy.deepcopy(self.t) + totalrows = len(t) + totalcols = [len(r) for r in t] + assert min(totalcols) == max(totalcols) + totalcols = totalcols[0] + + # string-ify + for i in range(totalrows): + for j in range(totalcols): + x, s = t[i][j] + sp = s[11] + if sp: + x = eval(f'f"{{{x}{sp}}}"') + Table._put((str(x), s), t, (i, j), empty) + + # expand delimiters + _repl = ( + lambda s: s[:2] + (1, 0, 0, 0, 0) + s[7:10] + (1,) + s[11:] + if s[2] + else s[:2] + (0, 0, 0, 0, 0) + s[7:10] + (1,) + s[11:] + ) + for i, row in enumerate(t): + for j, (x, s_own) in enumerate(row): + # expand delim_up(^) + if s_own[3]: + u, v = i, j + while 0 <= u: + _, s = t[u][v] + if (i, j) != (u, v) and (s[2] and not s[10]): + break + Table._put((x, _repl(s)), t, (u, v), empty) + u -= 1 + + # expand delim_down(v) + if s_own[4]: + u, v = i, j + while u < totalrows: + _, s = t[u][v] + if (i, j) != (u, v) and (s[2] and not s[10]): + break + Table._put((x, _repl(s)), t, (u, v), empty) + u += 1 + + # expand delim_right(>) + if s_own[5]: + u, v = i, j + while v < totalcols: + _, s = t[u][v] + if (i, j) != (u, v) and (s[2] and not s[10]): + break + Table._put((x, _repl(s)), t, (u, v), empty) + v += 1 + + # expand delim_left(<) + if s_own[6]: + u, v = i, j + while 0 <= v: + _, s = t[u][v] + if (i, j) != (u, v) and (s[2] and not s[10]): + break + Table._put((x, _repl(s)), t, (u, v), empty) + v -= 1 + + # justification calculation + widths = [ + 0, + ] * totalcols # j + heights = [ + 0, + ] * totalrows # i + for i, row in enumerate(t): + for j, (x, s) in enumerate(row): + # height caclulation + heights[i] = max(heights[i], x.count("\n")) + + # width calculation; non-delim fillers no contribution + if s[2] or not s[10]: + w = max(len(q) for q in x.split("\n")) + widths[j] = max(widths[j], w) + # no newline ==> height=1 + heights = [h + 1 for h in heights] + + # render table + rend = [] + roff = 0 + for i, row in enumerate(t): + for j, (x, s) in enumerate(row): + w, h = widths[j], heights[i] + + # expand fillers and delimiters + if s[2] or s[10]: + xs = x.split("\n") + xw0 = min(len(l) for l in xs) + xw1 = max(len(l) for l in xs) + xh = len(xs) + if (xw0 == xw1 == w) and (xh == h): + pass + elif xw0 == xw1 == w: + x = "\n".join( + [ + xs[0], + ] + * h + ) + elif xh == h: + x = "\n".join([(l[0] if l else "") * w for l in xs]) + else: + x = x[0] if x else " " + x = "\n".join( + [ + x * w, + ] + * h + ) + + # justify horizontally + x = [l.rjust(w) if s[0] else l.ljust(w) for l in x.split("\n")] + + # justify vertically + plus = [ + " " * w, + ] * (h - len(x)) + x = plus + x if not s[1] else x + plus + + # input to table + for r, xline in enumerate(x): + Table._put(xline, rend, (roff + r, j), None) + roff += h + + # return rendered string + return "\n".join(["".join(r) for r in rend]) + + # parsing + def _spec(s, transpose=False): + if ":" in s: + i = s.index(":") + sp = s[i:] + s = s[:i] + else: + sp = "" + s = s.lower() + return ( + int("r" in s), # 0:: 0:left(l) 1:right(r) + int("t" in s), # 1:: 0:bottom(b) 1:top(t) + int(any([i in s for i in [".", "<", ">", "^", "v"]])), # 2:: delim_here(.) + int("^" in s if not transpose else "<" in s), # 3:: delim_up(^) + int("v" in s if not transpose else ">" in s), # 4:: delim_down(v) + int(">" in s if not transpose else "v" in s), # 5:: delim_right(>) + int("<" in s if not transpose else "^" in s), # 6:: delim_left(<) + int("+" in s), # 7:: subtable(+) + int("-" in s if not transpose else "|" in s), # 8:: subtable_horiz(-) + int("|" in s if not transpose else "-" in s), # 9:: subtable_vert(|) + int("_" in s), # 10:: fill(_); if delim, overwrite; else fit + sp, # 11:: special(:) f-string for numbers + ) + + def _put(obj, t, ij, empty): + i, j = ij + while i >= len(t): + t.append([]) + while j >= len(t[i]): + t[i].append(empty) + t[i][j] = obj + return + + def parse( + table, + delimiter=" ", + orientation="br", + double_colon=True, + ): + # disabling transpose + transpose = False + + # set up empty entry + empty = ("", Table._spec(orientation, transpose)) + + # transpose + t = [] + for i, row in enumerate(table): + for j, item in enumerate(row): + ij = (i, j) if not transpose else (j, i) + if type(item) == tuple and len(item) == 2 and type(item[1]) == str: + item = (item[0], Table._spec(item[1], transpose)) + elif double_colon and type(item) == str and "::" in item: + x, s = item.split("::") + item = (x, Table._spec(s, transpose)) + else: + item = (item, Table._spec(orientation, transpose)) + Table._put(item, t, ij, empty) + + # normalization + maxcol = 0 + maxrow = len(t) + for i, row in enumerate(t): + # take element number into account + maxcol = max(maxcol, len([i for i in row if not i[1][2]])) + + # take subtables into account + for j, (x, s) in enumerate(row): + if s[7]: + r = len(x) + maxrow = max(maxrow, i + r) + c = max(len(q) for q in x) + maxcol = max(maxcol, j + c) + elif s[8]: + c = len(x) + maxcol = max(maxcol, j + c) + elif s[9]: + r = len(x) + maxrow = max(maxrow, i + r) + totalcols = 2 * maxcol + 1 + totalrows = maxrow + t += [[]] * (totalrows - len(t)) + newt = [] + delim = (delimiter, Table._spec("._" + orientation, transpose)) + for i, row in enumerate(t): + wasd = False + tcount = 0 + for j in range(totalcols): + item = t[i][tcount] if tcount < len(t[i]) else empty + isd = item[1][2] + if wasd and isd: + Table._put(empty, newt, (i, j), empty) + wasd = False + elif wasd and not isd: + Table._put(item, newt, (i, j), empty) + tcount += 1 + wasd = False + elif not wasd and isd: + Table._put(item, newt, (i, j), empty) + tcount += 1 + wasd = True + elif not wasd and not isd: + Table._put(delim, newt, (i, j), empty) + wasd = True + t = newt + + # normalization: add dummy last column for delimiter + for row in t: + row.append(empty) + + # expand subtables + delim_cols = [i for i in range(totalcols) if i % 2 == 0] + while True: + # find a table + ij = None + for i, row in enumerate(t): + for j, item in enumerate(row): + st, s = item + if s[7]: + ij = i, j, 7, st, s + break + elif s[8]: + ij = i, j, 8, st, s + break + elif s[9]: + ij = i, j, 9, st, s + break + if ij is not None: + break + if ij is None: + break + + # replace its specs + i, j, k, st, s = ij + s = list(s) + s[7] = s[8] = s[9] = 0 + s = tuple(s) + + # expand it + if k == 7: # 2d table + for x, row in enumerate(st): + for y, obj in enumerate(row): + a = i + x if not transpose else i + y + b = j + 2 * y if not transpose else j + 2 * x + Table._put((obj, s), t, (a, b), None) + if k == 8: # subtable_horiz + for y, obj in enumerate(st): + Table._put((obj, s), t, (i, j + 2 * y), None) + if k == 9: # subtable_vert + for x, obj in enumerate(st): + Table._put((obj, s), t, (i + x, j), None) + + # return, finally + return t + + +class Resnet(nn.Module): + def __init__(self, channels): + super().__init__() + self.channels = ch = channels + self.net = nn.Sequential( + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + ) + return + + def forward(self, x): + return x + self.net(x) + + +class Synthesizer(nn.Module): + def __init__( + self, size, channels_image, channels_flow, channels_mask, channels_feature + ): + super().__init__() + self.size = size + self.diam = diam(self.size) + self.channels_image = cimg = channels_image + self.channels_flow = cflow = channels_flow + self.channels_mask = cmask = channels_mask + self.channels_feature = cfeat = channels_feature + self.channels = ch = cimg + cflow // 2 + cmask + cfeat + self.interpolator = Interpolator(self.size, mode="bilinear") + self.net = nn.Sequential( + nn.Conv2d(ch + 3, 64, kernel_size=1, padding=0), + Resnet(64), + nn.Sequential( + nn.PReLU(64), + nn.Conv2d(64, 32, kernel_size=3, padding=1), + nn.BatchNorm2d(32), + ), + Resnet(32), + nn.Sequential( + nn.PReLU(32), + nn.Conv2d(32, 16, kernel_size=3, padding=1), + nn.BatchNorm2d(16), + ), + Resnet(16), + nn.Sequential( + nn.PReLU(16), + nn.Conv2d(16, 3, kernel_size=3, padding=1), + ), + ) + return + + def forward(self, images, flows, masks, features, return_more=False): + itp = self.interpolator + images = [ + (images[0] + images[1]) / 2, + ] + images + logimgs = [itp(pixel_logit(i[:, :3])) for i in images] + cat = torch.cat( + [ + *logimgs, + *[itp(f).norm(dim=1, keepdim=True) / self.diam for f in flows], + *[itp(m) for m in masks], + *[itp(f) for f in features], + ], + dim=1, + ) + residual = self.net(cat) + return torch.sigmoid(logimgs[0] + 0.5 * residual), ( + locals() if return_more else None + ) + + +class FlowZMetric(nn.Module): + def __init__(self): + super().__init__() + return + + def forward(self, img0, img1, flow0, flow1, return_more=False): + # B(i0,f0) = i1 + # B(i1,f1) = i0 + # F(x,f0,z0) + # F(x,f1,z1) + img0 = kornia.color.rgb_to_lab(img0[:, :3]) + img1 = kornia.color.rgb_to_lab(img1[:, :3]) + return [ + -0.1 * (img1 - flow_backwarp(img0, flow0)).norm(dim=1, keepdim=True), # z0 + -0.1 * (img0 - flow_backwarp(img1, flow1)).norm(dim=1, keepdim=True), # z1 + ], (locals() if return_more else None) + + +class NEDT(nn.Module): + def __init__(self): + super().__init__() + return + + def forward( + self, + img, + t=2.0, + sigma_factor=1 / 540, + k=1.6, + epsilon=0.01, + kernel_factor=4, + exp_factor=540 / 15, + return_more=False, + ): + with torch.no_grad(): + dog = batch_dog( + img, + t=t, + sigma=img.shape[-2] * sigma_factor, + k=k, + epsilon=epsilon, + kernel_factor=kernel_factor, + clip=False, + ) + edt = batch_edt((dog > 0.5).float()) + ans = 1 - (-edt * exp_factor / max(edt.shape[-2:])).exp() + return ans, (locals() if return_more else None) + + +class HalfWarper(nn.Module): + def __init__(self): + super().__init__() + self.channels_image = 4 * 3 + self.channels_flow = 2 * 2 + self.channels_mask = 2 * 1 + self.channels = self.channels_image + self.channels_flow + self.channels_mask + + def morph_open(self, x, k): + if k == 0: + return x + else: + with torch.no_grad(): + return kornia.morphology.opening(x, torch.ones(k, k, device=x.device)) + + def forward(self, img0, img1, flow0, flow1, z0, z1, k, t=0.5, return_more=False): + # forewarps + flow0_ = (1 - t) * flow0 + flow1_ = t * flow1 + f01 = forewarp(img0, flow1_, mode="sm", metric=z1, mask=True) + f10 = forewarp(img1, flow0_, mode="sm", metric=z0, mask=True) + f01i, f01m = f01[:, :-1], self.morph_open(f01[:, -1:], k=k) + f10i, f10m = f10[:, :-1], self.morph_open(f10[:, -1:], k=k) + + # base guess + base0 = f01m * f01i + (1 - f01m) * f10i + base1 = f10m * f10i + (1 - f10m) * f01i + ans = [ + [ # images + base0, + base1, + f01i, + f10i, + ], + [ # flows + flow0_, + flow1_, + ], + [ # masks + f01m, + f10m, + ], + ] + return ans, (locals() if return_more else None) + + +class ResnetFeatureExtractor(nn.Module): + def __init__(self, inferserve_query, size_in=None): + super().__init__() + self.inferserve_query = iq = inferserve_query + self.size_in = si = size_in + if iq[0] == "torchvision": + # use pytorch pretrained resnet50 + self.base_hparams = None + resnet = tv.models.resnet50(pretrained=True) + + self.resize = T.Resize(256) + self.resnet_preprocess = T.Normalize( + mean=[0.485, 0.456, 0.406], + std=[0.229, 0.224, 0.225], + ) + self.conv1 = resnet.conv1 + self.bn1 = resnet.bn1 + self.relu = resnet.relu # 64ch, 128p (assuming 256p input) + self.maxpool = resnet.maxpool + self.layer1 = resnet.layer1 # 256ch, 64p + self.layer2 = resnet.layer2 # 512ch, 32p + else: + base = userving.infer_model_load(*iq).eval() + self.base_hparams = base.hparams + + self.resize = T.Resize(base.hparams.largs.size) + self.resnet_preprocess = base.resnet_preprocess + self.conv1 = base.resnet.conv1 + self.bn1 = base.resnet.bn1 + self.relu = base.resnet.relu # 64ch, 128p (assuming 256p input) + self.maxpool = base.resnet.maxpool + self.layer1 = base.resnet.layer1 # 256ch, 64p + self.layer2 = base.resnet.layer2 # 512ch, 32p + if self.size_in is None: + self.sizes_out = None + else: + s = self.resize.size + self.sizes_out = [ + pixel_ij( + rescale_dry(si, (s // 2) / si[0]), rounding="ceil" + ), # conv1, 128p + pixel_ij( + rescale_dry(si, (s // 4) / si[0]), rounding="ceil" + ), # layer1, 64p + pixel_ij( + rescale_dry(si, (s // 8) / si[0]), rounding="ceil" + ), # layer2, 32p + ] + self.channels = [ + 64, + 256, + 512, + ] + return + + def forward(self, x, force_sizes_out=False, return_more=False): + ans = [] + x = x[:, :3] + x = self.resize(x) + x = self.resnet_preprocess(x) + x = self.conv1(x) + x = self.bn1(x) + x = self.relu(x) + ans.append(x) # conv1 + x = self.maxpool(x) + x = self.layer1(x) + ans.append(x) # layer1 + x = self.layer2(x) + ans.append(x) # layer2 + if force_sizes_out or (self.sizes_out is None): + self.sizes_out = [tuple(q.shape[-2:]) for q in ans] + return ans, (locals() if return_more else None) + + +class NetNedt(nn.Module): + def __init__(self): + super().__init__() + chin = 3 + 1 + 4 + 4 + 1 + 1 + ch = 16 + chout = 1 + self.net = nn.Sequential( + nn.PReLU(chin), + nn.Conv2d(chin, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, chout, kernel_size=3, padding=1), + ) + return + + def forward(self, out_base, out_base_nedt, hw_imgs, hw_masks, return_more=False): + cat = torch.cat( + [ + out_base, # 3 + out_base_nedt, # 1 + hw_imgs[0], # 4 + hw_imgs[1], # 4 + hw_masks[0], # 1 + hw_masks[1], # 1 + ], + dim=1, + ) + log = pixel_logit(cat.clip(0, 1)) + ans = torch.sigmoid(self.net(log)) + return ans, (locals() if return_more else None) + + +class NetTail(nn.Module): + def __init__(self): + super().__init__() + chin = 3 + 1 + 1 + ch = 16 + chout = 3 + self.net = nn.Sequential( + nn.PReLU(chin), + nn.Conv2d(chin, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, ch, kernel_size=3, padding=1), + nn.BatchNorm2d(ch), + nn.PReLU(ch), + nn.Conv2d(ch, chout, kernel_size=3, padding=1), + ) + return + + def forward(self, out_base, out_base_nedt, pred_nedt, return_more=False): + cat = torch.cat( + [ + out_base, # 3 + out_base_nedt, # 1 + pred_nedt, # 1 + ], + dim=1, + ) + log = pixel_logit(cat.clip(0, 1)) + ans = torch.sigmoid(log[:, :3] + self.net(log)) + return ans, (locals() if return_more else None) + + +class SoftsplatLite(nn.Module): + def __init__(self): + super().__init__() + self.feature_extractor = ResnetFeatureExtractor( + ("torchvision", "resnet50"), + (540, 960), + ) + self.z_metric = FlowZMetric() + self.flow_downsamplers = [ + Interpolator(s, mode="bilinear") for s in self.feature_extractor.sizes_out + ] + self.gridnet_converter = GridnetConverter( + self.feature_extractor.channels, + [32, 64, 128], + ) + self.gridnet = Gridnet( + *[32, 64, 128], + total_dropout_p=0.0, + depth=1, # equivalent to u-net + ) + self.nedt = NEDT() + self.half_warper = HalfWarper() + self.synthesizer = Synthesizer( + (540, 960), + self.half_warper.channels_image, + self.half_warper.channels_flow, + self.half_warper.channels_mask, + self.gridnet.channels_0, + ) + return + + def forward(self, x, t=0.5, k=5, return_more=False): + rm = return_more + flow0, flow1 = x["flows"].swapaxes(0, 1) + img0, img1 = x["images"][:, 0], x["images"][:, -1] + (z0, z1), locs_z = self.z_metric(img0, img1, flow0, flow1, return_more=rm) + img0 = torch.cat([img0, self.nedt(img0)[0]], dim=1) + img1 = torch.cat([img1, self.nedt(img1)[0]], dim=1) + + # images and flows + (hw_imgs, hw_flows, hw_masks), locs_hw = self.half_warper( + img0, + img1, + flow0, + flow1, + z0, + z1, + k, + t=t, + return_more=rm, + ) + + # features + feats0, locs_fe0 = self.feature_extractor(img0, return_more=rm) + feats1, locs_fe1 = self.feature_extractor(img1, return_more=rm) + warps = [] + for ft0, ft1, ds in zip(feats0, feats1, self.flow_downsamplers): + (w, _, _), _ = self.half_warper( + ft0, + ft1, + ds(flow0, 1), + ds(flow1, 1), + ds(z0), + ds(z1), + k, + t=t, + ) + warps.append((w[0] + w[1]) / 2) + feats = self.gridnet(self.gridnet_converter(warps)) + + # synthesis + pred, locs_synth = self.synthesizer( + hw_imgs, + hw_flows, + hw_masks, + [ + feats[0], + ], + return_more=rm, + ) + return pred, (locals() if rm else None) + + +class DTM(nn.Module): + def __init__(self): + super().__init__() + self.net_nedt = NetNedt() + self.net_tail = NetTail() + self.nedt = NEDT() + return + + def forward(self, x, out_base, locs_base, return_more=False): + rm = return_more + with torch.no_grad(): + out_base_nedt, locs_base_nedt = self.nedt(out_base, return_more=rm) + hw_imgs, hw_masks = locs_base["hw_imgs"], locs_base["hw_masks"] + pred_nedt, locs_nedt = self.net_nedt( + out_base, out_base_nedt, hw_imgs, hw_masks, return_more=rm + ) + pred, locs_tail = self.net_tail( + out_base, out_base_nedt, pred_nedt.clone().detach(), return_more=rm + ) + return torch.cat([pred, pred_nedt], dim=1), (locals() if rm else None) + + +class RAFT(nn.Module): + def __init__(self, path="/workspace/tensorrt/models/anime_interp_full.ckpt"): + super().__init__() + self.raft = RFR( + Namespace( + small=False, + mixed_precision=False, + ) + ) + if path is not None: + sd = torch.load(path)["model_state_dict"] + self.raft.load_state_dict( + { + k[len("module.flownet.") :]: v + for k, v in sd.items() + if k.startswith("module.flownet.") + }, + strict=False, + ) + return + + def forward(self, img0, img1, flow0=None, iters=12, return_more=False): + if flow0 is not None: + flow0 = flow0.flip(dims=(1,)) + out = self.raft(img1, img0, iters=iters, flow_init=flow0) + return out[0].flip(dims=(1,)), (locals() if return_more else None) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/film/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/film/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..1f89f1bdc63d149a36c72614b3f1c7ed7ffa7962 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/film/__init__.py @@ -0,0 +1,113 @@ +import torch +from comfy.model_management import get_torch_device, soft_empty_cache +import bisect +import numpy as np +import typing +from vfi_utils import InterpolationStateList, load_file_from_github_release, preprocess_frames, postprocess_frames +import pathlib +import gc + +MODEL_TYPE = pathlib.Path(__file__).parent.name +DEVICE = get_torch_device() +def inference(model, img_batch_1, img_batch_2, inter_frames): + results = [ + img_batch_1, + img_batch_2 + ] + + idxes = [0, inter_frames + 1] + remains = list(range(1, inter_frames + 1)) + + splits = torch.linspace(0, 1, inter_frames + 2) + + for _ in range(len(remains)): + starts = splits[idxes[:-1]] + ends = splits[idxes[1:]] + distances = ((splits[None, remains] - starts[:, None]) / (ends[:, None] - starts[:, None]) - .5).abs() + matrix = torch.argmin(distances).item() + start_i, step = np.unravel_index(matrix, distances.shape) + end_i = start_i + 1 + + x0 = results[start_i].to(DEVICE) + x1 = results[end_i].to(DEVICE) + dt = x0.new_full((1, 1), (splits[remains[step]] - splits[idxes[start_i]])) / (splits[idxes[end_i]] - splits[idxes[start_i]]) + + with torch.no_grad(): + prediction = model(x0, x1, dt) + insert_position = bisect.bisect_left(idxes, remains[step]) + idxes.insert(insert_position, remains[step]) + results.insert(insert_position, prediction.clamp(0, 1).float()) + del remains[step] + + return [tensor.flip(0) for tensor in results] + +class FILM_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (["film_net_fp32.pt"], ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + interpolation_states = optional_interpolation_states + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + model = torch.jit.load(model_path, map_location='cpu') + model.eval() + model = model.to(DEVICE) + dtype = torch.float32 + + frames = preprocess_frames(frames) + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + output_frames = [] + + if type(multiplier) == int: + multipliers = [multiplier] * len(frames) + else: + multipliers = list(map(int, multiplier)) + multipliers += [2] * (len(frames) - len(multipliers) - 1) + for frame_itr in range(len(frames) - 1): # Skip the final frame since there are no frames after it + if interpolation_states is not None and interpolation_states.is_frame_skipped(frame_itr): + continue + #Ensure that input frames are in fp32 - the same dtype as model + frame_0 = frames[frame_itr:frame_itr+1].to(DEVICE).float() + frame_1 = frames[frame_itr+1:frame_itr+2].to(DEVICE).float() + relust = inference(model, frame_0, frame_1, multipliers[frame_itr] - 1) + output_frames.extend([frame.detach().cpu().to(dtype=dtype) for frame in relust[:-1]]) + + number_of_frames_processed_since_last_cleared_cuda_cache += 1 + # Try to avoid a memory overflow by clearing cuda cache regularly + if number_of_frames_processed_since_last_cleared_cuda_cache >= clear_cache_after_n_frames: + print("Comfy-VFI: Clearing cache...", end = ' ') + soft_empty_cache() + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + print("Done cache clearing") + gc.collect() + + output_frames.append(frames[-1:].to(dtype=dtype)) # Append final frame + output_frames = [frame.cpu() for frame in output_frames] #Ensure all frames are in cpu + out = torch.cat(output_frames, dim=0) + # clear cache for courtesy + print("Comfy-VFI: Final clearing cache...", end = ' ') + soft_empty_cache() + print("Done cache clearing") + return (postprocess_frames(out), ) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/film/film_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/film/film_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..a527e842f8e97d2c0f2c6997d8fa4d3134e59167 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/film/film_arch.py @@ -0,0 +1,798 @@ +""" +https://github.com/dajes/frame-interpolation-pytorch/blob/main/feature_extractor.py +https://github.com/dajes/frame-interpolation-pytorch/blob/main/fusion.py +https://github.com/dajes/frame-interpolation-pytorch/blob/main/interpolator.py +https://github.com/dajes/frame-interpolation-pytorch/blob/main/pyramid_flow_estimator.py +https://github.com/dajes/frame-interpolation-pytorch/blob/main/util.py +""" + +"""PyTorch layer for extracting image features for the film_net interpolator. + +The feature extractor implemented here converts an image pyramid into a pyramid +of deep features. The feature pyramid serves a similar purpose as U-Net +architecture's encoder, but we use a special cascaded architecture described in +Multi-view Image Fusion [1]. + +For comprehensiveness, below is a short description of the idea. While the +description is a bit involved, the cascaded feature pyramid can be used just +like any image feature pyramid. + +Why cascaded architeture? +========================= +To understand the concept it is worth reviewing a traditional feature pyramid +first: *A traditional feature pyramid* as in U-net or in many optical flow +networks is built by alternating between convolutions and pooling, starting +from the input image. + +It is well known that early features of such architecture correspond to low +level concepts such as edges in the image whereas later layers extract +semantically higher level concepts such as object classes etc. In other words, +the meaning of the filters in each resolution level is different. For problems +such as semantic segmentation and many others this is a desirable property. + +However, the asymmetric features preclude sharing weights across resolution +levels in the feature extractor itself and in any subsequent neural networks +that follow. This can be a downside, since optical flow prediction, for +instance is symmetric across resolution levels. The cascaded feature +architecture addresses this shortcoming. + +How is it built? +================ +The *cascaded* feature pyramid contains feature vectors that have constant +length and meaning on each resolution level, except few of the finest ones. The +advantage of this is that the subsequent optical flow layer can learn +synergically from many resolutions. This means that coarse level prediction can +benefit from finer resolution training examples, which can be useful with +moderately sized datasets to avoid overfitting. + +The cascaded feature pyramid is built by extracting shallower subtree pyramids, +each one of them similar to the traditional architecture. Each subtree +pyramid S_i is extracted starting from each resolution level: + +image resolution 0 -> S_0 +image resolution 1 -> S_1 +image resolution 2 -> S_2 +... + +If we denote the features at level j of subtree i as S_i_j, the cascaded pyramid +is constructed by concatenating features as follows (assuming subtree depth=3): + +lvl +feat_0 = concat( S_0_0 ) +feat_1 = concat( S_1_0 S_0_1 ) +feat_2 = concat( S_2_0 S_1_1 S_0_2 ) +feat_3 = concat( S_3_0 S_2_1 S_1_2 ) +feat_4 = concat( S_4_0 S_3_1 S_2_2 ) +feat_5 = concat( S_5_0 S_4_1 S_3_2 ) + .... + +In above, all levels except feat_0 and feat_1 have the same number of features +with similar semantic meaning. This enables training a single optical flow +predictor module shared by levels 2,3,4,5... . For more details and evaluation +see [1]. + +[1] Multi-view Image Fusion, Trinidad et al. 2019 +""" +from typing import List + +import torch +from torch import nn +from torch.nn import functional as F + + +class SubTreeExtractor(nn.Module): + """Extracts a hierarchical set of features from an image. + + This is a conventional, hierarchical image feature extractor, that extracts + [k, k*2, k*4... ] filters for the image pyramid where k=options.sub_levels. + Each level is followed by average pooling. + """ + + def __init__(self, in_channels=3, channels=64, n_layers=4): + super().__init__() + convs = [] + for i in range(n_layers): + convs.append(nn.Sequential( + conv(in_channels, (channels << i), 3), + conv((channels << i), (channels << i), 3) + )) + in_channels = channels << i + self.convs = nn.ModuleList(convs) + + def forward(self, image: torch.Tensor, n: int) -> List[torch.Tensor]: + """Extracts a pyramid of features from the image. + + Args: + image: TORCH.Tensor with shape BATCH_SIZE x HEIGHT x WIDTH x CHANNELS. + n: number of pyramid levels to extract. This can be less or equal to + options.sub_levels given in the __init__. + Returns: + The pyramid of features, starting from the finest level. Each element + contains the output after the last convolution on the corresponding + pyramid level. + """ + head = image + pyramid = [] + for i, layer in enumerate(self.convs): + head = layer(head) + pyramid.append(head) + if i < n - 1: + head = F.avg_pool2d(head, kernel_size=2, stride=2) + return pyramid + + +class FeatureExtractor(nn.Module): + """Extracts features from an image pyramid using a cascaded architecture. + """ + + def __init__(self, in_channels=3, channels=64, sub_levels=4): + super().__init__() + self.extract_sublevels = SubTreeExtractor(in_channels, channels, sub_levels) + self.sub_levels = sub_levels + + def forward(self, image_pyramid: List[torch.Tensor]) -> List[torch.Tensor]: + """Extracts a cascaded feature pyramid. + + Args: + image_pyramid: Image pyramid as a list, starting from the finest level. + Returns: + A pyramid of cascaded features. + """ + sub_pyramids: List[List[torch.Tensor]] = [] + for i in range(len(image_pyramid)): + # At each level of the image pyramid, creates a sub_pyramid of features + # with 'sub_levels' pyramid levels, re-using the same SubTreeExtractor. + # We use the same instance since we want to share the weights. + # + # However, we cap the depth of the sub_pyramid so we don't create features + # that are beyond the coarsest level of the cascaded feature pyramid we + # want to generate. + capped_sub_levels = min(len(image_pyramid) - i, self.sub_levels) + sub_pyramids.append(self.extract_sublevels(image_pyramid[i], capped_sub_levels)) + # Below we generate the cascades of features on each level of the feature + # pyramid. Assuming sub_levels=3, The layout of the features will be + # as shown in the example on file documentation above. + feature_pyramid: List[torch.Tensor] = [] + for i in range(len(image_pyramid)): + features = sub_pyramids[i][0] + for j in range(1, self.sub_levels): + if j <= i: + features = torch.cat([features, sub_pyramids[i - j][j]], dim=1) + feature_pyramid.append(features) + return feature_pyramid + + + + + + + + + + + +"""The final fusion stage for the film_net frame interpolator. + +The inputs to this module are the warped input images, image features and +flow fields, all aligned to the target frame (often midway point between the +two original inputs). The output is the final image. FILM has no explicit +occlusion handling -- instead using the abovementioned information this module +automatically decides how to best blend the inputs together to produce content +in areas where the pixels can only be borrowed from one of the inputs. + +Similarly, this module also decides on how much to blend in each input in case +of fractional timestep that is not at the halfway point. For example, if the two +inputs images are at t=0 and t=1, and we were to synthesize a frame at t=0.1, +it often makes most sense to favor the first input. However, this is not +always the case -- in particular in occluded pixels. + +The architecture of the Fusion module follows U-net [1] architecture's decoder +side, e.g. each pyramid level consists of concatenation with upsampled coarser +level output, and two 3x3 convolutions. + +The upsampling is implemented as 'resize convolution', e.g. nearest neighbor +upsampling followed by 2x2 convolution as explained in [2]. The classic U-net +uses max-pooling which has a tendency to create checkerboard artifacts. + +[1] Ronneberger et al. U-Net: Convolutional Networks for Biomedical Image + Segmentation, 2015, https://arxiv.org/pdf/1505.04597.pdf +[2] https://distill.pub/2016/deconv-checkerboard/ +""" +from typing import List + +import torch +from torch import nn +from torch.nn import functional as F + + +_NUMBER_OF_COLOR_CHANNELS = 3 + + +def get_channels_at_level(level, filters): + n_images = 2 + channels = _NUMBER_OF_COLOR_CHANNELS + flows = 2 + + return (sum(filters << i for i in range(level)) + channels + flows) * n_images + + +class Fusion(nn.Module): + """The decoder.""" + + def __init__(self, n_layers=4, specialized_layers=3, filters=64): + """ + Args: + m: specialized levels + """ + super().__init__() + + # The final convolution that outputs RGB: + self.output_conv = nn.Conv2d(filters, 3, kernel_size=1) + + # Each item 'convs[i]' will contain the list of convolutions to be applied + # for pyramid level 'i'. + self.convs = nn.ModuleList() + + # Create the convolutions. Roughly following the feature extractor, we + # double the number of filters when the resolution halves, but only up to + # the specialized_levels, after which we use the same number of filters on + # all levels. + # + # We create the convs in fine-to-coarse order, so that the array index + # for the convs will correspond to our normal indexing (0=finest level). + # in_channels: tuple = (128, 202, 256, 522, 512, 1162, 1930, 2442) + + in_channels = get_channels_at_level(n_layers, filters) + increase = 0 + for i in range(n_layers)[::-1]: + num_filters = (filters << i) if i < specialized_layers else (filters << specialized_layers) + convs = nn.ModuleList([ + conv(in_channels, num_filters, size=2, activation=None), + conv(in_channels + (increase or num_filters), num_filters, size=3), + conv(num_filters, num_filters, size=3)] + ) + self.convs.append(convs) + in_channels = num_filters + increase = get_channels_at_level(i, filters) - num_filters // 2 + + def forward(self, pyramid: List[torch.Tensor]) -> torch.Tensor: + """Runs the fusion module. + + Args: + pyramid: The input feature pyramid as list of tensors. Each tensor being + in (B x H x W x C) format, with finest level tensor first. + + Returns: + A batch of RGB images. + Raises: + ValueError, if len(pyramid) != config.fusion_pyramid_levels as provided in + the constructor. + """ + + # As a slight difference to a conventional decoder (e.g. U-net), we don't + # apply any extra convolutions to the coarsest level, but just pass it + # to finer levels for concatenation. This choice has not been thoroughly + # evaluated, but is motivated by the educated guess that the fusion part + # probably does not need large spatial context, because at this point the + # features are spatially aligned by the preceding warp. + net = pyramid[-1] + + # Loop starting from the 2nd coarsest level: + # for i in reversed(range(0, len(pyramid) - 1)): + for k, layers in enumerate(self.convs): + i = len(self.convs) - 1 - k + # Resize the tensor from coarser level to match for concatenation. + level_size = pyramid[i].shape[2:4] + net = F.interpolate(net, size=level_size, mode='nearest') + net = layers[0](net) + net = torch.cat([pyramid[i], net], dim=1) + net = layers[1](net) + net = layers[2](net) + net = self.output_conv(net) + return net + + + + + + + + + + + +"""The film_net frame interpolator main model code. + +Basics +====== +The film_net is an end-to-end learned neural frame interpolator implemented as +a PyTorch model. It has the following inputs and outputs: + +Inputs: + x0: image A. + x1: image B. + time: desired sub-frame time. + +Outputs: + image: the predicted in-between image at the chosen time in range [0, 1]. + +Additional outputs include forward and backward warped image pyramids, flow +pyramids, etc., that can be visualized for debugging and analysis. + +Note that many training sets only contain triplets with ground truth at +time=0.5. If a model has been trained with such training set, it will only work +well for synthesizing frames at time=0.5. Such models can only generate more +in-between frames using recursion. + +Architecture +============ +The inference consists of three main stages: 1) feature extraction 2) warping +3) fusion. On high-level, the architecture has similarities to Context-aware +Synthesis for Video Frame Interpolation [1], but the exact architecture is +closer to Multi-view Image Fusion [2] with some modifications for the frame +interpolation use-case. + +Feature extraction stage employs the cascaded multi-scale architecture described +in [2]. The advantage of this architecture is that coarse level flow prediction +can be learned from finer resolution image samples. This is especially useful +to avoid overfitting with moderately sized datasets. + +The warping stage uses a residual flow prediction idea that is similar to +PWC-Net [3], Multi-view Image Fusion [2] and many others. + +The fusion stage is similar to U-Net's decoder where the skip connections are +connected to warped image and feature pyramids. This is described in [2]. + +Implementation Conventions +==================== +Pyramids +-------- +Throughtout the model, all image and feature pyramids are stored as python lists +with finest level first followed by downscaled versions obtained by successively +halving the resolution. The depths of all pyramids are determined by +options.pyramid_levels. The only exception to this is internal to the feature +extractor, where smaller feature pyramids are temporarily constructed with depth +options.sub_levels. + +Color ranges & gamma +-------------------- +The model code makes no assumptions on whether the images are in gamma or +linearized space or what is the range of RGB color values. So a model can be +trained with different choices. This does not mean that all the choices lead to +similar results. In practice the model has been proven to work well with RGB +scale = [0,1] with gamma-space images (i.e. not linearized). + +[1] Context-aware Synthesis for Video Frame Interpolation, Niklaus and Liu, 2018 +[2] Multi-view Image Fusion, Trinidad et al, 2019 +[3] PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume +""" +from typing import Dict, List + +import torch +from torch import nn + + + +class Interpolator(nn.Module): + def __init__( + self, + pyramid_levels=7, + fusion_pyramid_levels=5, + specialized_levels=3, + sub_levels=4, + filters=64, + flow_convs=(3, 3, 3, 3), + flow_filters=(32, 64, 128, 256), + ): + super().__init__() + self.pyramid_levels = pyramid_levels + self.fusion_pyramid_levels = fusion_pyramid_levels + + self.extract = FeatureExtractor(3, filters, sub_levels) + self.predict_flow = PyramidFlowEstimator(filters, flow_convs, flow_filters) + self.fuse = Fusion(sub_levels, specialized_levels, filters) + + def shuffle_images(self, x0, x1): + return [ + build_image_pyramid(x0, self.pyramid_levels), + build_image_pyramid(x1, self.pyramid_levels) + ] + + def debug_forward(self, x0, x1, batch_dt) -> Dict[str, List[torch.Tensor]]: + image_pyramids = self.shuffle_images(x0, x1) + + # Siamese feature pyramids: + feature_pyramids = [self.extract(image_pyramids[0]), self.extract(image_pyramids[1])] + + # Predict forward flow. + forward_residual_flow_pyramid = self.predict_flow(feature_pyramids[0], feature_pyramids[1]) + + # Predict backward flow. + backward_residual_flow_pyramid = self.predict_flow(feature_pyramids[1], feature_pyramids[0]) + + # Concatenate features and images: + + # Note that we keep up to 'fusion_pyramid_levels' levels as only those + # are used by the fusion module. + + forward_flow_pyramid = flow_pyramid_synthesis(forward_residual_flow_pyramid)[:self.fusion_pyramid_levels] + + backward_flow_pyramid = flow_pyramid_synthesis(backward_residual_flow_pyramid)[:self.fusion_pyramid_levels] + + # We multiply the flows with t and 1-t to warp to the desired fractional time. + # + # Note: In film_net we fix time to be 0.5, and recursively invoke the interpo- + # lator for multi-frame interpolation. Below, we create a constant tensor of + # shape [B]. We use the `time` tensor to infer the batch size. + mid_time = torch.full_like(batch_dt, .5) + backward_flow = multiply_pyramid(backward_flow_pyramid, mid_time[:, 0]) + forward_flow = multiply_pyramid(forward_flow_pyramid, 1 - mid_time[:, 0]) + + pyramids_to_warp = [ + concatenate_pyramids(image_pyramids[0][:self.fusion_pyramid_levels], + feature_pyramids[0][:self.fusion_pyramid_levels]), + concatenate_pyramids(image_pyramids[1][:self.fusion_pyramid_levels], + feature_pyramids[1][:self.fusion_pyramid_levels]) + ] + + # Warp features and images using the flow. Note that we use backward warping + # and backward flow is used to read from image 0 and forward flow from + # image 1. + forward_warped_pyramid = pyramid_warp(pyramids_to_warp[0], backward_flow) + backward_warped_pyramid = pyramid_warp(pyramids_to_warp[1], forward_flow) + + aligned_pyramid = concatenate_pyramids(forward_warped_pyramid, + backward_warped_pyramid) + aligned_pyramid = concatenate_pyramids(aligned_pyramid, backward_flow) + aligned_pyramid = concatenate_pyramids(aligned_pyramid, forward_flow) + + return { + 'image': [self.fuse(aligned_pyramid)], + 'forward_residual_flow_pyramid': forward_residual_flow_pyramid, + 'backward_residual_flow_pyramid': backward_residual_flow_pyramid, + 'forward_flow_pyramid': forward_flow_pyramid, + 'backward_flow_pyramid': backward_flow_pyramid, + } + + + def forward(self, x0, x1, batch_dt) -> torch.Tensor: + return self.debug_forward(x0, x1, batch_dt)['image'][0] + + + + + + + + + + +"""PyTorch layer for estimating optical flow by a residual flow pyramid. + +This approach of estimating optical flow between two images can be traced back +to [1], but is also used by later neural optical flow computation methods such +as SpyNet [2] and PWC-Net [3]. + +The basic idea is that the optical flow is first estimated in a coarse +resolution, then the flow is upsampled to warp the higher resolution image and +then a residual correction is computed and added to the estimated flow. This +process is repeated in a pyramid on coarse to fine order to successively +increase the resolution of both optical flow and the warped image. + +In here, the optical flow predictor is used as an internal component for the +film_net frame interpolator, to warp the two input images into the inbetween, +target frame. + +[1] F. Glazer, Hierarchical motion detection. PhD thesis, 1987. +[2] A. Ranjan and M. J. Black, Optical Flow Estimation using a Spatial Pyramid + Network. 2016 +[3] D. Sun X. Yang, M-Y. Liu and J. Kautz, PWC-Net: CNNs for Optical Flow Using + Pyramid, Warping, and Cost Volume, 2017 +""" +from typing import List + +import torch +from torch import nn +from torch.nn import functional as F + + + +class FlowEstimator(nn.Module): + """Small-receptive field predictor for computing the flow between two images. + + This is used to compute the residual flow fields in PyramidFlowEstimator. + + Note that while the number of 3x3 convolutions & filters to apply is + configurable, two extra 1x1 convolutions are appended to extract the flow in + the end. + + Attributes: + name: The name of the layer + num_convs: Number of 3x3 convolutions to apply + num_filters: Number of filters in each 3x3 convolution + """ + + def __init__(self, in_channels: int, num_convs: int, num_filters: int): + super(FlowEstimator, self).__init__() + + self._convs = nn.ModuleList() + for i in range(num_convs): + self._convs.append(conv(in_channels=in_channels, out_channels=num_filters, size=3)) + in_channels = num_filters + self._convs.append(conv(in_channels, num_filters // 2, size=1)) + in_channels = num_filters // 2 + # For the final convolution, we want no activation at all to predict the + # optical flow vector values. We have done extensive testing on explicitly + # bounding these values using sigmoid, but it turned out that having no + # activation gives better results. + self._convs.append(conv(in_channels, 2, size=1, activation=None)) + + def forward(self, features_a: torch.Tensor, features_b: torch.Tensor) -> torch.Tensor: + """Estimates optical flow between two images. + + Args: + features_a: per pixel feature vectors for image A (B x H x W x C) + features_b: per pixel feature vectors for image B (B x H x W x C) + + Returns: + A tensor with optical flow from A to B + """ + net = torch.cat([features_a, features_b], dim=1) + for conv in self._convs: + net = conv(net) + return net + + +class PyramidFlowEstimator(nn.Module): + """Predicts optical flow by coarse-to-fine refinement. + """ + + def __init__(self, filters: int = 64, + flow_convs: tuple = (3, 3, 3, 3), + flow_filters: tuple = (32, 64, 128, 256)): + super(PyramidFlowEstimator, self).__init__() + + in_channels = filters << 1 + predictors = [] + for i in range(len(flow_convs)): + predictors.append( + FlowEstimator( + in_channels=in_channels, + num_convs=flow_convs[i], + num_filters=flow_filters[i])) + in_channels += filters << (i + 2) + self._predictor = predictors[-1] + self._predictors = nn.ModuleList(predictors[:-1][::-1]) + + def forward(self, feature_pyramid_a: List[torch.Tensor], + feature_pyramid_b: List[torch.Tensor]) -> List[torch.Tensor]: + """Estimates residual flow pyramids between two image pyramids. + + Each image pyramid is represented as a list of tensors in fine-to-coarse + order. Each individual image is represented as a tensor where each pixel is + a vector of image features. + + flow_pyramid_synthesis can be used to convert the residual flow + pyramid returned by this method into a flow pyramid, where each level + encodes the flow instead of a residual correction. + + Args: + feature_pyramid_a: image pyramid as a list in fine-to-coarse order + feature_pyramid_b: image pyramid as a list in fine-to-coarse order + + Returns: + List of flow tensors, in fine-to-coarse order, each level encoding the + difference against the bilinearly upsampled version from the coarser + level. The coarsest flow tensor, e.g. the last element in the array is the + 'DC-term', e.g. not a residual (alternatively you can think of it being a + residual against zero). + """ + levels = len(feature_pyramid_a) + v = self._predictor(feature_pyramid_a[-1], feature_pyramid_b[-1]) + residuals = [v] + for i in range(levels - 2, len(self._predictors) - 1, -1): + # Upsamples the flow to match the current pyramid level. Also, scales the + # magnitude by two to reflect the new size. + level_size = feature_pyramid_a[i].shape[2:4] + v = F.interpolate(2 * v, size=level_size, mode='bilinear') + # Warp feature_pyramid_b[i] image based on the current flow estimate. + warped = warp(feature_pyramid_b[i], v) + # Estimate the residual flow between pyramid_a[i] and warped image: + v_residual = self._predictor(feature_pyramid_a[i], warped) + residuals.insert(0, v_residual) + v = v_residual + v + + for k, predictor in enumerate(self._predictors): + i = len(self._predictors) - 1 - k + # Upsamples the flow to match the current pyramid level. Also, scales the + # magnitude by two to reflect the new size. + level_size = feature_pyramid_a[i].shape[2:4] + v = F.interpolate(2 * v, size=level_size, mode='bilinear') + # Warp feature_pyramid_b[i] image based on the current flow estimate. + warped = warp(feature_pyramid_b[i], v) + # Estimate the residual flow between pyramid_a[i] and warped image: + v_residual = predictor(feature_pyramid_a[i], warped) + residuals.insert(0, v_residual) + v = v_residual + v + return residuals + + + + + + + + + + +"""Various utilities used in the film_net frame interpolator model.""" +from typing import List, Optional + +import cv2 +import numpy as np +import torch +from torch import nn +from torch.nn import functional as F + + +def pad_batch(batch, align): + height, width = batch.shape[1:3] + height_to_pad = (align - height % align) if height % align != 0 else 0 + width_to_pad = (align - width % align) if width % align != 0 else 0 + + crop_region = [height_to_pad >> 1, width_to_pad >> 1, height + (height_to_pad >> 1), width + (width_to_pad >> 1)] + batch = np.pad(batch, ((0, 0), (height_to_pad >> 1, height_to_pad - (height_to_pad >> 1)), + (width_to_pad >> 1, width_to_pad - (width_to_pad >> 1)), (0, 0)), mode='constant') + return batch, crop_region + + +def load_image(path, align=64): + image = cv2.cvtColor(cv2.imread(path), cv2.COLOR_BGR2RGB).astype(np.float32) / np.float32(255) + image_batch, crop_region = pad_batch(np.expand_dims(image, axis=0), align) + return image_batch, crop_region + + +def build_image_pyramid(image: torch.Tensor, pyramid_levels: int = 3) -> List[torch.Tensor]: + """Builds an image pyramid from a given image. + + The original image is included in the pyramid and the rest are generated by + successively halving the resolution. + + Args: + image: the input image. + options: film_net options object + + Returns: + A list of images starting from the finest with options.pyramid_levels items + """ + + pyramid = [] + for i in range(pyramid_levels): + pyramid.append(image) + if i < pyramid_levels - 1: + image = F.avg_pool2d(image, 2, 2) + return pyramid + + +def warp(image: torch.Tensor, flow: torch.Tensor) -> torch.Tensor: + """Backward warps the image using the given flow. + + Specifically, the output pixel in batch b, at position x, y will be computed + as follows: + (flowed_y, flowed_x) = (y+flow[b, y, x, 1], x+flow[b, y, x, 0]) + output[b, y, x] = bilinear_lookup(image, b, flowed_y, flowed_x) + + Note that the flow vectors are expected as [x, y], e.g. x in position 0 and + y in position 1. + + Args: + image: An image with shape BxHxWxC. + flow: A flow with shape BxHxWx2, with the two channels denoting the relative + offset in order: (dx, dy). + Returns: + A warped image. + """ + flow = -flow.flip(1) + + dtype = flow.dtype + device = flow.device + + # warped = tfa_image.dense_image_warp(image, flow) + # Same as above but with pytorch + ls1 = 1 - 1 / flow.shape[3] + ls2 = 1 - 1 / flow.shape[2] + + normalized_flow2 = flow.permute(0, 2, 3, 1) / torch.tensor( + [flow.shape[2] * .5, flow.shape[3] * .5], dtype=dtype, device=device)[None, None, None] + normalized_flow2 = torch.stack([ + torch.linspace(-ls1, ls1, flow.shape[3], dtype=dtype, device=device)[None, None, :] - normalized_flow2[..., 1], + torch.linspace(-ls2, ls2, flow.shape[2], dtype=dtype, device=device)[None, :, None] - normalized_flow2[..., 0], + ], dim=3) + + padding_mode = "border" + if device.type == "mps": + # https://github.com/pytorch/pytorch/issues/125098 + padding_mode = "zeros" + normalized_flow2 = normalized_flow2.clamp(-1, 1) + warped = F.grid_sample( + input=image, + grid=normalized_flow2, + mode='bilinear', + padding_mode=padding_mode, + align_corners=False, + ) + return warped.reshape(image.shape) + + +def multiply_pyramid(pyramid: List[torch.Tensor], + scalar: torch.Tensor) -> List[torch.Tensor]: + """Multiplies all image batches in the pyramid by a batch of scalars. + + Args: + pyramid: Pyramid of image batches. + scalar: Batch of scalars. + + Returns: + An image pyramid with all images multiplied by the scalar. + """ + # To multiply each image with its corresponding scalar, we first transpose + # the batch of images from BxHxWxC-format to CxHxWxB. This can then be + # multiplied with a batch of scalars, then we transpose back to the standard + # BxHxWxC form. + return [image * scalar for image in pyramid] + + +def flow_pyramid_synthesis( + residual_pyramid: List[torch.Tensor]) -> List[torch.Tensor]: + """Converts a residual flow pyramid into a flow pyramid.""" + flow = residual_pyramid[-1] + flow_pyramid: List[torch.Tensor] = [flow] + for residual_flow in residual_pyramid[:-1][::-1]: + level_size = residual_flow.shape[2:4] + flow = F.interpolate(2 * flow, size=level_size, mode='bilinear') + flow = residual_flow + flow + flow_pyramid.insert(0, flow) + return flow_pyramid + + +def pyramid_warp(feature_pyramid: List[torch.Tensor], + flow_pyramid: List[torch.Tensor]) -> List[torch.Tensor]: + """Warps the feature pyramid using the flow pyramid. + + Args: + feature_pyramid: feature pyramid starting from the finest level. + flow_pyramid: flow fields, starting from the finest level. + + Returns: + Reverse warped feature pyramid. + """ + warped_feature_pyramid = [] + for features, flow in zip(feature_pyramid, flow_pyramid): + warped_feature_pyramid.append(warp(features, flow)) + return warped_feature_pyramid + + +def concatenate_pyramids(pyramid1: List[torch.Tensor], + pyramid2: List[torch.Tensor]) -> List[torch.Tensor]: + """Concatenates each pyramid level together in the channel dimension.""" + result = [] + for features1, features2 in zip(pyramid1, pyramid2): + result.append(torch.cat([features1, features2], dim=1)) + return result + + +def conv(in_channels, out_channels, size, activation: Optional[str] = 'relu'): + # Since PyTorch doesn't have an in-built activation in Conv2d, we use a + # Sequential layer to combine Conv2d and Leaky ReLU in one module. + _conv = nn.Conv2d( + in_channels=in_channels, + out_channels=out_channels, + kernel_size=size, + padding='same') + if activation is None: + return _conv + assert activation == 'relu' + return nn.Sequential( + _conv, + nn.LeakyReLU(.2) + ) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..64a4b6bed3ba40712317708b175214bd773633fd --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/__init__.py @@ -0,0 +1,115 @@ +import torch +from comfy.model_management import get_torch_device, soft_empty_cache +import numpy as np +import typing +from vfi_utils import InterpolationStateList, load_file_from_github_release, preprocess_frames, postprocess_frames, assert_batch_size +import pathlib +import warnings +from .flavr_arch import UNet_3D_3D, InputPadder +import gc + +device = get_torch_device() +NBR_FRAME = 4 + +def build_flavr(model_path): + sd = torch.load(model_path)['state_dict'] + sd = {k.partition("module.")[-1]:v for k,v in sd.items()} + + #Ref: Class UNet_3D_3D + model = UNet_3D_3D("unet_18", n_inputs=NBR_FRAME, n_outputs=sd["outconv.1.weight"].shape[0] // 3, joinType="concat" , upmode="transpose") + model.load_state_dict(sd) + model.to(device).eval() + del sd + return model + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["FLAVR_2x.pth", "FLAVR_4x.pth", "FLAVR_8x.pth"] + +class FLAVR_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 2}), #TODO: Implement recursively invoking interpolator for multi-frame interpolation + "duplicate_first_last_frames": ("BOOLEAN", {"default": False}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + #Reference: https://github.com/danier97/ST-MFNet/blob/main/interpolate_yuv.py#L93 + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + duplicate_first_last_frames: bool = False, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + if multiplier != 2: + warnings.warn("Currently, FLAVR only supports 2x interpolation. The process will continue but please set multiplier=2 afterward") + + assert_batch_size(frames, batch_size=4, vfi_name="ST-MFNet") + interpolation_states = optional_interpolation_states + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + model = build_flavr(model_path) + frames = preprocess_frames(frames) + padder = InputPadder(frames.shape, 16) + frames = padder.pad(frames) + + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + output_frames = [] + for frame_itr in range(len(frames) - 3): + #Does skipping frame i+1 make sanse in this case? + if interpolation_states is not None and interpolation_states.is_frame_skipped(frame_itr) and interpolation_states.is_frame_skipped(frame_itr + 1): + continue + + #Ensure that input frames are in fp32 - the same dtype as model + frame0, frame1, frame2, frame3 = ( + frames[frame_itr:frame_itr+1].float(), + frames[frame_itr+1:frame_itr+2].float(), + frames[frame_itr+2:frame_itr+3].float(), + frames[frame_itr+3:frame_itr+4].float() + ) + new_frame = model([frame0.to(device), frame1.to(device), frame2.to(device), frame3.to(device)])[0].detach().cpu() + number_of_frames_processed_since_last_cleared_cuda_cache += 2 + + if frame_itr == 0: + output_frames.append(frame0) + if duplicate_first_last_frames: + output_frames.append(frame0) # repeat the first frame + output_frames.append(frame1) + output_frames.append(new_frame) + output_frames.append(frame2) + if frame_itr == len(frames) - 4: + output_frames.append(frame3) + if duplicate_first_last_frames: + output_frames.append(frame3) # repeat the last frame + + # Try to avoid a memory overflow by clearing cuda cache regularly + if number_of_frames_processed_since_last_cleared_cuda_cache >= clear_cache_after_n_frames: + print("Comfy-VFI: Clearing cache...", end = ' ') + soft_empty_cache() + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + print("Done cache clearing") + gc.collect() + + dtype = torch.float32 + output_frames = [frame.cpu().to(dtype=dtype) for frame in output_frames] #Ensure all frames are in cpu + out = torch.cat(output_frames, dim=0) + out = padder.unpad(out) + # clear cache for courtesy + print("Comfy-VFI: Final clearing cache...", end=' ') + soft_empty_cache() + print("Done cache clearing") + return (postprocess_frames(out), ) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/flavr_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/flavr_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..3f26be0968f1192a95005900a081ac84b229323e --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/flavr_arch.py @@ -0,0 +1,217 @@ +""" +https://github.com/tarun005/FLAVR/blob/main/model/FLAVR_arch.py +https://github.com/tarun005/FLAVR/blob/main/model/resnet_3D.py (only SEGating) +""" +import math +import numpy as np +import importlib + +import torch +import torch.nn as nn +import torch.nn.functional as F + +class SEGating(nn.Module): + + def __init__(self , inplanes , reduction=16): + + super().__init__() + + self.pool = nn.AdaptiveAvgPool3d(1) + self.attn_layer = nn.Sequential( + nn.Conv3d(inplanes , inplanes , kernel_size=1 , stride=1 , bias=True), + nn.Sigmoid() + ) + + def forward(self , x): + + out = self.pool(x) + y = self.attn_layer(out) + return x * y + +def joinTensors(X1 , X2 , type="concat"): + + if type == "concat": + return torch.cat([X1 , X2] , dim=1) + elif type == "add": + return X1 + X2 + else: + return X1 + + +class Conv_2d(nn.Module): + + def __init__(self, in_ch, out_ch, kernel_size, stride=1, padding=0, bias=False, batchnorm=False): + + super().__init__() + self.conv = [nn.Conv2d(in_ch, out_ch, kernel_size=kernel_size, stride=stride, padding=padding, bias=bias)] + + if batchnorm: + self.conv += [nn.BatchNorm2d(out_ch)] + + self.conv = nn.Sequential(*self.conv) + + def forward(self, x): + + return self.conv(x) + +class upConv3D(nn.Module): + + def __init__(self, in_ch, out_ch, kernel_size, stride, padding, upmode="transpose" , batchnorm=False): + + super().__init__() + + self.upmode = upmode + + if self.upmode=="transpose": + self.upconv = nn.ModuleList( + [nn.ConvTranspose3d(in_ch, out_ch, kernel_size=kernel_size, stride=stride, padding=padding), + SEGating(out_ch) + ] + ) + + else: + self.upconv = nn.ModuleList( + [nn.Upsample(mode='trilinear', scale_factor=(1,2,2), align_corners=False), + nn.Conv3d(in_ch, out_ch , kernel_size=1 , stride=1), + SEGating(out_ch) + ] + ) + + if batchnorm: + self.upconv += [nn.BatchNorm3d(out_ch)] + + self.upconv = nn.Sequential(*self.upconv) + + def forward(self, x): + + return self.upconv(x) + +class Conv_3d(nn.Module): + + def __init__(self, in_ch, out_ch, kernel_size, stride=1, padding=0, bias=True, batchnorm=False): + + super().__init__() + self.conv = [nn.Conv3d(in_ch, out_ch, kernel_size=kernel_size, stride=stride, padding=padding, bias=bias), + SEGating(out_ch) + ] + + if batchnorm: + self.conv += [nn.BatchNorm3d(out_ch)] + + self.conv = nn.Sequential(*self.conv) + + def forward(self, x): + + return self.conv(x) + +class upConv2D(nn.Module): + + def __init__(self, in_ch, out_ch, kernel_size, stride, padding, upmode="transpose" , batchnorm=False): + + super().__init__() + + self.upmode = upmode + + if self.upmode=="transpose": + self.upconv = [nn.ConvTranspose2d(in_ch, out_ch, kernel_size=kernel_size, stride=stride, padding=padding)] + + else: + self.upconv = [ + nn.Upsample(mode='bilinear', scale_factor=2, align_corners=False), + nn.Conv2d(in_ch, out_ch , kernel_size=1 , stride=1) + ] + + if batchnorm: + self.upconv += [nn.BatchNorm2d(out_ch)] + + self.upconv = nn.Sequential(*self.upconv) + + def forward(self, x): + + return self.upconv(x) + + +class UNet_3D_3D(nn.Module): + def __init__(self, block , n_inputs, n_outputs, batchnorm=False , joinType="concat" , upmode="transpose"): + super().__init__() + + nf = [512 , 256 , 128 , 64] + out_channels = 3*n_outputs + self.joinType = joinType + self.n_outputs = n_outputs + + growth = 2 if joinType == "concat" else 1 + self.lrelu = nn.LeakyReLU(0.2, True) + + unet_3D = importlib.import_module(".resnet_3D", "vfi_models.flavr") + if n_outputs > 1: + unet_3D.useBias = True + self.encoder = getattr(unet_3D , block)(pretrained=False , bn=batchnorm) + + self.decoder = nn.Sequential( + Conv_3d(nf[0], nf[1] , kernel_size=3, padding=1, bias=True, batchnorm=batchnorm), + upConv3D(nf[1]*growth, nf[2], kernel_size=(3,4,4), stride=(1,2,2), padding=(1,1,1) , upmode=upmode, batchnorm=batchnorm), + upConv3D(nf[2]*growth, nf[3], kernel_size=(3,4,4), stride=(1,2,2), padding=(1,1,1) , upmode=upmode, batchnorm=batchnorm), + Conv_3d(nf[3]*growth, nf[3] , kernel_size=3, padding=1, bias=True, batchnorm=batchnorm), + upConv3D(nf[3]*growth , nf[3], kernel_size=(3,4,4), stride=(1,2,2), padding=(1,1,1) , upmode=upmode, batchnorm=batchnorm) + ) + + self.feature_fuse = Conv_2d(nf[3]*n_inputs , nf[3] , kernel_size=1 , stride=1, batchnorm=batchnorm) + + self.outconv = nn.Sequential( + nn.ReflectionPad2d(3), + nn.Conv2d(nf[3], out_channels , kernel_size=7 , stride=1, padding=0) + ) + + def forward(self, images): + + images = torch.stack(images , dim=2) + + ## Batch mean normalization works slightly better than global mean normalization, thanks to https://github.com/myungsub/CAIN + mean_ = images.mean(2, keepdim=True).mean(3, keepdim=True).mean(4,keepdim=True) + images = images-mean_ + + x_0 , x_1 , x_2 , x_3 , x_4 = self.encoder(images) + + dx_3 = self.lrelu(self.decoder[0](x_4)) + dx_3 = joinTensors(dx_3 , x_3 , type=self.joinType) + + dx_2 = self.lrelu(self.decoder[1](dx_3)) + dx_2 = joinTensors(dx_2 , x_2 , type=self.joinType) + + dx_1 = self.lrelu(self.decoder[2](dx_2)) + dx_1 = joinTensors(dx_1 , x_1 , type=self.joinType) + + dx_0 = self.lrelu(self.decoder[3](dx_1)) + dx_0 = joinTensors(dx_0 , x_0 , type=self.joinType) + + dx_out = self.lrelu(self.decoder[4](dx_0)) + dx_out = torch.cat(torch.unbind(dx_out , 2) , 1) + + out = self.lrelu(self.feature_fuse(dx_out)) + out = self.outconv(out) + + out = torch.split(out, dim=1, split_size_or_sections=3) + mean_ = mean_.squeeze(2) + out = [o+mean_ for o in out] + + return out + +class InputPadder: + """ Pads images such that dimensions are divisible by divisor """ + def __init__(self, dims, divisor=16): + self.ht, self.wd = dims[-2:] + pad_ht = (((self.ht // divisor) + 1) * divisor - self.ht) % divisor + pad_wd = (((self.wd // divisor) + 1) * divisor - self.wd) % divisor + self._pad = [pad_wd//2, pad_wd - pad_wd//2, pad_ht//2, pad_ht - pad_ht//2] + + def pad(self, input_tensor): + return F.pad(input_tensor, self._pad, mode='replicate') + + def unpad(self, input_tensor): + return self._unpad(input_tensor) + + def _unpad(self, x): + ht, wd = x.shape[-2:] + c = [self._pad[2], ht-self._pad[3], self._pad[0], wd-self._pad[1]] + return x[..., c[0]:c[1], c[2]:c[3]] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/resnet_3D.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/resnet_3D.py new file mode 100644 index 0000000000000000000000000000000000000000..ba8b9a85a9edcf24ed8ff685c667dbcdbff55e69 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/flavr/resnet_3D.py @@ -0,0 +1,288 @@ +# Modified from https://github.com/pytorch/vision/tree/master/torchvision/models/video + +import torch +import torch.nn as nn + +__all__ = ['unet_18', 'unet_34'] + +useBias = False + +class identity(nn.Module): + + def __init__(self , *args , **kwargs): + + super().__init__() + + def forward(self , x): + return x + +class Conv3DSimple(nn.Conv3d): + def __init__(self, + in_planes, + out_planes, + midplanes=None, + stride=1, + padding=1): + + super(Conv3DSimple, self).__init__( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=(3, 3, 3), + stride=stride, + padding=padding, + bias=useBias) + + @staticmethod + def get_downsample_stride(stride , temporal_stride): + if temporal_stride: + return (temporal_stride, stride, stride) + else: + return (stride , stride , stride) + +class BasicStem(nn.Sequential): + """The default conv-batchnorm-relu stem + """ + def __init__(self): + super().__init__( + nn.Conv3d(3, 64, kernel_size=(3, 7, 7), stride=(1, 2, 2), + padding=(1, 3, 3), bias=useBias), + batchnorm(64), + nn.ReLU(inplace=False)) + + +class Conv2Plus1D(nn.Sequential): + + def __init__(self, + in_planes, + out_planes, + midplanes, + stride=1, + padding=1): + if not isinstance(stride , int): + temporal_stride , stride , stride = stride + else: + temporal_stride = stride + + super(Conv2Plus1D, self).__init__( + nn.Conv3d(in_planes, midplanes, kernel_size=(1, 3, 3), + stride=(1, stride, stride), padding=(0, padding, padding), + bias=False), + # batchnorm(midplanes), + nn.ReLU(inplace=True), + nn.Conv3d(midplanes, out_planes, kernel_size=(3, 1, 1), + stride=(temporal_stride, 1, 1), padding=(padding, 0, 0), + bias=False)) + + @staticmethod + def get_downsample_stride(stride , temporal_stride): + if temporal_stride: + return (temporal_stride, stride, stride) + else: + return (stride , stride , stride) + +class R2Plus1dStem(nn.Sequential): + """R(2+1)D stem is different than the default one as it uses separated 3D convolution + """ + def __init__(self): + super().__init__( + nn.Conv3d(3, 45, kernel_size=(1, 7, 7), + stride=(1, 2, 2), padding=(0, 3, 3), + bias=False), + batchnorm(45), + nn.ReLU(inplace=True), + nn.Conv3d(45, 64, kernel_size=(3, 1, 1), + stride=(1, 1, 1), padding=(1, 0, 0), + bias=False), + batchnorm(64), + nn.ReLU(inplace=True)) + + +class SEGating(nn.Module): + + def __init__(self , inplanes , reduction=16): + + super().__init__() + + self.pool = nn.AdaptiveAvgPool3d(1) + self.attn_layer = nn.Sequential( + nn.Conv3d(inplanes , inplanes , kernel_size=1 , stride=1 , bias=True), + nn.Sigmoid() + ) + + def forward(self , x): + + out = self.pool(x) + y = self.attn_layer(out) + return x * y + +class BasicBlock(nn.Module): + + expansion = 1 + + def __init__(self, inplanes, planes, conv_builder, stride=1, downsample=None): + midplanes = (inplanes * planes * 3 * 3 * 3) // (inplanes * 3 * 3 + 3 * planes) + + super(BasicBlock, self).__init__() + self.conv1 = nn.Sequential( + conv_builder(inplanes, planes, midplanes, stride), + batchnorm(planes), + nn.ReLU(inplace=True) + ) + self.conv2 = nn.Sequential( + conv_builder(planes, planes, midplanes), + batchnorm(planes) + ) + self.fg = SEGating(planes) ## Feature Gating + self.relu = nn.ReLU(inplace=True) + self.downsample = downsample + self.stride = stride + + def forward(self, x): + residual = x + out = self.conv1(x) + out = self.conv2(out) + out = self.fg(out) + if self.downsample is not None: + residual = self.downsample(x) + + out += residual + out = self.relu(out) + + return out + +class VideoResNet(nn.Module): + + def __init__(self, block, conv_makers, layers, + stem, zero_init_residual=False): + """Generic resnet video generator. + + Args: + block (nn.Module): resnet building block + conv_makers (list(functions)): generator function for each layer + layers (List[int]): number of blocks per layer + stem (nn.Module, optional): Resnet stem, if None, defaults to conv-bn-relu. Defaults to None. + """ + super(VideoResNet, self).__init__() + self.inplanes = 64 + + self.stem = stem() + + self.layer1 = self._make_layer(block, conv_makers[0], 64, layers[0], stride=1 ) + self.layer2 = self._make_layer(block, conv_makers[1], 128, layers[1], stride=2 , temporal_stride=1) + self.layer3 = self._make_layer(block, conv_makers[2], 256, layers[2], stride=2 , temporal_stride=1) + self.layer4 = self._make_layer(block, conv_makers[3], 512, layers[3], stride=1, temporal_stride=1) + + # init weights + self._initialize_weights() + + if zero_init_residual: + for m in self.modules(): + if isinstance(m, Bottleneck): + nn.init.constant_(m.bn3.weight, 0) + + def forward(self, x): + x_0 = self.stem(x) + x_1 = self.layer1(x_0) + x_2 = self.layer2(x_1) + x_3 = self.layer3(x_2) + x_4 = self.layer4(x_3) + return x_0 , x_1 , x_2 , x_3 , x_4 + + def _make_layer(self, block, conv_builder, planes, blocks, stride=1, temporal_stride=None): + downsample = None + + if stride != 1 or self.inplanes != planes * block.expansion: + ds_stride = conv_builder.get_downsample_stride(stride , temporal_stride) + downsample = nn.Sequential( + nn.Conv3d(self.inplanes, planes * block.expansion, + kernel_size=1, stride=ds_stride, bias=False), + batchnorm(planes * block.expansion) + ) + stride = ds_stride + + layers = [] + layers.append(block(self.inplanes, planes, conv_builder, stride, downsample )) + + self.inplanes = planes * block.expansion + for i in range(1, blocks): + layers.append(block(self.inplanes, planes, conv_builder )) + + return nn.Sequential(*layers) + + def _initialize_weights(self): + for m in self.modules(): + if isinstance(m, nn.Conv3d): + nn.init.kaiming_normal_(m.weight, mode='fan_out', + nonlinearity='relu') + if m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.BatchNorm3d): + nn.init.constant_(m.weight, 1) + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.Linear): + nn.init.normal_(m.weight, 0, 0.01) + nn.init.constant_(m.bias, 0) + + +def _video_resnet(arch, pretrained=False, progress=True, **kwargs): + model = VideoResNet(**kwargs) + ## TODO: Other 3D resnet models, like S3D, r(2+1)D. + + if pretrained: + state_dict = load_state_dict_from_url(model_urls[arch], + progress=progress) + model.load_state_dict(state_dict) + return model + + +def unet_18(pretrained=False, bn=False, progress=True, **kwargs): + """ + Construct 18 layer Unet3D model as in + https://arxiv.org/abs/1711.11248 + + Args: + pretrained (bool): If True, returns a model pre-trained on Kinetics-400 + progress (bool): If True, displays a progress bar of the download to stderr + + Returns: + nn.Module: R3D-18 encoder + """ + global batchnorm + if bn: + batchnorm = nn.BatchNorm3d + else: + batchnorm = identity + + return _video_resnet('r3d_18', + pretrained, progress, + block=BasicBlock, + conv_makers=[Conv3DSimple] * 4, + layers=[2, 2, 2, 2], + stem=BasicStem, **kwargs) + +def unet_34(pretrained=False, bn=False, progress=True, **kwargs): + """ + Construct 34 layer Unet3D model as in + https://arxiv.org/abs/1711.11248 + + Args: + pretrained (bool): If True, returns a model pre-trained on Kinetics-400 + progress (bool): If True, displays a progress bar of the download to stderr + + Returns: + nn.Module: R3D-18 encoder + """ + global batchnorm + # bn = False + if bn: + batchnorm = nn.BatchNorm3d + else: + batchnorm = identity + + + return _video_resnet('r3d_34', + pretrained, progress, + block=BasicBlock, + conv_makers=[Conv3DSimple] * 4, + layers=[3, 4, 6, 3], + stem=BasicStem, **kwargs) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna.py new file mode 100644 index 0000000000000000000000000000000000000000..949e5130c59b3cf090666dff229bfa9a2be3a072 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna.py @@ -0,0 +1,24 @@ +import itertools +import numpy as np +import vapoursynth as vs +from .GMFSS_Fortuna_arch import Model_inference +import torch +import traceback + + +class GMFSS_Fortuna: + def __init__(self): + self.cache = False + self.amount_input_img = 2 + + torch.set_grad_enabled(False) + torch.backends.cudnn.enabled = True + torch.backends.cudnn.benchmark = True + + self.model = Model_inference() + self.model.eval() + + def execute(self, I0, I1, timestep): + with torch.inference_mode(): + middle = self.model(I0, I1, timestep).cpu() + return middle diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..062489675ef58d541c0311a8a88f3510a737075f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_arch.py @@ -0,0 +1,1850 @@ +""" +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/GMFSS_infer_b.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/softsplat.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/FusionNet_b.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/FeatureNet.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/MetricNet.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/IFNet_HDv3.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/gmflow.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/utils.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/position.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/geometry.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/matching.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/transformer.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/backbone.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/trident_conv.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/warplayer.py +""" + +from torch import nn +from torch.nn import functional as F +from torch.nn.modules.utils import _pair +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch +import math +from vfi_models.rife.rife_arch import IFNet +from vfi_models.ops import softsplat +from comfy.model_management import get_torch_device + +device = get_torch_device() +backwarp_tenGrid = {} + + +def warp(tenInput, tenFlow): + k = (str(tenFlow.device), str(tenFlow.size())) + if k not in backwarp_tenGrid: + tenHorizontal = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[3], device=device) + .view(1, 1, 1, tenFlow.shape[3]) + .expand(tenFlow.shape[0], -1, tenFlow.shape[2], -1) + ) + tenVertical = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[2], device=device) + .view(1, 1, tenFlow.shape[2], 1) + .expand(tenFlow.shape[0], -1, -1, tenFlow.shape[3]) + ) + backwarp_tenGrid[k] = torch.cat([tenHorizontal, tenVertical], 1).to(device) + + tenFlow = torch.cat( + [ + tenFlow[:, 0:1, :, :] / ((tenInput.shape[3] - 1.0) / 2.0), + tenFlow[:, 1:2, :, :] / ((tenInput.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + g = (backwarp_tenGrid[k] + tenFlow).permute(0, 2, 3, 1) + return torch.nn.functional.grid_sample( + input=tenInput, + grid=g, + mode="bilinear", + padding_mode="border", + align_corners=True, + ) + + +class MultiScaleTridentConv(nn.Module): + def __init__( + self, + in_channels, + out_channels, + kernel_size, + stride=1, + strides=1, + paddings=0, + dilations=1, + dilation=1, + groups=1, + num_branch=1, + test_branch_idx=-1, + bias=False, + norm=None, + activation=None, + ): + super(MultiScaleTridentConv, self).__init__() + self.in_channels = in_channels + self.out_channels = out_channels + self.kernel_size = _pair(kernel_size) + self.num_branch = num_branch + self.stride = _pair(stride) + self.groups = groups + self.with_bias = bias + self.dilation = dilation + if isinstance(paddings, int): + paddings = [paddings] * self.num_branch + if isinstance(dilations, int): + dilations = [dilations] * self.num_branch + if isinstance(strides, int): + strides = [strides] * self.num_branch + self.paddings = [_pair(padding) for padding in paddings] + self.dilations = [_pair(dilation) for dilation in dilations] + self.strides = [_pair(stride) for stride in strides] + self.test_branch_idx = test_branch_idx + self.norm = norm + self.activation = activation + + assert len({self.num_branch, len(self.paddings), len(self.strides)}) == 1 + + self.weight = nn.Parameter( + torch.Tensor(out_channels, in_channels // groups, *self.kernel_size) + ) + if bias: + self.bias = nn.Parameter(torch.Tensor(out_channels)) + else: + self.bias = None + + nn.init.kaiming_uniform_(self.weight, nonlinearity="relu") + if self.bias is not None: + nn.init.constant_(self.bias, 0) + + def forward(self, inputs): + num_branch = ( + self.num_branch if self.training or self.test_branch_idx == -1 else 1 + ) + assert len(inputs) == num_branch + + if self.training or self.test_branch_idx == -1: + outputs = [ + F.conv2d( + input, + self.weight, + self.bias, + stride, + padding, + self.dilation, + self.groups, + ) + for input, stride, padding in zip(inputs, self.strides, self.paddings) + ] + else: + outputs = [ + F.conv2d( + inputs[0], + self.weight, + self.bias, + self.strides[self.test_branch_idx] + if self.test_branch_idx == -1 + else self.strides[-1], + self.paddings[self.test_branch_idx] + if self.test_branch_idx == -1 + else self.paddings[-1], + self.dilation, + self.groups, + ) + ] + + if self.norm is not None: + outputs = [self.norm(x) for x in outputs] + if self.activation is not None: + outputs = [self.activation(x) for x in outputs] + return outputs + + +class ResidualBlock_class(nn.Module): + def __init__( + self, + in_planes, + planes, + norm_layer=nn.InstanceNorm2d, + stride=1, + dilation=1, + ): + super(ResidualBlock_class, self).__init__() + + self.conv1 = nn.Conv2d( + in_planes, + planes, + kernel_size=3, + dilation=dilation, + padding=dilation, + stride=stride, + bias=False, + ) + self.conv2 = nn.Conv2d( + planes, + planes, + kernel_size=3, + dilation=dilation, + padding=dilation, + bias=False, + ) + self.relu = nn.ReLU(inplace=True) + + self.norm1 = norm_layer(planes) + self.norm2 = norm_layer(planes) + if not stride == 1 or in_planes != planes: + self.norm3 = norm_layer(planes) + + if stride == 1 and in_planes == planes: + self.downsample = None + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm3 + ) + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x + y) + + +class CNNEncoder(nn.Module): + def __init__( + self, + output_dim=128, + norm_layer=nn.InstanceNorm2d, + num_output_scales=1, + **kwargs, + ): + super(CNNEncoder, self).__init__() + self.num_branch = num_output_scales + + feature_dims = [64, 96, 128] + + self.conv1 = nn.Conv2d( + 3, feature_dims[0], kernel_size=7, stride=2, padding=3, bias=False + ) # 1/2 + self.norm1 = norm_layer(feature_dims[0]) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = feature_dims[0] + self.layer1 = self._make_layer( + feature_dims[0], stride=1, norm_layer=norm_layer + ) # 1/2 + self.layer2 = self._make_layer( + feature_dims[1], stride=2, norm_layer=norm_layer + ) # 1/4 + + # highest resolution 1/4 or 1/8 + stride = 2 if num_output_scales == 1 else 1 + self.layer3 = self._make_layer( + feature_dims[2], + stride=stride, + norm_layer=norm_layer, + ) # 1/4 or 1/8 + + self.conv2 = nn.Conv2d(feature_dims[2], output_dim, 1, 1, 0) + + if self.num_branch > 1: + if self.num_branch == 4: + strides = (1, 2, 4, 8) + elif self.num_branch == 3: + strides = (1, 2, 4) + elif self.num_branch == 2: + strides = (1, 2) + else: + raise ValueError + + self.trident_conv = MultiScaleTridentConv( + output_dim, + output_dim, + kernel_size=3, + strides=strides, + paddings=1, + num_branch=self.num_branch, + ) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1, dilation=1, norm_layer=nn.InstanceNorm2d): + layer1 = ResidualBlock_class( + self.in_planes, dim, norm_layer=norm_layer, stride=stride, dilation=dilation + ) + layer2 = ResidualBlock_class( + dim, dim, norm_layer=norm_layer, stride=1, dilation=dilation + ) + + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + def forward(self, x): + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) # 1/2 + x = self.layer2(x) # 1/4 + x = self.layer3(x) # 1/8 or 1/4 + + x = self.conv2(x) + + if self.num_branch > 1: + out = self.trident_conv([x] * self.num_branch) # high to low res + else: + out = [x] + + return out + + +def single_head_full_attention(q, k, v): + # q, k, v: [B, L, C] + assert q.dim() == k.dim() == v.dim() == 3 + + scores = torch.matmul(q, k.permute(0, 2, 1)) / (q.size(2) ** 0.5) # [B, L, L] + attn = torch.softmax(scores, dim=2) # [B, L, L] + out = torch.matmul(attn, v) # [B, L, C] + + return out + + +def generate_shift_window_attn_mask( + input_resolution, + window_size_h, + window_size_w, + shift_size_h, + shift_size_w, + device=get_torch_device(), +): + # Ref: https://github.com/microsoft/Swin-Transformer/blob/main/models/swin_transformer.py + # calculate attention mask for SW-MSA + h, w = input_resolution + img_mask = torch.zeros((1, h, w, 1)).to(device) # 1 H W 1 + h_slices = ( + slice(0, -window_size_h), + slice(-window_size_h, -shift_size_h), + slice(-shift_size_h, None), + ) + w_slices = ( + slice(0, -window_size_w), + slice(-window_size_w, -shift_size_w), + slice(-shift_size_w, None), + ) + cnt = 0 + for h in h_slices: + for w in w_slices: + img_mask[:, h, w, :] = cnt + cnt += 1 + + mask_windows = split_feature( + img_mask, num_splits=input_resolution[-1] // window_size_w, channel_last=True + ) + + mask_windows = mask_windows.view(-1, window_size_h * window_size_w) + attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2) + attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill( + attn_mask == 0, float(0.0) + ) + + return attn_mask + + +def single_head_split_window_attention( + q, + k, + v, + num_splits=1, + with_shift=False, + h=None, + w=None, + attn_mask=None, +): + # Ref: https://github.com/microsoft/Swin-Transformer/blob/main/models/swin_transformer.py + # q, k, v: [B, L, C] + assert q.dim() == k.dim() == v.dim() == 3 + + assert h is not None and w is not None + assert q.size(1) == h * w + + b, _, c = q.size() + + b_new = b * num_splits * num_splits + + window_size_h = h // num_splits + window_size_w = w // num_splits + + q = q.view(b, h, w, c) # [B, H, W, C] + k = k.view(b, h, w, c) + v = v.view(b, h, w, c) + + scale_factor = c**0.5 + + if with_shift: + assert attn_mask is not None # compute once + shift_size_h = window_size_h // 2 + shift_size_w = window_size_w // 2 + + q = torch.roll(q, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + k = torch.roll(k, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + v = torch.roll(v, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + + q = split_feature( + q, num_splits=num_splits, channel_last=True + ) # [B*K*K, H/K, W/K, C] + k = split_feature(k, num_splits=num_splits, channel_last=True) + v = split_feature(v, num_splits=num_splits, channel_last=True) + + scores = ( + torch.matmul(q.view(b_new, -1, c), k.view(b_new, -1, c).permute(0, 2, 1)) + / scale_factor + ) # [B*K*K, H/K*W/K, H/K*W/K] + + if with_shift: + scores += attn_mask.repeat(b, 1, 1) + + attn = torch.softmax(scores, dim=-1) + + out = torch.matmul(attn, v.view(b_new, -1, c)) # [B*K*K, H/K*W/K, C] + + out = merge_splits( + out.view(b_new, h // num_splits, w // num_splits, c), + num_splits=num_splits, + channel_last=True, + ) # [B, H, W, C] + + # shift back + if with_shift: + out = torch.roll(out, shifts=(shift_size_h, shift_size_w), dims=(1, 2)) + + out = out.view(b, -1, c) + + return out + + +class TransformerLayer(nn.Module): + def __init__( + self, + d_model=256, + nhead=1, + attention_type="swin", + no_ffn=False, + ffn_dim_expansion=4, + with_shift=False, + **kwargs, + ): + super(TransformerLayer, self).__init__() + + self.dim = d_model + self.nhead = nhead + self.attention_type = attention_type + self.no_ffn = no_ffn + + self.with_shift = with_shift + + # multi-head attention + self.q_proj = nn.Linear(d_model, d_model, bias=False) + self.k_proj = nn.Linear(d_model, d_model, bias=False) + self.v_proj = nn.Linear(d_model, d_model, bias=False) + + self.merge = nn.Linear(d_model, d_model, bias=False) + + self.norm1 = nn.LayerNorm(d_model) + + # no ffn after self-attn, with ffn after cross-attn + if not self.no_ffn: + in_channels = d_model * 2 + self.mlp = nn.Sequential( + nn.Linear(in_channels, in_channels * ffn_dim_expansion, bias=False), + nn.GELU(), + nn.Linear(in_channels * ffn_dim_expansion, d_model, bias=False), + ) + + self.norm2 = nn.LayerNorm(d_model) + + def forward( + self, + source, + target, + height=None, + width=None, + shifted_window_attn_mask=None, + attn_num_splits=None, + **kwargs, + ): + # source, target: [B, L, C] + query, key, value = source, target, target + + # single-head attention + query = self.q_proj(query) # [B, L, C] + key = self.k_proj(key) # [B, L, C] + value = self.v_proj(value) # [B, L, C] + + if self.attention_type == "swin" and attn_num_splits > 1: + if self.nhead > 1: + # we observe that multihead attention slows down the speed and increases the memory consumption + # without bringing obvious performance gains and thus the implementation is removed + raise NotImplementedError + else: + message = single_head_split_window_attention( + query, + key, + value, + num_splits=attn_num_splits, + with_shift=self.with_shift, + h=height, + w=width, + attn_mask=shifted_window_attn_mask, + ) + else: + message = single_head_full_attention(query, key, value) # [B, L, C] + + message = self.merge(message) # [B, L, C] + message = self.norm1(message) + + if not self.no_ffn: + message = self.mlp(torch.cat([source, message], dim=-1)) + message = self.norm2(message) + + return source + message + + +class TransformerBlock(nn.Module): + """self attention + cross attention + FFN""" + + def __init__( + self, + d_model=256, + nhead=1, + attention_type="swin", + ffn_dim_expansion=4, + with_shift=False, + **kwargs, + ): + super(TransformerBlock, self).__init__() + + self.self_attn = TransformerLayer( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + no_ffn=True, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=with_shift, + ) + + self.cross_attn_ffn = TransformerLayer( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=with_shift, + ) + + def forward( + self, + source, + target, + height=None, + width=None, + shifted_window_attn_mask=None, + attn_num_splits=None, + **kwargs, + ): + # source, target: [B, L, C] + + # self attention + source = self.self_attn( + source, + source, + height=height, + width=width, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + # cross attention and ffn + source = self.cross_attn_ffn( + source, + target, + height=height, + width=width, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + return source + + +class FeatureTransformer(nn.Module): + def __init__( + self, + num_layers=6, + d_model=128, + nhead=1, + attention_type="swin", + ffn_dim_expansion=4, + **kwargs, + ): + super(FeatureTransformer, self).__init__() + + self.attention_type = attention_type + + self.d_model = d_model + self.nhead = nhead + + self.layers = nn.ModuleList( + [ + TransformerBlock( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=True + if attention_type == "swin" and i % 2 == 1 + else False, + ) + for i in range(num_layers) + ] + ) + + for p in self.parameters(): + if p.dim() > 1: + nn.init.xavier_uniform_(p) + + def forward( + self, + feature0, + feature1, + attn_num_splits=None, + **kwargs, + ): + b, c, h, w = feature0.shape + assert self.d_model == c + + feature0 = feature0.flatten(-2).permute(0, 2, 1) # [B, H*W, C] + feature1 = feature1.flatten(-2).permute(0, 2, 1) # [B, H*W, C] + + if self.attention_type == "swin" and attn_num_splits > 1: + # global and refine use different number of splits + window_size_h = h // attn_num_splits + window_size_w = w // attn_num_splits + + # compute attn mask once + shifted_window_attn_mask = generate_shift_window_attn_mask( + input_resolution=(h, w), + window_size_h=window_size_h, + window_size_w=window_size_w, + shift_size_h=window_size_h // 2, + shift_size_w=window_size_w // 2, + device=feature0.device, + ) # [K*K, H/K*W/K, H/K*W/K] + else: + shifted_window_attn_mask = None + + # concat feature0 and feature1 in batch dimension to compute in parallel + concat0 = torch.cat((feature0, feature1), dim=0) # [2B, H*W, C] + concat1 = torch.cat((feature1, feature0), dim=0) # [2B, H*W, C] + + for layer in self.layers: + concat0 = layer( + concat0, + concat1, + height=h, + width=w, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + # update feature1 + concat1 = torch.cat(concat0.chunk(chunks=2, dim=0)[::-1], dim=0) + + feature0, feature1 = concat0.chunk(chunks=2, dim=0) # [B, H*W, C] + + # reshape back + feature0 = ( + feature0.view(b, h, w, c).permute(0, 3, 1, 2).contiguous() + ) # [B, C, H, W] + feature1 = ( + feature1.view(b, h, w, c).permute(0, 3, 1, 2).contiguous() + ) # [B, C, H, W] + + return feature0, feature1 + + +class FeatureFlowAttention(nn.Module): + """ + flow propagation with self-attention on feature + query: feature0, key: feature0, value: flow + """ + + def __init__( + self, + in_channels, + **kwargs, + ): + super(FeatureFlowAttention, self).__init__() + + self.q_proj = nn.Linear(in_channels, in_channels) + self.k_proj = nn.Linear(in_channels, in_channels) + + for p in self.parameters(): + if p.dim() > 1: + nn.init.xavier_uniform_(p) + + def forward( + self, + feature0, + flow, + local_window_attn=False, + local_window_radius=1, + **kwargs, + ): + # q, k: feature [B, C, H, W], v: flow [B, 2, H, W] + if local_window_attn: + return self.forward_local_window_attn( + feature0, flow, local_window_radius=local_window_radius + ) + + b, c, h, w = feature0.size() + + query = feature0.view(b, c, h * w).permute(0, 2, 1) # [B, H*W, C] + + # a note: the ``correct'' implementation should be: + # ``query = self.q_proj(query), key = self.k_proj(query)'' + # this problem is observed while cleaning up the code + # however, this doesn't affect the performance since the projection is a linear operation, + # thus the two projection matrices for key can be merged + # so I just leave it as is in order to not re-train all models :) + query = self.q_proj(query) # [B, H*W, C] + key = self.k_proj(query) # [B, H*W, C] + + value = flow.view(b, flow.size(1), h * w).permute(0, 2, 1) # [B, H*W, 2] + + scores = torch.matmul(query, key.permute(0, 2, 1)) / (c**0.5) # [B, H*W, H*W] + prob = torch.softmax(scores, dim=-1) + + out = torch.matmul(prob, value) # [B, H*W, 2] + out = out.view(b, h, w, value.size(-1)).permute(0, 3, 1, 2) # [B, 2, H, W] + + return out + + def forward_local_window_attn( + self, + feature0, + flow, + local_window_radius=1, + ): + assert flow.size(1) == 2 + assert local_window_radius > 0 + + b, c, h, w = feature0.size() + + feature0_reshape = self.q_proj( + feature0.view(b, c, -1).permute(0, 2, 1) + ).reshape( + b * h * w, 1, c + ) # [B*H*W, 1, C] + + kernel_size = 2 * local_window_radius + 1 + + feature0_proj = ( + self.k_proj(feature0.view(b, c, -1).permute(0, 2, 1)) + .permute(0, 2, 1) + .reshape(b, c, h, w) + ) + + feature0_window = F.unfold( + feature0_proj, kernel_size=kernel_size, padding=local_window_radius + ) # [B, C*(2R+1)^2), H*W] + + feature0_window = ( + feature0_window.view(b, c, kernel_size**2, h, w) + .permute(0, 3, 4, 1, 2) + .reshape(b * h * w, c, kernel_size**2) + ) # [B*H*W, C, (2R+1)^2] + + flow_window = F.unfold( + flow, kernel_size=kernel_size, padding=local_window_radius + ) # [B, 2*(2R+1)^2), H*W] + + flow_window = ( + flow_window.view(b, 2, kernel_size**2, h, w) + .permute(0, 3, 4, 2, 1) + .reshape(b * h * w, kernel_size**2, 2) + ) # [B*H*W, (2R+1)^2, 2] + + scores = torch.matmul(feature0_reshape, feature0_window) / ( + c**0.5 + ) # [B*H*W, 1, (2R+1)^2] + + prob = torch.softmax(scores, dim=-1) + + out = ( + torch.matmul(prob, flow_window) + .view(b, h, w, 2) + .permute(0, 3, 1, 2) + .contiguous() + ) # [B, 2, H, W] + + return out + + +def global_correlation_softmax( + feature0, + feature1, + pred_bidir_flow=False, +): + # global correlation + b, c, h, w = feature0.shape + feature0 = feature0.view(b, c, -1).permute(0, 2, 1) # [B, H*W, C] + feature1 = feature1.view(b, c, -1) # [B, C, H*W] + + correlation = torch.matmul(feature0, feature1).view(b, h, w, h, w) / ( + c**0.5 + ) # [B, H, W, H, W] + + # flow from softmax + init_grid = coords_grid(b, h, w).to(correlation.device) # [B, 2, H, W] + grid = init_grid.view(b, 2, -1).permute(0, 2, 1) # [B, H*W, 2] + + correlation = correlation.view(b, h * w, h * w) # [B, H*W, H*W] + + if pred_bidir_flow: + correlation = torch.cat( + (correlation, correlation.permute(0, 2, 1)), dim=0 + ) # [2*B, H*W, H*W] + init_grid = init_grid.repeat(2, 1, 1, 1) # [2*B, 2, H, W] + grid = grid.repeat(2, 1, 1) # [2*B, H*W, 2] + b = b * 2 + + prob = F.softmax(correlation, dim=-1) # [B, H*W, H*W] + + correspondence = ( + torch.matmul(prob, grid).view(b, h, w, 2).permute(0, 3, 1, 2) + ) # [B, 2, H, W] + + # when predicting bidirectional flow, flow is the concatenation of forward flow and backward flow + flow = correspondence - init_grid + + return flow, prob + + +def local_correlation_softmax( + feature0, + feature1, + local_radius, + padding_mode="zeros", +): + b, c, h, w = feature0.size() + coords_init = coords_grid(b, h, w).to(feature0.device) # [B, 2, H, W] + coords = coords_init.view(b, 2, -1).permute(0, 2, 1) # [B, H*W, 2] + + local_h = 2 * local_radius + 1 + local_w = 2 * local_radius + 1 + + window_grid = generate_window_grid( + -local_radius, + local_radius, + -local_radius, + local_radius, + local_h, + local_w, + device=feature0.device, + ) # [2R+1, 2R+1, 2] + window_grid = window_grid.reshape(-1, 2).repeat(b, 1, 1, 1) # [B, 1, (2R+1)^2, 2] + sample_coords = coords.unsqueeze(-2) + window_grid # [B, H*W, (2R+1)^2, 2] + + sample_coords_softmax = sample_coords + + # exclude coords that are out of image space + valid_x = (sample_coords[:, :, :, 0] >= 0) & ( + sample_coords[:, :, :, 0] < w + ) # [B, H*W, (2R+1)^2] + valid_y = (sample_coords[:, :, :, 1] >= 0) & ( + sample_coords[:, :, :, 1] < h + ) # [B, H*W, (2R+1)^2] + + valid = ( + valid_x & valid_y + ) # [B, H*W, (2R+1)^2], used to mask out invalid values when softmax + + # normalize coordinates to [-1, 1] + sample_coords_norm = normalize_coords(sample_coords, h, w) # [-1, 1] + window_feature = F.grid_sample( + feature1, sample_coords_norm, padding_mode=padding_mode, align_corners=True + ).permute( + 0, 2, 1, 3 + ) # [B, H*W, C, (2R+1)^2] + feature0_view = feature0.permute(0, 2, 3, 1).view(b, h * w, 1, c) # [B, H*W, 1, C] + + corr = torch.matmul(feature0_view, window_feature).view(b, h * w, -1) / ( + c**0.5 + ) # [B, H*W, (2R+1)^2] + + # mask invalid locations + corr[~valid] = -1e9 + + prob = F.softmax(corr, -1) # [B, H*W, (2R+1)^2] + + correspondence = ( + torch.matmul(prob.unsqueeze(-2), sample_coords_softmax) + .squeeze(-2) + .view(b, h, w, 2) + .permute(0, 3, 1, 2) + ) # [B, 2, H, W] + + flow = correspondence - coords_init + match_prob = prob + + return flow, match_prob + + +def coords_grid(b, h, w, homogeneous=False, device=None): + y, x = torch.meshgrid(torch.arange(h), torch.arange(w)) # [H, W] + + stacks = [x, y] + + if homogeneous: + ones = torch.ones_like(x) # [H, W] + stacks.append(ones) + + grid = torch.stack(stacks, dim=0).float() # [2, H, W] or [3, H, W] + + grid = grid[None].repeat(b, 1, 1, 1) # [B, 2, H, W] or [B, 3, H, W] + + if device is not None: + grid = grid.to(device) + + return grid + + +def generate_window_grid(h_min, h_max, w_min, w_max, len_h, len_w, device=None): + assert device is not None + + x, y = torch.meshgrid( + [ + torch.linspace(w_min, w_max, len_w, device=device), + torch.linspace(h_min, h_max, len_h, device=device), + ], + ) + grid = torch.stack((x, y), -1).transpose(0, 1).float() # [H, W, 2] + + return grid + + +def normalize_coords(coords, h, w): + # coords: [B, H, W, 2] + c = torch.Tensor([(w - 1) / 2.0, (h - 1) / 2.0]).float().to(coords.device) + return (coords - c) / c # [-1, 1] + + +def bilinear_sample( + img, sample_coords, mode="bilinear", padding_mode="zeros", return_mask=False +): + # img: [B, C, H, W] + # sample_coords: [B, 2, H, W] in image scale + if sample_coords.size(1) != 2: # [B, H, W, 2] + sample_coords = sample_coords.permute(0, 3, 1, 2) + + b, _, h, w = sample_coords.shape + + # Normalize to [-1, 1] + x_grid = 2 * sample_coords[:, 0] / (w - 1) - 1 + y_grid = 2 * sample_coords[:, 1] / (h - 1) - 1 + + grid = torch.stack([x_grid, y_grid], dim=-1) # [B, H, W, 2] + + img = F.grid_sample( + img, grid, mode=mode, padding_mode=padding_mode, align_corners=True + ) + + if return_mask: + mask = ( + (x_grid >= -1) & (y_grid >= -1) & (x_grid <= 1) & (y_grid <= 1) + ) # [B, H, W] + + return img, mask + + return img + + +def flow_warp(feature, flow, mask=False, padding_mode="zeros"): + b, c, h, w = feature.size() + assert flow.size(1) == 2 + + grid = coords_grid(b, h, w).to(flow.device) + flow # [B, 2, H, W] + + return bilinear_sample(feature, grid, padding_mode=padding_mode, return_mask=mask) + + +def forward_backward_consistency_check(fwd_flow, bwd_flow, alpha=0.01, beta=0.5): + # fwd_flow, bwd_flow: [B, 2, H, W] + # alpha and beta values are following UnFlow (https://arxiv.org/abs/1711.07837) + assert fwd_flow.dim() == 4 and bwd_flow.dim() == 4 + assert fwd_flow.size(1) == 2 and bwd_flow.size(1) == 2 + flow_mag = torch.norm(fwd_flow, dim=1) + torch.norm(bwd_flow, dim=1) # [B, H, W] + + warped_bwd_flow = flow_warp(bwd_flow, fwd_flow) # [B, 2, H, W] + warped_fwd_flow = flow_warp(fwd_flow, bwd_flow) # [B, 2, H, W] + + diff_fwd = torch.norm(fwd_flow + warped_bwd_flow, dim=1) # [B, H, W] + diff_bwd = torch.norm(bwd_flow + warped_fwd_flow, dim=1) + + threshold = alpha * flow_mag + beta + + fwd_occ = (diff_fwd > threshold).float() # [B, H, W] + bwd_occ = (diff_bwd > threshold).float() + + return fwd_occ, bwd_occ + + +class PositionEmbeddingSine(nn.Module): + """ + This is a more standard version of the position embedding, very similar to the one + used by the Attention is all you need paper, generalized to work on images. + """ + + def __init__(self, num_pos_feats=64, temperature=10000, normalize=True, scale=None): + super().__init__() + self.num_pos_feats = num_pos_feats + self.temperature = temperature + self.normalize = normalize + if scale is not None and normalize is False: + raise ValueError("normalize should be True if scale is passed") + if scale is None: + scale = 2 * math.pi + self.scale = scale + + def forward(self, x): + # x = tensor_list.tensors # [B, C, H, W] + # mask = tensor_list.mask # [B, H, W], input with padding, valid as 0 + b, c, h, w = x.size() + mask = torch.ones((b, h, w), device=x.device) # [B, H, W] + y_embed = mask.cumsum(1, dtype=torch.float32) + x_embed = mask.cumsum(2, dtype=torch.float32) + if self.normalize: + eps = 1e-6 + y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale + x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale + + dim_t = torch.arange(self.num_pos_feats, dtype=torch.float32, device=x.device) + dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats) + + pos_x = x_embed[:, :, :, None] / dim_t + pos_y = y_embed[:, :, :, None] / dim_t + pos_x = torch.stack( + (pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4 + ).flatten(3) + pos_y = torch.stack( + (pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4 + ).flatten(3) + pos = torch.cat((pos_y, pos_x), dim=3).permute(0, 3, 1, 2) + return pos + + +def split_feature( + feature, + num_splits=2, + channel_last=False, +): + if channel_last: # [B, H, W, C] + b, h, w, c = feature.size() + assert h % num_splits == 0 and w % num_splits == 0 + + b_new = b * num_splits * num_splits + h_new = h // num_splits + w_new = w // num_splits + + feature = ( + feature.view(b, num_splits, h // num_splits, num_splits, w // num_splits, c) + .permute(0, 1, 3, 2, 4, 5) + .reshape(b_new, h_new, w_new, c) + ) # [B*K*K, H/K, W/K, C] + else: # [B, C, H, W] + b, c, h, w = feature.size() + assert h % num_splits == 0 and w % num_splits == 0 + + b_new = b * num_splits * num_splits + h_new = h // num_splits + w_new = w // num_splits + + feature = ( + feature.view(b, c, num_splits, h // num_splits, num_splits, w // num_splits) + .permute(0, 2, 4, 1, 3, 5) + .reshape(b_new, c, h_new, w_new) + ) # [B*K*K, C, H/K, W/K] + + return feature + + +def merge_splits( + splits, + num_splits=2, + channel_last=False, +): + if channel_last: # [B*K*K, H/K, W/K, C] + b, h, w, c = splits.size() + new_b = b // num_splits // num_splits + + splits = splits.view(new_b, num_splits, num_splits, h, w, c) + merge = ( + splits.permute(0, 1, 3, 2, 4, 5) + .contiguous() + .view(new_b, num_splits * h, num_splits * w, c) + ) # [B, H, W, C] + else: # [B*K*K, C, H/K, W/K] + b, c, h, w = splits.size() + new_b = b // num_splits // num_splits + + splits = splits.view(new_b, num_splits, num_splits, c, h, w) + merge = ( + splits.permute(0, 3, 1, 4, 2, 5) + .contiguous() + .view(new_b, c, num_splits * h, num_splits * w) + ) # [B, C, H, W] + + return merge + + +def normalize_img(img0, img1): + # loaded images are in [0, 255] + # normalize by ImageNet mean and std + mean = torch.tensor([0.485, 0.456, 0.406]).view(1, 3, 1, 1).to(img1.device) + std = torch.tensor([0.229, 0.224, 0.225]).view(1, 3, 1, 1).to(img1.device) + img0 = (img0 - mean) / std + img1 = (img1 - mean) / std + + return img0, img1 + + +def feature_add_position(feature0, feature1, attn_splits, feature_channels): + pos_enc = PositionEmbeddingSine(num_pos_feats=feature_channels // 2) + + if attn_splits > 1: # add position in splited window + feature0_splits = split_feature(feature0, num_splits=attn_splits) + feature1_splits = split_feature(feature1, num_splits=attn_splits) + + position = pos_enc(feature0_splits) + + feature0_splits = feature0_splits + position + feature1_splits = feature1_splits + position + + feature0 = merge_splits(feature0_splits, num_splits=attn_splits) + feature1 = merge_splits(feature1_splits, num_splits=attn_splits) + else: + position = pos_enc(feature0) + + feature0 = feature0 + position + feature1 = feature1 + position + + return feature0, feature1 + + +class GMFlow(nn.Module): + def __init__( + self, + num_scales=2, + upsample_factor=4, + feature_channels=128, + attention_type="swin", + num_transformer_layers=6, + ffn_dim_expansion=4, + num_head=1, + **kwargs, + ): + super(GMFlow, self).__init__() + + self.num_scales = num_scales + self.feature_channels = feature_channels + self.upsample_factor = upsample_factor + self.attention_type = attention_type + self.num_transformer_layers = num_transformer_layers + + # CNN backbone + self.backbone = CNNEncoder( + output_dim=feature_channels, num_output_scales=num_scales + ) + + # Transformer + self.transformer = FeatureTransformer( + num_layers=num_transformer_layers, + d_model=feature_channels, + nhead=num_head, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + ) + + # flow propagation with self-attn + self.feature_flow_attn = FeatureFlowAttention(in_channels=feature_channels) + + # convex upsampling: concat feature0 and flow as input + self.upsampler = nn.Sequential( + nn.Conv2d(2 + feature_channels, 256, 3, 1, 1), + nn.ReLU(inplace=True), + nn.Conv2d(256, upsample_factor**2 * 9, 1, 1, 0), + ) + + def extract_feature(self, img0, img1): + concat = torch.cat((img0, img1), dim=0) # [2B, C, H, W] + features = self.backbone( + concat + ) # list of [2B, C, H, W], resolution from high to low + + # reverse: resolution from low to high + features = features[::-1] + + feature0, feature1 = [], [] + + for i in range(len(features)): + feature = features[i] + chunks = torch.chunk(feature, 2, 0) # tuple + feature0.append(chunks[0]) + feature1.append(chunks[1]) + + return feature0, feature1 + + def upsample_flow( + self, + flow, + feature, + bilinear=False, + upsample_factor=8, + ): + if bilinear: + up_flow = ( + F.interpolate( + flow, + scale_factor=upsample_factor, + mode="bilinear", + align_corners=True, + ) + * upsample_factor + ) + + else: + # convex upsampling + concat = torch.cat((flow, feature), dim=1) + + mask = self.upsampler(concat) + b, flow_channel, h, w = flow.shape + mask = mask.view( + b, 1, 9, self.upsample_factor, self.upsample_factor, h, w + ) # [B, 1, 9, K, K, H, W] + mask = torch.softmax(mask, dim=2) + + up_flow = F.unfold(self.upsample_factor * flow, [3, 3], padding=1) + up_flow = up_flow.view( + b, flow_channel, 9, 1, 1, h, w + ) # [B, 2, 9, 1, 1, H, W] + + up_flow = torch.sum(mask * up_flow, dim=2) # [B, 2, K, K, H, W] + up_flow = up_flow.permute(0, 1, 4, 2, 5, 3) # [B, 2, K, H, K, W] + up_flow = up_flow.reshape( + b, flow_channel, self.upsample_factor * h, self.upsample_factor * w + ) # [B, 2, K*H, K*W] + + return up_flow + + def forward( + self, + img0, + img1, + attn_splits_list=[2, 8], + corr_radius_list=[-1, 4], + prop_radius_list=[-1, 1], + pred_bidir_flow=False, + **kwargs, + ): + img0, img1 = normalize_img(img0, img1) # [B, 3, H, W] + + # resolution low to high + feature0_list, feature1_list = self.extract_feature( + img0, img1 + ) # list of features + + flow = None + + assert ( + len(attn_splits_list) + == len(corr_radius_list) + == len(prop_radius_list) + == self.num_scales + ) + + for scale_idx in range(self.num_scales): + feature0, feature1 = feature0_list[scale_idx], feature1_list[scale_idx] + + if pred_bidir_flow and scale_idx > 0: + # predicting bidirectional flow with refinement + feature0, feature1 = torch.cat((feature0, feature1), dim=0), torch.cat( + (feature1, feature0), dim=0 + ) + + upsample_factor = self.upsample_factor * ( + 2 ** (self.num_scales - 1 - scale_idx) + ) + + if scale_idx > 0: + flow = ( + F.interpolate( + flow, scale_factor=2, mode="bilinear", align_corners=True + ) + * 2 + ) + + if flow is not None: + flow = flow.detach() + feature1 = flow_warp(feature1, flow) # [B, C, H, W] + + attn_splits = attn_splits_list[scale_idx] + corr_radius = corr_radius_list[scale_idx] + prop_radius = prop_radius_list[scale_idx] + + # add position to features + feature0, feature1 = feature_add_position( + feature0, feature1, attn_splits, self.feature_channels + ) + + # Transformer + feature0, feature1 = self.transformer( + feature0, feature1, attn_num_splits=attn_splits + ) + + # correlation and softmax + if corr_radius == -1: # global matching + flow_pred = global_correlation_softmax( + feature0, feature1, pred_bidir_flow + )[0] + else: # local matching + flow_pred = local_correlation_softmax(feature0, feature1, corr_radius)[ + 0 + ] + + # flow or residual flow + flow = flow + flow_pred if flow is not None else flow_pred + + # upsample to the original resolution for supervison + if ( + self.training + ): # only need to upsample intermediate flow predictions at training time + flow_bilinear = self.upsample_flow( + flow, None, bilinear=True, upsample_factor=upsample_factor + ) + + # flow propagation with self-attn + if pred_bidir_flow and scale_idx == 0: + feature0 = torch.cat( + (feature0, feature1), dim=0 + ) # [2*B, C, H, W] for propagation + flow = self.feature_flow_attn( + feature0, + flow.detach(), + local_window_attn=prop_radius > 0, + local_window_radius=prop_radius, + ) + + # bilinear upsampling at training time except the last one + if self.training and scale_idx < self.num_scales - 1: + flow_up = self.upsample_flow( + flow, feature0, bilinear=True, upsample_factor=upsample_factor + ) + + if scale_idx == self.num_scales - 1: + flow_up = self.upsample_flow(flow, feature0) + + return flow_up + + +backwarp_tenGrid = {} + + +def backwarp(tenIn, tenflow): + if str(tenflow.shape) not in backwarp_tenGrid: + tenHor = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenflow.shape[3], + dtype=tenflow.dtype, + device=tenflow.device, + ) + .view(1, 1, 1, -1) + .repeat(1, 1, tenflow.shape[2], 1) + ) + tenVer = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenflow.shape[2], + dtype=tenflow.dtype, + device=tenflow.device, + ) + .view(1, 1, -1, 1) + .repeat(1, 1, 1, tenflow.shape[3]) + ) + + backwarp_tenGrid[str(tenflow.shape)] = torch.cat([tenHor, tenVer], 1).to(get_torch_device()) + # end + + tenflow = torch.cat( + [ + tenflow[:, 0:1, :, :] / ((tenIn.shape[3] - 1.0) / 2.0), + tenflow[:, 1:2, :, :] / ((tenIn.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + return torch.nn.functional.grid_sample( + input=tenIn, + grid=(backwarp_tenGrid[str(tenflow.shape)] + tenflow).permute(0, 2, 3, 1), + mode="bilinear", + padding_mode="zeros", + align_corners=True, + ) + + +class MetricNet(nn.Module): + def __init__(self): + super(MetricNet, self).__init__() + self.metric_in = nn.Conv2d(14, 64, 3, 1, 1) + self.metric_net1 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_net2 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_net3 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_out = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 2, 3, 1, 1)) + + def forward(self, img0, img1, flow01, flow10): + metric0 = F.l1_loss(img0, backwarp(img1, flow01), reduction="none").mean( + [1], True + ) + metric1 = F.l1_loss(img1, backwarp(img0, flow10), reduction="none").mean( + [1], True + ) + + fwd_occ, bwd_occ = forward_backward_consistency_check(flow01, flow10) + + flow01 = torch.cat( + [ + flow01[:, 0:1, :, :] / ((flow01.shape[3] - 1.0) / 2.0), + flow01[:, 1:2, :, :] / ((flow01.shape[2] - 1.0) / 2.0), + ], + 1, + ) + flow10 = torch.cat( + [ + flow10[:, 0:1, :, :] / ((flow10.shape[3] - 1.0) / 2.0), + flow10[:, 1:2, :, :] / ((flow10.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + img = torch.cat((img0, img1), 1) + metric = torch.cat((-metric0, -metric1), 1) + flow = torch.cat((flow01, flow10), 1) + occ = torch.cat((fwd_occ.unsqueeze(1), bwd_occ.unsqueeze(1)), 1) + + feat = self.metric_in(torch.cat((img, metric, flow, occ), 1)) + feat = self.metric_net1(feat) + feat + feat = self.metric_net2(feat) + feat + feat = self.metric_net3(feat) + feat + metric = self.metric_out(feat) + + metric = torch.tanh(metric) * 10 + + return metric[:, :1], metric[:, 1:2] + + +class FeatureNet(nn.Module): + """The quadratic model""" + + def __init__(self): + super(FeatureNet, self).__init__() + self.block1 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(3, 64, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(64, 64, 3, 1, 1), + ) + self.block2 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(64, 128, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(128, 128, 3, 1, 1), + ) + self.block3 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(128, 192, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(192, 192, 3, 1, 1), + ) + + def forward(self, x): + x1 = self.block1(x) + x2 = self.block2(x1) + x3 = self.block3(x2) + + return x1, x2, x3 + + +# Residual Block +def ResidualBlock(in_channels, out_channels, stride=1): + return torch.nn.Sequential( + nn.PReLU(), + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + ) + + +# downsample block +def DownsampleBlock(in_channels, out_channels, stride=2): + return torch.nn.Sequential( + nn.PReLU(), + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=True + ), + ) + + +# upsample block +def UpsampleBlock(in_channels, out_channels, stride=2): + return torch.nn.Sequential( + nn.PReLU(), + nn.ConvTranspose2d( + in_channels, + out_channels, + kernel_size=4, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=True + ), + ) + + +class PixelShuffleBlcok(nn.Module): + def __init__(self, in_feat, num_feat, num_out_ch): + super(PixelShuffleBlcok, self).__init__() + self.conv_before_upsample = nn.Sequential( + nn.Conv2d(in_feat, num_feat, 3, 1, 1), nn.PReLU() + ) + self.upsample = nn.Sequential( + nn.Conv2d(num_feat, 4 * num_feat, 3, 1, 1), nn.PixelShuffle(2) + ) + self.conv_last = nn.Conv2d(num_feat, num_out_ch, 3, 1, 1) + + def forward(self, x): + x = self.conv_before_upsample(x) + x = self.conv_last(self.upsample(x)) + return x + + +# grid network +class GridNet(nn.Module): + def __init__( + self, + in_channels=12, + in_channels1=128, + in_channels2=256, + in_channels3=384, + out_channels=3, + ): + super(GridNet, self).__init__() + + self.residual_model_head = ResidualBlock(in_channels, 64) + self.residual_model_head1 = ResidualBlock(in_channels1, 64) + self.residual_model_head2 = ResidualBlock(in_channels2, 128) + self.residual_model_head3 = ResidualBlock(in_channels3, 192) + + self.residual_model_01 = ResidualBlock(64, 64) + # self.residual_model_02=ResidualBlock(64, 64) + # self.residual_model_03=ResidualBlock(64, 64) + self.residual_model_04 = ResidualBlock(64, 64) + self.residual_model_05 = ResidualBlock(64, 64) + self.residual_model_tail = PixelShuffleBlcok(64, 64, out_channels) + + self.residual_model_11 = ResidualBlock(128, 128) + # self.residual_model_12=ResidualBlock(128, 128) + # self.residual_model_13=ResidualBlock(128, 128) + self.residual_model_14 = ResidualBlock(128, 128) + self.residual_model_15 = ResidualBlock(128, 128) + + self.residual_model_21 = ResidualBlock(192, 192) + # self.residual_model_22=ResidualBlock(192, 192) + # self.residual_model_23=ResidualBlock(192, 192) + self.residual_model_24 = ResidualBlock(192, 192) + self.residual_model_25 = ResidualBlock(192, 192) + + # + + self.downsample_model_10 = DownsampleBlock(64, 128) + self.downsample_model_20 = DownsampleBlock(128, 192) + + self.downsample_model_11 = DownsampleBlock(64, 128) + self.downsample_model_21 = DownsampleBlock(128, 192) + + # self.downsample_model_12=DownsampleBlock(64, 128) + # self.downsample_model_22=DownsampleBlock(128, 192) + + # + + # self.upsample_model_03=UpsampleBlock(128, 64) + # self.upsample_model_13=UpsampleBlock(192, 128) + + self.upsample_model_04 = UpsampleBlock(128, 64) + self.upsample_model_14 = UpsampleBlock(192, 128) + + self.upsample_model_05 = UpsampleBlock(128, 64) + self.upsample_model_15 = UpsampleBlock(192, 128) + + def forward(self, x, x1, x2, x3): + X00 = self.residual_model_head(x) + self.residual_model_head1( + x1 + ) # --- 182 ~ 185 + # X10 = self.residual_model_head1(x1) + + X01 = self.residual_model_01(X00) + X00 # --- 208 ~ 211 ,AddBackward1213 + + X10 = self.downsample_model_10(X00) + self.residual_model_head2( + x2 + ) # --- 186 ~ 189 + X20 = self.downsample_model_20(X10) + self.residual_model_head3( + x3 + ) # --- 190 ~ 193 + + residual_11 = ( + self.residual_model_11(X10) + X10 + ) # 201 ~ 204 , sum AddBackward1206 + downsample_11 = self.downsample_model_11(X01) # 214 ~ 217 + X11 = residual_11 + downsample_11 # --- AddBackward1218 + + residual_21 = ( + self.residual_model_21(X20) + X20 + ) # 194 ~ 197 , sum AddBackward1199 + downsample_21 = self.downsample_model_21(X11) # 219 ~ 222 + X21 = residual_21 + downsample_21 # AddBackward1223 + + X24 = self.residual_model_24(X21) + X21 # --- 224 ~ 227 , AddBackward1229 + X25 = self.residual_model_25(X24) + X24 # --- 230 ~ 233 , AddBackward1235 + + upsample_14 = self.upsample_model_14(X24) # 242 ~ 246 + residual_14 = self.residual_model_14(X11) + X11 # 248 ~ 251, AddBackward1253 + X14 = upsample_14 + residual_14 # --- AddBackward1254 + + upsample_04 = self.upsample_model_04(X14) # 268 ~ 272 + residual_04 = self.residual_model_04(X01) + X01 # 274 ~ 277, AddBackward1279 + X04 = upsample_04 + residual_04 # --- AddBackward1280 + + upsample_15 = self.upsample_model_15(X25) # 236 ~ 240 + residual_15 = self.residual_model_15(X14) + X14 # 255 ~ 258, AddBackward1260 + X15 = upsample_15 + residual_15 # AddBackward1261 + + upsample_05 = self.upsample_model_05(X15) # 262 ~ 266 + residual_05 = self.residual_model_05(X04) + X04 # 281 ~ 284,AddBackward1286 + X05 = upsample_05 + residual_05 # AddBackward1287 + + X_tail = self.residual_model_tail(X05) # 288 ~ 291 + + return X_tail +# end + +class Model: + def __init__(self): + self.flownet = GMFlow() + self.metricnet = MetricNet() + self.feat_ext = FeatureNet() + self.fusionnet = GridNet() + self.version = 3.9 + + def eval(self): + self.flownet.eval() + self.metricnet.eval() + self.feat_ext.eval() + self.fusionnet.eval() + + def device(self): + self.flownet.to(device) + self.metricnet.to(device) + self.feat_ext.to(device) + self.fusionnet.to(device) + + def load_model(self, path_dict): + #models/GMFSS_fortuna_flownet.pkl + self.flownet.load_state_dict(torch.load(path_dict["flownet"])) + #models/GMFSS_fortuna_metric.pkl + self.metricnet.load_state_dict(torch.load(path_dict["metricnet"])) + #models/GMFSS_fortuna_feat.pkl + self.feat_ext.load_state_dict(torch.load(path_dict["feat_ext"])) + #models/GMFSS_fortuna_fusionnet.pkl + self.fusionnet.load_state_dict(torch.load(path_dict["fusionnet"])) + + def reuse(self, img0, img1, scale): + feat11, feat12, feat13 = self.feat_ext(img0) + feat21, feat22, feat23 = self.feat_ext(img1) + + img0 = F.interpolate( + img0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + img1 = F.interpolate( + img1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + + if scale != 1.0: + imgf0 = F.interpolate( + img0, scale_factor=scale, mode="bilinear", align_corners=False + ) + imgf1 = F.interpolate( + img1, scale_factor=scale, mode="bilinear", align_corners=False + ) + else: + imgf0 = img0 + imgf1 = img1 + flow01 = self.flownet(imgf0, imgf1, return_flow=True) + flow10 = self.flownet(imgf1, imgf0, return_flow=True) + if scale != 1.0: + flow01 = ( + F.interpolate( + flow01, + scale_factor=1.0 / scale, + mode="bilinear", + align_corners=False, + ) + / scale + ) + flow10 = ( + F.interpolate( + flow10, + scale_factor=1.0 / scale, + mode="bilinear", + align_corners=False, + ) + / scale + ) + + metric0, metric1 = self.metricnet(img0, img1, flow01, flow10) + + return ( + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + ) + + def inference( + self, + img0, + img1, + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + timestep, + ): + F1t = timestep * flow01 + F2t = (1 - timestep) * flow10 + + Z1t = timestep * metric0 + Z2t = (1 - timestep) * metric1 + + img0 = F.interpolate( + img0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + I1t = softsplat(img0, F1t, Z1t, strMode="soft") + img1 = F.interpolate( + img1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + I2t = softsplat(img1, F2t, Z2t, strMode="soft") + + feat1t1 = softsplat(feat11, F1t, Z1t, strMode="soft") + feat2t1 = softsplat(feat21, F2t, Z2t, strMode="soft") + + F1td = ( + F.interpolate(F1t, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + Z1d = F.interpolate(Z1t, scale_factor=0.5, mode="bilinear", align_corners=False) + feat1t2 = softsplat(feat12, F1td, Z1d, strMode="soft") + F2td = ( + F.interpolate(F2t, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + Z2d = F.interpolate(Z2t, scale_factor=0.5, mode="bilinear", align_corners=False) + feat2t2 = softsplat(feat22, F2td, Z2d, strMode="soft") + + F1tdd = ( + F.interpolate(F1t, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + Z1dd = F.interpolate( + Z1t, scale_factor=0.25, mode="bilinear", align_corners=False + ) + feat1t3 = softsplat(feat13, F1tdd, Z1dd, strMode="soft") + F2tdd = ( + F.interpolate(F2t, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + Z2dd = F.interpolate( + Z2t, scale_factor=0.25, mode="bilinear", align_corners=False + ) + feat2t3 = softsplat(feat23, F2tdd, Z2dd, strMode="soft") + + out = self.fusionnet( + torch.cat([img0, I1t, I2t, img1], dim=1), + torch.cat([feat1t1, feat2t1], dim=1), + torch.cat([feat1t2, feat2t2], dim=1), + torch.cat([feat1t3, feat2t3], dim=1), + ) + + return torch.clamp(out, 0, 1) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union.py new file mode 100644 index 0000000000000000000000000000000000000000..41e92ddfa62fae5877eb12b43677d28ee9d3e29e --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union.py @@ -0,0 +1,23 @@ +import itertools +import numpy as np +import vapoursynth as vs +from .GMFSS_Fortuna_union_arch import Model_inference +import torch + + +class GMFSS_Fortuna_union: + def __init__(self): + self.cache = False + self.amount_input_img = 2 + + torch.set_grad_enabled(False) + torch.backends.cudnn.enabled = True + torch.backends.cudnn.benchmark = True + + self.model = Model_inference() + self.model.eval() + + def execute(self, I0, I1, timestep): + with torch.inference_mode(): + middle = self.model(I0, I1, timestep).cpu() + return middle diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..665e56534b647fe884d236693833f12060daa148 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/GMFSS_Fortuna_union_arch.py @@ -0,0 +1,1857 @@ +""" +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/GMFSS_infer_u.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/softsplat.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/FusionNet_u.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/FeatureNet.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/MetricNet.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/IFNet_HDv3.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/gmflow.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/utils.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/position.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/geometry.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/matching.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/transformer.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/backbone.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/gmflow/trident_conv.py +https://github.com/98mxr/GMFSS_Fortuna/blob/b5d0bd544e3f1eee6a059e49c69bcd3124c8343c/model/warplayer.py +""" + +from torch import nn +from torch.nn import functional as F +from torch.nn.modules.utils import _pair +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch +import math +from vfi_models.rife.rife_arch import IFNet +from vfi_models.ops import softsplat +from comfy.model_management import get_torch_device + +device = get_torch_device() +backwarp_tenGrid = {} + + +def warp(tenInput, tenFlow): + k = (str(tenFlow.device), str(tenFlow.size())) + if k not in backwarp_tenGrid: + tenHorizontal = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[3], device=device) + .view(1, 1, 1, tenFlow.shape[3]) + .expand(tenFlow.shape[0], -1, tenFlow.shape[2], -1) + ) + tenVertical = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[2], device=device) + .view(1, 1, tenFlow.shape[2], 1) + .expand(tenFlow.shape[0], -1, -1, tenFlow.shape[3]) + ) + backwarp_tenGrid[k] = torch.cat([tenHorizontal, tenVertical], 1).to(device) + + tenFlow = torch.cat( + [ + tenFlow[:, 0:1, :, :] / ((tenInput.shape[3] - 1.0) / 2.0), + tenFlow[:, 1:2, :, :] / ((tenInput.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + g = (backwarp_tenGrid[k] + tenFlow).permute(0, 2, 3, 1) + return torch.nn.functional.grid_sample( + input=tenInput, + grid=g, + mode="bilinear", + padding_mode="border", + align_corners=True, + ) + + +class MultiScaleTridentConv(nn.Module): + def __init__( + self, + in_channels, + out_channels, + kernel_size, + stride=1, + strides=1, + paddings=0, + dilations=1, + dilation=1, + groups=1, + num_branch=1, + test_branch_idx=-1, + bias=False, + norm=None, + activation=None, + ): + super(MultiScaleTridentConv, self).__init__() + self.in_channels = in_channels + self.out_channels = out_channels + self.kernel_size = _pair(kernel_size) + self.num_branch = num_branch + self.stride = _pair(stride) + self.groups = groups + self.with_bias = bias + self.dilation = dilation + if isinstance(paddings, int): + paddings = [paddings] * self.num_branch + if isinstance(dilations, int): + dilations = [dilations] * self.num_branch + if isinstance(strides, int): + strides = [strides] * self.num_branch + self.paddings = [_pair(padding) for padding in paddings] + self.dilations = [_pair(dilation) for dilation in dilations] + self.strides = [_pair(stride) for stride in strides] + self.test_branch_idx = test_branch_idx + self.norm = norm + self.activation = activation + + assert len({self.num_branch, len(self.paddings), len(self.strides)}) == 1 + + self.weight = nn.Parameter( + torch.Tensor(out_channels, in_channels // groups, *self.kernel_size) + ) + if bias: + self.bias = nn.Parameter(torch.Tensor(out_channels)) + else: + self.bias = None + + nn.init.kaiming_uniform_(self.weight, nonlinearity="relu") + if self.bias is not None: + nn.init.constant_(self.bias, 0) + + def forward(self, inputs): + num_branch = ( + self.num_branch if self.training or self.test_branch_idx == -1 else 1 + ) + assert len(inputs) == num_branch + + if self.training or self.test_branch_idx == -1: + outputs = [ + F.conv2d( + input, + self.weight, + self.bias, + stride, + padding, + self.dilation, + self.groups, + ) + for input, stride, padding in zip(inputs, self.strides, self.paddings) + ] + else: + outputs = [ + F.conv2d( + inputs[0], + self.weight, + self.bias, + self.strides[self.test_branch_idx] + if self.test_branch_idx == -1 + else self.strides[-1], + self.paddings[self.test_branch_idx] + if self.test_branch_idx == -1 + else self.paddings[-1], + self.dilation, + self.groups, + ) + ] + + if self.norm is not None: + outputs = [self.norm(x) for x in outputs] + if self.activation is not None: + outputs = [self.activation(x) for x in outputs] + return outputs + + +class ResidualBlock_class(nn.Module): + def __init__( + self, + in_planes, + planes, + norm_layer=nn.InstanceNorm2d, + stride=1, + dilation=1, + ): + super(ResidualBlock_class, self).__init__() + + self.conv1 = nn.Conv2d( + in_planes, + planes, + kernel_size=3, + dilation=dilation, + padding=dilation, + stride=stride, + bias=False, + ) + self.conv2 = nn.Conv2d( + planes, + planes, + kernel_size=3, + dilation=dilation, + padding=dilation, + bias=False, + ) + self.relu = nn.ReLU(inplace=True) + + self.norm1 = norm_layer(planes) + self.norm2 = norm_layer(planes) + if not stride == 1 or in_planes != planes: + self.norm3 = norm_layer(planes) + + if stride == 1 and in_planes == planes: + self.downsample = None + else: + self.downsample = nn.Sequential( + nn.Conv2d(in_planes, planes, kernel_size=1, stride=stride), self.norm3 + ) + + def forward(self, x): + y = x + y = self.relu(self.norm1(self.conv1(y))) + y = self.relu(self.norm2(self.conv2(y))) + + if self.downsample is not None: + x = self.downsample(x) + + return self.relu(x + y) + + +class CNNEncoder(nn.Module): + def __init__( + self, + output_dim=128, + norm_layer=nn.InstanceNorm2d, + num_output_scales=1, + **kwargs, + ): + super(CNNEncoder, self).__init__() + self.num_branch = num_output_scales + + feature_dims = [64, 96, 128] + + self.conv1 = nn.Conv2d( + 3, feature_dims[0], kernel_size=7, stride=2, padding=3, bias=False + ) # 1/2 + self.norm1 = norm_layer(feature_dims[0]) + self.relu1 = nn.ReLU(inplace=True) + + self.in_planes = feature_dims[0] + self.layer1 = self._make_layer( + feature_dims[0], stride=1, norm_layer=norm_layer + ) # 1/2 + self.layer2 = self._make_layer( + feature_dims[1], stride=2, norm_layer=norm_layer + ) # 1/4 + + # highest resolution 1/4 or 1/8 + stride = 2 if num_output_scales == 1 else 1 + self.layer3 = self._make_layer( + feature_dims[2], + stride=stride, + norm_layer=norm_layer, + ) # 1/4 or 1/8 + + self.conv2 = nn.Conv2d(feature_dims[2], output_dim, 1, 1, 0) + + if self.num_branch > 1: + if self.num_branch == 4: + strides = (1, 2, 4, 8) + elif self.num_branch == 3: + strides = (1, 2, 4) + elif self.num_branch == 2: + strides = (1, 2) + else: + raise ValueError + + self.trident_conv = MultiScaleTridentConv( + output_dim, + output_dim, + kernel_size=3, + strides=strides, + paddings=1, + num_branch=self.num_branch, + ) + + for m in self.modules(): + if isinstance(m, nn.Conv2d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + elif isinstance(m, (nn.BatchNorm2d, nn.InstanceNorm2d, nn.GroupNorm)): + if m.weight is not None: + nn.init.constant_(m.weight, 1) + if m.bias is not None: + nn.init.constant_(m.bias, 0) + + def _make_layer(self, dim, stride=1, dilation=1, norm_layer=nn.InstanceNorm2d): + layer1 = ResidualBlock_class( + self.in_planes, dim, norm_layer=norm_layer, stride=stride, dilation=dilation + ) + layer2 = ResidualBlock_class( + dim, dim, norm_layer=norm_layer, stride=1, dilation=dilation + ) + + layers = (layer1, layer2) + + self.in_planes = dim + return nn.Sequential(*layers) + + def forward(self, x): + x = self.conv1(x) + x = self.norm1(x) + x = self.relu1(x) + + x = self.layer1(x) # 1/2 + x = self.layer2(x) # 1/4 + x = self.layer3(x) # 1/8 or 1/4 + + x = self.conv2(x) + + if self.num_branch > 1: + out = self.trident_conv([x] * self.num_branch) # high to low res + else: + out = [x] + + return out + + +def single_head_full_attention(q, k, v): + # q, k, v: [B, L, C] + assert q.dim() == k.dim() == v.dim() == 3 + + scores = torch.matmul(q, k.permute(0, 2, 1)) / (q.size(2) ** 0.5) # [B, L, L] + attn = torch.softmax(scores, dim=2) # [B, L, L] + out = torch.matmul(attn, v) # [B, L, C] + + return out + + +def generate_shift_window_attn_mask( + input_resolution, + window_size_h, + window_size_w, + shift_size_h, + shift_size_w, + device=get_torch_device(), +): + # Ref: https://github.com/microsoft/Swin-Transformer/blob/main/models/swin_transformer.py + # calculate attention mask for SW-MSA + h, w = input_resolution + img_mask = torch.zeros((1, h, w, 1)).to(device) # 1 H W 1 + h_slices = ( + slice(0, -window_size_h), + slice(-window_size_h, -shift_size_h), + slice(-shift_size_h, None), + ) + w_slices = ( + slice(0, -window_size_w), + slice(-window_size_w, -shift_size_w), + slice(-shift_size_w, None), + ) + cnt = 0 + for h in h_slices: + for w in w_slices: + img_mask[:, h, w, :] = cnt + cnt += 1 + + mask_windows = split_feature( + img_mask, num_splits=input_resolution[-1] // window_size_w, channel_last=True + ) + + mask_windows = mask_windows.view(-1, window_size_h * window_size_w) + attn_mask = mask_windows.unsqueeze(1) - mask_windows.unsqueeze(2) + attn_mask = attn_mask.masked_fill(attn_mask != 0, float(-100.0)).masked_fill( + attn_mask == 0, float(0.0) + ) + + return attn_mask + + +def single_head_split_window_attention( + q, + k, + v, + num_splits=1, + with_shift=False, + h=None, + w=None, + attn_mask=None, +): + # Ref: https://github.com/microsoft/Swin-Transformer/blob/main/models/swin_transformer.py + # q, k, v: [B, L, C] + assert q.dim() == k.dim() == v.dim() == 3 + + assert h is not None and w is not None + assert q.size(1) == h * w + + b, _, c = q.size() + + b_new = b * num_splits * num_splits + + window_size_h = h // num_splits + window_size_w = w // num_splits + + q = q.view(b, h, w, c) # [B, H, W, C] + k = k.view(b, h, w, c) + v = v.view(b, h, w, c) + + scale_factor = c**0.5 + + if with_shift: + assert attn_mask is not None # compute once + shift_size_h = window_size_h // 2 + shift_size_w = window_size_w // 2 + + q = torch.roll(q, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + k = torch.roll(k, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + v = torch.roll(v, shifts=(-shift_size_h, -shift_size_w), dims=(1, 2)) + + q = split_feature( + q, num_splits=num_splits, channel_last=True + ) # [B*K*K, H/K, W/K, C] + k = split_feature(k, num_splits=num_splits, channel_last=True) + v = split_feature(v, num_splits=num_splits, channel_last=True) + + scores = ( + torch.matmul(q.view(b_new, -1, c), k.view(b_new, -1, c).permute(0, 2, 1)) + / scale_factor + ) # [B*K*K, H/K*W/K, H/K*W/K] + + if with_shift: + scores += attn_mask.repeat(b, 1, 1) + + attn = torch.softmax(scores, dim=-1) + + out = torch.matmul(attn, v.view(b_new, -1, c)) # [B*K*K, H/K*W/K, C] + + out = merge_splits( + out.view(b_new, h // num_splits, w // num_splits, c), + num_splits=num_splits, + channel_last=True, + ) # [B, H, W, C] + + # shift back + if with_shift: + out = torch.roll(out, shifts=(shift_size_h, shift_size_w), dims=(1, 2)) + + out = out.view(b, -1, c) + + return out + + +class TransformerLayer(nn.Module): + def __init__( + self, + d_model=256, + nhead=1, + attention_type="swin", + no_ffn=False, + ffn_dim_expansion=4, + with_shift=False, + **kwargs, + ): + super(TransformerLayer, self).__init__() + + self.dim = d_model + self.nhead = nhead + self.attention_type = attention_type + self.no_ffn = no_ffn + + self.with_shift = with_shift + + # multi-head attention + self.q_proj = nn.Linear(d_model, d_model, bias=False) + self.k_proj = nn.Linear(d_model, d_model, bias=False) + self.v_proj = nn.Linear(d_model, d_model, bias=False) + + self.merge = nn.Linear(d_model, d_model, bias=False) + + self.norm1 = nn.LayerNorm(d_model) + + # no ffn after self-attn, with ffn after cross-attn + if not self.no_ffn: + in_channels = d_model * 2 + self.mlp = nn.Sequential( + nn.Linear(in_channels, in_channels * ffn_dim_expansion, bias=False), + nn.GELU(), + nn.Linear(in_channels * ffn_dim_expansion, d_model, bias=False), + ) + + self.norm2 = nn.LayerNorm(d_model) + + def forward( + self, + source, + target, + height=None, + width=None, + shifted_window_attn_mask=None, + attn_num_splits=None, + **kwargs, + ): + # source, target: [B, L, C] + query, key, value = source, target, target + + # single-head attention + query = self.q_proj(query) # [B, L, C] + key = self.k_proj(key) # [B, L, C] + value = self.v_proj(value) # [B, L, C] + + if self.attention_type == "swin" and attn_num_splits > 1: + if self.nhead > 1: + # we observe that multihead attention slows down the speed and increases the memory consumption + # without bringing obvious performance gains and thus the implementation is removed + raise NotImplementedError + else: + message = single_head_split_window_attention( + query, + key, + value, + num_splits=attn_num_splits, + with_shift=self.with_shift, + h=height, + w=width, + attn_mask=shifted_window_attn_mask, + ) + else: + message = single_head_full_attention(query, key, value) # [B, L, C] + + message = self.merge(message) # [B, L, C] + message = self.norm1(message) + + if not self.no_ffn: + message = self.mlp(torch.cat([source, message], dim=-1)) + message = self.norm2(message) + + return source + message + + +class TransformerBlock(nn.Module): + """self attention + cross attention + FFN""" + + def __init__( + self, + d_model=256, + nhead=1, + attention_type="swin", + ffn_dim_expansion=4, + with_shift=False, + **kwargs, + ): + super(TransformerBlock, self).__init__() + + self.self_attn = TransformerLayer( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + no_ffn=True, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=with_shift, + ) + + self.cross_attn_ffn = TransformerLayer( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=with_shift, + ) + + def forward( + self, + source, + target, + height=None, + width=None, + shifted_window_attn_mask=None, + attn_num_splits=None, + **kwargs, + ): + # source, target: [B, L, C] + + # self attention + source = self.self_attn( + source, + source, + height=height, + width=width, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + # cross attention and ffn + source = self.cross_attn_ffn( + source, + target, + height=height, + width=width, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + return source + + +class FeatureTransformer(nn.Module): + def __init__( + self, + num_layers=6, + d_model=128, + nhead=1, + attention_type="swin", + ffn_dim_expansion=4, + **kwargs, + ): + super(FeatureTransformer, self).__init__() + + self.attention_type = attention_type + + self.d_model = d_model + self.nhead = nhead + + self.layers = nn.ModuleList( + [ + TransformerBlock( + d_model=d_model, + nhead=nhead, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + with_shift=True + if attention_type == "swin" and i % 2 == 1 + else False, + ) + for i in range(num_layers) + ] + ) + + for p in self.parameters(): + if p.dim() > 1: + nn.init.xavier_uniform_(p) + + def forward( + self, + feature0, + feature1, + attn_num_splits=None, + **kwargs, + ): + b, c, h, w = feature0.shape + assert self.d_model == c + + feature0 = feature0.flatten(-2).permute(0, 2, 1) # [B, H*W, C] + feature1 = feature1.flatten(-2).permute(0, 2, 1) # [B, H*W, C] + + if self.attention_type == "swin" and attn_num_splits > 1: + # global and refine use different number of splits + window_size_h = h // attn_num_splits + window_size_w = w // attn_num_splits + + # compute attn mask once + shifted_window_attn_mask = generate_shift_window_attn_mask( + input_resolution=(h, w), + window_size_h=window_size_h, + window_size_w=window_size_w, + shift_size_h=window_size_h // 2, + shift_size_w=window_size_w // 2, + device=feature0.device, + ) # [K*K, H/K*W/K, H/K*W/K] + else: + shifted_window_attn_mask = None + + # concat feature0 and feature1 in batch dimension to compute in parallel + concat0 = torch.cat((feature0, feature1), dim=0) # [2B, H*W, C] + concat1 = torch.cat((feature1, feature0), dim=0) # [2B, H*W, C] + + for layer in self.layers: + concat0 = layer( + concat0, + concat1, + height=h, + width=w, + shifted_window_attn_mask=shifted_window_attn_mask, + attn_num_splits=attn_num_splits, + ) + + # update feature1 + concat1 = torch.cat(concat0.chunk(chunks=2, dim=0)[::-1], dim=0) + + feature0, feature1 = concat0.chunk(chunks=2, dim=0) # [B, H*W, C] + + # reshape back + feature0 = ( + feature0.view(b, h, w, c).permute(0, 3, 1, 2).contiguous() + ) # [B, C, H, W] + feature1 = ( + feature1.view(b, h, w, c).permute(0, 3, 1, 2).contiguous() + ) # [B, C, H, W] + + return feature0, feature1 + + +class FeatureFlowAttention(nn.Module): + """ + flow propagation with self-attention on feature + query: feature0, key: feature0, value: flow + """ + + def __init__( + self, + in_channels, + **kwargs, + ): + super(FeatureFlowAttention, self).__init__() + + self.q_proj = nn.Linear(in_channels, in_channels) + self.k_proj = nn.Linear(in_channels, in_channels) + + for p in self.parameters(): + if p.dim() > 1: + nn.init.xavier_uniform_(p) + + def forward( + self, + feature0, + flow, + local_window_attn=False, + local_window_radius=1, + **kwargs, + ): + # q, k: feature [B, C, H, W], v: flow [B, 2, H, W] + if local_window_attn: + return self.forward_local_window_attn( + feature0, flow, local_window_radius=local_window_radius + ) + + b, c, h, w = feature0.size() + + query = feature0.view(b, c, h * w).permute(0, 2, 1) # [B, H*W, C] + + # a note: the ``correct'' implementation should be: + # ``query = self.q_proj(query), key = self.k_proj(query)'' + # this problem is observed while cleaning up the code + # however, this doesn't affect the performance since the projection is a linear operation, + # thus the two projection matrices for key can be merged + # so I just leave it as is in order to not re-train all models :) + query = self.q_proj(query) # [B, H*W, C] + key = self.k_proj(query) # [B, H*W, C] + + value = flow.view(b, flow.size(1), h * w).permute(0, 2, 1) # [B, H*W, 2] + + scores = torch.matmul(query, key.permute(0, 2, 1)) / (c**0.5) # [B, H*W, H*W] + prob = torch.softmax(scores, dim=-1) + + out = torch.matmul(prob, value) # [B, H*W, 2] + out = out.view(b, h, w, value.size(-1)).permute(0, 3, 1, 2) # [B, 2, H, W] + + return out + + def forward_local_window_attn( + self, + feature0, + flow, + local_window_radius=1, + ): + assert flow.size(1) == 2 + assert local_window_radius > 0 + + b, c, h, w = feature0.size() + + feature0_reshape = self.q_proj( + feature0.view(b, c, -1).permute(0, 2, 1) + ).reshape( + b * h * w, 1, c + ) # [B*H*W, 1, C] + + kernel_size = 2 * local_window_radius + 1 + + feature0_proj = ( + self.k_proj(feature0.view(b, c, -1).permute(0, 2, 1)) + .permute(0, 2, 1) + .reshape(b, c, h, w) + ) + + feature0_window = F.unfold( + feature0_proj, kernel_size=kernel_size, padding=local_window_radius + ) # [B, C*(2R+1)^2), H*W] + + feature0_window = ( + feature0_window.view(b, c, kernel_size**2, h, w) + .permute(0, 3, 4, 1, 2) + .reshape(b * h * w, c, kernel_size**2) + ) # [B*H*W, C, (2R+1)^2] + + flow_window = F.unfold( + flow, kernel_size=kernel_size, padding=local_window_radius + ) # [B, 2*(2R+1)^2), H*W] + + flow_window = ( + flow_window.view(b, 2, kernel_size**2, h, w) + .permute(0, 3, 4, 2, 1) + .reshape(b * h * w, kernel_size**2, 2) + ) # [B*H*W, (2R+1)^2, 2] + + scores = torch.matmul(feature0_reshape, feature0_window) / ( + c**0.5 + ) # [B*H*W, 1, (2R+1)^2] + + prob = torch.softmax(scores, dim=-1) + + out = ( + torch.matmul(prob, flow_window) + .view(b, h, w, 2) + .permute(0, 3, 1, 2) + .contiguous() + ) # [B, 2, H, W] + + return out + + +def global_correlation_softmax( + feature0, + feature1, + pred_bidir_flow=False, +): + # global correlation + b, c, h, w = feature0.shape + feature0 = feature0.view(b, c, -1).permute(0, 2, 1) # [B, H*W, C] + feature1 = feature1.view(b, c, -1) # [B, C, H*W] + + correlation = torch.matmul(feature0, feature1).view(b, h, w, h, w) / ( + c**0.5 + ) # [B, H, W, H, W] + + # flow from softmax + init_grid = coords_grid(b, h, w).to(correlation.device) # [B, 2, H, W] + grid = init_grid.view(b, 2, -1).permute(0, 2, 1) # [B, H*W, 2] + + correlation = correlation.view(b, h * w, h * w) # [B, H*W, H*W] + + if pred_bidir_flow: + correlation = torch.cat( + (correlation, correlation.permute(0, 2, 1)), dim=0 + ) # [2*B, H*W, H*W] + init_grid = init_grid.repeat(2, 1, 1, 1) # [2*B, 2, H, W] + grid = grid.repeat(2, 1, 1) # [2*B, H*W, 2] + b = b * 2 + + prob = F.softmax(correlation, dim=-1) # [B, H*W, H*W] + + correspondence = ( + torch.matmul(prob, grid).view(b, h, w, 2).permute(0, 3, 1, 2) + ) # [B, 2, H, W] + + # when predicting bidirectional flow, flow is the concatenation of forward flow and backward flow + flow = correspondence - init_grid + + return flow, prob + + +def local_correlation_softmax( + feature0, + feature1, + local_radius, + padding_mode="zeros", +): + b, c, h, w = feature0.size() + coords_init = coords_grid(b, h, w).to(feature0.device) # [B, 2, H, W] + coords = coords_init.view(b, 2, -1).permute(0, 2, 1) # [B, H*W, 2] + + local_h = 2 * local_radius + 1 + local_w = 2 * local_radius + 1 + + window_grid = generate_window_grid( + -local_radius, + local_radius, + -local_radius, + local_radius, + local_h, + local_w, + device=feature0.device, + ) # [2R+1, 2R+1, 2] + window_grid = window_grid.reshape(-1, 2).repeat(b, 1, 1, 1) # [B, 1, (2R+1)^2, 2] + sample_coords = coords.unsqueeze(-2) + window_grid # [B, H*W, (2R+1)^2, 2] + + sample_coords_softmax = sample_coords + + # exclude coords that are out of image space + valid_x = (sample_coords[:, :, :, 0] >= 0) & ( + sample_coords[:, :, :, 0] < w + ) # [B, H*W, (2R+1)^2] + valid_y = (sample_coords[:, :, :, 1] >= 0) & ( + sample_coords[:, :, :, 1] < h + ) # [B, H*W, (2R+1)^2] + + valid = ( + valid_x & valid_y + ) # [B, H*W, (2R+1)^2], used to mask out invalid values when softmax + + # normalize coordinates to [-1, 1] + sample_coords_norm = normalize_coords(sample_coords, h, w) # [-1, 1] + window_feature = F.grid_sample( + feature1, sample_coords_norm, padding_mode=padding_mode, align_corners=True + ).permute( + 0, 2, 1, 3 + ) # [B, H*W, C, (2R+1)^2] + feature0_view = feature0.permute(0, 2, 3, 1).view(b, h * w, 1, c) # [B, H*W, 1, C] + + corr = torch.matmul(feature0_view, window_feature).view(b, h * w, -1) / ( + c**0.5 + ) # [B, H*W, (2R+1)^2] + + # mask invalid locations + corr[~valid] = -1e9 + + prob = F.softmax(corr, -1) # [B, H*W, (2R+1)^2] + + correspondence = ( + torch.matmul(prob.unsqueeze(-2), sample_coords_softmax) + .squeeze(-2) + .view(b, h, w, 2) + .permute(0, 3, 1, 2) + ) # [B, 2, H, W] + + flow = correspondence - coords_init + match_prob = prob + + return flow, match_prob + + +def coords_grid(b, h, w, homogeneous=False, device=None): + y, x = torch.meshgrid(torch.arange(h), torch.arange(w)) # [H, W] + + stacks = [x, y] + + if homogeneous: + ones = torch.ones_like(x) # [H, W] + stacks.append(ones) + + grid = torch.stack(stacks, dim=0).float() # [2, H, W] or [3, H, W] + + grid = grid[None].repeat(b, 1, 1, 1) # [B, 2, H, W] or [B, 3, H, W] + + if device is not None: + grid = grid.to(device) + + return grid + + +def generate_window_grid(h_min, h_max, w_min, w_max, len_h, len_w, device=None): + assert device is not None + + x, y = torch.meshgrid( + [ + torch.linspace(w_min, w_max, len_w, device=device), + torch.linspace(h_min, h_max, len_h, device=device), + ], + ) + grid = torch.stack((x, y), -1).transpose(0, 1).float() # [H, W, 2] + + return grid + + +def normalize_coords(coords, h, w): + # coords: [B, H, W, 2] + c = torch.Tensor([(w - 1) / 2.0, (h - 1) / 2.0]).float().to(coords.device) + return (coords - c) / c # [-1, 1] + + +def bilinear_sample( + img, sample_coords, mode="bilinear", padding_mode="zeros", return_mask=False +): + # img: [B, C, H, W] + # sample_coords: [B, 2, H, W] in image scale + if sample_coords.size(1) != 2: # [B, H, W, 2] + sample_coords = sample_coords.permute(0, 3, 1, 2) + + b, _, h, w = sample_coords.shape + + # Normalize to [-1, 1] + x_grid = 2 * sample_coords[:, 0] / (w - 1) - 1 + y_grid = 2 * sample_coords[:, 1] / (h - 1) - 1 + + grid = torch.stack([x_grid, y_grid], dim=-1) # [B, H, W, 2] + + img = F.grid_sample( + img, grid, mode=mode, padding_mode=padding_mode, align_corners=True + ) + + if return_mask: + mask = ( + (x_grid >= -1) & (y_grid >= -1) & (x_grid <= 1) & (y_grid <= 1) + ) # [B, H, W] + + return img, mask + + return img + + +def flow_warp(feature, flow, mask=False, padding_mode="zeros"): + b, c, h, w = feature.size() + assert flow.size(1) == 2 + + grid = coords_grid(b, h, w).to(flow.device) + flow # [B, 2, H, W] + + return bilinear_sample(feature, grid, padding_mode=padding_mode, return_mask=mask) + + +def forward_backward_consistency_check(fwd_flow, bwd_flow, alpha=0.01, beta=0.5): + # fwd_flow, bwd_flow: [B, 2, H, W] + # alpha and beta values are following UnFlow (https://arxiv.org/abs/1711.07837) + assert fwd_flow.dim() == 4 and bwd_flow.dim() == 4 + assert fwd_flow.size(1) == 2 and bwd_flow.size(1) == 2 + flow_mag = torch.norm(fwd_flow, dim=1) + torch.norm(bwd_flow, dim=1) # [B, H, W] + + warped_bwd_flow = flow_warp(bwd_flow, fwd_flow) # [B, 2, H, W] + warped_fwd_flow = flow_warp(fwd_flow, bwd_flow) # [B, 2, H, W] + + diff_fwd = torch.norm(fwd_flow + warped_bwd_flow, dim=1) # [B, H, W] + diff_bwd = torch.norm(bwd_flow + warped_fwd_flow, dim=1) + + threshold = alpha * flow_mag + beta + + fwd_occ = (diff_fwd > threshold).float() # [B, H, W] + bwd_occ = (diff_bwd > threshold).float() + + return fwd_occ, bwd_occ + + +class PositionEmbeddingSine(nn.Module): + """ + This is a more standard version of the position embedding, very similar to the one + used by the Attention is all you need paper, generalized to work on images. + """ + + def __init__(self, num_pos_feats=64, temperature=10000, normalize=True, scale=None): + super().__init__() + self.num_pos_feats = num_pos_feats + self.temperature = temperature + self.normalize = normalize + if scale is not None and normalize is False: + raise ValueError("normalize should be True if scale is passed") + if scale is None: + scale = 2 * math.pi + self.scale = scale + + def forward(self, x): + # x = tensor_list.tensors # [B, C, H, W] + # mask = tensor_list.mask # [B, H, W], input with padding, valid as 0 + b, c, h, w = x.size() + mask = torch.ones((b, h, w), device=x.device) # [B, H, W] + y_embed = mask.cumsum(1, dtype=torch.float32) + x_embed = mask.cumsum(2, dtype=torch.float32) + if self.normalize: + eps = 1e-6 + y_embed = y_embed / (y_embed[:, -1:, :] + eps) * self.scale + x_embed = x_embed / (x_embed[:, :, -1:] + eps) * self.scale + + dim_t = torch.arange(self.num_pos_feats, dtype=torch.float32, device=x.device) + dim_t = self.temperature ** (2 * (dim_t // 2) / self.num_pos_feats) + + pos_x = x_embed[:, :, :, None] / dim_t + pos_y = y_embed[:, :, :, None] / dim_t + pos_x = torch.stack( + (pos_x[:, :, :, 0::2].sin(), pos_x[:, :, :, 1::2].cos()), dim=4 + ).flatten(3) + pos_y = torch.stack( + (pos_y[:, :, :, 0::2].sin(), pos_y[:, :, :, 1::2].cos()), dim=4 + ).flatten(3) + pos = torch.cat((pos_y, pos_x), dim=3).permute(0, 3, 1, 2) + return pos + + +def split_feature( + feature, + num_splits=2, + channel_last=False, +): + if channel_last: # [B, H, W, C] + b, h, w, c = feature.size() + assert h % num_splits == 0 and w % num_splits == 0 + + b_new = b * num_splits * num_splits + h_new = h // num_splits + w_new = w // num_splits + + feature = ( + feature.view(b, num_splits, h // num_splits, num_splits, w // num_splits, c) + .permute(0, 1, 3, 2, 4, 5) + .reshape(b_new, h_new, w_new, c) + ) # [B*K*K, H/K, W/K, C] + else: # [B, C, H, W] + b, c, h, w = feature.size() + assert h % num_splits == 0 and w % num_splits == 0 + + b_new = b * num_splits * num_splits + h_new = h // num_splits + w_new = w // num_splits + + feature = ( + feature.view(b, c, num_splits, h // num_splits, num_splits, w // num_splits) + .permute(0, 2, 4, 1, 3, 5) + .reshape(b_new, c, h_new, w_new) + ) # [B*K*K, C, H/K, W/K] + + return feature + + +def merge_splits( + splits, + num_splits=2, + channel_last=False, +): + if channel_last: # [B*K*K, H/K, W/K, C] + b, h, w, c = splits.size() + new_b = b // num_splits // num_splits + + splits = splits.view(new_b, num_splits, num_splits, h, w, c) + merge = ( + splits.permute(0, 1, 3, 2, 4, 5) + .contiguous() + .view(new_b, num_splits * h, num_splits * w, c) + ) # [B, H, W, C] + else: # [B*K*K, C, H/K, W/K] + b, c, h, w = splits.size() + new_b = b // num_splits // num_splits + + splits = splits.view(new_b, num_splits, num_splits, c, h, w) + merge = ( + splits.permute(0, 3, 1, 4, 2, 5) + .contiguous() + .view(new_b, c, num_splits * h, num_splits * w) + ) # [B, C, H, W] + + return merge + + +def normalize_img(img0, img1): + # loaded images are in [0, 255] + # normalize by ImageNet mean and std + mean = torch.tensor([0.485, 0.456, 0.406]).view(1, 3, 1, 1).to(img1.device) + std = torch.tensor([0.229, 0.224, 0.225]).view(1, 3, 1, 1).to(img1.device) + img0 = (img0 - mean) / std + img1 = (img1 - mean) / std + + return img0, img1 + + +def feature_add_position(feature0, feature1, attn_splits, feature_channels): + pos_enc = PositionEmbeddingSine(num_pos_feats=feature_channels // 2) + + if attn_splits > 1: # add position in splited window + feature0_splits = split_feature(feature0, num_splits=attn_splits) + feature1_splits = split_feature(feature1, num_splits=attn_splits) + + position = pos_enc(feature0_splits) + + feature0_splits = feature0_splits + position + feature1_splits = feature1_splits + position + + feature0 = merge_splits(feature0_splits, num_splits=attn_splits) + feature1 = merge_splits(feature1_splits, num_splits=attn_splits) + else: + position = pos_enc(feature0) + + feature0 = feature0 + position + feature1 = feature1 + position + + return feature0, feature1 + + +class GMFlow(nn.Module): + def __init__( + self, + num_scales=2, + upsample_factor=4, + feature_channels=128, + attention_type="swin", + num_transformer_layers=6, + ffn_dim_expansion=4, + num_head=1, + **kwargs, + ): + super(GMFlow, self).__init__() + + self.num_scales = num_scales + self.feature_channels = feature_channels + self.upsample_factor = upsample_factor + self.attention_type = attention_type + self.num_transformer_layers = num_transformer_layers + + # CNN backbone + self.backbone = CNNEncoder( + output_dim=feature_channels, num_output_scales=num_scales + ) + + # Transformer + self.transformer = FeatureTransformer( + num_layers=num_transformer_layers, + d_model=feature_channels, + nhead=num_head, + attention_type=attention_type, + ffn_dim_expansion=ffn_dim_expansion, + ) + + # flow propagation with self-attn + self.feature_flow_attn = FeatureFlowAttention(in_channels=feature_channels) + + # convex upsampling: concat feature0 and flow as input + self.upsampler = nn.Sequential( + nn.Conv2d(2 + feature_channels, 256, 3, 1, 1), + nn.ReLU(inplace=True), + nn.Conv2d(256, upsample_factor**2 * 9, 1, 1, 0), + ) + + def extract_feature(self, img0, img1): + concat = torch.cat((img0, img1), dim=0) # [2B, C, H, W] + features = self.backbone( + concat + ) # list of [2B, C, H, W], resolution from high to low + + # reverse: resolution from low to high + features = features[::-1] + + feature0, feature1 = [], [] + + for i in range(len(features)): + feature = features[i] + chunks = torch.chunk(feature, 2, 0) # tuple + feature0.append(chunks[0]) + feature1.append(chunks[1]) + + return feature0, feature1 + + def upsample_flow( + self, + flow, + feature, + bilinear=False, + upsample_factor=8, + ): + if bilinear: + up_flow = ( + F.interpolate( + flow, + scale_factor=upsample_factor, + mode="bilinear", + align_corners=True, + ) + * upsample_factor + ) + + else: + # convex upsampling + concat = torch.cat((flow, feature), dim=1) + + mask = self.upsampler(concat) + b, flow_channel, h, w = flow.shape + mask = mask.view( + b, 1, 9, self.upsample_factor, self.upsample_factor, h, w + ) # [B, 1, 9, K, K, H, W] + mask = torch.softmax(mask, dim=2) + + up_flow = F.unfold(self.upsample_factor * flow, [3, 3], padding=1) + up_flow = up_flow.view( + b, flow_channel, 9, 1, 1, h, w + ) # [B, 2, 9, 1, 1, H, W] + + up_flow = torch.sum(mask * up_flow, dim=2) # [B, 2, K, K, H, W] + up_flow = up_flow.permute(0, 1, 4, 2, 5, 3) # [B, 2, K, H, K, W] + up_flow = up_flow.reshape( + b, flow_channel, self.upsample_factor * h, self.upsample_factor * w + ) # [B, 2, K*H, K*W] + + return up_flow + + def forward( + self, + img0, + img1, + attn_splits_list=[2, 8], + corr_radius_list=[-1, 4], + prop_radius_list=[-1, 1], + pred_bidir_flow=False, + **kwargs, + ): + img0, img1 = normalize_img(img0, img1) # [B, 3, H, W] + + # resolution low to high + feature0_list, feature1_list = self.extract_feature( + img0, img1 + ) # list of features + + flow = None + + assert ( + len(attn_splits_list) + == len(corr_radius_list) + == len(prop_radius_list) + == self.num_scales + ) + + for scale_idx in range(self.num_scales): + feature0, feature1 = feature0_list[scale_idx], feature1_list[scale_idx] + + if pred_bidir_flow and scale_idx > 0: + # predicting bidirectional flow with refinement + feature0, feature1 = torch.cat((feature0, feature1), dim=0), torch.cat( + (feature1, feature0), dim=0 + ) + + upsample_factor = self.upsample_factor * ( + 2 ** (self.num_scales - 1 - scale_idx) + ) + + if scale_idx > 0: + flow = ( + F.interpolate( + flow, scale_factor=2, mode="bilinear", align_corners=True + ) + * 2 + ) + + if flow is not None: + flow = flow.detach() + feature1 = flow_warp(feature1, flow) # [B, C, H, W] + + attn_splits = attn_splits_list[scale_idx] + corr_radius = corr_radius_list[scale_idx] + prop_radius = prop_radius_list[scale_idx] + + # add position to features + feature0, feature1 = feature_add_position( + feature0, feature1, attn_splits, self.feature_channels + ) + + # Transformer + feature0, feature1 = self.transformer( + feature0, feature1, attn_num_splits=attn_splits + ) + + # correlation and softmax + if corr_radius == -1: # global matching + flow_pred = global_correlation_softmax( + feature0, feature1, pred_bidir_flow + )[0] + else: # local matching + flow_pred = local_correlation_softmax(feature0, feature1, corr_radius)[ + 0 + ] + + # flow or residual flow + flow = flow + flow_pred if flow is not None else flow_pred + + # upsample to the original resolution for supervison + if ( + self.training + ): # only need to upsample intermediate flow predictions at training time + flow_bilinear = self.upsample_flow( + flow, None, bilinear=True, upsample_factor=upsample_factor + ) + + # flow propagation with self-attn + if pred_bidir_flow and scale_idx == 0: + feature0 = torch.cat( + (feature0, feature1), dim=0 + ) # [2*B, C, H, W] for propagation + flow = self.feature_flow_attn( + feature0, + flow.detach(), + local_window_attn=prop_radius > 0, + local_window_radius=prop_radius, + ) + + # bilinear upsampling at training time except the last one + if self.training and scale_idx < self.num_scales - 1: + flow_up = self.upsample_flow( + flow, feature0, bilinear=True, upsample_factor=upsample_factor + ) + + if scale_idx == self.num_scales - 1: + flow_up = self.upsample_flow(flow, feature0) + + return flow_up + + +backwarp_tenGrid = {} + + +def backwarp(tenIn, tenflow): + if str(tenflow.shape) not in backwarp_tenGrid: + tenHor = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenflow.shape[3], + dtype=tenflow.dtype, + device=tenflow.device, + ) + .view(1, 1, 1, -1) + .repeat(1, 1, tenflow.shape[2], 1) + ) + tenVer = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenflow.shape[2], + dtype=tenflow.dtype, + device=tenflow.device, + ) + .view(1, 1, -1, 1) + .repeat(1, 1, 1, tenflow.shape[3]) + ) + + backwarp_tenGrid[str(tenflow.shape)] = torch.cat([tenHor, tenVer], 1).to(get_torch_device()) + # end + + tenflow = torch.cat( + [ + tenflow[:, 0:1, :, :] / ((tenIn.shape[3] - 1.0) / 2.0), + tenflow[:, 1:2, :, :] / ((tenIn.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + return torch.nn.functional.grid_sample( + input=tenIn, + grid=(backwarp_tenGrid[str(tenflow.shape)] + tenflow).permute(0, 2, 3, 1), + mode="bilinear", + padding_mode="zeros", + align_corners=True, + ) + + +class MetricNet(nn.Module): + def __init__(self): + super(MetricNet, self).__init__() + self.metric_in = nn.Conv2d(14, 64, 3, 1, 1) + self.metric_net1 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_net2 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_net3 = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 64, 3, 1, 1)) + self.metric_out = nn.Sequential(nn.PReLU(), nn.Conv2d(64, 2, 3, 1, 1)) + + def forward(self, img0, img1, flow01, flow10): + metric0 = F.l1_loss(img0, backwarp(img1, flow01), reduction="none").mean( + [1], True + ) + metric1 = F.l1_loss(img1, backwarp(img0, flow10), reduction="none").mean( + [1], True + ) + + fwd_occ, bwd_occ = forward_backward_consistency_check(flow01, flow10) + + flow01 = torch.cat( + [ + flow01[:, 0:1, :, :] / ((flow01.shape[3] - 1.0) / 2.0), + flow01[:, 1:2, :, :] / ((flow01.shape[2] - 1.0) / 2.0), + ], + 1, + ) + flow10 = torch.cat( + [ + flow10[:, 0:1, :, :] / ((flow10.shape[3] - 1.0) / 2.0), + flow10[:, 1:2, :, :] / ((flow10.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + img = torch.cat((img0, img1), 1) + metric = torch.cat((-metric0, -metric1), 1) + flow = torch.cat((flow01, flow10), 1) + occ = torch.cat((fwd_occ.unsqueeze(1), bwd_occ.unsqueeze(1)), 1) + + feat = self.metric_in(torch.cat((img, metric, flow, occ), 1)) + feat = self.metric_net1(feat) + feat + feat = self.metric_net2(feat) + feat + feat = self.metric_net3(feat) + feat + metric = self.metric_out(feat) + + metric = torch.tanh(metric) * 10 + + return metric[:, :1], metric[:, 1:2] + + +class FeatureNet(nn.Module): + """The quadratic model""" + + def __init__(self): + super(FeatureNet, self).__init__() + self.block1 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(3, 64, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(64, 64, 3, 1, 1), + ) + self.block2 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(64, 128, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(128, 128, 3, 1, 1), + ) + self.block3 = nn.Sequential( + nn.PReLU(), + nn.Conv2d(128, 192, 3, 2, 1), + nn.PReLU(), + nn.Conv2d(192, 192, 3, 1, 1), + ) + + def forward(self, x): + x1 = self.block1(x) + x2 = self.block2(x1) + x3 = self.block3(x2) + + return x1, x2, x3 + + +# Residual Block +def ResidualBlock(in_channels, out_channels, stride=1): + return torch.nn.Sequential( + nn.PReLU(), + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + ) + + +# downsample block +def DownsampleBlock(in_channels, out_channels, stride=2): + return torch.nn.Sequential( + nn.PReLU(), + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=True + ), + ) + + +# upsample block +def UpsampleBlock(in_channels, out_channels, stride=2): + return torch.nn.Sequential( + nn.PReLU(), + nn.ConvTranspose2d( + in_channels, + out_channels, + kernel_size=4, + stride=stride, + padding=1, + bias=True, + ), + nn.PReLU(), + nn.Conv2d( + out_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=True + ), + ) + + +class PixelShuffleBlcok(nn.Module): + def __init__(self, in_feat, num_feat, num_out_ch): + super(PixelShuffleBlcok, self).__init__() + self.conv_before_upsample = nn.Sequential( + nn.Conv2d(in_feat, num_feat, 3, 1, 1), nn.PReLU() + ) + self.upsample = nn.Sequential( + nn.Conv2d(num_feat, 4 * num_feat, 3, 1, 1), nn.PixelShuffle(2) + ) + self.conv_last = nn.Conv2d(num_feat, num_out_ch, 3, 1, 1) + + def forward(self, x): + x = self.conv_before_upsample(x) + x = self.conv_last(self.upsample(x)) + return x + + +# grid network +class GridNet(nn.Module): + def __init__( + self, + in_channels=9, + in_channels1=128, + in_channels2=256, + in_channels3=384, + out_channels=3, + ): + super(GridNet, self).__init__() + + self.residual_model_head0 = ResidualBlock(in_channels, 64) + self.residual_model_head1 = ResidualBlock(in_channels1, 64) + self.residual_model_head2 = ResidualBlock(in_channels2, 128) + self.residual_model_head3 = ResidualBlock(in_channels3, 192) + + self.residual_model_01 = ResidualBlock(64, 64) + # self.residual_model_02=ResidualBlock(64, 64) + # self.residual_model_03=ResidualBlock(64, 64) + self.residual_model_04 = ResidualBlock(64, 64) + self.residual_model_05 = ResidualBlock(64, 64) + self.residual_model_tail = PixelShuffleBlcok(64, 64, out_channels) + + self.residual_model_11 = ResidualBlock(128, 128) + # self.residual_model_12=ResidualBlock(128, 128) + # self.residual_model_13=ResidualBlock(128, 128) + self.residual_model_14 = ResidualBlock(128, 128) + self.residual_model_15 = ResidualBlock(128, 128) + + self.residual_model_21 = ResidualBlock(192, 192) + # self.residual_model_22=ResidualBlock(192, 192) + # self.residual_model_23=ResidualBlock(192, 192) + self.residual_model_24 = ResidualBlock(192, 192) + self.residual_model_25 = ResidualBlock(192, 192) + + # + + self.downsample_model_10 = DownsampleBlock(64, 128) + self.downsample_model_20 = DownsampleBlock(128, 192) + + self.downsample_model_11 = DownsampleBlock(64, 128) + self.downsample_model_21 = DownsampleBlock(128, 192) + + # self.downsample_model_12=DownsampleBlock(64, 128) + # self.downsample_model_22=DownsampleBlock(128, 192) + + # + + # self.upsample_model_03=UpsampleBlock(128, 64) + # self.upsample_model_13=UpsampleBlock(192, 128) + + self.upsample_model_04 = UpsampleBlock(128, 64) + self.upsample_model_14 = UpsampleBlock(192, 128) + + self.upsample_model_05 = UpsampleBlock(128, 64) + self.upsample_model_15 = UpsampleBlock(192, 128) + + def forward(self, x, x1, x2, x3): + X00 = self.residual_model_head0(x) + self.residual_model_head1( + x1 + ) # --- 182 ~ 185 + # X10 = self.residual_model_head1(x1) + + X01 = self.residual_model_01(X00) + X00 # --- 208 ~ 211 ,AddBackward1213 + + X10 = self.downsample_model_10(X00) + self.residual_model_head2( + x2 + ) # --- 186 ~ 189 + X20 = self.downsample_model_20(X10) + self.residual_model_head3( + x3 + ) # --- 190 ~ 193 + + residual_11 = ( + self.residual_model_11(X10) + X10 + ) # 201 ~ 204 , sum AddBackward1206 + downsample_11 = self.downsample_model_11(X01) # 214 ~ 217 + X11 = residual_11 + downsample_11 # --- AddBackward1218 + + residual_21 = ( + self.residual_model_21(X20) + X20 + ) # 194 ~ 197 , sum AddBackward1199 + downsample_21 = self.downsample_model_21(X11) # 219 ~ 222 + X21 = residual_21 + downsample_21 # AddBackward1223 + + X24 = self.residual_model_24(X21) + X21 # --- 224 ~ 227 , AddBackward1229 + X25 = self.residual_model_25(X24) + X24 # --- 230 ~ 233 , AddBackward1235 + + upsample_14 = self.upsample_model_14(X24) # 242 ~ 246 + residual_14 = self.residual_model_14(X11) + X11 # 248 ~ 251, AddBackward1253 + X14 = upsample_14 + residual_14 # --- AddBackward1254 + + upsample_04 = self.upsample_model_04(X14) # 268 ~ 272 + residual_04 = self.residual_model_04(X01) + X01 # 274 ~ 277, AddBackward1279 + X04 = upsample_04 + residual_04 # --- AddBackward1280 + + upsample_15 = self.upsample_model_15(X25) # 236 ~ 240 + residual_15 = self.residual_model_15(X14) + X14 # 255 ~ 258, AddBackward1260 + X15 = upsample_15 + residual_15 # AddBackward1261 + + upsample_05 = self.upsample_model_05(X15) # 262 ~ 266 + residual_05 = self.residual_model_05(X04) + X04 # 281 ~ 284,AddBackward1286 + X05 = upsample_05 + residual_05 # AddBackward1287 + + X_tail = self.residual_model_tail(X05) # 288 ~ 291 + + return X_tail +# end + + +class Model: + def __init__(self): + self.flownet = GMFlow() + self.ifnet = IFNet(arch_ver="4.6") + self.metricnet = MetricNet() + self.feat_ext = FeatureNet() + self.fusionnet = GridNet() + self.version = 3.9 + + def eval(self): + self.flownet.eval() + self.ifnet.eval() + self.metricnet.eval() + self.feat_ext.eval() + self.fusionnet.eval() + + def device(self): + self.flownet.to(device) + self.ifnet.to(device) + self.metricnet.to(device) + self.feat_ext.to(device) + self.fusionnet.to(device) + + def load_model(self, path_dict): + #models/rife46.pth + self.ifnet.load_state_dict(torch.load(path_dict["ifnet"])) + #models/GMFSS_fortuna_flownet.pkl + self.flownet.load_state_dict(torch.load(path_dict["flownet"])) + #models/GMFSS_fortuna_union_metric.pkl + self.metricnet.load_state_dict(torch.load(path_dict["metricnet"])) + #models/GMFSS_fortuna_union_feat.pkl + self.feat_ext.load_state_dict(torch.load(path_dict["feat_ext"])) + #models/GMFSS_fortuna_union_fusionnet.pkl + self.fusionnet.load_state_dict(torch.load(path_dict["fusionnet"])) + + def reuse(self, img0, img1, scale): + feat11, feat12, feat13 = self.feat_ext(img0) + feat21, feat22, feat23 = self.feat_ext(img1) + + img0 = F.interpolate( + img0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + img1 = F.interpolate( + img1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + + if scale != 1.0: + imgf0 = F.interpolate( + img0, scale_factor=scale, mode="bilinear", align_corners=False + ) + imgf1 = F.interpolate( + img1, scale_factor=scale, mode="bilinear", align_corners=False + ) + else: + imgf0 = img0 + imgf1 = img1 + flow01 = self.flownet(imgf0, imgf1, return_flow=True) + flow10 = self.flownet(imgf1, imgf0, return_flow=True) + if scale != 1.0: + flow01 = ( + F.interpolate( + flow01, + scale_factor=1.0 / scale, + mode="bilinear", + align_corners=False, + ) + / scale + ) + flow10 = ( + F.interpolate( + flow10, + scale_factor=1.0 / scale, + mode="bilinear", + align_corners=False, + ) + / scale + ) + + metric0, metric1 = self.metricnet(img0, img1, flow01, flow10) + + return ( + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + ) + + def inference( + self, + img0, + img1, + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + timestep, + ): + F1t = timestep * flow01 + F2t = (1 - timestep) * flow10 + + Z1t = timestep * metric0 + Z2t = (1 - timestep) * metric1 + + img0 = F.interpolate( + img0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + I1t = softsplat(img0, F1t, Z1t, strMode="soft") + img1 = F.interpolate( + img1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + I2t = softsplat(img1, F2t, Z2t, strMode="soft") + + rife = self.ifnet(img0, img1, timestep, scale_list=[8, 4, 2, 1]) + + feat1t1 = softsplat(feat11, F1t, Z1t, strMode="soft") + feat2t1 = softsplat(feat21, F2t, Z2t, strMode="soft") + + F1td = ( + F.interpolate(F1t, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + Z1d = F.interpolate(Z1t, scale_factor=0.5, mode="bilinear", align_corners=False) + feat1t2 = softsplat(feat12, F1td, Z1d, strMode="soft") + F2td = ( + F.interpolate(F2t, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + Z2d = F.interpolate(Z2t, scale_factor=0.5, mode="bilinear", align_corners=False) + feat2t2 = softsplat(feat22, F2td, Z2d, strMode="soft") + + F1tdd = ( + F.interpolate(F1t, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + Z1dd = F.interpolate( + Z1t, scale_factor=0.25, mode="bilinear", align_corners=False + ) + feat1t3 = softsplat(feat13, F1tdd, Z1dd, strMode="soft") + F2tdd = ( + F.interpolate(F2t, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + Z2dd = F.interpolate( + Z2t, scale_factor=0.25, mode="bilinear", align_corners=False + ) + feat2t3 = softsplat(feat23, F2tdd, Z2dd, strMode="soft") + + out = self.fusionnet( + torch.cat([I1t, rife, I2t], dim=1), + torch.cat([feat1t1, feat2t1], dim=1), + torch.cat([feat1t2, feat2t2], dim=1), + torch.cat([feat1t3, feat2t3], dim=1), + ) + + return torch.clamp(out, 0, 1) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..3e55bb606f30d7d42eeac118fe8832bd7493957f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/gmfss_fortuna/__init__.py @@ -0,0 +1,143 @@ +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +import torch +import torch.nn as nn +import torch.nn.functional as F +from comfy.model_management import get_torch_device + + +GLOBAL_MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPTS_PATH_CONFIG = { + "GMFSS_fortuna_union": { + "ifnet": ("rife", "rife46.pth"), + "flownet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_flownet.pkl"), + "metricnet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_union_metric.pkl"), + "feat_ext": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_union_feat.pkl"), + "fusionnet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_union_fusionnet.pkl") + }, + "GMFSS_fortuna": { + "flownet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_flownet.pkl"), + "metricnet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_metric.pkl"), + "feat_ext": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_feat.pkl"), + "fusionnet": (GLOBAL_MODEL_TYPE, "GMFSS_fortuna_fusionnet.pkl") + } +} + +class CommonModelInference(nn.Module): + def __init__(self, model_type): + super(CommonModelInference, self).__init__() + from .GMFSS_Fortuna_arch import Model as GMFSS + from .GMFSS_Fortuna_union_arch import Model as GMFSS_Union + self.model = GMFSS_Union() if "union" in model_type else GMFSS() + self.model.eval() + self.model.device() + _model_path_config = CKPTS_PATH_CONFIG[model_type] + self.model.load_model({ + key: load_file_from_github_release(*_model_path_config[key]) + for key in _model_path_config + }) + + def forward(self, I0, I1, timestep, scale=1.0): + n, c, h, w = I0.shape + tmp = max(64, int(64 / scale)) + ph = ((h - 1) // tmp + 1) * tmp + pw = ((w - 1) // tmp + 1) * tmp + padding = (0, pw - w, 0, ph - h) + I0 = F.pad(I0, padding) + I1 = F.pad(I1, padding) + ( + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + ) = self.model.reuse(I0, I1, scale) + + output = self.model.inference( + I0, + I1, + flow01, + flow10, + metric0, + metric1, + feat11, + feat12, + feat13, + feat21, + feat22, + feat23, + timestep, + ) + return output[:, :, :h, :w] + +class GMFSS_Fortuna_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (list(CKPTS_PATH_CONFIG.keys()), ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + """ + Perform video frame interpolation using a given checkpoint model. + + Args: + ckpt_name (str): The name of the checkpoint model to use. + frames (torch.Tensor): A tensor containing input video frames. + clear_cache_after_n_frames (int, optional): The number of frames to process before clearing CUDA cache + to prevent memory overflow. Defaults to 10. Lower numbers are safer but mean more processing time. + How high you should set it depends on how many input frames there are, input resolution (after upscaling), + how many times you want to multiply them, and how long you're willing to wait for the process to complete. + multiplier (int, optional): The multiplier for each input frame. 60 input frames * 2 = 120 output frames. Defaults to 2. + + Returns: + tuple: A tuple containing the output interpolated frames. + + Note: + This method interpolates frames in a video sequence using a specified checkpoint model. + It processes each frame sequentially, generating interpolated frames between them. + + To prevent memory overflow, it clears the CUDA cache after processing a specified number of frames. + """ + + interpolation_model = CommonModelInference(model_type=ckpt_name) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model, scale): + return model(frame_0, frame_1, timestep, scale) + + scale = 1 + + args = [interpolation_model, scale] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_L_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_L_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..f9554a0bbfbe274ccfa021c618512f5220bbb220 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_L_arch.py @@ -0,0 +1,293 @@ +# https://github.com/ltkong218/IFRNet/blob/main/models/IFRNet_L.py +# https://github.com/ltkong218/IFRNet/blob/main/utils.py +import torch +import torch.nn as nn +import torch.nn.functional as F +from comfy.model_management import get_torch_device + + +def warp(img, flow): + B, _, H, W = flow.shape + xx = torch.linspace(-1.0, 1.0, W).view(1, 1, 1, W).expand(B, -1, H, -1) + yy = torch.linspace(-1.0, 1.0, H).view(1, 1, H, 1).expand(B, -1, -1, W) + grid = torch.cat([xx, yy], 1).to(img) + flow_ = torch.cat( + [ + flow[:, 0:1, :, :] / ((W - 1.0) / 2.0), + flow[:, 1:2, :, :] / ((H - 1.0) / 2.0), + ], + 1, + ) + grid_ = (grid + flow_).permute(0, 2, 3, 1) + output = F.grid_sample( + input=img, + grid=grid_, + mode="bilinear", + padding_mode="border", + align_corners=True, + ) + return output + + +def get_robust_weight(flow_pred, flow_gt, beta): + epe = ((flow_pred.detach() - flow_gt) ** 2).sum(dim=1, keepdim=True) ** 0.5 + robust_weight = torch.exp(-beta * epe) + return robust_weight + + +def resize(x, scale_factor): + return F.interpolate( + x, scale_factor=scale_factor, mode="bilinear", align_corners=False + ) + + +def convrelu( + in_channels, + out_channels, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + groups=1, + bias=True, +): + return nn.Sequential( + nn.Conv2d( + in_channels, + out_channels, + kernel_size, + stride, + padding, + dilation, + groups, + bias=bias, + ), + nn.PReLU(out_channels), + ) + + +class ResBlock(nn.Module): + def __init__(self, in_channels, side_channels, bias=True): + super(ResBlock, self).__init__() + self.side_channels = side_channels + self.conv1 = nn.Sequential( + nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ), + nn.PReLU(in_channels), + ) + self.conv2 = nn.Sequential( + nn.Conv2d( + side_channels, + side_channels, + kernel_size=3, + stride=1, + padding=1, + bias=bias, + ), + nn.PReLU(side_channels), + ) + self.conv3 = nn.Sequential( + nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ), + nn.PReLU(in_channels), + ) + self.conv4 = nn.Sequential( + nn.Conv2d( + side_channels, + side_channels, + kernel_size=3, + stride=1, + padding=1, + bias=bias, + ), + nn.PReLU(side_channels), + ) + self.conv5 = nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ) + self.prelu = nn.PReLU(in_channels) + + def forward(self, x): + out = self.conv1(x) + out[:, -self.side_channels :, :, :] = self.conv2( + out[:, -self.side_channels :, :, :] + ) + out = self.conv3(out) + out[:, -self.side_channels :, :, :] = self.conv4( + out[:, -self.side_channels :, :, :] + ) + out = self.prelu(x + self.conv5(out)) + return out + + +class Encoder(nn.Module): + def __init__(self): + super(Encoder, self).__init__() + self.pyramid1 = nn.Sequential( + convrelu(3, 64, 7, 2, 3), convrelu(64, 64, 3, 1, 1) + ) + self.pyramid2 = nn.Sequential( + convrelu(64, 96, 3, 2, 1), convrelu(96, 96, 3, 1, 1) + ) + self.pyramid3 = nn.Sequential( + convrelu(96, 144, 3, 2, 1), convrelu(144, 144, 3, 1, 1) + ) + self.pyramid4 = nn.Sequential( + convrelu(144, 192, 3, 2, 1), convrelu(192, 192, 3, 1, 1) + ) + + def forward(self, img): + f1 = self.pyramid1(img) + f2 = self.pyramid2(f1) + f3 = self.pyramid3(f2) + f4 = self.pyramid4(f3) + return f1, f2, f3, f4 + + +class Decoder4(nn.Module): + def __init__(self): + super(Decoder4, self).__init__() + self.convblock = nn.Sequential( + convrelu(384 + 1, 384), + ResBlock(384, 64), + nn.ConvTranspose2d(384, 148, 4, 2, 1, bias=True), + ) + + def forward(self, f0, f1, embt): + b, c, h, w = f0.shape + embt = embt.repeat(1, 1, h, w) + f_in = torch.cat([f0, f1, embt], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder3(nn.Module): + def __init__(self): + super(Decoder3, self).__init__() + self.convblock = nn.Sequential( + convrelu(436, 432), + ResBlock(432, 64), + nn.ConvTranspose2d(432, 100, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder2(nn.Module): + def __init__(self): + super(Decoder2, self).__init__() + self.convblock = nn.Sequential( + convrelu(292, 288), + ResBlock(288, 64), + nn.ConvTranspose2d(288, 68, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder1(nn.Module): + def __init__(self): + super(Decoder1, self).__init__() + self.convblock = nn.Sequential( + convrelu(196, 192), + ResBlock(192, 64), + nn.ConvTranspose2d(192, 8, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class IRFNet_L(nn.Module): + def __init__(self): + super(IRFNet_L, self).__init__() + self.encoder = Encoder() + self.decoder4 = Decoder4() + self.decoder3 = Decoder3() + self.decoder2 = Decoder2() + self.decoder1 = Decoder1() + + def forward(self, img0, img1, scale_factor=1.0, timestep=0.5): + # emb1 = torch.tensor(1/2).view(1, 1, 1, 1).float() + # emb2 = torch.tensor(2/2).view(1, 1, 1, 1).float() + # embt = torch.cat([emb1, emb2], 0) + n, c, h, w = img0.shape + + ph = ((h - 1) // 64 + 1) * 64 + pw = ((w - 1) // 64 + 1) * 64 + padding = (0, pw - w, 0, ph - h) + img0 = F.pad(img0, padding) + img1 = F.pad(img1, padding) + + #Support multiple batches + embt = torch.tensor([timestep] * n).view(n, 1, 1, 1).float().to(get_torch_device()) + if "HalfTensor" in str(img0.type()): + embt = embt.half() + + mean_ = ( + torch.cat([img0, img1], 2) + .mean(1, keepdim=True) + .mean(2, keepdim=True) + .mean(3, keepdim=True) + ) + img0 = img0 - mean_ + img1 = img1 - mean_ + + img0_ = resize(img0, scale_factor=scale_factor) + img1_ = resize(img1, scale_factor=scale_factor) + + f0_1, f0_2, f0_3, f0_4 = self.encoder(img0_) + f1_1, f1_2, f1_3, f1_4 = self.encoder(img1_) + + out4 = self.decoder4(f0_4, f1_4, embt) + up_flow0_4 = out4[:, 0:2] + up_flow1_4 = out4[:, 2:4] + ft_3_ = out4[:, 4:] + + out3 = self.decoder3(ft_3_, f0_3, f1_3, up_flow0_4, up_flow1_4) + up_flow0_3 = out3[:, 0:2] + 2.0 * resize(up_flow0_4, scale_factor=2.0) + up_flow1_3 = out3[:, 2:4] + 2.0 * resize(up_flow1_4, scale_factor=2.0) + ft_2_ = out3[:, 4:] + + out2 = self.decoder2(ft_2_, f0_2, f1_2, up_flow0_3, up_flow1_3) + up_flow0_2 = out2[:, 0:2] + 2.0 * resize(up_flow0_3, scale_factor=2.0) + up_flow1_2 = out2[:, 2:4] + 2.0 * resize(up_flow1_3, scale_factor=2.0) + ft_1_ = out2[:, 4:] + + out1 = self.decoder1(ft_1_, f0_1, f1_1, up_flow0_2, up_flow1_2) + up_flow0_1 = out1[:, 0:2] + 2.0 * resize(up_flow0_2, scale_factor=2.0) + up_flow1_1 = out1[:, 2:4] + 2.0 * resize(up_flow1_2, scale_factor=2.0) + up_mask_1 = torch.sigmoid(out1[:, 4:5]) + up_res_1 = out1[:, 5:] + + up_flow0_1 = resize(up_flow0_1, scale_factor=(1.0 / scale_factor)) * ( + 1.0 / scale_factor + ) + up_flow1_1 = resize(up_flow1_1, scale_factor=(1.0 / scale_factor)) * ( + 1.0 / scale_factor + ) + up_mask_1 = resize(up_mask_1, scale_factor=(1.0 / scale_factor)) + up_res_1 = resize(up_res_1, scale_factor=(1.0 / scale_factor)) + + img0_warp = warp(img0, up_flow0_1) + img1_warp = warp(img1, up_flow1_1) + imgt_merge = up_mask_1 * img0_warp + (1 - up_mask_1) * img1_warp + mean_ + imgt_pred = imgt_merge + up_res_1 + imgt_pred = torch.clamp(imgt_pred, 0, 1) + return imgt_pred[:, :, :h, :w] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_S_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_S_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..4a2282b93b74eddf5792190f77dff0de457ff8b4 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/IFRNet_S_arch.py @@ -0,0 +1,293 @@ +# https://github.com/ltkong218/IFRNet/blob/main/models/IFRNet_S.py +# https://github.com/ltkong218/IFRNet/blob/main/utils.py +import torch +import torch.nn as nn +import torch.nn.functional as F +from comfy.model_management import get_torch_device + + +def warp(img, flow): + B, _, H, W = flow.shape + xx = torch.linspace(-1.0, 1.0, W).view(1, 1, 1, W).expand(B, -1, H, -1) + yy = torch.linspace(-1.0, 1.0, H).view(1, 1, H, 1).expand(B, -1, -1, W) + grid = torch.cat([xx, yy], 1).to(img) + flow_ = torch.cat( + [ + flow[:, 0:1, :, :] / ((W - 1.0) / 2.0), + flow[:, 1:2, :, :] / ((H - 1.0) / 2.0), + ], + 1, + ) + grid_ = (grid + flow_).permute(0, 2, 3, 1) + output = F.grid_sample( + input=img, + grid=grid_, + mode="bilinear", + padding_mode="border", + align_corners=True, + ) + return output + + +def get_robust_weight(flow_pred, flow_gt, beta): + epe = ((flow_pred.detach() - flow_gt) ** 2).sum(dim=1, keepdim=True) ** 0.5 + robust_weight = torch.exp(-beta * epe) + return robust_weight + + +def resize(x, scale_factor): + return F.interpolate( + x, scale_factor=scale_factor, mode="bilinear", align_corners=False + ) + + +def convrelu( + in_channels, + out_channels, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + groups=1, + bias=True, +): + return nn.Sequential( + nn.Conv2d( + in_channels, + out_channels, + kernel_size, + stride, + padding, + dilation, + groups, + bias=bias, + ), + nn.PReLU(out_channels), + ) + + +class ResBlock(nn.Module): + def __init__(self, in_channels, side_channels, bias=True): + super(ResBlock, self).__init__() + self.side_channels = side_channels + self.conv1 = nn.Sequential( + nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ), + nn.PReLU(in_channels), + ) + self.conv2 = nn.Sequential( + nn.Conv2d( + side_channels, + side_channels, + kernel_size=3, + stride=1, + padding=1, + bias=bias, + ), + nn.PReLU(side_channels), + ) + self.conv3 = nn.Sequential( + nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ), + nn.PReLU(in_channels), + ) + self.conv4 = nn.Sequential( + nn.Conv2d( + side_channels, + side_channels, + kernel_size=3, + stride=1, + padding=1, + bias=bias, + ), + nn.PReLU(side_channels), + ) + self.conv5 = nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1, bias=bias + ) + self.prelu = nn.PReLU(in_channels) + + def forward(self, x): + out = self.conv1(x) + out[:, -self.side_channels :, :, :] = self.conv2( + out[:, -self.side_channels :, :, :] + ) + out = self.conv3(out) + out[:, -self.side_channels :, :, :] = self.conv4( + out[:, -self.side_channels :, :, :] + ) + out = self.prelu(x + self.conv5(out)) + return out + + +class Encoder(nn.Module): + def __init__(self): + super(Encoder, self).__init__() + self.pyramid1 = nn.Sequential( + convrelu(3, 24, 3, 2, 1), convrelu(24, 24, 3, 1, 1) + ) + self.pyramid2 = nn.Sequential( + convrelu(24, 36, 3, 2, 1), convrelu(36, 36, 3, 1, 1) + ) + self.pyramid3 = nn.Sequential( + convrelu(36, 54, 3, 2, 1), convrelu(54, 54, 3, 1, 1) + ) + self.pyramid4 = nn.Sequential( + convrelu(54, 72, 3, 2, 1), convrelu(72, 72, 3, 1, 1) + ) + + def forward(self, img): + f1 = self.pyramid1(img) + f2 = self.pyramid2(f1) + f3 = self.pyramid3(f2) + f4 = self.pyramid4(f3) + return f1, f2, f3, f4 + + +class Decoder4(nn.Module): + def __init__(self): + super(Decoder4, self).__init__() + self.convblock = nn.Sequential( + convrelu(144 + 1, 144), + ResBlock(144, 24), + nn.ConvTranspose2d(144, 58, 4, 2, 1, bias=True), + ) + + def forward(self, f0, f1, embt): + b, c, h, w = f0.shape + embt = embt.repeat(1, 1, h, w) + f_in = torch.cat([f0, f1, embt], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder3(nn.Module): + def __init__(self): + super(Decoder3, self).__init__() + self.convblock = nn.Sequential( + convrelu(166, 162), + ResBlock(162, 24), + nn.ConvTranspose2d(162, 40, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder2(nn.Module): + def __init__(self): + super(Decoder2, self).__init__() + self.convblock = nn.Sequential( + convrelu(112, 108), + ResBlock(108, 24), + nn.ConvTranspose2d(108, 28, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class Decoder1(nn.Module): + def __init__(self): + super(Decoder1, self).__init__() + self.convblock = nn.Sequential( + convrelu(76, 72), + ResBlock(72, 24), + nn.ConvTranspose2d(72, 8, 4, 2, 1, bias=True), + ) + + def forward(self, ft_, f0, f1, up_flow0, up_flow1): + f0_warp = warp(f0, up_flow0) + f1_warp = warp(f1, up_flow1) + f_in = torch.cat([ft_, f0_warp, f1_warp, up_flow0, up_flow1], 1) + f_out = self.convblock(f_in) + return f_out + + +class IRFNet_S(nn.Module): + def __init__(self): + super(IRFNet_S, self).__init__() + self.encoder = Encoder() + self.decoder4 = Decoder4() + self.decoder3 = Decoder3() + self.decoder2 = Decoder2() + self.decoder1 = Decoder1() + + def forward(self, img0, img1, scale_factor=1.0, timestep=0.5): + # emb1 = torch.tensor(1/2).view(1, 1, 1, 1).float() + # emb2 = torch.tensor(2/2).view(1, 1, 1, 1).float() + # embt = torch.cat([emb1, emb2], 0) + n, c, h, w = img0.shape + + ph = ((h - 1) // 64 + 1) * 64 + pw = ((w - 1) // 64 + 1) * 64 + padding = (0, pw - w, 0, ph - h) + img0 = F.pad(img0, padding) + img1 = F.pad(img1, padding) + + #Support multiple batches + embt = torch.tensor([timestep] * n).view(n, 1, 1, 1).float().to(get_torch_device()) + if "HalfTensor" in str(img0.type()): + embt = embt.half() + + mean_ = ( + torch.cat([img0, img1], 2) + .mean(1, keepdim=True) + .mean(2, keepdim=True) + .mean(3, keepdim=True) + ) + img0 = img0 - mean_ + img1 = img1 - mean_ + + img0_ = resize(img0, scale_factor=scale_factor) + img1_ = resize(img1, scale_factor=scale_factor) + + f0_1, f0_2, f0_3, f0_4 = self.encoder(img0_) + f1_1, f1_2, f1_3, f1_4 = self.encoder(img1_) + + out4 = self.decoder4(f0_4, f1_4, embt) + up_flow0_4 = out4[:, 0:2] + up_flow1_4 = out4[:, 2:4] + ft_3_ = out4[:, 4:] + + out3 = self.decoder3(ft_3_, f0_3, f1_3, up_flow0_4, up_flow1_4) + up_flow0_3 = out3[:, 0:2] + 2.0 * resize(up_flow0_4, scale_factor=2.0) + up_flow1_3 = out3[:, 2:4] + 2.0 * resize(up_flow1_4, scale_factor=2.0) + ft_2_ = out3[:, 4:] + + out2 = self.decoder2(ft_2_, f0_2, f1_2, up_flow0_3, up_flow1_3) + up_flow0_2 = out2[:, 0:2] + 2.0 * resize(up_flow0_3, scale_factor=2.0) + up_flow1_2 = out2[:, 2:4] + 2.0 * resize(up_flow1_3, scale_factor=2.0) + ft_1_ = out2[:, 4:] + + out1 = self.decoder1(ft_1_, f0_1, f1_1, up_flow0_2, up_flow1_2) + up_flow0_1 = out1[:, 0:2] + 2.0 * resize(up_flow0_2, scale_factor=2.0) + up_flow1_1 = out1[:, 2:4] + 2.0 * resize(up_flow1_2, scale_factor=2.0) + up_mask_1 = torch.sigmoid(out1[:, 4:5]) + up_res_1 = out1[:, 5:] + + up_flow0_1 = resize(up_flow0_1, scale_factor=(1.0 / scale_factor)) * ( + 1.0 / scale_factor + ) + up_flow1_1 = resize(up_flow1_1, scale_factor=(1.0 / scale_factor)) * ( + 1.0 / scale_factor + ) + up_mask_1 = resize(up_mask_1, scale_factor=(1.0 / scale_factor)) + up_res_1 = resize(up_res_1, scale_factor=(1.0 / scale_factor)) + + img0_warp = warp(img0, up_flow0_1) + img1_warp = warp(img1, up_flow1_1) + imgt_merge = up_mask_1 * img0_warp + (1 - up_mask_1) * img1_warp + mean_ + imgt_pred = imgt_merge + up_res_1 + imgt_pred = torch.clamp(imgt_pred, 0, 1) + return imgt_pred[:, :, :h, :w] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..38a9b771f535dbf081c3a2f32af4e8079cb6203b --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifrnet/__init__.py @@ -0,0 +1,57 @@ +import torch +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames +import typing +from comfy.model_management import get_torch_device +from vfi_utils import generic_frame_loop, InterpolationStateList + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["IFRNet_S_Vimeo90K.pth", "IFRNet_L_Vimeo90K.pth", "IFRNet_S_GoPro.pth", "IFRNet_L_GoPro.pth"] + +class IFRNet_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + "scale_factor": ([0.25, 0.5, 1.0, 2.0, 4.0], {"default": 1.0}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames: typing.SupportsInt = 1, + multiplier: typing.SupportsInt = 2, + scale_factor: typing.SupportsFloat = 1.0, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .IFRNet_S_arch import IRFNet_S + from .IFRNet_L_arch import IRFNet_L + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + interpolation_model = IRFNet_S() if 'S' in ckpt_name else IRFNet_L() + interpolation_model.load_state_dict(torch.load(model_path)) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model, scale_factor): + return model(frame_0, frame_1, timestep, scale_factor) + + args = [interpolation_model, scale_factor] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/IFUNet_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/IFUNet_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..82066132e8fb370d8016afbedb47afed7779c9bb --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/IFUNet_arch.py @@ -0,0 +1,766 @@ +""" +https://github.com/98mxr/IFUNet/blob/main/model/IFUNet.py +https://github.com/98mxr/IFUNet/blob/main/model/cbam.py +https://github.com/98mxr/IFUNet/blob/main/model/warplayer.py +https://github.com/98mxr/IFUNet/blob/5be535c8cff66d6fa1967252685719df4c0620e4/model/RIFE.py +https://github.com/98mxr/IFUNet/blob/main/model/rrdb.py +https://github.com/98mxr/IFUNet/blob/main/model/ResynNet.py +""" +import torch +import torch.nn as nn +import torch.nn.functional as F +from comfy.model_management import get_torch_device + +backwarp_tenGrid = {} +device = get_torch_device() + + +def conv(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + nn.PReLU(out_planes), + ) + + +def conv_bn(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=False, + ), + nn.BatchNorm2d(out_planes), + nn.PReLU(out_planes), + ) + + +class DegCNN(nn.Module): + def __init__(self): + super(DegCNN, self).__init__() + self.conv0 = conv(3, 32, 3, 2, 1) + self.conv1 = conv(32, 32, 3, 2, 1) + self.conv2 = conv(32, 32, 3, 2, 1) + self.conv3 = conv(32, 32, 3, 2, 1) + self.deconv = nn.Sequential( + nn.Dropout2d(0.95), + nn.ConvTranspose2d(4 * 32, 32, 4, 2, 1), + nn.PReLU(32), + nn.Conv2d(32, 3, 3, 1, 1), + nn.Sigmoid(), + ) + + def forward(self, x): + f0 = self.conv0(x) + f1 = self.conv1(f0) + f2 = self.conv2(f1) + f3 = self.conv3(f2) + f1 = F.interpolate(f1, scale_factor=2.0, mode="bilinear", align_corners=False) + f2 = F.interpolate(f2, scale_factor=4.0, mode="bilinear", align_corners=False) + f3 = F.interpolate(f3, scale_factor=8.0, mode="bilinear", align_corners=False) + return self.deconv(torch.cat((f0, f1, f2, f3), 1)) + + +class FlowBlock(nn.Module): + def __init__(self, in_planes, c=64): + super(FlowBlock, self).__init__() + self.conv0 = nn.Sequential( + conv_bn(in_planes, c // 2, 3, 2, 1), + conv_bn(c // 2, c, 3, 2, 1), + conv_bn(c, 2 * c, 3, 2, 1), + ) + self.convblock = nn.Sequential( + conv_bn(2 * c, 2 * c), + conv_bn(2 * c, 2 * c), + conv_bn(2 * c, 2 * c), + conv_bn(2 * c, 2 * c), + conv_bn(2 * c, 2 * c), + conv_bn(2 * c, 2 * c), + ) + self.lastconv = nn.ConvTranspose2d(2 * c, 4, 4, 2, 1) + + def forward(self, x, flow, scale=1): + x = F.interpolate( + x, scale_factor=1.0 / scale, mode="bilinear", align_corners=False + ) + if flow is not None: + flow = ( + F.interpolate( + flow, scale_factor=1.0 / scale, mode="bilinear", align_corners=False + ) + * 1.0 + / scale + ) + x = torch.cat((x, flow), 1) + feat = self.conv0(x) + feat = self.convblock(feat) + feat + tmp = self.lastconv(feat) + tmp = F.interpolate( + tmp, scale_factor=scale * 4, mode="bilinear", align_corners=False + ) + flow = tmp[:, :2] * scale * 4 + mask = tmp[:, 2:3] + return flow, mask + + +class ResynNet(nn.Module): + def __init__(self): + super(ResynNet, self).__init__() + self.block0 = FlowBlock(6, c=128) + self.block1 = FlowBlock(12, c=128) + self.block2 = FlowBlock(12, c=128) + self.degrad = DegCNN() + # Contextual Refinement context + decode + self.context0 = nn.Sequential( + conv(3, 16, 3, 2, 1), + conv(16, 32, 3, 2, 1), + ) + self.context1 = nn.Sequential( + conv(3, 16, 3, 2, 1), + conv(16, 32, 3, 2, 1), + ) + self.decode = nn.Sequential( + nn.ConvTranspose2d(64, 32, 4, 2, 1), + nn.ConvTranspose2d(32, 3, 4, 2, 1), + nn.Tanh(), + ) + + def calflow(self, img0, lowres, scale): + flow = None + stu = [self.block0, self.block1, self.block2] + for i in range(3): + if flow is not None: + flow_d, mask_d = stu[i]( + torch.cat((img0, lowres, warped_img0, mask), 1), + flow, + scale=scale[i], + ) + flow = flow + flow_d + mask = mask + mask_d + else: + flow, mask = stu[i](torch.cat((img0, lowres), 1), None, scale=scale[i]) + warped_img0 = warp(img0, flow) + flow_down = ( + F.interpolate(flow, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + c0 = warp(self.context0(img0), flow_down) + c1 = self.context1(warped_img0) + warped_img0 = warped_img0 + self.decode(torch.cat((c0, c1), 1)) + return flow, mask, torch.clamp(warped_img0, 0, 1) + + def forward( + self, x, deg=None, gt=None, scale=[4, 2, 1], training=False, blend=True + ): + if training: + deg = self.degrad(gt) + loss_cons = (gt - deg).abs().mean() + else: + loss_cons = torch.tensor([0]) + img_list = [] + N = x.shape[1] // 3 + for i in range(N): + img_list.append(x[:, i * 3 : i * 3 + 3]) + warped_list = [] + merged = [] + mask_list = [] + flow_list = [] + for i in range(N): + f, m, img = self.calflow(img_list[i], deg.detach(), scale) + mask_list.append(m) + warped_list.append(img) + flow_list.append(f) + if blend: + N += 1 + mask_list.append(m * 0) + warped_list.append(deg) + mask = F.softmax(torch.clamp(torch.cat(mask_list, 1), -4, 4), dim=1) + merged = 0 + for i in range(N): + merged += warped_list[i] * mask[:, i : i + 1] + return merged, loss_cons + + +def make_layer(basic_block, num_basic_block, **kwarg): + """Make layers by stacking the same blocks. + Args: + basic_block (nn.module): nn.module class for basic block. + num_basic_block (int): number of blocks. + Returns: + nn.Sequential: Stacked blocks in nn.Sequential. + """ + layers = [] + for _ in range(num_basic_block): + layers.append(basic_block(**kwarg)) + return nn.Sequential(*layers) + + +class ResidualDenseBlock(nn.Module): + """Residual Dense Block. + + Used in RRDB block in ESRGAN. + + Args: + num_feat (int): Channel number of intermediate features. + num_grow_ch (int): Channels for each growth. + """ + + def __init__(self, num_feat=64, num_grow_ch=32): + super(ResidualDenseBlock, self).__init__() + self.conv1 = nn.Conv2d(num_feat, num_grow_ch, 3, 1, 1) + self.conv2 = nn.Conv2d(num_feat + num_grow_ch, num_grow_ch, 3, 1, 1) + self.conv3 = nn.Conv2d(num_feat + 2 * num_grow_ch, num_grow_ch, 3, 1, 1) + self.conv4 = nn.Conv2d(num_feat + 3 * num_grow_ch, num_grow_ch, 3, 1, 1) + self.conv5 = nn.Conv2d(num_feat + 4 * num_grow_ch, num_feat, 3, 1, 1) + + self.lrelu = nn.LeakyReLU(negative_slope=0.2, inplace=True) + + # initialization + # default_init_weights([self.conv1, self.conv2, self.conv3, self.conv4, self.conv5], 0.1) + # 只能先取消，default_init_weights来自basicsr.arch_util + + def forward(self, x): + x1 = self.lrelu(self.conv1(x)) + x2 = self.lrelu(self.conv2(torch.cat((x, x1), 1))) + x3 = self.lrelu(self.conv3(torch.cat((x, x1, x2), 1))) + x4 = self.lrelu(self.conv4(torch.cat((x, x1, x2, x3), 1))) + x5 = self.conv5(torch.cat((x, x1, x2, x3, x4), 1)) + # Emperically, we use 0.2 to scale the residual for better performance + # 原作者这么说我就这么听着吧 + return x5 * 0.2 + x + + +class RRDB(nn.Module): + """Residual in Residual Dense Block. + + Used in RRDB-Net in ESRGAN. + + Args: + num_feat (int): Channel number of intermediate features. + num_grow_ch (int): Channels for each growth. + """ + + def __init__(self, num_feat, num_grow_ch=32): + super(RRDB, self).__init__() + self.rdb1 = ResidualDenseBlock(num_feat, num_grow_ch) + self.rdb2 = ResidualDenseBlock(num_feat, num_grow_ch) + self.rdb3 = ResidualDenseBlock(num_feat, num_grow_ch) + + def forward(self, x): + out = self.rdb1(x) + out = self.rdb2(out) + out = self.rdb3(out) + # Emperically, we use 0.2 to scale the residual for better performance + # 原作者这么说我就这么听着吧 + return out * 0.2 + x + + +class RRDBNet(nn.Module): + """Networks consisting of Residual in Residual Dense Block, which is used + in ESRGAN. + + ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks. + + We extend ESRGAN for scale x2 and scale x1. + Note: This is one option for scale 1, scale 2 in RRDBNet. + We first employ the pixel-unshuffle (an inverse operation of pixelshuffle to reduce the spatial size + and enlarge the channel size before feeding inputs into the main ESRGAN architecture. + + Args: + num_in_ch (int): Channel number of inputs. + num_out_ch (int): Channel number of outputs. + num_feat (int): Channel number of intermediate features. + Default: 64 + num_block (int): Block number in the trunk network. Defaults: 23 + num_grow_ch (int): Channels for each growth. Default: 32. + """ + + def __init__( + self, num_in_ch=16, num_out_ch=1, num_feat=64, num_block=6, num_grow_ch=32 + ): + super(RRDBNet, self).__init__() + self.conv_first = nn.Conv2d(num_in_ch, num_feat, 3, 1, 1) + self.body = make_layer( + RRDB, num_block, num_feat=num_feat, num_grow_ch=num_grow_ch + ) + self.conv_body = nn.Conv2d(num_feat, num_feat, 3, 1, 1) + # upsample + self.conv_up1 = nn.Conv2d(num_feat, num_feat, 3, 1, 1) + self.conv_up2 = nn.Conv2d(num_feat, num_feat, 3, 1, 1) + self.conv_hr = nn.Conv2d(num_feat, num_feat, 3, 1, 1) + self.conv_last = nn.Conv2d(num_feat, num_out_ch, 3, 1, 1) + + self.lrelu = nn.LeakyReLU(negative_slope=0.2, inplace=True) + + def forward(self, img0, img1, warped_img0, warped_img1, flow): + x = torch.cat((img0, img1, warped_img0, warped_img1), 1) + x = F.interpolate(x, scale_factor=0.25, mode="bilinear", align_corners=False) + flow = ( + F.interpolate(flow, scale_factor=0.25, mode="bilinear", align_corners=False) + * 0.25 + ) + feat = torch.cat((x, flow), 1) + + feat = self.conv_first(feat) + body_feat = self.conv_body(self.body(feat)) + feat = feat + body_feat + # upsample，充分利用四倍放大 + feat = self.lrelu( + self.conv_up1(F.interpolate(feat, scale_factor=2.0, mode="nearest")) + ) + feat = self.lrelu( + self.conv_up2(F.interpolate(feat, scale_factor=2.0, mode="nearest")) + ) + out = self.conv_last(self.lrelu(self.conv_hr(feat))) + + out = torch.sigmoid(out) + return out + + +def warp(tenInput, tenFlow): + k = (str(tenFlow.device), str(tenFlow.size())) + if k not in backwarp_tenGrid: + tenHorizontal = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[3], device=device) + .view(1, 1, 1, tenFlow.shape[3]) + .expand(tenFlow.shape[0], -1, tenFlow.shape[2], -1) + ) + tenVertical = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[2], device=device) + .view(1, 1, tenFlow.shape[2], 1) + .expand(tenFlow.shape[0], -1, -1, tenFlow.shape[3]) + ) + backwarp_tenGrid[k] = torch.cat([tenHorizontal, tenVertical], 1).to(device) + + tenFlow = torch.cat( + [ + tenFlow[:, 0:1, :, :] / ((tenInput.shape[3] - 1.0) / 2.0), + tenFlow[:, 1:2, :, :] / ((tenInput.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + g = (backwarp_tenGrid[k] + tenFlow).permute(0, 2, 3, 1) + return torch.nn.functional.grid_sample( + input=tenInput, + grid=g, + mode="bilinear", + padding_mode="border", + align_corners=True, + ) + + +class BasicConv(nn.Module): + def __init__( + self, + in_planes, + out_planes, + kernel_size, + stride=1, + padding=0, + dilation=1, + groups=1, + relu=True, + bn=True, + bias=False, + ): + super(BasicConv, self).__init__() + self.out_channels = out_planes + self.conv = nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + groups=groups, + bias=bias, + ) + self.bn = ( + nn.BatchNorm2d(out_planes, eps=1e-5, momentum=0.01, affine=True) + if bn + else None + ) + self.relu = nn.ReLU() if relu else None + + def forward(self, x): + x = self.conv(x) + if self.bn is not None: + x = self.bn(x) + if self.relu is not None: + x = self.relu(x) + return x + + +class Flatten(nn.Module): + def forward(self, x): + return x.view(x.size(0), -1) + + +class ChannelGate(nn.Module): + def __init__(self, gate_channels, reduction_ratio=16, pool_types=["avg", "max"]): + super(ChannelGate, self).__init__() + self.gate_channels = gate_channels + self.mlp = nn.Sequential( + Flatten(), + nn.Linear(gate_channels, gate_channels // reduction_ratio), + nn.ReLU(), + nn.Linear(gate_channels // reduction_ratio, gate_channels), + ) + self.pool_types = pool_types + + def forward(self, x): + channel_att_sum = None + for pool_type in self.pool_types: + if pool_type == "avg": + avg_pool = F.avg_pool2d( + x, (x.size(2), x.size(3)), stride=(x.size(2), x.size(3)) + ) + channel_att_raw = self.mlp(avg_pool) + elif pool_type == "max": + max_pool = F.max_pool2d( + x, (x.size(2), x.size(3)), stride=(x.size(2), x.size(3)) + ) + channel_att_raw = self.mlp(max_pool) + elif pool_type == "lp": + lp_pool = F.lp_pool2d( + x, 2, (x.size(2), x.size(3)), stride=(x.size(2), x.size(3)) + ) + channel_att_raw = self.mlp(lp_pool) + elif pool_type == "lse": + # LSE pool only + lse_pool = logsumexp_2d(x) + channel_att_raw = self.mlp(lse_pool) + + if channel_att_sum is None: + channel_att_sum = channel_att_raw + else: + channel_att_sum = channel_att_sum + channel_att_raw + + scale = F.sigmoid(channel_att_sum).unsqueeze(2).unsqueeze(3).expand_as(x) + return x * scale + + +def logsumexp_2d(tensor): + tensor_flatten = tensor.view(tensor.size(0), tensor.size(1), -1) + s, _ = torch.max(tensor_flatten, dim=2, keepdim=True) + outputs = s + (tensor_flatten - s).exp().sum(dim=2, keepdim=True).log() + return outputs + + +class ChannelPool(nn.Module): + def forward(self, x): + return torch.cat( + (torch.max(x, 1)[0].unsqueeze(1), torch.mean(x, 1).unsqueeze(1)), dim=1 + ) + + +class SpatialGate(nn.Module): + def __init__(self): + super(SpatialGate, self).__init__() + kernel_size = 7 + self.compress = ChannelPool() + self.spatial = BasicConv( + 2, 1, kernel_size, stride=1, padding=(kernel_size - 1) // 2, relu=False + ) + + def forward(self, x): + x_compress = self.compress(x) + x_out = self.spatial(x_compress) + scale = F.sigmoid(x_out) # broadcasting + return x * scale + + +class CBAM(nn.Module): + def __init__( + self, + gate_channels, + reduction_ratio=16, + pool_types=["avg", "max"], + no_spatial=False, + ): + super(CBAM, self).__init__() + self.ChannelGate = ChannelGate(gate_channels, reduction_ratio, pool_types) + self.no_spatial = no_spatial + if not no_spatial: + self.SpatialGate = SpatialGate() + + def forward(self, x): + x_out = self.ChannelGate(x) + if not self.no_spatial: + x_out = self.SpatialGate(x_out) + return x_out + + +def conv(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + nn.PReLU(out_planes), + ) + + +class UNetConv(nn.Module): + def __init__(self, in_planes, out_planes, att=True): + super(UNetConv, self).__init__() + self.conv1 = conv(in_planes, out_planes, 3, 2, 1) + self.conv2 = conv(out_planes, out_planes, 3, 1, 1) + + if att: + self.cbam = CBAM(out_planes, 16) # 这一步导致了通道数最低为128 + else: + self.cbam = None + + def forward(self, x): + x = self.conv1(x) + x = self.conv2(x) + if self.cbam is not None: + x = self.cbam(x) + return x + + +class UpConv(nn.Module): + def __init__(self, in_planes, out_planes, att=True): + super(UpConv, self).__init__() + self.deconv = nn.Sequential( + nn.ConvTranspose2d(in_planes, in_planes // 2, 4, 2, 1), + nn.PReLU(in_planes // 2), + ) + + # 也许不需要这么卷积，我不确定 + self.conv1 = conv(in_planes, in_planes // 2, 3, 1, 1) + self.conv2 = conv(in_planes // 2, out_planes, 3, 1, 1) + + if att: + self.cbam = CBAM(out_planes, 16) + else: + self.cbam = None + + def forward(self, x1, x2): + x1 = self.deconv(x1) + y = self.conv1(torch.cat((x1, x2), 1)) + y = self.conv2(y) + if self.cbam is not None: + y = self.cbam(y) + return y + + +class FeatureNet(nn.Module): + def __init__(self, in_planes, out_planes): + super(FeatureNet, self).__init__() + # 处理IFBlock0时通道数问题 + self.conv0 = conv(7, in_planes, 1, 1, 0) + + self.conv1 = UNetConv(in_planes, out_planes // 8, att=False) + self.conv2 = UNetConv(out_planes // 8, out_planes // 4, att=True) + self.conv3 = UNetConv(out_planes // 4, out_planes // 2, att=True) + self.conv4 = UNetConv(out_planes // 2, out_planes, att=True) + self.conv5 = UNetConv(out_planes, 2 * out_planes, att=True) + + self.deconv5 = UpConv(2 * out_planes, out_planes, att=True) + self.deconv4 = UpConv(out_planes, out_planes // 2, att=False) + self.deconv3 = UpConv(out_planes // 2, out_planes // 4, att=False) + + def forward(self, x, level=0): + if x.shape[1] != 17: + x = self.conv0(x) + x2 = self.conv1(x) + x4 = self.conv2(x2) + x8 = self.conv3(x4) + x16 = self.conv4(x8) + x32 = self.conv5(x16) + y = self.deconv5(x32, x16) # 匹配IFBlock0通道和尺寸 + + # “早退机制”以期待用同一个UNet提取特征，不确定是否对训练产生影响 + if level != 0: + y = self.deconv4(y, x8) # 匹配IFBlock1通道和尺寸 + if level == 2: + y = self.deconv3(y, x4) # 匹配IFBlock2通道和尺寸 + return y + + +class IFBlock(nn.Module): + def __init__(self, c=64, level=0): + super(IFBlock, self).__init__() + self.convblock = nn.Sequential( + conv(c, c), + conv(c, c), + conv(c, c), + conv(c, c), + conv(c, c), + conv(c, c), + ) + self.flowconv = nn.Conv2d(c, 4, 3, 1, 1) + self.maskconvx16 = nn.Conv2d(c, 16 * 16 * 9, 1, 1, 0) + self.maskconvx8 = nn.Conv2d(c, 8 * 8 * 9, 1, 1, 0) + self.maskconvx4 = nn.Conv2d(c, 4 * 4 * 9, 1, 1, 0) + + self.level = level + assert self.level in [4, 8, 16], "Bitch" + + def mask_conv(self, x): + if self.level == 4: + return self.maskconvx4(x) + if self.level == 8: + return self.maskconvx8(x) + if self.level == 16: + return self.maskconvx16(x) + + def upsample_flow(self, flow, mask): + # 俺寻思俺懂了 + N, _, H, W = flow.shape + mask = mask.view(N, 1, 9, self.level, self.level, H, W) + mask = torch.softmax(mask, dim=2) + + up_flow = F.unfold(self.level * flow, [3, 3], padding=1) + up_flow = up_flow.view(N, 4, 9, 1, 1, H, W) + + up_flow = torch.sum(mask * up_flow, dim=2) + up_flow = up_flow.permute(0, 1, 4, 2, 5, 3) + return up_flow.reshape(N, 4, self.level * H, self.level * W) + + def forward(self, x, scale): + x = self.convblock(x) + x # 类似ResNet的f(x) + x + tmp = self.flowconv(x) + up_mask = self.mask_conv(x) + flow_up = self.upsample_flow(tmp, up_mask) + flow = ( + F.interpolate( + flow_up, scale_factor=scale, mode="bilinear", align_corners=False + ) + * scale + ) + return flow + + +class IFUNet(nn.Module): + def __init__(self): + super(IFUNet, self).__init__() + # block0通道数必须为128的整倍数 + self.fmap = FeatureNet(in_planes=17, out_planes=256) + self.block0 = IFBlock(c=256, level=16) + self.block1 = IFBlock(c=128, level=8) + self.block2 = IFBlock(c=64, level=4) + + def forward(self, x, scale=1.0, timestep=0.5, ensemble=True): + channel = x.shape[1] // 2 + img0 = x[:, :channel] + img1 = x[:, channel:] + if not torch.is_tensor(timestep): + timestep = (x[:, :1].clone() * 0 + 1) * timestep + else: + timestep = timestep.repeat(1, 1, img0.shape[2], img0.shape[3]) + warped_img0 = img0 + warped_img1 = img1 + flow = None + block = [self.block0, self.block1, self.block2] + for i in range(3): + if flow != None: + x = torch.cat((img0, img1, timestep, warped_img0, warped_img1), 1) + flowtmp = flow + if scale != 1: + x = F.interpolate( + x, scale_factor=scale, mode="bilinear", align_corners=False + ) + flowtmp = ( + F.interpolate( + flow, + scale_factor=scale, + mode="bilinear", + align_corners=False, + ) + * scale + ) + x = torch.cat((x, flowtmp), 1) + # 期待UNet能提取到特征，不再需要ensemble + Fmap = self.fmap(x, level=i) + flow_d = block[i](Fmap, scale=1.0 / scale) + flow = flow + flow_d + + if ensemble: + x = torch.cat( + (img1, img0, 1 - timestep, warped_img0, warped_img1), 1 + ) + flowtmp = flow + if scale != 1: + x = F.interpolate( + x, scale_factor=scale, mode="bilinear", align_corners=False + ) + flowtmp = ( + F.interpolate( + flow, + scale_factor=scale, + mode="bilinear", + align_corners=False, + ) + * scale + ) + x = torch.cat((x, flowtmp), 1) + # 期待UNet能提取到特征，不再需要ensemble + Fmap = self.fmap(x, level=i) + flow_d = block[i](Fmap, scale=1.0 / scale) + flow2 = flow + flow_d + flow = (flow + flow2) / 2 + else: + x = torch.cat((img0, img1, timestep), 1) + if scale != 1: + x = F.interpolate( + x, scale_factor=scale, mode="bilinear", align_corners=False + ) + Fmap = self.fmap(x, level=i) + flow = block[i](Fmap, scale=1.0 / scale) + + if ensemble: + x = torch.cat((img1, img0, 1 - timestep), 1) + if scale != 1: + x = F.interpolate( + x, scale_factor=scale, mode="bilinear", align_corners=False + ) + Fmap = self.fmap(x, level=i) + flow2 = block[i](Fmap, scale=1.0 / scale) + flow = (flow + flow2) / 2 + + warped_img0 = warp(img0, flow[:, :2]) + warped_img1 = warp(img1, flow[:, 2:4]) + return flow, warped_img0, warped_img1 + + +class IFUNetModel(nn.Module): + def __init__(self, local_rank=-1): + super(IFUNetModel, self).__init__() + self.flownet = IFUNet() + self.fusionnet = RRDBNet() + self.refinenet = ResynNet() + + def forward(self, img0, img1, timestep=0.5, scale=1.0, ensemble=False): + n, c, h, w = img0.shape + ph = ((h - 1) // 64 + 1) * 64 + pw = ((w - 1) // 64 + 1) * 64 + padding = (0, pw - w, 0, ph - h) + img0 = F.pad(img0, padding) + img1 = F.pad(img1, padding) + + imgs = torch.cat((img0, img1), 1) + flow, warped_img0, warped_img1 = self.flownet(imgs, scale, timestep, ensemble) + mask = self.fusionnet(img0, img1, warped_img0, warped_img1, flow) + merged = warped_img0 * mask + warped_img1 * (1 - mask) + merged, _ = self.refinenet(imgs, deg=merged, scale=[4, 2, 1]) + return merged[:, :, :h, :w] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..bec98675f6cc459a026a0837c90915016c058d79 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ifunet/__init__.py @@ -0,0 +1,59 @@ +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +from comfy.model_management import get_torch_device + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["IFUNet.pth"] + +class IFUnet_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + "scale_factor": ("FLOAT", {"default": 1.0, "min": 0.1, "max": 100, "step": 0.1}), + "ensemble": ("BOOLEAN", {"default":True}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames: typing.SupportsInt = 1, + multiplier: typing.SupportsInt = 2, + scale_factor: typing.SupportsFloat = 1.0, + ensemble: bool = True, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .IFUNet_arch import IFUNetModel + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + interpolation_model = IFUNetModel() + interpolation_model.load_state_dict(torch.load(model_path)) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model, scale_factor, ensemble): + return model(frame_0, frame_1, timestep=timestep, scale=scale_factor, ensemble=ensemble) + + args = [interpolation_model, scale_factor, ensemble] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) + diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/M2M_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/M2M_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..536f915efa4678bd55884852ad6e3ea386fd3ffe --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/M2M_arch.py @@ -0,0 +1,1037 @@ +""" +https://github.com/feinanshan/M2M_VFI/blob/main/Test/model/py +https://raw.githubusercontent.com/feinanshan/M2M_VFI/main/Test/model/py +https://github.com/feinanshan/M2M_VFI/blob/main/Test/model/py +https://github.com/feinanshan/M2M_VFI/blob/main/Test/model/py +https://github.com/feinanshan/M2M_VFI/blob/main/Test/model/m2m.py +""" + +import collections +import math +import os +import re +import torch +import typing +from vfi_models.ops import softsplat_func +from vfi_models.ops import costvol_func + +########################################################## + + +objBackwarpcache = {} + + +def backwarp(tenIn: torch.Tensor, tenFlow: torch.Tensor): + if ( + "grid" + + str(tenFlow.dtype) + + str(tenFlow.device) + + str(tenFlow.shape[2]) + + str(tenFlow.shape[3]) + not in objBackwarpcache + ): + tenHor = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenFlow.shape[3], + dtype=tenFlow.dtype, + device=tenFlow.device, + ) + .view(1, 1, 1, -1) + .repeat(1, 1, tenFlow.shape[2], 1) + ) + tenVer = ( + torch.linspace( + start=-1.0, + end=1.0, + steps=tenFlow.shape[2], + dtype=tenFlow.dtype, + device=tenFlow.device, + ) + .view(1, 1, -1, 1) + .repeat(1, 1, 1, tenFlow.shape[3]) + ) + + objBackwarpcache[ + "grid" + + str(tenFlow.dtype) + + str(tenFlow.device) + + str(tenFlow.shape[2]) + + str(tenFlow.shape[3]) + ] = torch.cat([tenHor, tenVer], 1) + # end + + if tenFlow.shape[3] == tenFlow.shape[2]: + tenFlow = tenFlow * (2.0 / ((tenFlow.shape[3] and tenFlow.shape[2]) - 1.0)) + + elif tenFlow.shape[3] != tenFlow.shape[2]: + tenFlow = tenFlow * torch.tensor( + data=[2.0 / (tenFlow.shape[3] - 1.0), 2.0 / (tenFlow.shape[2] - 1.0)], + dtype=tenFlow.dtype, + device=tenFlow.device, + ).view(1, 2, 1, 1) + + # end + + return torch.nn.functional.grid_sample( + input=tenIn, + grid=( + objBackwarpcache[ + "grid" + + str(tenFlow.dtype) + + str(tenFlow.device) + + str(tenFlow.shape[2]) + + str(tenFlow.shape[3]) + ] + + tenFlow + ).permute(0, 2, 3, 1), + mode="bilinear", + padding_mode="zeros", + align_corners=True, + ) + + +# end + +########################################################## + + +class Basic(torch.nn.Module): + def __init__( + self, + strType: str, + intChans: typing.List[int], + objScratch: typing.Optional[typing.Dict] = None, + ): + super().__init__() + + self.strType = strType + self.netEvenize = None + self.netMain = None + self.netShortcut = None + + intIn = intChans[0] + intOut = intChans[-1] + netMain = [] + intChans = intChans.copy() + fltStride = 1.0 + + for intPart, strPart in enumerate(self.strType.split("+")[0].split("-")): + if strPart.startswith("evenize") == True and intPart == 0: + + class Evenize(torch.nn.Module): + def __init__(self, strPad): + super().__init__() + + self.strPad = strPad + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + intPad = [0, 0, 0, 0] + + if tenIn.shape[3] % 2 != 0: + intPad[1] = 1 + if tenIn.shape[2] % 2 != 0: + intPad[3] = 1 + + if min(intPad) != 0 or max(intPad) != 0: + tenIn = torch.nn.functional.pad( + input=tenIn, + pad=intPad, + mode=self.strPad + if self.strPad != "zeros" + else "constant", + value=0.0, + ) + # end + + return tenIn + + # end + + # end + + strPad = "zeros" + + if "(" in strPart: + if "replpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "replicate" + if "reflpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "reflect" + # end + + self.netEvenize = Evenize(strPad) + + elif strPart.startswith("conv") == True: + intKsize = 3 + intPad = 1 + strPad = "zeros" + + if "(" in strPart: + intKsize = int(strPart.split("(")[1].split(")")[0].split(",")[0]) + intPad = int(math.floor(0.5 * (intKsize - 1))) + + if "replpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "replicate" + if "reflpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "reflect" + # end + + if "nopad" in self.strType.split("+"): + intPad = 0 + # end + + netMain += [ + torch.nn.Conv2d( + in_channels=intChans[0], + out_channels=intChans[1], + kernel_size=intKsize, + stride=1, + padding=intPad, + padding_mode=strPad, + bias="nobias" not in self.strType.split("+"), + ) + ] + intChans = intChans[1:] + fltStride *= 1.0 + + elif strPart.startswith("sconv") == True: + intKsize = 3 + intPad = 1 + strPad = "zeros" + + if "(" in strPart: + intKsize = int(strPart.split("(")[1].split(")")[0].split(",")[0]) + intPad = int(math.floor(0.5 * (intKsize - 1))) + + if "replpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "replicate" + if "reflpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "reflect" + # end + + if "nopad" in self.strType.split("+"): + intPad = 0 + # end + + netMain += [ + torch.nn.Conv2d( + in_channels=intChans[0], + out_channels=intChans[1], + kernel_size=intKsize, + stride=2, + padding=intPad, + padding_mode=strPad, + bias="nobias" not in self.strType.split("+"), + ) + ] + intChans = intChans[1:] + fltStride *= 2.0 + + elif strPart.startswith("up") == True: + + class Up(torch.nn.Module): + def __init__(self, strType): + super().__init__() + + self.strType = strType + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + if self.strType == "nearest": + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=2.0, + mode="nearest-exact", + align_corners=False, + ) + + elif self.strType == "bilinear": + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=2.0, + mode="bilinear", + align_corners=False, + ) + + elif self.strType == "pyramid": + return pyramid(tenIn, None, "up") + + elif self.strType == "shuffle": + return torch.nn.functional.pixel_shuffle( + tenIn, upscale_factor=2 + ) # https://github.com/pytorch/pytorch/issues/62854 + + # end + + assert False # to make torchscript happy + + # end + + # end + + strType = "bilinear" + + if "(" in strPart: + if "nearest" in strPart.split("(")[1].split(")")[0].split(","): + strType = "nearest" + if "pyramid" in strPart.split("(")[1].split(")")[0].split(","): + strType = "pyramid" + if "shuffle" in strPart.split("(")[1].split(")")[0].split(","): + strType = "shuffle" + # end + + netMain += [Up(strType)] + fltStride *= 0.5 + + elif strPart.startswith("prelu") == True: + netMain += [ + torch.nn.PReLU( + num_parameters=1, + init=float(strPart.split("(")[1].split(")")[0].split(",")[0]), + ) + ] + fltStride *= 1.0 + + elif True: + assert False + + # end + # end + + self.netMain = torch.nn.Sequential(*netMain) + + for strPart in self.strType.split("+")[1:]: + if strPart.startswith("skip") == True: + if intIn == intOut and fltStride == 1.0: + self.netShortcut = torch.nn.Identity() + + elif intIn != intOut and fltStride == 1.0: + self.netShortcut = torch.nn.Conv2d( + in_channels=intIn, + out_channels=intOut, + kernel_size=1, + stride=1, + padding=0, + bias="nobias" not in self.strType.split("+"), + ) + + elif intIn == intOut and fltStride != 1.0: + + class Down(torch.nn.Module): + def __init__(self, fltScale): + super().__init__() + + self.fltScale = fltScale + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=self.fltScale, + mode="bilinear", + align_corners=False, + ) + + # end + + # end + + self.netShortcut = Down(1.0 / fltStride) + + elif intIn != intOut and fltStride != 1.0: + + class Down(torch.nn.Module): + def __init__(self, fltScale): + super().__init__() + + self.fltScale = fltScale + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=self.fltScale, + mode="bilinear", + align_corners=False, + ) + + # end + + # end + + self.netShortcut = torch.nn.Sequential( + Down(1.0 / fltStride), + torch.nn.Conv2d( + in_channels=intIn, + out_channels=intOut, + kernel_size=1, + stride=1, + padding=0, + bias="nobias" not in self.strType.split("+"), + ), + ) + + # end + + elif strPart.startswith("...") == True: + pass + + # end + # end + + assert len(intChans) == 1 + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + if self.netEvenize is not None: + tenIn = self.netEvenize(tenIn) + # end + + tenOut = self.netMain(tenIn) + + if self.netShortcut is not None: + tenOut = tenOut + self.netShortcut(tenIn) + # end + + return tenOut + + # end + + +# end + + +########################################################## + + +class Network(torch.nn.Module): + def __init__(self): + super().__init__() + + class Extractor(torch.nn.Module): + def __init__(self): + super().__init__() + + self.netOne = Basic( + "evenize(replpad)-sconv(2)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)", + [3, 32, 32, 32], + None, + ) + self.netTwo = Basic( + "evenize(replpad)-sconv(2)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)", + [32, 32, 32, 32], + None, + ) + self.netThr = Basic( + "evenize(replpad)-sconv(2)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)", + [32, 32, 32, 32], + None, + ) + + # end + + def forward(self, tenIn): + tenOne = self.netOne(tenIn) + tenTwo = self.netTwo(tenOne) + tenThr = self.netThr(tenTwo) + tenFou = torch.nn.functional.avg_pool2d( + input=tenThr, kernel_size=2, stride=2, count_include_pad=False + ) + tenFiv = torch.nn.functional.avg_pool2d( + input=tenFou, kernel_size=2, stride=2, count_include_pad=False + ) + + return [tenOne, tenTwo, tenThr, tenFou, tenFiv] + + # end + + # end + + class Decoder(torch.nn.Module): + def __init__(self, intChannels): + super().__init__() + + self.netCostacti = torch.nn.PReLU(num_parameters=1, init=0.25) + self.netMain = Basic( + "conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)-prelu(0.25)-conv(3,replpad)", + [intChannels, 128, 128, 96, 64, 32, 2], + None, + ) + + # end + + def forward(self, tenOne, tenTwo, tenFlow): + if tenFlow is not None: + tenFlow = 2.0 * torch.nn.functional.interpolate( + input=tenFlow, + scale_factor=2.0, + mode="bilinear", + align_corners=False, + ) + # end + + tenMain = [] + + if tenFlow is None: + tenMain.append(tenOne) + tenMain.append(self.netCostacti(costvol_func.apply(tenOne, tenTwo))) + + elif tenFlow is not None: + tenMain.append(tenOne) + tenMain.append( + self.netCostacti( + costvol_func.apply( + tenOne, backwarp(tenTwo, tenFlow.detach()) + ) + ) + ) + tenMain.append(tenFlow) + + # end + + return (tenFlow if tenFlow is not None else 0.0) + self.netMain( + torch.cat(tenMain, 1) + ) + + # end + + # end + + self.netExtractor = Extractor() + + self.netFiv = Decoder(32 + 81 + 0) + self.netFou = Decoder(32 + 81 + 2) + self.netThr = Decoder(32 + 81 + 2) + self.netTwo = Decoder(32 + 81 + 2) + self.netOne = Decoder(32 + 81 + 2) + + # end + + def bidir(self, tenOne, tenTwo): + tenOne, tenTwo = list( + zip( + *[ + torch.split(tenFeat, [tenOne.shape[0], tenTwo.shape[0]], 0) + for tenFeat in self.netExtractor(torch.cat([tenOne, tenTwo], 0)) + ] + ) + ) + + tenFwd = None + tenFwd = self.netFiv(tenOne[-1], tenTwo[-1], tenFwd) + tenFwd = self.netFou(tenOne[-2], tenTwo[-2], tenFwd) + tenFwd = self.netThr(tenOne[-3], tenTwo[-3], tenFwd) + tenFwd = self.netTwo(tenOne[-4], tenTwo[-4], tenFwd) + tenFwd = self.netOne(tenOne[-5], tenTwo[-5], tenFwd) + + tenBwd = None + tenBwd = self.netFiv(tenTwo[-1], tenOne[-1], tenBwd) + tenBwd = self.netFou(tenTwo[-2], tenOne[-2], tenBwd) + tenBwd = self.netThr(tenTwo[-3], tenOne[-3], tenBwd) + tenBwd = self.netTwo(tenTwo[-4], tenOne[-4], tenBwd) + tenBwd = self.netOne(tenTwo[-5], tenOne[-5], tenBwd) + + return tenFwd, tenBwd + + # end + + +# end + +########################################################## + + +def forwarp_mframe_mask( + tenIn1, tenFlow1, t1, tenIn2, tenFlow2, t2, tenMetric1=None, tenMetric2=None +): + def one_fdir(tenIn, tenFlow, td, tenMetric): + tenIn = torch.cat( + [ + tenIn * td * (tenMetric).clip(-20.0, 20.0).exp(), + td * (tenMetric).clip(-20.0, 20.0).exp(), + ], + 1, + ) + + tenOut = softsplat_func.apply(tenIn, tenFlow) + + return tenOut[:, :-1, :, :], tenOut[:, -1:, :, :] + 0.0000001 + + flow_num = tenFlow1.shape[0] + tenOut = 0 + tenNormalize = 0 + for idx in range(flow_num): + tenOutF, tenNormalizeF = one_fdir( + tenIn1[idx], tenFlow1[idx], t1[idx], tenMetric1[idx] + ) + tenOutB, tenNormalizeB = one_fdir( + tenIn2[idx], tenFlow2[idx], t2[idx], tenMetric2[idx] + ) + + tenOut += tenOutF + tenOutB + tenNormalize += tenNormalizeF + tenNormalizeB + + return tenOut / tenNormalize, tenNormalize < 0.00001 + + +################################################################### + +c = 16 + + +def conv(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + torch.nn.PReLU(out_planes), + ) + + +def deconv(in_planes, out_planes, kernel_size=4, stride=2, padding=1): + return torch.nn.Sequential( + torch.torch.nn.ConvTranspose2d( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=4, + stride=2, + padding=1, + bias=True, + ), + torch.nn.PReLU(out_planes), + ) + + +class Conv2(torch.nn.Module): + def __init__(self, in_planes, out_planes, stride=2): + super(Conv2, self).__init__() + self.conv1 = conv(in_planes, out_planes, 3, stride, 1) + self.conv2 = conv(out_planes, out_planes, 3, 1, 1) + + def forward(self, x): + x = self.conv1(x) + x = self.conv2(x) + return x + + +class Conv2n(torch.nn.Module): + def __init__(self, in_planes, out_planes, stride=2): + super(Conv2n, self).__init__() + self.conv1 = conv(in_planes, in_planes, 3, stride, 1) + self.conv2 = conv(in_planes, in_planes, 3, 1, 1) + self.conv3 = conv(in_planes, in_planes, 1, 1, 0) + self.conv4 = conv(in_planes, out_planes, 1, 1, 0) + + def forward(self, x): + x = self.conv1(x) + x = self.conv2(x) + x = self.conv3(x) + x = self.conv4(x) + return x + + +##################################################### + + +class ImgPyramid(torch.nn.Module): + def __init__(self): + super(ImgPyramid, self).__init__() + self.conv1 = Conv2(3, c) + self.conv2 = Conv2(c, 2 * c) + self.conv3 = Conv2(2 * c, 4 * c) + self.conv4 = Conv2(4 * c, 8 * c) + + def forward(self, x): + x1 = self.conv1(x) + x2 = self.conv2(x1) + x3 = self.conv3(x2) + x4 = self.conv4(x3) + return [x1, x2, x3, x4] + + +class EncDec(torch.nn.Module): + def __init__(self, branch): + super(EncDec, self).__init__() + self.branch = branch + + self.down0 = Conv2(8, 2 * c) + self.down1 = Conv2(6 * c, 4 * c) + self.down2 = Conv2(12 * c, 8 * c) + self.down3 = Conv2(24 * c, 16 * c) + + self.up0 = deconv(48 * c, 8 * c) + self.up1 = deconv(16 * c, 4 * c) + self.up2 = deconv(8 * c, 2 * c) + self.up3 = deconv(4 * c, c) + self.conv = torch.nn.Conv2d(c, 2 * self.branch, 3, 1, 1) + + self.conv_m = torch.nn.Conv2d(c, 1, 3, 1, 1) + + # For Channel dimennsion + self.conv_C = torch.nn.Sequential( + torch.nn.AdaptiveAvgPool2d(1), + torch.nn.Conv2d( + 16 * c, + 16 * 16 * c, + kernel_size=(1, 1), + stride=(1, 1), + padding=(0, 0), + bias=True, + ), + torch.nn.Sigmoid(), + ) + + # For Height dimennsion + self.conv_H = torch.nn.Sequential( + torch.nn.AdaptiveAvgPool2d((None, 1)), + torch.nn.Conv2d( + 16 * c, 16, kernel_size=(1, 1), stride=(1, 1), padding=(0, 0), bias=True + ), + torch.nn.Sigmoid(), + ) + + # For Width dimennsion + self.conv_W = torch.nn.Sequential( + torch.nn.AdaptiveAvgPool2d((1, None)), + torch.nn.Conv2d( + 16 * c, 16, kernel_size=(1, 1), stride=(1, 1), padding=(0, 0), bias=True + ), + torch.nn.Sigmoid(), + ) + + self.sigmoid = torch.nn.Sigmoid() + + def forward(self, flow0, flow1, im0, im1, c0, c1): + N_, C_, H_, W_ = im0.shape + + wim1 = backwarp(im1, flow0) + wim0 = backwarp(im0, flow1) + s0_0 = self.down0(torch.cat((flow0, im0, wim1), 1)) + s1_0 = self.down0(torch.cat((flow1, im1, wim0), 1)) + + ######################################################################################### + flow0 = ( + torch.nn.functional.interpolate( + flow0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + flow1 = ( + torch.nn.functional.interpolate( + flow1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + + wf0 = backwarp(torch.cat((s0_0, c0[0]), 1), flow1) + wf1 = backwarp(torch.cat((s1_0, c1[0]), 1), flow0) + + s0_1 = self.down1(torch.cat((s0_0, c0[0], wf1), 1)) + s1_1 = self.down1(torch.cat((s1_0, c1[0], wf0), 1)) + + ######################################################################################### + flow0 = ( + torch.nn.functional.interpolate( + flow0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + flow1 = ( + torch.nn.functional.interpolate( + flow1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + + wf0 = backwarp(torch.cat((s0_1, c0[1]), 1), flow1) + wf1 = backwarp(torch.cat((s1_1, c1[1]), 1), flow0) + + s0_2 = self.down2(torch.cat((s0_1, c0[1], wf1), 1)) + s1_2 = self.down2(torch.cat((s1_1, c1[1], wf0), 1)) + + ######################################################################################### + flow0 = ( + torch.nn.functional.interpolate( + flow0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + flow1 = ( + torch.nn.functional.interpolate( + flow1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + + wf0 = backwarp(torch.cat((s0_2, c0[2]), 1), flow1) + wf1 = backwarp(torch.cat((s1_2, c1[2]), 1), flow0) + + s0_3 = self.down3(torch.cat((s0_2, c0[2], wf1), 1)) + s1_3 = self.down3(torch.cat((s1_2, c1[2], wf0), 1)) + + ######################################################################################### + + s0_3_c = self.conv_C(s0_3) + s0_3_c = s0_3_c.view(N_, 16, -1, 1, 1) + + s0_3_h = self.conv_H(s0_3) + s0_3_h = s0_3_h.view(N_, 16, 1, -1, 1) + + s0_3_w = self.conv_W(s0_3) + s0_3_w = s0_3_w.view(N_, 16, 1, 1, -1) + + cube0 = (s0_3_c * s0_3_h * s0_3_w).mean(1) + + s0_3 = s0_3 * cube0 + + s1_3_c = self.conv_C(s1_3) + s1_3_c = s1_3_c.view(N_, 16, -1, 1, 1) + + s1_3_h = self.conv_H(s1_3) + s1_3_h = s1_3_h.view(N_, 16, 1, -1, 1) + + s1_3_w = self.conv_W(s1_3) + s1_3_w = s1_3_w.view(N_, 16, 1, 1, -1) + + cube1 = (s1_3_c * s1_3_h * s1_3_w).mean(1) + + s1_3 = s1_3 * cube1 + + ######################################################################################### + flow0 = ( + torch.nn.functional.interpolate( + flow0, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + flow1 = ( + torch.nn.functional.interpolate( + flow1, scale_factor=0.5, mode="bilinear", align_corners=False + ) + * 0.5 + ) + + wf0 = backwarp(torch.cat((s0_3, c0[3]), 1), flow1) + wf1 = backwarp(torch.cat((s1_3, c1[3]), 1), flow0) + + x0 = self.up0(torch.cat((s0_3, c0[3], wf1), 1)) + x1 = self.up0(torch.cat((s1_3, c1[3], wf0), 1)) + + x0 = self.up1(torch.cat((s0_2, x0), 1)) + x1 = self.up1(torch.cat((s1_2, x1), 1)) + + x0 = self.up2(torch.cat((s0_1, x0), 1)) + x1 = self.up2(torch.cat((s1_1, x1), 1)) + + x0 = self.up3(torch.cat((s0_0, x0), 1)) + x1 = self.up3(torch.cat((s1_0, x1), 1)) + + m0 = self.sigmoid(self.conv_m(x0)) * 0.8 + 0.1 + m1 = self.sigmoid(self.conv_m(x1)) * 0.8 + 0.1 + + x0 = self.conv(x0) + x1 = self.conv(x1) + + return x0, x1, m0.repeat(1, self.branch, 1, 1), m1.repeat(1, self.branch, 1, 1) + + +class M2M_PWC(torch.nn.Module): + def __init__(self, ratio=4): + super(M2M_PWC, self).__init__() + self.branch = 4 + self.ratio = ratio + + self.netFlow = Network() + + self.paramAlpha = torch.nn.Parameter(10.0 * torch.ones(1, 1, 1, 1)) + + class MotionRefineNet(torch.nn.Module): + def __init__(self, branch): + super(MotionRefineNet, self).__init__() + self.branch = branch + self.img_pyramid = ImgPyramid() + self.motion_encdec = EncDec(branch) + + def forward(self, flow0, flow1, im0, im1, ratio): + flow0 = ratio * torch.nn.functional.interpolate( + input=flow0, + scale_factor=ratio, + mode="bilinear", + align_corners=False, + ) + flow1 = ratio * torch.nn.functional.interpolate( + input=flow1, + scale_factor=ratio, + mode="bilinear", + align_corners=False, + ) + + c0 = self.img_pyramid(im0) + c1 = self.img_pyramid(im1) + + flow_res = self.motion_encdec(flow0, flow1, im0, im1, c0, c1) + + flow0 = flow0.repeat(1, self.branch, 1, 1) + flow_res[0] + flow1 = flow1.repeat(1, self.branch, 1, 1) + flow_res[1] + + return flow0, flow1, flow_res[2], flow_res[3] + + self.MRN = MotionRefineNet(self.branch) + + def forward(self, im0, im1, fltTimes=[0.5], ratio=None): + if ratio is None: + ratio = self.ratio + + intWidth = im0.shape[3] and im1.shape[3] + intHeight = im0.shape[2] and im1.shape[2] + + intPadr = ((ratio * 16) - (intWidth % (ratio * 16))) % (ratio * 16) + intPadb = ((ratio * 16) - (intHeight % (ratio * 16))) % (ratio * 16) + + im0 = torch.nn.functional.pad( + input=im0, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + im1 = torch.nn.functional.pad( + input=im1, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + + N_, C_, H_, W_ = im0.shape + + outputs = [] + + with torch.set_grad_enabled(False): + tenStats = [im0, im1] + tenMean_ = sum([tenIn.mean([1, 2, 3], True) for tenIn in tenStats]) / len( + tenStats + ) + tenStd_ = ( + sum( + [ + tenIn.std([1, 2, 3], False, True).square() + + (tenMean_ - tenIn.mean([1, 2, 3], True)).square() + for tenIn in tenStats + ] + ) + / len(tenStats) + ).sqrt() + + im0_o = (im0 - tenMean_) / (tenStd_ + 0.0000001) + im1_o = (im1 - tenMean_) / (tenStd_ + 0.0000001) + + im0 = (im0 - tenMean_) / (tenStd_ + 0.0000001) + im1 = (im1 - tenMean_) / (tenStd_ + 0.0000001) + + im0_ = torch.nn.functional.interpolate( + input=im0, scale_factor=2.0 / ratio, mode="bilinear", align_corners=False + ) + im1_ = torch.nn.functional.interpolate( + input=im1, scale_factor=2.0 / ratio, mode="bilinear", align_corners=False + ) + + tenFwd, tenBwd = self.netFlow.bidir(im0_, im1_) + + tenFwd, tenBwd, WeiMF, WeiMB = self.MRN(tenFwd, tenBwd, im0, im1, ratio) + + for fltTime_ in fltTimes: + im0 = im0_o.repeat(1, self.branch, 1, 1) + im1 = im1_o.repeat(1, self.branch, 1, 1) + tenStd = tenStd_.repeat(1, self.branch, 1, 1) + tenMean = tenMean_.repeat(1, self.branch, 1, 1) + fltTime = fltTime_.repeat(1, self.branch, 1, 1) + + tenFwd = tenFwd.reshape(N_, self.branch, 2, H_, W_).view( + N_ * self.branch, 2, H_, W_ + ) + tenBwd = tenBwd.reshape(N_, self.branch, 2, H_, W_).view( + N_ * self.branch, 2, H_, W_ + ) + + WeiMF = WeiMF.reshape(N_, self.branch, 1, H_, W_).view( + N_ * self.branch, 1, H_, W_ + ) + WeiMB = WeiMB.reshape(N_, self.branch, 1, H_, W_).view( + N_ * self.branch, 1, H_, W_ + ) + + im0 = im0.reshape(N_, self.branch, 3, H_, W_).view( + N_ * self.branch, 3, H_, W_ + ) + im1 = im1.reshape(N_, self.branch, 3, H_, W_).view( + N_ * self.branch, 3, H_, W_ + ) + + tenStd = tenStd.reshape(N_, self.branch, 1, 1, 1).view( + N_ * self.branch, 1, 1, 1 + ) + tenMean = tenMean.reshape(N_, self.branch, 1, 1, 1).view( + N_ * self.branch, 1, 1, 1 + ) + fltTime = fltTime.reshape(N_, self.branch, 1, 1, 1).view( + N_ * self.branch, 1, 1, 1 + ) + + tenPhotoone = ( + ( + 1.0 + - ( + WeiMF + * (im0 - backwarp(im1, tenFwd).detach()).abs().mean([1], True) + ) + ) + .clip(0.001, None) + .square() + ) + tenPhototwo = ( + ( + 1.0 + - ( + WeiMB + * (im1 - backwarp(im0, tenBwd).detach()).abs().mean([1], True) + ) + ) + .clip(0.001, None) + .square() + ) + + t0 = fltTime + flow0 = tenFwd * t0 + metric0 = self.paramAlpha * tenPhotoone + + t1 = 1.0 - fltTime + flow1 = tenBwd * t1 + metric1 = self.paramAlpha * tenPhototwo + + flow0 = flow0.reshape(N_, self.branch, 2, H_, W_).permute(1, 0, 2, 3, 4) + flow1 = flow1.reshape(N_, self.branch, 2, H_, W_).permute(1, 0, 2, 3, 4) + + metric0 = metric0.reshape(N_, self.branch, 1, H_, W_).permute(1, 0, 2, 3, 4) + metric1 = metric1.reshape(N_, self.branch, 1, H_, W_).permute(1, 0, 2, 3, 4) + + im0 = im0.reshape(N_, self.branch, 3, H_, W_).permute(1, 0, 2, 3, 4) + im1 = im1.reshape(N_, self.branch, 3, H_, W_).permute(1, 0, 2, 3, 4) + + t0 = t0.reshape(N_, self.branch, 1, 1, 1).permute(1, 0, 2, 3, 4) + t1 = t1.reshape(N_, self.branch, 1, 1, 1).permute(1, 0, 2, 3, 4) + + tenOutput, mask = forwarp_mframe_mask( + im0, flow0, t1, im1, flow1, t0, metric0, metric1 + ) + + tenOutput = tenOutput + mask * (t1.mean(0) * im0_o + t0.mean(0) * im1_o) + + outputs.append((tenOutput * (tenStd_ + 0.0000001)) + tenMean_) + + return [output[:, :, :intHeight, :intWidth] for output in outputs] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..88e489e7825b005010e85009843b122aee8edbd6 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/m2m/__init__.py @@ -0,0 +1,60 @@ +import pathlib +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames +import typing +from comfy.model_management import get_torch_device +from vfi_utils import InterpolationStateList, generic_frame_loop + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["M2M.pth"] + + +class M2M_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames: typing.SupportsInt = 1, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .M2M_arch import M2M_PWC + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + interpolation_model = M2M_PWC() + interpolation_model.load_state_dict(torch.load(model_path)) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, int_timestep, model): + tenSteps = [ + torch.FloatTensor([int_timestep] * len(frame_0)).view(len(frame_0), 1, 1, 1).to(get_torch_device()) + ] + return model(frame_0, frame_1, tenSteps)[0] + + args = [interpolation_model] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..25b13b405172ab46f9b45769520c58f5c098286d --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/__init__.py @@ -0,0 +1,22 @@ +import torch.multiprocessing as mp + +if mp.current_process().name == "MainProcess": + import yaml + import os + from pathlib import Path + + config_path = Path(Path(__file__).parent.parent.parent.resolve(), "config.yaml") + + if os.path.exists(config_path): + config = yaml.load(open(config_path, "r"), Loader=yaml.FullLoader) + ops_backend = config["ops_backend"] + else: + ops_backend = "taichi" + + assert ops_backend in ["taichi", "cupy"] + + if ops_backend == "taichi": + from .taichi_ops import softsplat, ModuleSoftsplat, FunctionSoftsplat, softsplat_func, costvol_func, sepconv_func, init, batch_edt, FunctionAdaCoF, ModuleCorrelation, FunctionCorrelation, _FunctionCorrelation + else: + from .cupy_ops import softsplat, ModuleSoftsplat, FunctionSoftsplat, softsplat_func, costvol_func, sepconv_func, init, batch_edt, FunctionAdaCoF, ModuleCorrelation, FunctionCorrelation, _FunctionCorrelation + diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..10090797e7a12b14bafe26d0c3235d6e80f82158 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/__init__.py @@ -0,0 +1,11 @@ +from .costvol import * +from .sepconv import * +from .softsplat import * +from .adacof import * +from .correlation import * +from comfy.model_management import is_nvidia, get_torch_device_name, get_torch_device + +def init(): + if not is_nvidia(): + raise NotImplementedError(f"CuPy ops backend only support CUDA device but found {get_torch_device_name(get_torch_device())} instead. Try Taichi ops backend by editing config.yaml") + return \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/adacof.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/adacof.py new file mode 100644 index 0000000000000000000000000000000000000000..378469045ab9dcb31df62080ba80b2cf5aa9b616 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/adacof.py @@ -0,0 +1,491 @@ +import torch +from .utils import cuda_kernel, cuda_launch, cuda_int32 +import math + +kernel_AdaCoF_updateOutput = """ + extern "C" __global__ void kernel_AdaCoF_updateOutput( + const int n, + const float* input, + const float* weight, + const float* offset_i, + const float* offset_j, + float* output + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + float dblOutput = 0.0; + + const int intSample = ( intIndex / SIZE_3(output) / SIZE_2(output) / SIZE_1(output) ) % SIZE_0(output); + const int c = ( intIndex / SIZE_3(output) / SIZE_2(output) ) % SIZE_1(output); + const int i = ( intIndex / SIZE_3(output) ) % SIZE_2(output); + const int j = ( intIndex ) % SIZE_3(output); + + for (int k = 0; k < F_SIZE; k += 1) { + for (int l = 0; l < F_SIZE; l += 1) { + float w = VALUE_4(weight, intSample, k*F_SIZE+l, i, j); + float alpha = VALUE_4(offset_i, intSample, k*F_SIZE+l, i, j); + float beta = VALUE_4(offset_j, intSample, k*F_SIZE+l, i, j); + int A = (int) alpha; + int B = (int) beta; + + int i_k_A = i+k*DILATION+A; + if(i_k_A < 0) + i_k_A = 0; + if(i_k_A > SIZE_2(input) - 1) + i_k_A = SIZE_2(input) - 1; + + int j_l_B = j+l*DILATION+B; + if(j_l_B < 0) + j_l_B = 0; + if(j_l_B > SIZE_3(input) - 1) + j_l_B = SIZE_3(input) - 1; + + int i_k_A_1 = i+k*DILATION+A+1; + if(i_k_A_1 < 0) + i_k_A_1 = 0; + if(i_k_A_1 > SIZE_2(input) - 1) + i_k_A_1 = SIZE_2(input) - 1; + + int j_l_B_1 = j+l*DILATION+B+1; + if(j_l_B_1 < 0) + j_l_B_1 = 0; + if(j_l_B_1 > SIZE_3(input) - 1) + j_l_B_1 = SIZE_3(input) - 1; + + dblOutput += w * ( + VALUE_4(input, intSample, c, i_k_A, j_l_B)*(1-(alpha-(float)A))*(1-(beta-(float)B)) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B)*(alpha-(float)A)*(1-(beta-(float)B)) + + VALUE_4(input, intSample, c, i_k_A, j_l_B_1)*(1-(alpha-(float)A))*(beta-(float)B) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B_1)*(alpha-(float)A)*(beta-(float)B) + ); + } + } + + output[intIndex] = dblOutput; + } } +""" + +kernel_AdaCoF_updateGradWeight = """ + extern "C" __global__ void kernel_AdaCoF_updateGradWeight( + const int n, + const float* gradLoss, + const float* input, + const float* offset_i, + const float* offset_j, + float* gradWeight + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + float floatOutput = 0.0; + + const int intSample = ( intIndex / SIZE_3(gradWeight) / SIZE_2(gradWeight) / SIZE_1(gradWeight) ) % SIZE_0(gradWeight); + const int intDepth = ( intIndex / SIZE_3(gradWeight) / SIZE_2(gradWeight) ) % SIZE_1(gradWeight); + const int i = ( intIndex / SIZE_3(gradWeight) ) % SIZE_2(gradWeight); + const int j = ( intIndex ) % SIZE_3(gradWeight); + + int k = intDepth / F_SIZE; + int l = intDepth % F_SIZE; + + for (int c = 0; c < 3; c++) + { + float delta = VALUE_4(gradLoss, intSample, c, i, j); + float alpha = VALUE_4(offset_i, intSample, k*F_SIZE+l, i, j); + float beta = VALUE_4(offset_j, intSample, k*F_SIZE+l, i, j); + int A = (int) alpha; + int B = (int) beta; + + int i_k_A = i+k*DILATION+A; + if(i_k_A < 0) + i_k_A = 0; + if(i_k_A > SIZE_2(input) - 1) + i_k_A = SIZE_2(input) - 1; + + int j_l_B = j+l*DILATION+B; + if(j_l_B < 0) + j_l_B = 0; + if(j_l_B > SIZE_3(input) - 1) + j_l_B = SIZE_3(input) - 1; + + int i_k_A_1 = i+k*DILATION+A+1; + if(i_k_A_1 < 0) + i_k_A_1 = 0; + if(i_k_A_1 > SIZE_2(input) - 1) + i_k_A_1 = SIZE_2(input) - 1; + + int j_l_B_1 = j+l*DILATION+B+1; + if(j_l_B_1 < 0) + j_l_B_1 = 0; + if(j_l_B_1 > SIZE_3(input) - 1) + j_l_B_1 = SIZE_3(input) - 1; + + floatOutput += delta * ( + VALUE_4(input, intSample, c, i_k_A, j_l_B)*(1-(alpha-(float)A))*(1-(beta-(float)B)) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B)*(alpha-(float)A)*(1-(beta-(float)B)) + + VALUE_4(input, intSample, c, i_k_A, j_l_B_1)*(1-(alpha-(float)A))*(beta-(float)B) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B_1)*(alpha-(float)A)*(beta-(float)B) + ); + } + + gradWeight[intIndex] = floatOutput; + } } +""" + +kernel_AdaCoF_updateGradAlpha = """ + extern "C" __global__ void kernel_AdaCoF_updateGradAlpha( + const int n, + const float* gradLoss, + const float* input, + const float* weight, + const float* offset_i, + const float* offset_j, + float* gradOffset_i + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + float floatOutput = 0.0; + + const int intSample = ( intIndex / SIZE_3(gradOffset_i) / SIZE_2(gradOffset_i) / SIZE_1(gradOffset_i) ) % SIZE_0(gradOffset_i); + const int intDepth = ( intIndex / SIZE_3(gradOffset_i) / SIZE_2(gradOffset_i) ) % SIZE_1(gradOffset_i); + const int i = ( intIndex / SIZE_3(gradOffset_i) ) % SIZE_2(gradOffset_i); + const int j = ( intIndex ) % SIZE_3(gradOffset_i); + + int k = intDepth / F_SIZE; + int l = intDepth % F_SIZE; + + for (int c = 0; c < 3; c++) + { + float delta = VALUE_4(gradLoss, intSample, c, i, j); + float w = VALUE_4(weight, intSample, k*F_SIZE+l, i, j); + float alpha = VALUE_4(offset_i, intSample, k*F_SIZE+l, i, j); + float beta = VALUE_4(offset_j, intSample, k*F_SIZE+l, i, j); + int A = (int) alpha; + int B = (int) beta; + + int i_k_A = i+k*DILATION+A; + if(i_k_A < 0) + i_k_A = 0; + if(i_k_A > SIZE_2(input) - 1) + i_k_A = SIZE_2(input) - 1; + + int j_l_B = j+l*DILATION+B; + if(j_l_B < 0) + j_l_B = 0; + if(j_l_B > SIZE_3(input) - 1) + j_l_B = SIZE_3(input) - 1; + + int i_k_A_1 = i+k*DILATION+A+1; + if(i_k_A_1 < 0) + i_k_A_1 = 0; + if(i_k_A_1 > SIZE_2(input) - 1) + i_k_A_1 = SIZE_2(input) - 1; + + int j_l_B_1 = j+l*DILATION+B+1; + if(j_l_B_1 < 0) + j_l_B_1 = 0; + if(j_l_B_1 > SIZE_3(input) - 1) + j_l_B_1 = SIZE_3(input) - 1; + + floatOutput += delta * w * ( + - VALUE_4(input, intSample, c, i_k_A, j_l_B)*(1-(beta-(float)B)) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B)*(1-(beta-(float)B)) - + VALUE_4(input, intSample, c, i_k_A, j_l_B_1)*(beta-(float)B) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B_1)*(beta-(float)B) + ); + } + + gradOffset_i[intIndex] = floatOutput; + } } +""" + +kernel_AdaCoF_updateGradBeta = """ + extern "C" __global__ void kernel_AdaCoF_updateGradBeta( + const int n, + const float* gradLoss, + const float* input, + const float* weight, + const float* offset_i, + const float* offset_j, + float* gradOffset_j + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + float floatOutput = 0.0; + + const int intSample = ( intIndex / SIZE_3(gradOffset_j) / SIZE_2(gradOffset_j) / SIZE_1(gradOffset_j) ) % SIZE_0(gradOffset_j); + const int intDepth = ( intIndex / SIZE_3(gradOffset_j) / SIZE_2(gradOffset_j) ) % SIZE_1(gradOffset_j); + const int i = ( intIndex / SIZE_3(gradOffset_j) ) % SIZE_2(gradOffset_j); + const int j = ( intIndex ) % SIZE_3(gradOffset_j); + + int k = intDepth / F_SIZE; + int l = intDepth % F_SIZE; + + for (int c = 0; c < 3; c++) + { + float delta = VALUE_4(gradLoss, intSample, c, i, j); + float w = VALUE_4(weight, intSample, k*F_SIZE+l, i, j); + float alpha = VALUE_4(offset_i, intSample, k*F_SIZE+l, i, j); + float beta = VALUE_4(offset_j, intSample, k*F_SIZE+l, i, j); + int A = (int) alpha; + int B = (int) beta; + + int i_k_A = i+k*DILATION+A; + if(i_k_A < 0) + i_k_A = 0; + if(i_k_A > SIZE_2(input) - 1) + i_k_A = SIZE_2(input) - 1; + + int j_l_B = j+l*DILATION+B; + if(j_l_B < 0) + j_l_B = 0; + if(j_l_B > SIZE_3(input) - 1) + j_l_B = SIZE_3(input) - 1; + + int i_k_A_1 = i+k*DILATION+A+1; + if(i_k_A_1 < 0) + i_k_A_1 = 0; + if(i_k_A_1 > SIZE_2(input) - 1) + i_k_A_1 = SIZE_2(input) - 1; + + int j_l_B_1 = j+l*DILATION+B+1; + if(j_l_B_1 < 0) + j_l_B_1 = 0; + if(j_l_B_1 > SIZE_3(input) - 1) + j_l_B_1 = SIZE_3(input) - 1; + + floatOutput += delta * w * ( + - VALUE_4(input, intSample, c, i_k_A, j_l_B)*(1-(alpha-(float)A)) - + VALUE_4(input, intSample, c, i_k_A_1, j_l_B)*(alpha-(float)A) + + VALUE_4(input, intSample, c, i_k_A, j_l_B_1)*(1-(alpha-(float)A)) + + VALUE_4(input, intSample, c, i_k_A_1, j_l_B_1)*(alpha-(float)A) + ); + } + + gradOffset_j[intIndex] = floatOutput; + } } +""" + +class FunctionAdaCoF(torch.autograd.Function): + # end + @staticmethod + def forward(ctx, input, weight, offset_i, offset_j, dilation): + ctx.save_for_backward(input, weight, offset_i, offset_j) + ctx.dilation = dilation + + intSample = input.size(0) + intInputDepth = input.size(1) + intInputHeight = input.size(2) + intInputWidth = input.size(3) + intFilterSize = int(math.sqrt(weight.size(1))) + intOutputHeight = weight.size(2) + intOutputWidth = weight.size(3) + + assert ( + intInputHeight - ((intFilterSize - 1) * dilation + 1) == intOutputHeight - 1 + ) + assert ( + intInputWidth - ((intFilterSize - 1) * dilation + 1) == intOutputWidth - 1 + ) + + assert input.is_contiguous() == True + assert weight.is_contiguous() == True + assert offset_i.is_contiguous() == True + assert offset_j.is_contiguous() == True + + output = input.new_zeros( + intSample, intInputDepth, intOutputHeight, intOutputWidth + ) + + if input.is_cuda == True: + + class Stream: + ptr = torch.cuda.current_stream().cuda_stream + + # end + + n = output.nelement() + cuda_launch( + cuda_kernel( + "kernel_AdaCoF_updateOutput", + kernel_AdaCoF_updateOutput, + { + "input": input, + "weight": weight, + "offset_i": offset_i, + "offset_j": offset_j, + "output": output, + }, + F_SIZE=str(intFilterSize), + DILATION=str(dilation) + ), + )( + grid=tuple([int((n + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n, + input.data_ptr(), + weight.data_ptr(), + offset_i.data_ptr(), + offset_j.data_ptr(), + output.data_ptr(), + ], + stream=Stream, + ) + + elif input.is_cuda == False: + raise NotImplementedError() + + # end + + return output + + # end + @staticmethod + def backward(ctx, gradOutput): + input, weight, offset_i, offset_j = ctx.saved_tensors + dilation = ctx.dilation + + intSample = input.size(0) + intInputDepth = input.size(1) + intInputHeight = input.size(2) + intInputWidth = input.size(3) + intFilterSize = int(math.sqrt(weight.size(1))) + intOutputHeight = weight.size(2) + intOutputWidth = weight.size(3) + + assert ( + intInputHeight - ((intFilterSize - 1) * dilation + 1) == intOutputHeight - 1 + ) + assert ( + intInputWidth - ((intFilterSize - 1) * dilation + 1) == intOutputWidth - 1 + ) + + assert gradOutput.is_contiguous() == True + + gradInput = ( + input.new_zeros(intSample, intInputDepth, intInputHeight, intInputWidth) + if ctx.needs_input_grad[0] == True + else None + ) + gradWeight = ( + input.new_zeros( + intSample, intFilterSize**2, intOutputHeight, intOutputWidth + ) + if ctx.needs_input_grad[1] == True + else None + ) + gradOffset_i = ( + input.new_zeros( + intSample, intFilterSize**2, intOutputHeight, intOutputWidth + ) + if ctx.needs_input_grad[2] == True + else None + ) + gradOffset_j = ( + input.new_zeros( + intSample, intFilterSize**2, intOutputHeight, intOutputWidth + ) + if ctx.needs_input_grad[2] == True + else None + ) + + if input.is_cuda == True: + + class Stream: + ptr = torch.cuda.current_stream().cuda_stream + + # end + + # weight grad + n_w = gradWeight.nelement() + cuda_launch( + cuda_kernel( + "kernel_AdaCoF_updateGradWeight", + kernel_AdaCoF_updateGradWeight, + { + "gradLoss": gradOutput, + "input": input, + "offset_i": offset_i, + "offset_j": offset_j, + "gradWeight": gradWeight, + }, + F_SIZE=str(intFilterSize), + DILATION=str(dilation) + ), + )( + grid=tuple([int((n_w + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n_w, + gradOutput.data_ptr(), + input.data_ptr(), + offset_i.data_ptr(), + offset_j.data_ptr(), + gradWeight.data_ptr(), + ], + stream=Stream, + ) + + # alpha grad + n_i = gradOffset_i.nelement() + cuda_launch( + cuda_kernel( + "kernel_AdaCoF_updateGradAlpha", + kernel_AdaCoF_updateGradAlpha, + { + "gradLoss": gradOutput, + "input": input, + "weight": weight, + "offset_i": offset_i, + "offset_j": offset_j, + "gradOffset_i": gradOffset_i, + }, + F_SIZE=str(intFilterSize), + DILATION=str(dilation) + ), + )( + grid=tuple([int((n_i + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n_i, + gradOutput.data_ptr(), + input.data_ptr(), + weight.data_ptr(), + offset_i.data_ptr(), + offset_j.data_ptr(), + gradOffset_i.data_ptr(), + ], + stream=Stream, + ) + + # beta grad + n_j = gradOffset_j.nelement() + cuda_launch( + cuda_kernel( + "kernel_AdaCoF_updateGradBeta", + kernel_AdaCoF_updateGradBeta, + { + "gradLoss": gradOutput, + "input": input, + "weight": weight, + "offset_i": offset_i, + "offset_j": offset_j, + "gradOffset_j": gradOffset_j, + }, + F_SIZE=str(intFilterSize), + DILATION=str(dilation) + ), + )( + grid=tuple([int((n_j + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n_j, + gradOutput.data_ptr(), + input.data_ptr(), + weight.data_ptr(), + offset_i.data_ptr(), + offset_j.data_ptr(), + gradOffset_j.data_ptr(), + ], + stream=Stream, + ) + + elif input.is_cuda == False: + raise NotImplementedError() + + # end + + return gradInput, gradWeight, gradOffset_i, gradOffset_j, None + +__all__ = ["FunctionAdaCoF"] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/batch_edt.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/batch_edt.py new file mode 100644 index 0000000000000000000000000000000000000000..3c3542c7dc9332417ed898de2f7da5e3f750b298 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/batch_edt.py @@ -0,0 +1,119 @@ +############### DISTANCE TRANSFORM ############### +# img tensor: (bs,h,w) or (bs,1,h,w) +# returns same shape +# expects white lines, black whitespace +# defaults to diameter if empty image +from .utils import cuda_kernel, cuda_launch, cuda_int32, cuda_float32 +import torch + +_batch_edt_kernel = ( + "kernel_dt", + """ + extern "C" __global__ void kernel_dt( + const int bs, + const int h, + const int w, + const float diam2, + float* data, + float* output + ) { + int idx = blockIdx.x * blockDim.x + threadIdx.x; + if (idx >= bs*h*w) { + return; + } + int pb = idx / (h*w); + int pi = (idx - h*w*pb) / w; + int pj = (idx - h*w*pb - w*pi); + + float cost; + float mincost = diam2; + for (int j = 0; j < w; j++) { + cost = data[h*w*pb + w*pi + j] + (pj-j)*(pj-j); + if (cost < mincost) { + mincost = cost; + } + } + output[idx] = mincost; + return; + } +""", +) +_batch_edt = None + + +def batch_edt(img, block=1024): + # must initialize cuda/cupy after forking + global _batch_edt + if _batch_edt is None: + _batch_edt = cuda_launch(*_batch_edt_kernel) + + # bookkeeppingg + if len(img.shape) == 4: + assert img.shape[1] == 1 + img = img.squeeze(1) + expand = True + else: + expand = False + bs, h, w = img.shape + diam2 = h**2 + w**2 + odtype = img.dtype + grid = (img.nelement() + block - 1) // block + + # cupy implementation + if img.is_cuda: + # first pass, y-axis + data = ((1 - img.type(torch.float32)) * diam2).contiguous() + intermed = torch.zeros_like(data) + _batch_edt( + grid=(grid, 1, 1), + block=(block, 1, 1), # < 1024 + args=[ + cuda_int32(bs), + cuda_int32(h), + cuda_int32(w), + cuda_float32(diam2), + data.data_ptr(), + intermed.data_ptr(), + ], + ) + + # second pass, x-axis + intermed = intermed.permute(0, 2, 1).contiguous() + out = torch.zeros_like(intermed) + _batch_edt( + grid=(grid, 1, 1), + block=(block, 1, 1), + args=[ + cuda_int32(bs), + cuda_int32(w), + cuda_int32(h), + cuda_float32(diam2), + intermed.data_ptr(), + out.data_ptr(), + ], + ) + ans = out.permute(0, 2, 1).sqrt() + ans = ans.type(odtype) if odtype != ans.dtype else ans + + # default to scipy cpu implementation + else: + raise NotImplementedError() + """ sums = img.sum(dim=(1, 2)) + ans = torch.tensor( + np.stack( + [ + scipy.ndimage.morphology.distance_transform_edt(i) + if s != 0 + else np.ones_like(i) # change scipy behavior for empty image + * np.sqrt(diam2) + for i, s in zip(1 - img, sums) + ] + ), + dtype=odtype, + ) """ + + if expand: + ans = ans.unsqueeze(1) + return ans + +__all__ = ["batch_edt"] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/correlation.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/correlation.py new file mode 100644 index 0000000000000000000000000000000000000000..d1e69e2dbbba453ab367dc76a1c3c566d2f5540c --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/correlation.py @@ -0,0 +1,413 @@ +import torch +from .utils import cuda_kernel, cuda_launch, cuda_int32 + +kernel_Correlation_rearrange = """ + extern "C" __global__ void kernel_Correlation_rearrange( + const int n, + const float* input, + float* output + ) { + int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; + + if (intIndex >= n) { + return; + } + + int intSample = blockIdx.z; + int intChannel = blockIdx.y; + + float fltValue = input[(((intSample * SIZE_1(input)) + intChannel) * SIZE_2(input) * SIZE_3(input)) + intIndex]; + + __syncthreads(); + + int intPaddedY = (intIndex / SIZE_3(input)) + 4; + int intPaddedX = (intIndex % SIZE_3(input)) + 4; + int intRearrange = ((SIZE_3(input) + 8) * intPaddedY) + intPaddedX; + + output[(((intSample * SIZE_1(output) * SIZE_2(output)) + intRearrange) * SIZE_1(input)) + intChannel] = fltValue; + } +""" + +kernel_Correlation_updateOutput = """ + extern "C" __global__ void kernel_Correlation_updateOutput( + const int n, + const float* rbot0, + const float* rbot1, + float* top + ) { + extern __shared__ char patch_data_char[]; + + float *patch_data = (float *)patch_data_char; + + // First (upper left) position of kernel upper-left corner in current center position of neighborhood in image 1 + int x1 = blockIdx.x + 4; + int y1 = blockIdx.y + 4; + int item = blockIdx.z; + int ch_off = threadIdx.x; + + // Load 3D patch into shared shared memory + for (int j = 0; j < 1; j++) { // HEIGHT + for (int i = 0; i < 1; i++) { // WIDTH + int ji_off = (j + i) * SIZE_3(rbot0); + for (int ch = ch_off; ch < SIZE_3(rbot0); ch += 32) { // CHANNELS + int idx1 = ((item * SIZE_1(rbot0) + y1+j) * SIZE_2(rbot0) + x1+i) * SIZE_3(rbot0) + ch; + int idxPatchData = ji_off + ch; + patch_data[idxPatchData] = rbot0[idx1]; + } + } + } + + __syncthreads(); + + __shared__ float sum[32]; + + // Compute correlation + for (int top_channel = 0; top_channel < SIZE_1(top); top_channel++) { + sum[ch_off] = 0; + + int s2o = top_channel % 9 - 4; + int s2p = top_channel / 9 - 4; + + for (int j = 0; j < 1; j++) { // HEIGHT + for (int i = 0; i < 1; i++) { // WIDTH + int ji_off = (j + i) * SIZE_3(rbot0); + for (int ch = ch_off; ch < SIZE_3(rbot0); ch += 32) { // CHANNELS + int x2 = x1 + s2o; + int y2 = y1 + s2p; + + int idxPatchData = ji_off + ch; + int idx2 = ((item * SIZE_1(rbot0) + y2+j) * SIZE_2(rbot0) + x2+i) * SIZE_3(rbot0) + ch; + + sum[ch_off] += patch_data[idxPatchData] * rbot1[idx2]; + } + } + } + + __syncthreads(); + + if (ch_off == 0) { + float total_sum = 0; + for (int idx = 0; idx < 32; idx++) { + total_sum += sum[idx]; + } + const int sumelems = SIZE_3(rbot0); + const int index = ((top_channel*SIZE_2(top) + blockIdx.y)*SIZE_3(top))+blockIdx.x; + top[index + item*SIZE_1(top)*SIZE_2(top)*SIZE_3(top)] = total_sum / (float)sumelems; + } + } + } +""" + +kernel_Correlation_updateGradFirst = """ + #define ROUND_OFF 50000 + + extern "C" __global__ void kernel_Correlation_updateGradFirst( + const int n, + const int intSample, + const float* rbot0, + const float* rbot1, + const float* gradOutput, + float* gradFirst, + float* gradSecond + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + int n = intIndex % SIZE_1(gradFirst); // channels + int l = (intIndex / SIZE_1(gradFirst)) % SIZE_3(gradFirst) + 4; // w-pos + int m = (intIndex / SIZE_1(gradFirst) / SIZE_3(gradFirst)) % SIZE_2(gradFirst) + 4; // h-pos + + // round_off is a trick to enable integer division with ceil, even for negative numbers + // We use a large offset, for the inner part not to become negative. + const int round_off = ROUND_OFF; + const int round_off_s1 = round_off; + + // We add round_off before_s1 the int division and subtract round_off after it, to ensure the formula matches ceil behavior: + int xmin = (l - 4 + round_off_s1 - 1) + 1 - round_off; // ceil (l - 4) + int ymin = (m - 4 + round_off_s1 - 1) + 1 - round_off; // ceil (l - 4) + + // Same here: + int xmax = (l - 4 + round_off_s1) - round_off; // floor (l - 4) + int ymax = (m - 4 + round_off_s1) - round_off; // floor (m - 4) + + float sum = 0; + if (xmax>=0 && ymax>=0 && (xmin<=SIZE_3(gradOutput)-1) && (ymin<=SIZE_2(gradOutput)-1)) { + xmin = max(0,xmin); + xmax = min(SIZE_3(gradOutput)-1,xmax); + + ymin = max(0,ymin); + ymax = min(SIZE_2(gradOutput)-1,ymax); + + for (int p = -4; p <= 4; p++) { + for (int o = -4; o <= 4; o++) { + // Get rbot1 data: + int s2o = o; + int s2p = p; + int idxbot1 = ((intSample * SIZE_1(rbot0) + (m+s2p)) * SIZE_2(rbot0) + (l+s2o)) * SIZE_3(rbot0) + n; + float bot1tmp = rbot1[idxbot1]; // rbot1[l+s2o,m+s2p,n] + + // Index offset for gradOutput in following loops: + int op = (p+4) * 9 + (o+4); // index[o,p] + int idxopoffset = (intSample * SIZE_1(gradOutput) + op); + + for (int y = ymin; y <= ymax; y++) { + for (int x = xmin; x <= xmax; x++) { + int idxgradOutput = (idxopoffset * SIZE_2(gradOutput) + y) * SIZE_3(gradOutput) + x; // gradOutput[x,y,o,p] + sum += gradOutput[idxgradOutput] * bot1tmp; + } + } + } + } + } + const int sumelems = SIZE_1(gradFirst); + const int bot0index = ((n * SIZE_2(gradFirst)) + (m-4)) * SIZE_3(gradFirst) + (l-4); + gradFirst[bot0index + intSample*SIZE_1(gradFirst)*SIZE_2(gradFirst)*SIZE_3(gradFirst)] = sum / (float)sumelems; + } } +""" + +kernel_Correlation_updateGradSecond = """ + #define ROUND_OFF 50000 + + extern "C" __global__ void kernel_Correlation_updateGradSecond( + const int n, + const int intSample, + const float* rbot0, + const float* rbot1, + const float* gradOutput, + float* gradFirst, + float* gradSecond + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + int n = intIndex % SIZE_1(gradSecond); // channels + int l = (intIndex / SIZE_1(gradSecond)) % SIZE_3(gradSecond) + 4; // w-pos + int m = (intIndex / SIZE_1(gradSecond) / SIZE_3(gradSecond)) % SIZE_2(gradSecond) + 4; // h-pos + + // round_off is a trick to enable integer division with ceil, even for negative numbers + // We use a large offset, for the inner part not to become negative. + const int round_off = ROUND_OFF; + const int round_off_s1 = round_off; + + float sum = 0; + for (int p = -4; p <= 4; p++) { + for (int o = -4; o <= 4; o++) { + int s2o = o; + int s2p = p; + + //Get X,Y ranges and clamp + // We add round_off before_s1 the int division and subtract round_off after it, to ensure the formula matches ceil behavior: + int xmin = (l - 4 - s2o + round_off_s1 - 1) + 1 - round_off; // ceil (l - 4 - s2o) + int ymin = (m - 4 - s2p + round_off_s1 - 1) + 1 - round_off; // ceil (l - 4 - s2o) + + // Same here: + int xmax = (l - 4 - s2o + round_off_s1) - round_off; // floor (l - 4 - s2o) + int ymax = (m - 4 - s2p + round_off_s1) - round_off; // floor (m - 4 - s2p) + + if (xmax>=0 && ymax>=0 && (xmin<=SIZE_3(gradOutput)-1) && (ymin<=SIZE_2(gradOutput)-1)) { + xmin = max(0,xmin); + xmax = min(SIZE_3(gradOutput)-1,xmax); + + ymin = max(0,ymin); + ymax = min(SIZE_2(gradOutput)-1,ymax); + + // Get rbot0 data: + int idxbot0 = ((intSample * SIZE_1(rbot0) + (m-s2p)) * SIZE_2(rbot0) + (l-s2o)) * SIZE_3(rbot0) + n; + float bot0tmp = rbot0[idxbot0]; // rbot1[l+s2o,m+s2p,n] + + // Index offset for gradOutput in following loops: + int op = (p+4) * 9 + (o+4); // index[o,p] + int idxopoffset = (intSample * SIZE_1(gradOutput) + op); + + for (int y = ymin; y <= ymax; y++) { + for (int x = xmin; x <= xmax; x++) { + int idxgradOutput = (idxopoffset * SIZE_2(gradOutput) + y) * SIZE_3(gradOutput) + x; // gradOutput[x,y,o,p] + sum += gradOutput[idxgradOutput] * bot0tmp; + } + } + } + } + } + const int sumelems = SIZE_1(gradSecond); + const int bot1index = ((n * SIZE_2(gradSecond)) + (m-4)) * SIZE_3(gradSecond) + (l-4); + gradSecond[bot1index + intSample*SIZE_1(gradSecond)*SIZE_2(gradSecond)*SIZE_3(gradSecond)] = sum / (float)sumelems; + } } +""" + + +class _FunctionCorrelation(torch.autograd.Function): + @staticmethod + def forward(self, first, second): + rbot0 = first.new_zeros( + [first.shape[0], first.shape[2] + 8, first.shape[3] + 8, first.shape[1]] + ) + rbot1 = first.new_zeros( + [first.shape[0], first.shape[2] + 8, first.shape[3] + 8, first.shape[1]] + ) + + self.save_for_backward(first, second, rbot0, rbot1) + + first = first.contiguous() + assert first.is_cuda == True + second = second.contiguous() + assert second.is_cuda == True + + output = first.new_zeros([first.shape[0], 81, first.shape[2], first.shape[3]]) + + if first.is_cuda == True: + n = first.shape[2] * first.shape[3] + cuda_launch( + cuda_kernel( + "kernel_Correlation_rearrange", kernel_Correlation_rearrange, {"input": first, "output": rbot0} + ), + )( + grid=tuple([int((n + 16 - 1) / 16), first.shape[1], first.shape[0]]), + block=tuple([16, 1, 1]), + args=[n, first.data_ptr(), rbot0.data_ptr()], + ) + + n = second.shape[2] * second.shape[3] + cuda_launch( + cuda_kernel( + "kernel_Correlation_rearrange", kernel_Correlation_rearrange, {"input": second, "output": rbot1} + ), + )( + grid=tuple([int((n + 16 - 1) / 16), second.shape[1], second.shape[0]]), + block=tuple([16, 1, 1]), + args=[n, second.data_ptr(), rbot1.data_ptr()], + ) + + n = output.shape[1] * output.shape[2] * output.shape[3] + cuda_launch( + cuda_kernel( + "kernel_Correlation_updateOutput", + kernel_Correlation_updateOutput, + {"rbot0": rbot0, "rbot1": rbot1, "top": output}, + ), + )( + grid=tuple([output.shape[3], output.shape[2], output.shape[0]]), + block=tuple([32, 1, 1]), + shared_mem=first.shape[1] * 4, + args=[n, rbot0.data_ptr(), rbot1.data_ptr(), output.data_ptr()], + ) + + elif first.is_cuda == False: + raise NotImplementedError() + + # end + + return output + + # end + + @staticmethod + def backward(self, gradOutput): + first, second, rbot0, rbot1 = self.saved_tensors + + gradOutput = gradOutput.contiguous() + assert gradOutput.is_cuda == True + + gradFirst = ( + first.new_zeros( + [first.shape[0], first.shape[1], first.shape[2], first.shape[3]] + ) + if self.needs_input_grad[0] == True + else None + ) + gradSecond = ( + first.new_zeros( + [first.shape[0], first.shape[1], first.shape[2], first.shape[3]] + ) + if self.needs_input_grad[1] == True + else None + ) + + if first.is_cuda == True: + if gradFirst is not None: + for intSample in range(first.shape[0]): + n = first.shape[1] * first.shape[2] * first.shape[3] + cuda_launch( + cuda_kernel( + "kernel_Correlation_updateGradFirst", + kernel_Correlation_updateGradFirst, + { + "rbot0": rbot0, + "rbot1": rbot1, + "gradOutput": gradOutput, + "gradFirst": gradFirst, + "gradSecond": None, + }, + ), + )( + grid=tuple([int((n + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n, + intSample, + rbot0.data_ptr(), + rbot1.data_ptr(), + gradOutput.data_ptr(), + gradFirst.data_ptr(), + None, + ], + ) + # end + # end + + if gradSecond is not None: + for intSample in range(first.shape[0]): + n = first.shape[1] * first.shape[2] * first.shape[3] + cuda_launch( + cuda_kernel( + "kernel_Correlation_updateGradSecond", + kernel_Correlation_updateGradSecond, + { + "rbot0": rbot0, + "rbot1": rbot1, + "gradOutput": gradOutput, + "gradFirst": None, + "gradSecond": gradSecond, + }, + ), + )( + grid=tuple([int((n + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + n, + intSample, + rbot0.data_ptr(), + rbot1.data_ptr(), + gradOutput.data_ptr(), + None, + gradSecond.data_ptr(), + ], + ) + # end + # end + + elif first.is_cuda == False: + raise NotImplementedError() + + # end + + return gradFirst, gradSecond + + # end + + +# end + + +def FunctionCorrelation(tenFirst, tenSecond): + return _FunctionCorrelation.apply(tenFirst, tenSecond) + + +# end + + +class ModuleCorrelation(torch.nn.Module): + def __init__(self): + super(ModuleCorrelation, self).__init__() + + # end + + def forward(self, tenFirst, tenSecond): + return _FunctionCorrelation.apply(tenFirst, tenSecond) + + # end + +__all__ = ["_FunctionCorrelation", "FunctionCorrelation", "ModuleCorrelation"] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/costvol.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/costvol.py new file mode 100644 index 0000000000000000000000000000000000000000..070dd483be1716de1a3986034eaaeb9cddda9ee9 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/costvol.py @@ -0,0 +1,317 @@ +from .utils import cuda_kernel, cuda_launch, cuda_int32 +import torch, collections + +costvol_out = """ + extern "C" __global__ void __launch_bounds__(512) costvol_out( + const int n, + const {{type}}* __restrict__ tenOne, + const {{type}}* __restrict__ tenTwo, + {{type}}* __restrict__ tenOut + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenOut) / SIZE_2(tenOut) ) % SIZE_0(tenOut); + const int intC = -1; + const int intY = ( intIndex / SIZE_3(tenOut) ) % SIZE_2(tenOut); + const int intX = ( intIndex ) % SIZE_3(tenOut); + + {{type}} fltOne[{{intChans}}]; + + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + fltOne[intValue] = VALUE_4(tenOne, intN, intValue, intY, intX); + } + + int intOffset = OFFSET_4(tenOut, intN, 0, intY, intX); + + for (int intOy = intY - 4; intOy <= intY + 4; intOy += 1) { + for (int intOx = intX - 4; intOx <= intX + 4; intOx += 1) { + {{type}} fltValue = 0.0f; + + if ((intOy >= 0) && (intOy < SIZE_2(tenOut)) && (intOx >= 0) && (intOx < SIZE_3(tenOut))) { + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + fltValue += abs(fltOne[intValue] - VALUE_4(tenTwo, intN, intValue, intOy, intOx)); + } + } else { + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + fltValue += abs(fltOne[intValue]); + } + } + + tenOut[intOffset] = fltValue / SIZE_1(tenOne); + intOffset += SIZE_2(tenOut) * SIZE_3(tenOut); + } + } + } } +""" + +costvol_onegrad = """ + extern "C" __global__ void __launch_bounds__(512) costvol_onegrad( + const int n, + const {{type}}* __restrict__ tenOne, + const {{type}}* __restrict__ tenTwo, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenOnegrad, + {{type}}* __restrict__ tenTwograd + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenOnegrad) / SIZE_2(tenOnegrad) ) % SIZE_0(tenOnegrad); + const int intC = -1; + const int intY = ( intIndex / SIZE_3(tenOnegrad) ) % SIZE_2(tenOnegrad); + const int intX = ( intIndex ) % SIZE_3(tenOnegrad); + + {{type}} fltOne[{{intChans}}]; + + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + fltOne[intValue] = VALUE_4(tenOne, intN, intValue, intY, intX); + } + + int intOffset = OFFSET_4(tenOutgrad, intN, 0, intY, intX); + + for (int intOy = intY - 4; intOy <= intY + 4; intOy += 1) { + for (int intOx = intX - 4; intOx <= intX + 4; intOx += 1) { + if ((intOy >= 0) && (intOy < SIZE_2(tenOutgrad)) && (intOx >= 0) && (intOx < SIZE_3(tenOutgrad))) { + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + if (fltOne[intValue] - VALUE_4(tenTwo, intN, intValue, intOy, intOx) >= 0.0f) { + tenOnegrad[OFFSET_4(tenOnegrad, intN, intValue, intY, intX)] += +tenOutgrad[intOffset] / SIZE_1(tenOne); + } else { + tenOnegrad[OFFSET_4(tenOnegrad, intN, intValue, intY, intX)] += -tenOutgrad[intOffset] / SIZE_1(tenOne); + } + } + } else { + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + if (fltOne[intValue] >= 0.0f) { + tenOnegrad[OFFSET_4(tenOnegrad, intN, intValue, intY, intX)] += +tenOutgrad[intOffset] / SIZE_1(tenOne); + } else { + tenOnegrad[OFFSET_4(tenOnegrad, intN, intValue, intY, intX)] += -tenOutgrad[intOffset] / SIZE_1(tenOne); + } + } + } + + intOffset += SIZE_2(tenOutgrad) * SIZE_3(tenOutgrad); + } + } + } } +""" + +costvol_twograd = """ + extern "C" __global__ void __launch_bounds__(512) costvol_twograd( + const int n, + const {{type}}* __restrict__ tenOne, + const {{type}}* __restrict__ tenTwo, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenOnegrad, + {{type}}* __restrict__ tenTwograd + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenTwograd) / SIZE_2(tenTwograd) ) % SIZE_0(tenTwograd); + const int intC = -1; + const int intY = ( intIndex / SIZE_3(tenTwograd) ) % SIZE_2(tenTwograd); + const int intX = ( intIndex ) % SIZE_3(tenTwograd); + + {{type}} fltOne[{{intChans}}]; + + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + fltOne[intValue] = VALUE_4(tenOne, intN, intValue, intY, intX); + } + + int intOffset = OFFSET_4(tenOutgrad, intN, 0, intY, intX); + + for (int intOy = intY - 4; intOy <= intY + 4; intOy += 1) { + for (int intOx = intX - 4; intOx <= intX + 4; intOx += 1) { + if ((intOy >= 0) && (intOy < SIZE_2(tenOutgrad)) && (intOx >= 0) && (intOx < SIZE_3(tenOutgrad))) { + for (int intValue = 0; intValue < SIZE_1(tenOne); intValue += 1) { + if (fltOne[intValue] - VALUE_4(tenTwo, intN, intValue, intOy, intOx) >= 0.0f) { + atomicAdd(&tenTwograd[OFFSET_4(tenTwograd, intN, intValue, intOy, intOx)], -tenOutgrad[intOffset] / SIZE_1(tenOne)); + } else { + atomicAdd(&tenTwograd[OFFSET_4(tenTwograd, intN, intValue, intOy, intOx)], +tenOutgrad[intOffset] / SIZE_1(tenOne)); + } + } + } else { + // ... + } + + intOffset += SIZE_2(tenOutgrad) * SIZE_3(tenOutgrad); + } + } + } } +""" + +class costvol_func(torch.autograd.Function): + @staticmethod + @torch.cuda.amp.custom_fwd(cast_inputs=torch.float32) + def forward(self, tenOne, tenTwo): + tenOut = tenOne.new_empty( + [tenOne.shape[0], 81, tenOne.shape[2], tenOne.shape[3]] + ) + + cuda_launch( + cuda_kernel( + "costvol_out", + costvol_out, + { + "intChans": tenOne.shape[1], + "tenOne": tenOne, + "tenTwo": tenTwo, + "tenOut": tenOut, + }, + ) + )( + grid=tuple( + [ + int( + ( + (tenOut.shape[0] * tenOut.shape[2] * tenOut.shape[3]) + + 512 + - 1 + ) + / 512 + ), + 1, + 1, + ] + ), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenOut.shape[0] * tenOut.shape[2] * tenOut.shape[3]), + tenOne.data_ptr(), + tenTwo.data_ptr(), + tenOut.data_ptr(), + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + + self.save_for_backward(tenOne, tenTwo) + + return tenOut + + # end + + @staticmethod + @torch.cuda.amp.custom_bwd + def backward(self, tenOutgrad): + tenOne, tenTwo = self.saved_tensors + + tenOutgrad = tenOutgrad.contiguous() + assert tenOutgrad.is_cuda == True + + tenOnegrad = ( + tenOne.new_zeros( + [tenOne.shape[0], tenOne.shape[1], tenOne.shape[2], tenOne.shape[3]] + ) + if self.needs_input_grad[0] == True + else None + ) + tenTwograd = ( + tenTwo.new_zeros( + [tenTwo.shape[0], tenTwo.shape[1], tenTwo.shape[2], tenTwo.shape[3]] + ) + if self.needs_input_grad[1] == True + else None + ) + + if tenOnegrad is not None: + cuda_launch( + cuda_kernel( + "costvol_onegrad", + costvol_onegrad, + { + "intChans": tenOne.shape[1], + "tenOne": tenOne, + "tenTwo": tenTwo, + "tenOutgrad": tenOutgrad, + "tenOnegrad": tenOnegrad, + "tenTwograd": tenTwograd, + }, + ) + )( + grid=tuple( + [ + int( + ( + ( + tenOnegrad.shape[0] + * tenOnegrad.shape[2] + * tenOnegrad.shape[3] + ) + + 512 + - 1 + ) + / 512 + ), + 1, + 1, + ] + ), + block=tuple([512, 1, 1]), + args=[ + cuda_int32( + tenOnegrad.shape[0] * tenOnegrad.shape[2] * tenOnegrad.shape[3] + ), + tenOne.data_ptr(), + tenTwo.data_ptr(), + tenOutgrad.data_ptr(), + tenOnegrad.data_ptr(), + tenTwograd.data_ptr(), + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + # end + + if tenTwograd is not None: + cuda_launch( + cuda_kernel( + "costvol_twograd", + costvol_twograd, + { + "intChans": tenOne.shape[1], + "tenOne": tenOne, + "tenTwo": tenTwo, + "tenOutgrad": tenOutgrad, + "tenOnegrad": tenOnegrad, + "tenTwograd": tenTwograd, + }, + ) + )( + grid=tuple( + [ + int( + ( + ( + tenTwograd.shape[0] + * tenTwograd.shape[2] + * tenTwograd.shape[3] + ) + + 512 + - 1 + ) + / 512 + ), + 1, + 1, + ] + ), + block=tuple([512, 1, 1]), + args=[ + cuda_int32( + tenTwograd.shape[0] * tenTwograd.shape[2] * tenTwograd.shape[3] + ), + tenOne.data_ptr(), + tenTwo.data_ptr(), + tenOutgrad.data_ptr(), + tenOnegrad.data_ptr(), + tenTwograd.data_ptr(), + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + # end + + return tenOnegrad, tenTwograd, None, None + + # end + + +# end + +__all__ = ["costvol_func"] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/sepconv.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/sepconv.py new file mode 100644 index 0000000000000000000000000000000000000000..c334cdca77674f2566dd0075903e4d590e6d9eca --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/sepconv.py @@ -0,0 +1,332 @@ +import torch +from .utils import cuda_launch, cuda_kernel, cuda_int32 + +sepconv_vergrad = """ + extern "C" __global__ void __launch_bounds__(512) sepconv_vergrad( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenVer, + const {{type}}* __restrict__ tenHor, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenIngrad, + {{type}}* __restrict__ tenVergrad, + {{type}}* __restrict__ tenHorgrad + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenVergrad) / SIZE_2(tenVergrad) / SIZE_1(tenVergrad) ) % SIZE_0(tenVergrad); + const int intC = ( intIndex / SIZE_3(tenVergrad) / SIZE_2(tenVergrad) ) % SIZE_1(tenVergrad); + const int intY = ( intIndex / SIZE_3(tenVergrad) ) % SIZE_2(tenVergrad); + const int intX = ( intIndex ) % SIZE_3(tenVergrad); + + {{type}} fltVergrad = 0.0; + + {{type}} fltKahanc = 0.0; + {{type}} fltKahany = 0.0; + {{type}} fltKahant = 0.0; + + for (int intI = 0; intI < SIZE_1(tenIn); intI += 1) { + for (int intFx = 0; intFx < SIZE_1(tenHor); intFx += 1) { + fltKahany = VALUE_4(tenHor, intN, intFx, intY, intX) * VALUE_4(tenIn, intN, intI, intY + intC, intX + intFx) * VALUE_4(tenOutgrad, intN, intI, intY, intX); + fltKahany = fltKahany - fltKahanc; + fltKahant = fltVergrad + fltKahany; + fltKahanc = (fltKahant - fltVergrad) - fltKahany; + fltVergrad = fltKahant; + } + } + + tenVergrad[intIndex] = fltVergrad; + } } +""" + +sepconv_ingrad = """ + extern "C" __global__ void __launch_bounds__(512) sepconv_ingrad( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenVer, + const {{type}}* __restrict__ tenHor, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenIngrad, + {{type}}* __restrict__ tenVergrad, + {{type}}* __restrict__ tenHorgrad + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenIngrad) / SIZE_2(tenIngrad) / SIZE_1(tenIngrad) ) % SIZE_0(tenIngrad); + const int intC = ( intIndex / SIZE_3(tenIngrad) / SIZE_2(tenIngrad) ) % SIZE_1(tenIngrad); + const int intY = ( intIndex / SIZE_3(tenIngrad) ) % SIZE_2(tenIngrad); + const int intX = ( intIndex ) % SIZE_3(tenIngrad); + + {{type}} fltIngrad = 0.0; + + {{type}} fltKahanc = 0.0; + {{type}} fltKahany = 0.0; + {{type}} fltKahant = 0.0; + + for (int intFy = 0; intFy < SIZE_1(tenVer); intFy += 1) { + int intKy = intY + intFy - (SIZE_1(tenVer) - 1); + + if (intKy < 0) { continue; } + if (intKy >= SIZE_2(tenVer)) { continue; } + + for (int intFx = 0; intFx < SIZE_1(tenHor); intFx += 1) { + int intKx = intX + intFx - (SIZE_1(tenHor) - 1); + + if (intKx < 0) { continue; } + if (intKx >= SIZE_3(tenHor)) { continue; } + + fltKahany = VALUE_4(tenVer, intN, (SIZE_1(tenVer) - 1) - intFy, intKy, intKx) * VALUE_4(tenHor, intN, (SIZE_1(tenHor) - 1) - intFx, intKy, intKx) * VALUE_4(tenOutgrad, intN, intC, intKy, intKx); + fltKahany = fltKahany - fltKahanc; + fltKahant = fltIngrad + fltKahany; + fltKahanc = (fltKahant - fltIngrad) - fltKahany; + fltIngrad = fltKahant; + } + } + + tenIngrad[intIndex] = fltIngrad; + } } +""" + +sepconv_out = """ + extern "C" __global__ void __launch_bounds__(512) sepconv_out( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenVer, + const {{type}}* __restrict__ tenHor, + {{type}}* __restrict__ tenOut + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenOut) / SIZE_2(tenOut) / SIZE_1(tenOut) ) % SIZE_0(tenOut); + const int intC = ( intIndex / SIZE_3(tenOut) / SIZE_2(tenOut) ) % SIZE_1(tenOut); + const int intY = ( intIndex / SIZE_3(tenOut) ) % SIZE_2(tenOut); + const int intX = ( intIndex ) % SIZE_3(tenOut); + + {{type}} fltOut = 0.0; + + {{type}} fltKahanc = 0.0; + {{type}} fltKahany = 0.0; + {{type}} fltKahant = 0.0; + + for (int intFy = 0; intFy < SIZE_1(tenVer); intFy += 1) { + for (int intFx = 0; intFx < SIZE_1(tenHor); intFx += 1) { + fltKahany = VALUE_4(tenIn, intN, intC, intY + intFy, intX + intFx) * VALUE_4(tenVer, intN, intFy, intY, intX) * VALUE_4(tenHor, intN, intFx, intY, intX); + fltKahany = fltKahany - fltKahanc; + fltKahant = fltOut + fltKahany; + fltKahanc = (fltKahant - fltOut) - fltKahany; + fltOut = fltKahant; + } + } + + tenOut[intIndex] = fltOut; + } } +""" + +sepconv_horgrad = """ + extern "C" __global__ void __launch_bounds__(512) sepconv_horgrad( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenVer, + const {{type}}* __restrict__ tenHor, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenIngrad, + {{type}}* __restrict__ tenVergrad, + {{type}}* __restrict__ tenHorgrad + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenHorgrad) / SIZE_2(tenHorgrad) / SIZE_1(tenHorgrad) ) % SIZE_0(tenHorgrad); + const int intC = ( intIndex / SIZE_3(tenHorgrad) / SIZE_2(tenHorgrad) ) % SIZE_1(tenHorgrad); + const int intY = ( intIndex / SIZE_3(tenHorgrad) ) % SIZE_2(tenHorgrad); + const int intX = ( intIndex ) % SIZE_3(tenHorgrad); + + {{type}} fltHorgrad = 0.0; + + {{type}} fltKahanc = 0.0; + {{type}} fltKahany = 0.0; + {{type}} fltKahant = 0.0; + + for (int intI = 0; intI < SIZE_1(tenIn); intI += 1) { + for (int intFy = 0; intFy < SIZE_1(tenVer); intFy += 1) { + fltKahany = VALUE_4(tenVer, intN, intFy, intY, intX) * VALUE_4(tenIn, intN, intI, intY + intFy, intX + intC) * VALUE_4(tenOutgrad, intN, intI, intY, intX); + fltKahany = fltKahany - fltKahanc; + fltKahant = fltHorgrad + fltKahany; + fltKahanc = (fltKahant - fltHorgrad) - fltKahany; + fltHorgrad = fltKahant; + } + } + + tenHorgrad[intIndex] = fltHorgrad; + } } +""" + +class sepconv_func(torch.autograd.Function): + @staticmethod + @torch.cuda.amp.custom_fwd(cast_inputs=torch.float32) + def forward(self, tenIn, tenVer, tenHor): + tenOut = tenIn.new_empty( + [ + tenIn.shape[0], + tenIn.shape[1], + tenVer.shape[2] and tenHor.shape[2], + tenVer.shape[3] and tenHor.shape[3], + ] + ) + + if tenIn.is_cuda == True: + cuda_launch( + cuda_kernel( + "sepconv_out", + sepconv_out, + { + "tenIn": tenIn, + "tenVer": tenVer, + "tenHor": tenHor, + "tenOut": tenOut, + }, + ) + )( + grid=tuple([int((tenOut.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenOut.nelement()), + tenIn.data_ptr(), + tenVer.data_ptr(), + tenHor.data_ptr(), + tenOut.data_ptr(), + ], + ) + + elif tenIn.is_cuda != True: + assert False + + # end + + self.save_for_backward(tenIn, tenVer, tenHor) + + return tenOut + + # end + + @staticmethod + @torch.cuda.amp.custom_bwd + def backward(self, tenOutgrad): + tenIn, tenVer, tenHor = self.saved_tensors + + tenOutgrad = tenOutgrad.contiguous() + assert tenOutgrad.is_cuda == True + + tenIngrad = ( + tenIn.new_empty( + [tenIn.shape[0], tenIn.shape[1], tenIn.shape[2], tenIn.shape[3]] + ) + if self.needs_input_grad[0] == True + else None + ) + tenVergrad = ( + tenVer.new_empty( + [tenVer.shape[0], tenVer.shape[1], tenVer.shape[2], tenVer.shape[3]] + ) + if self.needs_input_grad[1] == True + else None + ) + tenHorgrad = ( + tenHor.new_empty( + [tenHor.shape[0], tenHor.shape[1], tenHor.shape[2], tenHor.shape[3]] + ) + if self.needs_input_grad[2] == True + else None + ) + + if tenIngrad is not None: + cuda_launch( + cuda_kernel( + "sepconv_ingrad", + sepconv_ingrad, + { + "tenIn": tenIn, + "tenVer": tenVer, + "tenHor": tenHor, + "tenOutgrad": tenOutgrad, + "tenIngrad": tenIngrad, + "tenVergrad": tenVergrad, + "tenHorgrad": tenHorgrad, + }, + ) + )( + grid=tuple([int((tenIngrad.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenIngrad.nelement()), + tenIn.data_ptr(), + tenVer.data_ptr(), + tenHor.data_ptr(), + tenOutgrad.data_ptr(), + tenIngrad.data_ptr(), + None, + None, + ], + ) + # end + + if tenVergrad is not None: + cuda_launch( + cuda_kernel( + "sepconv_vergrad", + sepconv_vergrad, + { + "tenIn": tenIn, + "tenVer": tenVer, + "tenHor": tenHor, + "tenOutgrad": tenOutgrad, + "tenIngrad": tenIngrad, + "tenVergrad": tenVergrad, + "tenHorgrad": tenHorgrad, + }, + ) + )( + grid=tuple([int((tenVergrad.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenVergrad.nelement()), + tenIn.data_ptr(), + tenVer.data_ptr(), + tenHor.data_ptr(), + tenOutgrad.data_ptr(), + None, + tenVergrad.data_ptr(), + None, + ], + ) + # end + + if tenHorgrad is not None: + cuda_launch( + cuda_kernel( + "sepconv_horgrad", + sepconv_horgrad, + { + "tenIn": tenIn, + "tenVer": tenVer, + "tenHor": tenHor, + "tenOutgrad": tenOutgrad, + "tenIngrad": tenIngrad, + "tenVergrad": tenVergrad, + "tenHorgrad": tenHorgrad, + }, + ) + )( + grid=tuple([int((tenHorgrad.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenHorgrad.nelement()), + tenIn.data_ptr(), + tenVer.data_ptr(), + tenHor.data_ptr(), + tenOutgrad.data_ptr(), + None, + None, + tenHorgrad.data_ptr(), + ], + ) + # end + + return tenIngrad, tenVergrad, tenHorgrad + + # end + + +# end +__all__ = ["sepconv_func"] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/softsplat.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/softsplat.py new file mode 100644 index 0000000000000000000000000000000000000000..4a2ae47a638c5d025e85169759b587947640e012 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/softsplat.py @@ -0,0 +1,440 @@ +import torch +from .utils import cuda_launch, cuda_kernel, cuda_int32 +import cupy +import collections + +softsplat_flowgrad = """ + extern "C" __global__ void __launch_bounds__(512) softsplat_flowgrad( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenFlow, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenIngrad, + {{type}}* __restrict__ tenFlowgrad + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenFlowgrad) / SIZE_2(tenFlowgrad) / SIZE_1(tenFlowgrad) ) % SIZE_0(tenFlowgrad); + const int intC = ( intIndex / SIZE_3(tenFlowgrad) / SIZE_2(tenFlowgrad) ) % SIZE_1(tenFlowgrad); + const int intY = ( intIndex / SIZE_3(tenFlowgrad) ) % SIZE_2(tenFlowgrad); + const int intX = ( intIndex ) % SIZE_3(tenFlowgrad); + + assert(SIZE_1(tenFlow) == 2); + + {{type}} fltFlowgrad = 0.0f; + + {{type}} fltX = ({{type}}) (intX) + VALUE_4(tenFlow, intN, 0, intY, intX); + {{type}} fltY = ({{type}}) (intY) + VALUE_4(tenFlow, intN, 1, intY, intX); + + if (isfinite(fltX) == false) { return; } + if (isfinite(fltY) == false) { return; } + + int intNorthwestX = (int) (floor(fltX)); + int intNorthwestY = (int) (floor(fltY)); + int intNortheastX = intNorthwestX + 1; + int intNortheastY = intNorthwestY; + int intSouthwestX = intNorthwestX; + int intSouthwestY = intNorthwestY + 1; + int intSoutheastX = intNorthwestX + 1; + int intSoutheastY = intNorthwestY + 1; + + {{type}} fltNorthwest = 0.0f; + {{type}} fltNortheast = 0.0f; + {{type}} fltSouthwest = 0.0f; + {{type}} fltSoutheast = 0.0f; + + if (intC == 0) { + fltNorthwest = (({{type}}) (-1.0f)) * (({{type}}) (intSoutheastY) - fltY); + fltNortheast = (({{type}}) (+1.0f)) * (({{type}}) (intSouthwestY) - fltY); + fltSouthwest = (({{type}}) (-1.0f)) * (fltY - ({{type}}) (intNortheastY)); + fltSoutheast = (({{type}}) (+1.0f)) * (fltY - ({{type}}) (intNorthwestY)); + + } else if (intC == 1) { + fltNorthwest = (({{type}}) (intSoutheastX) - fltX) * (({{type}}) (-1.0f)); + fltNortheast = (fltX - ({{type}}) (intSouthwestX)) * (({{type}}) (-1.0f)); + fltSouthwest = (({{type}}) (intNortheastX) - fltX) * (({{type}}) (+1.0f)); + fltSoutheast = (fltX - ({{type}}) (intNorthwestX)) * (({{type}}) (+1.0f)); + + } + + for (int intChannel = 0; intChannel < SIZE_1(tenOutgrad); intChannel += 1) { + {{type}} fltIn = VALUE_4(tenIn, intN, intChannel, intY, intX); + + if ((intNorthwestX >= 0) && (intNorthwestX < SIZE_3(tenOutgrad)) && (intNorthwestY >= 0) && (intNorthwestY < SIZE_2(tenOutgrad))) { + fltFlowgrad += VALUE_4(tenOutgrad, intN, intChannel, intNorthwestY, intNorthwestX) * fltIn * fltNorthwest; + } + + if ((intNortheastX >= 0) && (intNortheastX < SIZE_3(tenOutgrad)) && (intNortheastY >= 0) && (intNortheastY < SIZE_2(tenOutgrad))) { + fltFlowgrad += VALUE_4(tenOutgrad, intN, intChannel, intNortheastY, intNortheastX) * fltIn * fltNortheast; + } + + if ((intSouthwestX >= 0) && (intSouthwestX < SIZE_3(tenOutgrad)) && (intSouthwestY >= 0) && (intSouthwestY < SIZE_2(tenOutgrad))) { + fltFlowgrad += VALUE_4(tenOutgrad, intN, intChannel, intSouthwestY, intSouthwestX) * fltIn * fltSouthwest; + } + + if ((intSoutheastX >= 0) && (intSoutheastX < SIZE_3(tenOutgrad)) && (intSoutheastY >= 0) && (intSoutheastY < SIZE_2(tenOutgrad))) { + fltFlowgrad += VALUE_4(tenOutgrad, intN, intChannel, intSoutheastY, intSoutheastX) * fltIn * fltSoutheast; + } + } + + tenFlowgrad[intIndex] = fltFlowgrad; + } } +""" + +softsplat_ingrad = """ + extern "C" __global__ void __launch_bounds__(512) softsplat_ingrad( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenFlow, + const {{type}}* __restrict__ tenOutgrad, + {{type}}* __restrict__ tenIngrad, + {{type}}* __restrict__ tenFlowgrad + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenIngrad) / SIZE_2(tenIngrad) / SIZE_1(tenIngrad) ) % SIZE_0(tenIngrad); + const int intC = ( intIndex / SIZE_3(tenIngrad) / SIZE_2(tenIngrad) ) % SIZE_1(tenIngrad); + const int intY = ( intIndex / SIZE_3(tenIngrad) ) % SIZE_2(tenIngrad); + const int intX = ( intIndex ) % SIZE_3(tenIngrad); + + assert(SIZE_1(tenFlow) == 2); + + {{type}} fltIngrad = 0.0f; + + {{type}} fltX = ({{type}}) (intX) + VALUE_4(tenFlow, intN, 0, intY, intX); + {{type}} fltY = ({{type}}) (intY) + VALUE_4(tenFlow, intN, 1, intY, intX); + + if (isfinite(fltX) == false) { return; } + if (isfinite(fltY) == false) { return; } + + int intNorthwestX = (int) (floor(fltX)); + int intNorthwestY = (int) (floor(fltY)); + int intNortheastX = intNorthwestX + 1; + int intNortheastY = intNorthwestY; + int intSouthwestX = intNorthwestX; + int intSouthwestY = intNorthwestY + 1; + int intSoutheastX = intNorthwestX + 1; + int intSoutheastY = intNorthwestY + 1; + + {{type}} fltNorthwest = (({{type}}) (intSoutheastX) - fltX) * (({{type}}) (intSoutheastY) - fltY); + {{type}} fltNortheast = (fltX - ({{type}}) (intSouthwestX)) * (({{type}}) (intSouthwestY) - fltY); + {{type}} fltSouthwest = (({{type}}) (intNortheastX) - fltX) * (fltY - ({{type}}) (intNortheastY)); + {{type}} fltSoutheast = (fltX - ({{type}}) (intNorthwestX)) * (fltY - ({{type}}) (intNorthwestY)); + + if ((intNorthwestX >= 0) && (intNorthwestX < SIZE_3(tenOutgrad)) && (intNorthwestY >= 0) && (intNorthwestY < SIZE_2(tenOutgrad))) { + fltIngrad += VALUE_4(tenOutgrad, intN, intC, intNorthwestY, intNorthwestX) * fltNorthwest; + } + + if ((intNortheastX >= 0) && (intNortheastX < SIZE_3(tenOutgrad)) && (intNortheastY >= 0) && (intNortheastY < SIZE_2(tenOutgrad))) { + fltIngrad += VALUE_4(tenOutgrad, intN, intC, intNortheastY, intNortheastX) * fltNortheast; + } + + if ((intSouthwestX >= 0) && (intSouthwestX < SIZE_3(tenOutgrad)) && (intSouthwestY >= 0) && (intSouthwestY < SIZE_2(tenOutgrad))) { + fltIngrad += VALUE_4(tenOutgrad, intN, intC, intSouthwestY, intSouthwestX) * fltSouthwest; + } + + if ((intSoutheastX >= 0) && (intSoutheastX < SIZE_3(tenOutgrad)) && (intSoutheastY >= 0) && (intSoutheastY < SIZE_2(tenOutgrad))) { + fltIngrad += VALUE_4(tenOutgrad, intN, intC, intSoutheastY, intSoutheastX) * fltSoutheast; + } + + tenIngrad[intIndex] = fltIngrad; + } } +""" + +softsplat_out = """ + extern "C" __global__ void __launch_bounds__(512) softsplat_out( + const int n, + const {{type}}* __restrict__ tenIn, + const {{type}}* __restrict__ tenFlow, + {{type}}* __restrict__ tenOut + ) { for (int intIndex = (blockIdx.x * blockDim.x) + threadIdx.x; intIndex < n; intIndex += blockDim.x * gridDim.x) { + const int intN = ( intIndex / SIZE_3(tenOut) / SIZE_2(tenOut) / SIZE_1(tenOut) ) % SIZE_0(tenOut); + const int intC = ( intIndex / SIZE_3(tenOut) / SIZE_2(tenOut) ) % SIZE_1(tenOut); + const int intY = ( intIndex / SIZE_3(tenOut) ) % SIZE_2(tenOut); + const int intX = ( intIndex ) % SIZE_3(tenOut); + + assert(SIZE_1(tenFlow) == 2); + + {{type}} fltX = ({{type}}) (intX) + VALUE_4(tenFlow, intN, 0, intY, intX); + {{type}} fltY = ({{type}}) (intY) + VALUE_4(tenFlow, intN, 1, intY, intX); + + if (isfinite(fltX) == false) { return; } + if (isfinite(fltY) == false) { return; } + + {{type}} fltIn = VALUE_4(tenIn, intN, intC, intY, intX); + + int intNorthwestX = (int) (floor(fltX)); + int intNorthwestY = (int) (floor(fltY)); + int intNortheastX = intNorthwestX + 1; + int intNortheastY = intNorthwestY; + int intSouthwestX = intNorthwestX; + int intSouthwestY = intNorthwestY + 1; + int intSoutheastX = intNorthwestX + 1; + int intSoutheastY = intNorthwestY + 1; + + {{type}} fltNorthwest = (({{type}}) (intSoutheastX) - fltX) * (({{type}}) (intSoutheastY) - fltY); + {{type}} fltNortheast = (fltX - ({{type}}) (intSouthwestX)) * (({{type}}) (intSouthwestY) - fltY); + {{type}} fltSouthwest = (({{type}}) (intNortheastX) - fltX) * (fltY - ({{type}}) (intNortheastY)); + {{type}} fltSoutheast = (fltX - ({{type}}) (intNorthwestX)) * (fltY - ({{type}}) (intNorthwestY)); + + if ((intNorthwestX >= 0) && (intNorthwestX < SIZE_3(tenOut)) && (intNorthwestY >= 0) && (intNorthwestY < SIZE_2(tenOut))) { + atomicAdd(&tenOut[OFFSET_4(tenOut, intN, intC, intNorthwestY, intNorthwestX)], fltIn * fltNorthwest); + } + + if ((intNortheastX >= 0) && (intNortheastX < SIZE_3(tenOut)) && (intNortheastY >= 0) && (intNortheastY < SIZE_2(tenOut))) { + atomicAdd(&tenOut[OFFSET_4(tenOut, intN, intC, intNortheastY, intNortheastX)], fltIn * fltNortheast); + } + + if ((intSouthwestX >= 0) && (intSouthwestX < SIZE_3(tenOut)) && (intSouthwestY >= 0) && (intSouthwestY < SIZE_2(tenOut))) { + atomicAdd(&tenOut[OFFSET_4(tenOut, intN, intC, intSouthwestY, intSouthwestX)], fltIn * fltSouthwest); + } + + if ((intSoutheastX >= 0) && (intSoutheastX < SIZE_3(tenOut)) && (intSoutheastY >= 0) && (intSoutheastY < SIZE_2(tenOut))) { + atomicAdd(&tenOut[OFFSET_4(tenOut, intN, intC, intSoutheastY, intSoutheastX)], fltIn * fltSoutheast); + } + } } +""" + + +# end + +class softsplat_func(torch.autograd.Function): + @staticmethod + @torch.cuda.amp.custom_fwd(cast_inputs=torch.float32) + def forward(self, tenIn, tenFlow): + tenOut = tenIn.new_zeros( + [tenIn.shape[0], tenIn.shape[1], tenIn.shape[2], tenIn.shape[3]] + ) + + if tenIn.is_cuda == True: + cuda_launch( + cuda_kernel( + "softsplat_out", + softsplat_out, + {"tenIn": tenIn, "tenFlow": tenFlow, "tenOut": tenOut}, + ) + )( + grid=tuple([int((tenOut.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenOut.nelement()), + tenIn.data_ptr(), + tenFlow.data_ptr(), + tenOut.data_ptr(), + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + + elif tenIn.is_cuda != True: + assert False + + # end + + self.save_for_backward(tenIn, tenFlow) + + return tenOut + + # end + + @staticmethod + @torch.cuda.amp.custom_bwd + def backward(self, tenOutgrad): + tenIn, tenFlow = self.saved_tensors + + tenOutgrad = tenOutgrad.contiguous() + assert tenOutgrad.is_cuda == True + + tenIngrad = ( + tenIn.new_zeros( + [tenIn.shape[0], tenIn.shape[1], tenIn.shape[2], tenIn.shape[3]] + ) + if self.needs_input_grad[0] == True + else None + ) + tenFlowgrad = ( + tenFlow.new_zeros( + [tenFlow.shape[0], tenFlow.shape[1], tenFlow.shape[2], tenFlow.shape[3]] + ) + if self.needs_input_grad[1] == True + else None + ) + + if tenIngrad is not None: + cuda_launch( + cuda_kernel( + "softsplat_ingrad", + softsplat_ingrad, + { + "tenIn": tenIn, + "tenFlow": tenFlow, + "tenOutgrad": tenOutgrad, + "tenIngrad": tenIngrad, + "tenFlowgrad": tenFlowgrad, + }, + ) + )( + grid=tuple([int((tenIngrad.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenIngrad.nelement()), + tenIn.data_ptr(), + tenFlow.data_ptr(), + tenOutgrad.data_ptr(), + tenIngrad.data_ptr(), + None, + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + # end + + if tenFlowgrad is not None: + cuda_launch( + cuda_kernel( + "softsplat_flowgrad", + softsplat_flowgrad, + { + "tenIn": tenIn, + "tenFlow": tenFlow, + "tenOutgrad": tenOutgrad, + "tenIngrad": tenIngrad, + "tenFlowgrad": tenFlowgrad, + }, + ) + )( + grid=tuple([int((tenFlowgrad.nelement() + 512 - 1) / 512), 1, 1]), + block=tuple([512, 1, 1]), + args=[ + cuda_int32(tenFlowgrad.nelement()), + tenIn.data_ptr(), + tenFlow.data_ptr(), + tenOutgrad.data_ptr(), + None, + tenFlowgrad.data_ptr(), + ], + stream=collections.namedtuple("Stream", "ptr")( + torch.cuda.current_stream().cuda_stream + ), + ) + # end + + return tenIngrad, tenFlowgrad + + # end + + +def FunctionSoftsplat(tenInput, tenFlow, tenMetric, strType): + assert tenMetric is None or tenMetric.shape[1] == 1 + assert strType in ["summation", "average", "linear", "softmax"] + + if strType == "average": + tenInput = torch.cat( + [ + tenInput, + tenInput.new_ones( + tenInput.shape[0], 1, tenInput.shape[2], tenInput.shape[3] + ), + ], + 1, + ) + + elif strType == "linear": + tenInput = torch.cat([tenInput * tenMetric, tenMetric], 1) + + elif strType == "softmax": + tenInput = torch.cat([tenInput * tenMetric.exp(), tenMetric.exp()], 1) + + # end + + tenOutput = softsplat_func.apply(tenInput, tenFlow) + + if strType != "summation": + tenNormalize = tenOutput[:, -1:, :, :] + + tenNormalize[tenNormalize == 0.0] = 1.0 + + tenOutput = tenOutput[:, :-1, :, :] / tenNormalize + # end + + return tenOutput + + +# end + + +class ModuleSoftsplat(torch.nn.Module): + def __init__(self, strType): + super().__init__() + + self.strType = strType + + # end + + def forward(self, tenInput, tenFlow, tenMetric): + return FunctionSoftsplat(tenInput, tenFlow, tenMetric, self.strType) + + # end + + +# end + + + +def softsplat( + tenIn: torch.Tensor, tenFlow: torch.Tensor, tenMetric: torch.Tensor, strMode: str +): + assert strMode.split("-")[0] in ["sum", "avg", "linear", "soft"] + + if strMode == "sum": + assert tenMetric is None + if strMode == "avg": + assert tenMetric is None + if strMode.split("-")[0] == "linear": + assert tenMetric is not None + if strMode.split("-")[0] == "soft": + assert tenMetric is not None + + if strMode == "avg": + tenIn = torch.cat( + [ + tenIn, + tenIn.new_ones([tenIn.shape[0], 1, tenIn.shape[2], tenIn.shape[3]]), + ], + 1, + ) + + elif strMode.split("-")[0] == "linear": + tenIn = torch.cat([tenIn * tenMetric, tenMetric], 1) + + elif strMode.split("-")[0] == "soft": + tenIn = torch.cat([tenIn * tenMetric.exp(), tenMetric.exp()], 1) + + # end + + tenOut = softsplat_func.apply(tenIn, tenFlow) + + if strMode.split("-")[0] in ["avg", "linear", "soft"]: + tenNormalize = tenOut[:, -1:, :, :] + + if len(strMode.split("-")) == 1: + tenNormalize = tenNormalize + 0.0000001 + + elif strMode.split("-")[1] == "addeps": + tenNormalize = tenNormalize + 0.0000001 + + elif strMode.split("-")[1] == "zeroeps": + tenNormalize[tenNormalize == 0.0] = 1.0 + + elif strMode.split("-")[1] == "clipeps": + tenNormalize = tenNormalize.clip(0.0000001, None) + + # end + + tenOut = tenOut[:, :-1, :, :] / tenNormalize + # end + + return tenOut + + +# end + +__all__ = ["FunctionSoftsplat", "ModuleSoftsplat", "softsplat", "softsplat_func"] diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/utils.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..ec29a48e11955eb9f9f8aa36b1542721dd362345 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/cupy_ops/utils.py @@ -0,0 +1,242 @@ +import cupy +import os +import re +import torch +import typing +from pathlib import Path +import platform + +########################################################## + + +objCudacache = {} + + +def cuda_int32(intIn: int): + return cupy.int32(intIn) + + +# end + + +def cuda_float32(fltIn: float): + return cupy.float32(fltIn) + + +# end + + +def cuda_kernel(strFunction: str, strKernel: str, objVariables: typing.Dict, **replace_kwargs): + if "device" not in objCudacache: + objCudacache["device"] = torch.cuda.get_device_name() + # end + + strKey = strFunction + + for strVariable in objVariables: + objValue = objVariables[strVariable] + + strKey += strVariable + + if objValue is None: + continue + + elif type(objValue) == int: + strKey += str(objValue) + + elif type(objValue) == float: + strKey += str(objValue) + + elif type(objValue) == bool: + strKey += str(objValue) + + elif type(objValue) == str: + strKey += objValue + + elif type(objValue) == torch.Tensor: + strKey += str(objValue.dtype) + strKey += str(objValue.shape) + strKey += str(objValue.stride()) + + elif True: + print(strVariable, type(objValue)) + assert False + + # end + # end + + strKey += objCudacache["device"] + + if strKey not in objCudacache: + for strVariable in objVariables: + objValue = objVariables[strVariable] + + if objValue is None: + continue + + elif type(objValue) == int: + strKernel = strKernel.replace("{{" + strVariable + "}}", str(objValue)) + + elif type(objValue) == float: + strKernel = strKernel.replace("{{" + strVariable + "}}", str(objValue)) + + elif type(objValue) == bool: + strKernel = strKernel.replace("{{" + strVariable + "}}", str(objValue)) + + elif type(objValue) == str: + strKernel = strKernel.replace("{{" + strVariable + "}}", objValue) + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.uint8: + strKernel = strKernel.replace("{{type}}", "unsigned char") + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.float16: + strKernel = strKernel.replace("{{type}}", "half") + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.float32: + strKernel = strKernel.replace("{{type}}", "float") + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.float64: + strKernel = strKernel.replace("{{type}}", "double") + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.int32: + strKernel = strKernel.replace("{{type}}", "int") + + elif type(objValue) == torch.Tensor and objValue.dtype == torch.int64: + strKernel = strKernel.replace("{{type}}", "long") + + elif type(objValue) == torch.Tensor: + print(strVariable, objValue.dtype) + assert False + + elif True: + print(strVariable, type(objValue)) + assert False + + # end + # end + + while True: + objMatch = re.search("(SIZE_)([0-4])(\()([^\)]*)(\))", strKernel) + + if objMatch is None: + break + # end + + intArg = int(objMatch.group(2)) + + strTensor = objMatch.group(4) + intSizes = objVariables[strTensor].size() + + strKernel = strKernel.replace(objMatch.group(), str(intSizes[intArg])) + # end + + while True: + objMatch = re.search("(OFFSET_)([0-4])(\()([^\)]+)(\))", strKernel) + + if objMatch is None: + break + # end + + intArgs = int(objMatch.group(2)) + strArgs = objMatch.group(4).split(",") + + strTensor = strArgs[0] + intStrides = objVariables[strTensor].stride() + strIndex = [ + "((" + + strArgs[intArg + 1].replace("{", "(").replace("}", ")").strip() + + ")*" + + str(intStrides[intArg]) + + ")" + for intArg in range(intArgs) + ] + + strKernel = strKernel.replace( + objMatch.group(0), "(" + str.join("+", strIndex) + ")" + ) + # end + + while True: + objMatch = re.search("(VALUE_)([0-4])(\()", strKernel) + + if objMatch is None: + break + # end + + intStart = objMatch.span()[1] + intStop = objMatch.span()[1] + intParentheses = 1 + + while True: + intParentheses += 1 if strKernel[intStop] == "(" else 0 + intParentheses -= 1 if strKernel[intStop] == ")" else 0 + + if intParentheses == 0: + break + # end + + intStop += 1 + # end + + intArgs = int(objMatch.group(2)) + strArgs = strKernel[intStart:intStop].split(",") + + assert intArgs == len(strArgs) - 1 + + strTensor = strArgs[0] + intStrides = objVariables[strTensor].stride() + + strIndex = [] + + for intArg in range(intArgs): + strIndex.append( + "((" + + strArgs[intArg + 1].replace("{", "(").replace("}", ")").strip() + + ")*" + + str(intStrides[intArg]) + + ")" + ) + # end + + strKernel = strKernel.replace( + "VALUE_" + str(intArgs) + "(" + strKernel[intStart:intStop] + ")", + strTensor + "[" + str.join("+", strIndex) + "]", + ) + # end + + for replace_key, value in replace_kwargs.items(): + strKernel = strKernel.replace(replace_key, value) + + objCudacache[strKey] = {"strFunction": strFunction, "strKernel": strKernel} + # end + + return strKey + + +# end +def get_cuda_home_path(): + if "CUDA_HOME" in os.environ: + return os.environ["CUDA_HOME"] + import torch + torch_lib_path = Path(torch.__file__).parent / "lib" + torch_lib_path = str(torch_lib_path.resolve()) + if os.path.exists(torch_lib_path): + nvrtc = filter(lambda lib_file: "nvrtc-builtins" in lib_file, os.listdir(torch_lib_path)) + nvrtc = list(nvrtc) + return torch_lib_path if len(nvrtc) > 0 else None + +@cupy.memoize(for_each_device=True) +def cuda_launch(strKey: str): + if True:#"CUDA_HOME" not in os.environ: + cuda_home = get_cuda_home_path() + if cuda_home is not None: + os.environ["CUDA_HOME"] = cuda_home + os.environ["CUDA_PATH"] = cuda_home + else: + os.environ["CUDA_HOME"] = "/usr/local/cuda/" + os.environ["CUDA_PATH"] = "/usr/local/cuda/" + # print(objCudacache[strKey]['strKernel']) + # return cupy.cuda.compile_with_cache(objCudacache[strKey]['strKernel'], tuple(['-I ' + os.environ['CUDA_HOME'], '-I ' + os.environ['CUDA_HOME'] + '/include'])).get_function(objCudacache[strKey]['strFunction']) + return cupy.RawModule(code=objCudacache[strKey]["strKernel"]).get_function( + objCudacache[strKey]["strFunction"] + ) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e36bb6cf71d64b17637b96712784de777eef1b28 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/__init__.py @@ -0,0 +1,150 @@ +import comfy.model_management as model_management +import torch +import torch.multiprocessing as mp +from .worker_process import f +from .utils import to_shared_memory + +parent_conn, child_conn, process = None, None, None +device = model_management.get_torch_device() + +def req_to_taichi_process(op_name, *tensors): + global parent_conn, child_conn, process + if parent_conn is None: + mp.set_start_method('spawn', force=True) + parent_conn, child_conn = mp.Pipe() + process = mp.Process(target=f, args=(child_conn, device)) + process.start() + + tensors = to_shared_memory(tensors) + parent_conn.send((op_name, tensors)) + result = parent_conn.recv() + del tensors + + if type(result) not in [tuple, list]: + raise Exception(result) + + return [tensor.to(device) for tensor in result] + +def softsplat( + tenIn: torch.Tensor, tenFlow: torch.Tensor, tenMetric: torch.Tensor, strMode: str +): + assert strMode.split("-")[0] in ["sum", "avg", "linear", "soft"] + + if strMode == "sum": + assert tenMetric is None + if strMode == "avg": + assert tenMetric is None + if strMode.split("-")[0] == "linear": + assert tenMetric is not None + if strMode.split("-")[0] == "soft": + assert tenMetric is not None + + if strMode == "avg": + tenIn = torch.cat( + [ + tenIn, + tenIn.new_ones([tenIn.shape[0], 1, tenIn.shape[2], tenIn.shape[3]]), + ], + 1, + ) + + elif strMode.split("-")[0] == "linear": + tenIn = torch.cat([tenIn * tenMetric, tenMetric], 1) + + elif strMode.split("-")[0] == "soft": + tenIn = torch.cat([tenIn * tenMetric.exp(), tenMetric.exp()], 1) + + # end + + tenOut = req_to_taichi_process("softsplat_out", tenIn, tenFlow)[0] + + if strMode.split("-")[0] in ["avg", "linear", "soft"]: + tenNormalize = tenOut[:, -1:, :, :] + + if len(strMode.split("-")) == 1: + tenNormalize = tenNormalize + 0.0000001 + + elif strMode.split("-")[1] == "addeps": + tenNormalize = tenNormalize + 0.0000001 + + elif strMode.split("-")[1] == "zeroeps": + tenNormalize[tenNormalize == 0.0] = 1.0 + + elif strMode.split("-")[1] == "clipeps": + tenNormalize = tenNormalize.clip(0.0000001, None) + + # end + + tenOut = tenOut[:, :-1, :, :] / tenNormalize + # end + + return tenOut + +def FunctionSoftsplat(tenInput, tenFlow, tenMetric, strType): + assert tenMetric is None or tenMetric.shape[1] == 1 + assert strType in ["summation", "average", "linear", "softmax"] + + if strType == "average": + tenInput = torch.cat( + [ + tenInput, + tenInput.new_ones( + tenInput.shape[0], 1, tenInput.shape[2], tenInput.shape[3] + ), + ], + 1, + ) + + elif strType == "linear": + tenInput = torch.cat([tenInput * tenMetric, tenMetric], 1) + + elif strType == "softmax": + tenInput = torch.cat([tenInput * tenMetric.exp(), tenMetric.exp()], 1) + + # end + + tenOutput = req_to_taichi_process("softsplat_out", tenInput, tenFlow)[0] + + if strType != "summation": + tenNormalize = tenOutput[:, -1:, :, :] + + tenNormalize[tenNormalize == 0.0] = 1.0 + + tenOutput = tenOutput[:, :-1, :, :] / tenNormalize + # end + + return tenOutput + + +# end + + +class ModuleSoftsplat(torch.nn.Module): + def __init__(self, strType): + super(self).__init__() + + self.strType = strType + + # end + + def forward(self, tenInput, tenFlow, tenMetric): + return FunctionSoftsplat(tenInput, tenFlow, tenMetric, self.strType) + +def softsplat_func(tenIn, tenFlow): + return req_to_taichi_process("softsplat_out", tenIn, tenFlow)[0] + +class costvol_func: + @staticmethod + def apply(tenOne, tenTwo): + return req_to_taichi_process("costvol_out", tenOne, tenTwo)[0] + +class sepconv_func: + @staticmethod + def apply(tenIn, tenVer, tenHor): + return req_to_taichi_process("sepconv_out", tenIn, tenVer, tenHor)[0] + +def init(): + one_sample = torch.ones(1, 3, 16, 16, dtype=torch.float32, device=device) + softsplat_func(one_sample, one_sample) + costvol_func.apply(one_sample, one_sample) + sepconv_func.apply(one_sample, one_sample, one_sample) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/adacof.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/adacof.py new file mode 100644 index 0000000000000000000000000000000000000000..acf2672e84b32f843018ee617b7800b9b884d4b1 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/adacof.py @@ -0,0 +1,6 @@ +import torch +class FunctionAdaCoF(torch.autograd.Function): + # end + @staticmethod + def forward(ctx, input, weight, offset_i, offset_j, dilation): + raise NotImplementedError() diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/batch_edt.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/batch_edt.py new file mode 100644 index 0000000000000000000000000000000000000000..c1fe1fd4e2e6eb51cbad9d76d29cf2191c194d14 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/batch_edt.py @@ -0,0 +1,2 @@ +def batch_edt(img, block=1024): + raise NotImplementedError() \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/correlation.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/correlation.py new file mode 100644 index 0000000000000000000000000000000000000000..3782d1a930219681996d3e48361acf82b8866edc --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/correlation.py @@ -0,0 +1,15 @@ +import torch + +class _FunctionCorrelation(torch.autograd.Function): + @staticmethod + def forward(self, first, second): + raise NotImplementedError() + +def FunctionCorrelation(tenFirst, tenSecond): + raise NotImplementedError() + return _FunctionCorrelation.apply(tenFirst, tenSecond) + +class ModuleCorrelation(torch.nn.Module): + def __init__(self): + raise NotImplementedError() + super(ModuleCorrelation, self).__init__() \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/costvol.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/costvol.py new file mode 100644 index 0000000000000000000000000000000000000000..a82b7273cd38b7ea19c99356ea762a6e4b58ff99 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/costvol.py @@ -0,0 +1,26 @@ +import taichi as ti +import taichi.math as tm + +""" @ti.kernel +def costvol_out(tenOne: ti.types.ndarray(), tltOne: ti.types.ndarray(), tenTwo: ti.types.ndarray(), tenOut: ti.types.ndarray()): + N, C, H, W = tenOut.shape + for i, ch, y, x in ti.ndrange(N, C, H, W): + for intValue in range(tenOne.shape[1]): + tltOne[intValue] = tenOne[i, intValue, y, x] + + tenOut_ch = 0 + for intOy in range(y - 4, y + 4 + 1): + for intOx in range(x - 4, x + 4 + 1): + point = tm.ivec2(intOx, intOy) + fltValue = 0.0 + for intValue in range(ch): + if (point.y >= 0) and (point.y < H) and (point.x >= 0) and (point.x < W): + fltValue += ti.abs(tltOne[intValue] - tenTwo[i, intValue, point.y, point.x]) + else: + fltValue += ti.abs(tltOne[intValue]) + + tenOut[i, tenOut_ch, y, x] = fltValue / tenOne.shape[1] + tenOut_ch += 1 """ + +def worker_interface(op_name, tensors): + raise NotImplementedError(op_name) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/raw_softsplat.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/raw_softsplat.py new file mode 100644 index 0000000000000000000000000000000000000000..0cfd3fd52484afa930939541c10c94c7b270d7bf --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/raw_softsplat.py @@ -0,0 +1,126 @@ +#Seperate taichi kernels to another file so that comfy.model_management won't be called in the new process + +import taichi as ti +import taichi.math as tm + +@ti.func +def put_to_tenOut(tenOut: ti.types.ndarray(), fltIn: ti.i32, flt: ti.i32, pos:tm.uvec2, i:ti.i32, ch:ti.i32): + N, C, H, W = tenOut.shape + if (pos.x >= 0) and (pos.x < W) and (pos.y >= 0) and (pos.y < H): + tenOut[i, ch, pos.y, pos.x] += fltIn * flt +@ti.kernel +def softsplat_out(tenIn: ti.types.ndarray(), tenFlow: ti.types.ndarray(), tenOut: ti.types.ndarray()): + N, C, H, W = tenIn.shape + for i, ch, y, x in ti.ndrange(N, C, H, W): + fltX = x + tenFlow[i, 0, y, x] + fltY = y + tenFlow[i, 1, y, x] + fltIn = tenIn[i, ch, y, x] + + northWest = tm.ivec2(ti.floor(fltX), ti.floor(fltY)) + northEast = northWest + [1, 0] + southWest = northWest + [0, 1] + southEast = northWest + [1, 1] + + fltNorthwest = (southEast.x - fltX) * (southEast.y - fltY) + fltNortheast = (fltX - southWest.x) * (southWest.y - fltY) + fltSouthwest = (northEast.x - fltX) * (fltY - northEast.y) + fltSoutheast = (fltX - northWest.x) * (fltY - northWest.y) + + put_to_tenOut(tenOut, fltIn, fltNorthwest, northWest, i, ch) + put_to_tenOut(tenOut, fltIn, fltNortheast, northEast, i, ch) + put_to_tenOut(tenOut, fltIn, fltSouthwest, southWest, i, ch) + put_to_tenOut(tenOut, fltIn, fltSoutheast, southEast, i, ch) + +@ti.func +def add_to_fltFlowgrad(fltFlowgrad, tenOutgrad, fltIn, flt, pos, i, ch): + N, C, H, W = tenOutgrad.shape + if (pos.x >= 0) and (pos.x < W) and (pos.y >= 0) and (pos.y < H): + fltFlowgrad += tenOutgrad[i, ch, pos.y, pos.x] * fltIn * flt + +@ti.kernel +def softsplat_flowgrad( + tenIn: ti.types.ndarray(), + tenFlow: ti.types.ndarray(), + tenOutgrad: ti.types.ndarray(), + tenIngrad: ti.types.ndarray(), + tenFlowgrad: ti.types.ndarray() +): + N, C, H, W = tenFlowgrad.shape + for i, ch, y, x in ti.ndrange(N, C, H, W): + fltFlowgrad = 0.0 + fltX = x + tenFlow[i, 0, y, x] + fltY = y + tenFlow[i, 1, y, x] + + northWest = tm.vec2(ti.floor(fltX, dtype=ti.i32), ti.floor(fltY, dtype=ti.i32)) + northEast = tm.vec2(northWest.x + 1, northWest.y) + southWest = tm.vec2(northWest.x, northWest.y + 1) + southEast = tm.vec2(northWest.x + 1, northWest.y + 1) + + if ch == 0: + fltNorthwest = -1.0 * (southEast.y - fltY) + fltNortheast = +1.0 * (southWest.y - fltY) + fltSouthwest = -1.0 * (fltY - northEast.y) + fltSoutheast = +1.0 * (fltY - northWest.y) + + elif ch == 1: + fltNorthwest = -1.0 * (southEast.x - fltX) + fltNortheast = -1.0 * (fltX - southWest.x) + fltSouthwest = +1.0 * (northEast.x - fltX) + fltSoutheast = +1.0 * (fltX - northWest.x) + + for outgrad_ch in ti.ndrange(tenOutgrad.shape[1]): + fltIn = tenIn[i, outgrad_ch, y, x] + add_to_fltFlowgrad(fltFlowgrad, tenOutgrad, fltIn, fltNorthwest, northWest, i, outgrad_ch) + add_to_fltFlowgrad(fltFlowgrad, tenOutgrad, fltIn, fltNortheast, northEast, i, outgrad_ch) + add_to_fltFlowgrad(fltFlowgrad, tenOutgrad, fltIn, fltSouthwest, southWest, i, outgrad_ch) + add_to_fltFlowgrad(fltFlowgrad, tenOutgrad, fltIn, fltSoutheast, southEast, i, outgrad_ch) + + tenFlowgrad[i] = fltFlowgrad #Is 'i' the same as intIndex? + +@ti.func +def add_to_fltIngrad(fltIngrad, tenOutgrad, flt, pos, i, ch): + N, C, H, W = tenOutgrad.shape + if (pos.x >= 0) and (pos.x < W) and (pos.y >= 0) and (pos.y < H): + fltIngrad += tenOutgrad[i, ch, pos.y, pos.x] * flt +@ti.kernel +def softsplat_ingrad( + tenIn: ti.types.ndarray(), + tenFlow: ti.types.ndarray(), + tenOutgrad: ti.types.ndarray(), + tenIngrad: ti.types.ndarray(), + tenFlowgrad: ti.types.ndarray() +): + N, C, H, W = tenIngrad.shape + for i, ch, y, x in ti.ndrange(N, C, H, W): + fltIngrad = 0.0 + fltX = x + tenFlow[i, 0, y, x] + fltY = y + tenFlow[i, 1, y, x] + + northWest = tm.vec2(ti.floor(fltX, dtype=ti.i32), ti.floor(fltY, dtype=ti.i32)) + northEast = tm.vec2(northWest.x + 1, northWest.y) + southWest = tm.vec2(northWest.x, northWest.y + 1) + southEast = tm.vec2(northWest.x + 1, northWest.y + 1) + + fltNorthwest = (southEast.x - fltX) * (southEast.y - fltY) + fltNortheast = (fltX - southWest.x) * (southWest.y - fltY) + fltSouthwest = (northEast.x - fltX) * (fltY - northEast.y) + fltSoutheast = (fltX - northWest.x) * (fltY - northWest.y) + + add_to_fltIngrad(fltIngrad, tenOutgrad, fltNorthwest, northWest, i, ch) + add_to_fltIngrad(fltIngrad, tenOutgrad, fltNortheast, northEast, i, ch) + add_to_fltIngrad(fltIngrad, tenOutgrad, fltSouthwest, southWest, i, ch) + add_to_fltIngrad(fltIngrad, tenOutgrad, fltSoutheast, southEast, i, ch) + tenIngrad[i] = fltIngrad + +# end + +def worker_interface(op_name, tensors): + if op_name == "softsplat_out": + tenIn, tenFlow = tensors + tenOut = tenIn.new_zeros(tenIn.shape) + softsplat_out(tenIn, tenFlow, tenOut) + return (tenOut, ) + + raise NotImplementedError(op_name) + +__all__ = ["worker_interface"] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/sepconv.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/sepconv.py new file mode 100644 index 0000000000000000000000000000000000000000..f9d8909befa072646f4077b10bd18f735c928218 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/sepconv.py @@ -0,0 +1,39 @@ +import taichi as ti +import taichi.math as tm +from functools import reduce + +@ti.kernel +def sepconv_out(tenIn: ti.types.ndarray(), tenVer: ti.types.ndarray(), tenHor: ti.types.ndarray(), tenOut: ti.types.ndarray()): + N, C, H, W = tenIn.shape + intIndex = 0 + for i, ch, y, x in ti.ndrange(N, C, H, W): + fltOut, fltKahanc, fltKahany, fltKahant = 0.0, 0.0, 0.0, 0.0 + for intFy, intFx in ti.ndrange(tenVer.shape[1], tenHor.shape[1]): + fltKahany = tenIn[i, ch, y + intFy, x + intFx] * tenVer[i, intFy, y, x] * tenHor[i, intFx, y, x] + fltKahany = fltKahany - fltKahanc + fltKahant = fltOut + fltKahany + fltKahanc = (fltKahant - fltOut) - fltKahany + fltOut = fltKahant + tenOut[intIndex] = fltOut + intIndex += 1 + + +def worker_interface(op_name, tensors): + if op_name == "sepconv_out": + tenIn, tenVer, tenHor = tensors + real_tenOut_shape = [ + tenIn.shape[0], + tenIn.shape[1], + tenVer.shape[2] and tenHor.shape[2], + tenVer.shape[3] and tenHor.shape[3], + ] + tenOut = tenIn.new_zeros([ + int(reduce(lambda a, b: a * b, real_tenOut_shape)) + ]) + sepconv_out(tenIn, tenVer, tenHor, tenOut) + tenOut = tenOut.view(*real_tenOut_shape) + return (tenOut, ) + + raise NotImplementedError(op_name) + +__all__ = ["worker_interface"] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/utils.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..ee42b2fb05c2230930d0fe4557db361a47b54708 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/utils.py @@ -0,0 +1,11 @@ +import platform +import torch +def to_shared_memory(tensors: tuple[torch.Tensor]): + return [tensor.cpu() for tensor in tensors if tensor is not None] + """ if platform.system() == "Windows": + return [tensor.cpu() for tensor in tensors if tensor is not None] + + return [tensor.share_memory_() for tensor in tensors if tensor is not None] """ + +def to_device(tensors: tuple[torch.Tensor], device: torch.device): + return [tensor.to(device) for tensor in tensors if tensor is not None] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/worker_process.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/worker_process.py new file mode 100644 index 0000000000000000000000000000000000000000..586d06a9e310247fcdd2368f8e362eeaaddac1fd --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/ops/taichi_ops/worker_process.py @@ -0,0 +1,26 @@ +import torch.multiprocessing as mp +import torch +from .raw_softsplat import worker_interface as raw_softsplat +from .costvol import worker_interface as costvol +from .sepconv import worker_interface as sepconv +from .utils import to_shared_memory, to_device +import taichi as ti +import traceback + +def f(child_conn, device: torch.DeviceObjType): + ti.init(arch=ti.gpu) + while True: + op_name, tensors = child_conn.recv() + tensors = to_device(tensors, device) + try: + if "softsplat" in op_name: + result = raw_softsplat(op_name, tensors) + elif "costvol" in op_name: + result = costvol(op_name, tensors) + elif "sepconv" in op_name: + result = sepconv(op_name, tensors) + else: + raise NotImplementedError(op_name) + child_conn.send(to_shared_memory(result)) + except: + child_conn.send(traceback.format_exc()) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..9c9e82dbeebcd7dcd49acc16703fbcea110d0657 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/__init__.py @@ -0,0 +1,107 @@ +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, generic_frame_loop, InterpolationStateList +import typing +from comfy.model_management import get_torch_device +import re +from functools import cmp_to_key +from packaging import version + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAME_VER_DICT = { + "rife40.pth": "4.0", + "rife41.pth": "4.0", + "rife42.pth": "4.2", + "rife43.pth": "4.3", + "rife44.pth": "4.3", + "rife45.pth": "4.5", + "rife46.pth": "4.6", + "rife47.pth": "4.7", + "rife48.pth": "4.7", + "rife49.pth": "4.7", + "sudo_rife4_269.662_testV1_scale1.pth": "4.0" + #Arch 4.10 doesn't work due to state dict mismatch + #TODO: Investigating and fix it + #"rife410.pth": "4.10", + #"rife411.pth": "4.10", + #"rife412.pth": "4.10" +} + +class RIFE_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": ( + sorted(list(CKPT_NAME_VER_DICT.keys()), key=lambda ckpt_name: version.parse(CKPT_NAME_VER_DICT[ckpt_name])), + {"default": "rife47.pth"} + ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 1}), + "fast_mode": ("BOOLEAN", {"default":True}), + "ensemble": ("BOOLEAN", {"default":True}), + "scale_factor": ([0.25, 0.5, 1.0, 2.0, 4.0], {"default": 1.0}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + fast_mode = False, + ensemble = False, + scale_factor = 1.0, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + """ + Perform video frame interpolation using a given checkpoint model. + + Args: + ckpt_name (str): The name of the checkpoint model to use. + frames (torch.Tensor): A tensor containing input video frames. + clear_cache_after_n_frames (int, optional): The number of frames to process before clearing CUDA cache + to prevent memory overflow. Defaults to 10. Lower numbers are safer but mean more processing time. + How high you should set it depends on how many input frames there are, input resolution (after upscaling), + how many times you want to multiply them, and how long you're willing to wait for the process to complete. + multiplier (int, optional): The multiplier for each input frame. 60 input frames * 2 = 120 output frames. Defaults to 2. + + Returns: + tuple: A tuple containing the output interpolated frames. + + Note: + This method interpolates frames in a video sequence using a specified checkpoint model. + It processes each frame sequentially, generating interpolated frames between them. + + To prevent memory overflow, it clears the CUDA cache after processing a specified number of frames. + """ + from .rife_arch import IFNet + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + arch_ver = CKPT_NAME_VER_DICT[ckpt_name] + interpolation_model = IFNet(arch_ver=arch_ver) + interpolation_model.load_state_dict(torch.load(model_path)) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model, scale_list, in_fast_mode, in_ensemble): + return model(frame_0, frame_1, timestep, scale_list, in_fast_mode, in_ensemble) + + scale_list = [8 / scale_factor, 4 / scale_factor, 2 / scale_factor, 1 / scale_factor] + + args = [interpolation_model, scale_list, fast_mode, ensemble] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/rife_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/rife_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..cf2b4545298a1f34d8429e93f0aa4f43c06c090e --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/rife/rife_arch.py @@ -0,0 +1,586 @@ +""" +26-Dez-21 +https://github.com/hzwer/Practical-RIFE +https://github.com/hzwer/Practical-RIFE/blob/main/model/warplayer.py +https://github.com/HolyWu/vs-rife/blob/master/vsrife/__init__.py +""" +from torch.nn.parallel import DistributedDataParallel as DDP +from torch.optim import AdamW +import torch +import torch.nn.functional as F +import torch.nn as nn +import torch.optim as optim +import warnings +from comfy.model_management import get_torch_device + +device = get_torch_device() +backwarp_tenGrid = {} + + +class ResConv(nn.Module): + def __init__(self, c, dilation=1): + super(ResConv, self).__init__() + self.conv = nn.Conv2d(c, c, 3, 1, dilation, dilation=dilation, groups=1) + self.beta = nn.Parameter(torch.ones((1, c, 1, 1)), requires_grad=True) + self.relu = nn.LeakyReLU(0.2, True) + + def forward(self, x): + return self.relu(self.conv(x) * self.beta + x) + + +def warp(tenInput, tenFlow): + k = (str(tenFlow.device), str(tenFlow.size())) + if k not in backwarp_tenGrid: + tenHorizontal = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[3], device=device) + .view(1, 1, 1, tenFlow.shape[3]) + .expand(tenFlow.shape[0], -1, tenFlow.shape[2], -1) + ) + tenVertical = ( + torch.linspace(-1.0, 1.0, tenFlow.shape[2], device=device) + .view(1, 1, tenFlow.shape[2], 1) + .expand(tenFlow.shape[0], -1, -1, tenFlow.shape[3]) + ) + backwarp_tenGrid[k] = torch.cat([tenHorizontal, tenVertical], 1).to(device) + + tenFlow = torch.cat( + [ + tenFlow[:, 0:1, :, :] / ((tenInput.shape[3] - 1.0) / 2.0), + tenFlow[:, 1:2, :, :] / ((tenInput.shape[2] - 1.0) / 2.0), + ], + 1, + ) + + g = (backwarp_tenGrid[k] + tenFlow).permute(0, 2, 3, 1) + + if tenInput.type() == "torch.cuda.HalfTensor": + g = g.half() + + padding_mode = "border" + if device.type == "mps": + # https://github.com/pytorch/pytorch/issues/125098 + padding_mode = "zeros" + g = g.clamp(-1, 1) + return torch.nn.functional.grid_sample( + input=tenInput, + grid=g, + mode="bilinear", + padding_mode=padding_mode, + align_corners=True, + ) + + +def conv( + in_planes, + out_planes, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + arch_ver="4.0", +): + if arch_ver == "4.0": + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + nn.PReLU(out_planes), + ) + if arch_ver in ["4.2", "4.3", "4.5", "4.6", "4.7", "4.10"]: + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + nn.LeakyReLU(0.2, True), + ) + + +def conv_woact(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ), + ) + + +def conv_woact(in_planes, out_planes, kernel_size=3, stride=1, padding=1, dilation=1): + return nn.Sequential( + nn.Conv2d( + in_planes, + out_planes, + kernel_size=kernel_size, + stride=stride, + padding=padding, + dilation=dilation, + bias=True, + ) + ) + + +def deconv(in_planes, out_planes, kernel_size=4, stride=2, padding=1, arch_ver="4.0"): + if arch_ver == "4.0": + return nn.Sequential( + torch.nn.ConvTranspose2d( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=4, + stride=2, + padding=1, + bias=True, + ), + nn.PReLU(out_planes), + ) + if arch_ver in ["4.2", "4.3", "4.5", "4.6", "4.7", "4.10"]: + return nn.Sequential( + torch.nn.ConvTranspose2d( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=4, + stride=2, + padding=1, + bias=True, + ), + nn.LeakyReLU(0.2, True), + ) + + +class Conv2(nn.Module): + def __init__(self, in_planes, out_planes, stride=2, arch_ver="4.0"): + super(Conv2, self).__init__() + self.conv1 = conv(in_planes, out_planes, 3, stride, 1, arch_ver=arch_ver) + self.conv2 = conv(out_planes, out_planes, 3, 1, 1, arch_ver=arch_ver) + + def forward(self, x): + x = self.conv1(x) + x = self.conv2(x) + return x + + +class IFBlock(nn.Module): + def __init__(self, in_planes, c=64, arch_ver="4.0"): + super(IFBlock, self).__init__() + self.arch_ver = arch_ver + self.conv0 = nn.Sequential( + conv(in_planes, c // 2, 3, 2, 1, arch_ver=arch_ver), + conv(c // 2, c, 3, 2, 1, arch_ver=arch_ver), + ) + self.arch_ver = arch_ver + + if arch_ver in ["4.0", "4.2", "4.3"]: + self.convblock = nn.Sequential( + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + conv(c, c, arch_ver=arch_ver), + ) + self.lastconv = nn.ConvTranspose2d(c, 5, 4, 2, 1) + + if arch_ver in ["4.5", "4.6", "4.7", "4.10"]: + self.convblock = nn.Sequential( + ResConv(c), + ResConv(c), + ResConv(c), + ResConv(c), + ResConv(c), + ResConv(c), + ResConv(c), + ResConv(c), + ) + if arch_ver == "4.5": + self.lastconv = nn.Sequential( + nn.ConvTranspose2d(c, 4 * 5, 4, 2, 1), nn.PixelShuffle(2) + ) + if arch_ver in ["4.6", "4.7", "4.10"]: + self.lastconv = nn.Sequential( + nn.ConvTranspose2d(c, 4 * 6, 4, 2, 1), nn.PixelShuffle(2) + ) + + def forward(self, x, flow=None, scale=1): + x = F.interpolate( + x, scale_factor=1.0 / scale, mode="bilinear", align_corners=False + ) + if flow is not None: + flow = ( + F.interpolate( + flow, scale_factor=1.0 / scale, mode="bilinear", align_corners=False + ) + * 1.0 + / scale + ) + x = torch.cat((x, flow), 1) + feat = self.conv0(x) + if self.arch_ver == "4.0": + feat = self.convblock(feat) + feat + if self.arch_ver in ["4.2", "4.3", "4.5", "4.6", "4.7", "4.10"]: + feat = self.convblock(feat) + + tmp = self.lastconv(feat) + if self.arch_ver in ["4.0", "4.2", "4.3"]: + tmp = F.interpolate( + tmp, scale_factor=scale * 2, mode="bilinear", align_corners=False + ) + flow = tmp[:, :4] * scale * 2 + if self.arch_ver in ["4.5", "4.6", "4.7", "4.10"]: + tmp = F.interpolate( + tmp, scale_factor=scale, mode="bilinear", align_corners=False + ) + flow = tmp[:, :4] * scale + mask = tmp[:, 4:5] + return flow, mask + + +class Contextnet(nn.Module): + def __init__(self, arch_ver="4.0"): + super(Contextnet, self).__init__() + c = 16 + self.conv1 = Conv2(3, c, arch_ver=arch_ver) + self.conv2 = Conv2(c, 2 * c, arch_ver=arch_ver) + self.conv3 = Conv2(2 * c, 4 * c, arch_ver=arch_ver) + self.conv4 = Conv2(4 * c, 8 * c, arch_ver=arch_ver) + + def forward(self, x, flow): + x = self.conv1(x) + flow = ( + F.interpolate(flow, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + f1 = warp(x, flow) + x = self.conv2(x) + flow = ( + F.interpolate(flow, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + f2 = warp(x, flow) + x = self.conv3(x) + flow = ( + F.interpolate(flow, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + f3 = warp(x, flow) + x = self.conv4(x) + flow = ( + F.interpolate(flow, scale_factor=0.5, mode="bilinear", align_corners=False) + * 0.5 + ) + f4 = warp(x, flow) + return [f1, f2, f3, f4] + + +class Unet(nn.Module): + def __init__(self, arch_ver="4.0"): + super(Unet, self).__init__() + c = 16 + self.down0 = Conv2(17, 2 * c, arch_ver=arch_ver) + self.down1 = Conv2(4 * c, 4 * c, arch_ver=arch_ver) + self.down2 = Conv2(8 * c, 8 * c, arch_ver=arch_ver) + self.down3 = Conv2(16 * c, 16 * c, arch_ver=arch_ver) + self.up0 = deconv(32 * c, 8 * c, arch_ver=arch_ver) + self.up1 = deconv(16 * c, 4 * c, arch_ver=arch_ver) + self.up2 = deconv(8 * c, 2 * c, arch_ver=arch_ver) + self.up3 = deconv(4 * c, c, arch_ver=arch_ver) + self.conv = nn.Conv2d(c, 3, 3, 1, 1) + + def forward(self, img0, img1, warped_img0, warped_img1, mask, flow, c0, c1): + s0 = self.down0( + torch.cat((img0, img1, warped_img0, warped_img1, mask, flow), 1) + ) + s1 = self.down1(torch.cat((s0, c0[0], c1[0]), 1)) + s2 = self.down2(torch.cat((s1, c0[1], c1[1]), 1)) + s3 = self.down3(torch.cat((s2, c0[2], c1[2]), 1)) + x = self.up0(torch.cat((s3, c0[3], c1[3]), 1)) + x = self.up1(torch.cat((x, s2), 1)) + x = self.up2(torch.cat((x, s1), 1)) + x = self.up3(torch.cat((x, s0), 1)) + x = self.conv(x) + return torch.sigmoid(x) + + +""" +currently supports 4.0-4.12 + +4.0: 4.0, 4.1 +4.2: 4.2 +4.3: 4.3, 4.4 +4.5: 4.5 +4.6: 4.6 +4.7: 4.7, 4.8, 4.9 +4.10: 4.10 4.11 4.12 +""" + + +class IFNet(nn.Module): + def __init__(self, arch_ver="4.0"): + super(IFNet, self).__init__() + self.arch_ver = arch_ver + if arch_ver in ["4.0", "4.2", "4.3", "4.5", "4.6"]: + self.block0 = IFBlock(7, c=192, arch_ver=arch_ver) + self.block1 = IFBlock(8 + 4, c=128, arch_ver=arch_ver) + self.block2 = IFBlock(8 + 4, c=96, arch_ver=arch_ver) + self.block3 = IFBlock(8 + 4, c=64, arch_ver=arch_ver) + if arch_ver in ["4.7"]: + self.block0 = IFBlock(7 + 8, c=192, arch_ver=arch_ver) + self.block1 = IFBlock(8 + 4 + 8, c=128, arch_ver=arch_ver) + self.block2 = IFBlock(8 + 4 + 8, c=96, arch_ver=arch_ver) + self.block3 = IFBlock(8 + 4 + 8, c=64, arch_ver=arch_ver) + self.encode = nn.Sequential( + nn.Conv2d(3, 16, 3, 2, 1), nn.ConvTranspose2d(16, 4, 4, 2, 1) + ) + if arch_ver in ["4.10"]: + self.block0 = IFBlock(7 + 16, c=192) + self.block1 = IFBlock(8 + 4 + 16, c=128) + self.block2 = IFBlock(8 + 4 + 16, c=96) + self.block3 = IFBlock(8 + 4 + 16, c=64) + self.encode = nn.Sequential( + nn.Conv2d(3, 32, 3, 2, 1), + nn.LeakyReLU(0.2, True), + nn.Conv2d(32, 32, 3, 1, 1), + nn.LeakyReLU(0.2, True), + nn.Conv2d(32, 32, 3, 1, 1), + nn.LeakyReLU(0.2, True), + nn.ConvTranspose2d(32, 8, 4, 2, 1), + ) + + if arch_ver in ["4.0", "4.2", "4.3"]: + self.contextnet = Contextnet(arch_ver=arch_ver) + self.unet = Unet(arch_ver=arch_ver) + self.arch_ver = arch_ver + + def forward( + self, + img0, + img1, + timestep=0.5, + scale_list=[8, 4, 2, 1], + training=True, + fastmode=True, + ensemble=False, + return_flow=False, + ): + img0 = torch.clamp(img0, 0, 1) + img1 = torch.clamp(img1, 0, 1) + + n, c, h, w = img0.shape + ph = ((h - 1) // 64 + 1) * 64 + pw = ((w - 1) // 64 + 1) * 64 + padding = (0, pw - w, 0, ph - h) + img0 = F.pad(img0, padding) + img1 = F.pad(img1, padding) + x = torch.cat((img0, img1), 1) + + if training == False: + channel = x.shape[1] // 2 + img0 = x[:, :channel] + img1 = x[:, channel:] + if not torch.is_tensor(timestep): + timestep = (x[:, :1].clone() * 0 + 1) * timestep + else: + timestep = timestep.repeat(1, 1, img0.shape[2], img0.shape[3]) + + flow_list = [] + merged = [] + mask_list = [] + + if self.arch_ver in ["4.7", "4.10"]: + f0 = self.encode(img0[:, :3]) + f1 = self.encode(img1[:, :3]) + + warped_img0 = img0 + warped_img1 = img1 + flow = None + mask = None + block = [self.block0, self.block1, self.block2, self.block3] + + for i in range(4): + if flow is None: + # 4.0-4.6 + if self.arch_ver in ["4.0", "4.2", "4.3", "4.5", "4.6"]: + flow, mask = block[i]( + torch.cat((img0[:, :3], img1[:, :3], timestep), 1), + None, + scale=scale_list[i], + ) + if ensemble: + f1, m1 = block[i]( + torch.cat((img1[:, :3], img0[:, :3], 1 - timestep), 1), + None, + scale=scale_list[i], + ) + flow = (flow + torch.cat((f1[:, 2:4], f1[:, :2]), 1)) / 2 + mask = (mask + (-m1)) / 2 + + # 4.7+ + if self.arch_ver in ["4.7", "4.10"]: + flow, mask = block[i]( + torch.cat((img0[:, :3], img1[:, :3], f0, f1, timestep), 1), + None, + scale=scale_list[i], + ) + + if ensemble: + f_, m_ = block[i]( + torch.cat( + (img1[:, :3], img0[:, :3], f1, f0, 1 - timestep), 1 + ), + None, + scale=scale_list[i], + ) + flow = (flow + torch.cat((f_[:, 2:4], f_[:, :2]), 1)) / 2 + mask = (mask + (-m_)) / 2 + + else: + # 4.0-4.6 + if self.arch_ver in ["4.0", "4.2", "4.3", "4.5", "4.6"]: + f0, m0 = block[i]( + torch.cat( + (warped_img0[:, :3], warped_img1[:, :3], timestep, mask), 1 + ), + flow, + scale=scale_list[i], + ) + + if self.arch_ver in ["4.0"]: + if ( + i == 1 + and f0[:, :2].abs().max() > 32 + and f0[:, 2:4].abs().max() > 32 + and not training + ): + for k in range(4): + scale_list[k] *= 2 + flow, mask = block[0]( + torch.cat((img0[:, :3], img1[:, :3], timestep), 1), + None, + scale=scale_list[0], + ) + warped_img0 = warp(img0, flow[:, :2]) + warped_img1 = warp(img1, flow[:, 2:4]) + f0, m0 = block[i]( + torch.cat( + ( + warped_img0[:, :3], + warped_img1[:, :3], + timestep, + mask, + ), + 1, + ), + flow, + scale=scale_list[i], + ) + + # 4.7+ + if self.arch_ver in ["4.7", "4.10"]: + fd, m0 = block[i]( + torch.cat( + ( + warped_img0[:, :3], + warped_img1[:, :3], + warp(f0, flow[:, :2]), + warp(f1, flow[:, 2:4]), + timestep, + mask, + ), + 1, + ), + flow, + scale=scale_list[i], + ) + flow = flow + fd + + # 4.0-4.6 ensemble + if ensemble and self.arch_ver in [ + "4.0", + "4.2", + "4.3", + "4.5", + "4.6", + ]: + f1, m1 = block[i]( + torch.cat( + ( + warped_img1[:, :3], + warped_img0[:, :3], + 1 - timestep, + -mask, + ), + 1, + ), + torch.cat((flow[:, 2:4], flow[:, :2]), 1), + scale=scale_list[i], + ) + f0 = (f0 + torch.cat((f1[:, 2:4], f1[:, :2]), 1)) / 2 + m0 = (m0 + (-m1)) / 2 + + # 4.7+ ensemble + if ensemble and self.arch_ver in ["4.7", "4.10"]: + wf0 = warp(f0, flow[:, :2]) + wf1 = warp(f1, flow[:, 2:4]) + + f_, m_ = block[i]( + torch.cat( + ( + warped_img1[:, :3], + warped_img0[:, :3], + wf1, + wf0, + 1 - timestep, + -mask, + ), + 1, + ), + torch.cat((flow[:, 2:4], flow[:, :2]), 1), + scale=scale_list[i], + ) + fd = (fd + torch.cat((f_[:, 2:4], f_[:, :2]), 1)) / 2 + mask = (m0 + (-m_)) / 2 + + if self.arch_ver in ["4.0", "4.2", "4.3", "4.5", "4.6"]: + flow = flow + f0 + mask = mask + m0 + + if not ensemble and self.arch_ver in ["4.7", "4.10"]: + mask = m0 + + mask_list.append(mask) + flow_list.append(flow) + warped_img0 = warp(img0, flow[:, :2]) + warped_img1 = warp(img1, flow[:, 2:4]) + merged.append((warped_img0, warped_img1)) + + if self.arch_ver in ["4.0", "4.1", "4.2", "4.3", "4.4", "4.5", "4.6"]: + mask_list[3] = torch.sigmoid(mask_list[3]) + merged[3] = merged[3][0] * mask_list[3] + merged[3][1] * (1 - mask_list[3]) + + if self.arch_ver in ["4.7", "4.10"]: + mask = torch.sigmoid(mask) + merged[3] = warped_img0 * mask + warped_img1 * (1 - mask) + + if not fastmode and self.arch_ver in ["4.0", "4.2", "4.3"]: + c0 = self.contextnet(img0, flow[:, :2]) + c1 = self.contextnet(img1, flow[:, 2:4]) + tmp = self.unet(img0, img1, warped_img0, warped_img1, mask, flow, c0, c1) + res = tmp[:, :3] * 2 - 1 + merged[3] = torch.clamp(merged[3] + res, 0, 1) + return merged[3][:, :, :h, :w] \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..eb62e76289052ff8a0bc7c9260b664c62e2e033a --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/__init__.py @@ -0,0 +1,56 @@ +import torch +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames +import typing +from comfy.model_management import soft_empty_cache, get_torch_device +from vfi_utils import InterpolationStateList, generic_frame_loop + +MODEL_TYPE = pathlib.Path(__file__).parent.name +CKPT_NAMES = ["sepconv.pth"] + + +class SepconvVFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (CKPT_NAMES, ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 1000}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .sepconv_enhanced import Network + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + interpolation_model = Network() + interpolation_model.load_state_dict(torch.load(model_path)) + interpolation_model.eval().to(get_torch_device()) + frames = preprocess_frames(frames) + + def return_middle_frame(frame_0, frame_1, timestep, model): + return model(frame_0, frame_1) + + args = [interpolation_model] + out = postprocess_frames( + generic_frame_loop(type(self).__name__, frames, clear_cache_after_n_frames, multiplier, return_middle_frame, *args, + interpolation_states=optional_interpolation_states, use_timestep=False, dtype=torch.float32) + ) + return (out,) diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/sepconv_enhanced.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/sepconv_enhanced.py new file mode 100644 index 0000000000000000000000000000000000000000..e5a747ee5053bd7b1053e1a432cf86a0164a2223 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/sepconv/sepconv_enhanced.py @@ -0,0 +1,748 @@ +""" +23-nov-21 +https://github.com/sniklaus/revisiting-sepconv/blob/fea509d98157170df1fb35bf615bd41d98858e1a/run.py +https://github.com/sniklaus/revisiting-sepconv/blob/fea509d98157170df1fb35bf615bd41d98858e1a/sepconv/sepconv.py +Deleted stuffs about arguments_strModel and getopt +""" +#!/usr/bin/env python +import torch +import typing +from comfy.model_management import get_torch_device + +########################################################## +from vfi_models.ops import sepconv_func +########################################################## + + + + + +import torch + +import math +import numpy +import os +import PIL +import PIL.Image +import sys +import typing + +########################################################## + +assert ( + int(str("").join(torch.__version__.split(".")[0:2])) >= 13 +) # requires at least pytorch version 1.3.0 + +torch.set_grad_enabled( + False +) # make sure to not compute gradients for computational performance + +torch.backends.cudnn.enabled = ( + True # make sure to use cudnn for computational performance +) + +########################################################## + +########################################################## + + +class Basic(torch.nn.Module): + def __init__( + self, + strType: str, + intChans: typing.List[int], + objScratch: typing.Optional[typing.Dict] = None, + ): + super().__init__() + + self.strType = strType + self.netEvenize = None + self.netMain = None + self.netShortcut = None + + intIn = intChans[0] + intOut = intChans[-1] + netMain = [] + intChans = intChans.copy() + fltStride = 1.0 + + for intPart, strPart in enumerate(self.strType.split("+")[0].split("-")): + if strPart.startswith("conv") == True: + intKsize = 3 + intPad = 1 + strPad = "zeros" + + if "(" in strPart: + intKsize = int(strPart.split("(")[1].split(")")[0].split(",")[0]) + intPad = int(math.floor(0.5 * (intKsize - 1))) + + if "replpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "replicate" + if "reflpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "reflect" + # end + + if "nopad" in self.strType.split("+"): + intPad = 0 + # end + + netMain += [ + torch.nn.Conv2d( + in_channels=intChans[0], + out_channels=intChans[1], + kernel_size=intKsize, + stride=1, + padding=intPad, + padding_mode=strPad, + bias="nobias" not in self.strType.split("+"), + ) + ] + intChans = intChans[1:] + fltStride *= 1.0 + + elif strPart.startswith("sconv") == True: + intKsize = 3 + intPad = 1 + strPad = "zeros" + + if "(" in strPart: + intKsize = int(strPart.split("(")[1].split(")")[0].split(",")[0]) + intPad = int(math.floor(0.5 * (intKsize - 1))) + + if "replpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "replicate" + if "reflpad" in strPart.split("(")[1].split(")")[0].split(","): + strPad = "reflect" + # end + + if "nopad" in self.strType.split("+"): + intPad = 0 + # end + + netMain += [ + torch.nn.Conv2d( + in_channels=intChans[0], + out_channels=intChans[1], + kernel_size=intKsize, + stride=2, + padding=intPad, + padding_mode=strPad, + bias="nobias" not in self.strType.split("+"), + ) + ] + intChans = intChans[1:] + fltStride *= 2.0 + + elif strPart.startswith("up") == True: + + class Up(torch.nn.Module): + def __init__(self, strType): + super().__init__() + + self.strType = strType + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + if self.strType == "nearest": + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=2.0, + mode="nearest", + align_corners=False, + ) + + elif self.strType == "bilinear": + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=2.0, + mode="bilinear", + align_corners=False, + ) + + elif self.strType == "pyramid": + return pyramid(tenIn, None, "up") + + elif self.strType == "shuffle": + return torch.nn.functional.pixel_shuffle( + tenIn, upscale_factor=2 + ) # https://github.com/pytorch/pytorch/issues/62854 + + # end + + assert False # to make torchscript happy + + # end + + # end + + strType = "bilinear" + + if "(" in strPart: + if "nearest" in strPart.split("(")[1].split(")")[0].split(","): + strType = "nearest" + if "pyramid" in strPart.split("(")[1].split(")")[0].split(","): + strType = "pyramid" + if "shuffle" in strPart.split("(")[1].split(")")[0].split(","): + strType = "shuffle" + # end + + netMain += [Up(strType)] + fltStride *= 0.5 + + elif strPart.startswith("prelu") == True: + netMain += [ + torch.nn.PReLU( + num_parameters=1, + init=float(strPart.split("(")[1].split(")")[0].split(",")[0]), + ) + ] + fltStride *= 1.0 + + elif True: + assert False + + # end + # end + + self.netMain = torch.nn.Sequential(*netMain) + + for strPart in self.strType.split("+")[1:]: + if strPart.startswith("skip") == True: + if intIn == intOut and fltStride == 1.0: + self.netShortcut = torch.nn.Identity() + + elif intIn != intOut and fltStride == 1.0: + self.netShortcut = torch.nn.Conv2d( + in_channels=intIn, + out_channels=intOut, + kernel_size=1, + stride=1, + padding=0, + bias="nobias" not in self.strType.split("+"), + ) + + elif intIn == intOut and fltStride != 1.0: + + class Down(torch.nn.Module): + def __init__(self, fltScale): + super().__init__() + + self.fltScale = fltScale + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=self.fltScale, + mode="bilinear", + align_corners=False, + ) + + # end + + # end + + self.netShortcut = Down(1.0 / fltStride) + + elif intIn != intOut and fltStride != 1.0: + + class Down(torch.nn.Module): + def __init__(self, fltScale): + super().__init__() + + self.fltScale = fltScale + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + return torch.nn.functional.interpolate( + input=tenIn, + scale_factor=self.fltScale, + mode="bilinear", + align_corners=False, + ) + + # end + + # end + + self.netShortcut = torch.nn.Sequential( + Down(1.0 / fltStride), + torch.nn.Conv2d( + in_channels=intIn, + out_channels=intOut, + kernel_size=1, + stride=1, + padding=0, + bias="nobias" not in self.strType.split("+"), + ), + ) + + # end + + elif strPart.startswith("...") == True: + pass + + # end + # end + + assert len(intChans) == 1 + + # end + + def forward(self, tenIn: torch.Tensor) -> torch.Tensor: + if self.netEvenize is not None: + tenIn = self.netEvenize(tenIn) + # end + + tenOut = self.netMain(tenIn) + + if self.netShortcut is not None: + tenOut = tenOut + self.netShortcut(tenIn) + # end + + return tenOut + + # end + + +# end + + +class Encode(torch.nn.Module): + objScratch: typing.Dict[str, typing.List[int]] = None + + def __init__( + self, + intIns: typing.List[int], + intOuts: typing.List[int], + strHor: str, + strVer: str, + objScratch: typing.Dict[str, typing.List[int]], + ): + super().__init__() + + assert len(intIns) == len(intOuts) + assert len(intOuts) == len(intIns) + + self.intRows = len(intIns) and len(intOuts) + self.intIns = intIns.copy() + self.intOuts = intOuts.copy() + self.strHor = strHor + self.strVer = strVer + self.objScratch = objScratch + + self.netHor = torch.nn.ModuleList() + self.netVer = torch.nn.ModuleList() + + for intRow in range(self.intRows): + netHor = torch.nn.Identity() + netVer = torch.nn.Identity() + + if self.intOuts[intRow] != 0: + if self.intIns[intRow] != 0: + netHor = Basic( + self.strHor, + [ + self.intIns[intRow], + self.intOuts[intRow], + self.intOuts[intRow], + ], + objScratch, + ) + # end + + if intRow != 0: + netVer = Basic( + self.strVer, + [ + self.intOuts[intRow - 1], + self.intOuts[intRow], + self.intOuts[intRow], + ], + objScratch, + ) + # end + # end + + self.netHor.append(netHor) + self.netVer.append(netVer) + # end + + # end + + def forward(self, tenIns: typing.List[torch.Tensor]) -> typing.List[torch.Tensor]: + intRow = 0 + for netHor in self.netHor: + if self.intOuts[intRow] != 0: + if self.intIns[intRow] != 0: + tenIns[intRow] = netHor(tenIns[intRow]) + # end + # end + intRow += 1 + # end + + intRow = 0 + for netVer in self.netVer: + if self.intOuts[intRow] != 0: + if intRow != 0: + tenIns[intRow] = tenIns[intRow] + netVer(tenIns[intRow - 1]) + # end + # end + intRow += 1 + # end + + for intRow, tenIn in enumerate(tenIns): + self.objScratch["levelshape" + str(intRow)] = tenIn.shape + # end + + return tenIns + + # end + + +# end + + +class Decode(torch.nn.Module): + objScratch: typing.Dict[str, typing.List[int]] = None + + def __init__( + self, + intIns: typing.List[int], + intOuts: typing.List[int], + strHor: str, + strVer: str, + objScratch: typing.Dict[str, typing.List[int]], + ): + super().__init__() + + assert len(intIns) == len(intOuts) + assert len(intOuts) == len(intIns) + + self.intRows = len(intIns) and len(intOuts) + self.intIns = intIns.copy() + self.intOuts = intOuts.copy() + self.strHor = strHor + self.strVer = strVer + self.objScratch = objScratch + + self.netHor = torch.nn.ModuleList() + self.netVer = torch.nn.ModuleList() + + for intRow in range(self.intRows - 1, -1, -1): + netHor = torch.nn.Identity() + netVer = torch.nn.Identity() + + if self.intOuts[intRow] != 0: + if self.intIns[intRow] != 0: + netHor = Basic( + self.strHor, + [ + self.intIns[intRow], + self.intOuts[intRow], + self.intOuts[intRow], + ], + objScratch, + ) + # end + + if intRow != self.intRows - 1: + netVer = Basic( + self.strVer, + [ + self.intOuts[intRow + 1], + self.intOuts[intRow], + self.intOuts[intRow], + ], + objScratch, + ) + # end + # end + + self.netHor.append(netHor) + self.netVer.append(netVer) + # end + + # end + + def forward(self, tenIns: typing.List[torch.Tensor]) -> typing.List[torch.Tensor]: + intRow = self.intRows - 1 + for netHor in self.netHor: + if self.intOuts[intRow] != 0: + if self.intIns[intRow] != 0: + tenIns[intRow] = netHor(tenIns[intRow]) + # end + # end + intRow -= 1 + # end + + intRow = self.intRows - 1 + for netVer in self.netVer: + if self.intOuts[intRow] != 0: + if intRow != self.intRows - 1: + tenVer = netVer(tenIns[intRow + 1]) + + if "levelshape" + str(intRow) in self.objScratch: + if ( + tenVer.shape[2] + == self.objScratch["levelshape" + str(intRow)][2] + 1 + ): + tenVer = torch.nn.functional.pad( + input=tenVer, + pad=[0, 0, 0, -1], + mode="constant", + value=0.0, + ) + if ( + tenVer.shape[3] + == self.objScratch["levelshape" + str(intRow)][3] + 1 + ): + tenVer = torch.nn.functional.pad( + input=tenVer, + pad=[0, -1, 0, 0], + mode="constant", + value=0.0, + ) + # end + + tenIns[intRow] = tenIns[intRow] + tenVer + # end + # end + intRow -= 1 + # end + + return tenIns + + # end + + +# end + +########################################################## + + +class Network(torch.nn.Module): + def __init__(self): + super().__init__() + + self.intEncdec = [1, 1] + self.intChannels = [32, 64, 128, 256, 512] + + self.objScratch = {} + + self.netInput = torch.nn.Conv2d( + in_channels=3, + out_channels=int(round(0.5 * self.intChannels[0])), + kernel_size=3, + stride=1, + padding=1, + padding_mode="zeros", + ) + + self.netEncode = torch.nn.Sequential( + *( + [ + Encode( + [0] * len(self.intChannels), + self.intChannels, + "prelu(0.25)-conv(3)-prelu(0.25)-conv(3)+skip", + "prelu(0.25)-sconv(3)-prelu(0.25)-conv(3)", + self.objScratch, + ) + ] + + [ + Encode( + self.intChannels, + self.intChannels, + "prelu(0.25)-conv(3)-prelu(0.25)-conv(3)+skip", + "prelu(0.25)-sconv(3)-prelu(0.25)-conv(3)", + self.objScratch, + ) + for intEncdec in range(1, self.intEncdec[0]) + ] + ) + ) + + self.netDecode = torch.nn.Sequential( + *( + [ + Decode( + [0] + self.intChannels[1:], + [0] + self.intChannels[1:], + "prelu(0.25)-conv(3)-prelu(0.25)-conv(3)+skip", + "prelu(0.25)-up(bilinear)-conv(3)-prelu(0.25)-conv(3)", + self.objScratch, + ) + for intEncdec in range(0, self.intEncdec[1]) + ] + ) + ) + + self.netVerone = Basic( + "up(bilinear)-conv(3)-prelu(0.25)-conv(3)", + [self.intChannels[1], self.intChannels[1], 51], + ) + self.netVertwo = Basic( + "up(bilinear)-conv(3)-prelu(0.25)-conv(3)", + [self.intChannels[1], self.intChannels[1], 51], + ) + self.netHorone = Basic( + "up(bilinear)-conv(3)-prelu(0.25)-conv(3)", + [self.intChannels[1], self.intChannels[1], 51], + ) + self.netHortwo = Basic( + "up(bilinear)-conv(3)-prelu(0.25)-conv(3)", + [self.intChannels[1], self.intChannels[1], 51], + ) + + # self.load_state_dict(torch.hub.load_state_dict_from_url(url='http://content.sniklaus.com/resepconv/network-' + arguments_strModel + '.pytorch', file_name='resepconv-' + arguments_strModel)) + + # end + + def forward(self, x1, x2): + # padding if needed + intWidth = x1.shape[3] + intHeight = x1.shape[2] + + intPadr = (2 - (intWidth % 2)) % 2 + intPadb = (2 - (intHeight % 2)) % 2 + + tenOne = torch.nn.functional.pad( + input=x1, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + tenTwo = torch.nn.functional.pad( + input=x2, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + #### + + tenSeq = [tenOne, tenTwo] + + with torch.set_grad_enabled(False): + tenStack = torch.stack(tenSeq, 1) + tenMean = ( + tenStack.view(tenStack.shape[0], -1) + .mean(1, True) + .view(tenStack.shape[0], 1, 1, 1) + ) + tenStd = ( + tenStack.view(tenStack.shape[0], -1) + .std(1, True) + .view(tenStack.shape[0], 1, 1, 1) + ) + tenSeq = [ + (tenFrame - tenMean) / (tenStd + 0.0000001) for tenFrame in tenSeq + ] + tenSeq = [tenFrame.detach() for tenFrame in tenSeq] + # end + + tenOut = self.netDecode( + self.netEncode( + [torch.cat([self.netInput(tenSeq[0]), self.netInput(tenSeq[1])], 1)] + + ([0.0] * (len(self.intChannels) - 1)) + ) + )[1] + + tenOne = torch.nn.functional.pad( + input=tenOne, + pad=[ + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + ], + mode="replicate", + ) + tenTwo = torch.nn.functional.pad( + input=tenTwo, + pad=[ + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + int(math.floor(0.5 * 51)), + ], + mode="replicate", + ) + + tenOne = torch.cat( + [ + tenOne, + tenOne.new_ones([tenOne.shape[0], 1, tenOne.shape[2], tenOne.shape[3]]), + ], + 1, + ).detach() + tenTwo = torch.cat( + [ + tenTwo, + tenTwo.new_ones([tenTwo.shape[0], 1, tenTwo.shape[2], tenTwo.shape[3]]), + ], + 1, + ).detach() + + tenVerone = self.netVerone(tenOut) + tenVertwo = self.netVertwo(tenOut) + tenHorone = self.netHorone(tenOut) + tenHortwo = self.netHortwo(tenOut) + + tenOut = sepconv_func.apply(tenOne, tenVerone, tenHorone) + sepconv_func.apply( + tenTwo, tenVertwo, tenHortwo + ) + + tenNormalize = tenOut[:, -1:, :, :] + tenNormalize[tenNormalize.abs() < 0.01] = 1.0 + tenOut = tenOut[:, :-1, :, :] / tenNormalize + + # crop if needed + return tenOut[:, :, :intHeight, :intWidth] + + # end + + +# end + +netNetwork = None + +########################################################## + + +def estimate(tenOne, tenTwo): + global netNetwork + + if netNetwork is None: + netNetwork = Network().to(get_torch_device()).eval() + # end + + assert tenOne.shape[1] == tenTwo.shape[1] + assert tenOne.shape[2] == tenTwo.shape[2] + + intWidth = tenOne.shape[2] + intHeight = tenOne.shape[1] + + assert ( + intWidth <= 1280 + ) # while our approach works with larger images, we do not recommend it unless you are aware of the implications + assert ( + intHeight <= 720 + ) # while our approach works with larger images, we do not recommend it unless you are aware of the implications + + tenPreprocessedOne = tenOne.to(get_torch_device()).view(1, 3, intHeight, intWidth) + tenPreprocessedTwo = tenTwo.to(get_torch_device()).view(1, 3, intHeight, intWidth) + + intPadr = (2 - (intWidth % 2)) % 2 + intPadb = (2 - (intHeight % 2)) % 2 + + tenPreprocessedOne = torch.nn.functional.pad( + input=tenPreprocessedOne, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + tenPreprocessedTwo = torch.nn.functional.pad( + input=tenPreprocessedTwo, pad=[0, intPadr, 0, intPadb], mode="replicate" + ) + + return netNetwork([tenPreprocessedOne, tenPreprocessedTwo])[ + 0, :, :intHeight, :intWidth + ].cpu() + + +# end diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..2d10f1ec96f25df510245e87bb7a41938ed4768b --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/__init__.py @@ -0,0 +1,100 @@ +import torch +from comfy.model_management import get_torch_device, soft_empty_cache +import numpy as np +import typing +from vfi_utils import InterpolationStateList, load_file_from_github_release, preprocess_frames, postprocess_frames, assert_batch_size +import pathlib +import warnings +import gc + +MODEL_TYPE = pathlib.Path(__file__).parent.name +device = get_torch_device() + +class STMFNet_VFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (["stmfnet.pth"], ), + "frames": ("IMAGE", ), + "clear_cache_after_n_frames": ("INT", {"default": 10, "min": 1, "max": 1000}), + "multiplier": ("INT", {"default": 2, "min": 2, "max": 2}), #TODO: Implement recursively invoking interpolator for multi-frame interpolation + "duplicate_first_last_frames": ("BOOLEAN", {"default": False}) + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ) + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + #Reference: https://github.com/danier97/ST-MFNet/blob/main/interpolate_yuv.py#L93 + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + clear_cache_after_n_frames = 10, + multiplier: typing.SupportsInt = 2, + duplicate_first_last_frames: bool = False, + optional_interpolation_states: InterpolationStateList = None, + **kwargs + ): + from .stmfnet_arch import STMFNet_Model + if multiplier != 2: + warnings.warn("Currently, ST-MFNet only supports 2x interpolation. The process will continue but please set multiplier=2 afterward") + + assert_batch_size(frames, batch_size=4, vfi_name="ST-MFNet") + interpolation_states = optional_interpolation_states + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + model = STMFNet_Model() + model.load_state_dict(torch.load(model_path)['state_dict']) + model = model.eval().to(device) + + frames = preprocess_frames(frames) + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + output_frames = [] + for frame_itr in range(len(frames) - 3): + #Does skipping frame i+1 make sanse in this case? + if interpolation_states is not None and interpolation_states.is_frame_skipped(frame_itr) and interpolation_states.is_frame_skipped(frame_itr + 1): + continue + + #Ensure that input frames are in fp32 - the same dtype as model + frame0, frame1, frame2, frame3 = ( + frames[frame_itr:frame_itr+1].float(), + frames[frame_itr+1:frame_itr+2].float(), + frames[frame_itr+2:frame_itr+3].float(), + frames[frame_itr+3:frame_itr+4].float() + ) + new_frame = model(frame0.to(device), frame1.to(device), frame2.to(device), frame3.to(device)).detach().cpu() + number_of_frames_processed_since_last_cleared_cuda_cache += 2 + + if frame_itr == 0: + output_frames.append(frame0) + if duplicate_first_last_frames: + output_frames.append(frame0) # repeat the first frame + output_frames.append(frame1) + output_frames.append(new_frame) + output_frames.append(frame2) + if frame_itr == len(frames) - 4: + output_frames.append(frame3) + if duplicate_first_last_frames: + output_frames.append(frame3) # repeat the last frame + + # Try to avoid a memory overflow by clearing cuda cache regularly + if number_of_frames_processed_since_last_cleared_cuda_cache >= clear_cache_after_n_frames: + print("Comfy-VFI: Clearing cache...", end = ' ') + soft_empty_cache() + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + print("Done cache clearing") + gc.collect() + + dtype = torch.float32 + output_frames = [frame.cpu().to(dtype=dtype) for frame in output_frames] #Ensure all frames are in cpu + out = torch.cat(output_frames, dim=0) + # clear cache for courtesy + print("Comfy-VFI: Final clearing cache...", end = ' ') + soft_empty_cache() + print("Done cache clearing") + return (postprocess_frames(out), ) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/stmfnet_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/stmfnet_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..1e495e0eabf68a39af6bc7eceef554c3777d9d5f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/stmfnet/stmfnet_arch.py @@ -0,0 +1,2858 @@ +# https://github.com/danielism97/ST-MFNet/blob/main/models/stmfnet.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/pwcnet.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/correlation/correlation.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/gridnet.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/feature.py +# https://github.com/danielism97/ST-MFNet/blob/main/utility.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/resnet_3D.py +# https://github.com/danielism97/ST-MFNet/blob/main/cupy_module/adacof.py +# https://github.com/danielism97/ST-MFNet/blob/main/cupy_module/softsplat.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/__init__.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/pwcnet.py +# https://github.com/danielism97/ST-MFNet/blob/main/models/misc/correlation/correlation.py +from torch.nn import functional as F +from torch.utils.model_zoo import load_url as load_state_dict_from_url +import cv2 +import math +import numpy +import numpy as np +import PIL +import PIL.Image +import re +import sys +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +import torch.optim.lr_scheduler as lrs +from vfi_models.ops import FunctionCorrelation, FunctionAdaCoF, ModuleSoftsplat +from vfi_utils import get_ckpt_container_path +import pathlib +MODEL_TYPE = pathlib.Path(__file__).parent.name + +#Simple way to reduce oranges on VSCode bar +def identity(x): + return x + + +def backwarp(tenInput, tenFlow): + backwarp_tenGrid = {} + backwarp_tenPartial = {} + if str(tenFlow.shape) not in backwarp_tenGrid: + tenHor = ( + torch.linspace( + -1.0 + (1.0 / tenFlow.shape[3]), + 1.0 - (1.0 / tenFlow.shape[3]), + tenFlow.shape[3], + ) + .view(1, 1, 1, -1) + .expand(-1, -1, tenFlow.shape[2], -1) + ) + tenVer = ( + torch.linspace( + -1.0 + (1.0 / tenFlow.shape[2]), + 1.0 - (1.0 / tenFlow.shape[2]), + tenFlow.shape[2], + ) + .view(1, 1, -1, 1) + .expand(-1, -1, -1, tenFlow.shape[3]) + ) + + backwarp_tenGrid[str(tenFlow.shape)] = torch.cat([tenHor, tenVer], 1).cuda() + # end + + if str(tenFlow.shape) not in backwarp_tenPartial: + backwarp_tenPartial[str(tenFlow.shape)] = tenFlow.new_ones( + [tenFlow.shape[0], 1, tenFlow.shape[2], tenFlow.shape[3]] + ) + # end + + tenFlow = torch.cat( + [ + tenFlow[:, 0:1, :, :] / ((tenInput.shape[3] - 1.0) / 2.0), + tenFlow[:, 1:2, :, :] / ((tenInput.shape[2] - 1.0) / 2.0), + ], + 1, + ) + tenInput = torch.cat([tenInput, backwarp_tenPartial[str(tenFlow.shape)]], 1) + + tenOutput = torch.nn.functional.grid_sample( + input=tenInput, + grid=(backwarp_tenGrid[str(tenFlow.shape)] + tenFlow).permute(0, 2, 3, 1), + mode="bilinear", + padding_mode="zeros", + align_corners=False, + ) + + tenMask = tenOutput[:, -1:, :, :] + tenMask[tenMask > 0.999] = 1.0 + tenMask[tenMask < 1.0] = 0.0 + + return tenOutput[:, :-1, :, :] * tenMask + + +# end + +########################################################## + + +class PWCNet(torch.nn.Module): + def __init__(self): + super(PWCNet, self).__init__() + + class Extractor(torch.nn.Module): + def __init__(self): + super(Extractor, self).__init__() + + self.netOne = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=3, + out_channels=16, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=16, + out_channels=16, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=16, + out_channels=16, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netTwo = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=16, + out_channels=32, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netThr = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=32, + out_channels=64, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFou = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, + out_channels=96, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFiv = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=96, + out_channels=128, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netSix = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=128, + out_channels=196, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=196, + out_channels=196, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=196, + out_channels=196, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + # end + + def forward(self, tenInput): + tenOne = self.netOne(tenInput) + tenTwo = self.netTwo(tenOne) + tenThr = self.netThr(tenTwo) + tenFou = self.netFou(tenThr) + tenFiv = self.netFiv(tenFou) + tenSix = self.netSix(tenFiv) + + return [tenOne, tenTwo, tenThr, tenFou, tenFiv, tenSix] + + # end + + # end + + class Decoder(torch.nn.Module): + def __init__(self, intLevel): + super(Decoder, self).__init__() + + intPrevious = [ + None, + None, + 81 + 32 + 2 + 2, + 81 + 64 + 2 + 2, + 81 + 96 + 2 + 2, + 81 + 128 + 2 + 2, + 81, + None, + ][intLevel + 1] + intCurrent = [ + None, + None, + 81 + 32 + 2 + 2, + 81 + 64 + 2 + 2, + 81 + 96 + 2 + 2, + 81 + 128 + 2 + 2, + 81, + None, + ][intLevel + 0] + + if intLevel < 6: + self.netUpflow = torch.nn.ConvTranspose2d( + in_channels=2, + out_channels=2, + kernel_size=4, + stride=2, + padding=1, + ) + if intLevel < 6: + self.netUpfeat = torch.nn.ConvTranspose2d( + in_channels=intPrevious + 128 + 128 + 96 + 64 + 32, + out_channels=2, + kernel_size=4, + stride=2, + padding=1, + ) + if intLevel < 6: + self.fltBackwarp = [None, None, None, 5.0, 2.5, 1.25, 0.625, None][ + intLevel + 1 + ] + + self.netOne = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netTwo = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netThr = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFou = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFiv = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96 + 64, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netSix = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96 + 64 + 32, + out_channels=2, + kernel_size=3, + stride=1, + padding=1, + ) + ) + + # end + + def forward(self, tenFirst, tenSecond, objPrevious): + tenFlow = None + tenFeat = None + + if objPrevious is None: + tenFlow = None + tenFeat = None + + tenVolume = torch.nn.functional.leaky_relu( + input=FunctionCorrelation( + tenFirst=tenFirst, tenSecond=tenSecond + ), + negative_slope=0.1, + inplace=False, + ) + + tenFeat = torch.cat([tenVolume], 1) + + elif objPrevious is not None: + tenFlow = self.netUpflow(objPrevious["tenFlow"]) + tenFeat = self.netUpfeat(objPrevious["tenFeat"]) + + tenVolume = torch.nn.functional.leaky_relu( + input=FunctionCorrelation( + tenFirst=tenFirst, + tenSecond=backwarp( + tenInput=tenSecond, tenFlow=tenFlow * self.fltBackwarp + ), + ), + negative_slope=0.1, + inplace=False, + ) + + tenFeat = torch.cat([tenVolume, tenFirst, tenFlow, tenFeat], 1) + + # end + + tenFeat = torch.cat([self.netOne(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netTwo(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netThr(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netFou(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netFiv(tenFeat), tenFeat], 1) + + tenFlow = self.netSix(tenFeat) + + return {"tenFlow": tenFlow, "tenFeat": tenFeat} + + # end + + # end + + class Refiner(torch.nn.Module): + def __init__(self): + super(Refiner, self).__init__() + + self.netMain = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=81 + 32 + 2 + 2 + 128 + 128 + 96 + 64 + 32, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=2, + dilation=2, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=4, + dilation=4, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=96, + kernel_size=3, + stride=1, + padding=8, + dilation=8, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=64, + kernel_size=3, + stride=1, + padding=16, + dilation=16, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=2, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + ) + + # end + + def forward(self, tenInput): + return self.netMain(tenInput) + + # end + + # end + + self.netExtractor = Extractor() + + self.netTwo = Decoder(2) + self.netThr = Decoder(3) + self.netFou = Decoder(4) + self.netFiv = Decoder(5) + self.netSix = Decoder(6) + + self.netRefiner = Refiner() + + self.load_state_dict( + { + strKey.replace("module", "net"): tenWeight + for strKey, tenWeight in torch.hub.load_state_dict_from_url( + url="http://content.sniklaus.com/github/pytorch-pwc/network-" + + "default" + + ".pytorch", + model_dir=get_ckpt_container_path(MODEL_TYPE) + ).items() + } + ) + + # end + + def forward(self, tenFirst, tenSecond, *args): + # optionally pass pre-extracted feature pyramid in as args + if len(args) == 0: + tenFirst = self.netExtractor(tenFirst) + tenSecond = self.netExtractor(tenSecond) + else: + tenFirst, tenSecond = args + + objEstimate = self.netSix(tenFirst[-1], tenSecond[-1], None) + objEstimate = self.netFiv(tenFirst[-2], tenSecond[-2], objEstimate) + objEstimate = self.netFou(tenFirst[-3], tenSecond[-3], objEstimate) + objEstimate = self.netThr(tenFirst[-4], tenSecond[-4], objEstimate) + objEstimate = self.netTwo(tenFirst[-5], tenSecond[-5], objEstimate) + + return objEstimate["tenFlow"] + self.netRefiner(objEstimate["tenFeat"]) + + # end + + def extract_pyramid(self, tenFirst, tenSecond): + return self.netExtractor(tenFirst), self.netExtractor(tenSecond) + + def extract_pyramid_single(self, tenFirst): + return self.netExtractor(tenFirst) + + +# end + +netNetwork = None + +########################################################## + + +def estimate(tenFirst, tenSecond): + global netNetwork + + if netNetwork is None: + netNetwork = Network().cuda().eval() + # end + + assert tenFirst.shape[1] == tenSecond.shape[1] + assert tenFirst.shape[2] == tenSecond.shape[2] + + intWidth = tenFirst.shape[2] + intHeight = tenFirst.shape[1] + + assert ( + intWidth == 1024 + ) # remember that there is no guarantee for correctness, comment this line out if you acknowledge this and want to continue + assert ( + intHeight == 436 + ) # remember that there is no guarantee for correctness, comment this line out if you acknowledge this and want to continue + + tenPreprocessedFirst = tenFirst.cuda().view(1, 3, intHeight, intWidth) + tenPreprocessedSecond = tenSecond.cuda().view(1, 3, intHeight, intWidth) + + intPreprocessedWidth = int(math.floor(math.ceil(intWidth / 64.0) * 64.0)) + intPreprocessedHeight = int(math.floor(math.ceil(intHeight / 64.0) * 64.0)) + + tenPreprocessedFirst = torch.nn.functional.interpolate( + input=tenPreprocessedFirst, + size=(intPreprocessedHeight, intPreprocessedWidth), + mode="bilinear", + align_corners=False, + ) + tenPreprocessedSecond = torch.nn.functional.interpolate( + input=tenPreprocessedSecond, + size=(intPreprocessedHeight, intPreprocessedWidth), + mode="bilinear", + align_corners=False, + ) + + tenFlow = 20.0 * torch.nn.functional.interpolate( + input=netNetwork(tenPreprocessedFirst, tenPreprocessedSecond), + size=(intHeight, intWidth), + mode="bilinear", + align_corners=False, + ) + + tenFlow[:, 0, :, :] *= float(intWidth) / float(intPreprocessedWidth) + tenFlow[:, 1, :, :] *= float(intHeight) / float(intPreprocessedHeight) + + return tenFlow[0, :, :, :].cpu() + + +# end + + +class Upsampler_8tap(nn.Module): + def __init__(self): + super(Upsampler_8tap, self).__init__() + filt_8tap = torch.tensor([[-1, 4, -11, 40, 40, -11, 4, -1]]).div(64) + self.filter = nn.Parameter(filt_8tap.repeat(3, 1, 1, 1), requires_grad=False) + + def forward(self, im): + b, c, h, w = im.shape + im_up = torch.zeros(b, c, h * 2, w * 2).to(im.device) + im_up[:, :, ::2, ::2] = im + + p = (8 - 1) // 2 + im_up_row = F.conv2d( + F.pad(im, pad=(p, p + 1, 0, 0), mode="reflect"), self.filter, groups=3 + ) + im_up[:, :, 0::2, 1::2] = im_up_row + im_up_col = torch.transpose( + F.conv2d( + F.pad(torch.transpose(im, 2, 3), pad=(p, p + 1, 0, 0), mode="reflect"), + self.filter, + groups=3, + ), + 2, + 3, + ) + im_up[:, :, 1::2, 0::2] = im_up_col + im_up_cross = F.conv2d( + F.pad(im_up[:, :, 1::2, ::2], pad=(p, p + 1, 0, 0), mode="reflect"), + self.filter, + groups=3, + ) + im_up[:, :, 1::2, 1::2] = im_up_cross + return im_up + +# end + + +model_urls = { + "r3d_18": "https://download.pytorch.org/models/r3d_18-b3b3357e.pth", + "mc3_18": "https://download.pytorch.org/models/mc3_18-a90a0ba3.pth", + "r2plus1d_18": "https://download.pytorch.org/models/r2plus1d_18-91a641e6.pth", +} + + +class Conv3DSimple(nn.Conv3d): + def __init__(self, in_planes, out_planes, midplanes=None, stride=1, padding=1): + super(Conv3DSimple, self).__init__( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=(3, 3, 3), + stride=stride, + padding=padding, + bias=False, + ) + + @staticmethod + def get_downsample_stride(stride, temporal_stride): + if temporal_stride: + return (temporal_stride, stride, stride) + else: + return (stride, stride, stride) + + +class Conv2Plus1D(nn.Sequential): + def __init__(self, in_planes, out_planes, midplanes, stride=1, padding=1): + super(Conv2Plus1D, self).__init__( + nn.Conv3d( + in_planes, + midplanes, + kernel_size=(1, 3, 3), + stride=(1, stride, stride), + padding=(0, padding, padding), + bias=False, + ), + batchnorm(midplanes), + nn.ReLU(inplace=True), + nn.Conv3d( + midplanes, + out_planes, + kernel_size=(3, 1, 1), + stride=(stride, 1, 1), + padding=(padding, 0, 0), + bias=False, + ), + ) + + @staticmethod + def get_downsample_stride(stride): + return stride, stride, stride + + +class Conv3DNoTemporal(nn.Conv3d): + def __init__(self, in_planes, out_planes, midplanes=None, stride=1, padding=1): + super(Conv3DNoTemporal, self).__init__( + in_channels=in_planes, + out_channels=out_planes, + kernel_size=(1, 3, 3), + stride=(1, stride, stride), + padding=(0, padding, padding), + bias=False, + ) + + @staticmethod + def get_downsample_stride(stride): + return 1, stride, stride + + +class SEGating(nn.Module): + def __init__(self, inplanes, reduction=16): + super().__init__() + + self.pool = nn.AdaptiveAvgPool3d(1) + self.attn_layer = nn.Sequential( + nn.Conv3d(inplanes, inplanes, kernel_size=1, stride=1, bias=True), + nn.Sigmoid(), + ) + + def forward(self, x): + out = self.pool(x) + y = self.attn_layer(out) + return x * y + + +class BasicBlock(nn.Module): + expansion = 1 + + def __init__(self, inplanes, planes, conv_builder, stride=1, downsample=None): + midplanes = (inplanes * planes * 3 * 3 * 3) // (inplanes * 3 * 3 + 3 * planes) + + super(BasicBlock, self).__init__() + self.conv1 = nn.Sequential( + conv_builder(inplanes, planes, midplanes, stride), + batchnorm(planes), + nn.ReLU(inplace=True), + ) + self.conv2 = nn.Sequential( + conv_builder(planes, planes, midplanes), batchnorm(planes) + ) + self.fg = SEGating(planes) ## Feature Gating, from FLAVR + self.relu = nn.ReLU(inplace=True) + self.downsample = downsample + self.stride = stride + + def forward(self, x): + residual = x + out = self.conv1(x) + out = self.conv2(out) + out = self.fg(out) + if self.downsample is not None: + residual = self.downsample(x) + + out += residual + out = self.relu(out) + + return out + + +class Bottleneck(nn.Module): + expansion = 4 + + def __init__(self, inplanes, planes, conv_builder, stride=1, downsample=None): + super(Bottleneck, self).__init__() + midplanes = (inplanes * planes * 3 * 3 * 3) // (inplanes * 3 * 3 + 3 * planes) + + # 1x1x1 + self.conv1 = nn.Sequential( + nn.Conv3d(inplanes, planes, kernel_size=1, bias=False), + batchnorm(planes), + nn.ReLU(inplace=True), + ) + # Second kernel + self.conv2 = nn.Sequential( + conv_builder(planes, planes, midplanes, stride), + batchnorm(planes), + nn.ReLU(inplace=True), + ) + + # 1x1x1 + self.conv3 = nn.Sequential( + nn.Conv3d(planes, planes * self.expansion, kernel_size=1, bias=False), + batchnorm(planes * self.expansion), + ) + self.relu = nn.ReLU(inplace=True) + self.downsample = downsample + self.stride = stride + + def forward(self, x): + residual = x + + out = self.conv1(x) + out = self.conv2(out) + out = self.conv3(out) + + if self.downsample is not None: + residual = self.downsample(x) + + out += residual + out = self.relu(out) + + return out + + +class BasicStem(nn.Sequential): + """The default conv-batchnorm-relu stem""" + + def __init__(self, outplanes=32): + super(BasicStem, self).__init__( + nn.Conv3d( + 3, + outplanes, + kernel_size=(3, 7, 7), + stride=(1, 2, 2), + padding=(1, 3, 3), + bias=False, + ), + batchnorm(outplanes), + nn.ReLU(inplace=True), + ) + + +class R2Plus1dStem(nn.Sequential): + """R(2+1)D stem is different than the default one as it uses separated 3D convolution""" + + def __init__(self): + super(R2Plus1dStem, self).__init__( + nn.Conv3d( + 3, + 45, + kernel_size=(1, 7, 7), + stride=(1, 2, 2), + padding=(0, 3, 3), + bias=False, + ), + batchnorm(45), + nn.ReLU(inplace=True), + nn.Conv3d( + 45, + 64, + kernel_size=(3, 1, 1), + stride=(1, 1, 1), + padding=(1, 0, 0), + bias=False, + ), + batchnorm(64), + nn.ReLU(inplace=True), + ) + + +class VideoResNet(nn.Module): + def __init__( + self, + block, + conv_makers, + layers, + stem, + zero_init_residual=False, + channels=[32, 64, 96, 128], + ): + """Generic resnet video generator. + + Args: + block (nn.Module): resnet building block + conv_makers (list(functions)): generator function for each layer + layers (List[int]): number of blocks per layer + stem (nn.Module, optional): Resnet stem, if None, defaults to conv-bn-relu. Defaults to None. + zero_init_residual (bool, optional): Zero init bottleneck residual BN. Defaults to False. + """ + super(VideoResNet, self).__init__() + self.inplanes = channels[0] # output channel of first stem + + self.stem = stem() + + self.layer1 = self._make_layer( + block, conv_makers[0], channels[0], layers[0], stride=1 + ) + self.layer2 = self._make_layer( + block, conv_makers[1], channels[1], layers[1], stride=2, temporal_stride=1 + ) + self.layer3 = self._make_layer( + block, conv_makers[2], channels[2], layers[2], stride=2, temporal_stride=1 + ) + self.layer4 = self._make_layer( + block, conv_makers[3], channels[3], layers[3], stride=1, temporal_stride=1 + ) + + # init weights + self._initialize_weights() + + if zero_init_residual: + for m in self.modules(): + if isinstance(m, Bottleneck): + nn.init.constant_(m.bn3.weight, 0) + + def forward(self, x): + tensorConv0 = self.stem(x) + tensorConv1 = self.layer1(tensorConv0) + tensorConv2 = self.layer2(tensorConv1) + tensorConv3 = self.layer3(tensorConv2) + tensorConv4 = self.layer4(tensorConv3) + return tensorConv0, tensorConv1, tensorConv2, tensorConv3, tensorConv4 + + def _make_layer( + self, block, conv_builder, planes, blocks, stride=1, temporal_stride=None + ): + downsample = None + + if stride != 1 or self.inplanes != planes * block.expansion: + ds_stride = conv_builder.get_downsample_stride(stride, temporal_stride) + downsample = nn.Sequential( + nn.Conv3d( + self.inplanes, + planes * block.expansion, + kernel_size=1, + stride=ds_stride, + bias=False, + ), + batchnorm(planes * block.expansion), + ) + stride = ds_stride + + layers = [] + layers.append(block(self.inplanes, planes, conv_builder, stride, downsample)) + + self.inplanes = planes * block.expansion + for i in range(1, blocks): + layers.append(block(self.inplanes, planes, conv_builder)) + + return nn.Sequential(*layers) + + def _initialize_weights(self): + for m in self.modules(): + if isinstance(m, nn.Conv3d): + nn.init.kaiming_normal_(m.weight, mode="fan_out", nonlinearity="relu") + if m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.BatchNorm3d): + nn.init.constant_(m.weight, 1) + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.Linear): + nn.init.normal_(m.weight, 0, 0.01) + nn.init.constant_(m.bias, 0) + + +def _video_resnet(arch, pretrained=False, progress=True, **kwargs): + model = VideoResNet(**kwargs) + + if pretrained: + state_dict = load_state_dict_from_url(model_urls[arch], progress=progress, model_dir=get_ckpt_container_path(MODEL_TYPE)) + model.load_state_dict(state_dict) + return model + + +def r3d_18(bn=False, pretrained=False, progress=True, **kwargs): + """Construct 18 layer Resnet3D model as in + https://arxiv.org/abs/1711.11248 + + Args: + pretrained (bool): If True, returns a model pre-trained on Kinetics-400 + progress (bool): If True, displays a progress bar of the download to stderr + + Returns: + nn.Module: R3D-18 network + """ + + global batchnorm + if bn: + batchnorm = nn.BatchNorm3d + else: + batchnorm = identity + + return _video_resnet( + "r3d_18", + pretrained, + progress, + block=BasicBlock, + conv_makers=[Conv3DSimple] * 4, + layers=[2, 2, 2, 2], + stem=BasicStem, + **kwargs, + ) + + +def mc3_18(bn=False, pretrained=False, progress=True, **kwargs): + """Constructor for 18 layer Mixed Convolution network as in + https://arxiv.org/abs/1711.11248 + + Args: + pretrained (bool): If True, returns a model pre-trained on Kinetics-400 + progress (bool): If True, displays a progress bar of the download to stderr + + Returns: + nn.Module: MC3 Network definition + """ + global batchnorm + if bn: + batchnorm = nn.BatchNorm3d + else: + batchnorm = identity + + return _video_resnet( + "mc3_18", + pretrained, + progress, + block=BasicBlock, + conv_makers=[Conv3DSimple] + [Conv3DNoTemporal] * 3, + layers=[2, 2, 2, 2], + stem=BasicStem, + **kwargs, + ) + + +def r2plus1d_18(bn=False, pretrained=False, progress=True, **kwargs): + """Constructor for the 18 layer deep R(2+1)D network as in + https://arxiv.org/abs/1711.11248 + + Args: + pretrained (bool): If True, returns a model pre-trained on Kinetics-400 + progress (bool): If True, displays a progress bar of the download to stderr + + Returns: + nn.Module: R(2+1)D-18 network + """ + + global batchnorm + if bn: + batchnorm = nn.BatchNorm3d + else: + batchnorm = identity + + return _video_resnet( + "r2plus1d_18", + pretrained, + progress, + block=BasicBlock, + conv_makers=[Conv2Plus1D] * 4, + layers=[2, 2, 2, 2], + stem=R2Plus1dStem, + **kwargs, + ) + + +class upConv3D(nn.Module): + def __init__(self, in_ch, out_ch, kernel_size, stride, padding, upmode="transpose"): + super().__init__() + self.upmode = upmode + if self.upmode == "transpose": + self.upconv = nn.ModuleList( + [ + nn.ConvTranspose3d( + in_ch, + out_ch, + kernel_size=kernel_size, + stride=stride, + padding=padding, + ), + SEGating(out_ch), + batchnorm(out_ch), + ] + ) + else: + self.upconv = nn.ModuleList( + [ + nn.Upsample( + mode="trilinear", scale_factor=(1, 2, 2), align_corners=False + ), + nn.Conv3d(in_ch, out_ch, kernel_size=1, stride=1), + SEGating(out_ch), + batchnorm(out_ch), + ] + ) + self.upconv = nn.Sequential(*self.upconv) + + def forward(self, x): + return self.upconv(x) + + +class Conv_3d(nn.Module): + def __init__(self, in_ch, out_ch, kernel_size, stride=1, padding=0, bias=True): + super().__init__() + self.conv = nn.Sequential( + nn.Conv3d( + in_ch, + out_ch, + kernel_size=kernel_size, + stride=stride, + padding=padding, + bias=bias, + ), + SEGating(out_ch), + batchnorm(out_ch), + ) + + def forward(self, x): + return self.conv(x) + + +def make_optimizer(args, my_model): + trainable = filter(lambda x: x.requires_grad, my_model.parameters()) + + if args.optimizer == "SGD": + optimizer_function = optim.SGD + kwargs = {"momentum": 0.9} + elif args.optimizer == "ADAM": + optimizer_function = optim.Adam + kwargs = {"betas": (0.9, 0.999), "eps": 1e-08} + elif args.optimizer == "ADAMax": + optimizer_function = optim.Adamax + kwargs = {"betas": (0.9, 0.999), "eps": 1e-08} + elif args.optimizer == "RMSprop": + optimizer_function = optim.RMSprop + kwargs = {"eps": 1e-08} + + kwargs["lr"] = args.lr + kwargs["weight_decay"] = args.weight_decay + + return optimizer_function(trainable, **kwargs) + + +def make_scheduler(args, my_optimizer): + if args.decay_type == "step": + scheduler = lrs.StepLR(my_optimizer, step_size=args.lr_decay, gamma=args.gamma) + elif args.decay_type.find("step") >= 0: + milestones = args.decay_type.split("_") + milestones.pop(0) + milestones = list(map(lambda x: int(x), milestones)) + scheduler = lrs.MultiStepLR( + my_optimizer, milestones=milestones, gamma=args.gamma + ) + elif args.decay_type == "plateau": + scheduler = lrs.ReduceLROnPlateau( + my_optimizer, + mode="max", + factor=args.gamma, + patience=args.patience, + threshold=0.01, # metric to be used is psnr + threshold_mode="abs", + verbose=True, + ) + + return scheduler + + +def gaussian_kernel(sz, sigma): + k = torch.arange(-(sz - 1) / 2, (sz + 1) / 2) + k = torch.exp(-1.0 / (2 * sigma**2) * k**2) + k = k.reshape(-1, 1) * k.reshape(1, -1) + k = k / torch.sum(k) + return k + + +def moduleNormalize(frame): + return torch.cat( + [ + (frame[:, 0:1, :, :] - 0.4631), + (frame[:, 1:2, :, :] - 0.4352), + (frame[:, 2:3, :, :] - 0.3990), + ], + 1, + ) + + +class FoldUnfold: + """ + Class to handle folding tensor frame into batch of patches and back to frame again + Thanks to Charlie Tan (charlie.tan.2019@bristol.ac.uk) for the earier version. + """ + + def __init__(self, height, width, patch_size, overlap): + if height % 2 or width % 2 or patch_size % 2 or overlap % 2: + print( + "only defined for even values of height, width, patch_size size and overlap, odd values will reconstruct incorrectly" + ) + return + + self.height = height + self.width = width + + self.patch_size = patch_size + self.overlap = overlap + self.stride = patch_size - overlap + + def fold_to_patches(self, *frames): + """ + args: frames -- list of (1,3,H,W) tensors + returns: list of (B,3,h,w) image patches + """ + + # number of blocks in each direction + n_blocks_h = (self.height // (self.stride)) + 1 + n_blocks_w = (self.width // (self.stride)) + 1 + + # how much to pad each edge by + self.pad_h = (self.stride * n_blocks_h + self.overlap - self.height) // 2 + self.pad_w = (self.stride * n_blocks_w + self.overlap - self.width) // 2 + self.height_pad = self.height + 2 * self.pad_h + self.width_pad = self.width + 2 * self.pad_w + + # pad the frames and unfold into patches + patches_list = [] + for i in range(len(frames)): + padded = F.pad( + frames[i], + (self.pad_w, self.pad_w, self.pad_h, self.pad_h), + mode="reflect", + ) + unfolded = F.unfold(padded, self.patch_size, stride=self.stride) + patches = unfolded.permute(2, 1, 0).reshape( + -1, 3, self.patch_size, self.patch_size + ) + patches_list.append(patches) + + return patches_list + + def unfold_to_frame(self, patches): + """ + args: patches -- tensor of shape (B,3,h,w) + returns: frame -- tensor of shape (1,3,H,W) + """ + + # reshape and permute back into [frames, chans * patch_size ** 2, num_patches] as expected by fold + frame_unfold = patches.reshape(-1, 3 * self.patch_size**2, 1).permute(2, 1, 0) + + # fold into tensor of shape pad_shape + frame_fold = F.fold( + frame_unfold, + (self.height_pad, self.width_pad), + self.patch_size, + stride=self.stride, + ) + + # unfold sums overlaps instead of averaging so tensor of ones unfolded and + # folded to track overlaps and take mean of overlapping pixels + ones = torch.ones_like(frame_fold) + ones_unfold = F.unfold(ones, self.patch_size, stride=self.stride) + + # divisor is tensor of shape pad_shape where each element is the number of values that have overlapped + # 1 = no overlaps + divisor = F.fold( + ones_unfold, + (self.height_pad, self.width_pad), + self.patch_size, + stride=self.stride, + ) + + # divide reconstructed frame by divisor + frame_div = frame_fold / divisor + + # crop frame to remove the padded areas + frame_crop = frame_div[ + :, :, self.pad_h : -self.pad_h, self.pad_w : -self.pad_w + ].clone() + + return frame_crop + + +def read_frame_yuv2rgb(stream, width, height, iFrame, bit_depth, pix_fmt="420"): + if pix_fmt == "420": + multiplier = 1 + uv_factor = 2 + elif pix_fmt == "444": + multiplier = 2 + uv_factor = 1 + else: + print("Pixel format {} is not supported".format(pix_fmt)) + return + + if bit_depth == 8: + datatype = np.uint8 + stream.seek(iFrame * 1.5 * width * height * multiplier) + Y = np.fromfile(stream, dtype=datatype, count=width * height).reshape( + (height, width) + ) + + # read chroma samples and upsample since original is 4:2:0 sampling + U = np.fromfile( + stream, dtype=datatype, count=(width // uv_factor) * (height // uv_factor) + ).reshape((height // uv_factor, width // uv_factor)) + V = np.fromfile( + stream, dtype=datatype, count=(width // uv_factor) * (height // uv_factor) + ).reshape((height // uv_factor, width // uv_factor)) + + else: + datatype = np.uint16 + stream.seek(iFrame * 3 * width * height * multiplier) + Y = np.fromfile(stream, dtype=datatype, count=width * height).reshape( + (height, width) + ) + + U = np.fromfile( + stream, dtype=datatype, count=(width // uv_factor) * (height // uv_factor) + ).reshape((height // uv_factor, width // uv_factor)) + V = np.fromfile( + stream, dtype=datatype, count=(width // uv_factor) * (height // uv_factor) + ).reshape((height // uv_factor, width // uv_factor)) + + if pix_fmt == "420": + yuv = np.empty((height * 3 // 2, width), dtype=datatype) + yuv[0:height, :] = Y + + yuv[height : height + height // 4, :] = U.reshape(-1, width) + yuv[height + height // 4 :, :] = V.reshape(-1, width) + + if bit_depth != 8: + yuv = (yuv / (2**bit_depth - 1) * 255).astype(np.uint8) + + # convert to rgb + rgb = cv2.cvtColor(yuv, cv2.COLOR_YUV2RGB_I420) + + else: + yvu = np.stack([Y, V, U], axis=2) + if bit_depth != 8: + yvu = (yvu / (2**bit_depth - 1) * 255).astype(np.uint8) + rgb = cv2.cvtColor(yvu, cv2.COLOR_YCrCb2RGB) + + return rgb + + +def quantize(imTensor): + return imTensor.clamp(0.0, 1.0).mul(255).round() + + +def tensor2rgb(tensor): + """ + Convert GPU Tensor to RGB image (numpy array) + """ + out = [] + for b in range(tensor.shape[0]): + out.append( + np.moveaxis(quantize(tensor[b]).cpu().detach().numpy(), 0, 2).astype( + np.uint8 + ) + ) + return np.array(out) # (B,H,W,C) + + +class Identity(nn.Module): + def __init__(self, *args): + super(Identity, self).__init__() + + def forward(self, x): + return x + + +class SEBlock(nn.Module): + def __init__(self, input_dim, reduction=16): + super(SEBlock, self).__init__() + mid = int(input_dim / reduction) + self.avg_pool = nn.AdaptiveAvgPool2d(1) + self.fc = nn.Sequential( + nn.Linear(input_dim, mid), + nn.ReLU(inplace=True), + nn.Linear(mid, input_dim), + nn.Sigmoid(), + ) + + def forward(self, x): + b, c, _, _ = x.size() + y = self.avg_pool(x).view(b, c) + y = self.fc(y).view(b, c, 1, 1) + return x * y + + +class ResNextBlock(nn.Module): + def __init__( + self, down, cin, cout, ks, stride=1, groups=32, base_width=4, norm_layer=None + ): + super(ResNextBlock, self).__init__() + if norm_layer is None or norm_layer == "batch": + norm_layer = nn.BatchNorm2d + elif norm_layer == "identity": + norm_layer = Identity + width = int(cout * (base_width / 64.0)) * groups + # Both self.conv2 and self.downsample layers downsample the input when stride != 1 + self.conv1 = nn.Conv2d(cin, width, kernel_size=1, stride=1, bias=False) + self.bn1 = norm_layer(width) + if down: + self.conv2 = nn.Conv2d( + width, + width, + kernel_size=ks, + stride=stride, + padding=(ks - 1) // 2, + groups=groups, + bias=False, + ) + else: + self.conv2 = nn.ConvTranspose2d( + width, + width, + kernel_size=ks, + stride=stride, + padding=(ks - stride) // 2, + groups=groups, + bias=False, + ) + self.bn2 = norm_layer(width) + self.conv3 = nn.Conv2d(width, cout, kernel_size=1, stride=1, bias=False) + self.bn3 = norm_layer(cout) + self.relu = nn.ReLU(inplace=True) + self.downsample = None + if stride != 1 or cin != cout: + if down: + self.downsample = nn.Sequential( + nn.Conv2d(cin, cout, kernel_size=1, stride=stride, bias=False), + norm_layer(cout), + ) + else: + self.downsample = nn.Sequential( + # ks = stride here s.t. resolution can be kept + nn.ConvTranspose2d( + cin, cout, kernel_size=2, stride=stride, bias=False + ), + norm_layer(cout), + ) + self.stride = stride + + def forward(self, x): + identity = x + + out = self.conv1(x) + out = self.bn1(out) + out = self.relu(out) + + out = self.conv2(out) + out = self.bn2(out) + out = self.relu(out) + + out = self.conv3(out) + out = self.bn3(out) + + if self.downsample is not None: + identity = self.downsample(x) + + out += identity + out = self.relu(out) + + return out + + +class MultiScaleResNextBlock(nn.Module): + def __init__(self, down, cin, cout, ks_s, ks_l, stride, norm_layer): + super(MultiScaleResNextBlock, self).__init__() + self.resnext_small = ResNextBlock( + down, cin, cout // 2, ks_s, stride, norm_layer=norm_layer + ) + self.resnext_large = ResNextBlock( + down, cin, cout // 2, ks_l, stride, norm_layer=norm_layer + ) + self.attention = SEBlock(cout) + + def forward(self, tensorCombine): + out_small = self.resnext_small(tensorCombine) + out_large = self.resnext_large(tensorCombine) + out = torch.cat([out_small, out_large], 1) + out = self.attention(out) + return out + + +class UMultiScaleResNext(nn.Module): + def __init__( + self, channels=[64, 128, 256, 512], norm_layer="batch", inplanes=6, **kwargs + ): + super(UMultiScaleResNext, self).__init__() + self.conv1 = MultiScaleResNextBlock( + True, inplanes, channels[0], ks_s=3, ks_l=7, stride=2, norm_layer=norm_layer + ) + self.conv2 = MultiScaleResNextBlock( + True, + channels[0], + channels[1], + ks_s=3, + ks_l=7, + stride=2, + norm_layer=norm_layer, + ) + self.conv3 = MultiScaleResNextBlock( + True, + channels[1], + channels[2], + ks_s=3, + ks_l=5, + stride=2, + norm_layer=norm_layer, + ) + self.conv4 = MultiScaleResNextBlock( + True, + channels[2], + channels[3], + ks_s=3, + ks_l=5, + stride=2, + norm_layer=norm_layer, + ) + + self.deconv4 = MultiScaleResNextBlock( + True, + channels[3], + channels[3], + ks_s=3, + ks_l=5, + stride=1, + norm_layer=norm_layer, + ) + self.deconv3 = MultiScaleResNextBlock( + False, + channels[3], + channels[2], + ks_s=4, + ks_l=6, + stride=2, + norm_layer=norm_layer, + ) + self.deconv2 = MultiScaleResNextBlock( + False, + channels[2], + channels[1], + ks_s=4, + ks_l=8, + stride=2, + norm_layer=norm_layer, + ) + self.deconv1 = MultiScaleResNextBlock( + False, + channels[1], + channels[0], + ks_s=4, + ks_l=8, + stride=2, + norm_layer=norm_layer, + ) + + def forward(self, im0, im2): + tensorJoin = torch.cat([im0, im2], 1) # (B,6,H,W) + + tensorConv1 = self.conv1(tensorJoin) + tensorConv2 = self.conv2(tensorConv1) + tensorConv3 = self.conv3(tensorConv2) + tensorConv4 = self.conv4(tensorConv3) + + tensorDeconv4 = self.deconv4(tensorConv4) + tensorDeconv3 = self.deconv3(tensorDeconv4 + tensorConv4) + tensorDeconv2 = self.deconv2(tensorDeconv3 + tensorConv3) + tensorDeconv1 = self.deconv1(tensorDeconv2 + tensorConv2) + + return tensorDeconv1 + + +class MultiInputGridNet(nn.Module): + def __init__(self, in_chs, out_chs, grid_chs=(32, 64, 96), n_row=3, n_col=6): + super(MultiInputGridNet, self).__init__() + + self.n_row = n_row + self.n_col = n_col + self.n_chs = grid_chs + assert ( + len(grid_chs) == self.n_row + ), "should give num channels for each row (scale stream)" + assert ( + len(in_chs) == self.n_row + ), "should give input channels for each row (scale stream)" + + for r, n_ch in enumerate(self.n_chs): + setattr(self, f"lateral_{r}_0", LateralBlock(in_chs[r], n_ch)) + for c in range(1, self.n_col): + setattr(self, f"lateral_{r}_{c}", LateralBlock(n_ch, n_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[:-1], self.n_chs[1:])): + for c in range(int(self.n_col / 2)): + setattr(self, f"down_{r}_{c}", DownSamplingBlock(in_ch, out_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[1:], self.n_chs[:-1])): + for c in range(int(self.n_col / 2)): + setattr(self, f"up_{r}_{c}", UpSamplingBlock(in_ch, out_ch)) + + self.lateral_final = LateralBlock(self.n_chs[0], out_chs) + + def forward(self, *args): + assert len(args) == self.n_row + + # extensible, memory-efficient + cur_col = list(args) + for c in range(int(self.n_col / 2)): + for r in range(self.n_row): + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + if r != 0: + cur_col[r] += getattr(self, f"down_{r-1}_{c}")(cur_col[r - 1]) + + for c in range(int(self.n_col / 2), self.n_col): + for r in range(self.n_row - 1, -1, -1): + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + if r != self.n_row - 1: + cur_col[r] += getattr(self, f"up_{r}_{c-int(self.n_col/2)}")( + cur_col[r + 1] + ) + + return self.lateral_final(cur_col[0]) + + +class MIMOGridNet(nn.Module): + def __init__( + self, in_chs, out_chs, grid_chs=(32, 64, 96), n_row=3, n_col=6, outrow=(0, 1, 2) + ): + super(MIMOGridNet, self).__init__() + + self.n_row = n_row + self.n_col = n_col + self.n_chs = grid_chs + self.outrow = outrow + assert ( + len(grid_chs) == self.n_row + ), "should give num channels for each row (scale stream)" + assert ( + len(in_chs) == self.n_row + ), "should give input channels for each row (scale stream)" + assert len(out_chs) == len( + self.outrow + ), "should give out channels for each output row (scale stream)" + + for r, n_ch in enumerate(self.n_chs): + setattr(self, f"lateral_{r}_0", LateralBlock(in_chs[r], n_ch)) + for c in range(1, self.n_col): + setattr(self, f"lateral_{r}_{c}", LateralBlock(n_ch, n_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[:-1], self.n_chs[1:])): + for c in range(int(self.n_col / 2)): + setattr(self, f"down_{r}_{c}", DownSamplingBlock(in_ch, out_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[1:], self.n_chs[:-1])): + for c in range(int(self.n_col / 2)): + setattr(self, f"up_{r}_{c}", UpSamplingBlock(in_ch, out_ch)) + + for i, r in enumerate(outrow): + setattr(self, f"lateral_final_{r}", LateralBlock(self.n_chs[r], out_chs[i])) + + def forward(self, *args): + assert len(args) == self.n_row + + # extensible, memory-efficient + cur_col = list(args) + for c in range(int(self.n_col / 2)): + for r in range(self.n_row): + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + if r != 0: + cur_col[r] += getattr(self, f"down_{r-1}_{c}")(cur_col[r - 1]) + + for c in range(int(self.n_col / 2), self.n_col): + for r in range(self.n_row - 1, -1, -1): + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + if r != self.n_row - 1: + cur_col[r] += getattr(self, f"up_{r}_{c-int(self.n_col/2)}")( + cur_col[r + 1] + ) + + out = [] + for r in self.outrow: + out.append(getattr(self, f"lateral_final_{r}")(cur_col[r])) + + return out + + +class GeneralGridNet(nn.Module): + def __init__(self, in_chs, out_chs, grid_chs=(32, 64, 96), n_row=3, n_col=6): + super(GeneralGridNet, self).__init__() + + self.n_row = n_row + self.n_col = n_col + self.n_chs = grid_chs + assert ( + len(grid_chs) == self.n_row + ), "should give num channels for each row (scale stream)" + + for r, n_ch in enumerate(self.n_chs): + if r == 0: + setattr(self, f"lateral_{r}_0", LateralBlock(in_chs, n_ch)) + for c in range(1, self.n_col): + setattr(self, f"lateral_{r}_{c}", LateralBlock(n_ch, n_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[:-1], self.n_chs[1:])): + for c in range(int(self.n_col / 2)): + setattr(self, f"down_{r}_{c}", DownSamplingBlock(in_ch, out_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[1:], self.n_chs[:-1])): + for c in range(int(self.n_col / 2)): + setattr(self, f"up_{r}_{c}", UpSamplingBlock(in_ch, out_ch)) + + self.lateral_final = LateralBlock(self.n_chs[0], out_chs) + + def forward(self, x): + cur_col = [x] + [None] * (self.n_row - 1) + for c in range(int(self.n_col / 2)): + for r in range(self.n_row): + if cur_col[r] != None: + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + else: + cur_col[r] = 0.0 + if r != 0: + cur_col[r] += getattr(self, f"down_{r-1}_{c}")(cur_col[r - 1]) + + for c in range(int(self.n_col / 2), self.n_col): + for r in range(self.n_row - 1, -1, -1): + cur_col[r] = getattr(self, f"lateral_{r}_{c}")(cur_col[r]) + if r != self.n_row - 1: + cur_col[r] += getattr(self, f"up_{r}_{c-int(self.n_col/2)}")( + cur_col[r + 1] + ) + + return self.lateral_final(cur_col[0]) + + +class GridNet(nn.Module): + def __init__(self, in_chs, out_chs, grid_chs=(32, 64, 96)): + super(GridNet, self).__init__() + + self.n_row = 3 + self.n_col = 6 + self.n_chs = grid_chs + assert ( + len(grid_chs) == self.n_row + ), "should give num channels for each row (scale stream)" + + self.lateral_init = LateralBlock(in_chs, self.n_chs[0]) + + for r, n_ch in enumerate(self.n_chs): + for c in range(self.n_col - 1): + setattr(self, f"lateral_{r}_{c}", LateralBlock(n_ch, n_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[:-1], self.n_chs[1:])): + for c in range(int(self.n_col / 2)): + setattr(self, f"down_{r}_{c}", DownSamplingBlock(in_ch, out_ch)) + + for r, (in_ch, out_ch) in enumerate(zip(self.n_chs[1:], self.n_chs[:-1])): + for c in range(int(self.n_col / 2)): + setattr(self, f"up_{r}_{c}", UpSamplingBlock(in_ch, out_ch)) + + self.lateral_final = LateralBlock(self.n_chs[0], out_chs) + + def forward(self, x): + state_00 = self.lateral_init(x) + state_10 = self.down_0_0(state_00) + state_20 = self.down_1_0(state_10) + + state_01 = self.lateral_0_0(state_00) + state_11 = self.down_0_1(state_01) + self.lateral_1_0(state_10) + state_21 = self.down_1_1(state_11) + self.lateral_2_0(state_20) + + state_02 = self.lateral_0_1(state_01) + state_12 = self.down_0_2(state_02) + self.lateral_1_1(state_11) + state_22 = self.down_1_2(state_12) + self.lateral_2_1(state_21) + + state_23 = self.lateral_2_2(state_22) + state_13 = self.up_1_0(state_23) + self.lateral_1_2(state_12) + state_03 = self.up_0_0(state_13) + self.lateral_0_2(state_02) + + state_24 = self.lateral_2_3(state_23) + state_14 = self.up_1_1(state_24) + self.lateral_1_3(state_13) + state_04 = self.up_0_1(state_14) + self.lateral_0_3(state_03) + + state_25 = self.lateral_2_4(state_24) + state_15 = self.up_1_2(state_25) + self.lateral_1_4(state_14) + state_05 = self.up_0_2(state_15) + self.lateral_0_4(state_04) + + return self.lateral_final(state_05) + + +class LateralBlock(nn.Module): + def __init__(self, ch_in, ch_out): + super(LateralBlock, self).__init__() + self.f = nn.Sequential( + nn.PReLU(), + nn.Conv2d(ch_in, ch_out, kernel_size=3, padding=1), + nn.PReLU(), + nn.Conv2d(ch_out, ch_out, kernel_size=3, padding=1), + ) + if ch_in != ch_out: + self.conv = nn.Conv2d(ch_in, ch_out, kernel_size=3, padding=1) + + def forward(self, x): + fx = self.f(x) + if fx.shape[1] != x.shape[1]: + x = self.conv(x) + return fx + x + + +class DownSamplingBlock(nn.Module): + def __init__(self, ch_in, ch_out): + super(DownSamplingBlock, self).__init__() + self.f = nn.Sequential( + nn.PReLU(), + nn.Conv2d(ch_in, ch_out, kernel_size=3, stride=2, padding=1), + nn.PReLU(), + nn.Conv2d(ch_out, ch_out, kernel_size=3, padding=1), + ) + + def forward(self, x): + return self.f(x) + + +class UpSamplingBlock(nn.Module): + def __init__(self, ch_in, ch_out): + super(UpSamplingBlock, self).__init__() + self.f = nn.Sequential( + nn.Upsample(scale_factor=2, mode="bilinear", align_corners=False), + nn.PReLU(), + nn.Conv2d(ch_in, ch_out, kernel_size=3, padding=1), + nn.PReLU(), + nn.Conv2d(ch_out, ch_out, kernel_size=3, padding=1), + ) + + def forward(self, x): + return self.f(x) + +# end + + +class Network(torch.nn.Module): + def __init__(self): + super(Network, self).__init__() + + class Extractor(torch.nn.Module): + def __init__(self): + super(Extractor, self).__init__() + + self.netOne = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=3, + out_channels=16, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=16, + out_channels=16, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=16, + out_channels=16, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netTwo = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=16, + out_channels=32, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netThr = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=32, + out_channels=64, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFou = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, + out_channels=96, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFiv = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=96, + out_channels=128, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netSix = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=128, + out_channels=196, + kernel_size=3, + stride=2, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=196, + out_channels=196, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=196, + out_channels=196, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + # end + + def forward(self, tenInput): + tenOne = self.netOne(tenInput) + tenTwo = self.netTwo(tenOne) + tenThr = self.netThr(tenTwo) + tenFou = self.netFou(tenThr) + tenFiv = self.netFiv(tenFou) + tenSix = self.netSix(tenFiv) + + return [tenOne, tenTwo, tenThr, tenFou, tenFiv, tenSix] + + # end + + # end + + class Decoder(torch.nn.Module): + def __init__(self, intLevel): + super(Decoder, self).__init__() + + intPrevious = [ + None, + None, + 81 + 32 + 2 + 2, + 81 + 64 + 2 + 2, + 81 + 96 + 2 + 2, + 81 + 128 + 2 + 2, + 81, + None, + ][intLevel + 1] + intCurrent = [ + None, + None, + 81 + 32 + 2 + 2, + 81 + 64 + 2 + 2, + 81 + 96 + 2 + 2, + 81 + 128 + 2 + 2, + 81, + None, + ][intLevel + 0] + + if intLevel < 6: + self.netUpflow = torch.nn.ConvTranspose2d( + in_channels=2, + out_channels=2, + kernel_size=4, + stride=2, + padding=1, + ) + if intLevel < 6: + self.netUpfeat = torch.nn.ConvTranspose2d( + in_channels=intPrevious + 128 + 128 + 96 + 64 + 32, + out_channels=2, + kernel_size=4, + stride=2, + padding=1, + ) + if intLevel < 6: + self.fltBackwarp = [None, None, None, 5.0, 2.5, 1.25, 0.625, None][ + intLevel + 1 + ] + + self.netOne = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netTwo = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netThr = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128, + out_channels=96, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFou = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96, + out_channels=64, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netFiv = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96 + 64, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + ) + + self.netSix = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=intCurrent + 128 + 128 + 96 + 64 + 32, + out_channels=2, + kernel_size=3, + stride=1, + padding=1, + ) + ) + + # end + + def forward(self, tenFirst, tenSecond, objPrevious): + tenFlow = None + tenFeat = None + + if objPrevious is None: + tenFlow = None + tenFeat = None + + tenVolume = torch.nn.functional.leaky_relu( + input=FunctionCorrelation( + tenFirst=tenFirst, tenSecond=tenSecond + ), + negative_slope=0.1, + inplace=False, + ) + + tenFeat = torch.cat([tenVolume], 1) + + elif objPrevious is not None: + tenFlow = self.netUpflow(objPrevious["tenFlow"]) + tenFeat = self.netUpfeat(objPrevious["tenFeat"]) + + tenVolume = torch.nn.functional.leaky_relu( + input=FunctionCorrelation( + tenFirst=tenFirst, + tenSecond=backwarp( + tenInput=tenSecond, tenFlow=tenFlow * self.fltBackwarp + ), + ), + negative_slope=0.1, + inplace=False, + ) + + tenFeat = torch.cat([tenVolume, tenFirst, tenFlow, tenFeat], 1) + + # end + + tenFeat = torch.cat([self.netOne(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netTwo(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netThr(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netFou(tenFeat), tenFeat], 1) + tenFeat = torch.cat([self.netFiv(tenFeat), tenFeat], 1) + + tenFlow = self.netSix(tenFeat) + + return {"tenFlow": tenFlow, "tenFeat": tenFeat} + + # end + + # end + + class Refiner(torch.nn.Module): + def __init__(self): + super(Refiner, self).__init__() + + self.netMain = torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=81 + 32 + 2 + 2 + 128 + 128 + 96 + 64 + 32, + out_channels=128, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=2, + dilation=2, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=128, + kernel_size=3, + stride=1, + padding=4, + dilation=4, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=128, + out_channels=96, + kernel_size=3, + stride=1, + padding=8, + dilation=8, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=96, + out_channels=64, + kernel_size=3, + stride=1, + padding=16, + dilation=16, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=64, + out_channels=32, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + torch.nn.LeakyReLU(inplace=False, negative_slope=0.1), + torch.nn.Conv2d( + in_channels=32, + out_channels=2, + kernel_size=3, + stride=1, + padding=1, + dilation=1, + ), + ) + + # end + + def forward(self, tenInput): + return self.netMain(tenInput) + + # end + + # end + + self.netExtractor = Extractor() + + self.netTwo = Decoder(2) + self.netThr = Decoder(3) + self.netFou = Decoder(4) + self.netFiv = Decoder(5) + self.netSix = Decoder(6) + + self.netRefiner = Refiner() + + self.load_state_dict( + { + strKey.replace("module", "net"): tenWeight + for strKey, tenWeight in torch.hub.load_state_dict_from_url( + url="http://content.sniklaus.com/github/pytorch-pwc/network-" + + "default" + + ".pytorch", + model_dir=get_ckpt_container_path(MODEL_TYPE) + ).items() + } + ) + + # end + + def forward(self, tenFirst, tenSecond, *args): + # optionally pass pre-extracted feature pyramid in as args + if len(args) == 0: + tenFirst = self.netExtractor(tenFirst) + tenSecond = self.netExtractor(tenSecond) + else: + tenFirst, tenSecond = args + + objEstimate = self.netSix(tenFirst[-1], tenSecond[-1], None) + objEstimate = self.netFiv(tenFirst[-2], tenSecond[-2], objEstimate) + objEstimate = self.netFou(tenFirst[-3], tenSecond[-3], objEstimate) + objEstimate = self.netThr(tenFirst[-4], tenSecond[-4], objEstimate) + objEstimate = self.netTwo(tenFirst[-5], tenSecond[-5], objEstimate) + + return objEstimate["tenFlow"] + self.netRefiner(objEstimate["tenFeat"]) + + # end + + def extract_pyramid(self, tenFirst, tenSecond): + return self.netExtractor(tenFirst), self.netExtractor(tenSecond) + + def extract_pyramid_single(self, tenFirst): + return self.netExtractor(tenFirst) + + +# end + +netNetwork = None + +########################################################## + + +def estimate(tenFirst, tenSecond): + global netNetwork + + if netNetwork is None: + netNetwork = Network().cuda().eval() + # end + + assert tenFirst.shape[1] == tenSecond.shape[1] + assert tenFirst.shape[2] == tenSecond.shape[2] + + intWidth = tenFirst.shape[2] + intHeight = tenFirst.shape[1] + + assert ( + intWidth == 1024 + ) # remember that there is no guarantee for correctness, comment this line out if you acknowledge this and want to continue + assert ( + intHeight == 436 + ) # remember that there is no guarantee for correctness, comment this line out if you acknowledge this and want to continue + + tenPreprocessedFirst = tenFirst.cuda().view(1, 3, intHeight, intWidth) + tenPreprocessedSecond = tenSecond.cuda().view(1, 3, intHeight, intWidth) + + intPreprocessedWidth = int(math.floor(math.ceil(intWidth / 64.0) * 64.0)) + intPreprocessedHeight = int(math.floor(math.ceil(intHeight / 64.0) * 64.0)) + + tenPreprocessedFirst = torch.nn.functional.interpolate( + input=tenPreprocessedFirst, + size=(intPreprocessedHeight, intPreprocessedWidth), + mode="bilinear", + align_corners=False, + ) + tenPreprocessedSecond = torch.nn.functional.interpolate( + input=tenPreprocessedSecond, + size=(intPreprocessedHeight, intPreprocessedWidth), + mode="bilinear", + align_corners=False, + ) + + tenFlow = 20.0 * torch.nn.functional.interpolate( + input=netNetwork(tenPreprocessedFirst, tenPreprocessedSecond), + size=(intHeight, intWidth), + mode="bilinear", + align_corners=False, + ) + + tenFlow[:, 0, :, :] *= float(intWidth) / float(intPreprocessedWidth) + tenFlow[:, 1, :, :] *= float(intHeight) / float(intPreprocessedHeight) + + return tenFlow[0, :, :, :].cpu() + + +# end + + +class UNet3d_18(nn.Module): + def __init__(self, channels=[32, 64, 96, 128], bn=True): + super(UNet3d_18, self).__init__() + growth = 2 # since concatenating previous outputs + upmode = "transpose" # use transposeConv to upsample + + self.channels = channels + + self.lrelu = nn.LeakyReLU(0.2, True) + + self.encoder = r3d_18(bn=bn, channels=channels) + + self.decoder = nn.Sequential( + Conv_3d( + channels[::-1][0], + channels[::-1][1], + kernel_size=3, + padding=1, + bias=True, + ), + upConv3D( + channels[::-1][1] * growth, + channels[::-1][2], + kernel_size=(3, 4, 4), + stride=(1, 2, 2), + padding=(1, 1, 1), + upmode=upmode, + ), + upConv3D( + channels[::-1][2] * growth, + channels[::-1][3], + kernel_size=(3, 4, 4), + stride=(1, 2, 2), + padding=(1, 1, 1), + upmode=upmode, + ), + Conv_3d( + channels[::-1][3] * growth, + channels[::-1][3], + kernel_size=3, + padding=1, + bias=True, + ), + upConv3D( + channels[::-1][3] * growth, + channels[::-1][3], + kernel_size=(3, 4, 4), + stride=(1, 2, 2), + padding=(1, 1, 1), + upmode=upmode, + ), + ) + + self.feature_fuse = nn.Sequential( + *( + [ + nn.Conv2d( + channels[::-1][3] * 5, + channels[::-1][3], + kernel_size=1, + stride=1, + bias=False, + ) + ] + + [nn.BatchNorm2d(channels[::-1][3]) if bn else Identity] + ) + ) + + self.outconv = nn.Sequential( + nn.ReflectionPad2d(3), + nn.Conv2d(channels[::-1][3], 3, kernel_size=7, stride=1, padding=0), + ) + + def forward(self, im1, im3, im5, im7, im4_tilde): + images = torch.stack((im1, im3, im4_tilde, im5, im7), dim=2) + + x_0, x_1, x_2, x_3, x_4 = self.encoder(images) + + dx_3 = self.lrelu(self.decoder[0](x_4)) + dx_3 = torch.cat([dx_3, x_3], dim=1) + + dx_2 = self.lrelu(self.decoder[1](dx_3)) + dx_2 = torch.cat([dx_2, x_2], dim=1) + + dx_1 = self.lrelu(self.decoder[2](dx_2)) + dx_1 = torch.cat([dx_1, x_1], dim=1) + + dx_0 = self.lrelu(self.decoder[3](dx_1)) + dx_0 = torch.cat([dx_0, x_0], dim=1) + + dx_out = self.lrelu(self.decoder[4](dx_0)) + dx_out = torch.cat(torch.unbind(dx_out, 2), 1) + + out = self.lrelu(self.feature_fuse(dx_out)) + out = self.outconv(out) + + return out + + +class KernelEstimation(torch.nn.Module): + def __init__(self, kernel_size): + super(KernelEstimation, self).__init__() + self.kernel_size = kernel_size + + def Subnet_offset(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Upsample(scale_factor=2, mode="bilinear", align_corners=True), + torch.nn.Conv2d( + in_channels=ks, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + ) + + def Subnet_weight(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Upsample(scale_factor=2, mode="bilinear", align_corners=True), + torch.nn.Conv2d( + in_channels=ks, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.Softmax(dim=1), + ) + + def Subnet_offset_ds(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + ) + + def Subnet_weight_ds(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.Softmax(dim=1), + ) + + def Subnet_offset_us(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Upsample(scale_factor=4, mode="bilinear", align_corners=True), + torch.nn.Conv2d( + in_channels=ks, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + ) + + def Subnet_weight_us(ks): + return torch.nn.Sequential( + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=64, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Conv2d( + in_channels=64, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.ReLU(inplace=False), + torch.nn.Upsample(scale_factor=4, mode="bilinear", align_corners=True), + torch.nn.Conv2d( + in_channels=ks, out_channels=ks, kernel_size=3, stride=1, padding=1 + ), + torch.nn.Softmax(dim=1), + ) + + self.moduleWeight1_ds = Subnet_weight_ds(self.kernel_size**2) + self.moduleAlpha1_ds = Subnet_offset_ds(self.kernel_size**2) + self.moduleBeta1_ds = Subnet_offset_ds(self.kernel_size**2) + self.moduleWeight2_ds = Subnet_weight_ds(self.kernel_size**2) + self.moduleAlpha2_ds = Subnet_offset_ds(self.kernel_size**2) + self.moduleBeta2_ds = Subnet_offset_ds(self.kernel_size**2) + + self.moduleWeight1 = Subnet_weight(self.kernel_size**2) + self.moduleAlpha1 = Subnet_offset(self.kernel_size**2) + self.moduleBeta1 = Subnet_offset(self.kernel_size**2) + self.moduleWeight2 = Subnet_weight(self.kernel_size**2) + self.moduleAlpha2 = Subnet_offset(self.kernel_size**2) + self.moduleBeta2 = Subnet_offset(self.kernel_size**2) + + self.moduleWeight1_us = Subnet_weight_us(self.kernel_size**2) + self.moduleAlpha1_us = Subnet_offset_us(self.kernel_size**2) + self.moduleBeta1_us = Subnet_offset_us(self.kernel_size**2) + self.moduleWeight2_us = Subnet_weight_us(self.kernel_size**2) + self.moduleAlpha2_us = Subnet_offset_us(self.kernel_size**2) + self.moduleBeta2_us = Subnet_offset_us(self.kernel_size**2) + + def forward(self, tensorCombine): + # Frame 0 + Weight1_ds = self.moduleWeight1_ds(tensorCombine) + Weight1 = self.moduleWeight1(tensorCombine) + Weight1_us = self.moduleWeight1_us(tensorCombine) + Alpha1_ds = self.moduleAlpha1_ds(tensorCombine) + Alpha1 = self.moduleAlpha1(tensorCombine) + Alpha1_us = self.moduleAlpha1_us(tensorCombine) + Beta1_ds = self.moduleBeta1_ds(tensorCombine) + Beta1 = self.moduleBeta1(tensorCombine) + Beta1_us = self.moduleBeta1_us(tensorCombine) + + # Frame 2 + Weight2_ds = self.moduleWeight2_ds(tensorCombine) + Weight2 = self.moduleWeight2(tensorCombine) + Weight2_us = self.moduleWeight2_us(tensorCombine) + Alpha2_ds = self.moduleAlpha2_ds(tensorCombine) + Alpha2 = self.moduleAlpha2(tensorCombine) + Alpha2_us = self.moduleAlpha2_us(tensorCombine) + Beta2_ds = self.moduleBeta2_ds(tensorCombine) + Beta2 = self.moduleBeta2(tensorCombine) + Beta2_us = self.moduleBeta2_us(tensorCombine) + + return ( + Weight1_ds, + Alpha1_ds, + Beta1_ds, + Weight2_ds, + Alpha2_ds, + Beta2_ds, + Weight1, + Alpha1, + Beta1, + Weight2, + Alpha2, + Beta2, + Weight1_us, + Alpha1_us, + Beta1_us, + Weight2_us, + Alpha2_us, + Beta2_us, + ) + + +class STMFNet_Model(torch.nn.Module): + def __init__(self): + super(STMFNet_Model, self).__init__() + + class Metric(torch.nn.Module): + def __init__(self): + super(Metric, self).__init__() + self.paramScale = torch.nn.Parameter(-torch.ones(1, 1, 1, 1)) + + def forward(self, tenFirst, tenSecond, tenFlow): + return self.paramScale * F.l1_loss( + input=tenFirst, + target=backwarp(tenSecond, tenFlow), + reduction="none", + ).mean(1, True) + + self.kernel_size = 5 + self.dilation = 1 + self.featc = [64, 128, 256, 512] + self.featnorm = "batch" + self.finetune_pwc = False + + self.kernel_pad = int(((self.kernel_size - 1) * self.dilation) / 2.0) + + self.feature_extractor = UMultiScaleResNext( + self.featc, norm_layer=self.featnorm + ) + + self.get_kernel = KernelEstimation(self.kernel_size) + + self.modulePad = torch.nn.ReplicationPad2d( + [self.kernel_pad, self.kernel_pad, self.kernel_pad, self.kernel_pad] + ) + + self.moduleAdaCoF = FunctionAdaCoF.apply + + self.gauss_kernel = torch.nn.Parameter( + gaussian_kernel(5, 0.5).repeat(3, 1, 1, 1), requires_grad=False + ) + + self.upsampler = Upsampler_8tap() + + self.scale_synthesis = MIMOGridNet( + (6, 6 + 6, 6), (3,), grid_chs=(32, 64, 96), n_row=3, n_col=4, outrow=(1,) + ) + + self.flow_estimator = PWCNet() + + self.softsplat = ModuleSoftsplat(strType="softmax") + + self.metric = Metric() + + self.dyntex_generator = UNet3d_18(bn=self.featnorm) + + # freeze weights of PWCNet if not finetuning it + if not self.finetune_pwc: + for param in self.flow_estimator.parameters(): + param.requires_grad = False + + def forward(self, I0, I1, I2, I3): + h0 = int(list(I1.size())[2]) + w0 = int(list(I1.size())[3]) + h2 = int(list(I2.size())[2]) + w2 = int(list(I2.size())[3]) + if h0 != h2 or w0 != w2: + sys.exit("Frame sizes do not match") + + h_padded = False + w_padded = False + if h0 % 128 != 0: + pad_h = 128 - (h0 % 128) + I0 = F.pad(I0, (0, 0, 0, pad_h), mode="reflect") + I1 = F.pad(I1, (0, 0, 0, pad_h), mode="reflect") + I2 = F.pad(I2, (0, 0, 0, pad_h), mode="reflect") + I3 = F.pad(I3, (0, 0, 0, pad_h), mode="reflect") + h_padded = True + + if w0 % 128 != 0: + pad_w = 128 - (w0 % 128) + I0 = F.pad(I0, (0, pad_w, 0, 0), mode="reflect") + I1 = F.pad(I1, (0, pad_w, 0, 0), mode="reflect") + I2 = F.pad(I2, (0, pad_w, 0, 0), mode="reflect") + I3 = F.pad(I3, (0, pad_w, 0, 0), mode="reflect") + w_padded = True + + feats = self.feature_extractor(moduleNormalize(I1), moduleNormalize(I2)) + kernelest = self.get_kernel(feats) + Weight1_ds, Alpha1_ds, Beta1_ds, Weight2_ds, Alpha2_ds, Beta2_ds = kernelest[:6] + Weight1, Alpha1, Beta1, Weight2, Alpha2, Beta2 = kernelest[6:12] + Weight1_us, Alpha1_us, Beta1_us, Weight2_us, Alpha2_us, Beta2_us = kernelest[ + 12: + ] + + # Original scale + tensorAdaCoF1 = ( + self.moduleAdaCoF(self.modulePad(I1), Weight1, Alpha1, Beta1, self.dilation) + * 1.0 + ) + tensorAdaCoF2 = ( + self.moduleAdaCoF(self.modulePad(I2), Weight2, Alpha2, Beta2, self.dilation) + * 1.0 + ) + + # 1/2 downsampled version + c, h, w = I1.shape[1:] + p = (self.gauss_kernel.shape[-1] - 1) // 2 + I1_blur = F.conv2d( + F.pad(I1, pad=(p, p, p, p), mode="reflect"), self.gauss_kernel, groups=c + ) + I2_blur = F.conv2d( + F.pad(I2, pad=(p, p, p, p), mode="reflect"), self.gauss_kernel, groups=c + ) + I1_ds = F.interpolate( + I1_blur, size=(h // 2, w // 2), mode="bilinear", align_corners=False + ) + I2_ds = F.interpolate( + I2_blur, size=(h // 2, w // 2), mode="bilinear", align_corners=False + ) + tensorAdaCoF1_ds = ( + self.moduleAdaCoF( + self.modulePad(I1_ds), Weight1_ds, Alpha1_ds, Beta1_ds, self.dilation + ) + * 1.0 + ) + tensorAdaCoF2_ds = ( + self.moduleAdaCoF( + self.modulePad(I2_ds), Weight2_ds, Alpha2_ds, Beta2_ds, self.dilation + ) + * 1.0 + ) + + # x2 upsampled version + I1_us = self.upsampler(I1) + I2_us = self.upsampler(I2) + tensorAdaCoF1_us = ( + self.moduleAdaCoF( + self.modulePad(I1_us), Weight1_us, Alpha1_us, Beta1_us, self.dilation + ) + * 1.0 + ) + tensorAdaCoF2_us = ( + self.moduleAdaCoF( + self.modulePad(I2_us), Weight2_us, Alpha2_us, Beta2_us, self.dilation + ) + * 1.0 + ) + + # use softsplat for refinement + pyramid0, pyramid2 = self.flow_estimator.extract_pyramid(I1, I2) + flow_0_2 = 20 * self.flow_estimator(I1, I2, pyramid0, pyramid2) + flow_0_2 = F.interpolate( + flow_0_2, size=(h, w), mode="bilinear", align_corners=False + ) + flow_2_0 = 20 * self.flow_estimator(I2, I1, pyramid2, pyramid0) + flow_2_0 = F.interpolate( + flow_2_0, size=(h, w), mode="bilinear", align_corners=False + ) + metric_0_2 = self.metric(I1, I2, flow_0_2) + metric_2_0 = self.metric(I2, I1, flow_2_0) + tensorSoftsplat0 = self.softsplat(I1, 0.5 * flow_0_2, metric_0_2) + tensorSoftsplat2 = self.softsplat(I2, 0.5 * flow_2_0, metric_2_0) + + # synthesize multiple scales + tensorCombine_us = torch.cat([tensorAdaCoF1_us, tensorAdaCoF2_us], dim=1) + tensorCombine = torch.cat( + [tensorAdaCoF1, tensorAdaCoF2, tensorSoftsplat0, tensorSoftsplat2], dim=1 + ) + tensorCombine_ds = torch.cat([tensorAdaCoF1_ds, tensorAdaCoF2_ds], dim=1) + output_tilde = self.scale_synthesis( + tensorCombine_us, tensorCombine, tensorCombine_ds + )[0] + + # generate dynamic texture + dyntex = self.dyntex_generator(I0, I1, I2, I3, output_tilde) + output = output_tilde + dyntex + + if h_padded: + output = output[:, :, 0:h0, :] + if w_padded: + output = output[:, :, :, 0:w0] + + if self.training: + return {"frame1": output} + else: + return output \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/__init__.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e52fc1a85dfadc84dd517875abd7d592e3c087e2 --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/__init__.py @@ -0,0 +1,115 @@ +import argparse +import torch +import torch.nn as nn +import torch.nn.functional as F +import einops +from torch.utils.data import DataLoader +import pathlib +from vfi_utils import load_file_from_github_release, preprocess_frames, postprocess_frames, InterpolationStateList +import typing +from comfy.model_management import get_torch_device + +CKPT_CONFIGS = { + "XVFInet_X4K1000FPS_exp1_latest.pt": { + "module_scale_factor": 4, + "S_trn": 3, + "S_tst": 5 + }, + "XVFInet_Vimeo_exp1_latest.pt": { + "module_scale_factor": 2, + "S_trn": 1, + "S_tst": 1 + } +} + +class XVFI_Inference(nn.Module): + def __init__(self, model_path, model_config) -> None: + super(XVFI_Inference, self).__init__() + from .xvfi_arch import XVFInet, weights_init + model_config = model_config + args = argparse.Namespace( + gpu=get_torch_device(), + nf=64, + **model_config, + img_ch=3, + ) + self.model = XVFInet(args).apply(weights_init).to(get_torch_device()) + self.model.load_state_dict(torch.load(model_path, map_location=get_torch_device())["state_dict_Model"]) + + def forward(self, I0, I1, timestep): + #"Real" inference is called "test_custom" in the original repo + #https://github.com/JihyongOh/XVFI/blob/main/utils.py#L434 + #https://github.com/JihyongOh/XVFI/blob/main/main.py#L336 + + x = torch.stack([I0, I1], dim=0) + x = einops.rearrange(x, "t b c h w -> b c t h w") + return self.model(x, timestep, is_training=False) + +MODEL_TYPE = pathlib.Path(__file__).parent.name + +class XVFI: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "ckpt_name": (list(CKPT_CONFIGS.keys()), ), + "frames": ("IMAGE", ), + "batch_size": ("INT", {"default": 1, "min": 1, "max": 100}), + "multipler": ("INT", {"default": 2, "min": 2, "max": 1000}), + }, + "optional": { + "optional_interpolation_states": ("INTERPOLATION_STATES", ), + } + } + + RETURN_TYPES = ("IMAGE", ) + FUNCTION = "vfi" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def vfi( + self, + ckpt_name: typing.AnyStr, + frames: torch.Tensor, + batch_size: typing.SupportsInt = 1, + multipler: typing.SupportsInt = 2, + optional_interpolation_states: InterpolationStateList = None + ): + model_path = load_file_from_github_release(MODEL_TYPE, ckpt_name) + ckpt_config = CKPT_CONFIGS[ckpt_name] + global model + model = XVFI_Inference(model_path, ckpt_config) + + frames = preprocess_frames(frames) + #https://github.com/JihyongOh/XVFI/blob/main/main.py#L314 + divide = 2 ** (ckpt_config["S_tst"]) * ckpt_config["module_scale_factor"] * 4 + B, C, H, W = frames.size() + H_padding = (divide - H % divide) % divide + W_padding = (divide - W % divide) % divide + if H_padding != 0 or W_padding != 0: + frames = F.pad(frames, (0, W_padding, 0, H_padding), "constant") + + frame_dict = { + str(i): frames[i].unsqueeze(0) for i in range(frames.shape[0]) + } + + if optional_interpolation_states is None: + interpolation_states = [True] * (frames.shape[0] - 1) + else: + interpolation_states = optional_interpolation_states + + enabled_former_idxs = [i for i, state in enumerate(interpolation_states) if state] + former_idxs_loader = DataLoader(enabled_former_idxs, batch_size=batch_size) + + for former_idxs_batch in former_idxs_loader: + for middle_i in range(1, multipler): + _middle_frames = model( + frames[former_idxs_batch], + frames[former_idxs_batch + 1], + timestep=torch.tensor([middle_i/multipler]).repeat(len(former_idxs_batch)).unsqueeze(1).to(get_torch_device()) + ) + for i, former_idx in enumerate(former_idxs_batch): + frame_dict[f'{former_idx}.{middle_i}'] = _middle_frames[i].unsqueeze(0) + + out_frames = torch.cat([frame_dict[key] for key in sorted(frame_dict.keys())], dim=0)[:, :, :H, :W] + return (postprocess_frames(out_frames), ) + diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/xvfi_arch.py b/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/xvfi_arch.py new file mode 100644 index 0000000000000000000000000000000000000000..dae013e749616c9b6b2e2767db08b8c8dab6046f --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_models/xvfi/xvfi_arch.py @@ -0,0 +1,506 @@ +import functools, random +import torch +import torch.nn as nn +import torch.nn.functional as F +from torch.autograd import Variable +import numpy as np +from torch.nn import init +from comfy.model_management import get_torch_device + + + +class XVFInet(nn.Module): + + def __init__(self, args): + super(XVFInet, self).__init__() + self.args = args + self.device = get_torch_device() + self.nf = args.nf + self.scale = args.module_scale_factor + self.vfinet = VFInet(args) + self.lrelu = nn.ReLU() + self.in_channels = 3 + self.channel_converter = nn.Sequential( + nn.Conv3d(self.in_channels, self.nf, [1, 3, 3], [1, 1, 1], [0, 1, 1]), + nn.ReLU()) + + self.rec_ext_ds_module = [self.channel_converter] + self.rec_ext_ds = nn.Conv3d(self.nf, self.nf, [1, 3, 3], [1, 2, 2], [0, 1, 1]) + for _ in range(int(np.log2(self.scale))): + self.rec_ext_ds_module.append(self.rec_ext_ds) + self.rec_ext_ds_module.append(nn.ReLU()) + self.rec_ext_ds_module.append(nn.Conv3d(self.nf, self.nf, [1, 3, 3], 1, [0, 1, 1])) + self.rec_ext_ds_module.append(RResBlock2D_3D(args, T_reduce_flag=False)) + self.rec_ext_ds_module = nn.Sequential(*self.rec_ext_ds_module) + + self.rec_ctx_ds = nn.Conv3d(self.nf, self.nf, [1, 3, 3], [1, 2, 2], [0, 1, 1]) + + print("The lowest scale depth for training (S_trn): ", self.args.S_trn) + print("The lowest scale depth for test (S_tst): ", self.args.S_tst) + + def forward(self, x, t_value, is_training=True): + ''' + x shape : [B,C,T,H,W] + t_value shape : [B,1] ############### + ''' + B, C, T, H, W = x.size() + B2, C2 = t_value.size() + assert C2 == 1, "t_value shape is [B,]" + assert T % 2 == 0, "T must be an even number" + t_value = t_value.view(B, 1, 1, 1) + + flow_l = None + feat_x = self.rec_ext_ds_module(x) + feat_x_list = [feat_x] + self.lowest_depth_level = self.args.S_trn if is_training else self.args.S_tst + for level in range(1, self.lowest_depth_level+1): + feat_x = self.rec_ctx_ds(feat_x) + feat_x_list.append(feat_x) + + if is_training: + out_l_list = [] + flow_refine_l_list = [] + out_l, flow_l, flow_refine_l = self.vfinet(x, feat_x_list[self.args.S_trn], flow_l, t_value, level=self.args.S_trn, is_training=True) + out_l_list.append(out_l) + flow_refine_l_list.append(flow_refine_l) + for level in range(self.args.S_trn-1, 0, -1): ## self.args.S_trn, self.args.S_trn-1, ..., 1. level 0 is not included + out_l, flow_l = self.vfinet(x, feat_x_list[level], flow_l, t_value, level=level, is_training=True) + out_l_list.append(out_l) + out_l, flow_l, flow_refine_l, occ_0_l0 = self.vfinet(x, feat_x_list[0], flow_l, t_value, level=0, is_training=True) + out_l_list.append(out_l) + flow_refine_l_list.append(flow_refine_l) + return out_l_list[::-1], flow_refine_l_list[::-1], occ_0_l0, torch.mean(x, dim=2) # out_l_list should be reversed. [out_l0, out_l1, ...] + + else: # Testing + for level in range(self.args.S_tst, 0, -1): ## self.args.S_tst, self.args.S_tst-1, ..., 1. level 0 is not included + flow_l = self.vfinet(x, feat_x_list[level], flow_l, t_value, level=level, is_training=False) + out_l = self.vfinet(x, feat_x_list[0], flow_l, t_value, level=0, is_training=False) + return out_l + + +class VFInet(nn.Module): + + def __init__(self, args): + super(VFInet, self).__init__() + self.args = args + self.device = get_torch_device() + self.nf = args.nf + self.scale = args.module_scale_factor + self.in_channels = 3 + + self.conv_flow_bottom = nn.Sequential( + nn.Conv2d(2*self.nf, 2*self.nf, [4,4], 2, [1,1]), + nn.ReLU(), + nn.Conv2d(2*self.nf, 4*self.nf, [4,4], 2, [1,1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(4 * self.nf, 2 * self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(2 * self.nf, self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.Conv2d(self.nf, 6, [3,3], 1, [1,1]), + ) + + self.conv_flow1 = nn.Conv2d(2*self.nf, self.nf, [3, 3], 1, [1, 1]) + + self.conv_flow2 = nn.Sequential( + nn.Conv2d(2*self.nf + 4, 2 * self.nf, [4, 4], 2, [1, 1]), + nn.ReLU(), + nn.Conv2d(2 * self.nf, 4 * self.nf, [4, 4], 2, [1, 1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(4 * self.nf, 2 * self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(2 * self.nf, self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.Conv2d(self.nf, 6, [3, 3], 1, [1, 1]), + ) + + self.conv_flow3 = nn.Sequential( + nn.Conv2d(4 + self.nf * 4, self.nf, [1, 1], 1, [0, 0]), + nn.ReLU(), + nn.Conv2d(self.nf, 2 * self.nf, [4, 4], 2, [1, 1]), + nn.ReLU(), + nn.Conv2d(2 * self.nf, 4 * self.nf, [4, 4], 2, [1, 1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(4 * self.nf, 2 * self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.UpsamplingNearest2d(scale_factor=2), + nn.Conv2d(2 * self.nf, self.nf, [3, 3], 1, [1, 1]), + nn.ReLU(), + nn.Conv2d(self.nf, 4, [3, 3], 1, [1, 1]), + ) + + self.refine_unet = RefineUNet(args) + self.lrelu = nn.ReLU() + + def forward(self, x, feat_x, flow_l_prev, t_value, level, is_training): + ''' + x shape : [B,C,T,H,W] + t_value shape : [B,1] ############### + ''' + B, C, T, H, W = x.size() + assert T % 2 == 0, "T must be an even number" + + ####################### For a single level + l = 2 ** level + x_l = x.permute(0,2,1,3,4) + x_l = x_l.contiguous().view(B * T, C, H, W) + + if level == 0: + pass + else: + x_l = F.interpolate(x_l, scale_factor=(1.0 / l, 1.0 / l), mode='bicubic', align_corners=False) + ''' + Down pixel-shuffle + ''' + x_l = x_l.view(B, T, C, H//l, W//l) + x_l = x_l.permute(0,2,1,3,4) + + B, C, T, H, W = x_l.size() + + ## Feature extraction + feat0_l = feat_x[:,:,0,:,:] + feat1_l = feat_x[:,:,1,:,:] + + ## Flow estimation + if flow_l_prev is None: + flow_l_tmp = self.conv_flow_bottom(torch.cat((feat0_l, feat1_l), dim=1)) + flow_l = flow_l_tmp[:,:4,:,:] + else: + up_flow_l_prev = 2.0*F.interpolate(flow_l_prev.detach(), scale_factor=(2,2), mode='bilinear', align_corners=False) + warped_feat1_l = self.bwarp(feat1_l, up_flow_l_prev[:,:2,:,:]) + warped_feat0_l = self.bwarp(feat0_l, up_flow_l_prev[:,2:,:,:]) + flow_l_tmp = self.conv_flow2(torch.cat([self.conv_flow1(torch.cat([feat0_l, warped_feat1_l],dim=1)), self.conv_flow1(torch.cat([feat1_l, warped_feat0_l],dim=1)), up_flow_l_prev],dim=1)) + flow_l = flow_l_tmp[:,:4,:,:] + up_flow_l_prev + + if not is_training and level!=0: + return flow_l + + flow_01_l = flow_l[:,:2,:,:] + flow_10_l = flow_l[:,2:,:,:] + z_01_l = torch.sigmoid(flow_l_tmp[:,4:5,:,:]) + z_10_l = torch.sigmoid(flow_l_tmp[:,5:6,:,:]) + + ## Complementary Flow Reversal (CFR) + flow_forward, norm0_l = self.z_fwarp(flow_01_l, t_value * flow_01_l, z_01_l) ## Actually, F (t) -> (t+1). Translation only. Not normalized yet + flow_backward, norm1_l = self.z_fwarp(flow_10_l, (1-t_value) * flow_10_l, z_10_l) ## Actually, F (1-t) -> (-t). Translation only. Not normalized yet + + flow_t0_l = -(1-t_value) * ((t_value)*flow_forward) + (t_value) * ((t_value)*flow_backward) # The numerator of Eq.(1) in the paper. + flow_t1_l = (1-t_value) * ((1-t_value)*flow_forward) - (t_value) * ((1-t_value)*flow_backward) # The numerator of Eq.(2) in the paper. + + norm_l = (1-t_value)*norm0_l + t_value*norm1_l + mask_ = (norm_l.detach() > 0).type(norm_l.type()) + flow_t0_l = (1-mask_) * flow_t0_l + mask_ * (flow_t0_l.clone() / (norm_l.clone() + (1-mask_))) # Divide the numerator with denominator in Eq.(1) + flow_t1_l = (1-mask_) * flow_t1_l + mask_ * (flow_t1_l.clone() / (norm_l.clone() + (1-mask_))) # Divide the numerator with denominator in Eq.(2) + + ## Feature warping + warped0_l = self.bwarp(feat0_l, flow_t0_l) + warped1_l = self.bwarp(feat1_l, flow_t1_l) + + ## Flow refinement + flow_refine_l = torch.cat([feat0_l, warped0_l, warped1_l, feat1_l, flow_t0_l, flow_t1_l], dim=1) + flow_refine_l = self.conv_flow3(flow_refine_l) + torch.cat([flow_t0_l, flow_t1_l], dim=1) + flow_t0_l = flow_refine_l[:, :2, :, :] + flow_t1_l = flow_refine_l[:, 2:4, :, :] + + warped0_l = self.bwarp(feat0_l, flow_t0_l) + warped1_l = self.bwarp(feat1_l, flow_t1_l) + + ## Flow upscale + flow_t0_l = self.scale * F.interpolate(flow_t0_l, scale_factor=(self.scale, self.scale), mode='bilinear',align_corners=False) + flow_t1_l = self.scale * F.interpolate(flow_t1_l, scale_factor=(self.scale, self.scale), mode='bilinear',align_corners=False) + + ## Image warping and blending + warped_img0_l = self.bwarp(x_l[:,:,0,:,:], flow_t0_l) + warped_img1_l = self.bwarp(x_l[:,:,1,:,:], flow_t1_l) + + refine_out = self.refine_unet(torch.cat([F.pixel_shuffle(torch.cat([feat0_l, feat1_l, warped0_l, warped1_l],dim=1), self.scale), x_l[:,:,0,:,:], x_l[:,:,1,:,:], warped_img0_l, warped_img1_l, flow_t0_l, flow_t1_l],dim=1)) + occ_0_l = torch.sigmoid(refine_out[:, 0:1, :, :]) + occ_1_l = 1-occ_0_l + + out_l = (1-t_value)*occ_0_l*warped_img0_l + t_value*occ_1_l*warped_img1_l + out_l = out_l / ( (1-t_value)*occ_0_l + t_value*occ_1_l ) + refine_out[:, 1:4, :, :] + + if not is_training and level==0: + return out_l + + if is_training: + if flow_l_prev is None: + # if level == self.args.S_trn: + return out_l, flow_l, flow_refine_l[:, 0:4, :, :] + elif level != 0: + return out_l, flow_l + else: # level==0 + return out_l, flow_l, flow_refine_l[:, 0:4, :, :], occ_0_l + + def bwarp(self, x, flo): + ''' + x: [B, C, H, W] (im2) + flo: [B, 2, H, W] flow + ''' + B, C, H, W = x.size() + # mesh grid + xx = torch.arange(0, W).view(1, 1, 1, W).expand(B, 1, H, W) + yy = torch.arange(0, H).view(1, 1, H, 1).expand(B, 1, H, W) + grid = torch.cat((xx, yy), 1).float() + + grid = grid.to(self.device) + vgrid = torch.autograd.Variable(grid) + flo + + # scale grid to [-1,1] + vgrid[:, 0, :, :] = 2.0 * vgrid[:, 0, :, :].clone() / max(W - 1, 1) - 1.0 + vgrid[:, 1, :, :] = 2.0 * vgrid[:, 1, :, :].clone() / max(H - 1, 1) - 1.0 + + vgrid = vgrid.permute(0, 2, 3, 1) # [B,H,W,2] + output = nn.functional.grid_sample(x, vgrid, align_corners=True) + mask = torch.autograd.Variable(torch.ones(x.size())).to(self.device) + mask = nn.functional.grid_sample(mask, vgrid, align_corners=True) + + # mask[mask<0.9999] = 0 + # mask[mask>0] = 1 + mask = mask.masked_fill_(mask < 0.999, 0) + mask = mask.masked_fill_(mask > 0, 1) + + return output * mask + + def fwarp(self, img, flo): + + """ + -img: image (N, C, H, W) + -flo: optical flow (N, 2, H, W) + elements of flo is in [0, H] and [0, W] for dx, dy + https://github.com/lyh-18/EQVI/blob/EQVI-master/models/forward_warp_gaussian.py + """ + + # (x1, y1) (x1, y2) + # +---------------+ + # | | + # | o(x, y) | + # | | + # | | + # | | + # | | + # +---------------+ + # (x2, y1) (x2, y2) + + N, C, _, _ = img.size() + + # translate start-point optical flow to end-point optical flow + y = flo[:, 0:1:, :] + x = flo[:, 1:2, :, :] + + x = x.repeat(1, C, 1, 1) + y = y.repeat(1, C, 1, 1) + + # Four point of square (x1, y1), (x1, y2), (x2, y1), (y2, y2) + x1 = torch.floor(x) + x2 = x1 + 1 + y1 = torch.floor(y) + y2 = y1 + 1 + + # firstly, get gaussian weights + w11, w12, w21, w22 = self.get_gaussian_weights(x, y, x1, x2, y1, y2) + + # secondly, sample each weighted corner + img11, o11 = self.sample_one(img, x1, y1, w11) + img12, o12 = self.sample_one(img, x1, y2, w12) + img21, o21 = self.sample_one(img, x2, y1, w21) + img22, o22 = self.sample_one(img, x2, y2, w22) + + imgw = img11 + img12 + img21 + img22 + o = o11 + o12 + o21 + o22 + + return imgw, o + + + def z_fwarp(self, img, flo, z): + """ + -img: image (N, C, H, W) + -flo: optical flow (N, 2, H, W) + elements of flo is in [0, H] and [0, W] for dx, dy + modified from https://github.com/lyh-18/EQVI/blob/EQVI-master/models/forward_warp_gaussian.py + """ + + # (x1, y1) (x1, y2) + # +---------------+ + # | | + # | o(x, y) | + # | | + # | | + # | | + # | | + # +---------------+ + # (x2, y1) (x2, y2) + + N, C, _, _ = img.size() + + # translate start-point optical flow to end-point optical flow + y = flo[:, 0:1:, :] + x = flo[:, 1:2, :, :] + + x = x.repeat(1, C, 1, 1) + y = y.repeat(1, C, 1, 1) + + # Four point of square (x1, y1), (x1, y2), (x2, y1), (y2, y2) + x1 = torch.floor(x) + x2 = x1 + 1 + y1 = torch.floor(y) + y2 = y1 + 1 + + # firstly, get gaussian weights + w11, w12, w21, w22 = self.get_gaussian_weights(x, y, x1, x2, y1, y2, z+1e-5) + + # secondly, sample each weighted corner + img11, o11 = self.sample_one(img, x1, y1, w11) + img12, o12 = self.sample_one(img, x1, y2, w12) + img21, o21 = self.sample_one(img, x2, y1, w21) + img22, o22 = self.sample_one(img, x2, y2, w22) + + imgw = img11 + img12 + img21 + img22 + o = o11 + o12 + o21 + o22 + + return imgw, o + + + def get_gaussian_weights(self, x, y, x1, x2, y1, y2, z=1.0): + # z 0.0 ~ 1.0 + w11 = z * torch.exp(-((x - x1) ** 2 + (y - y1) ** 2)) + w12 = z * torch.exp(-((x - x1) ** 2 + (y - y2) ** 2)) + w21 = z * torch.exp(-((x - x2) ** 2 + (y - y1) ** 2)) + w22 = z * torch.exp(-((x - x2) ** 2 + (y - y2) ** 2)) + + return w11, w12, w21, w22 + + def sample_one(self, img, shiftx, shifty, weight): + """ + Input: + -img (N, C, H, W) + -shiftx, shifty (N, c, H, W) + """ + + N, C, H, W = img.size() + + # flatten all (all restored as Tensors) + flat_shiftx = shiftx.view(-1) + flat_shifty = shifty.view(-1) + flat_basex = torch.arange(0, H, requires_grad=False).view(-1, 1)[None, None].to(self.device).long().repeat(N, C,1,W).view(-1) + flat_basey = torch.arange(0, W, requires_grad=False).view(1, -1)[None, None].to(self.device).long().repeat(N, C,H,1).view(-1) + flat_weight = weight.view(-1) + flat_img = img.contiguous().view(-1) + + # The corresponding positions in I1 + idxn = torch.arange(0, N, requires_grad=False).view(N, 1, 1, 1).to(self.device).long().repeat(1, C, H, W).view(-1) + idxc = torch.arange(0, C, requires_grad=False).view(1, C, 1, 1).to(self.device).long().repeat(N, 1, H, W).view(-1) + idxx = flat_shiftx.long() + flat_basex + idxy = flat_shifty.long() + flat_basey + + # recording the inside part the shifted + mask = idxx.ge(0) & idxx.lt(H) & idxy.ge(0) & idxy.lt(W) + + # Mask off points out of boundaries + ids = (idxn * C * H * W + idxc * H * W + idxx * W + idxy) + ids_mask = torch.masked_select(ids, mask).clone().to(self.device) + + # Note here! accmulate fla must be true for proper bp + img_warp = torch.zeros([N * C * H * W, ]).to(self.device) + img_warp.put_(ids_mask, torch.masked_select(flat_img * flat_weight, mask), accumulate=True) + + one_warp = torch.zeros([N * C * H * W, ]).to(self.device) + one_warp.put_(ids_mask, torch.masked_select(flat_weight, mask), accumulate=True) + + return img_warp.view(N, C, H, W), one_warp.view(N, C, H, W) + +class RefineUNet(nn.Module): + def __init__(self, args): + super(RefineUNet, self).__init__() + self.args = args + self.scale = args.module_scale_factor + self.nf = args.nf + self.conv1 = nn.Conv2d(self.nf, self.nf, [3,3], 1, [1,1]) + self.conv2 = nn.Conv2d(self.nf, self.nf, [3,3], 1, [1,1]) + self.lrelu = nn.ReLU() + self.NN = nn.UpsamplingNearest2d(scale_factor=2) + + self.enc1 = nn.Conv2d((4*self.nf)//self.scale//self.scale + 4*args.img_ch + 4, self.nf, [4, 4], 2, [1, 1]) + self.enc2 = nn.Conv2d(self.nf, 2*self.nf, [4, 4], 2, [1, 1]) + self.enc3 = nn.Conv2d(2*self.nf, 4*self.nf, [4, 4], 2, [1, 1]) + self.dec0 = nn.Conv2d(4*self.nf, 4*self.nf, [3, 3], 1, [1, 1]) + self.dec1 = nn.Conv2d(4*self.nf + 2*self.nf, 2*self.nf, [3, 3], 1, [1, 1]) ## input concatenated with enc2 + self.dec2 = nn.Conv2d(2*self.nf + self.nf, self.nf, [3, 3], 1, [1, 1]) ## input concatenated with enc1 + self.dec3 = nn.Conv2d(self.nf, 1+args.img_ch, [3, 3], 1, [1, 1]) ## input added with warped image + + def forward(self, concat): + enc1 = self.lrelu(self.enc1(concat)) + enc2 = self.lrelu(self.enc2(enc1)) + out = self.lrelu(self.enc3(enc2)) + + out = self.lrelu(self.dec0(out)) + out = self.NN(out) + + out = torch.cat((out,enc2),dim=1) + out = self.lrelu(self.dec1(out)) + + out = self.NN(out) + out = torch.cat((out,enc1),dim=1) + out = self.lrelu(self.dec2(out)) + + out = self.NN(out) + out = self.dec3(out) + return out + +class ResBlock2D_3D(nn.Module): + ## Shape of input [B,C,T,H,W] + ## Shape of output [B,C,T,H,W] + def __init__(self, args): + super(ResBlock2D_3D, self).__init__() + self.args = args + self.nf = args.nf + + self.conv3x3_1 = nn.Conv3d(self.nf, self.nf, [1,3,3], 1, [0,1,1]) + self.conv3x3_2 = nn.Conv3d(self.nf, self.nf, [1,3,3], 1, [0,1,1]) + self.lrelu = nn.ReLU() + + def forward(self, x): + ''' + x shape : [B,C,T,H,W] + ''' + B, C, T, H, W = x.size() + + out = self.conv3x3_2(self.lrelu(self.conv3x3_1(x))) + + return x + out + +class RResBlock2D_3D(nn.Module): + + def __init__(self, args, T_reduce_flag=False): + super(RResBlock2D_3D, self).__init__() + self.args = args + self.nf = args.nf + self.T_reduce_flag = T_reduce_flag + self.resblock1 = ResBlock2D_3D(self.args) + self.resblock2 = ResBlock2D_3D(self.args) + if T_reduce_flag: + self.reduceT_conv = nn.Conv3d(self.nf, self.nf, [3,1,1], 1, [0,0,0]) + + def forward(self, x): + ''' + x shape : [B,C,T,H,W] + ''' + out = self.resblock1(x) + out = self.resblock2(out) + if self.T_reduce_flag: + return self.reduceT_conv(out + x) + else: + return out + x + +def weights_init(m): + classname = m.__class__.__name__ + if (classname.find('Conv2d') != -1) or (classname.find('Conv3d') != -1): + init.xavier_normal_(m.weight) + # init.kaiming_normal_(m.weight, nonlinearity='relu') + if hasattr(m, 'bias') and m.bias is not None: + init.zeros_(m.bias) \ No newline at end of file diff --git a/custom_nodes/comfyui-frame-interpolation/vfi_utils.py b/custom_nodes/comfyui-frame-interpolation/vfi_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..7504637e63abfc8b826a36f11456e8a47d2dbf5d --- /dev/null +++ b/custom_nodes/comfyui-frame-interpolation/vfi_utils.py @@ -0,0 +1,295 @@ +import yaml +import os +from torch.hub import download_url_to_file, get_dir +from urllib.parse import urlparse +import torch +import typing +import traceback +import einops +import gc +import torchvision.transforms.functional as transform +from comfy.model_management import soft_empty_cache, get_torch_device +import numpy as np + +BASE_MODEL_DOWNLOAD_URLS = [ + "https://github.com/styler00dollar/VSGAN-tensorrt-docker/releases/download/models/", + "https://github.com/Fannovel16/ComfyUI-Frame-Interpolation/releases/download/models/", + "https://github.com/dajes/frame-interpolation-pytorch/releases/download/v1.0.0/" +] + +config_path = os.path.join(os.path.dirname(__file__), "./config.yaml") +if os.path.exists(config_path): + config = yaml.load(open(config_path, "r"), Loader=yaml.FullLoader) +else: + raise Exception("config.yaml file is neccessary, plz recreate the config file by downloading it from https://github.com/Fannovel16/ComfyUI-Frame-Interpolation") +DEVICE = get_torch_device() + +class InterpolationStateList(): + + def __init__(self, frame_indices: typing.List[int], is_skip_list: bool): + self.frame_indices = frame_indices + self.is_skip_list = is_skip_list + + def is_frame_skipped(self, frame_index): + is_frame_in_list = frame_index in self.frame_indices + return self.is_skip_list and is_frame_in_list or not self.is_skip_list and not is_frame_in_list + + +class MakeInterpolationStateList: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "frame_indices": ("STRING", {"multiline": True, "default": "1,2,3"}), + "is_skip_list": ("BOOLEAN", {"default": True},), + }, + } + + RETURN_TYPES = ("INTERPOLATION_STATES",) + FUNCTION = "create_options" + CATEGORY = "ComfyUI-Frame-Interpolation/VFI" + + def create_options(self, frame_indices: str, is_skip_list: bool): + frame_indices_list = [int(item) for item in frame_indices.split(',')] + + interpolation_state_list = InterpolationStateList( + frame_indices=frame_indices_list, + is_skip_list=is_skip_list, + ) + return (interpolation_state_list,) + + +def get_ckpt_container_path(model_type): + return os.path.abspath(os.path.join(os.path.dirname(__file__), config["ckpts_path"], model_type)) + +def load_file_from_url(url, model_dir=None, progress=True, file_name=None): + """Load file form http url, will download models if necessary. + + Ref:https://github.com/1adrianb/face-alignment/blob/master/face_alignment/utils.py + + Args: + url (str): URL to be downloaded. + model_dir (str): The path to save the downloaded model. Should be a full path. If None, use pytorch hub_dir. + Default: None. + progress (bool): Whether to show the download progress. Default: True. + file_name (str): The downloaded file name. If None, use the file name in the url. Default: None. + + Returns: + str: The path to the downloaded file. + """ + if model_dir is None: # use the pytorch hub_dir + hub_dir = get_dir() + model_dir = os.path.join(hub_dir, 'checkpoints') + + os.makedirs(model_dir, exist_ok=True) + + parts = urlparse(url) + file_name = os.path.basename(parts.path) + if file_name is not None: + file_name = file_name + cached_file = os.path.abspath(os.path.join(model_dir, file_name)) + if not os.path.exists(cached_file): + print(f'Downloading: "{url}" to {cached_file}\n') + download_url_to_file(url, cached_file, hash_prefix=None, progress=progress) + return cached_file + +def load_file_from_github_release(model_type, ckpt_name): + error_strs = [] + for i, base_model_download_url in enumerate(BASE_MODEL_DOWNLOAD_URLS): + try: + return load_file_from_url(base_model_download_url + ckpt_name, get_ckpt_container_path(model_type)) + except Exception: + traceback_str = traceback.format_exc() + if i < len(BASE_MODEL_DOWNLOAD_URLS) - 1: + print("Failed! Trying another endpoint.") + error_strs.append(f"Error when downloading from: {base_model_download_url + ckpt_name}\n\n{traceback_str}") + + error_str = '\n\n'.join(error_strs) + raise Exception(f"Tried all GitHub base urls to download {ckpt_name} but no suceess. Below is the error log:\n\n{error_str}") + + +def load_file_from_direct_url(model_type, url): + return load_file_from_url(url, get_ckpt_container_path(model_type)) + +def preprocess_frames(frames): + return einops.rearrange(frames[..., :3], "n h w c -> n c h w") + +def postprocess_frames(frames): + return einops.rearrange(frames, "n c h w -> n h w c")[..., :3].cpu() + +def assert_batch_size(frames, batch_size=2, vfi_name=None): + subject_verb = "Most VFI models require" if vfi_name is None else f"VFI model {vfi_name} requires" + assert len(frames) >= batch_size, f"{subject_verb} at least {batch_size} frames to work with, only found {frames.shape[0]}. Please check the frame input using PreviewImage." + +def _generic_frame_loop( + frames, + clear_cache_after_n_frames, + multiplier: typing.Union[typing.SupportsInt, typing.List], + return_middle_frame_function, + *return_middle_frame_function_args, + interpolation_states: InterpolationStateList = None, + use_timestep=True, + dtype=torch.float16, + final_logging=True): + + #https://github.com/hzwer/Practical-RIFE/blob/main/inference_video.py#L169 + def non_timestep_inference(frame0, frame1, n): + middle = return_middle_frame_function(frame0, frame1, None, *return_middle_frame_function_args) + if n == 1: + return [middle] + first_half = non_timestep_inference(frame0, middle, n=n//2) + second_half = non_timestep_inference(middle, frame1, n=n//2) + if n%2: + return [*first_half, middle, *second_half] + else: + return [*first_half, *second_half] + + output_frames = torch.zeros(multiplier*frames.shape[0], *frames.shape[1:], dtype=dtype, device="cpu") + out_len = 0 + + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + + for frame_itr in range(len(frames) - 1): # Skip the final frame since there are no frames after it + frame0 = frames[frame_itr:frame_itr+1] + output_frames[out_len] = frame0 # Start with first frame + out_len += 1 + # Ensure that input frames are in fp32 - the same dtype as model + frame0 = frame0.to(dtype=torch.float32) + frame1 = frames[frame_itr+1:frame_itr+2].to(dtype=torch.float32) + + if interpolation_states is not None and interpolation_states.is_frame_skipped(frame_itr): + continue + + # Generate and append a batch of middle frames + middle_frame_batches = [] + + if use_timestep: + for middle_i in range(1, multiplier): + timestep = middle_i/multiplier + + middle_frame = return_middle_frame_function( + frame0.to(DEVICE), + frame1.to(DEVICE), + timestep, + *return_middle_frame_function_args + ).detach().cpu() + middle_frame_batches.append(middle_frame.to(dtype=dtype)) + else: + middle_frames = non_timestep_inference(frame0.to(DEVICE), frame1.to(DEVICE), multiplier - 1) + middle_frame_batches.extend(torch.cat(middle_frames, dim=0).detach().cpu().to(dtype=dtype)) + + # Copy middle frames to output + for middle_frame in middle_frame_batches: + output_frames[out_len] = middle_frame + out_len += 1 + + number_of_frames_processed_since_last_cleared_cuda_cache += 1 + # Try to avoid a memory overflow by clearing cuda cache regularly + if number_of_frames_processed_since_last_cleared_cuda_cache >= clear_cache_after_n_frames: + print("Comfy-VFI: Clearing cache...", end=' ') + soft_empty_cache() + number_of_frames_processed_since_last_cleared_cuda_cache = 0 + print("Done cache clearing") + + gc.collect() + + if final_logging: + print(f"Comfy-VFI done! {len(output_frames)} frames generated at resolution: {output_frames[0].shape}") + # Append final frame + output_frames[out_len] = frames[-1:] + out_len += 1 + # clear cache for courtesy + if final_logging: + print("Comfy-VFI: Final clearing cache...", end = ' ') + soft_empty_cache() + if final_logging: + print("Done cache clearing") + return output_frames[:out_len] + +def generic_frame_loop( + model_name, + frames, + clear_cache_after_n_frames, + multiplier: typing.Union[typing.SupportsInt, typing.List], + return_middle_frame_function, + *return_middle_frame_function_args, + interpolation_states: InterpolationStateList = None, + use_timestep=True, + dtype=torch.float32): + + assert_batch_size(frames, vfi_name=model_name.replace('_', ' ').replace('VFI', '')) + if type(multiplier) == int: + return _generic_frame_loop( + frames, + clear_cache_after_n_frames, + multiplier, + return_middle_frame_function, + *return_middle_frame_function_args, + interpolation_states=interpolation_states, + use_timestep=use_timestep, + dtype=dtype + ) + if type(multiplier) == list: + multipliers = list(map(int, multiplier)) + multipliers += [2] * (len(frames) - len(multipliers) - 1) + frame_batches = [] + for frame_itr in range(len(frames) - 1): + multiplier = multipliers[frame_itr] + if multiplier == 0: continue + frame_batch = _generic_frame_loop( + frames[frame_itr:frame_itr+2], + clear_cache_after_n_frames, + multiplier, + return_middle_frame_function, + *return_middle_frame_function_args, + interpolation_states=interpolation_states, + use_timestep=use_timestep, + dtype=dtype, + final_logging=False + ) + if frame_itr != len(frames) - 2: # Not append last frame unless this batch is the last one + frame_batch = frame_batch[:-1] + frame_batches.append(frame_batch) + output_frames = torch.cat(frame_batches) + print(f"Comfy-VFI done! {len(output_frames)} frames generated at resolution: {output_frames[0].shape}") + return output_frames + raise NotImplementedError(f"multipiler of {type(multiplier)}") + +class FloatToInt: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "float": ("FLOAT", {"default": 0, 'min': 0, 'step': 0.01}) + } + } + + RETURN_TYPES = ("INT",) + FUNCTION = "convert" + CATEGORY = "ComfyUI-Frame-Interpolation" + + def convert(self, float): + if hasattr(float, "__iter__"): + return (list(map(int, float)),) + return (int(float),) + +""" def generic_4frame_loop( + frames, + clear_cache_after_n_frames, + multiplier: typing.SupportsInt, + return_middle_frame_function, + *return_middle_frame_function_args, + interpolation_states: InterpolationStateList = None, + use_timestep=False): + + if use_timestep: raise NotImplementedError("Timestep 4 frame VFI model") + def non_timestep_inference(frame_0, frame_1, frame_2, frame_3, n): + middle = return_middle_frame_function(frame_0, frame_1, None, *return_middle_frame_function_args) + if n == 1: + return [middle] + first_half = non_timestep_inference(frame_0, middle, n=n//2) + second_half = non_timestep_inference(middle, frame_1, n=n//2) + if n%2: + return [*first_half, middle, *second_half] + else: + return [*first_half, *second_half] """ \ No newline at end of file diff --git a/custom_nodes/comfyui-videohelpersuite/.github/workflows/publish.yml b/custom_nodes/comfyui-videohelpersuite/.github/workflows/publish.yml new file mode 100644 index 0000000000000000000000000000000000000000..27bcdb11695ea19286da34cd5f36cf75155a4dbb --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/.github/workflows/publish.yml @@ -0,0 +1,24 @@ +name: Publish to Comfy registry +on: + workflow_dispatch: + push: + branches: + - main + paths: + - "pyproject.toml" + +permissions: + issues: write + +jobs: + publish-node: + name: Publish Custom Node to registry + runs-on: ubuntu-latest + if: ${{ github.repository_owner == 'Kosinkadink' }} + steps: + - name: Check out code + uses: actions/checkout@v4 + - name: Publish Custom Node + uses: Comfy-Org/publish-node-action@v1 + with: + personal_access_token: ${{ secrets.REGISTRY_ACCESS_TOKEN }} ## Add your own personal access token to your Github Repository secrets and reference it here. diff --git a/custom_nodes/comfyui-videohelpersuite/.gitignore b/custom_nodes/comfyui-videohelpersuite/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..9b5379e8f93da3909706b0a7d37f5c8ab5e2a2a5 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/.gitignore @@ -0,0 +1,162 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ +# VIM swap files +*.swp diff --git a/custom_nodes/comfyui-videohelpersuite/.tracking b/custom_nodes/comfyui-videohelpersuite/.tracking new file mode 100644 index 0000000000000000000000000000000000000000..8ef6e8220a0177fd6fd1bf92d1a496df1304a1f8 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/.tracking @@ -0,0 +1,45 @@ +.github/workflows/publish.yml +.gitignore +LICENSE +README.md +__init__.py +pyproject.toml +requirements.txt +testframework/README.md +testframework/__init__.py +testframework/server.py +testframework/web/js/testRunner.js +tests/README.md +tests/audio.json +tests/batch4x4.json +tests/converted-format-input.json +tests/converted-input.json +tests/loop.json +tests/old-prores.json +tests/old-vae-conversion.json +tests/simple.json +video_formats/16bit-png.json +video_formats/8bit-png.json +video_formats/ProRes.json +video_formats/av1-webm.json +video_formats/ffmpeg-gif.json +video_formats/ffv1-mkv.json +video_formats/gifski.json +video_formats/h264-mp4.json +video_formats/h265-mp4.json +video_formats/nvenc_av1-mp4.json +video_formats/nvenc_h264-mp4.json +video_formats/nvenc_hevc-mp4.json +video_formats/webm.json +videohelpersuite/batched_nodes.py +videohelpersuite/documentation.py +videohelpersuite/image_latent_nodes.py +videohelpersuite/latent_preview.py +videohelpersuite/load_images_nodes.py +videohelpersuite/load_video_nodes.py +videohelpersuite/logger.py +videohelpersuite/nodes.py +videohelpersuite/server.py +videohelpersuite/utils.py +web/js/VHS.core.js +web/js/videoinfo.js \ No newline at end of file diff --git a/custom_nodes/comfyui-videohelpersuite/LICENSE b/custom_nodes/comfyui-videohelpersuite/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU General Public License is a free, copyleft license for +software and other kinds of works. + + The licenses for most software and other practical works are designed +to take away your freedom to share and change the works. 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If your program is a subroutine library, you +may consider it more useful to permit linking proprietary applications with +the library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. But first, please read +. diff --git a/custom_nodes/comfyui-videohelpersuite/README.md b/custom_nodes/comfyui-videohelpersuite/README.md new file mode 100644 index 0000000000000000000000000000000000000000..753fcecf9979b40b2427869c6ad5bed1b61df482 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/README.md @@ -0,0 +1,110 @@ +# ComfyUI-VideoHelperSuite +Nodes related to video workflows + +## I/O Nodes +### Load Video +Converts a video file into a series of images +- video: The video file to be loaded +- force_rate: Discards or duplicates frames as needed to hit a target frame rate. Disabled by setting to 0. This can be used to quickly match a suggested frame rate like the 8 fps of AnimateDiff. +- force_size: Allows for quick resizing to a number of suggested sizes. Several options allow you to set only width or height and determine the other from aspect ratio. +- frame_load_cap: The maximum number of frames which will be returned. This could also be thought of as the maximum batch size. +- skip_first_frames: How many frames to skip from the start of the video after adjusting for a forced frame rate. By incrementing this number by the frame_load_cap, you can easily process a longer input video in parts. +- select_every_nth: Allows for skipping a number of frames without considering the base frame rate or risking frame duplication. Often useful when working with animated gifs +A path variant of the Load Video node exists that allows loading videos from external paths +![step](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite/assets/4284322/b5fc993c-5c9b-4608-afa4-48ae2e1380ef) +![resize](https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite/assets/4284322/98d2e78e-1c44-443c-a8fe-0dab0b5947f3) +If [Advanced Previews](#advanced-previews) is enabled in the options menu of the web ui, the preview will reflect the current settings on the node. +### Load Image Sequence +Loads all image files from a subfolder. Options are similar to Load Video. +- image_load_cap: The maximum number of images which will be returned. This could also be thought of as the maximum batch size. +- skip_first_images: How many images to skip. By incrementing this number by image_load_cap, you can easily divide a long sequence of images into multiple batches. +- select_every_nth: Allows for skipping a number of images between every returned frame. + +A path variant of Load Image sequence also exists. +### Video Combine +Combines a series of images into an output video +If the optional audio input is provided, it will also be combined into the output video +- frame_rate: How many of the input frames are displayed per second. A higher frame rate means that the output video plays faster and has less duration. This should usually be kept to 8 for AnimateDiff, or matched to the force_rate of a Load Video node. +- loop_count: How many additional times the video should repeat +- filename_prefix: The base file name used for output. + - You can save output to a subfolder: `subfolder/video` + - Like the builtin Save Image node, you can add timestamps. `%date:yyyy-MM-ddThh:mm:ss%` might become 2023-10-31T6:45:25 +- format: The file format to use. Advanced information on configuring or adding additional video formats can be found in the [Video Formats](#video-formats) section. +- pingpong: Causes the input to be played back in the reverse to create a clean loop. +- save_output: Whether the image should be put into the output directory or the temp directory. +Returns: a `VHS_FILENAMES` which consists of a boolean indicating if save_output is enabled and a list of the full filepaths of all generated outputs in the order created. Accordingly `output[1][-1]` will be the most complete output. + +Depending on the format chosen, additional options may become available, including +- crf: Describes the quality of the output video. A lower number gives a higher quality video and a larger file size, while a higher number gives a lower quality video with a smaller size. Scaling varies by codec, but visually lossless output generally occurs around 20. +- save_metadata: Includes a copy of the workflow in the output video which can be loaded by dragging and dropping the video, just like with images. +- pix_fmt: Changes how the pixel data is stored. `yuv420p10le` has higher color quality, but won't work on all devices +### Load Audio +Provides a way to load standalone audio files. +- seek_seconds: An optional start time for the audio file in seconds. + +## Latent/Image Nodes +A number of utility nodes exist for managing latents. For each, there is an equivalent node which works on images. +### Split Batch +Divides the latents into two sets. The first `split_index` latents go to output A and the remainder to output B. If less then `split_index` latents are provided as input, all are passed to output A and output B is empty. +### Merge Batch +Combines two groups of latents into a single output. The order of the output is the latents in A followed by the latents in B. +If the input groups are not the same size, the node provides options for rescaling the latents before merging. +### Select Every Nth +The first of every `select_every_nth` input is passed and the remainder are discarded +### Get Count +### Duplicate Batch + +## Video Previews +Load Video (Upload), Load Video (Path), Load Images (Upload), Load Images (Path) and Video Combine provide animated previews. +Nodes with previews provide additional functionality when right clicked +- Open preview +- Save preview +- Pause preview: Can improve performance with very large videos +- Hide preview: Can improve performance, save space +- Sync preview: Restarts all previews for side-by-side comparisons + +### Advanced Previews +Advanced Previews must be manually enabled by clicking the settings gear next to Queue Prompt and checking the box for VHS Advanced Previews. +If enabled, videos which are displayed in the ui will be converted with ffmpeg on request. This has several benefits +- Previews for Load Video nodes will reflect the settings on the node such as skip_first_frames and frame_load_cap + - This makes it easy to select an exact portion of an input video and sync it with outputs +- It can use substantially less bandwidth if running the server remotely +- It can greatly improve the browser performance by downsizing videos to the in ui resolution, particularly useful with animated gifs +- It allows for previews of videos that would not normally be playable in browser. +- Can be limited to subdirectories of ComyUI if `VHS_STRICT_PATHS` is set as an environment variable. + +This fucntionality is disabled since it comes with several downsides +- There is a delay before videos show in the browser. This delay can become quite large if the input video is long +- The preview videos are lower quality (The original can always be viewed with Right Click -> Open preview) + +## Video Formats +Those familiar with ffmpeg are able to add json files to the video_formats folders to add new output types to Video Combine. +Consider the following example for av1-webm +```json +{ + "main_pass": + [ + "-n", "-c:v", "libsvtav1", + "-pix_fmt", "yuv420p10le", + "-crf", ["crf","INT", {"default": 23, "min": 0, "max": 100, "step": 1}] + ], + "audio_pass": ["-c:a", "libopus"], + "extension": "webm", + "environment": {"SVT_LOG": "1"} +} +``` +Most configuration takes place in `main_pass`, which is a list of arguments that are passed to ffmpeg. +- `"-n"` designates that the command should fail if a file of the same name already exists. This should never happen, but if some bug were to occur, it would ensure other files aren't overwritten. +- `"-c:v", "libsvtav1"` designates that the video should be encoded with an av1 codec using the new SVT-AV1 encoder. SVT-AV1 is much faster than libaom-av1, but may not exist in older versions of ffmpeg. Alternatively, av1_nvenc could be used for gpu encoding with newer nvidia cards. +- `"-pix_fmt", "yuv420p10le"` designates the standard pixel format with 10-bit color. It's important that some pixel format be specified to ensure a nonconfigurable input pix_fmt isn't used. + +`audio pass` contains a list of arguments which are passed to ffmpeg when audio is passed into Video Combine + +`extension` designates both the file extension and the container format that is used. If some of the above options are omitted from `main_pass` it can affect what default options are chosen. +`environment` can optionally be provided to set environment variables during execution. For av1 it's used to reduce the verbosity of logging so that only major errors are displayed. +`input_color_depth` effects the format in which pixels are passed to the ffmpeg subprocess. Current valid options are `8bit` and `16bit`. The later will produce higher quality output, but is experimental. + +Fields can be exposed in the webui as a widget using a format similar to what is used in the creation of custom nodes. In the above example, the argument for `-crf` will be exposed as a format widget in the webui. Format widgets are a list of up to 3 terms +- The name of the widget that will be displayed in the web ui +- Either a primitive such as "INT" or "BOOLEAN", or a list of string options +- A dictionary of options diff --git a/custom_nodes/comfyui-videohelpersuite/__init__.py b/custom_nodes/comfyui-videohelpersuite/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..9fa995f0ac7e296a62bcba9df68b5250a0f7d041 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/__init__.py @@ -0,0 +1,9 @@ +from .videohelpersuite.nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS +import folder_paths +from .videohelpersuite.server import server +from .videohelpersuite import documentation +from .videohelpersuite import latent_preview + +WEB_DIRECTORY = "./web" +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] +documentation.format_descriptions(NODE_CLASS_MAPPINGS) diff --git a/custom_nodes/comfyui-videohelpersuite/pyproject.toml b/custom_nodes/comfyui-videohelpersuite/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..39793ee53bd813c5188a2f65836a72bf541b4d9c --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/pyproject.toml @@ -0,0 +1,15 @@ +[project] +name = "comfyui-videohelpersuite" +description = "Nodes related to video workflows" +version = "1.7.9" +license = { file = "LICENSE" } +dependencies = ["opencv-python", "imageio-ffmpeg"] + +[project.urls] +Repository = "https://github.com/Kosinkadink/ComfyUI-VideoHelperSuite" + +# Used by Comfy Registry https://comfyregistry.org +[tool.comfy] +PublisherId = "kosinkadink" +DisplayName = "ComfyUI-VideoHelperSuite" +Icon = "" diff --git a/custom_nodes/comfyui-videohelpersuite/requirements.txt b/custom_nodes/comfyui-videohelpersuite/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..4fa34aa21b85c4b974e2a2b6891eae5fd6dd4164 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/requirements.txt @@ -0,0 +1,2 @@ +opencv-python +imageio-ffmpeg diff --git a/custom_nodes/comfyui-videohelpersuite/testframework/README.md b/custom_nodes/comfyui-videohelpersuite/testframework/README.md new file mode 100644 index 0000000000000000000000000000000000000000..93cd503563080c9c7d785d419bef7dddc4c11cd8 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/testframework/README.md @@ -0,0 +1,5 @@ +Code to automate execution of the tests and evaluate the results. +Distributed as a `custom node`, and can be installed by copying or simlinking to the `custom_nodes` directory. +Requires that ffprobe be available and added to the path. Note that imageio-ffmpeg does not bundle ffprobe. + +When installed, it adds a new sidebar tab to automate running one, or a folder of tests. This requires that the `Use new menu and workflow management` setting not be disabled diff --git a/custom_nodes/comfyui-videohelpersuite/testframework/__init__.py b/custom_nodes/comfyui-videohelpersuite/testframework/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c75b11c164596ef873898dd843700c7164cc0932 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/testframework/__init__.py @@ -0,0 +1,6 @@ +from . import server +NODE_CLASS_MAPPINGS = {} +NODE_DISPLAY_NAME_MAPPINGS = {} + +WEB_DIRECTORY = "./web" +__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] diff --git a/custom_nodes/comfyui-videohelpersuite/testframework/server.py b/custom_nodes/comfyui-videohelpersuite/testframework/server.py new file mode 100644 index 0000000000000000000000000000000000000000..a9c20ea3eab31bab288d6089a89410ff409d43ad --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/testframework/server.py @@ -0,0 +1,60 @@ +import subprocess +import json +import os +import torch +import shutil + +import server +import folder_paths + +web = server.web + +@server.PromptServer.instance.routes.post("/VHS_test") +async def test(request): + try: + req_data = await request.json() + output = req_data['output']['gifs'][0] + filename = output['filename'] + typ = output['type'] + base_args = ["ffprobe", "-v", "error", '-count_packets', "-show_entries", "stream", "-of", "json"] + video = folder_paths.get_annotated_filepath(f'{filename} [{typ}]') + vprobe = json.loads(subprocess.run(base_args + ['-select_streams', 'v:0', video], + capture_output=True, check=True).stdout)['streams'][0] + aprobe = json.loads(subprocess.run(base_args + ['-select_streams', 'a:0', video], + capture_output=True, check=True).stdout)['streams'] + probe = {'video': vprobe} + if len(aprobe) > 0: + probe['audio'] = aprobe[0] + errors = [] + compare = None + for test in req_data['tests']: + if test['type'] == 'compare': + compare = test + continue + key = test['key'] + expected = test['value'] + actual = probe[test['type']][key] + if expected != actual: + #Consider always dumping type? + errors.append(f'{key}: {expected} != {actual}') + if len(errors) == 0 and compare is not None: + if not os.path.exists(compare['filename']): + os.makedirs(os.path.split(compare['filename'])[0], exist_ok=True) + shutil.copy(video, compare['filename']) + print("Missing comparison file has been initialized from output:", os.path.abspath(compare['filename'])) + else: + #NOTE: This does not include the full memory optimizations of VHS + #Tests should be small + #TODO: Figure out way to do opacity comparison. May need to do blending in python + #(easy, but slower and more memory intensive) + diff = subprocess.run(['ffmpeg', '-v', 'error', '-i', video, '-i', compare['filename'], '-filter_complex', 'blend=all_mode=grainextract', '-pix_fmt', 'rgb24', '-f', 'rawvideo', '-'], stdout=subprocess.PIPE, check=True).stdout + diff = torch.frombuffer(diff, dtype=torch.uint8).to(dtype=torch.float32).div_(255) + #diff = diff.reshape((-1,4)) + d = (diff-0.5).abs().sum()/diff.size(0) + if d > compare['tolerance']: + errors.append(f'Similarity is outside specified tolerance: {d}') + else: + print('d:', d) + return web.json_response(errors) + except Exception as e: + return web.json_response(str(e)) diff --git a/custom_nodes/comfyui-videohelpersuite/testframework/web/js/testRunner.js b/custom_nodes/comfyui-videohelpersuite/testframework/web/js/testRunner.js new file mode 100644 index 0000000000000000000000000000000000000000..521a2204b9a2a3202441818461231872ea8a15c8 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/testframework/web/js/testRunner.js @@ -0,0 +1,96 @@ + +import {app} from "../../../scripts/app.js"; +import {api} from "../../../scripts/api.js"; + +let watched_nodes = {} +let resolve = undefined +let testURL = api.apiURL("/VHS_test") +let errors = [] +api.addEventListener("executed", async function ({detail}) { + if (watched_nodes && watched_nodes[detail?.node]) { + if (detail?.output?.unfinished_batch) { + return + } + let requestBody = {tests: watched_nodes[detail.node], output: detail.output} + try { + let req = await fetch(api.apiURL("/VHS_test"), + {method: "POST", body: JSON.stringify(requestBody)}); + let testResult = await req.json() + if (testResult.length != 0) { + errors.push(testResult) + } + } catch(e) { + errors.push(e) + } + if (!(watched_nodes.length -= 1)) { + resolve() + } + } +}); + +const workflowService = app.extensionManager.workflow + +async function runTest(file) { + if (!file?.name?.endsWith(".json")) { + return false + } + let workflow = JSON.parse(await file.text()) + await app.loadGraphData(workflow) + //NOTE: API is not used so workflow data is actually processed + watched_nodes = workflow.tests + errors = [] + let p = new Promise((r) => resolve = r) + await app.queuePrompt() + //block until execution completes + await p + watched_nodes = {} + if (errors.length > 0) { + app.ui.dialog.show("Failed " + errors.length + " tests:\n" + errors) + return true + } + await workflowService.closeWorkflow(workflowService.activeWorkflow, {warnIfUnsaved: false}) + return false +} +let iconOverride = document.createElement("style") +iconOverride.innerHTML = `.VHSTestIcon:before {content: '🧪';}` +document.body.append(iconOverride) + +let testSidebar = {id: 'VHStest', title: 'VHS Test', icon: 'VHSTestIcon', type: 'custom', + render: (e) => { + e.innerHTML = `Select a folder containing tests + + Or select a single test + + ` + + const folderInput = e.children[0] + const fileInput = e.children[1] + Object.assign(folderInput, { + type: "file", + webkitdirectory: true, + onchange: async function() { + const startTime = Date.now() + let failedTests = false + for(const file of this.files) { + failedTests ||= await runTest(file) + } + this.value="" + if (!failedTests) { + console.log("All tests passed in " + ((Date.now() - startTime)/1000) + "s") + } + }, + }); + Object.assign(fileInput, { + type: "file", + accept: ".json", + onchange: async function() { + if (this.files.length) { + if(!(await runTest(this.files[0]))) { + console.log("Test complete") + } + this.value="" + } + }, + }); + }} +app.extensionManager.registerSidebarTab(testSidebar) diff --git a/custom_nodes/comfyui-videohelpersuite/tests/README.md b/custom_nodes/comfyui-videohelpersuite/tests/README.md new file mode 100644 index 0000000000000000000000000000000000000000..ec025a7d169c7783f34523c63a0a6ae9a2e00fdb --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/tests/README.md @@ -0,0 +1 @@ +Workflows for automated testing of VHS. Most include an additional tests key to check the properties or perform comparisons on node outputs diff --git a/custom_nodes/comfyui-videohelpersuite/tests/audio.json b/custom_nodes/comfyui-videohelpersuite/tests/audio.json new file mode 100644 index 0000000000000000000000000000000000000000..cae3d766731f7fe3ae4866f6fa8c0cc86a2ca46d --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/tests/audio.json @@ -0,0 +1,313 @@ +{ + "id": "07b812b5-5037-4878-90bc-32d3a1f36619", + "revision": 0, + "last_node_id": 7, + "last_link_id": 5, + "nodes": [ + { + "id": 5, + "type": "VHS_VideoCombine", + "pos": [ + 732, + -23 + ], + "size": [ + 210, + 334 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "IMAGE", + "link": 2 + }, + { + "name": "audio", + "shape": 7, + "type": "AUDIO", + "link": 3 + }, + { + "name": "meta_batch", + "shape": 7, + "type": "VHS_BatchManager", + "link": null + }, + { + "name": "vae", + "shape": 7, + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "Filenames", + "type": "VHS_FILENAMES", + "links": null + } + ], + "properties": { + "Node name for S&R": "VHS_VideoCombine" + }, + "widgets_values": { + "frame_rate": 8, + "loop_count": 0, + "filename_prefix": "AnimateDiff", + "format": "video/webm", + "pix_fmt": "yuv420p", + "crf": 20, + "save_metadata": true, + "trim_to_audio": false, + "pingpong": false, + "save_output": false, + "videopreview": { + "hidden": false, + "paused": false, + "params": {} + } + } + }, + { + "id": 6, + "type": "VHS_VideoCombine", + "pos": [ + 503, + 363 + ], + "size": [ + 210, + 334 + ], + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "IMAGE", + "link": 4 + }, + { + "name": "audio", + "shape": 7, + "type": "AUDIO", + "link": 5 + }, + { + "name": "meta_batch", + "shape": 7, + "type": "VHS_BatchManager", + "link": null + }, + { + "name": "vae", + "shape": 7, + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "Filenames", + "type": "VHS_FILENAMES", + "links": null + } + ], + "properties": { + "Node name for S&R": "VHS_VideoCombine" + }, + "widgets_values": { + "frame_rate": 8, + "loop_count": 0, + "filename_prefix": "AnimateDiff", + "format": "video/h264-mp4", + "pix_fmt": "yuv420p", + "crf": 19, + "save_metadata": true, + "trim_to_audio": false, + "pingpong": false, + "save_output": false, + "videopreview": { + "hidden": false, + "paused": false, + "params": {} + } + } + }, + { + "id": 4, + "type": "VHS_LoadVideoPath", + "pos": [ + 29, + 16 + ], + "size": [ + 221.27618408203125, + 413.1552734375 + ], + "flags": {}, + "order": 0, + "mode": 0, + "inputs": [ + { + "name": "meta_batch", + "shape": 7, + "type": "VHS_BatchManager", + "link": null + }, + { + "name": "vae", + "shape": 7, + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 2, + 4 + ] + }, + { + "name": "frame_count", + "type": "INT", + "links": null + }, + { + "name": "audio", + "type": "AUDIO", + "links": [ + 3 + ] + }, + { + "name": "video_info", + "type": "VHS_VIDEOINFO", + "links": null + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideoPath" + }, + "widgets_values": { + "video": "input/bigbuckbunny.mp4", + "force_rate": 8, + "custom_width": 0, + "custom_height": 0, + "frame_load_cap": 30, + "skip_first_frames": 0, + "select_every_nth": 1, + "format": "AnimateDiff", + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "filename": "input/bigbuckbunny.mp4", + "type": "path", + "format": "video/mp4", + "force_rate": 8, + "custom_width": 0, + "custom_height": 0, + "frame_load_cap": 30, + "skip_first_frames": 0, + "select_every_nth": 1 + } + } + } + }, + { + "id": 7, + "type": "VHS_LoadAudio", + "pos": [ + 83, + 564 + ], + "size": [ + 218.93820190429688, + 126 + ], + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "audio", + "type": "AUDIO", + "links": [ + 5 + ] + }, + { + "name": "duration", + "type": "FLOAT", + "links": null + } + ], + "properties": { + "Node name for S&R": "VHS_LoadAudio" + }, + "widgets_values": { + "audio_file": "input/bigbuckbunny.mp4", + "seek_seconds": 0, + "duration": 5 + } + } + ], + "links": [ + [ + 2, + 4, + 0, + 5, + 0, + "IMAGE" + ], + [ + 3, + 4, + 2, + 5, + 1, + "AUDIO" + ], + [ + 4, + 4, + 0, + 6, + 0, + "IMAGE" + ], + [ + 5, + 7, + 0, + 6, + 1, + "AUDIO" + ] + ], + "groups": [], + "config": {}, + "extra": { + "frontendVersion": "1.25.0", + "VHS_latentpreview": true, + "VHS_latentpreviewrate": 0, + "VHS_MetadataImage": true, + "VHS_KeepIntermediate": true + }, + "version": 0.4, + "tests": { + "5": [{"type": "audio", "key": "nb_read_packets", "value": "177"}], + "6": [{"type": "audio", "key": "nb_read_packets", "value": "176"}], + "length": 2 + } +} \ No newline at end of file diff --git a/custom_nodes/comfyui-videohelpersuite/tests/batch4x4.json b/custom_nodes/comfyui-videohelpersuite/tests/batch4x4.json new file mode 100644 index 0000000000000000000000000000000000000000..34b9647329642a9e5ca233a60b8bbf2ca8f72aca --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/tests/batch4x4.json @@ -0,0 +1,535 @@ +{ + "last_node_id": 18, + "last_link_id": 28, + "nodes": [ + { + "id": 16, + "type": "SolidMask", + "pos": [ + 38, + 1066 + ], + "size": { + "0": 315, + "1": 106 + }, + "flags": {}, + "order": 0, + "mode": 0, + "outputs": [ + { + "name": "MASK", + "type": "MASK", + "links": [ + 18 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "SolidMask" + }, + "widgets_values": [ + 1, + 512, + 512 + ] + }, + { + "id": 15, + "type": "ImageCompositeMasked", + "pos": [ + 412.0800030517579, + 591.4099975585939 + ], + "size": { + "0": 315, + "1": 146 + }, + "flags": {}, + "order": 5, + "mode": 0, + "inputs": [ + { + "name": "destination", + "type": "IMAGE", + "link": 16 + }, + { + "name": "source", + "type": "IMAGE", + "link": 17 + }, + { + "name": "mask", + "type": "MASK", + "link": 18 + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 19 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "ImageCompositeMasked" + }, + "widgets_values": [ + 0, + 0, + false + ] + }, + { + "id": 18, + "type": "VHS_BatchManager", + "pos": [ + 329.8000881958008, + -87.40008056640622 + ], + "size": { + "0": 315, + "1": 58 + }, + "flags": {}, + "order": 1, + "mode": 0, + "outputs": [ + { + "name": "VHS_BatchManager", + "type": "VHS_BatchManager", + "links": [ + 24, + 25, + 26, + 27 + ], + "slot_index": 0, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_BatchManager" + }, + "widgets_values": { + "frames_per_batch": 4, + "count": 2 + } + }, + { + "id": 10, + "type": "VHS_LoadVideoPath", + "pos": [ + 24, + 102 + ], + "size": [ + 320, + 420.7188019966722 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [ + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": 25, + "slot_index": 0 + }, + { + "name": "vae", + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 16, + 22 + ], + "slot_index": 0, + "shape": 3 + }, + { + "name": "frame_count", + "type": "INT", + "links": null, + "shape": 3 + }, + { + "name": "audio", + "type": "AUDIO", + "links": [ + 28 + ], + "slot_index": 2, + "shape": 3 + }, + { + "name": "video_info", + "type": "VHS_VIDEOINFO", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideoPath" + }, + "widgets_values": { + "video": "input/bigbuckbunny.mp4", + "force_rate": 8, + "force_size": "512x?", + "custom_width": 512, + "custom_height": 512, + "frame_load_cap": 16, + "skip_first_frames": 64, + "select_every_nth": 1, + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "frame_load_cap": 16, + "skip_first_frames": 64, + "force_rate": 8, + "filename": "input/bigbuckbunny.mp4", + "type": "path", + "format": "video/mp4", + "select_every_nth": 1, + "force_size": "512x?" + } + } + } + }, + { + "id": 14, + "type": "VHS_LoadVideoPath", + "pos": [ + 26, + 598 + ], + "size": [ + 320, + 444.7188019966722 + ], + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [ + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": 26, + "slot_index": 0 + }, + { + "name": "vae", + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 17 + ], + "slot_index": 0, + "shape": 3 + }, + { + "name": "frame_count", + "type": "INT", + "links": null, + "shape": 3 + }, + { + "name": "audio", + "type": "VHS_AUDIO", + "links": [], + "slot_index": 2, + "shape": 3 + }, + { + "name": "video_info", + "type": "VHS_VIDEOINFO", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideoPath" + }, + "widgets_values": { + "video": "input/bigbuckbunny.mp4", + "force_rate": 8, + "force_size": "Custom Width", + "custom_width": 384, + "custom_height": 512, + "frame_load_cap": 16, + "skip_first_frames": 64, + "select_every_nth": 1, + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "frame_load_cap": 16, + "skip_first_frames": 64, + "force_rate": 8, + "filename": "input/bigbuckbunny.mp4", + "type": "path", + "format": "video/mp4", + "select_every_nth": 1, + "force_size": "512x?" + } + } + } + }, + { + "id": 11, + "type": "VHS_VideoCombine", + "pos": [ + 762, + 646 + ], + "size": [ + 320, + 492.75 + ], + "flags": {}, + "order": 6, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "IMAGE", + "link": 19 + }, + { + "name": "audio", + "type": "AUDIO", + "link": 28 + }, + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": 27, + "slot_index": 2 + }, + { + "name": "vae", + "type": "VAE", + "link": null + } + ], + "outputs": [ + { + "name": "Filenames", + "type": "VHS_FILENAMES", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_VideoCombine" + 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"yuv444p12le"}], + "length": 1 + } +} \ No newline at end of file diff --git a/custom_nodes/comfyui-videohelpersuite/tests/old-vae-conversion.json b/custom_nodes/comfyui-videohelpersuite/tests/old-vae-conversion.json new file mode 100644 index 0000000000000000000000000000000000000000..e751918b6473cae2f38536d8433bc40b2283a3f6 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/tests/old-vae-conversion.json @@ -0,0 +1,229 @@ +{ + "last_node_id": 10, + "last_link_id": 9, + "nodes": [ + { + "id": 7, + "type": "VHS_VideoCombine", + "pos": [ + 746, + 309 + ], + "size": [ + 320, + 468.7188019966722 + ], + "flags": {}, + "order": 2, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "LATENT", + "link": 9 + }, + { + "name": "audio", + "type": "AUDIO", + "link": null + }, + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": null + }, + { + "name": "vae", + "type": "VAE", + "link": 8 + } + ], + "outputs": [ + { + "name": "Filenames", + "type": "VHS_FILENAMES", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_VideoCombine" + }, + "widgets_values": { + "frame_rate": 8, + "loop_count": 0, + "filename_prefix": "AnimateDiff", + "format": "video/webm", + "crf": 20, + "save_metadata": true, + "pingpong": false, + "save_output": false, + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "filename": "AnimateDiff_00001.webm", + "subfolder": "", + "type": "temp", + "format": "video/webm", + "frame_rate": 8 + } + } + } + }, + { + "id": 6, + "type": "VHS_LoadVideoPath", + "pos": [ + 171, + 239 + ], + "size": [ + 320, + 420.7188019966722 + ], + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [ + { + "name": "meta_batch", + "type": "VHS_BatchManager", + "link": null + }, + { + "name": "vae", + "type": "VAE", + "link": 7, + "slot_index": 1 + } + ], + "outputs": [ + { + "name": "LATENT", + "type": "LATENT", + "links": [ + 9 + ], + "slot_index": 0, + "shape": 3 + }, + { + "name": "frame_count", + "type": "INT", + "links": null, + "shape": 3 + }, + { + "name": "audio", + "type": "AUDIO", + "links": [], + "slot_index": 2, + "shape": 3 + }, + { + "name": "video_info", + "type": "VHS_VIDEOINFO", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideoPath" + }, + "widgets_values": { + "video": "input/bigbuckbunny.mp4", + "force_rate": 8, + "force_size": "Disabled", + "custom_width": 512, + "custom_height": 512, + "frame_load_cap": 64, + "skip_first_frames": 0, + "select_every_nth": 1, + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "frame_load_cap": 64, + "skip_first_frames": 0, + "force_rate": 8, + "filename": "input/bigbuckbunny.mp4", + "type": "path", + "format": "video/mp4", + "select_every_nth": 1 + } + } + } + }, + { + "id": 10, + "type": "VAELoader", + "pos": [ + -42, + 88 + ], + "size": { + "0": 315, + "1": 58 + }, + "flags": {}, + "order": 0, + "mode": 0, + "outputs": [ + { + "name": "VAE", + "type": "VAE", + "links": [ + 7, + 8 + ], + "shape": 3, + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "VAELoader" + }, + "widgets_values": [ + "taesd" + ] + } + ], + "links": [ + [ + 7, + 10, + 0, + 6, + 1, + "VAE" + ], + [ + 8, + 10, + 0, + 7, + 3, + "VAE" + ], + [ + 9, + 6, + 0, + 7, + 0, + "LATENT" + ] + ], + "groups": [], + "config": {}, + "extra": {}, + "version": 0.4, + "tests": { + "7": [{"type": "video", "key": "width", "value": 1920}, + {"type": "video", "key": "height", "value": 1080}, + {"type": "video", "key": "nb_read_packets", "value": "64"} + ], + "length": 1 + } +} diff --git a/custom_nodes/comfyui-videohelpersuite/tests/simple.json b/custom_nodes/comfyui-videohelpersuite/tests/simple.json new file mode 100644 index 0000000000000000000000000000000000000000..4d7f8ddd68a24cc90519ecd127daae9d8ab81b85 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/tests/simple.json @@ -0,0 +1,134 @@ +{ + "last_node_id": 3, + "last_link_id": 1, + "nodes": [ + { + "id": 1, + "type": "VHS_LoadVideo", + "pos": [ + 54, + 89 + ], + "size": [ + 235.1999969482422, + 384.56999829610186 + ], + "flags": {}, + "order": 0, + "mode": 0, + "outputs": [ + { + "name": "IMAGE", + "type": "IMAGE", + "links": [ + 1 + ], + "shape": 3, + "slot_index": 0 + }, + { + "name": "frame_count", + "type": "INT", + "links": null, + "shape": 3 + }, + { + "name": "audio", + "type": "VHS_AUDIO", + "links": null, + "shape": 3 + } + ], + "properties": { + "Node name for S&R": "VHS_LoadVideo" + }, + "widgets_values": { + "video": "leader.webm", + "force_rate": 8, + "force_size": "Custom Width", + "custom_width": 304, + "custom_height": 312, + "frame_load_cap": 16, + "skip_first_frames": 1, + "select_every_nth": 1, + "choose video to upload": "image", + "videopreview": { + "hidden": false, + "paused": false, + "params": { + "frame_load_cap": 0, + "skip_first_frames": 0, + "force_rate": 0, + "filename": "leader.webm", + "type": "input", + "format": "video/mp4", + "force_size": "410.4x?", + "select_every_nth": 1 + } + } + } + }, + { + "id": 3, + "type": "VHS_VideoCombine", + "pos": [ + 629, + 222 + ], + "size": { + "0": 315, + "1": 250 + }, + "flags": {}, + "order": 1, + "mode": 0, + "inputs": [ + { + "name": "images", + "type": "IMAGE", + "link": 1 + } + ], + "outputs": [], + "properties": { + "Node name for S&R": "VHS_VideoCombine" + }, + "widgets_values": { + "frame_rate": 8, + "loop_count": 0, + "filename_prefix": "AnimateDiff", + "format": "video/webm", + "pingpong": false, + "save_image": false, + "crf": 20, + "save_metadata": false, + "audio_file": "", + "videopreview": { + "hidden": false, + "paused": false + } + } + } + ], + "links": [ + [ + 1, + 1, + 0, + 3, + 0, + "IMAGE" + ] + ], + "groups": [], + "config": {}, + "extra": {}, + "version": 0.4, + "tests": { + "3": [{"type": "video", "key": "width", "value": 304}, + {"type": "video", "key": "height", "value": 232}, + {"type": "compare", "filename": "custom_nodes/ComfyUI-VideoHelperSuite/tests/outputs/simple.webm", "tolerance": 0.02} + ], + "length": 1 + } +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/16bit-png.json b/custom_nodes/comfyui-videohelpersuite/video_formats/16bit-png.json new file mode 100644 index 0000000000000000000000000000000000000000..b768bdbcfe8950cb7bde37d02444f0191ad29f51 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/16bit-png.json @@ -0,0 +1,9 @@ +{ + "main_pass": + [ + "-n", + "-pix_fmt", "rgba64" + ], + "input_color_depth": "16bit", + "extension": "%03d.png" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/8bit-png.json b/custom_nodes/comfyui-videohelpersuite/video_formats/8bit-png.json new file mode 100644 index 0000000000000000000000000000000000000000..88b27a75f9c979f18979ec46da8c8843a82e0759 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/8bit-png.json @@ -0,0 +1,7 @@ +{ + "main_pass": + [ + "-n" + ], + "extension": "%03d.png" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/ProRes.json b/custom_nodes/comfyui-videohelpersuite/video_formats/ProRes.json new file mode 100644 index 0000000000000000000000000000000000000000..eddd3acf931c5ab3486197c18ba88a3959d3e1d6 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/ProRes.json @@ -0,0 +1,22 @@ +{ + "main_pass": + [ + "-n", "-c:v", "prores_ks", + "-profile:v", [["$profile"]], + ["profile", { + "lt": [[]], "1": [[]], "standard": [[]], "2": [[]], "hq": [[]], "3": [[]], + "4": ["has_alpha", {"True": [["-pix_fmt", "yuva444p10le"]], + "False": [["-pix_fmt", "yuv444p10le"]]}], + "4444": ["has_alpha", {"True": [["-pix_fmt", "yuva444p10le"]], + "False": [["-pix_fmt", "yuv444p10le"]]}], + "4444xq": ["has_alpha", {"True": [["-pix_fmt", "yuva444p10le"]], + "False": [["-pix_fmt", "yuv444p10le"]]}] + }], + "-vf", "scale=out_color_matrix=bt709", + "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "pcm_s16le"], + "extension": "mov", + "extra_widgets": [["profile", ["lt", "standard", "hq", "4444", "4444xq"], {"default": "hq"}]] +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/av1-webm.json b/custom_nodes/comfyui-videohelpersuite/video_formats/av1-webm.json new file mode 100644 index 0000000000000000000000000000000000000000..659ea166fb140e18109f09f3d5710363af9c2294 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/av1-webm.json @@ -0,0 +1,16 @@ +{ + "main_pass": + [ + "-n", "-c:v", "libsvtav1", + "-pix_fmt", ["pix_fmt", ["yuv420p10le", "yuv420p"]], + "-crf", ["crf","INT", {"default": 23, "min": 0, "max": 100, "step": 1}], + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "libopus"], + "input_color_depth": ["input_color_depth", ["8bit", "16bit"]], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "extension": "webm", + "environment": {"SVT_LOG": "1"} +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/ffmpeg-gif.json b/custom_nodes/comfyui-videohelpersuite/video_formats/ffmpeg-gif.json new file mode 100644 index 0000000000000000000000000000000000000000..3ca0865033c7dabc06176c737652f375e7badb27 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/ffmpeg-gif.json @@ -0,0 +1,8 @@ +{ + "main_pass": + [ + "-n", + "-filter_complex", ["dither", ["bayer", "heckbert", "floyd_steinberg", "sierra2", "sierra2_4a", "sierra3", "burkes", "atkinson", "none"], {"default": "sierra2_4a"}, "[0:v] split [a][b]; [a] palettegen=reserve_transparent=on:transparency_color=ffffff [p]; [b][p] paletteuse=dither=$val"] + ], + "extension": "gif" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/ffv1-mkv.json b/custom_nodes/comfyui-videohelpersuite/video_formats/ffv1-mkv.json new file mode 100644 index 0000000000000000000000000000000000000000..3248e5fc6425feeb1d55ccdb8bd8d49cb0e3401c --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/ffv1-mkv.json @@ -0,0 +1,18 @@ +{ + "main_pass": [ + "-n", + "-c:v", "ffv1", + "-level", ["level", ["0", "1", "3"], {"default": "3"}], + "-coder", ["coder", ["0", "1", "2"], {"default": "1"}], + "-context", ["context", ["0", "1"], {"default": "1"}], + "-g", ["gop_size", "INT", {"default": 1, "min": 1, "max": 300, "step": 1}], + "-slices", ["slices", ["4", "6", "9", "12", "16", "20", "24", "30"], {"default": "16"}], + "-slicecrc", ["slicecrc", ["0", "1"], {"default": "1"}], + "-pix_fmt", ["pix_fmt", ["rgba64le", "bgra", "yuv420p", "yuv422p", "yuv444p", "yuva420p", "yuva422p", "yuva444p", "yuv420p10le", "yuv422p10le", "yuv444p10le", "yuv420p12le", "yuv422p12le", "yuv444p12le", "yuv420p14le", "yuv422p14le", "yuv444p14le", "yuv420p16le", "yuv422p16le", "yuv444p16le", "gray", "gray10le", "gray12le", "gray16le"], {"default": "rgba64le"}] + ], + "audio_pass": ["-c:a", "flac"], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "trim_to_audio": ["trim_to_audio", "BOOLEAN", {"default": false}], + "input_color_depth": "16bit", + "extension": "mkv" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/gifski.json b/custom_nodes/comfyui-videohelpersuite/video_formats/gifski.json new file mode 100644 index 0000000000000000000000000000000000000000..c96b358ab0ae59dbd97c52a699c8ee9825c5d351 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/gifski.json @@ -0,0 +1,12 @@ +{ + "main_pass": + [ + "-pix_fmt", "yuv444p", + "-vf", "scale=out_color_matrix=bt709:out_range=pc", + "-color_range", "pc" + ], + "extension": "gif", + "gifski_pass": [ + "-Q", ["quality","INT", {"default": 90, "min": 1, "max": 100, "step": 1}] + ] +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/h264-mp4.json b/custom_nodes/comfyui-videohelpersuite/video_formats/h264-mp4.json new file mode 100644 index 0000000000000000000000000000000000000000..89d290c92cd44674e2fe6dca8d0a240d6bf9695b --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/h264-mp4.json @@ -0,0 +1,15 @@ +{ + "main_pass": + [ + "-n", "-c:v", "libx264", + "-pix_fmt", ["pix_fmt", ["yuv420p", "yuv420p10le"]], + "-crf", ["crf","INT", {"default": 19, "min": 0, "max": 100, "step": 1}], + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "aac"], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "trim_to_audio": ["trim_to_audio", "BOOLEAN", {"default": false}], + "extension": "mp4" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/h265-mp4.json b/custom_nodes/comfyui-videohelpersuite/video_formats/h265-mp4.json new file mode 100644 index 0000000000000000000000000000000000000000..b5d0150bf9cdb21f396f026a0d7721626c698822 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/h265-mp4.json @@ -0,0 +1,17 @@ +{ + "main_pass": + [ + "-n", "-c:v", "libx265", + "-vtag", "hvc1", + "-pix_fmt", ["pix_fmt", ["yuv420p10le", "yuv420p"]], + "-crf", ["crf","INT", {"default": 22, "min": 0, "max": 100, "step": 1}], + "-preset", "medium", + "-x265-params", "log-level=quiet", + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "aac"], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "extension": "mp4" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_av1-mp4.json b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_av1-mp4.json new file mode 100644 index 0000000000000000000000000000000000000000..0996c65b3f586897a2b131997ff1faaa6a4b828e --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_av1-mp4.json @@ -0,0 +1,15 @@ +{ + "main_pass": + [ + "-n", "-c:v", "av1_nvenc", + "-pix_fmt", ["pix_fmt", ["yuv420p", "p010le"]], + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "aac"], + "bitrate": ["bitrate","INT", {"default": 10, "min": 1, "max": 999, "step": 1 }], + "megabit": ["megabit","BOOLEAN", {"default": true}], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "extension": "mp4" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_h264-mp4.json b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_h264-mp4.json new file mode 100644 index 0000000000000000000000000000000000000000..1c39913ab6419fb2f7b1c0a6241b7fea1cc2cb11 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_h264-mp4.json @@ -0,0 +1,15 @@ +{ + "main_pass": + [ + "-n", "-c:v", "h264_nvenc", + "-pix_fmt", ["pix_fmt", ["yuv420p", "p010le"]], + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "aac"], + "bitrate": ["bitrate","INT", {"default": 10, "min": 1, "max": 999, "step": 1 }], + "megabit": ["megabit","BOOLEAN", {"default": true}], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "extension": "mp4" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_hevc-mp4.json b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_hevc-mp4.json new file mode 100644 index 0000000000000000000000000000000000000000..2ec6f4169d02466287026e4989b930ec3b64c200 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/nvenc_hevc-mp4.json @@ -0,0 +1,16 @@ +{ + "main_pass": + [ + "-n", "-c:v", "hevc_nvenc", + "-vtag", "hvc1", + "-pix_fmt", ["pix_fmt", ["yuv420p", "p010le"]], + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "aac"], + "bitrate": ["bitrate","INT", {"default": 10, "min": 1, "max": 999, "step": 1 }], + "megabit": ["megabit","BOOLEAN", {"default": true}], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "extension": "mp4" +} diff --git a/custom_nodes/comfyui-videohelpersuite/video_formats/webm.json b/custom_nodes/comfyui-videohelpersuite/video_formats/webm.json new file mode 100644 index 0000000000000000000000000000000000000000..6323f619ad2850ba60cd5e31b32cdfc060e030c9 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/video_formats/webm.json @@ -0,0 +1,16 @@ +{ + "main_pass": + [ + "-n", + "-pix_fmt", ["pix_fmt",["yuv420p","yuva420p"]], + "-crf", ["crf","INT", {"default": 20, "min": 0, "max": 100, "step": 1}], + "-b:v", "0", + "-vf", "scale=out_color_matrix=bt709", + "-color_range", "tv", "-colorspace", "bt709", "-color_primaries", "bt709", "-color_trc", "bt709" + ], + "fake_trc": "bt709", + "audio_pass": ["-c:a", "libvorbis"], + "save_metadata": ["save_metadata", "BOOLEAN", {"default": true}], + "trim_to_audio": ["trim_to_audio", "BOOLEAN", {"default": false}], + "extension": "webm" +} diff --git a/custom_nodes/comfyui-videohelpersuite/videohelpersuite/batched_nodes.py b/custom_nodes/comfyui-videohelpersuite/videohelpersuite/batched_nodes.py new file mode 100644 index 0000000000000000000000000000000000000000..624bb84f73cce1d8e51abf4fef0b80367ad4b9a3 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/videohelpersuite/batched_nodes.py @@ -0,0 +1,56 @@ +import torch +from nodes import VAEEncode +from comfy.utils import ProgressBar + + +class VAEDecodeBatched: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "samples": ("LATENT", ), + "vae": ("VAE", ), + "per_batch": ("INT", {"default": 16, "min": 1}) + } + } + + CATEGORY = "Video Helper Suite 🎥🅥🅗🅢/batched nodes" + + RETURN_TYPES = ("IMAGE",) + FUNCTION = "decode" + + def decode(self, vae, samples, per_batch): + decoded = [] + pbar = ProgressBar(samples["samples"].shape[0]) + for start_idx in range(0, samples["samples"].shape[0], per_batch): + decoded.append(vae.decode(samples["samples"][start_idx:start_idx+per_batch])) + pbar.update(per_batch) + return (torch.cat(decoded, dim=0), ) + + +class VAEEncodeBatched: + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "pixels": ("IMAGE", ), "vae": ("VAE", ), + "per_batch": ("INT", {"default": 16, "min": 1}) + } + } + + CATEGORY = "Video Helper Suite 🎥🅥🅗🅢/batched nodes" + + RETURN_TYPES = ("LATENT",) + FUNCTION = "encode" + + def encode(self, vae, pixels, per_batch): + t = [] + pbar = ProgressBar(pixels.shape[0]) + for start_idx in range(0, pixels.shape[0], per_batch): + try: + sub_pixels = vae.vae_encode_crop_pixels(pixels[start_idx:start_idx+per_batch]) + except: + sub_pixels = VAEEncode.vae_encode_crop_pixels(pixels[start_idx:start_idx+per_batch]) + t.append(vae.encode(sub_pixels[:,:,:,:3])) + pbar.update(per_batch) + return ({"samples": torch.cat(t, dim=0)}, ) diff --git a/custom_nodes/comfyui-videohelpersuite/videohelpersuite/documentation.py b/custom_nodes/comfyui-videohelpersuite/videohelpersuite/documentation.py new file mode 100644 index 0000000000000000000000000000000000000000..857de6c6a5b4a3917f49d0b1c5c142f274203f22 --- /dev/null +++ b/custom_nodes/comfyui-videohelpersuite/videohelpersuite/documentation.py @@ -0,0 +1,616 @@ +from .logger import logger + +def image(src): + return f'' +def video(src): + return f'